Attending ... \n",
+ "\n",
+ " rawBody createdAt queryDate \\\n",
+ "0
I just Finished the my study , I did the Da... 4/3/2024 2024-04-03 \n",
+ "1
Hello, my name is Patrick Marques and I can... 3/19/2024 2024-03-19 \n",
+ "2
I could finish cybersecurity course within ... 2/15/2024 2024-02-15 \n",
+ "3
I chose Ironhack after reading a lot of rev... 12/22/2023 2023-12-22 \n",
+ "4
Attending this bootcamp was hands down the ... 12/19/2023 2023-12-19 \n",
+ "\n",
+ " program user overallScore comments overall \\\n",
+ "0 Data Analytics Part-Time {'image': None} 3.3 [] 4.0 \n",
+ "1 Data Analytics Bootcamp {'image': None} 4.0 [] 4.0 \n",
+ "2 None {'image': None} 4.3 [] 4.0 \n",
+ "3 None {'image': None} 5.0 [] 5.0 \n",
+ "4 UX/UI Design Bootcamp {'image': None} 5.0 [] 5.0 \n",
+ "\n",
+ " curriculum jobSupport review_body \\\n",
+ "0 4.0 2.0 I just Finished the my study , I did the Data ... \n",
+ "1 4.0 4.0 Hello, my name is Patrick Marques and I can sa... \n",
+ "2 5.0 4.0 I could finish cybersecurity course within 3 m... \n",
+ "3 5.0 5.0 I chose Ironhack after reading a lot of review... \n",
+ "4 5.0 5.0 Attending this bootcamp was hands down the bes... \n",
+ "\n",
+ " school school_id \n",
+ "0 ironhack 10828 \n",
+ "1 ironhack 10828 \n",
+ "2 ironhack 10828 \n",
+ "3 ironhack 10828 \n",
+ "4 ironhack 10828 "
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments.head(5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "74a805aa",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 11119 entries, 0 to 11118\n",
+ "Data columns (total 22 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 id 11119 non-null int64 \n",
+ " 1 name 11119 non-null object \n",
+ " 2 anonymous 11119 non-null bool \n",
+ " 3 hostProgramName 3647 non-null object \n",
+ " 4 graduatingYear 11089 non-null float64\n",
+ " 5 isAlumni 11107 non-null object \n",
+ " 6 jobTitle 8478 non-null object \n",
+ " 7 tagline 11119 non-null object \n",
+ " 8 body 11119 non-null object \n",
+ " 9 rawBody 11119 non-null object \n",
+ " 10 createdAt 11119 non-null object \n",
+ " 11 queryDate 11119 non-null object \n",
+ " 12 program 10249 non-null object \n",
+ " 13 user 11119 non-null object \n",
+ " 14 overallScore 11107 non-null object \n",
+ " 15 comments 11119 non-null object \n",
+ " 16 overall 11107 non-null object \n",
+ " 17 curriculum 10964 non-null object \n",
+ " 18 jobSupport 10052 non-null object \n",
+ " 19 review_body 11119 non-null object \n",
+ " 20 school 11119 non-null object \n",
+ " 21 school_id 11119 non-null int64 \n",
+ "dtypes: bool(1), float64(1), int64(2), object(18)\n",
+ "memory usage: 1.8+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "# exploring the data frame\n",
+ "\n",
+ "comments.info()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "37fd000a",
+ "metadata": {},
+ "source": [
+ "# Doing some data cleaning on the comments DF"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "3171a378",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "#removing irrelevant columns with information that is now in review_body\n",
+ "comments.drop(columns=['body', 'rawBody', 'user','comments'], inplace = True)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "231a13b5",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# also removing col isAlumni as we will not need it for our analysis\n",
+ "comments.drop(columns=['isAlumni'], inplace = True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "a1373cfa",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "id 0\n",
+ "name 0\n",
+ "anonymous 0\n",
+ "hostProgramName 7472\n",
+ "graduatingYear 30\n",
+ "jobTitle 2641\n",
+ "tagline 0\n",
+ "createdAt 0\n",
+ "queryDate 0\n",
+ "program 870\n",
+ "overallScore 12\n",
+ "overall 12\n",
+ "curriculum 155\n",
+ "jobSupport 1067\n",
+ "review_body 0\n",
+ "school 0\n",
+ "school_id 0\n",
+ "dtype: int64\n"
+ ]
+ }
+ ],
+ "source": [
+ "# let's look at null values:\n",
+ "\n",
+ "print(comments.isna().sum())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "48c558c2",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 11119 entries, 0 to 11118\n",
+ "Data columns (total 17 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 id 11119 non-null int64 \n",
+ " 1 name 11119 non-null object \n",
+ " 2 anonymous 11119 non-null bool \n",
+ " 3 hostProgramName 3647 non-null object \n",
+ " 4 graduatingYear 11089 non-null float64\n",
+ " 5 jobTitle 8478 non-null object \n",
+ " 6 tagline 11119 non-null object \n",
+ " 7 createdAt 11119 non-null object \n",
+ " 8 queryDate 11119 non-null object \n",
+ " 9 program 10249 non-null object \n",
+ " 10 overallScore 11107 non-null object \n",
+ " 11 overall 11107 non-null object \n",
+ " 12 curriculum 10964 non-null object \n",
+ " 13 jobSupport 10052 non-null object \n",
+ " 14 review_body 11119 non-null object \n",
+ " 15 school 11119 non-null object \n",
+ " 16 school_id 11119 non-null int64 \n",
+ "dtypes: bool(1), float64(1), int64(2), object(13)\n",
+ "memory usage: 1.4+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Let's handle dtypes and null values\n",
+ "\n",
+ "comments.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "f620c5b2",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Convert data types accordingly\n",
+ "\n",
+ "comments['graduatingYear'] = comments['graduatingYear'].astype('Int64') # Using 'Int64' to handle NaN values\n",
+ "comments['createdAt'] = pd.to_datetime(comments['createdAt'])\n",
+ "comments['queryDate'] = pd.to_datetime(comments['queryDate'])\n",
+ "comments['program'] = comments['program'].astype('object')\n",
+ "comments['overallScore'] = pd.to_numeric(comments['overallScore'], errors='coerce')\n",
+ "comments['overall'] = pd.to_numeric(comments['overall'], errors='coerce')\n",
+ "comments['curriculum'] = pd.to_numeric(comments['curriculum'], errors='coerce')\n",
+ "comments['jobSupport'] = pd.to_numeric(comments['jobSupport'], errors='coerce')\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "7217ad5d",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# set 0 for null values under 'score' cols\n",
+ "comments['overallScore'] = comments['overallScore'].fillna(0)\n",
+ "comments['overall'] = comments['overall'].fillna(0)\n",
+ "comments['curriculum'] = comments['curriculum'].fillna(0)\n",
+ "comments['jobSupport'] = comments['jobSupport'].fillna(0)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "0c24905a",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " name \n",
+ " anonymous \n",
+ " hostProgramName \n",
+ " graduatingYear \n",
+ " tagline \n",
+ " createdAt \n",
+ " program \n",
+ " overallScore \n",
+ " overall \n",
+ " curriculum \n",
+ " jobSupport \n",
+ " review_body \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 4318 \n",
+ " 247736 \n",
+ " Olaf K \n",
+ " False \n",
+ " Data Science \n",
+ " 2018 \n",
+ " Dataquest - Learning data science at your pace \n",
+ " 2019-04-17 \n",
+ " None \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " Normally I do not write such reviews but with ... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 1165 \n",
+ " 236466 \n",
+ " Michela \n",
+ " False \n",
+ " None \n",
+ " 2017 \n",
+ " Muy buena experiencia \n",
+ " 2017-06-14 \n",
+ " Full-time UX/UI Design Bootcamp \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Era lo que necesitaba para darle un giro a mi ... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 4206 \n",
+ " 277011 \n",
+ " Salman Farisi \n",
+ " False \n",
+ " None \n",
+ " 2021 \n",
+ " Recommended for learning Data Science \n",
+ " 2021-05-12 \n",
+ " R for Data Analysis \n",
+ " 4.7 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " Good for fundamental knowledge of data science... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 11010 \n",
+ " 247026 \n",
+ " Anonymous \n",
+ " True \n",
+ " None \n",
+ " 2019 \n",
+ " Design 101 by DesignLab \n",
+ " 2019-03-02 \n",
+ " None \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " Great course for anyone trying to get a good, ... \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ " 6953 \n",
+ " 245009 \n",
+ " Eric Foucault \n",
+ " False \n",
+ " Software Engineering \n",
+ " 2018 \n",
+ " Amazing experience! \n",
+ " 2018-09-25 \n",
+ " FullStack program - 35+ locations \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I just finished Le Wagon bootcamp in Paris. I ... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id name anonymous hostProgramName graduatingYear \\\n",
+ "4318 247736 Olaf K False Data Science 2018 \n",
+ "1165 236466 Michela False None 2017 \n",
+ "4206 277011 Salman Farisi False None 2021 \n",
+ "11010 247026 Anonymous True None 2019 \n",
+ "6953 245009 Eric Foucault False Software Engineering 2018 \n",
+ "\n",
+ " tagline createdAt \\\n",
+ "4318 Dataquest - Learning data science at your pace 2019-04-17 \n",
+ "1165 Muy buena experiencia 2017-06-14 \n",
+ "4206 Recommended for learning Data Science 2021-05-12 \n",
+ "11010 Design 101 by DesignLab 2019-03-02 \n",
+ "6953 Amazing experience! 2018-09-25 \n",
+ "\n",
+ " program overallScore overall curriculum \\\n",
+ "4318 None 5.0 5.0 5.0 \n",
+ "1165 Full-time UX/UI Design Bootcamp 5.0 5.0 5.0 \n",
+ "4206 R for Data Analysis 4.7 5.0 5.0 \n",
+ "11010 None 5.0 5.0 5.0 \n",
+ "6953 FullStack program - 35+ locations 5.0 5.0 5.0 \n",
+ "\n",
+ " jobSupport review_body \\\n",
+ "4318 0.0 Normally I do not write such reviews but with ... \n",
+ "1165 5.0 Era lo que necesitaba para darle un giro a mi ... \n",
+ "4206 4.0 Good for fundamental knowledge of data science... \n",
+ "11010 0.0 Great course for anyone trying to get a good, ... \n",
+ "6953 5.0 I just finished Le Wagon bootcamp in Paris. I ... \n",
+ "\n",
+ " school school_id \n",
+ "4318 dataquest 10683 \n",
+ "1165 ironhack 10828 \n",
+ "4206 dataquest 10683 \n",
+ "11010 designlab 10697 \n",
+ "6953 le-wagon 10868 "
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# we decided to also drop the Job Title as it will not be relevant for our analysis, as well as the queryDate which is always equal to createdAt\n",
+ "\n",
+ "comments.drop(columns=['jobTitle','queryDate'], inplace=True)\n",
+ "comments.sample(5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "3b2ce729",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# looking at the programs names we can see that they could use some standardization\n",
+ "\n",
+ "standardized_programs = {\n",
+ " \"Data Science and Analytics\": [\n",
+ " 'Data Analytics Part-Time', 'Data Analytics Bootcamp', 'Data Analytics Career Track',\n",
+ " 'Data Science Career Track', 'Introduction to Data Science', 'Intermediate Data Science',\n",
+ " 'Business Analytics', 'Data Science', 'Data Science with IT Fundamentals', 'Data Science with Prep',\n",
+ " 'Data Analytics', 'Data Analytics with IT Fundamentals', 'Data Science/ Machine Learning for Beginners',\n",
+ " 'Data Science for Professionals', 'Data Analytics/ Data Visualization for Beginners',\n",
+ " 'Data Analytics & Business Intelligence Course', 'Become a Data Analyst', 'Become a Data Scientist',\n",
+ " 'Become a Data Engineer', 'Data Scientist', 'Data Science - Fullstack', 'Data Lead', 'Data Fullstack',\n",
+ " 'Fullstack Data Science', 'Lead Data', 'Data Science Essentials - First Course',\n",
+ " 'Fundamentals in Data Science', 'Funtamentals in Data Science', 'Data Science (full-time)',\n",
+ " 'Data Science (part-time)', 'Data Analytics - Full-Time', 'Data Science & AI - Full-Time',\n",
+ " 'Data Science & AI - Part-Time', 'Data Science - Full-Time', 'Data Science - Part-Time', 'Data Essentials',\n",
+ " 'Data Analyst Fullstack'\n",
+ " ],\n",
+ " \"Web Development\": [\n",
+ " 'Web Development Bootcamp', 'Web Development Part-Time', 'Full-time Web Development Bootcamp',\n",
+ " 'Part-time Web Development', 'Full-Stack Web Development', 'Full Stack Development', 'Front End Development',\n",
+ " 'Full Stack Web Development with IT Fundamentals - Premium Full Time/Part Time with Limited Seats',\n",
+ " 'Full Stack Software Engineering Immersive Program', 'Full-Stack Web & App Developer',\n",
+ " 'Full-Stack Web & App Development (full-time)', 'Full-Stack PHP Web Development (full-time)',\n",
+ " 'Full-Stack Web & App Development (part-time)', 'Fullstack JavaScript Web Developer',\n",
+ " 'Web Development Course - Full-Time', 'Web Development Course - Part-Time', 'Web Development - Full-Time',\n",
+ " 'Web Development - Part-Time', 'FullStack program', 'FullStack program - 35+ locations',\n",
+ " 'Full Stack Software Development Part Time', 'Full Stack Software Development'\n",
+ " ],\n",
+ " \"Cybersecurity\": [\n",
+ " 'Cybersecurity Part-Time', 'Cyber Security Bootcamp', 'Cyber Security Career Track',\n",
+ " 'Introduction to Cybersecurity', 'Cybersecurity Career Track', 'Cyber Security Analyst Professional',\n",
+ " 'Cyber Security Analyst', 'Cyber Security Course', 'Cybersecurity Bootcamp: REMOTE (Live-Online)',\n",
+ " 'Cybersecurity Bootcamp', 'Cybersecurity Bootcamp: IN-PERSON (Chicago)', 'OSCP Bootcamp (Live-Online)',\n",
+ " 'Cyber Defense Analyst Bootcamp', 'Cyber Security Essentials', 'Cyber Security Fullstack', 'Cybersecurity'\n",
+ " ],\n",
+ " \"UX/UI Design\": [\n",
+ " 'UX/UI Design Bootcamp', 'UX/UI Design Part-Time', 'Full-time UX/UI Design Bootcamp',\n",
+ " 'Part-time UX/UI Design', 'UX Design', 'UI/UX Design Career Track', 'UX Career Track',\n",
+ " 'UX Academy Foundations', 'UX Academy', 'UI Design', 'UX Research & Strategy', 'UX: Interaction Design',\n",
+ " 'Introduction to Design', 'Digital Product Design (full-time)', 'UX/UI Product Design (full-time)'\n",
+ " ],\n",
+ " \"Software Engineering\": [\n",
+ " 'Software Engineering Career Track', 'Software Engineering Foundations to Core',\n",
+ " 'Full-Time Software Engineering Immersive', 'Part-Time Software Engineering Immersive',\n",
+ " 'Full-Time Remote Software Engineering Immersive', 'Full Stack Software Engineering Immersive Program',\n",
+ " 'Part-time Remote Software Engineering Immersive', 'Full-time Remote Software Engineering Immersive',\n",
+ " 'CS Prep', 'CS Prep'\n",
+ " ],\n",
+ " \"Cloud Computing and DevOps\": [\n",
+ " 'AWS Solutions Architect/DevOps Engineer', 'AWS Solutions Architect/DevOps Engineer with IT Fundamentals',\n",
+ " 'AWS Solutions Architect/DevOps Engineer for Beginners', 'AWS Solutions Architect/DevOps Engineer for Professionals',\n",
+ " 'AWS Cloud Engineer/Solutions Architect for Professionals', 'AWS Cloud Engineer/Solutions Architect for Beginners',\n",
+ " 'AWS Solutions Architect with IT Fundamentals', 'AWS Solutions Architect', 'Cloud for Tester', 'DevOps Engineer'\n",
+ " ],\n",
+ " \"Machine Learning and AI\": [\n",
+ " 'Machine Learning Engineering Career Track', 'Machine Learning/Deep Learning',\n",
+ " 'Data Science & AI - Full-Time', 'Data Science & AI - Part-Time'\n",
+ " ],\n",
+ " \"Sales and Marketing\": [\n",
+ " 'Tech Sales Career Track', 'Digital Marketing Career Track', 'Digital Marketing for Professionals',\n",
+ " 'Marketing Analytics (full-time)'\n",
+ " ],\n",
+ " \"Testing and Quality Assurance\": [\n",
+ " 'Software Development Engineer in Test (SDET)', 'SDET Automation Testing Course'\n",
+ " ],\n",
+ " \"Miscellaneous and General Tech\": [\n",
+ " 'Full Immersion 14-Week Program', 'Part Time Comprehensive Program', 'Full Immersion 12-Week Program',\n",
+ " 'Root Level 1 (2-week, part-time course)', 'Actualize Coding Bootcamp: Online Live',\n",
+ " 'Actualize Coding Bootcamp: Full-Time', 'Actualize Coding Bootcamp: Part-Time', 'Salesforce Administrator & Developer',\n",
+ " 'Full-Time, Full Stack Web Development Boot Camp', 'Python for Data Analysis', 'R for Data Analysis',\n",
+ " 'Code Essentials', 'SheCodes Basics', 'SheCodes Plus', 'SheCodes Max', 'SheCodes Pro', 'SheCodes Online Workshop',\n",
+ " 'SheCodes React', 'SheCodes'\n",
+ " ]\n",
+ "}\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "e057f5b2",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Reverse the mapping to create a dictionary for easy lookup\n",
+ "category_mapping = {}\n",
+ "for category, programs in standardized_programs.items():\n",
+ " for program in programs:\n",
+ " category_mapping[program.strip()] = category\n",
+ "\n",
+ "# Function to map program names to standard categories\n",
+ "def map_program_name(program_name):\n",
+ " if pd.isna(program_name) or program_name.strip() == '':\n",
+ " return 'Unknown'\n",
+ " return category_mapping.get(program_name.strip(), 'Other')\n",
+ "\n",
+ "# Apply the mapping function to the 'program' column\n",
+ "comments['standardizedProgram'] = comments['program'].apply(map_program_name)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "8820c462",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " name \n",
+ " anonymous \n",
+ " hostProgramName \n",
+ " graduatingYear \n",
+ " tagline \n",
+ " createdAt \n",
+ " program \n",
+ " overallScore \n",
+ " overall \n",
+ " curriculum \n",
+ " jobSupport \n",
+ " review_body \n",
+ " school \n",
+ " school_id \n",
+ " standardizedProgram \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 309849 \n",
+ " Anonymous \n",
+ " True \n",
+ " None \n",
+ " 2024 \n",
+ " Data Analytics \n",
+ " 2024-04-03 \n",
+ " Data Analytics Part-Time \n",
+ " 3.3 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 2.0 \n",
+ " I just Finished the my study , I did the Data ... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 309479 \n",
+ " Patrick Marques \n",
+ " False \n",
+ " None \n",
+ " 2024 \n",
+ " An intense experience full of emotions but at ... \n",
+ " 2024-03-19 \n",
+ " Data Analytics Bootcamp \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " Hello, my name is Patrick Marques and I can sa... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 308683 \n",
+ " Harikrishnan Ramakrishnapillai \n",
+ " False \n",
+ " None \n",
+ " 2023 \n",
+ " It was amazing \n",
+ " 2024-02-15 \n",
+ " None \n",
+ " 4.3 \n",
+ " 4.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " I could finish cybersecurity course within 3 m... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 307433 \n",
+ " Sorin Tuinea \n",
+ " False \n",
+ " None \n",
+ " 2023 \n",
+ " I would definitely recommend it \n",
+ " 2023-12-22 \n",
+ " None \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I chose Ironhack after reading a lot of review... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 307350 \n",
+ " Kasia Luksza \n",
+ " False \n",
+ " None \n",
+ " 2023 \n",
+ " Best learning experience of my life \n",
+ " 2023-12-19 \n",
+ " UX/UI Design Bootcamp \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Attending this bootcamp was hands down the bes... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " UX/UI Design \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id name anonymous hostProgramName \\\n",
+ "0 309849 Anonymous True None \n",
+ "1 309479 Patrick Marques False None \n",
+ "2 308683 Harikrishnan Ramakrishnapillai False None \n",
+ "3 307433 Sorin Tuinea False None \n",
+ "4 307350 Kasia Luksza False None \n",
+ "\n",
+ " graduatingYear tagline \\\n",
+ "0 2024 Data Analytics \n",
+ "1 2024 An intense experience full of emotions but at ... \n",
+ "2 2023 It was amazing \n",
+ "3 2023 I would definitely recommend it \n",
+ "4 2023 Best learning experience of my life \n",
+ "\n",
+ " createdAt program overallScore overall curriculum \\\n",
+ "0 2024-04-03 Data Analytics Part-Time 3.3 4.0 4.0 \n",
+ "1 2024-03-19 Data Analytics Bootcamp 4.0 4.0 4.0 \n",
+ "2 2024-02-15 None 4.3 4.0 5.0 \n",
+ "3 2023-12-22 None 5.0 5.0 5.0 \n",
+ "4 2023-12-19 UX/UI Design Bootcamp 5.0 5.0 5.0 \n",
+ "\n",
+ " jobSupport review_body school \\\n",
+ "0 2.0 I just Finished the my study , I did the Data ... ironhack \n",
+ "1 4.0 Hello, my name is Patrick Marques and I can sa... ironhack \n",
+ "2 4.0 I could finish cybersecurity course within 3 m... ironhack \n",
+ "3 5.0 I chose Ironhack after reading a lot of review... ironhack \n",
+ "4 5.0 Attending this bootcamp was hands down the bes... ironhack \n",
+ "\n",
+ " school_id standardizedProgram \n",
+ "0 10828 Data Science and Analytics \n",
+ "1 10828 Data Science and Analytics \n",
+ "2 10828 Unknown \n",
+ "3 10828 Unknown \n",
+ "4 10828 UX/UI Design "
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "3f32862d",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " name \n",
+ " anonymous \n",
+ " hostProgramName \n",
+ " graduatingYear \n",
+ " tagline \n",
+ " createdAt \n",
+ " program \n",
+ " overallScore \n",
+ " overall \n",
+ " curriculum \n",
+ " jobSupport \n",
+ " review_body \n",
+ " school \n",
+ " school_id \n",
+ " standardizedProgram \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 6162 \n",
+ " 262687 \n",
+ " Anonymous \n",
+ " True \n",
+ " Software Engineering \n",
+ " 2019 \n",
+ " Le Wagon Montreal Review \n",
+ " 2020-03-11 \n",
+ " FullStack program \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Le Wagon, what an adventure! I did Le Wagon in... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 4268 \n",
+ " 253735 \n",
+ " Anonymous \n",
+ " True \n",
+ " Data Science \n",
+ " 2019 \n",
+ " Eases the learning process. \n",
+ " 2019-08-26 \n",
+ " None \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " I changed career path from design to analyze. ... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 5013 \n",
+ " 297228 \n",
+ " Rafael Martins Villas Boas \n",
+ " False \n",
+ " None \n",
+ " 2021 \n",
+ " Excellent experience! \n",
+ " 2023-01-28 \n",
+ " Web Development - Full-Time \n",
+ " 4.7 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " I've attended Le Wagon Rio batch #689(web dev)... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 10134 \n",
+ " 310445 \n",
+ " Novira Azpiranda \n",
+ " False \n",
+ " None \n",
+ " 2024 \n",
+ " It describe ui/ux works in real world \n",
+ " 2024-04-29 \n",
+ " UX Academy Foundations \n",
+ " 4.3 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " The project is really helping in learning ui/u... \n",
+ " designlab \n",
+ " 10697 \n",
+ " UX/UI Design \n",
+ " \n",
+ " \n",
+ " 6233 \n",
+ " 260962 \n",
+ " Mahan Mashoof \n",
+ " False \n",
+ " None \n",
+ " 2019 \n",
+ " Lewagon Rio: an great boot camp \n",
+ " 2020-01-13 \n",
+ " \n",
+ " 4.7 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " An organized school with great staff. The pace... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id name anonymous hostProgramName \\\n",
+ "6162 262687 Anonymous True Software Engineering \n",
+ "4268 253735 Anonymous True Data Science \n",
+ "5013 297228 Rafael Martins Villas Boas False None \n",
+ "10134 310445 Novira Azpiranda False None \n",
+ "6233 260962 Mahan Mashoof False None \n",
+ "\n",
+ " graduatingYear tagline createdAt \\\n",
+ "6162 2019 Le Wagon Montreal Review 2020-03-11 \n",
+ "4268 2019 Eases the learning process. 2019-08-26 \n",
+ "5013 2021 Excellent experience! 2023-01-28 \n",
+ "10134 2024 It describe ui/ux works in real world 2024-04-29 \n",
+ "6233 2019 Lewagon Rio: an great boot camp 2020-01-13 \n",
+ "\n",
+ " program overallScore overall curriculum \\\n",
+ "6162 FullStack program 5.0 5.0 5.0 \n",
+ "4268 None 5.0 5.0 5.0 \n",
+ "5013 Web Development - Full-Time 4.7 5.0 5.0 \n",
+ "10134 UX Academy Foundations 4.3 5.0 4.0 \n",
+ "6233 4.7 5.0 5.0 \n",
+ "\n",
+ " jobSupport review_body \\\n",
+ "6162 5.0 Le Wagon, what an adventure! I did Le Wagon in... \n",
+ "4268 0.0 I changed career path from design to analyze. ... \n",
+ "5013 4.0 I've attended Le Wagon Rio batch #689(web dev)... \n",
+ "10134 4.0 The project is really helping in learning ui/u... \n",
+ "6233 4.0 An organized school with great staff. The pace... \n",
+ "\n",
+ " school school_id standardizedProgram \n",
+ "6162 le-wagon 10868 Web Development \n",
+ "4268 dataquest 10683 Unknown \n",
+ "5013 le-wagon 10868 Web Development \n",
+ "10134 designlab 10697 UX/UI Design \n",
+ "6233 le-wagon 10868 Unknown "
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments.sample(5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "229a796b",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "hostProgramName\n",
+ "Software Engineering 229\n",
+ "Data Science 72\n",
+ "UX/UI Design 53\n",
+ "Web Development 16\n",
+ "Cybersecurity 6\n",
+ "Data Analytics 3\n",
+ "Digital Marketing 2\n",
+ "Name: count, dtype: int64"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments[(comments['hostProgramName'].notnull())&(comments['standardizedProgram']=='Unknown')]['hostProgramName'].value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "ef084c34",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "#We decided to Update 'standardizedProgram' where 'hostProgramName' is not null and 'standardizedProgram' is 'Unknown'\n",
+ "#and fill it in with hostProgramName value\n",
+ "comments.loc[(comments['hostProgramName'].notnull()) & (comments['standardizedProgram'] == 'Unknown'), 'standardizedProgram'] = comments['hostProgramName']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "88bc5a89",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id 0\n",
+ "name 0\n",
+ "anonymous 0\n",
+ "hostProgramName 7472\n",
+ "graduatingYear 30\n",
+ "tagline 0\n",
+ "createdAt 0\n",
+ "program 870\n",
+ "overallScore 0\n",
+ "overall 0\n",
+ "curriculum 0\n",
+ "jobSupport 0\n",
+ "review_body 0\n",
+ "school 0\n",
+ "school_id 0\n",
+ "standardizedProgram 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# and then drop the hostProgramName due to many null values\n",
+ "\n",
+ "comments.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "9599613f",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "hostProgramName\n",
+ "Software Engineering 97\n",
+ "Data Science 51\n",
+ "UX/UI Design 38\n",
+ "Web Development 16\n",
+ "Cybersecurity 3\n",
+ "Digital Marketing 1\n",
+ "Name: count, dtype: int64"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments[(comments['hostProgramName'].notnull())&(comments['program'].isnull())]['hostProgramName'].value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "0a71079f",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "#We decided to Update 'program' where 'hostProgramName' is not null and 'program' is 'None'\n",
+ "#and fill it in with hostProgramName value\n",
+ "comments.loc[(comments['hostProgramName'].notnull()) & (comments['program'].isnull()), 'program'] = comments['hostProgramName']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "d0a0c3d6",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "#now, we will remove hostProgramName\n",
+ "comments.drop(columns='hostProgramName',inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "09e2fbb5",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " name \n",
+ " anonymous \n",
+ " graduatingYear \n",
+ " tagline \n",
+ " createdAt \n",
+ " program \n",
+ " overallScore \n",
+ " overall \n",
+ " curriculum \n",
+ " jobSupport \n",
+ " review_body \n",
+ " school \n",
+ " school_id \n",
+ " standardizedProgram \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 6531 \n",
+ " 250794 \n",
+ " Tecia \n",
+ " False \n",
+ " 2019 \n",
+ " Fantastic experience \n",
+ " 2019-07-16 \n",
+ " FullStack program - 35+ locations \n",
+ " 4.7 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " When I decided to do a bootcamp I carefully re... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 10976 \n",
+ " 261346 \n",
+ " Mary Garcia \n",
+ " False \n",
+ " 2020 \n",
+ " Mentors Make the Design 101 Program Worthwhile \n",
+ " 2020-01-24 \n",
+ " Design 101 \n",
+ " 3.7 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 3.0 \n",
+ " I chose design 101 specifically for its connec... \n",
+ " designlab \n",
+ " 10697 \n",
+ " Other \n",
+ " \n",
+ " \n",
+ " 8768 \n",
+ " 303145 \n",
+ " Anonymous \n",
+ " True \n",
+ " 2023 \n",
+ " New knowledge \n",
+ " 2023-07-24 \n",
+ " SheCodes Basics \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Thanks to Matt and SheCodes I was able to step... \n",
+ " shecodes \n",
+ " 11014 \n",
+ " Miscellaneous and General Tech \n",
+ " \n",
+ " \n",
+ " 2397 \n",
+ " 265318 \n",
+ " Melanie Malinas \n",
+ " False \n",
+ " 2019 \n",
+ " Mixed experience \n",
+ " 2020-06-09 \n",
+ " \n",
+ " 3.0 \n",
+ " 3.0 \n",
+ " 4.0 \n",
+ " 2.0 \n",
+ " After completing the program and securing a jo... \n",
+ " springboard \n",
+ " 11035 \n",
+ " Data Science \n",
+ " \n",
+ " \n",
+ " 3997 \n",
+ " 255309 \n",
+ " Taylor Burrington \n",
+ " False \n",
+ " 2019 \n",
+ " Well worth the time \n",
+ " 2019-09-26 \n",
+ " \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I attended the Codesmith coding school, and I ... \n",
+ " codesmith \n",
+ " 10643 \n",
+ " Software Engineering \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id name anonymous graduatingYear \\\n",
+ "6531 250794 Tecia False 2019 \n",
+ "10976 261346 Mary Garcia False 2020 \n",
+ "8768 303145 Anonymous True 2023 \n",
+ "2397 265318 Melanie Malinas False 2019 \n",
+ "3997 255309 Taylor Burrington False 2019 \n",
+ "\n",
+ " tagline createdAt \\\n",
+ "6531 Fantastic experience 2019-07-16 \n",
+ "10976 Mentors Make the Design 101 Program Worthwhile 2020-01-24 \n",
+ "8768 New knowledge 2023-07-24 \n",
+ "2397 Mixed experience 2020-06-09 \n",
+ "3997 Well worth the time 2019-09-26 \n",
+ "\n",
+ " program overallScore overall curriculum \\\n",
+ "6531 FullStack program - 35+ locations 4.7 5.0 5.0 \n",
+ "10976 Design 101 3.7 4.0 4.0 \n",
+ "8768 SheCodes Basics 5.0 5.0 5.0 \n",
+ "2397 3.0 3.0 4.0 \n",
+ "3997 5.0 5.0 5.0 \n",
+ "\n",
+ " jobSupport review_body \\\n",
+ "6531 4.0 When I decided to do a bootcamp I carefully re... \n",
+ "10976 3.0 I chose design 101 specifically for its connec... \n",
+ "8768 5.0 Thanks to Matt and SheCodes I was able to step... \n",
+ "2397 2.0 After completing the program and securing a jo... \n",
+ "3997 5.0 I attended the Codesmith coding school, and I ... \n",
+ "\n",
+ " school school_id standardizedProgram \n",
+ "6531 le-wagon 10868 Web Development \n",
+ "10976 designlab 10697 Other \n",
+ "8768 shecodes 11014 Miscellaneous and General Tech \n",
+ "2397 springboard 11035 Data Science \n",
+ "3997 codesmith 10643 Software Engineering "
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments.sample(5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "3a43ed3e",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['id', 'name', 'anonymous', 'graduatingYear', 'tagline', 'createdAt',\n",
+ " 'program', 'overallScore', 'overall', 'curriculum', 'jobSupport',\n",
+ " 'review_body', 'school', 'school_id', 'standardizedProgram'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "b14a7f87",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id 0\n",
+ "name 0\n",
+ "anonymous 0\n",
+ "graduatingYear 30\n",
+ "tagline 0\n",
+ "createdAt 0\n",
+ "program 664\n",
+ "overallScore 0\n",
+ "overall 0\n",
+ "curriculum 0\n",
+ "jobSupport 0\n",
+ "review_body 0\n",
+ "school 0\n",
+ "school_id 0\n",
+ "standardizedProgram 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments.isnull().sum()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "bc4415f7",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " name \n",
+ " anonymous \n",
+ " graduatingYear \n",
+ " tagline \n",
+ " createdAt \n",
+ " program \n",
+ " overallScore \n",
+ " overall \n",
+ " curriculum \n",
+ " jobSupport \n",
+ " review_body \n",
+ " school \n",
+ " school_id \n",
+ " standardizedProgram \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 2932 \n",
+ " 235467 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " Intensive learing that works with your schedule. \n",
+ " 2017-03-23 \n",
+ " None \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I took this course to help me make data driven... \n",
+ " springboard \n",
+ " 11035 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 3564 \n",
+ " 235440 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " Equipped to change careers \n",
+ " 2017-03-22 \n",
+ " None \n",
+ " 4.3 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 3.0 \n",
+ " I was a newspaper designer. I had studied jour... \n",
+ " actualize \n",
+ " 10505 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 3588 \n",
+ " 232863 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " ACLTC is fun and teaches the basics but does n... \n",
+ " 2015-09-09 \n",
+ " Actualize Coding Bootcamp: Part-Time \n",
+ " 2.0 \n",
+ " 2.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " ACLTC is intellectually stimulating and I deve... \n",
+ " actualize \n",
+ " 10505 \n",
+ " Miscellaneous and General Tech \n",
+ " \n",
+ " \n",
+ " 3593 \n",
+ " 231947 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " I'm a developer now! \n",
+ " 2014-12-30 \n",
+ " Actualize Coding Bootcamp: Part-Time \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " This bootcamp spearheaded my transformation fr... \n",
+ " actualize \n",
+ " 10505 \n",
+ " Miscellaneous and General Tech \n",
+ " \n",
+ " \n",
+ " 3597 \n",
+ " 231919 \n",
+ " Sly. N \n",
+ " False \n",
+ " <NA> \n",
+ " Change your career path!!! \n",
+ " 2014-12-21 \n",
+ " Actualize Coding Bootcamp: Part-Time \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I attended the Anyone Can Learn To Code Web De... \n",
+ " actualize \n",
+ " 10505 \n",
+ " Miscellaneous and General Tech \n",
+ " \n",
+ " \n",
+ " 4173 \n",
+ " 243509 \n",
+ " Jared \n",
+ " False \n",
+ " <NA> \n",
+ " The only serious bootcamp in Los Angeles \n",
+ " 2016-07-19 \n",
+ " Full Stack Software Engineering Immersive Program \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " A life-changing experience. Codesmith builds i... \n",
+ " codesmith \n",
+ " 10643 \n",
+ " Software Engineering \n",
+ " \n",
+ " \n",
+ " 4177 \n",
+ " 233401 \n",
+ " Joshua David \n",
+ " False \n",
+ " <NA> \n",
+ " My favorite Bootcamp of all is Codesmith for t... \n",
+ " 2016-03-16 \n",
+ " Full Stack Software Engineering Immersive Program \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " There are already a few bootcamps located in L... \n",
+ " codesmith \n",
+ " 10643 \n",
+ " Software Engineering \n",
+ " \n",
+ " \n",
+ " 4180 \n",
+ " 244202 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " Perspective of a Computer Science graduate \n",
+ " 2015-12-01 \n",
+ " Full Stack Software Engineering Immersive Program \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " I had just graduated from college with a B.S. ... \n",
+ " codesmith \n",
+ " 10643 \n",
+ " Software Engineering \n",
+ " \n",
+ " \n",
+ " 4181 \n",
+ " 233084 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " Perspective of a Computer Science graduate \n",
+ " 2015-12-01 \n",
+ " Full Stack Software Engineering Immersive Program \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " I had just graduated from college with a B.S. ... \n",
+ " codesmith \n",
+ " 10643 \n",
+ " Software Engineering \n",
+ " \n",
+ " \n",
+ " 4430 \n",
+ " 244730 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " Dataquest Has A Fantastic Platform \n",
+ " 2017-04-05 \n",
+ " Data Science \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Although there are many online programs for ga... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4435 \n",
+ " 240913 \n",
+ " Cristiano \n",
+ " False \n",
+ " <NA> \n",
+ " One world in one place \n",
+ " 2017-03-22 \n",
+ " Data Science \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I am very happy to write this review because I... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4448 \n",
+ " 244668 \n",
+ " Ignacio \n",
+ " False \n",
+ " <NA> \n",
+ " Superb site to get you started in your data sc... \n",
+ " 2017-03-06 \n",
+ " Data Science \n",
+ " 4.3 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 3.0 \n",
+ " I have been using Dataquest to get up to start... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4449 \n",
+ " 244717 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " a comprehensive source that walks you through ... \n",
+ " 2017-03-06 \n",
+ " Data Science \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " I like dataquest because it is very comprehens... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4455 \n",
+ " 235297 \n",
+ " Eswar \n",
+ " False \n",
+ " <NA> \n",
+ " Best way to start Data Science \n",
+ " 2017-02-28 \n",
+ " Data Science \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " The Course is very structural. The explanation... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4462 \n",
+ " 244722 \n",
+ " Vinay Kumar Ranganath babu \n",
+ " False \n",
+ " <NA> \n",
+ " DataQuest - A Wonderful Journey to the Data Sc... \n",
+ " 2017-02-20 \n",
+ " Data Science \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I first heard about DataQuest from a friend of... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4463 \n",
+ " 235009 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " Great resource for improving Data Science know... \n",
+ " 2017-02-13 \n",
+ " Data Science \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " I have been looking for tools / courses to imp... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4471 \n",
+ " 244638 \n",
+ " Viktor \n",
+ " False \n",
+ " <NA> \n",
+ " What I love about Dataquest the most \n",
+ " 2017-01-27 \n",
+ " Data Science \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Teaching Method: new concept > examples >... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4480 \n",
+ " 244682 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " Great & inexpensive place to learn data s... \n",
+ " 2017-01-11 \n",
+ " Data Science \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " I am a big fan of DataQuest, I think the exerc... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4482 \n",
+ " 234581 \n",
+ " Tarik \n",
+ " False \n",
+ " <NA> \n",
+ " Dataquest is a great project . \n",
+ " 2017-01-11 \n",
+ " Data Science \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " I love the interface and the educational mater... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4811 \n",
+ " 232613 \n",
+ " Andrew \n",
+ " False \n",
+ " <NA> \n",
+ " Evolve Your Career! \n",
+ " 2017-01-25 \n",
+ " Bootcamp PRO (in-person) \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Going through the Evolve bootcamp gave me a lo... \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " Other \n",
+ " \n",
+ " \n",
+ " 4814 \n",
+ " 234739 \n",
+ " Edward Villarreal \n",
+ " False \n",
+ " <NA> \n",
+ " Evolve Security Academy helped me begin my car... \n",
+ " 2016-09-30 \n",
+ " Bootcamp PRO (in-person) \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " The circumstances in which I joined Evolve was... \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " Other \n",
+ " \n",
+ " \n",
+ " 4816 \n",
+ " 233674 \n",
+ " Ariel \n",
+ " False \n",
+ " <NA> \n",
+ " So far this has been one of the best decisions... \n",
+ " 2016-05-11 \n",
+ " Bootcamp PRO (in-person) \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " To preface, this is not a mere coding bootcamp... \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " Other \n",
+ " \n",
+ " \n",
+ " 7496 \n",
+ " 235590 \n",
+ " Juliette \n",
+ " False \n",
+ " <NA> \n",
+ " Le Wagon Barcelona : An amazing journey to dis... \n",
+ " 2017-04-04 \n",
+ " FullStack program - 35+ locations \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I graduated from a French Business School in 2... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 7510 \n",
+ " 235301 \n",
+ " Lina Garcia \n",
+ " False \n",
+ " <NA> \n",
+ " Le Wagon Lisbon, Batch 28 \n",
+ " 2017-02-27 \n",
+ " FullStack program - 35+ locations \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I started studying computational linguistic a ... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 7573 \n",
+ " 233940 \n",
+ " Amelie \n",
+ " False \n",
+ " <NA> \n",
+ " Coding & Product bootcamp \n",
+ " 2016-06-08 \n",
+ " None \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " A 5-star learning experienceLife-changingI dec... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 7611 \n",
+ " 232916 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " Le Wagon changed my life. \n",
+ " 2015-10-02 \n",
+ " None \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " Le Wagon helped me transform ideas into action... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 7616 \n",
+ " 231855 \n",
+ " Mélanie Navarro \n",
+ " False \n",
+ " <NA> \n",
+ " 9 very intensive weeks and I recommend it to a... \n",
+ " 2014-10-16 \n",
+ " None \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " The training exceeded my expectations:- Master... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 11073 \n",
+ " 243081 \n",
+ " shabeen a narang \n",
+ " False \n",
+ " <NA> \n",
+ " Outstanding course \n",
+ " 2017-04-04 \n",
+ " Web Design \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I took up the course as part business owner an... \n",
+ " designlab \n",
+ " 10697 \n",
+ " Other \n",
+ " \n",
+ " \n",
+ " 11115 \n",
+ " 235847 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " Had a great intro to the design world. \n",
+ " 2015-04-24 \n",
+ " Web Design \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " It was a great introduction to design. My ment... \n",
+ " designlab \n",
+ " 10697 \n",
+ " Other \n",
+ " \n",
+ " \n",
+ " 11117 \n",
+ " 235845 \n",
+ " Victor \n",
+ " False \n",
+ " <NA> \n",
+ " Learn the fundamentals of design and much more... \n",
+ " 2015-03-03 \n",
+ " Web Design \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " I just finished up my first course (Design 101... \n",
+ " designlab \n",
+ " 10697 \n",
+ " Other \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id name anonymous graduatingYear \\\n",
+ "2932 235467 Anonymous False \n",
+ "3564 235440 Anonymous False \n",
+ "3588 232863 Anonymous False \n",
+ "3593 231947 Anonymous False \n",
+ "3597 231919 Sly. N False \n",
+ "4173 243509 Jared False \n",
+ "4177 233401 Joshua David False \n",
+ "4180 244202 Anonymous False \n",
+ "4181 233084 Anonymous False \n",
+ "4430 244730 Anonymous False \n",
+ "4435 240913 Cristiano False \n",
+ "4448 244668 Ignacio False \n",
+ "4449 244717 Anonymous False \n",
+ "4455 235297 Eswar False \n",
+ "4462 244722 Vinay Kumar Ranganath babu False \n",
+ "4463 235009 Anonymous False \n",
+ "4471 244638 Viktor False \n",
+ "4480 244682 Anonymous False \n",
+ "4482 234581 Tarik False \n",
+ "4811 232613 Andrew False \n",
+ "4814 234739 Edward Villarreal False \n",
+ "4816 233674 Ariel False \n",
+ "7496 235590 Juliette False \n",
+ "7510 235301 Lina Garcia False \n",
+ "7573 233940 Amelie False \n",
+ "7611 232916 Anonymous False \n",
+ "7616 231855 Mélanie Navarro False \n",
+ "11073 243081 shabeen a narang False \n",
+ "11115 235847 Anonymous False \n",
+ "11117 235845 Victor False \n",
+ "\n",
+ " tagline createdAt \\\n",
+ "2932 Intensive learing that works with your schedule. 2017-03-23 \n",
+ "3564 Equipped to change careers 2017-03-22 \n",
+ "3588 ACLTC is fun and teaches the basics but does n... 2015-09-09 \n",
+ "3593 I'm a developer now! 2014-12-30 \n",
+ "3597 Change your career path!!! 2014-12-21 \n",
+ "4173 The only serious bootcamp in Los Angeles 2016-07-19 \n",
+ "4177 My favorite Bootcamp of all is Codesmith for t... 2016-03-16 \n",
+ "4180 Perspective of a Computer Science graduate 2015-12-01 \n",
+ "4181 Perspective of a Computer Science graduate 2015-12-01 \n",
+ "4430 Dataquest Has A Fantastic Platform 2017-04-05 \n",
+ "4435 One world in one place 2017-03-22 \n",
+ "4448 Superb site to get you started in your data sc... 2017-03-06 \n",
+ "4449 a comprehensive source that walks you through ... 2017-03-06 \n",
+ "4455 Best way to start Data Science 2017-02-28 \n",
+ "4462 DataQuest - A Wonderful Journey to the Data Sc... 2017-02-20 \n",
+ "4463 Great resource for improving Data Science know... 2017-02-13 \n",
+ "4471 What I love about Dataquest the most 2017-01-27 \n",
+ "4480 Great & inexpensive place to learn data s... 2017-01-11 \n",
+ "4482 Dataquest is a great project . 2017-01-11 \n",
+ "4811 Evolve Your Career! 2017-01-25 \n",
+ "4814 Evolve Security Academy helped me begin my car... 2016-09-30 \n",
+ "4816 So far this has been one of the best decisions... 2016-05-11 \n",
+ "7496 Le Wagon Barcelona : An amazing journey to dis... 2017-04-04 \n",
+ "7510 Le Wagon Lisbon, Batch 28 2017-02-27 \n",
+ "7573 Coding & Product bootcamp 2016-06-08 \n",
+ "7611 Le Wagon changed my life. 2015-10-02 \n",
+ "7616 9 very intensive weeks and I recommend it to a... 2014-10-16 \n",
+ "11073 Outstanding course 2017-04-04 \n",
+ "11115 Had a great intro to the design world. 2015-04-24 \n",
+ "11117 Learn the fundamentals of design and much more... 2015-03-03 \n",
+ "\n",
+ " program overallScore \\\n",
+ "2932 None 5.0 \n",
+ "3564 None 4.3 \n",
+ "3588 Actualize Coding Bootcamp: Part-Time 2.0 \n",
+ "3593 Actualize Coding Bootcamp: Part-Time 5.0 \n",
+ "3597 Actualize Coding Bootcamp: Part-Time 5.0 \n",
+ "4173 Full Stack Software Engineering Immersive Program 5.0 \n",
+ "4177 Full Stack Software Engineering Immersive Program 5.0 \n",
+ "4180 Full Stack Software Engineering Immersive Program 5.0 \n",
+ "4181 Full Stack Software Engineering Immersive Program 5.0 \n",
+ "4430 Data Science 5.0 \n",
+ "4435 Data Science 5.0 \n",
+ "4448 Data Science 4.3 \n",
+ "4449 Data Science 5.0 \n",
+ "4455 Data Science 5.0 \n",
+ "4462 Data Science 5.0 \n",
+ "4463 Data Science 4.0 \n",
+ "4471 Data Science 5.0 \n",
+ "4480 Data Science 5.0 \n",
+ "4482 Data Science 5.0 \n",
+ "4811 Bootcamp PRO (in-person) 5.0 \n",
+ "4814 Bootcamp PRO (in-person) 5.0 \n",
+ "4816 Bootcamp PRO (in-person) 5.0 \n",
+ "7496 FullStack program - 35+ locations 5.0 \n",
+ "7510 FullStack program - 35+ locations 5.0 \n",
+ "7573 None 5.0 \n",
+ "7611 None 5.0 \n",
+ "7616 None 5.0 \n",
+ "11073 Web Design 5.0 \n",
+ "11115 Web Design 5.0 \n",
+ "11117 Web Design 5.0 \n",
+ "\n",
+ " overall curriculum jobSupport \\\n",
+ "2932 5.0 5.0 5.0 \n",
+ "3564 5.0 5.0 3.0 \n",
+ "3588 2.0 0.0 0.0 \n",
+ "3593 5.0 5.0 5.0 \n",
+ "3597 5.0 5.0 5.0 \n",
+ "4173 5.0 5.0 5.0 \n",
+ "4177 5.0 0.0 0.0 \n",
+ "4180 5.0 0.0 0.0 \n",
+ "4181 5.0 0.0 0.0 \n",
+ "4430 5.0 5.0 5.0 \n",
+ "4435 5.0 5.0 5.0 \n",
+ "4448 5.0 5.0 3.0 \n",
+ "4449 5.0 5.0 0.0 \n",
+ "4455 5.0 5.0 5.0 \n",
+ "4462 5.0 5.0 5.0 \n",
+ "4463 4.0 4.0 4.0 \n",
+ "4471 5.0 5.0 5.0 \n",
+ "4480 5.0 5.0 0.0 \n",
+ "4482 5.0 5.0 0.0 \n",
+ "4811 5.0 5.0 5.0 \n",
+ "4814 5.0 5.0 5.0 \n",
+ "4816 5.0 0.0 0.0 \n",
+ "7496 5.0 5.0 5.0 \n",
+ "7510 5.0 5.0 5.0 \n",
+ "7573 5.0 0.0 0.0 \n",
+ "7611 5.0 0.0 0.0 \n",
+ "7616 5.0 5.0 5.0 \n",
+ "11073 5.0 5.0 5.0 \n",
+ "11115 5.0 5.0 5.0 \n",
+ "11117 5.0 5.0 0.0 \n",
+ "\n",
+ " review_body \\\n",
+ "2932 I took this course to help me make data driven... \n",
+ "3564 I was a newspaper designer. I had studied jour... \n",
+ "3588 ACLTC is intellectually stimulating and I deve... \n",
+ "3593 This bootcamp spearheaded my transformation fr... \n",
+ "3597 I attended the Anyone Can Learn To Code Web De... \n",
+ "4173 A life-changing experience. Codesmith builds i... \n",
+ "4177 There are already a few bootcamps located in L... \n",
+ "4180 I had just graduated from college with a B.S. ... \n",
+ "4181 I had just graduated from college with a B.S. ... \n",
+ "4430 Although there are many online programs for ga... \n",
+ "4435 I am very happy to write this review because I... \n",
+ "4448 I have been using Dataquest to get up to start... \n",
+ "4449 I like dataquest because it is very comprehens... \n",
+ "4455 The Course is very structural. The explanation... \n",
+ "4462 I first heard about DataQuest from a friend of... \n",
+ "4463 I have been looking for tools / courses to imp... \n",
+ "4471 Teaching Method: new concept > examples >... \n",
+ "4480 I am a big fan of DataQuest, I think the exerc... \n",
+ "4482 I love the interface and the educational mater... \n",
+ "4811 Going through the Evolve bootcamp gave me a lo... \n",
+ "4814 The circumstances in which I joined Evolve was... \n",
+ "4816 To preface, this is not a mere coding bootcamp... \n",
+ "7496 I graduated from a French Business School in 2... \n",
+ "7510 I started studying computational linguistic a ... \n",
+ "7573 A 5-star learning experienceLife-changingI dec... \n",
+ "7611 Le Wagon helped me transform ideas into action... \n",
+ "7616 The training exceeded my expectations:- Master... \n",
+ "11073 I took up the course as part business owner an... \n",
+ "11115 It was a great introduction to design. My ment... \n",
+ "11117 I just finished up my first course (Design 101... \n",
+ "\n",
+ " school school_id standardizedProgram \n",
+ "2932 springboard 11035 Unknown \n",
+ "3564 actualize 10505 Unknown \n",
+ "3588 actualize 10505 Miscellaneous and General Tech \n",
+ "3593 actualize 10505 Miscellaneous and General Tech \n",
+ "3597 actualize 10505 Miscellaneous and General Tech \n",
+ "4173 codesmith 10643 Software Engineering \n",
+ "4177 codesmith 10643 Software Engineering \n",
+ "4180 codesmith 10643 Software Engineering \n",
+ "4181 codesmith 10643 Software Engineering \n",
+ "4430 dataquest 10683 Data Science and Analytics \n",
+ "4435 dataquest 10683 Data Science and Analytics \n",
+ "4448 dataquest 10683 Data Science and Analytics \n",
+ "4449 dataquest 10683 Data Science and Analytics \n",
+ "4455 dataquest 10683 Data Science and Analytics \n",
+ "4462 dataquest 10683 Data Science and Analytics \n",
+ "4463 dataquest 10683 Data Science and Analytics \n",
+ "4471 dataquest 10683 Data Science and Analytics \n",
+ "4480 dataquest 10683 Data Science and Analytics \n",
+ "4482 dataquest 10683 Data Science and Analytics \n",
+ "4811 evolve-security-academy 10743 Other \n",
+ "4814 evolve-security-academy 10743 Other \n",
+ "4816 evolve-security-academy 10743 Other \n",
+ "7496 le-wagon 10868 Web Development \n",
+ "7510 le-wagon 10868 Web Development \n",
+ "7573 le-wagon 10868 Unknown \n",
+ "7611 le-wagon 10868 Unknown \n",
+ "7616 le-wagon 10868 Unknown \n",
+ "11073 designlab 10697 Other \n",
+ "11115 designlab 10697 Other \n",
+ "11117 designlab 10697 Other "
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments[comments['graduatingYear'].isnull()]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "709bb83c",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "school\n",
+ "4geeks-academy 181\n",
+ "actualize 473\n",
+ "clarusway 243\n",
+ "codesmith 340\n",
+ "dataquest 303\n",
+ "designlab 985\n",
+ "evolve-security-academy 229\n",
+ "ironhack 1293\n",
+ "jedha 325\n",
+ "la-capsule 357\n",
+ "le-wagon 2781\n",
+ "learningfuze 176\n",
+ "level-effect 21\n",
+ "shecodes 1425\n",
+ "springboard 1658\n",
+ "syntax-technologies 103\n",
+ "wbs-coding-school 226\n",
+ "Name: id, dtype: int64"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments.groupby('school')['id'].count()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "66d5ff09",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id 0\n",
+ "name 0\n",
+ "anonymous 0\n",
+ "graduatingYear 0\n",
+ "tagline 0\n",
+ "createdAt 0\n",
+ "program 659\n",
+ "overallScore 0\n",
+ "overall 0\n",
+ "curriculum 0\n",
+ "jobSupport 0\n",
+ "review_body 0\n",
+ "school 0\n",
+ "school_id 0\n",
+ "standardizedProgram 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#since the 30 rows with comments where grad year is null belong to schools where the persentage of comments we are deleting is not significant, we decided to drop those rows\n",
+ "comments = comments.dropna(subset=['graduatingYear'])\n",
+ "comments.isna().sum()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "4a2edec8",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "9157 I highly recommend SheCodes for any individual...\n",
+ "2925 I'm very happy with the Springboard course I r...\n",
+ "4694 One of the best experiences I’ve ever had in m...\n",
+ "4068 Codesmith is probably one of the top 3 bootcam...\n",
+ "7891 Je n'avais aucun background data ou tech de mo...\n",
+ "7981 I did Python Full Stack data science bootcamp ...\n",
+ "4200 Learning a programming language can be challen...\n",
+ "1968 Overall this was a great class experience. I r...\n",
+ "9486 I am absolutely grateful for this course! I le...\n",
+ "9174 SheCodes beats all the other coding lessons I'...\n",
+ "7600 A good program that is focused on entrepreneur...\n",
+ "7574 ★★★★★TL, DR:It changed my life. Removed the fe...\n",
+ "3142 I spent over 6 months looking for a full-stack...\n",
+ "8942 I started about a month ago and I can honestly...\n",
+ "4922 I recently attended a Le Wagon Boot Camp in Ba...\n",
+ "263 I had worked in finance in London for a number...\n",
+ "8830 SheCodes Basics provide a base-level understan...\n",
+ "10218 I wish there was at least some focus on civic/...\n",
+ "3629 Actually, I was a nurse and I am looking for a...\n",
+ "4365 I started with dataquest for free, doing some ...\n",
+ "Name: review_body, dtype: object"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments[comments['program'].isnull()]['review_body'].sample(20)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "018099c2",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['Data Analytics Part-Time', 'Data Analytics Bootcamp', None,\n",
+ " 'UX/UI Design Bootcamp', 'Web Development Bootcamp',\n",
+ " 'Web Development Part-Time', 'UX/UI Design Part-Time',\n",
+ " 'Cybersecurity Part-Time', 'Cyber Security Bootcamp', '',\n",
+ " 'Full-time Web Development Bootcamp',\n",
+ " 'Full-time UX/UI Design Bootcamp', 'Part-time Web Development',\n",
+ " 'Part-time UX/UI Design', 'UX/UI Design', 'Software Engineering',\n",
+ " 'Full-time Web Development Bootcamp ', 'Part-time UX/UI Design ',\n",
+ " 'Web Design', 'Web Development',\n",
+ " 'UI/UX Design Career Track (India)', 'Data Analytics Career Track',\n",
+ " 'Cyber Security Career Track', 'UI/UX Design Career Track',\n",
+ " 'Software Engineering Career Track', 'Data Science Career Track',\n",
+ " 'Software Engineering Foundations to Core', 'UX Career Track',\n",
+ " 'Full-Stack Web Development',\n",
+ " 'Machine Learning Engineering Career Track',\n",
+ " 'Tech Sales Career Track', 'Introduction to Design',\n",
+ " 'Business Analytics', 'Data Engineering Career Track',\n",
+ " 'Software Engineering Career Track Prep Course',\n",
+ " 'Data Science Career Track Prep', 'Digital Marketing Career Track',\n",
+ " 'Data Science', 'Digital Marketing', 'UX Design',\n",
+ " 'Introduction to Data Science',\n",
+ " 'Digital Marketing for Professionals', 'Intermediate Data Science',\n",
+ " 'Introduction to Cybersecurity', 'Cybersecurity Career Track',\n",
+ " 'Full Immersion 14-Week Program',\n",
+ " 'Part Time Comprehensive Program', 'UI/UX Design',\n",
+ " 'Full Immersion 12-Week Program',\n",
+ " 'Root Level 1 (2-week, part-time course)',\n",
+ " 'Actualize Coding Bootcamp: Online Live',\n",
+ " 'Actualize Coding Bootcamp: Full-Time',\n",
+ " 'Actualize Coding Bootcamp: Part-Time',\n",
+ " 'Software Development Engineer in Test (SDET)',\n",
+ " 'AWS Solutions Architect/DevOps Engineer',\n",
+ " 'AWS Solutions Architect/DevOps Engineer with IT Fundamentals',\n",
+ " 'Front End Development', 'Full Stack Development',\n",
+ " 'Cyber Security Analyst Professional',\n",
+ " 'Full Stack Development with IT Fundamentals',\n",
+ " 'Salesforce Administrator & Developer',\n",
+ " 'AWS Cloud Engineer/Solutions Architect for Professionals',\n",
+ " 'AWS Solutions Architect/DevOps Engineer for Beginners',\n",
+ " 'AWS Cloud Engineer/Solutions Architect for Beginners',\n",
+ " 'Cloud for Tester', 'Data Science with IT Fundamentals',\n",
+ " 'Data Science with Prep', 'Data Analytics',\n",
+ " 'Full Stack Web Development with IT Fundamentals - Premium Full Time/Part Time with Limited Seats',\n",
+ " 'Cyber Security Analyst', 'Data Analytics with IT Fundamentals',\n",
+ " 'AWS Solutions Architect with IT Fundamentals',\n",
+ " 'AWS Solutions Architect',\n",
+ " 'Front End Development with IT Fundamentals',\n",
+ " 'Machine Learning/Deep Learning', 'DevOps Engineer',\n",
+ " 'Data Science/ Machine Learning for Beginners',\n",
+ " 'Full Stack Development for Beginners',\n",
+ " 'Data Science for Professionals',\n",
+ " 'AWS Solutions Architect/DevOps Engineer for Professionals',\n",
+ " 'Data Analytics/ Data Visualization for Beginners',\n",
+ " 'Full Stack Development for Professionals',\n",
+ " 'Full-Time Remote Software Engineering Immersive',\n",
+ " 'Full-Time Software Engineering Immersive',\n",
+ " 'Part-Time Software Engineering Immersive', 'NYC Onsite Immersive',\n",
+ " 'Full Stack Software Engineering Immersive Program', 'CS Prep',\n",
+ " 'Full-time Remote Software Engineering Immersive',\n",
+ " 'JavaScript for Beginners',\n",
+ " 'Part-time Remote Software Engineering Immersive', 'CS Prep ',\n",
+ " 'JavaScript for Beginners ', 'Python for Data Analysis',\n",
+ " 'R for Data Analysis', 'Part-Time, Data Analytics Boot Camp',\n",
+ " 'Data Scientist ', 'Become a Data Analyst',\n",
+ " 'Become a Data Scientist', 'Become a Data Engineer',\n",
+ " 'SDET Automation Testing Course',\n",
+ " 'Data Analytics & Business Intelligence Course',\n",
+ " 'Cyber Security Course',\n",
+ " 'Cybersecurity Bootcamp: REMOTE (Live-Online)',\n",
+ " 'Cybersecurity Bootcamp',\n",
+ " 'Cybersecurity Bootcamp: IN-PERSON (Chicago)',\n",
+ " 'OSCP Bootcamp (Live-Online)', 'Bootcamp REMOTE (live-online)',\n",
+ " 'IN-PERSON Bootcamp (Chicago)', 'Bootcamp PRO (in-person)',\n",
+ " 'Cybersecurity', 'Practical Penetration Testing (live-online)',\n",
+ " 'Cyber Security', 'Cyber Defense Analyst Bootcamp',\n",
+ " 'Web Development - Full-Time', 'Web Development - Part-Time',\n",
+ " 'Data Science & AI - Full-Time', 'Data Analytics - Full-Time',\n",
+ " 'Data Science & AI - Part-Time', 'Data Science - Full-Time',\n",
+ " 'Data Science - Part-Time', 'Web Development Course - Full-Time',\n",
+ " 'Web Development Course - Part-Time', 'FullStack program',\n",
+ " 'FullStack program - 35+ locations',\n",
+ " 'Full Stack Software Development Part Time',\n",
+ " 'Full Stack Software Development', 'Cyber Security Fullstack',\n",
+ " 'Data Analyst Fullstack', 'Data Essentials',\n",
+ " 'Cyber Security Essentials', 'Data Science - Fullstack',\n",
+ " 'Data Science - Lead', 'Data Lead', 'Data Fullstack',\n",
+ " 'Fullstack Data Science', 'Lead Data', 'Fullstack Data',\n",
+ " 'Fullstack', 'Essentials',\n",
+ " 'Data Science Essentials - First Course',\n",
+ " 'Fundamentals in Data Science', 'Funtamentals in Data Science',\n",
+ " 'Fullstack JavaScript Web Developer', 'Code Essentials',\n",
+ " 'Full-Stack Web & App Developer',\n",
+ " 'Full-Stack Web & App Development (full-time)',\n",
+ " 'Data Science (full-time)', 'UX/UI Product Design (full-time)',\n",
+ " 'Data Science (part-time)', 'Marketing Analytics (full-time)',\n",
+ " 'Digital Product Design (full-time)',\n",
+ " 'Full-Stack PHP Web Development (full-time)',\n",
+ " 'Full-Stack Web & App Development (part-time)', 'SheCodes Basics',\n",
+ " 'SheCodes Plus', 'SheCodes Max', 'SheCodes Pro',\n",
+ " 'SheCodes Online Workshop',\n",
+ " 'Full-Time, Full Stack Web Development Boot Camp',\n",
+ " 'SheCodes React', 'SheCodes', 'UX Academy Foundations',\n",
+ " 'UX Academy', 'UI Design', 'UX Research & Strategy',\n",
+ " 'UX: Interaction Design', 'Design 101'], dtype=object)"
+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments['program'].unique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "id": "6c77172a",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# we will try to fetch program name from the comment body for null program rows\n",
+ "# Extract unique program names, excluding None\n",
+ "program_list = comments['program'].dropna().unique().tolist()\n",
+ "\n",
+ "# Function to extract program names\n",
+ "def extract_program(comment):\n",
+ " for program in program_list:\n",
+ " if re.search(program, comment, re.IGNORECASE):\n",
+ " return program\n",
+ " return None"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "id": "0fcd76e3",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " name \n",
+ " anonymous \n",
+ " graduatingYear \n",
+ " tagline \n",
+ " createdAt \n",
+ " program \n",
+ " overallScore \n",
+ " overall \n",
+ " curriculum \n",
+ " jobSupport \n",
+ " review_body \n",
+ " school \n",
+ " school_id \n",
+ " standardizedProgram \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 6836 \n",
+ " 246163 \n",
+ " Chris Cheung \n",
+ " False \n",
+ " 2018 \n",
+ " Inspirational \n",
+ " 2018-12-19 \n",
+ " FullStack program - 35+ locations \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Before I joined batch 194 in Shanghai I was th... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 6691 \n",
+ " 247593 \n",
+ " Taniya Amidon \n",
+ " False \n",
+ " 2019 \n",
+ " Best coding bootcamp !! \n",
+ " 2019-04-09 \n",
+ " FullStack program - 35+ locations \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Learning to code has been one of the best deci... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 5852 \n",
+ " 268733 \n",
+ " George Brockman \n",
+ " False \n",
+ " 2020 \n",
+ " Intense but brilliant \n",
+ " 2020-09-23 \n",
+ " Data Science - Full-Time \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Before the Bootcamp, I had spent the last ten ... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 2505 \n",
+ " 260619 \n",
+ " Yali Chen \n",
+ " False \n",
+ " 2019 \n",
+ " End-to-end UX capstone project \n",
+ " 2020-01-02 \n",
+ " UX Career Track \n",
+ " 4.7 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " One thing I like about Springboard's UX course... \n",
+ " springboard \n",
+ " 11035 \n",
+ " UX/UI Design \n",
+ " \n",
+ " \n",
+ " 10478 \n",
+ " 289264 \n",
+ " Anonymous \n",
+ " True \n",
+ " 2022 \n",
+ " Intuitive Design, Thoughtful Material, Great I... \n",
+ " 2022-05-30 \n",
+ " UX Academy Foundations \n",
+ " 4.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " 3.0 \n",
+ " I signed up for Design Lab's Foundations cours... \n",
+ " designlab \n",
+ " 10697 \n",
+ " UX/UI Design \n",
+ " \n",
+ " \n",
+ " 5174 \n",
+ " 293323 \n",
+ " Thibault Chassine \n",
+ " False \n",
+ " 2022 \n",
+ " Great! \n",
+ " 2022-09-25 \n",
+ " Web Development - Full-Time \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I did le Wagon in order to make a career chang... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 4247 \n",
+ " 255565 \n",
+ " Anonymous \n",
+ " True \n",
+ " 2018 \n",
+ " DataQuest.IO \n",
+ " 2019-09-28 \n",
+ " \n",
+ " 1.7 \n",
+ " 1.0 \n",
+ " 3.0 \n",
+ " 1.0 \n",
+ " Do not purchase from this 'school' - they roll... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 5089 \n",
+ " 294491 \n",
+ " Anonymous \n",
+ " True \n",
+ " 2022 \n",
+ " Great and challenging experience \n",
+ " 2022-11-03 \n",
+ " Data Science - Full-Time \n",
+ " 4.7 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " I completed the Data Science and Machine Learn... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 6697 \n",
+ " 247572 \n",
+ " Tomasz Stacharski \n",
+ " False \n",
+ " 2019 \n",
+ " Le Wagon - Bali \n",
+ " 2019-04-08 \n",
+ " FullStack program - 35+ locations \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Before Le Wagon I was working in Ad Tech in Lo... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 9060 \n",
+ " 290326 \n",
+ " Anonymous \n",
+ " True \n",
+ " 2022 \n",
+ " It was thrilling!! \n",
+ " 2022-07-03 \n",
+ " SheCodes Basics \n",
+ " 4.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 2.0 \n",
+ " I am really lucky to have access to this codin... \n",
+ " shecodes \n",
+ " 11014 \n",
+ " Miscellaneous and General Tech \n",
+ " \n",
+ " \n",
+ " 718 \n",
+ " 246977 \n",
+ " Alejandro Orozco \n",
+ " False \n",
+ " 2018 \n",
+ " Great UX / UI Course \n",
+ " 2019-01-13 \n",
+ " Full-time UX/UI Design Bootcamp \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I learned about Ironhack through Uber, there w... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " UX/UI Design \n",
+ " \n",
+ " \n",
+ " 6900 \n",
+ " 234614 \n",
+ " Christian Bell \n",
+ " False \n",
+ " 2018 \n",
+ " An amazing nine weeks! \n",
+ " 2018-10-16 \n",
+ " FullStack program - 35+ locations \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " As a recent Oxford Classical Archaeology and A... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 7018 \n",
+ " 244629 \n",
+ " Valérie Schraauwers \n",
+ " False \n",
+ " 2018 \n",
+ " You Are Gonna Love Coding Too - Bali Batch #149 \n",
+ " 2018-08-06 \n",
+ " FullStack program - 35+ locations \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " After working for a start-up for a couple of y... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 10745 \n",
+ " 278010 \n",
+ " Anonymous \n",
+ " True \n",
+ " 2021 \n",
+ " A great way to get structured assistance with ... \n",
+ " 2021-06-04 \n",
+ " UX Academy \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I decided to pursue a career change during the... \n",
+ " designlab \n",
+ " 10697 \n",
+ " UX/UI Design \n",
+ " \n",
+ " \n",
+ " 9891 \n",
+ " 268476 \n",
+ " Esther Woo \n",
+ " False \n",
+ " 2020 \n",
+ " SheCodes Online Workshop \n",
+ " 2020-09-14 \n",
+ " SheCodes Online Workshop \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I learned so much from Matt just from the thre... \n",
+ " shecodes \n",
+ " 11014 \n",
+ " Miscellaneous and General Tech \n",
+ " \n",
+ " \n",
+ " 8820 \n",
+ " 300902 \n",
+ " Joanna Botha \n",
+ " False \n",
+ " 2023 \n",
+ " I just wanted to take a moment to express my g... \n",
+ " 2023-05-04 \n",
+ " \n",
+ " 3.7 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 3.0 \n",
+ " I just wanted to take a moment to express my g... \n",
+ " shecodes \n",
+ " 11014 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 1346 \n",
+ " 308529 \n",
+ " Viveka Katherine selvanayagam \n",
+ " False \n",
+ " 2024 \n",
+ " Best self learning online curriculum with ment... \n",
+ " 2024-02-09 \n",
+ " Cyber Security Career Track \n",
+ " 4.7 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " 5.0 \n",
+ " Pros 1) excellent self learning curriculum 2) ... \n",
+ " springboard \n",
+ " 11035 \n",
+ " Cybersecurity \n",
+ " \n",
+ " \n",
+ " 8833 \n",
+ " 299933 \n",
+ " Ashley Awuor \n",
+ " False \n",
+ " 2023 \n",
+ " It is encouraging and beautiful. \n",
+ " 2023-04-03 \n",
+ " \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " So far It has been a great journey. I have rea... \n",
+ " shecodes \n",
+ " 11014 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 8264 \n",
+ " 281815 \n",
+ " Loïs \n",
+ " False \n",
+ " 2021 \n",
+ " A huge change for me \n",
+ " 2021-09-27 \n",
+ " Fullstack JavaScript Web Developer \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I have the feeling everything has been said co... \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 8751 \n",
+ " 304809 \n",
+ " Alison Moloney \n",
+ " False \n",
+ " 2023 \n",
+ " Shecodes is a great experience and I'm glad I ... \n",
+ " 2023-09-12 \n",
+ " SheCodes Basics \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " “This SheCodes workshop has been a great exper... \n",
+ " shecodes \n",
+ " 11014 \n",
+ " Miscellaneous and General Tech \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id name anonymous graduatingYear \\\n",
+ "6836 246163 Chris Cheung False 2018 \n",
+ "6691 247593 Taniya Amidon False 2019 \n",
+ "5852 268733 George Brockman False 2020 \n",
+ "2505 260619 Yali Chen False 2019 \n",
+ "10478 289264 Anonymous True 2022 \n",
+ "5174 293323 Thibault Chassine False 2022 \n",
+ "4247 255565 Anonymous True 2018 \n",
+ "5089 294491 Anonymous True 2022 \n",
+ "6697 247572 Tomasz Stacharski False 2019 \n",
+ "9060 290326 Anonymous True 2022 \n",
+ "718 246977 Alejandro Orozco False 2018 \n",
+ "6900 234614 Christian Bell False 2018 \n",
+ "7018 244629 Valérie Schraauwers False 2018 \n",
+ "10745 278010 Anonymous True 2021 \n",
+ "9891 268476 Esther Woo False 2020 \n",
+ "8820 300902 Joanna Botha False 2023 \n",
+ "1346 308529 Viveka Katherine selvanayagam False 2024 \n",
+ "8833 299933 Ashley Awuor False 2023 \n",
+ "8264 281815 Loïs False 2021 \n",
+ "8751 304809 Alison Moloney False 2023 \n",
+ "\n",
+ " tagline createdAt \\\n",
+ "6836 Inspirational 2018-12-19 \n",
+ "6691 Best coding bootcamp !! 2019-04-09 \n",
+ "5852 Intense but brilliant 2020-09-23 \n",
+ "2505 End-to-end UX capstone project 2020-01-02 \n",
+ "10478 Intuitive Design, Thoughtful Material, Great I... 2022-05-30 \n",
+ "5174 Great! 2022-09-25 \n",
+ "4247 DataQuest.IO 2019-09-28 \n",
+ "5089 Great and challenging experience 2022-11-03 \n",
+ "6697 Le Wagon - Bali 2019-04-08 \n",
+ "9060 It was thrilling!! 2022-07-03 \n",
+ "718 Great UX / UI Course 2019-01-13 \n",
+ "6900 An amazing nine weeks! 2018-10-16 \n",
+ "7018 You Are Gonna Love Coding Too - Bali Batch #149 2018-08-06 \n",
+ "10745 A great way to get structured assistance with ... 2021-06-04 \n",
+ "9891 SheCodes Online Workshop 2020-09-14 \n",
+ "8820 I just wanted to take a moment to express my g... 2023-05-04 \n",
+ "1346 Best self learning online curriculum with ment... 2024-02-09 \n",
+ "8833 It is encouraging and beautiful. 2023-04-03 \n",
+ "8264 A huge change for me 2021-09-27 \n",
+ "8751 Shecodes is a great experience and I'm glad I ... 2023-09-12 \n",
+ "\n",
+ " program overallScore overall curriculum \\\n",
+ "6836 FullStack program - 35+ locations 5.0 5.0 5.0 \n",
+ "6691 FullStack program - 35+ locations 5.0 5.0 5.0 \n",
+ "5852 Data Science - Full-Time 5.0 5.0 5.0 \n",
+ "2505 UX Career Track 4.7 5.0 5.0 \n",
+ "10478 UX Academy Foundations 4.0 5.0 4.0 \n",
+ "5174 Web Development - Full-Time 5.0 5.0 5.0 \n",
+ "4247 1.7 1.0 3.0 \n",
+ "5089 Data Science - Full-Time 4.7 5.0 5.0 \n",
+ "6697 FullStack program - 35+ locations 5.0 5.0 5.0 \n",
+ "9060 SheCodes Basics 4.0 5.0 5.0 \n",
+ "718 Full-time UX/UI Design Bootcamp 5.0 5.0 5.0 \n",
+ "6900 FullStack program - 35+ locations 5.0 5.0 5.0 \n",
+ "7018 FullStack program - 35+ locations 5.0 5.0 5.0 \n",
+ "10745 UX Academy 5.0 5.0 5.0 \n",
+ "9891 SheCodes Online Workshop 5.0 5.0 5.0 \n",
+ "8820 3.7 4.0 4.0 \n",
+ "1346 Cyber Security Career Track 4.7 5.0 4.0 \n",
+ "8833 5.0 5.0 5.0 \n",
+ "8264 Fullstack JavaScript Web Developer 5.0 5.0 5.0 \n",
+ "8751 SheCodes Basics 5.0 5.0 5.0 \n",
+ "\n",
+ " jobSupport review_body \\\n",
+ "6836 5.0 Before I joined batch 194 in Shanghai I was th... \n",
+ "6691 5.0 Learning to code has been one of the best deci... \n",
+ "5852 5.0 Before the Bootcamp, I had spent the last ten ... \n",
+ "2505 4.0 One thing I like about Springboard's UX course... \n",
+ "10478 3.0 I signed up for Design Lab's Foundations cours... \n",
+ "5174 5.0 I did le Wagon in order to make a career chang... \n",
+ "4247 1.0 Do not purchase from this 'school' - they roll... \n",
+ "5089 4.0 I completed the Data Science and Machine Learn... \n",
+ "6697 5.0 Before Le Wagon I was working in Ad Tech in Lo... \n",
+ "9060 2.0 I am really lucky to have access to this codin... \n",
+ "718 5.0 I learned about Ironhack through Uber, there w... \n",
+ "6900 5.0 As a recent Oxford Classical Archaeology and A... \n",
+ "7018 0.0 After working for a start-up for a couple of y... \n",
+ "10745 5.0 I decided to pursue a career change during the... \n",
+ "9891 5.0 I learned so much from Matt just from the thre... \n",
+ "8820 3.0 I just wanted to take a moment to express my g... \n",
+ "1346 5.0 Pros 1) excellent self learning curriculum 2) ... \n",
+ "8833 5.0 So far It has been a great journey. I have rea... \n",
+ "8264 5.0 I have the feeling everything has been said co... \n",
+ "8751 5.0 “This SheCodes workshop has been a great exper... \n",
+ "\n",
+ " school school_id standardizedProgram \n",
+ "6836 le-wagon 10868 Web Development \n",
+ "6691 le-wagon 10868 Web Development \n",
+ "5852 le-wagon 10868 Data Science and Analytics \n",
+ "2505 springboard 11035 UX/UI Design \n",
+ "10478 designlab 10697 UX/UI Design \n",
+ "5174 le-wagon 10868 Web Development \n",
+ "4247 dataquest 10683 Unknown \n",
+ "5089 le-wagon 10868 Data Science and Analytics \n",
+ "6697 le-wagon 10868 Web Development \n",
+ "9060 shecodes 11014 Miscellaneous and General Tech \n",
+ "718 ironhack 10828 UX/UI Design \n",
+ "6900 le-wagon 10868 Web Development \n",
+ "7018 le-wagon 10868 Web Development \n",
+ "10745 designlab 10697 UX/UI Design \n",
+ "9891 shecodes 11014 Miscellaneous and General Tech \n",
+ "8820 shecodes 11014 Unknown \n",
+ "1346 springboard 11035 Cybersecurity \n",
+ "8833 shecodes 11014 Unknown \n",
+ "8264 la-capsule 10853 Web Development \n",
+ "8751 shecodes 11014 Miscellaneous and General Tech "
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Apply the function to rows where the program is null\n",
+ "comments['program'] = comments.apply(\n",
+ " lambda row: extract_program(row['review_body']) if pd.isnull(row['program']) else row['program'],\n",
+ " axis=1\n",
+ ")\n",
+ "comments.sample(20)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "id": "439c59d2",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "program\n",
+ " 1265\n",
+ "FullStack program - 35+ locations 1035\n",
+ "UX Academy Foundations 673\n",
+ "SheCodes Basics 659\n",
+ "Web Development Course - Full-Time 445\n",
+ " ... \n",
+ "Practical Penetration Testing (live-online) 1\n",
+ "Data Lead 1\n",
+ "JavaScript for Beginners 1\n",
+ "Data Scientist 1\n",
+ "Introduction to Cybersecurity 1\n",
+ "Name: count, Length: 167, dtype: int64"
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments['program'].value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "id": "9f6eaa08",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " comment_id \n",
+ " school_id \n",
+ " school_name \n",
+ " user_name \n",
+ " anonymous \n",
+ " graduating_year \n",
+ " tagline \n",
+ " created_at \n",
+ " overall_score \n",
+ " overall_rating \n",
+ " curriculum_rating \n",
+ " job_support_rating \n",
+ " review_body \n",
+ " program \n",
+ " program_cat \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 309849 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Anonymous \n",
+ " True \n",
+ " 2024 \n",
+ " Data Analytics \n",
+ " 2024-04-03 \n",
+ " 3.3 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 2.0 \n",
+ " I just Finished the my study , I did the Data ... \n",
+ " Data Analytics Part-Time \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 309479 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Patrick Marques \n",
+ " False \n",
+ " 2024 \n",
+ " An intense experience full of emotions but at ... \n",
+ " 2024-03-19 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " Hello, my name is Patrick Marques and I can sa... \n",
+ " Data Analytics Bootcamp \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 308683 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Harikrishnan Ramakrishnapillai \n",
+ " False \n",
+ " 2023 \n",
+ " It was amazing \n",
+ " 2024-02-15 \n",
+ " 4.3 \n",
+ " 4.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " I could finish cybersecurity course within 3 m... \n",
+ " \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 307433 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Sorin Tuinea \n",
+ " False \n",
+ " 2023 \n",
+ " I would definitely recommend it \n",
+ " 2023-12-22 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I chose Ironhack after reading a lot of review... \n",
+ " \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 307350 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Kasia Luksza \n",
+ " False \n",
+ " 2023 \n",
+ " Best learning experience of my life \n",
+ " 2023-12-19 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Attending this bootcamp was hands down the bes... \n",
+ " UX/UI Design Bootcamp \n",
+ " UX/UI Design \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " comment_id school_id school_name user_name \\\n",
+ "0 309849 10828 ironhack Anonymous \n",
+ "1 309479 10828 ironhack Patrick Marques \n",
+ "2 308683 10828 ironhack Harikrishnan Ramakrishnapillai \n",
+ "3 307433 10828 ironhack Sorin Tuinea \n",
+ "4 307350 10828 ironhack Kasia Luksza \n",
+ "\n",
+ " anonymous graduating_year \\\n",
+ "0 True 2024 \n",
+ "1 False 2024 \n",
+ "2 False 2023 \n",
+ "3 False 2023 \n",
+ "4 False 2023 \n",
+ "\n",
+ " tagline created_at \\\n",
+ "0 Data Analytics 2024-04-03 \n",
+ "1 An intense experience full of emotions but at ... 2024-03-19 \n",
+ "2 It was amazing 2024-02-15 \n",
+ "3 I would definitely recommend it 2023-12-22 \n",
+ "4 Best learning experience of my life 2023-12-19 \n",
+ "\n",
+ " overall_score overall_rating curriculum_rating job_support_rating \\\n",
+ "0 3.3 4.0 4.0 2.0 \n",
+ "1 4.0 4.0 4.0 4.0 \n",
+ "2 4.3 4.0 5.0 4.0 \n",
+ "3 5.0 5.0 5.0 5.0 \n",
+ "4 5.0 5.0 5.0 5.0 \n",
+ "\n",
+ " review_body \\\n",
+ "0 I just Finished the my study , I did the Data ... \n",
+ "1 Hello, my name is Patrick Marques and I can sa... \n",
+ "2 I could finish cybersecurity course within 3 m... \n",
+ "3 I chose Ironhack after reading a lot of review... \n",
+ "4 Attending this bootcamp was hands down the bes... \n",
+ "\n",
+ " program program_cat \n",
+ "0 Data Analytics Part-Time Data Science and Analytics \n",
+ "1 Data Analytics Bootcamp Data Science and Analytics \n",
+ "2 Unknown \n",
+ "3 Unknown \n",
+ "4 UX/UI Design Bootcamp UX/UI Design "
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#rename and reorder columns\n",
+ "\n",
+ "comments.rename(columns = {'id':'comment_id',\n",
+ " 'name':'user_name',\n",
+ " 'graduatingYear': 'graduating_year' ,\n",
+ " 'createdAt': 'created_at',\n",
+ " 'overallScore': 'overall_score',\n",
+ " 'overall': 'overall_rating',\n",
+ " 'curriculum':'curriculum_rating',\n",
+ " 'jobSupport': 'job_support_rating',\n",
+ " 'school': 'school_name',\n",
+ " 'standardizedProgram': 'program_cat'\n",
+ " },inplace=True)\n",
+ "\n",
+ "comments = comments[['comment_id', 'school_id','school_name', 'user_name','anonymous', 'graduating_year', 'tagline',\n",
+ " 'created_at', 'overall_score', 'overall_rating','curriculum_rating', 'job_support_rating',\n",
+ " 'review_body', 'program','program_cat']]\n",
+ "\n",
+ "comments.head()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "34f79d15",
+ "metadata": {},
+ "source": [
+ "# Other Data Frames"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f0b7d3a2",
+ "metadata": {},
+ "source": [
+ "https://www.switchup.org/chimera/v1/bootcamp-data?mainTemplate=bootcamp-data%2Fdescription&path=%2Fbootcamps%2Fironhack&isDataTarget=false&bootcampId=10828&logoTag=logo&truncationLength=250&readMoreOmission=...&readMoreText=Read%20More&readLessText=Read%20Less\n",
+ "\n",
+ "Looking at the URL to get other usefull information like price"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "id": "225f5a8c",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Function to fetch and process school information\n",
+ "def get_school_info(school, school_id):\n",
+ " # Construct the URL to fetch data for the specified school and school_id\n",
+ " url = 'https://www.switchup.org/chimera/v1/bootcamp-data?mainTemplate=bootcamp-data%2Fdescription&path=%2Fbootcamps%2F'+ str(school) + '&isDataTarget=false&bootcampId='+ str(school_id) + '&logoTag=logo&truncationLength=250&readMoreOmission=...&readMoreText=Read%20More&readLessText=Read%20Less'\n",
+ "\n",
+ " # Send a GET request to the URL and get the response in JSON format\n",
+ " data = requests.get(url).json()\n",
+ "\n",
+ " # Print the keys of the data dictionary (for debugging purposes)\n",
+ " #print(data.keys())\n",
+ "\n",
+ " # Extract the 'courses' data and convert it to a DataFrame\n",
+ " courses = data['content']['courses']\n",
+ " courses_df = pd.DataFrame(courses, columns=['courses'])\n",
+ "\n",
+ " # Extract the 'locations' data and normalize it into a DataFrame\n",
+ " locations = data['content']['locations']\n",
+ " locations_df = json_normalize(locations)\n",
+ "\n",
+ " # Extract the 'meritBadges' data and convert it to a DataFrame\n",
+ " badges_df = pd.DataFrame(data['content']['meritBadges'])\n",
+ " \n",
+ " # Extract other school information: website, description, and logo URL\n",
+ " website = data['content']['webaddr']\n",
+ " description = data['content']['description']\n",
+ " logoUrl = data['content']['logoUrl']\n",
+ " price_min= data['content']['priceMin']\n",
+ " price_max = data['content']['priceMax']\n",
+ " school_df = pd.DataFrame([website,description,logoUrl, price_min, price_max]).T\n",
+ " school_df.columns = ['website','description','LogoUrl', 'price_min', 'price_max']\n",
+ "\n",
+ " # Add the 'school' name to each DataFrame\n",
+ " locations_df['school'] = school\n",
+ " courses_df['school'] = school\n",
+ " badges_df['school'] = school\n",
+ " school_df['school'] = school\n",
+ " \n",
+ " # Add the 'school_id' to each DataFrame\n",
+ " locations_df['school_id'] = school_id\n",
+ " courses_df['school_id'] = school_id\n",
+ " badges_df['school_id'] = school_id\n",
+ " school_df['school_id'] = school_id\n",
+ "\n",
+ " # Return the DataFrames\n",
+ " return locations_df, courses_df, badges_df, school_df\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "id": "e82a1514",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "ironhack\n",
+ "springboard\n",
+ "learningfuze\n",
+ "actualize\n",
+ "clarusway\n",
+ "codesmith\n",
+ "dataquest\n",
+ "syntax-technologies\n",
+ "evolve-security-academy\n",
+ "level-effect\n",
+ "le-wagon\n",
+ "4geeks-academy\n",
+ "jedha\n",
+ "la-capsule\n",
+ "wbs-coding-school\n",
+ "shecodes\n",
+ "designlab\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Initialize lists to collect data from each school\n",
+ "locations_list = []\n",
+ "courses_list = []\n",
+ "badges_list = []\n",
+ "schools_list = []\n",
+ "\n",
+ "\n",
+ "# Loop through each school and ID in the 'schools' dictionary\n",
+ "for school, id in schools.items():\n",
+ " print(school) # Print the school name (for debugging purposes)\n",
+ " a, b, c, d = get_school_info(school, id) # Get the school information\n",
+ " \n",
+ " # Append the data to the corresponding lists\n",
+ " locations_list.append(a)\n",
+ " courses_list.append(b)\n",
+ " badges_list.append(c)\n",
+ " schools_list.append(d)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "id": "96dabde7",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Locations DataFrame:\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " description \n",
+ " country.id \n",
+ " country.name \n",
+ " country.abbrev \n",
+ " city.id \n",
+ " city.name \n",
+ " city.keyword \n",
+ " state.id \n",
+ " state.name \n",
+ " state.abbrev \n",
+ " state.keyword \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 15901 \n",
+ " Berlin, Germany \n",
+ " 57.0 \n",
+ " Germany \n",
+ " DE \n",
+ " 31156.0 \n",
+ " Berlin \n",
+ " berlin \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 16022 \n",
+ " Mexico City, Mexico \n",
+ " 29.0 \n",
+ " Mexico \n",
+ " MX \n",
+ " 31175.0 \n",
+ " Mexico City \n",
+ " mexico-city \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 16086 \n",
+ " Amsterdam, Netherlands \n",
+ " 59.0 \n",
+ " Netherlands \n",
+ " NL \n",
+ " 31168.0 \n",
+ " Amsterdam \n",
+ " amsterdam \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 16088 \n",
+ " Sao Paulo, Brazil \n",
+ " 42.0 \n",
+ " Brazil \n",
+ " BR \n",
+ " 31121.0 \n",
+ " Sao Paulo \n",
+ " sao-paulo \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 16109 \n",
+ " Paris, France \n",
+ " 38.0 \n",
+ " France \n",
+ " FR \n",
+ " 31136.0 \n",
+ " Paris \n",
+ " paris \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id description country.id country.name country.abbrev \\\n",
+ "0 15901 Berlin, Germany 57.0 Germany DE \n",
+ "1 16022 Mexico City, Mexico 29.0 Mexico MX \n",
+ "2 16086 Amsterdam, Netherlands 59.0 Netherlands NL \n",
+ "3 16088 Sao Paulo, Brazil 42.0 Brazil BR \n",
+ "4 16109 Paris, France 38.0 France FR \n",
+ "\n",
+ " city.id city.name city.keyword state.id state.name state.abbrev \\\n",
+ "0 31156.0 Berlin berlin NaN NaN NaN \n",
+ "1 31175.0 Mexico City mexico-city NaN NaN NaN \n",
+ "2 31168.0 Amsterdam amsterdam NaN NaN NaN \n",
+ "3 31121.0 Sao Paulo sao-paulo NaN NaN NaN \n",
+ "4 31136.0 Paris paris NaN NaN NaN \n",
+ "\n",
+ " state.keyword school school_id \n",
+ "0 NaN ironhack 10828 \n",
+ "1 NaN ironhack 10828 \n",
+ "2 NaN ironhack 10828 \n",
+ "3 NaN ironhack 10828 \n",
+ "4 NaN ironhack 10828 "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Courses DataFrame:\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " courses \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " Cyber Security Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " Cybersecurity Part-Time \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " Data Analytics Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " Data Analytics Part-Time \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " UX/UI Design Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " courses school school_id\n",
+ "0 Cyber Security Bootcamp ironhack 10828\n",
+ "1 Cybersecurity Part-Time ironhack 10828\n",
+ "2 Data Analytics Bootcamp ironhack 10828\n",
+ "3 Data Analytics Part-Time ironhack 10828\n",
+ "4 UX/UI Design Bootcamp ironhack 10828"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Badges DataFrame:\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " keyword \n",
+ " description \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " Verified Outcomes \n",
+ " verified_outcomes \n",
+ " <p>School publishes a third-party verified out... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " name keyword \\\n",
+ "0 Available Online available_online \n",
+ "1 Verified Outcomes verified_outcomes \n",
+ "2 Flexible Classes flexible_classes \n",
+ "3 Available Online available_online \n",
+ "4 Flexible Classes flexible_classes \n",
+ "\n",
+ " description school school_id \n",
+ "0 School offers fully online courses
ironhack 10828 \n",
+ "1 School publishes a third-party verified out... ironhack 10828 \n",
+ "2
School offers part-time and evening classes... ironhack 10828 \n",
+ "3
School offers fully online courses
springboard 11035 \n",
+ "4 School offers part-time and evening classes... springboard 11035 "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Schools DataFrame:\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " website \n",
+ " description \n",
+ " LogoUrl \n",
+ " price_min \n",
+ " price_max \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " www.ironhack.com/en \n",
+ " <span class=\"truncatable\"><p>Ironhack is a glo... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 7500 \n",
+ " 13000 \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " www.springboard.com/?utm_source=switchup&utm_m... \n",
+ " <span class=\"truncatable\"><p>Springboard is an... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 349 \n",
+ " 9900 \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " learningfuze.com \n",
+ " <span class=\"truncatable\"><p>LearningFuze is a... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 0 \n",
+ " 15995 \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " anyonecanlearntocode.com/?utm_source=switchup&... \n",
+ " <span class=\"truncatable\"><p>Actualize is a co... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 16900 \n",
+ " 16900 \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " clarusway.com/ \n",
+ " <span class=\"truncatable\"><p>Clarusway is a hi... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 750 \n",
+ " 21500 \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " website \\\n",
+ "0 www.ironhack.com/en \n",
+ "1 www.springboard.com/?utm_source=switchup&utm_m... \n",
+ "2 learningfuze.com \n",
+ "3 anyonecanlearntocode.com/?utm_source=switchup&... \n",
+ "4 clarusway.com/ \n",
+ "\n",
+ " description \\\n",
+ "0 Ironhack is a glo... \n",
+ "1 Springboard is an... \n",
+ "2 LearningFuze is a... \n",
+ "3 Actualize is a co... \n",
+ "4 Clarusway is a hi... \n",
+ "\n",
+ " LogoUrl price_min price_max \\\n",
+ "0 https://d92mrp7hetgfk.cloudfront.net/images/si... 7500 13000 \n",
+ "1 https://d92mrp7hetgfk.cloudfront.net/images/si... 349 9900 \n",
+ "2 https://d92mrp7hetgfk.cloudfront.net/images/si... 0 15995 \n",
+ "3 https://d92mrp7hetgfk.cloudfront.net/images/si... 16900 16900 \n",
+ "4 https://d92mrp7hetgfk.cloudfront.net/images/si... 750 21500 \n",
+ "\n",
+ " school school_id \n",
+ "0 ironhack 10828 \n",
+ "1 springboard 11035 \n",
+ "2 learningfuze 10862 \n",
+ "3 actualize 10505 \n",
+ "4 clarusway 11539 "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# concatenate these lists into DataFrames \n",
+ "if locations_list:\n",
+ " locations = pd.concat(locations_list, ignore_index=True)\n",
+ " print(\"Locations DataFrame:\")\n",
+ " display(locations.head())\n",
+ "\n",
+ "if courses_list:\n",
+ " courses = pd.concat(courses_list, ignore_index=True)\n",
+ " print(\"Courses DataFrame:\")\n",
+ " display(courses.head())\n",
+ "\n",
+ "if badges_list:\n",
+ " badges = pd.concat(badges_list, ignore_index=True)\n",
+ " print(\"Badges DataFrame:\")\n",
+ " display(badges.head())\n",
+ "\n",
+ "if schools_list:\n",
+ " schools = pd.concat(schools_list, ignore_index=True)\n",
+ " print(\"Schools DataFrame:\")\n",
+ " display(schools.head())"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "06299ccb",
+ "metadata": {},
+ "source": [
+ "### Cleaning Locations"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "id": "421029f0",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id 0\n",
+ "description 0\n",
+ "country.id 17\n",
+ "country.name 17\n",
+ "country.abbrev 17\n",
+ "city.id 20\n",
+ "city.name 20\n",
+ "city.keyword 20\n",
+ "state.id 98\n",
+ "state.name 98\n",
+ "state.abbrev 98\n",
+ "state.keyword 98\n",
+ "school 0\n",
+ "school_id 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "id": "9c85f730",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(131, 14)"
+ ]
+ },
+ "execution_count": 42,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "id": "b1b215d6",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['id', 'description', 'country.id', 'country.name', 'country.abbrev',\n",
+ " 'city.id', 'city.name', 'city.keyword', 'state.id', 'state.name',\n",
+ " 'state.abbrev', 'state.keyword', 'school', 'school_id'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 43,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "id": "7083cf0a",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " description \n",
+ " country.id \n",
+ " country.name \n",
+ " country.abbrev \n",
+ " city.id \n",
+ " city.name \n",
+ " city.keyword \n",
+ " state.id \n",
+ " state.name \n",
+ " state.abbrev \n",
+ " state.keyword \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " 17233 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " 16013 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " 16970 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " 16019 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " 17789 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 19 \n",
+ " 16595 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 21 \n",
+ " 16378 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 22 \n",
+ " 18261 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 23 \n",
+ " 15899 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 25 \n",
+ " 17374 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 58 \n",
+ " 18117 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 88 \n",
+ " 18370 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 97 \n",
+ " 17434 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 122 \n",
+ " 18269 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 126 \n",
+ " 17654 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 127 \n",
+ " 16914 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 130 \n",
+ " 15816 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id description country.id country.name country.abbrev city.id \\\n",
+ "9 17233 Online NaN NaN NaN NaN \n",
+ "10 16013 Online NaN NaN NaN NaN \n",
+ "13 16970 Online NaN NaN NaN NaN \n",
+ "15 16019 Online NaN NaN NaN NaN \n",
+ "16 17789 Online NaN NaN NaN NaN \n",
+ "19 16595 Online NaN NaN NaN NaN \n",
+ "21 16378 Online NaN NaN NaN NaN \n",
+ "22 18261 Online NaN NaN NaN NaN \n",
+ "23 15899 Online NaN NaN NaN NaN \n",
+ "25 17374 Online NaN NaN NaN NaN \n",
+ "58 18117 Online NaN NaN NaN NaN \n",
+ "88 18370 Online NaN NaN NaN NaN \n",
+ "97 17434 Online NaN NaN NaN NaN \n",
+ "122 18269 Online NaN NaN NaN NaN \n",
+ "126 17654 Online NaN NaN NaN NaN \n",
+ "127 16914 Online NaN NaN NaN NaN \n",
+ "130 15816 Online NaN NaN NaN NaN \n",
+ "\n",
+ " city.name city.keyword state.id state.name state.abbrev state.keyword \\\n",
+ "9 NaN NaN 1.0 Online Online online \n",
+ "10 NaN NaN 1.0 Online Online online \n",
+ "13 NaN NaN 1.0 Online Online online \n",
+ "15 NaN NaN 1.0 Online Online online \n",
+ "16 NaN NaN 1.0 Online Online online \n",
+ "19 NaN NaN 1.0 Online Online online \n",
+ "21 NaN NaN 1.0 Online Online online \n",
+ "22 NaN NaN 1.0 Online Online online \n",
+ "23 NaN NaN 1.0 Online Online online \n",
+ "25 NaN NaN 1.0 Online Online online \n",
+ "58 NaN NaN 1.0 Online Online online \n",
+ "88 NaN NaN 1.0 Online Online online \n",
+ "97 NaN NaN 1.0 Online Online online \n",
+ "122 NaN NaN 1.0 Online Online online \n",
+ "126 NaN NaN 1.0 Online Online online \n",
+ "127 NaN NaN 1.0 Online Online online \n",
+ "130 NaN NaN 1.0 Online Online online \n",
+ "\n",
+ " school school_id \n",
+ "9 ironhack 10828 \n",
+ "10 springboard 11035 \n",
+ "13 learningfuze 10862 \n",
+ "15 actualize 10505 \n",
+ "16 clarusway 11539 \n",
+ "19 codesmith 10643 \n",
+ "21 dataquest 10683 \n",
+ "22 syntax-technologies 11797 \n",
+ "23 evolve-security-academy 10743 \n",
+ "25 level-effect 11282 \n",
+ "58 le-wagon 10868 \n",
+ "88 4geeks-academy 10492 \n",
+ "97 jedha 10837 \n",
+ "122 la-capsule 10853 \n",
+ "126 wbs-coding-school 11243 \n",
+ "127 shecodes 11014 \n",
+ "130 designlab 10697 "
+ ]
+ },
+ "execution_count": 44,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations[locations['description']=='Online']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "id": "f755e9aa",
+ "metadata": {
+ "scrolled": true,
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "#removing irrelevant cols\n",
+ "\n",
+ "locations.drop(columns=['state.id','state.name',\n",
+ " 'state.abbrev', 'state.keyword','city.keyword'],inplace=True)\n",
+ "locations.rename(columns = {'country.id':'country_id', \n",
+ " 'country.name':'country_name', \n",
+ " 'city.id':'city_id', \n",
+ " 'city.name':'city_name'}, inplace = True)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "id": "c466c330",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " description \n",
+ " country_id \n",
+ " country_name \n",
+ " country.abbrev \n",
+ " city_id \n",
+ " city_name \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 19 \n",
+ " 16595 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 108 \n",
+ " 18313 \n",
+ " Luxembourg, Belgium \n",
+ " 46.0 \n",
+ " Belgium \n",
+ " BE \n",
+ " NaN \n",
+ " NaN \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 69 \n",
+ " 17811 \n",
+ " Montevideo, Uruguay \n",
+ " 33.0 \n",
+ " Uruguay \n",
+ " UY \n",
+ " 31089.0 \n",
+ " Montevideo \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 99 \n",
+ " 18252 \n",
+ " Lille, France \n",
+ " 38.0 \n",
+ " France \n",
+ " FR \n",
+ " 31128.0 \n",
+ " Lille \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 79 \n",
+ " 18232 \n",
+ " Bogota, Columbia \n",
+ " 30.0 \n",
+ " Colombia \n",
+ " CO \n",
+ " 31078.0 \n",
+ " Bogota \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 90 \n",
+ " 18372 \n",
+ " Houston, TX \n",
+ " 1.0 \n",
+ " United States \n",
+ " US \n",
+ " 81.0 \n",
+ " Houston \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 26 \n",
+ " 15803 \n",
+ " Melbourne, Australia \n",
+ " 20.0 \n",
+ " Australia \n",
+ " AU \n",
+ " 31174.0 \n",
+ " Melbourne \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 71 \n",
+ " 18223 \n",
+ " Milan, Italy \n",
+ " 39.0 \n",
+ " Italy \n",
+ " IT \n",
+ " 31107.0 \n",
+ " Milan \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 58 \n",
+ " 18117 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 124 \n",
+ " 18271 \n",
+ " Bordeaux, France \n",
+ " 38.0 \n",
+ " France \n",
+ " FR \n",
+ " 31124.0 \n",
+ " Bordeaux \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id description country_id country_name country.abbrev \\\n",
+ "19 16595 Online NaN NaN NaN \n",
+ "108 18313 Luxembourg, Belgium 46.0 Belgium BE \n",
+ "69 17811 Montevideo, Uruguay 33.0 Uruguay UY \n",
+ "99 18252 Lille, France 38.0 France FR \n",
+ "79 18232 Bogota, Columbia 30.0 Colombia CO \n",
+ "90 18372 Houston, TX 1.0 United States US \n",
+ "26 15803 Melbourne, Australia 20.0 Australia AU \n",
+ "71 18223 Milan, Italy 39.0 Italy IT \n",
+ "58 18117 Online NaN NaN NaN \n",
+ "124 18271 Bordeaux, France 38.0 France FR \n",
+ "\n",
+ " city_id city_name school school_id \n",
+ "19 NaN NaN codesmith 10643 \n",
+ "108 NaN NaN jedha 10837 \n",
+ "69 31089.0 Montevideo 4geeks-academy 10492 \n",
+ "99 31128.0 Lille jedha 10837 \n",
+ "79 31078.0 Bogota 4geeks-academy 10492 \n",
+ "90 81.0 Houston 4geeks-academy 10492 \n",
+ "26 31174.0 Melbourne le-wagon 10868 \n",
+ "71 31107.0 Milan 4geeks-academy 10492 \n",
+ "58 NaN NaN le-wagon 10868 \n",
+ "124 31124.0 Bordeaux la-capsule 10853 "
+ ]
+ },
+ "execution_count": 46,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations.sample(10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "id": "f25be47d",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id 0\n",
+ "description 0\n",
+ "country_id 17\n",
+ "country_name 17\n",
+ "country.abbrev 17\n",
+ "city_id 20\n",
+ "city_name 20\n",
+ "school 0\n",
+ "school_id 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 47,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "id": "3baf3998",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " description \n",
+ " country_id \n",
+ " country_name \n",
+ " country.abbrev \n",
+ " city_id \n",
+ " city_name \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " 17233 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " 16013 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " 16970 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " 16019 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " 17789 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 19 \n",
+ " 16595 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 21 \n",
+ " 16378 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 22 \n",
+ " 18261 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 23 \n",
+ " 15899 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 25 \n",
+ " 17374 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 58 \n",
+ " 18117 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 88 \n",
+ " 18370 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 97 \n",
+ " 17434 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 122 \n",
+ " 18269 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 126 \n",
+ " 17654 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 127 \n",
+ " 16914 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 130 \n",
+ " 15816 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id description country_id country_name country.abbrev city_id \\\n",
+ "9 17233 Online NaN NaN NaN NaN \n",
+ "10 16013 Online NaN NaN NaN NaN \n",
+ "13 16970 Online NaN NaN NaN NaN \n",
+ "15 16019 Online NaN NaN NaN NaN \n",
+ "16 17789 Online NaN NaN NaN NaN \n",
+ "19 16595 Online NaN NaN NaN NaN \n",
+ "21 16378 Online NaN NaN NaN NaN \n",
+ "22 18261 Online NaN NaN NaN NaN \n",
+ "23 15899 Online NaN NaN NaN NaN \n",
+ "25 17374 Online NaN NaN NaN NaN \n",
+ "58 18117 Online NaN NaN NaN NaN \n",
+ "88 18370 Online NaN NaN NaN NaN \n",
+ "97 17434 Online NaN NaN NaN NaN \n",
+ "122 18269 Online NaN NaN NaN NaN \n",
+ "126 17654 Online NaN NaN NaN NaN \n",
+ "127 16914 Online NaN NaN NaN NaN \n",
+ "130 15816 Online NaN NaN NaN NaN \n",
+ "\n",
+ " city_name school school_id \n",
+ "9 NaN ironhack 10828 \n",
+ "10 NaN springboard 11035 \n",
+ "13 NaN learningfuze 10862 \n",
+ "15 NaN actualize 10505 \n",
+ "16 NaN clarusway 11539 \n",
+ "19 NaN codesmith 10643 \n",
+ "21 NaN dataquest 10683 \n",
+ "22 NaN syntax-technologies 11797 \n",
+ "23 NaN evolve-security-academy 10743 \n",
+ "25 NaN level-effect 11282 \n",
+ "58 NaN le-wagon 10868 \n",
+ "88 NaN 4geeks-academy 10492 \n",
+ "97 NaN jedha 10837 \n",
+ "122 NaN la-capsule 10853 \n",
+ "126 NaN wbs-coding-school 11243 \n",
+ "127 NaN shecodes 11014 \n",
+ "130 NaN designlab 10697 "
+ ]
+ },
+ "execution_count": 48,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations[(locations['country_id'].isnull())&(locations['country_name'].isnull())&\n",
+ " (locations['country.abbrev'].isnull())&(locations['city_id'].isnull())&(locations['city_name'].isnull())]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "id": "f7f94835",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "locations.loc[locations['description'] == 'Online', 'city_name'] = 'Online'\n",
+ "locations.loc[locations['description'] == 'Online', 'country_name'] = 'Online'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "id": "99700ba1",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " description \n",
+ " country_id \n",
+ " country_name \n",
+ " country.abbrev \n",
+ " city_id \n",
+ " city_name \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " 17233 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " 16013 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " 16970 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " 16019 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " 17789 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 19 \n",
+ " 16595 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 21 \n",
+ " 16378 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 22 \n",
+ " 18261 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 23 \n",
+ " 15899 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 25 \n",
+ " 17374 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 58 \n",
+ " 18117 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 88 \n",
+ " 18370 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 97 \n",
+ " 17434 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 104 \n",
+ " 18309 \n",
+ " Montpellier, France \n",
+ " 38.0 \n",
+ " France \n",
+ " FR \n",
+ " NaN \n",
+ " NaN \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 108 \n",
+ " 18313 \n",
+ " Luxembourg, Belgium \n",
+ " 46.0 \n",
+ " Belgium \n",
+ " BE \n",
+ " NaN \n",
+ " NaN \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 112 \n",
+ " 18317 \n",
+ " Abidjan, West Africa \n",
+ " 105.0 \n",
+ " Côte d'Ivoire \n",
+ " CI \n",
+ " NaN \n",
+ " NaN \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 122 \n",
+ " 18269 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 126 \n",
+ " 17654 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 127 \n",
+ " 16914 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 130 \n",
+ " 15816 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id description country_id country_name country.abbrev \\\n",
+ "9 17233 Online NaN Online NaN \n",
+ "10 16013 Online NaN Online NaN \n",
+ "13 16970 Online NaN Online NaN \n",
+ "15 16019 Online NaN Online NaN \n",
+ "16 17789 Online NaN Online NaN \n",
+ "19 16595 Online NaN Online NaN \n",
+ "21 16378 Online NaN Online NaN \n",
+ "22 18261 Online NaN Online NaN \n",
+ "23 15899 Online NaN Online NaN \n",
+ "25 17374 Online NaN Online NaN \n",
+ "58 18117 Online NaN Online NaN \n",
+ "88 18370 Online NaN Online NaN \n",
+ "97 17434 Online NaN Online NaN \n",
+ "104 18309 Montpellier, France 38.0 France FR \n",
+ "108 18313 Luxembourg, Belgium 46.0 Belgium BE \n",
+ "112 18317 Abidjan, West Africa 105.0 Côte d'Ivoire CI \n",
+ "122 18269 Online NaN Online NaN \n",
+ "126 17654 Online NaN Online NaN \n",
+ "127 16914 Online NaN Online NaN \n",
+ "130 15816 Online NaN Online NaN \n",
+ "\n",
+ " city_id city_name school school_id \n",
+ "9 NaN Online ironhack 10828 \n",
+ "10 NaN Online springboard 11035 \n",
+ "13 NaN Online learningfuze 10862 \n",
+ "15 NaN Online actualize 10505 \n",
+ "16 NaN Online clarusway 11539 \n",
+ "19 NaN Online codesmith 10643 \n",
+ "21 NaN Online dataquest 10683 \n",
+ "22 NaN Online syntax-technologies 11797 \n",
+ "23 NaN Online evolve-security-academy 10743 \n",
+ "25 NaN Online level-effect 11282 \n",
+ "58 NaN Online le-wagon 10868 \n",
+ "88 NaN Online 4geeks-academy 10492 \n",
+ "97 NaN Online jedha 10837 \n",
+ "104 NaN NaN jedha 10837 \n",
+ "108 NaN NaN jedha 10837 \n",
+ "112 NaN NaN jedha 10837 \n",
+ "122 NaN Online la-capsule 10853 \n",
+ "126 NaN Online wbs-coding-school 11243 \n",
+ "127 NaN Online shecodes 11014 \n",
+ "130 NaN Online designlab 10697 "
+ ]
+ },
+ "execution_count": 50,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations[(locations['city_id'].isnull())|(locations['city_name'].isnull())]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "id": "cfe64739",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "\"\"\"\n",
+ "Checked the HTML for those 3 values, and retrieved from description col that I had dropped:\n",
+ " 18309 Montpellier\n",
+ " 18313 Luxembourg\n",
+ " 18317 Abidjan\n",
+ "\"\"\"\n",
+ "\n",
+ "locations.loc[locations['id'] == 18309, 'city_name'] = 'Montpellier'\n",
+ "locations.loc[locations['id'] == 18313, 'city_name'] = 'Luxembourg'\n",
+ "locations.loc[locations['id'] == 18317, 'city_name'] = 'Abidjan'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "id": "5b2efba6",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " description \n",
+ " country_id \n",
+ " country_name \n",
+ " country.abbrev \n",
+ " city_id \n",
+ " city_name \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 17 \n",
+ " 16002 \n",
+ " Los Angeles, CA, United States \n",
+ " 1.0 \n",
+ " United States \n",
+ " US \n",
+ " 10.0 \n",
+ " Los Angeles \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 92 \n",
+ " 18374 \n",
+ " Los Angeles, CA \n",
+ " 1.0 \n",
+ " United States \n",
+ " US \n",
+ " 10.0 \n",
+ " Los Angeles \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " 16806 \n",
+ " San Diego, CA, United States \n",
+ " 1.0 \n",
+ " United States \n",
+ " US \n",
+ " 11.0 \n",
+ " San Diego \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " 16712 \n",
+ " Irvine, CA, United States \n",
+ " 1.0 \n",
+ " United States \n",
+ " US \n",
+ " 24.0 \n",
+ " Irvine \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " 16375 \n",
+ " Miami, FL, United States \n",
+ " 1.0 \n",
+ " United States \n",
+ " US \n",
+ " 31.0 \n",
+ " Miami \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 112 \n",
+ " 18317 \n",
+ " Abidjan, West Africa \n",
+ " 105.0 \n",
+ " Côte d'Ivoire \n",
+ " CI \n",
+ " NaN \n",
+ " Abidjan \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 122 \n",
+ " 18269 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 126 \n",
+ " 17654 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 127 \n",
+ " 16914 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 130 \n",
+ " 15816 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
131 rows × 9 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id description country_id country_name \\\n",
+ "17 16002 Los Angeles, CA, United States 1.0 United States \n",
+ "92 18374 Los Angeles, CA 1.0 United States \n",
+ "12 16806 San Diego, CA, United States 1.0 United States \n",
+ "11 16712 Irvine, CA, United States 1.0 United States \n",
+ "5 16375 Miami, FL, United States 1.0 United States \n",
+ ".. ... ... ... ... \n",
+ "112 18317 Abidjan, West Africa 105.0 Côte d'Ivoire \n",
+ "122 18269 Online NaN Online \n",
+ "126 17654 Online NaN Online \n",
+ "127 16914 Online NaN Online \n",
+ "130 15816 Online NaN Online \n",
+ "\n",
+ " country.abbrev city_id city_name school school_id \n",
+ "17 US 10.0 Los Angeles codesmith 10643 \n",
+ "92 US 10.0 Los Angeles 4geeks-academy 10492 \n",
+ "12 US 11.0 San Diego learningfuze 10862 \n",
+ "11 US 24.0 Irvine learningfuze 10862 \n",
+ "5 US 31.0 Miami ironhack 10828 \n",
+ ".. ... ... ... ... ... \n",
+ "112 CI NaN Abidjan jedha 10837 \n",
+ "122 NaN NaN Online la-capsule 10853 \n",
+ "126 NaN NaN Online wbs-coding-school 11243 \n",
+ "127 NaN NaN Online shecodes 11014 \n",
+ "130 NaN NaN Online designlab 10697 \n",
+ "\n",
+ "[131 rows x 9 columns]"
+ ]
+ },
+ "execution_count": 52,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "\t\n",
+ "locations.sort_values(by='city_id')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "id": "db94736f",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "31300.0"
+ ]
+ },
+ "execution_count": 53,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations['city_id'].max()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "id": "bc3b80ba",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "#let's assgint a city id for the 3 cities that are missing it, in case needed later for analysis\n",
+ "\n",
+ "locations.loc[locations['id'] == 18309, 'city_id'] = 31301.0\n",
+ "locations.loc[locations['id'] == 18313, 'city_id'] = 31302.0\n",
+ "locations.loc[locations['id'] == 18317, 'city_id'] = 31303.0\n",
+ "locations.loc[locations['description'] == 'Online', 'city_id'] = 31304.0"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "id": "11d86dda",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "236.0"
+ ]
+ },
+ "execution_count": 55,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations['country_id'].max()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "id": "b3a83ef1",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "#let's assgint a country id for Online\n",
+ "\n",
+ "locations.loc[locations['description'] == 'Online', 'country_id'] = 237.0"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "id": "28dc7a96",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " description \n",
+ " country_id \n",
+ " country_name \n",
+ " country.abbrev \n",
+ " city_id \n",
+ " city_name \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ "Empty DataFrame\n",
+ "Columns: [id, description, country_id, country_name, country.abbrev, city_id, city_name, school, school_id]\n",
+ "Index: []"
+ ]
+ },
+ "execution_count": 57,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations[(locations['city_id'].isnull())|(locations['city_name'].isnull())]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "id": "c5b99417",
+ "metadata": {
+ "scrolled": true,
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id int64\n",
+ "description object\n",
+ "country_id float64\n",
+ "country_name object\n",
+ "country.abbrev object\n",
+ "city_id float64\n",
+ "city_name object\n",
+ "school object\n",
+ "school_id int64\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 58,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#let's adjust dtypes\n",
+ "\n",
+ "locations.dtypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "id": "c1a2321e",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "locations['country_id'] = locations['country_id'].astype('Int64')\n",
+ "locations['city_id'] = locations['city_id'].astype('Int64')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "id": "83a6e715",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " description \n",
+ " country_id \n",
+ " country_name \n",
+ " country.abbrev \n",
+ " city_id \n",
+ " city_name \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 93 \n",
+ " 18375 \n",
+ " New York, NY \n",
+ " 1 \n",
+ " United States \n",
+ " US \n",
+ " 3619 \n",
+ " New York \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 128 \n",
+ " 16915 \n",
+ " Lisbon, Portugal \n",
+ " 28 \n",
+ " Portugal \n",
+ " PT \n",
+ " 31075 \n",
+ " Lisbon \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 99 \n",
+ " 18252 \n",
+ " Lille, France \n",
+ " 38 \n",
+ " France \n",
+ " FR \n",
+ " 31128 \n",
+ " Lille \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 123 \n",
+ " 18270 \n",
+ " Lille, France \n",
+ " 38 \n",
+ " France \n",
+ " FR \n",
+ " 31128 \n",
+ " Lille \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 21 \n",
+ " 16378 \n",
+ " Online \n",
+ " 237 \n",
+ " Online \n",
+ " NaN \n",
+ " 31304 \n",
+ " Online \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 64 \n",
+ " 16054 \n",
+ " Miami, FL, United States \n",
+ " 1 \n",
+ " United States \n",
+ " US \n",
+ " 31 \n",
+ " Miami \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 35 \n",
+ " 16147 \n",
+ " Lille, France \n",
+ " 38 \n",
+ " France \n",
+ " FR \n",
+ " 31128 \n",
+ " Lille \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 102 \n",
+ " 18255 \n",
+ " Nantes, France \n",
+ " 38 \n",
+ " France \n",
+ " FR \n",
+ " 31130 \n",
+ " Nantes \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 16022 \n",
+ " Mexico City, Mexico \n",
+ " 29 \n",
+ " Mexico \n",
+ " MX \n",
+ " 31175 \n",
+ " Mexico City \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 52 \n",
+ " 17314 \n",
+ " Dubai, United Arab Emirates \n",
+ " 34 \n",
+ " United Arab Emirates \n",
+ " AE \n",
+ " 31093 \n",
+ " Dubai \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id description country_id country_name \\\n",
+ "93 18375 New York, NY 1 United States \n",
+ "128 16915 Lisbon, Portugal 28 Portugal \n",
+ "99 18252 Lille, France 38 France \n",
+ "123 18270 Lille, France 38 France \n",
+ "21 16378 Online 237 Online \n",
+ "64 16054 Miami, FL, United States 1 United States \n",
+ "35 16147 Lille, France 38 France \n",
+ "102 18255 Nantes, France 38 France \n",
+ "1 16022 Mexico City, Mexico 29 Mexico \n",
+ "52 17314 Dubai, United Arab Emirates 34 United Arab Emirates \n",
+ "\n",
+ " country.abbrev city_id city_name school school_id \n",
+ "93 US 3619 New York 4geeks-academy 10492 \n",
+ "128 PT 31075 Lisbon shecodes 11014 \n",
+ "99 FR 31128 Lille jedha 10837 \n",
+ "123 FR 31128 Lille la-capsule 10853 \n",
+ "21 NaN 31304 Online dataquest 10683 \n",
+ "64 US 31 Miami 4geeks-academy 10492 \n",
+ "35 FR 31128 Lille le-wagon 10868 \n",
+ "102 FR 31130 Nantes jedha 10837 \n",
+ "1 MX 31175 Mexico City ironhack 10828 \n",
+ "52 AE 31093 Dubai le-wagon 10868 "
+ ]
+ },
+ "execution_count": 60,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations.sample(10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "id": "c9092a7e",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# drop description and country.abbrev\n",
+ "\n",
+ "locations.drop(columns=['description','country.abbrev'],inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "id": "1b436f08",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id 0\n",
+ "country_id 0\n",
+ "country_name 0\n",
+ "city_id 0\n",
+ "city_name 0\n",
+ "school 0\n",
+ "school_id 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 62,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "id": "bf24e439",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " country_id \n",
+ " country_name \n",
+ " city_id \n",
+ " city_name \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 15901 \n",
+ " 57 \n",
+ " Germany \n",
+ " 31156 \n",
+ " Berlin \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 16022 \n",
+ " 29 \n",
+ " Mexico \n",
+ " 31175 \n",
+ " Mexico City \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 16086 \n",
+ " 59 \n",
+ " Netherlands \n",
+ " 31168 \n",
+ " Amsterdam \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 16088 \n",
+ " 42 \n",
+ " Brazil \n",
+ " 31121 \n",
+ " Sao Paulo \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 16109 \n",
+ " 38 \n",
+ " France \n",
+ " 31136 \n",
+ " Paris \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 126 \n",
+ " 17654 \n",
+ " 237 \n",
+ " Online \n",
+ " 31304 \n",
+ " Online \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 127 \n",
+ " 16914 \n",
+ " 237 \n",
+ " Online \n",
+ " 31304 \n",
+ " Online \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 128 \n",
+ " 16915 \n",
+ " 28 \n",
+ " Portugal \n",
+ " 31075 \n",
+ " Lisbon \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 129 \n",
+ " 16916 \n",
+ " 28 \n",
+ " Portugal \n",
+ " 31102 \n",
+ " Porto \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 130 \n",
+ " 15816 \n",
+ " 237 \n",
+ " Online \n",
+ " 31304 \n",
+ " Online \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
131 rows × 7 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id country_id country_name city_id city_name school \\\n",
+ "0 15901 57 Germany 31156 Berlin ironhack \n",
+ "1 16022 29 Mexico 31175 Mexico City ironhack \n",
+ "2 16086 59 Netherlands 31168 Amsterdam ironhack \n",
+ "3 16088 42 Brazil 31121 Sao Paulo ironhack \n",
+ "4 16109 38 France 31136 Paris ironhack \n",
+ ".. ... ... ... ... ... ... \n",
+ "126 17654 237 Online 31304 Online wbs-coding-school \n",
+ "127 16914 237 Online 31304 Online shecodes \n",
+ "128 16915 28 Portugal 31075 Lisbon shecodes \n",
+ "129 16916 28 Portugal 31102 Porto shecodes \n",
+ "130 15816 237 Online 31304 Online designlab \n",
+ "\n",
+ " school_id \n",
+ "0 10828 \n",
+ "1 10828 \n",
+ "2 10828 \n",
+ "3 10828 \n",
+ "4 10828 \n",
+ ".. ... \n",
+ "126 11243 \n",
+ "127 11014 \n",
+ "128 11014 \n",
+ "129 11014 \n",
+ "130 10697 \n",
+ "\n",
+ "[131 rows x 7 columns]"
+ ]
+ },
+ "execution_count": 63,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 64,
+ "id": "a022dd6d",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " location_id \n",
+ " school_id \n",
+ " school_name \n",
+ " country_id \n",
+ " country_name \n",
+ " city_id \n",
+ " city_name \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 15901 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " 57 \n",
+ " Germany \n",
+ " 31156 \n",
+ " Berlin \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 16022 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " 29 \n",
+ " Mexico \n",
+ " 31175 \n",
+ " Mexico City \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 16086 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " 59 \n",
+ " Netherlands \n",
+ " 31168 \n",
+ " Amsterdam \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 16088 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " 42 \n",
+ " Brazil \n",
+ " 31121 \n",
+ " Sao Paulo \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 16109 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " 38 \n",
+ " France \n",
+ " 31136 \n",
+ " Paris \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " location_id school_id school_name country_id country_name city_id \\\n",
+ "0 15901 10828 ironhack 57 Germany 31156 \n",
+ "1 16022 10828 ironhack 29 Mexico 31175 \n",
+ "2 16086 10828 ironhack 59 Netherlands 31168 \n",
+ "3 16088 10828 ironhack 42 Brazil 31121 \n",
+ "4 16109 10828 ironhack 38 France 31136 \n",
+ "\n",
+ " city_name \n",
+ "0 Berlin \n",
+ "1 Mexico City \n",
+ "2 Amsterdam \n",
+ "3 Sao Paulo \n",
+ "4 Paris "
+ ]
+ },
+ "execution_count": 64,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# renaming and reordering columns\n",
+ "locations.rename(columns = {'id':'location_id',\n",
+ " 'school': 'school_name'},inplace=True)\n",
+ "\n",
+ "locations = locations[['location_id', 'school_id', 'school_name', 'country_id', 'country_name', 'city_id', 'city_name']]\n",
+ "\n",
+ "locations.head()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "cb3158bf",
+ "metadata": {},
+ "source": [
+ "### Cleaning Courses\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "id": "bd3d1ee6",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " courses \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " Introduction to Design \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " Cyber Security Career Track \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 69 \n",
+ " SDET Automation Testing Course \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 75 \n",
+ " Data Analytics - Part-Time \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 44 \n",
+ " DevOps Engineer \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 19 \n",
+ " UI/UX Design Career Track \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 95 \n",
+ " DevOps Engineer \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 29 \n",
+ " AWS Solutions Architect \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 110 \n",
+ " Advanced Usability and Accessibility \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ " 104 \n",
+ " Data Analytics \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 52 \n",
+ " Machine Learning/Deep Learning \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 48 \n",
+ " Full Stack Development \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " Data Analytics Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 70 \n",
+ " Cybersecurity Bootcamp: REMOTE (Live-Online) \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 59 \n",
+ " Software Development Engineer in Test (SDET) \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 50 \n",
+ " Full Stack Web Development with IT Fundamental... \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 112 \n",
+ " Data-Driven Design \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ " 107 \n",
+ " SheCodes Plus \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 102 \n",
+ " UX/UI Product Design (full-time) \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 74 \n",
+ " Data Analytics - Full-Time \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 20 \n",
+ " UX Career Track \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 73 \n",
+ " Cyber Defense Analyst Bootcamp \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 99 \n",
+ " Data Science (part-time) \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " Data Science Career Track Prep \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 17 \n",
+ " Software Engineering Foundations to Core \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 90 \n",
+ " Data Analyst Fullstack \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 98 \n",
+ " Data Science (full-time) \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 66 \n",
+ " R for Data Analysis \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 24 \n",
+ " UI/UX Design \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 39 \n",
+ " Data Analytics (Premium) \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 64 \n",
+ " Part-Time Software Engineering Immersive \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " Web Development Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 49 \n",
+ " Full Stack Web Development - Premium Full Time... \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 18 \n",
+ " Tech Sales Career Track \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 22 \n",
+ " LFZ Prep Course \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 92 \n",
+ " Data Essentials \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 97 \n",
+ " Code Essentials \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 37 \n",
+ " Cyber Security Analyst Professional \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 83 \n",
+ " Cybersecurity \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 68 \n",
+ " Data Analytics & Business Intelligence Course \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " courses \\\n",
+ "14 Introduction to Design \n",
+ "8 Cyber Security Career Track \n",
+ "69 SDET Automation Testing Course \n",
+ "75 Data Analytics - Part-Time \n",
+ "44 DevOps Engineer \n",
+ "19 UI/UX Design Career Track \n",
+ "95 DevOps Engineer \n",
+ "29 AWS Solutions Architect \n",
+ "110 Advanced Usability and Accessibility \n",
+ "104 Data Analytics \n",
+ "52 Machine Learning/Deep Learning \n",
+ "48 Full Stack Development \n",
+ "2 Data Analytics Bootcamp \n",
+ "70 Cybersecurity Bootcamp: REMOTE (Live-Online) \n",
+ "59 Software Development Engineer in Test (SDET) \n",
+ "50 Full Stack Web Development with IT Fundamental... \n",
+ "112 Data-Driven Design \n",
+ "107 SheCodes Plus \n",
+ "102 UX/UI Product Design (full-time) \n",
+ "74 Data Analytics - Full-Time \n",
+ "20 UX Career Track \n",
+ "73 Cyber Defense Analyst Bootcamp \n",
+ "99 Data Science (part-time) \n",
+ "11 Data Science Career Track Prep \n",
+ "17 Software Engineering Foundations to Core \n",
+ "90 Data Analyst Fullstack \n",
+ "98 Data Science (full-time) \n",
+ "66 R for Data Analysis \n",
+ "24 UI/UX Design \n",
+ "39 Data Analytics (Premium) \n",
+ "64 Part-Time Software Engineering Immersive \n",
+ "6 Web Development Bootcamp \n",
+ "49 Full Stack Web Development - Premium Full Time... \n",
+ "18 Tech Sales Career Track \n",
+ "22 LFZ Prep Course \n",
+ "92 Data Essentials \n",
+ "97 Code Essentials \n",
+ "37 Cyber Security Analyst Professional \n",
+ "83 Cybersecurity \n",
+ "68 Data Analytics & Business Intelligence Course \n",
+ "\n",
+ " school school_id \n",
+ "14 springboard 11035 \n",
+ "8 springboard 11035 \n",
+ "69 syntax-technologies 11797 \n",
+ "75 le-wagon 10868 \n",
+ "44 clarusway 11539 \n",
+ "19 springboard 11035 \n",
+ "95 la-capsule 10853 \n",
+ "29 clarusway 11539 \n",
+ "110 designlab 10697 \n",
+ "104 wbs-coding-school 11243 \n",
+ "52 clarusway 11539 \n",
+ "48 clarusway 11539 \n",
+ "2 ironhack 10828 \n",
+ "70 evolve-security-academy 10743 \n",
+ "59 clarusway 11539 \n",
+ "50 clarusway 11539 \n",
+ "112 designlab 10697 \n",
+ "107 shecodes 11014 \n",
+ "102 wbs-coding-school 11243 \n",
+ "74 le-wagon 10868 \n",
+ "20 springboard 11035 \n",
+ "73 level-effect 11282 \n",
+ "99 wbs-coding-school 11243 \n",
+ "11 springboard 11035 \n",
+ "17 springboard 11035 \n",
+ "90 jedha 10837 \n",
+ "98 wbs-coding-school 11243 \n",
+ "66 dataquest 10683 \n",
+ "24 learningfuze 10862 \n",
+ "39 clarusway 11539 \n",
+ "64 codesmith 10643 \n",
+ "6 ironhack 10828 \n",
+ "49 clarusway 11539 \n",
+ "18 springboard 11035 \n",
+ "22 learningfuze 10862 \n",
+ "92 jedha 10837 \n",
+ "97 la-capsule 10853 \n",
+ "37 clarusway 11539 \n",
+ "83 4geeks-academy 10492 \n",
+ "68 syntax-technologies 11797 "
+ ]
+ },
+ "execution_count": 65,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "courses.sample(40)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "id": "ae559d35",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "courses 0\n",
+ "school 0\n",
+ "school_id 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 66,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "courses.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "id": "5f3e8927",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "courses object\n",
+ "school object\n",
+ "school_id int64\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 67,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "courses.dtypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "id": "3dcd553f",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Add course_id to Courses DataFrame\n",
+ "courses = courses.reset_index().rename(columns={'index': 'course_id'})\n",
+ "courses['course_id'] = courses['course_id'] + 1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 69,
+ "id": "f451c2bc",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " course_id \n",
+ " courses \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 1 \n",
+ " Cyber Security Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 2 \n",
+ " Cybersecurity Part-Time \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 3 \n",
+ " Data Analytics Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 4 \n",
+ " Data Analytics Part-Time \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 5 \n",
+ " UX/UI Design Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " course_id courses school school_id\n",
+ "0 1 Cyber Security Bootcamp ironhack 10828\n",
+ "1 2 Cybersecurity Part-Time ironhack 10828\n",
+ "2 3 Data Analytics Bootcamp ironhack 10828\n",
+ "3 4 Data Analytics Part-Time ironhack 10828\n",
+ "4 5 UX/UI Design Bootcamp ironhack 10828"
+ ]
+ },
+ "execution_count": 69,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "courses.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 70,
+ "id": "9f8b352c",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['course_id', 'courses', 'school', 'school_id'], dtype='object')"
+ ]
+ },
+ "execution_count": 70,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "courses.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "id": "cb883749",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " course_id \n",
+ " school_id \n",
+ " school_name \n",
+ " course_name \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 1 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Cyber Security Bootcamp \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 2 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Cybersecurity Part-Time \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 3 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Data Analytics Bootcamp \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 4 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Data Analytics Part-Time \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 5 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " UX/UI Design Bootcamp \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " course_id school_id school_name course_name\n",
+ "0 1 10828 ironhack Cyber Security Bootcamp\n",
+ "1 2 10828 ironhack Cybersecurity Part-Time\n",
+ "2 3 10828 ironhack Data Analytics Bootcamp\n",
+ "3 4 10828 ironhack Data Analytics Part-Time\n",
+ "4 5 10828 ironhack UX/UI Design Bootcamp"
+ ]
+ },
+ "execution_count": 71,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# renaming and reordering columns\n",
+ "courses.rename(columns = {'id':'location_id',\n",
+ " 'school': 'school_name',\n",
+ " 'courses':'course_name'},inplace=True)\n",
+ "\n",
+ "courses = courses[['course_id', 'school_id', 'school_name', 'course_name']]\n",
+ "\n",
+ "courses.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4498ed92",
+ "metadata": {},
+ "source": [
+ "### Cleaning Badges\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "id": "7a5d28ef",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " keyword \n",
+ " description \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 23 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 35 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " Verified Outcomes \n",
+ " verified_outcomes \n",
+ " <p>School publishes a third-party verified out... \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 26 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 32 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 20 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 34 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 17 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 18 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 28 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 33 \n",
+ " Job Guarantee \n",
+ " job_guarantee \n",
+ " <p>School guarantees job placement</p> \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " name keyword \\\n",
+ "23 Available Online available_online \n",
+ "10 Available Online available_online \n",
+ "35 Flexible Classes flexible_classes \n",
+ "13 Verified Outcomes verified_outcomes \n",
+ "26 Flexible Classes flexible_classes \n",
+ "32 Flexible Classes flexible_classes \n",
+ "8 Available Online available_online \n",
+ "4 Flexible Classes flexible_classes \n",
+ "12 Available Online available_online \n",
+ "20 Flexible Classes flexible_classes \n",
+ "34 Available Online available_online \n",
+ "17 Available Online available_online \n",
+ "15 Available Online available_online \n",
+ "18 Flexible Classes flexible_classes \n",
+ "6 Available Online available_online \n",
+ "28 Flexible Classes flexible_classes \n",
+ "11 Flexible Classes flexible_classes \n",
+ "33 Job Guarantee job_guarantee \n",
+ "9 Flexible Classes flexible_classes \n",
+ "0 Available Online available_online \n",
+ "\n",
+ " description \\\n",
+ "23 School offers fully online courses
\n",
+ "10 School offers fully online courses
\n",
+ "35 School offers part-time and evening classes... \n",
+ "13
School publishes a third-party verified out... \n",
+ "26
School offers part-time and evening classes... \n",
+ "32
School offers part-time and evening classes... \n",
+ "8
School offers fully online courses
\n",
+ "4 School offers part-time and evening classes... \n",
+ "12
School offers fully online courses
\n",
+ "20 School offers part-time and evening classes... \n",
+ "34
School offers fully online courses
\n",
+ "17 School offers fully online courses
\n",
+ "15 School offers fully online courses
\n",
+ "18 School offers part-time and evening classes... \n",
+ "6
School offers fully online courses
\n",
+ "28 School offers part-time and evening classes... \n",
+ "11
School offers part-time and evening classes... \n",
+ "33
School guarantees job placement
\n",
+ "9 School offers part-time and evening classes... \n",
+ "0
School offers fully online courses
\n",
+ "\n",
+ " school school_id \n",
+ "23 le-wagon 10868 \n",
+ "10 clarusway 11539 \n",
+ "35 shecodes 11014 \n",
+ "13 codesmith 10643 \n",
+ "26 4geeks-academy 10492 \n",
+ "32 wbs-coding-school 11243 \n",
+ "8 actualize 10505 \n",
+ "4 springboard 11035 \n",
+ "12 codesmith 10643 \n",
+ "20 evolve-security-academy 10743 \n",
+ "34 shecodes 11014 \n",
+ "17 syntax-technologies 11797 \n",
+ "15 dataquest 10683 \n",
+ "18 syntax-technologies 11797 \n",
+ "6 learningfuze 10862 \n",
+ "28 jedha 10837 \n",
+ "11 clarusway 11539 \n",
+ "33 wbs-coding-school 11243 \n",
+ "9 actualize 10505 \n",
+ "0 ironhack 10828 "
+ ]
+ },
+ "execution_count": 72,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "badges.sample(20)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 73,
+ "id": "4ada8bf2",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " keyword \n",
+ " description \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " Available Online \n",
+ " available_online \n",
+ " School offers fully online courses \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " Verified Outcomes \n",
+ " verified_outcomes \n",
+ " School publishes a third-party verified outcom... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " School offers part-time and evening classes \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " Available Online \n",
+ " available_online \n",
+ " School offers fully online courses \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " School offers part-time and evening classes \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " name keyword \\\n",
+ "0 Available Online available_online \n",
+ "1 Verified Outcomes verified_outcomes \n",
+ "2 Flexible Classes flexible_classes \n",
+ "3 Available Online available_online \n",
+ "4 Flexible Classes flexible_classes \n",
+ "\n",
+ " description school school_id \n",
+ "0 School offers fully online courses ironhack 10828 \n",
+ "1 School publishes a third-party verified outcom... ironhack 10828 \n",
+ "2 School offers part-time and evening classes ironhack 10828 \n",
+ "3 School offers fully online courses springboard 11035 \n",
+ "4 School offers part-time and evening classes springboard 11035 "
+ ]
+ },
+ "execution_count": 73,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "badges['description'] = badges['description'].apply(remove_tags)\n",
+ "badges.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "id": "d02dfa74",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "name 0\n",
+ "keyword 0\n",
+ "description 0\n",
+ "school 0\n",
+ "school_id 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 74,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "badges.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "id": "e01cdd2b",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "name object\n",
+ "keyword object\n",
+ "description object\n",
+ "school object\n",
+ "school_id int64\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 75,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "badges.dtypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "id": "5e5e8a58",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(39, 5)"
+ ]
+ },
+ "execution_count": 76,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "badges.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 77,
+ "id": "fb08cd0c",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['name', 'keyword', 'description', 'school', 'school_id'], dtype='object')"
+ ]
+ },
+ "execution_count": 77,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "badges.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 78,
+ "id": "73db08a5",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Add badge_id to Badges DataFrame\n",
+ "badges = badges.reset_index().rename(columns={'index': 'badge_id'})\n",
+ "badges['badge_id'] = badges['badge_id'] + 1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 79,
+ "id": "b0d37ce6",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " badge_id \n",
+ " school_id \n",
+ " school_name \n",
+ " badge_name \n",
+ " keyword \n",
+ " description \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 1 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Available Online \n",
+ " available_online \n",
+ " School offers fully online courses \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 2 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Verified Outcomes \n",
+ " verified_outcomes \n",
+ " School publishes a third-party verified outcom... \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 3 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " School offers part-time and evening classes \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 4 \n",
+ " 11035 \n",
+ " springboard \n",
+ " Available Online \n",
+ " available_online \n",
+ " School offers fully online courses \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 5 \n",
+ " 11035 \n",
+ " springboard \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " School offers part-time and evening classes \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " badge_id school_id school_name badge_name keyword \\\n",
+ "0 1 10828 ironhack Available Online available_online \n",
+ "1 2 10828 ironhack Verified Outcomes verified_outcomes \n",
+ "2 3 10828 ironhack Flexible Classes flexible_classes \n",
+ "3 4 11035 springboard Available Online available_online \n",
+ "4 5 11035 springboard Flexible Classes flexible_classes \n",
+ "\n",
+ " description \n",
+ "0 School offers fully online courses \n",
+ "1 School publishes a third-party verified outcom... \n",
+ "2 School offers part-time and evening classes \n",
+ "3 School offers fully online courses \n",
+ "4 School offers part-time and evening classes "
+ ]
+ },
+ "execution_count": 79,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# rename and reorder columns\n",
+ "\n",
+ "badges.rename(columns = {'school': 'school_name',\n",
+ " 'name':'badge_name'},inplace=True)\n",
+ "\n",
+ "badges = badges[['badge_id', 'school_id', 'school_name', 'badge_name', 'keyword', 'description']]\n",
+ "\n",
+ "badges.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d986f9c2",
+ "metadata": {},
+ "source": [
+ "### Cleaning Schools\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 80,
+ "id": "0eab276c",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " website \n",
+ " description \n",
+ " LogoUrl \n",
+ " price_min \n",
+ " price_max \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " www.ironhack.com/en \n",
+ " <span class=\"truncatable\"><p>Ironhack is a glo... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 7500 \n",
+ " 13000 \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " www.springboard.com/?utm_source=switchup&utm_m... \n",
+ " <span class=\"truncatable\"><p>Springboard is an... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 349 \n",
+ " 9900 \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " learningfuze.com \n",
+ " <span class=\"truncatable\"><p>LearningFuze is a... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 0 \n",
+ " 15995 \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " anyonecanlearntocode.com/?utm_source=switchup&... \n",
+ " <span class=\"truncatable\"><p>Actualize is a co... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 16900 \n",
+ " 16900 \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " clarusway.com/ \n",
+ " <span class=\"truncatable\"><p>Clarusway is a hi... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 750 \n",
+ " 21500 \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " www.codesmith.io \n",
+ " <span class=\"truncatable\"><p>Codesmith’s Softw... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 350 \n",
+ " 20925 \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " www.dataquest.io \n",
+ " <span class=\"truncatable\"><p>Master data skill... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 29 \n",
+ " 29 \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " www.syntaxtechs.com/ \n",
+ " <span class=\"truncatable\"><p>Syntax Technologi... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " None \n",
+ " None \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " evolvesecurity.io/academy/home?utm_source=swit... \n",
+ " <span class=\"truncatable\"><p>Evolve Security A... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 5250 \n",
+ " 13950 \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " leveleffect.com/ \n",
+ " <span class=\"truncatable\"><p>Level Effect is a... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 11000 \n",
+ " 11000 \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " www.lewagon.com \n",
+ " <span class=\"truncatable\"><p>Le Wagon is a glo... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " None \n",
+ " None \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " www.4geeksacademy.co \n",
+ " <span class=\"truncatable\"><p>4Geeks Academy is... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 3000 \n",
+ " 14999 \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " www.jedha.co \n",
+ " <span class=\"truncatable\"><p>Jedha Bootcamp is... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " None \n",
+ " None \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " www.lacapsule.academy \n",
+ " <span class=\"truncatable\"><p>La Capsule is a f... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 1500 \n",
+ " 7000 \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " wbscodingschool.com/ \n",
+ " <span class=\"truncatable\"><p>WBS CODING SCHOOL... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 4900 \n",
+ " 10500 \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " shecodes.io \n",
+ " <span class=\"truncatable\"><p>SheCodes is a cod... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 99 \n",
+ " 1990 \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " None \n",
+ " <span class=\"truncatable\"><p>Designlab teaches... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 499 \n",
+ " 7749 \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " website \\\n",
+ "0 www.ironhack.com/en \n",
+ "1 www.springboard.com/?utm_source=switchup&utm_m... \n",
+ "2 learningfuze.com \n",
+ "3 anyonecanlearntocode.com/?utm_source=switchup&... \n",
+ "4 clarusway.com/ \n",
+ "5 www.codesmith.io \n",
+ "6 www.dataquest.io \n",
+ "7 www.syntaxtechs.com/ \n",
+ "8 evolvesecurity.io/academy/home?utm_source=swit... \n",
+ "9 leveleffect.com/ \n",
+ "10 www.lewagon.com \n",
+ "11 www.4geeksacademy.co \n",
+ "12 www.jedha.co \n",
+ "13 www.lacapsule.academy \n",
+ "14 wbscodingschool.com/ \n",
+ "15 shecodes.io \n",
+ "16 None \n",
+ "\n",
+ " description \\\n",
+ "0 Ironhack is a glo... \n",
+ "1 Springboard is an... \n",
+ "2 LearningFuze is a... \n",
+ "3 Actualize is a co... \n",
+ "4 Clarusway is a hi... \n",
+ "5 Codesmith’s Softw... \n",
+ "6 Master data skill... \n",
+ "7 Syntax Technologi... \n",
+ "8 Evolve Security A... \n",
+ "9 Level Effect is a... \n",
+ "10 Le Wagon is a glo... \n",
+ "11 4Geeks Academy is... \n",
+ "12 Jedha Bootcamp is... \n",
+ "13 La Capsule is a f... \n",
+ "14 WBS CODING SCHOOL... \n",
+ "15 SheCodes is a cod... \n",
+ "16 Designlab teaches... \n",
+ "\n",
+ " LogoUrl price_min price_max \\\n",
+ "0 https://d92mrp7hetgfk.cloudfront.net/images/si... 7500 13000 \n",
+ "1 https://d92mrp7hetgfk.cloudfront.net/images/si... 349 9900 \n",
+ "2 https://d92mrp7hetgfk.cloudfront.net/images/si... 0 15995 \n",
+ "3 https://d92mrp7hetgfk.cloudfront.net/images/si... 16900 16900 \n",
+ "4 https://d92mrp7hetgfk.cloudfront.net/images/si... 750 21500 \n",
+ "5 https://d92mrp7hetgfk.cloudfront.net/images/si... 350 20925 \n",
+ "6 https://d92mrp7hetgfk.cloudfront.net/images/si... 29 29 \n",
+ "7 https://d92mrp7hetgfk.cloudfront.net/images/si... None None \n",
+ "8 https://d92mrp7hetgfk.cloudfront.net/images/si... 5250 13950 \n",
+ "9 https://d92mrp7hetgfk.cloudfront.net/images/si... 11000 11000 \n",
+ "10 https://d92mrp7hetgfk.cloudfront.net/images/si... None None \n",
+ "11 https://d92mrp7hetgfk.cloudfront.net/images/si... 3000 14999 \n",
+ "12 https://d92mrp7hetgfk.cloudfront.net/images/si... None None \n",
+ "13 https://d92mrp7hetgfk.cloudfront.net/images/si... 1500 7000 \n",
+ "14 https://d92mrp7hetgfk.cloudfront.net/images/si... 4900 10500 \n",
+ "15 https://d92mrp7hetgfk.cloudfront.net/images/si... 99 1990 \n",
+ "16 https://d92mrp7hetgfk.cloudfront.net/images/si... 499 7749 \n",
+ "\n",
+ " school school_id \n",
+ "0 ironhack 10828 \n",
+ "1 springboard 11035 \n",
+ "2 learningfuze 10862 \n",
+ "3 actualize 10505 \n",
+ "4 clarusway 11539 \n",
+ "5 codesmith 10643 \n",
+ "6 dataquest 10683 \n",
+ "7 syntax-technologies 11797 \n",
+ "8 evolve-security-academy 10743 \n",
+ "9 level-effect 11282 \n",
+ "10 le-wagon 10868 \n",
+ "11 4geeks-academy 10492 \n",
+ "12 jedha 10837 \n",
+ "13 la-capsule 10853 \n",
+ "14 wbs-coding-school 11243 \n",
+ "15 shecodes 11014 \n",
+ "16 designlab 10697 "
+ ]
+ },
+ "execution_count": 80,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "schools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 81,
+ "id": "89954be8",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " website \n",
+ " description \n",
+ " price_min \n",
+ " price_max \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " www.ironhack.com/en \n",
+ " Ironhack is a global tech school with 9 campus... \n",
+ " 7500 \n",
+ " 13000 \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " www.springboard.com/?utm_source=switchup&utm_m... \n",
+ " Springboard is an online learning platform tha... \n",
+ " 349 \n",
+ " 9900 \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " learningfuze.com \n",
+ " LearningFuze is an immersive, 14-week web deve... \n",
+ " 0 \n",
+ " 15995 \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " anyonecanlearntocode.com/?utm_source=switchup&... \n",
+ " Actualize is a coding bootcamp that values qua... \n",
+ " 16900 \n",
+ " 16900 \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " clarusway.com/ \n",
+ " Clarusway is a highly respected IT training sc... \n",
+ " 750 \n",
+ " 21500 \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " website \\\n",
+ "0 www.ironhack.com/en \n",
+ "1 www.springboard.com/?utm_source=switchup&utm_m... \n",
+ "2 learningfuze.com \n",
+ "3 anyonecanlearntocode.com/?utm_source=switchup&... \n",
+ "4 clarusway.com/ \n",
+ "\n",
+ " description price_min price_max \\\n",
+ "0 Ironhack is a global tech school with 9 campus... 7500 13000 \n",
+ "1 Springboard is an online learning platform tha... 349 9900 \n",
+ "2 LearningFuze is an immersive, 14-week web deve... 0 15995 \n",
+ "3 Actualize is a coding bootcamp that values qua... 16900 16900 \n",
+ "4 Clarusway is a highly respected IT training sc... 750 21500 \n",
+ "\n",
+ " school school_id \n",
+ "0 ironhack 10828 \n",
+ "1 springboard 11035 \n",
+ "2 learningfuze 10862 \n",
+ "3 actualize 10505 \n",
+ "4 clarusway 11539 "
+ ]
+ },
+ "execution_count": 81,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "schools.drop(columns=['LogoUrl'], inplace = True)\n",
+ "schools['description'] = schools['description'].apply(remove_tags)\n",
+ "schools.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 82,
+ "id": "68e0a363",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['www.ironhack.com/en',\n",
+ " 'www.springboard.com/?utm_source=switchup&utm_medium=affiliates&utm_campaign=branded_link',\n",
+ " 'learningfuze.com',\n",
+ " 'anyonecanlearntocode.com/?utm_source=switchup&utm_medium=placements',\n",
+ " 'clarusway.com/', 'www.codesmith.io', 'www.dataquest.io',\n",
+ " 'www.syntaxtechs.com/',\n",
+ " 'evolvesecurity.io/academy/home?utm_source=switchup&utm_medium=featuredschool',\n",
+ " 'leveleffect.com/', 'www.lewagon.com', 'www.4geeksacademy.co',\n",
+ " 'www.jedha.co', 'www.lacapsule.academy', 'wbscodingschool.com/',\n",
+ " 'shecodes.io', None], dtype=object)"
+ ]
+ },
+ "execution_count": 82,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "schools['website'].unique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 83,
+ "id": "e3a8ee4c",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " website \n",
+ " description \n",
+ " price_min \n",
+ " price_max \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " ironhack.com/en \n",
+ " Ironhack is a global tech school with 9 campus... \n",
+ " 7500 \n",
+ " 13000 \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " springboard.com \n",
+ " Springboard is an online learning platform tha... \n",
+ " 349 \n",
+ " 9900 \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " learningfuze.com \n",
+ " LearningFuze is an immersive, 14-week web deve... \n",
+ " 0 \n",
+ " 15995 \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " anyonecanlearntocode.com \n",
+ " Actualize is a coding bootcamp that values qua... \n",
+ " 16900 \n",
+ " 16900 \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " clarusway.com \n",
+ " Clarusway is a highly respected IT training sc... \n",
+ " 750 \n",
+ " 21500 \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " codesmith.io \n",
+ " Codesmith’s Software Engineering Immersive pro... \n",
+ " 350 \n",
+ " 20925 \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " dataquest.io \n",
+ " Master data skills. Build your career.Dataques... \n",
+ " 29 \n",
+ " 29 \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " syntaxtechs.com \n",
+ " Syntax Technologies is the world’s leading onl... \n",
+ " None \n",
+ " None \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " evolvesecurity.io/academy/home \n",
+ " Evolve Security Academy offers holistic cybers... \n",
+ " 5250 \n",
+ " 13950 \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " leveleffect.com \n",
+ " Level Effect is a premier training provider of... \n",
+ " 11000 \n",
+ " 11000 \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " lewagon.com \n",
+ " Le Wagon is a global leader in immersive tech ... \n",
+ " None \n",
+ " None \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " 4geeksacademy.co \n",
+ " 4Geeks Academy is a Coding Bootcamp focused on... \n",
+ " 3000 \n",
+ " 14999 \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " jedha.co \n",
+ " Jedha Bootcamp is the leading school for kick-... \n",
+ " None \n",
+ " None \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " lacapsule.academy \n",
+ " La Capsule is a full-time, 10-week web and mob... \n",
+ " 1500 \n",
+ " 7000 \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " wbscodingschool.com \n",
+ " WBS CODING SCHOOL is an award-winning provider... \n",
+ " 4900 \n",
+ " 10500 \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " shecodes.io \n",
+ " SheCodes is a coding school that offers online... \n",
+ " 99 \n",
+ " 1990 \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " b''b''b'' \n",
+ " Designlab teaches in-demand UX/UI design skill... \n",
+ " 499 \n",
+ " 7749 \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " website \\\n",
+ "0 ironhack.com/en \n",
+ "1 springboard.com \n",
+ "2 learningfuze.com \n",
+ "3 anyonecanlearntocode.com \n",
+ "4 clarusway.com \n",
+ "5 codesmith.io \n",
+ "6 dataquest.io \n",
+ "7 syntaxtechs.com \n",
+ "8 evolvesecurity.io/academy/home \n",
+ "9 leveleffect.com \n",
+ "10 lewagon.com \n",
+ "11 4geeksacademy.co \n",
+ "12 jedha.co \n",
+ "13 lacapsule.academy \n",
+ "14 wbscodingschool.com \n",
+ "15 shecodes.io \n",
+ "16 b''b''b'' \n",
+ "\n",
+ " description price_min price_max \\\n",
+ "0 Ironhack is a global tech school with 9 campus... 7500 13000 \n",
+ "1 Springboard is an online learning platform tha... 349 9900 \n",
+ "2 LearningFuze is an immersive, 14-week web deve... 0 15995 \n",
+ "3 Actualize is a coding bootcamp that values qua... 16900 16900 \n",
+ "4 Clarusway is a highly respected IT training sc... 750 21500 \n",
+ "5 Codesmith’s Software Engineering Immersive pro... 350 20925 \n",
+ "6 Master data skills. Build your career.Dataques... 29 29 \n",
+ "7 Syntax Technologies is the world’s leading onl... None None \n",
+ "8 Evolve Security Academy offers holistic cybers... 5250 13950 \n",
+ "9 Level Effect is a premier training provider of... 11000 11000 \n",
+ "10 Le Wagon is a global leader in immersive tech ... None None \n",
+ "11 4Geeks Academy is a Coding Bootcamp focused on... 3000 14999 \n",
+ "12 Jedha Bootcamp is the leading school for kick-... None None \n",
+ "13 La Capsule is a full-time, 10-week web and mob... 1500 7000 \n",
+ "14 WBS CODING SCHOOL is an award-winning provider... 4900 10500 \n",
+ "15 SheCodes is a coding school that offers online... 99 1990 \n",
+ "16 Designlab teaches in-demand UX/UI design skill... 499 7749 \n",
+ "\n",
+ " school school_id \n",
+ "0 ironhack 10828 \n",
+ "1 springboard 11035 \n",
+ "2 learningfuze 10862 \n",
+ "3 actualize 10505 \n",
+ "4 clarusway 11539 \n",
+ "5 codesmith 10643 \n",
+ "6 dataquest 10683 \n",
+ "7 syntax-technologies 11797 \n",
+ "8 evolve-security-academy 10743 \n",
+ "9 level-effect 11282 \n",
+ "10 le-wagon 10868 \n",
+ "11 4geeks-academy 10492 \n",
+ "12 jedha 10837 \n",
+ "13 la-capsule 10853 \n",
+ "14 wbs-coding-school 11243 \n",
+ "15 shecodes 11014 \n",
+ "16 designlab 10697 "
+ ]
+ },
+ "execution_count": 83,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from urllib.parse import urlparse\n",
+ "# Function to clean URLs\n",
+ "def clean_url(url):\n",
+ " # Parse the URL\n",
+ " parsed_url = urlparse(url)\n",
+ " \n",
+ " # Remove query parameters and fragments\n",
+ " cleaned_url = f\"{parsed_url.scheme}{parsed_url.netloc}{parsed_url.path}\".rstrip('/')\n",
+ " \n",
+ " # Remove \"www.\" if present\n",
+ " if cleaned_url.startswith(\"www.\"):\n",
+ " cleaned_url = cleaned_url.replace(\"www.\", \"\", 1)\n",
+ " \n",
+ " \n",
+ " return cleaned_url\n",
+ "\n",
+ "# Apply the cleaning function to the 'website' column\n",
+ "schools['website'] = schools['website'].apply(clean_url)\n",
+ "\n",
+ "schools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 84,
+ "id": "3f60bc0a",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "schools.loc[schools['school_id'] == 10697, 'website'] = 'designlab.com'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 85,
+ "id": "c0fe4dfa",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " website \n",
+ " description \n",
+ " price_min \n",
+ " price_max \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " ironhack.com/en \n",
+ " Ironhack is a global tech school with 9 campus... \n",
+ " 7500 \n",
+ " 13000 \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " springboard.com \n",
+ " Springboard is an online learning platform tha... \n",
+ " 349 \n",
+ " 9900 \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " learningfuze.com \n",
+ " LearningFuze is an immersive, 14-week web deve... \n",
+ " 0 \n",
+ " 15995 \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " anyonecanlearntocode.com \n",
+ " Actualize is a coding bootcamp that values qua... \n",
+ " 16900 \n",
+ " 16900 \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " clarusway.com \n",
+ " Clarusway is a highly respected IT training sc... \n",
+ " 750 \n",
+ " 21500 \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " codesmith.io \n",
+ " Codesmith’s Software Engineering Immersive pro... \n",
+ " 350 \n",
+ " 20925 \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " dataquest.io \n",
+ " Master data skills. Build your career.Dataques... \n",
+ " 29 \n",
+ " 29 \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " syntaxtechs.com \n",
+ " Syntax Technologies is the world’s leading onl... \n",
+ " None \n",
+ " None \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " evolvesecurity.io/academy/home \n",
+ " Evolve Security Academy offers holistic cybers... \n",
+ " 5250 \n",
+ " 13950 \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " leveleffect.com \n",
+ " Level Effect is a premier training provider of... \n",
+ " 11000 \n",
+ " 11000 \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " lewagon.com \n",
+ " Le Wagon is a global leader in immersive tech ... \n",
+ " None \n",
+ " None \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " 4geeksacademy.co \n",
+ " 4Geeks Academy is a Coding Bootcamp focused on... \n",
+ " 3000 \n",
+ " 14999 \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " jedha.co \n",
+ " Jedha Bootcamp is the leading school for kick-... \n",
+ " None \n",
+ " None \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " lacapsule.academy \n",
+ " La Capsule is a full-time, 10-week web and mob... \n",
+ " 1500 \n",
+ " 7000 \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " wbscodingschool.com \n",
+ " WBS CODING SCHOOL is an award-winning provider... \n",
+ " 4900 \n",
+ " 10500 \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " shecodes.io \n",
+ " SheCodes is a coding school that offers online... \n",
+ " 99 \n",
+ " 1990 \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " designlab.com \n",
+ " Designlab teaches in-demand UX/UI design skill... \n",
+ " 499 \n",
+ " 7749 \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " website \\\n",
+ "0 ironhack.com/en \n",
+ "1 springboard.com \n",
+ "2 learningfuze.com \n",
+ "3 anyonecanlearntocode.com \n",
+ "4 clarusway.com \n",
+ "5 codesmith.io \n",
+ "6 dataquest.io \n",
+ "7 syntaxtechs.com \n",
+ "8 evolvesecurity.io/academy/home \n",
+ "9 leveleffect.com \n",
+ "10 lewagon.com \n",
+ "11 4geeksacademy.co \n",
+ "12 jedha.co \n",
+ "13 lacapsule.academy \n",
+ "14 wbscodingschool.com \n",
+ "15 shecodes.io \n",
+ "16 designlab.com \n",
+ "\n",
+ " description price_min price_max \\\n",
+ "0 Ironhack is a global tech school with 9 campus... 7500 13000 \n",
+ "1 Springboard is an online learning platform tha... 349 9900 \n",
+ "2 LearningFuze is an immersive, 14-week web deve... 0 15995 \n",
+ "3 Actualize is a coding bootcamp that values qua... 16900 16900 \n",
+ "4 Clarusway is a highly respected IT training sc... 750 21500 \n",
+ "5 Codesmith’s Software Engineering Immersive pro... 350 20925 \n",
+ "6 Master data skills. Build your career.Dataques... 29 29 \n",
+ "7 Syntax Technologies is the world’s leading onl... None None \n",
+ "8 Evolve Security Academy offers holistic cybers... 5250 13950 \n",
+ "9 Level Effect is a premier training provider of... 11000 11000 \n",
+ "10 Le Wagon is a global leader in immersive tech ... None None \n",
+ "11 4Geeks Academy is a Coding Bootcamp focused on... 3000 14999 \n",
+ "12 Jedha Bootcamp is the leading school for kick-... None None \n",
+ "13 La Capsule is a full-time, 10-week web and mob... 1500 7000 \n",
+ "14 WBS CODING SCHOOL is an award-winning provider... 4900 10500 \n",
+ "15 SheCodes is a coding school that offers online... 99 1990 \n",
+ "16 Designlab teaches in-demand UX/UI design skill... 499 7749 \n",
+ "\n",
+ " school school_id \n",
+ "0 ironhack 10828 \n",
+ "1 springboard 11035 \n",
+ "2 learningfuze 10862 \n",
+ "3 actualize 10505 \n",
+ "4 clarusway 11539 \n",
+ "5 codesmith 10643 \n",
+ "6 dataquest 10683 \n",
+ "7 syntax-technologies 11797 \n",
+ "8 evolve-security-academy 10743 \n",
+ "9 level-effect 11282 \n",
+ "10 le-wagon 10868 \n",
+ "11 4geeks-academy 10492 \n",
+ "12 jedha 10837 \n",
+ "13 la-capsule 10853 \n",
+ "14 wbs-coding-school 11243 \n",
+ "15 shecodes 11014 \n",
+ "16 designlab 10697 "
+ ]
+ },
+ "execution_count": 85,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "schools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 86,
+ "id": "cbc5f8d5",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['website', 'description', 'price_min', 'price_max', 'school',\n",
+ " 'school_id'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 86,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "schools.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 87,
+ "id": "2edc4711",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "schools.loc[schools['school_id'] == 10743, 'website'] = 'academy.evolvesecurity.com'\n",
+ "schools.loc[schools['school_id'] == 10828, 'website'] = 'ironhack.com'\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 88,
+ "id": "3f5ce152",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " website \n",
+ " description \n",
+ " price_min \n",
+ " price_max \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " ironhack.com \n",
+ " Ironhack is a global tech school with 9 campus... \n",
+ " 7500 \n",
+ " 13000 \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " springboard.com \n",
+ " Springboard is an online learning platform tha... \n",
+ " 349 \n",
+ " 9900 \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " learningfuze.com \n",
+ " LearningFuze is an immersive, 14-week web deve... \n",
+ " 0 \n",
+ " 15995 \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " anyonecanlearntocode.com \n",
+ " Actualize is a coding bootcamp that values qua... \n",
+ " 16900 \n",
+ " 16900 \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " clarusway.com \n",
+ " Clarusway is a highly respected IT training sc... \n",
+ " 750 \n",
+ " 21500 \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " codesmith.io \n",
+ " Codesmith’s Software Engineering Immersive pro... \n",
+ " 350 \n",
+ " 20925 \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " dataquest.io \n",
+ " Master data skills. Build your career.Dataques... \n",
+ " 29 \n",
+ " 29 \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " syntaxtechs.com \n",
+ " Syntax Technologies is the world’s leading onl... \n",
+ " None \n",
+ " None \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " academy.evolvesecurity.com \n",
+ " Evolve Security Academy offers holistic cybers... \n",
+ " 5250 \n",
+ " 13950 \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " leveleffect.com \n",
+ " Level Effect is a premier training provider of... \n",
+ " 11000 \n",
+ " 11000 \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " lewagon.com \n",
+ " Le Wagon is a global leader in immersive tech ... \n",
+ " None \n",
+ " None \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " 4geeksacademy.co \n",
+ " 4Geeks Academy is a Coding Bootcamp focused on... \n",
+ " 3000 \n",
+ " 14999 \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " jedha.co \n",
+ " Jedha Bootcamp is the leading school for kick-... \n",
+ " None \n",
+ " None \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " lacapsule.academy \n",
+ " La Capsule is a full-time, 10-week web and mob... \n",
+ " 1500 \n",
+ " 7000 \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " wbscodingschool.com \n",
+ " WBS CODING SCHOOL is an award-winning provider... \n",
+ " 4900 \n",
+ " 10500 \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " shecodes.io \n",
+ " SheCodes is a coding school that offers online... \n",
+ " 99 \n",
+ " 1990 \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " designlab.com \n",
+ " Designlab teaches in-demand UX/UI design skill... \n",
+ " 499 \n",
+ " 7749 \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " website \\\n",
+ "0 ironhack.com \n",
+ "1 springboard.com \n",
+ "2 learningfuze.com \n",
+ "3 anyonecanlearntocode.com \n",
+ "4 clarusway.com \n",
+ "5 codesmith.io \n",
+ "6 dataquest.io \n",
+ "7 syntaxtechs.com \n",
+ "8 academy.evolvesecurity.com \n",
+ "9 leveleffect.com \n",
+ "10 lewagon.com \n",
+ "11 4geeksacademy.co \n",
+ "12 jedha.co \n",
+ "13 lacapsule.academy \n",
+ "14 wbscodingschool.com \n",
+ "15 shecodes.io \n",
+ "16 designlab.com \n",
+ "\n",
+ " description price_min price_max \\\n",
+ "0 Ironhack is a global tech school with 9 campus... 7500 13000 \n",
+ "1 Springboard is an online learning platform tha... 349 9900 \n",
+ "2 LearningFuze is an immersive, 14-week web deve... 0 15995 \n",
+ "3 Actualize is a coding bootcamp that values qua... 16900 16900 \n",
+ "4 Clarusway is a highly respected IT training sc... 750 21500 \n",
+ "5 Codesmith’s Software Engineering Immersive pro... 350 20925 \n",
+ "6 Master data skills. Build your career.Dataques... 29 29 \n",
+ "7 Syntax Technologies is the world’s leading onl... None None \n",
+ "8 Evolve Security Academy offers holistic cybers... 5250 13950 \n",
+ "9 Level Effect is a premier training provider of... 11000 11000 \n",
+ "10 Le Wagon is a global leader in immersive tech ... None None \n",
+ "11 4Geeks Academy is a Coding Bootcamp focused on... 3000 14999 \n",
+ "12 Jedha Bootcamp is the leading school for kick-... None None \n",
+ "13 La Capsule is a full-time, 10-week web and mob... 1500 7000 \n",
+ "14 WBS CODING SCHOOL is an award-winning provider... 4900 10500 \n",
+ "15 SheCodes is a coding school that offers online... 99 1990 \n",
+ "16 Designlab teaches in-demand UX/UI design skill... 499 7749 \n",
+ "\n",
+ " school school_id \n",
+ "0 ironhack 10828 \n",
+ "1 springboard 11035 \n",
+ "2 learningfuze 10862 \n",
+ "3 actualize 10505 \n",
+ "4 clarusway 11539 \n",
+ "5 codesmith 10643 \n",
+ "6 dataquest 10683 \n",
+ "7 syntax-technologies 11797 \n",
+ "8 evolve-security-academy 10743 \n",
+ "9 level-effect 11282 \n",
+ "10 le-wagon 10868 \n",
+ "11 4geeks-academy 10492 \n",
+ "12 jedha 10837 \n",
+ "13 la-capsule 10853 \n",
+ "14 wbs-coding-school 11243 \n",
+ "15 shecodes 11014 \n",
+ "16 designlab 10697 "
+ ]
+ },
+ "execution_count": 88,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "schools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 89,
+ "id": "bf0596ec",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "website object\n",
+ "description object\n",
+ "price_min object\n",
+ "price_max object\n",
+ "school object\n",
+ "school_id int64\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 89,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "schools.dtypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 90,
+ "id": "737a7392",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " website \n",
+ " description \n",
+ " price_min \n",
+ " price_max \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " ironhack.com \n",
+ " Ironhack is a global tech school with 9 campus... \n",
+ " 7500.0 \n",
+ " 13000.0 \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " springboard.com \n",
+ " Springboard is an online learning platform tha... \n",
+ " 349.0 \n",
+ " 9900.0 \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " learningfuze.com \n",
+ " LearningFuze is an immersive, 14-week web deve... \n",
+ " 0.0 \n",
+ " 15995.0 \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " anyonecanlearntocode.com \n",
+ " Actualize is a coding bootcamp that values qua... \n",
+ " 16900.0 \n",
+ " 16900.0 \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " clarusway.com \n",
+ " Clarusway is a highly respected IT training sc... \n",
+ " 750.0 \n",
+ " 21500.0 \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " codesmith.io \n",
+ " Codesmith’s Software Engineering Immersive pro... \n",
+ " 350.0 \n",
+ " 20925.0 \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " dataquest.io \n",
+ " Master data skills. Build your career.Dataques... \n",
+ " 29.0 \n",
+ " 29.0 \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " syntaxtechs.com \n",
+ " Syntax Technologies is the world’s leading onl... \n",
+ " NaN \n",
+ " NaN \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " academy.evolvesecurity.com \n",
+ " Evolve Security Academy offers holistic cybers... \n",
+ " 5250.0 \n",
+ " 13950.0 \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " leveleffect.com \n",
+ " Level Effect is a premier training provider of... \n",
+ " 11000.0 \n",
+ " 11000.0 \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " lewagon.com \n",
+ " Le Wagon is a global leader in immersive tech ... \n",
+ " NaN \n",
+ " NaN \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " 4geeksacademy.co \n",
+ " 4Geeks Academy is a Coding Bootcamp focused on... \n",
+ " 3000.0 \n",
+ " 14999.0 \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " jedha.co \n",
+ " Jedha Bootcamp is the leading school for kick-... \n",
+ " NaN \n",
+ " NaN \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " lacapsule.academy \n",
+ " La Capsule is a full-time, 10-week web and mob... \n",
+ " 1500.0 \n",
+ " 7000.0 \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " wbscodingschool.com \n",
+ " WBS CODING SCHOOL is an award-winning provider... \n",
+ " 4900.0 \n",
+ " 10500.0 \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " shecodes.io \n",
+ " SheCodes is a coding school that offers online... \n",
+ " 99.0 \n",
+ " 1990.0 \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " designlab.com \n",
+ " Designlab teaches in-demand UX/UI design skill... \n",
+ " 499.0 \n",
+ " 7749.0 \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " website \\\n",
+ "0 ironhack.com \n",
+ "1 springboard.com \n",
+ "2 learningfuze.com \n",
+ "3 anyonecanlearntocode.com \n",
+ "4 clarusway.com \n",
+ "5 codesmith.io \n",
+ "6 dataquest.io \n",
+ "7 syntaxtechs.com \n",
+ "8 academy.evolvesecurity.com \n",
+ "9 leveleffect.com \n",
+ "10 lewagon.com \n",
+ "11 4geeksacademy.co \n",
+ "12 jedha.co \n",
+ "13 lacapsule.academy \n",
+ "14 wbscodingschool.com \n",
+ "15 shecodes.io \n",
+ "16 designlab.com \n",
+ "\n",
+ " description price_min price_max \\\n",
+ "0 Ironhack is a global tech school with 9 campus... 7500.0 13000.0 \n",
+ "1 Springboard is an online learning platform tha... 349.0 9900.0 \n",
+ "2 LearningFuze is an immersive, 14-week web deve... 0.0 15995.0 \n",
+ "3 Actualize is a coding bootcamp that values qua... 16900.0 16900.0 \n",
+ "4 Clarusway is a highly respected IT training sc... 750.0 21500.0 \n",
+ "5 Codesmith’s Software Engineering Immersive pro... 350.0 20925.0 \n",
+ "6 Master data skills. Build your career.Dataques... 29.0 29.0 \n",
+ "7 Syntax Technologies is the world’s leading onl... NaN NaN \n",
+ "8 Evolve Security Academy offers holistic cybers... 5250.0 13950.0 \n",
+ "9 Level Effect is a premier training provider of... 11000.0 11000.0 \n",
+ "10 Le Wagon is a global leader in immersive tech ... NaN NaN \n",
+ "11 4Geeks Academy is a Coding Bootcamp focused on... 3000.0 14999.0 \n",
+ "12 Jedha Bootcamp is the leading school for kick-... NaN NaN \n",
+ "13 La Capsule is a full-time, 10-week web and mob... 1500.0 7000.0 \n",
+ "14 WBS CODING SCHOOL is an award-winning provider... 4900.0 10500.0 \n",
+ "15 SheCodes is a coding school that offers online... 99.0 1990.0 \n",
+ "16 Designlab teaches in-demand UX/UI design skill... 499.0 7749.0 \n",
+ "\n",
+ " school school_id \n",
+ "0 ironhack 10828 \n",
+ "1 springboard 11035 \n",
+ "2 learningfuze 10862 \n",
+ "3 actualize 10505 \n",
+ "4 clarusway 11539 \n",
+ "5 codesmith 10643 \n",
+ "6 dataquest 10683 \n",
+ "7 syntax-technologies 11797 \n",
+ "8 evolve-security-academy 10743 \n",
+ "9 level-effect 11282 \n",
+ "10 le-wagon 10868 \n",
+ "11 4geeks-academy 10492 \n",
+ "12 jedha 10837 \n",
+ "13 la-capsule 10853 \n",
+ "14 wbs-coding-school 11243 \n",
+ "15 shecodes 11014 \n",
+ "16 designlab 10697 "
+ ]
+ },
+ "execution_count": 90,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Convert price_min and price_max to float\n",
+ "schools['price_min'] = pd.to_numeric(schools['price_min'], errors='coerce')\n",
+ "schools['price_max'] = pd.to_numeric(schools['price_max'], errors='coerce')\n",
+ "schools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 91,
+ "id": "8d59373b",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " website \n",
+ " description \n",
+ " price_min \n",
+ " price_max \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " ironhack.com \n",
+ " Ironhack is a global tech school with 9 campus... \n",
+ " 7500.0 \n",
+ " 13000.0 \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " springboard.com \n",
+ " Springboard is an online learning platform tha... \n",
+ " 349.0 \n",
+ " 9900.0 \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " learningfuze.com \n",
+ " LearningFuze is an immersive, 14-week web deve... \n",
+ " 0.0 \n",
+ " 15995.0 \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " anyonecanlearntocode.com \n",
+ " Actualize is a coding bootcamp that values qua... \n",
+ " 16900.0 \n",
+ " 16900.0 \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " clarusway.com \n",
+ " Clarusway is a highly respected IT training sc... \n",
+ " 750.0 \n",
+ " 21500.0 \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " codesmith.io \n",
+ " Codesmith’s Software Engineering Immersive pro... \n",
+ " 350.0 \n",
+ " 20925.0 \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " dataquest.io \n",
+ " Master data skills. Build your career.Dataques... \n",
+ " 29.0 \n",
+ " 29.0 \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " syntaxtechs.com \n",
+ " Syntax Technologies is the world’s leading onl... \n",
+ " 4950.0 \n",
+ " 4950.0 \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " academy.evolvesecurity.com \n",
+ " Evolve Security Academy offers holistic cybers... \n",
+ " 5250.0 \n",
+ " 13950.0 \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " leveleffect.com \n",
+ " Level Effect is a premier training provider of... \n",
+ " 11000.0 \n",
+ " 11000.0 \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " lewagon.com \n",
+ " Le Wagon is a global leader in immersive tech ... \n",
+ " 6500.0 \n",
+ " 8900.0 \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " 4geeksacademy.co \n",
+ " 4Geeks Academy is a Coding Bootcamp focused on... \n",
+ " 3000.0 \n",
+ " 14999.0 \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " jedha.co \n",
+ " Jedha Bootcamp is the leading school for kick-... \n",
+ " 1495.0 \n",
+ " 7495.0 \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " lacapsule.academy \n",
+ " La Capsule is a full-time, 10-week web and mob... \n",
+ " 1500.0 \n",
+ " 7000.0 \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " wbscodingschool.com \n",
+ " WBS CODING SCHOOL is an award-winning provider... \n",
+ " 4900.0 \n",
+ " 10500.0 \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " shecodes.io \n",
+ " SheCodes is a coding school that offers online... \n",
+ " 99.0 \n",
+ " 1990.0 \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " designlab.com \n",
+ " Designlab teaches in-demand UX/UI design skill... \n",
+ " 499.0 \n",
+ " 7749.0 \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " website \\\n",
+ "0 ironhack.com \n",
+ "1 springboard.com \n",
+ "2 learningfuze.com \n",
+ "3 anyonecanlearntocode.com \n",
+ "4 clarusway.com \n",
+ "5 codesmith.io \n",
+ "6 dataquest.io \n",
+ "7 syntaxtechs.com \n",
+ "8 academy.evolvesecurity.com \n",
+ "9 leveleffect.com \n",
+ "10 lewagon.com \n",
+ "11 4geeksacademy.co \n",
+ "12 jedha.co \n",
+ "13 lacapsule.academy \n",
+ "14 wbscodingschool.com \n",
+ "15 shecodes.io \n",
+ "16 designlab.com \n",
+ "\n",
+ " description price_min price_max \\\n",
+ "0 Ironhack is a global tech school with 9 campus... 7500.0 13000.0 \n",
+ "1 Springboard is an online learning platform tha... 349.0 9900.0 \n",
+ "2 LearningFuze is an immersive, 14-week web deve... 0.0 15995.0 \n",
+ "3 Actualize is a coding bootcamp that values qua... 16900.0 16900.0 \n",
+ "4 Clarusway is a highly respected IT training sc... 750.0 21500.0 \n",
+ "5 Codesmith’s Software Engineering Immersive pro... 350.0 20925.0 \n",
+ "6 Master data skills. Build your career.Dataques... 29.0 29.0 \n",
+ "7 Syntax Technologies is the world’s leading onl... 4950.0 4950.0 \n",
+ "8 Evolve Security Academy offers holistic cybers... 5250.0 13950.0 \n",
+ "9 Level Effect is a premier training provider of... 11000.0 11000.0 \n",
+ "10 Le Wagon is a global leader in immersive tech ... 6500.0 8900.0 \n",
+ "11 4Geeks Academy is a Coding Bootcamp focused on... 3000.0 14999.0 \n",
+ "12 Jedha Bootcamp is the leading school for kick-... 1495.0 7495.0 \n",
+ "13 La Capsule is a full-time, 10-week web and mob... 1500.0 7000.0 \n",
+ "14 WBS CODING SCHOOL is an award-winning provider... 4900.0 10500.0 \n",
+ "15 SheCodes is a coding school that offers online... 99.0 1990.0 \n",
+ "16 Designlab teaches in-demand UX/UI design skill... 499.0 7749.0 \n",
+ "\n",
+ " school school_id \n",
+ "0 ironhack 10828 \n",
+ "1 springboard 11035 \n",
+ "2 learningfuze 10862 \n",
+ "3 actualize 10505 \n",
+ "4 clarusway 11539 \n",
+ "5 codesmith 10643 \n",
+ "6 dataquest 10683 \n",
+ "7 syntax-technologies 11797 \n",
+ "8 evolve-security-academy 10743 \n",
+ "9 level-effect 11282 \n",
+ "10 le-wagon 10868 \n",
+ "11 4geeks-academy 10492 \n",
+ "12 jedha 10837 \n",
+ "13 la-capsule 10853 \n",
+ "14 wbs-coding-school 11243 \n",
+ "15 shecodes 11014 \n",
+ "16 designlab 10697 "
+ ]
+ },
+ "execution_count": 91,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#4950 6500 8900 1495 7495\n",
+ "\n",
+ "schools.loc[schools['school_id'] == 11797, 'price_min'] = 4950\n",
+ "schools.loc[schools['school_id'] == 11797, 'price_max'] = 4950\n",
+ "schools.loc[schools['school_id'] == 10868, 'price_min'] = 6500\n",
+ "schools.loc[schools['school_id'] == 10868, 'price_max'] = 8900\n",
+ "schools.loc[schools['school_id'] == 10837, 'price_min'] = 1495\n",
+ "schools.loc[schools['school_id'] == 10837, 'price_max'] = 7495\n",
+ "schools\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 92,
+ "id": "f02f89d1",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " school_id \n",
+ " school_name \n",
+ " website \n",
+ " description \n",
+ " price_min \n",
+ " price_max \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " ironhack.com \n",
+ " Ironhack is a global tech school with 9 campus... \n",
+ " 7500.0 \n",
+ " 13000.0 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 11035 \n",
+ " springboard \n",
+ " springboard.com \n",
+ " Springboard is an online learning platform tha... \n",
+ " 349.0 \n",
+ " 9900.0 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 10862 \n",
+ " learningfuze \n",
+ " learningfuze.com \n",
+ " LearningFuze is an immersive, 14-week web deve... \n",
+ " 0.0 \n",
+ " 15995.0 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 10505 \n",
+ " actualize \n",
+ " anyonecanlearntocode.com \n",
+ " Actualize is a coding bootcamp that values qua... \n",
+ " 16900.0 \n",
+ " 16900.0 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 11539 \n",
+ " clarusway \n",
+ " clarusway.com \n",
+ " Clarusway is a highly respected IT training sc... \n",
+ " 750.0 \n",
+ " 21500.0 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " 10643 \n",
+ " codesmith \n",
+ " codesmith.io \n",
+ " Codesmith’s Software Engineering Immersive pro... \n",
+ " 350.0 \n",
+ " 20925.0 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " 10683 \n",
+ " dataquest \n",
+ " dataquest.io \n",
+ " Master data skills. Build your career.Dataques... \n",
+ " 29.0 \n",
+ " 29.0 \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " 11797 \n",
+ " syntax-technologies \n",
+ " syntaxtechs.com \n",
+ " Syntax Technologies is the world’s leading onl... \n",
+ " 4950.0 \n",
+ " 4950.0 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " 10743 \n",
+ " evolve-security-academy \n",
+ " academy.evolvesecurity.com \n",
+ " Evolve Security Academy offers holistic cybers... \n",
+ " 5250.0 \n",
+ " 13950.0 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " 11282 \n",
+ " level-effect \n",
+ " leveleffect.com \n",
+ " Level Effect is a premier training provider of... \n",
+ " 11000.0 \n",
+ " 11000.0 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " 10868 \n",
+ " le-wagon \n",
+ " lewagon.com \n",
+ " Le Wagon is a global leader in immersive tech ... \n",
+ " 6500.0 \n",
+ " 8900.0 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " 10492 \n",
+ " 4geeks-academy \n",
+ " 4geeksacademy.co \n",
+ " 4Geeks Academy is a Coding Bootcamp focused on... \n",
+ " 3000.0 \n",
+ " 14999.0 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " 10837 \n",
+ " jedha \n",
+ " jedha.co \n",
+ " Jedha Bootcamp is the leading school for kick-... \n",
+ " 1495.0 \n",
+ " 7495.0 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " 10853 \n",
+ " la-capsule \n",
+ " lacapsule.academy \n",
+ " La Capsule is a full-time, 10-week web and mob... \n",
+ " 1500.0 \n",
+ " 7000.0 \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " 11243 \n",
+ " wbs-coding-school \n",
+ " wbscodingschool.com \n",
+ " WBS CODING SCHOOL is an award-winning provider... \n",
+ " 4900.0 \n",
+ " 10500.0 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " 11014 \n",
+ " shecodes \n",
+ " shecodes.io \n",
+ " SheCodes is a coding school that offers online... \n",
+ " 99.0 \n",
+ " 1990.0 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " 10697 \n",
+ " designlab \n",
+ " designlab.com \n",
+ " Designlab teaches in-demand UX/UI design skill... \n",
+ " 499.0 \n",
+ " 7749.0 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " school_id school_name website \\\n",
+ "0 10828 ironhack ironhack.com \n",
+ "1 11035 springboard springboard.com \n",
+ "2 10862 learningfuze learningfuze.com \n",
+ "3 10505 actualize anyonecanlearntocode.com \n",
+ "4 11539 clarusway clarusway.com \n",
+ "5 10643 codesmith codesmith.io \n",
+ "6 10683 dataquest dataquest.io \n",
+ "7 11797 syntax-technologies syntaxtechs.com \n",
+ "8 10743 evolve-security-academy academy.evolvesecurity.com \n",
+ "9 11282 level-effect leveleffect.com \n",
+ "10 10868 le-wagon lewagon.com \n",
+ "11 10492 4geeks-academy 4geeksacademy.co \n",
+ "12 10837 jedha jedha.co \n",
+ "13 10853 la-capsule lacapsule.academy \n",
+ "14 11243 wbs-coding-school wbscodingschool.com \n",
+ "15 11014 shecodes shecodes.io \n",
+ "16 10697 designlab designlab.com \n",
+ "\n",
+ " description price_min price_max \n",
+ "0 Ironhack is a global tech school with 9 campus... 7500.0 13000.0 \n",
+ "1 Springboard is an online learning platform tha... 349.0 9900.0 \n",
+ "2 LearningFuze is an immersive, 14-week web deve... 0.0 15995.0 \n",
+ "3 Actualize is a coding bootcamp that values qua... 16900.0 16900.0 \n",
+ "4 Clarusway is a highly respected IT training sc... 750.0 21500.0 \n",
+ "5 Codesmith’s Software Engineering Immersive pro... 350.0 20925.0 \n",
+ "6 Master data skills. Build your career.Dataques... 29.0 29.0 \n",
+ "7 Syntax Technologies is the world’s leading onl... 4950.0 4950.0 \n",
+ "8 Evolve Security Academy offers holistic cybers... 5250.0 13950.0 \n",
+ "9 Level Effect is a premier training provider of... 11000.0 11000.0 \n",
+ "10 Le Wagon is a global leader in immersive tech ... 6500.0 8900.0 \n",
+ "11 4Geeks Academy is a Coding Bootcamp focused on... 3000.0 14999.0 \n",
+ "12 Jedha Bootcamp is the leading school for kick-... 1495.0 7495.0 \n",
+ "13 La Capsule is a full-time, 10-week web and mob... 1500.0 7000.0 \n",
+ "14 WBS CODING SCHOOL is an award-winning provider... 4900.0 10500.0 \n",
+ "15 SheCodes is a coding school that offers online... 99.0 1990.0 \n",
+ "16 Designlab teaches in-demand UX/UI design skill... 499.0 7749.0 "
+ ]
+ },
+ "execution_count": 92,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Reordering columns to have school_id first \n",
+ "schools = schools[['school_id', 'school', 'website', 'description', 'price_min', 'price_max']]\n",
+ "schools.rename(columns = {'school': 'school_name'},inplace=True)\n",
+ "schools"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9b063976",
+ "metadata": {},
+ "source": [
+ "## downlad CSVs"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 93,
+ "id": "33753a87",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "schools.to_csv('schools.csv', index=False)\n",
+ "badges.to_csv('badges.csv', index=False)\n",
+ "comments.to_csv('comments.csv', index=False)\n",
+ "locations.to_csv('locations.csv', index=False)\n",
+ "courses.to_csv('courses.csv', index=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f99f52bd",
+ "metadata": {},
+ "source": [
+ "# Connect to MySQL"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 96,
+ "id": "031a2f28",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Enter your MySQL password: ········\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Connect to MySQL server\n",
+ "# Get database credentials\n",
+ "host = \"localhost\"\n",
+ "user = \"root\"\n",
+ "password = getpass.getpass(\"Enter your MySQL password: \")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 97,
+ "id": "fbcee27b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Connect to MySQL server and create a new database\n",
+ "conn = mysql.connector.connect(\n",
+ " host=host,\n",
+ " user=user,\n",
+ " password=password\n",
+ ")\n",
+ "cursor = conn.cursor()\n",
+ "cursor.execute(\"CREATE DATABASE IF NOT EXISTS tech_schools_data\")\n",
+ "cursor.close()\n",
+ "conn.close()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 98,
+ "id": "08b093a1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Reconnect to the new database\n",
+ "conn = mysql.connector.connect(\n",
+ " host=host,\n",
+ " user=user,\n",
+ " password=password,\n",
+ " database=\"tech_schools_data\"\n",
+ ")\n",
+ "cursor = conn.cursor()\n",
+ "\n",
+ "# Create tables\n",
+ "cursor.execute('''\n",
+ "CREATE TABLE IF NOT EXISTS Schools (\n",
+ " school_id INT PRIMARY KEY,\n",
+ " school_name VARCHAR(255),\n",
+ " website VARCHAR(255),\n",
+ " description TEXT,\n",
+ " price_min FLOAT,\n",
+ " price_max FLOAT\n",
+ ")\n",
+ "''')\n",
+ "\n",
+ "cursor.execute('''\n",
+ "CREATE TABLE IF NOT EXISTS Comments (\n",
+ " comment_id INT PRIMARY KEY,\n",
+ " school_id INT,\n",
+ " school_name VARCHAR(255),\n",
+ " user_name VARCHAR(255),\n",
+ " anonymous BOOL,\n",
+ " graduating_year INT,\n",
+ " tagline VARCHAR(255),\n",
+ " created_at DATETIME,\n",
+ " overall_score FLOAT,\n",
+ " overall_rating FLOAT,\n",
+ " curriculum_rating FLOAT,\n",
+ " job_support_rating FLOAT,\n",
+ " review_body TEXT,\n",
+ " program VARCHAR(255),\n",
+ " program_cat VARCHAR(255),\n",
+ " FOREIGN KEY (school_id) REFERENCES Schools(school_id)\n",
+ ")\n",
+ "''')\n",
+ "\n",
+ "cursor.execute('''\n",
+ "CREATE TABLE IF NOT EXISTS Badges (\n",
+ " badge_id INT PRIMARY KEY,\n",
+ " school_id INT,\n",
+ " school_name VARCHAR(255),\n",
+ " badge_name VARCHAR(255),\n",
+ " keyword VARCHAR(255),\n",
+ " description TEXT,\n",
+ " FOREIGN KEY (school_id) REFERENCES Schools(school_id)\n",
+ ")\n",
+ "''')\n",
+ "\n",
+ "cursor.execute('''\n",
+ "CREATE TABLE IF NOT EXISTS Locations (\n",
+ " location_id INT PRIMARY KEY,\n",
+ " school_id INT,\n",
+ " school_name VARCHAR(255),\n",
+ " country_id INT,\n",
+ " country_name VARCHAR(255),\n",
+ " city_id INT,\n",
+ " city_name VARCHAR(255),\n",
+ " FOREIGN KEY (school_id) REFERENCES Schools(school_id)\n",
+ ")\n",
+ "''')\n",
+ "\n",
+ "cursor.execute('''\n",
+ "CREATE TABLE IF NOT EXISTS Courses (\n",
+ " course_id INT PRIMARY KEY,\n",
+ " school_id INT,\n",
+ " school_name VARCHAR(255),\n",
+ " course_name VARCHAR(255),\n",
+ " FOREIGN KEY (school_id) REFERENCES Schools(school_id)\n",
+ ")\n",
+ "''')\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 99,
+ "id": "cc96b841",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Create a function to convert DataFrame columns to native Python types\n",
+ "def convert_dtypes(df):\n",
+ " for col in df.select_dtypes(include=['int', 'float']).columns:\n",
+ " df[col] = df[col].apply(lambda x: int(x) if pd.notnull(x) else None)\n",
+ " for col in df.select_dtypes(include=['object']).columns:\n",
+ " df[col] = df[col].astype(str)\n",
+ " return df\n",
+ "\n",
+ "\n",
+ "\n",
+ "# Reconnect the cursor to the database for data insertion\n",
+ "cursor = conn.cursor()\n",
+ "\n",
+ "# Convert DataFrame columns to native Python types\n",
+ "schools = convert_dtypes(schools)\n",
+ "comments = convert_dtypes(comments)\n",
+ "badges = convert_dtypes(badges)\n",
+ "locations = convert_dtypes(locations)\n",
+ "courses = convert_dtypes(courses)\n",
+ "\n",
+ "# Clear the tables before inserting new data\n",
+ "cursor.execute('DELETE FROM Badges')\n",
+ "cursor.execute('DELETE FROM Comments')\n",
+ "cursor.execute('DELETE FROM Locations')\n",
+ "cursor.execute('DELETE FROM Courses')\n",
+ "cursor.execute('DELETE FROM Schools')\n",
+ "\n",
+ "# Function to convert DataFrame to list of tuples\n",
+ "def df_to_tuples(df):\n",
+ " return list(df.itertuples(index=False, name=None))\n",
+ "\n",
+ "# Insert data into Schools table\n",
+ "schools_data = df_to_tuples(schools)\n",
+ "cursor.executemany('INSERT INTO Schools (school_id, school_name, website, description, price_min, price_max) VALUES (%s, %s, %s, %s, %s, %s)', schools_data)\n",
+ "\n",
+ "# Insert data into Comments table\n",
+ "comments_data = df_to_tuples(comments)\n",
+ "cursor.executemany('INSERT INTO Comments (comment_id, school_id, school_name, user_name, anonymous, graduating_year, tagline, created_at, overall_score, overall_rating, curriculum_rating, job_support_rating, review_body, program, program_cat) VALUES (%s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s,%s)', comments_data)\n",
+ "\n",
+ "# Insert data into Badges table\n",
+ "badges_data = df_to_tuples(badges)\n",
+ "cursor.executemany('INSERT INTO Badges (badge_id, school_id, school_name, badge_name, keyword, description) VALUES (%s, %s, %s, %s, %s, %s)', badges_data)\n",
+ "\n",
+ "# Insert data into Locations table\n",
+ "locations_data = df_to_tuples(locations)\n",
+ "cursor.executemany('INSERT INTO Locations (location_id, school_id, school_name, country_id, country_name, city_id, city_name) VALUES (%s, %s, %s, %s, %s, %s, %s)', locations_data)\n",
+ "\n",
+ "# Insert data into Courses table\n",
+ "courses_data = df_to_tuples(courses)\n",
+ "cursor.executemany('INSERT INTO Courses (course_id, school_id, school_name, course_name) VALUES (%s, %s, %s, %s)', courses_data)\n",
+ "\n",
+ "# Commit the changes\n",
+ "conn.commit()\n",
+ "\n",
+ "# Close the connection\n",
+ "cursor.close()\n",
+ "conn.close()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8c956fb9",
+ "metadata": {},
+ "source": [
+ "## Python Analysis"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 200,
+ "id": "a10376c5",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "( comment_id school_id school_name user_name anonymous \\\n",
+ " count 11066.000000 11066.000000 11066 11066 11066 \n",
+ " unique NaN NaN 17 8969 2 \n",
+ " top NaN NaN le-wagon Anonymous False \n",
+ " freq NaN NaN 2775 1465 9658 \n",
+ " mean 270421.262877 10886.609886 NaN NaN NaN \n",
+ " min 231531.000000 10492.000000 NaN NaN NaN \n",
+ " 25% 251075.000000 10828.000000 NaN NaN NaN \n",
+ " 50% 271564.500000 10868.000000 NaN NaN NaN \n",
+ " 75% 287695.750000 11014.000000 NaN NaN NaN \n",
+ " max 310587.000000 11797.000000 NaN NaN NaN \n",
+ " std 21333.099169 202.627047 NaN NaN NaN \n",
+ " \n",
+ " graduating_year tagline created_at \\\n",
+ " count 11066.0 11066 11066 \n",
+ " unique 9402 NaN \n",
+ " top Great experience NaN \n",
+ " freq 70 NaN \n",
+ " mean 2020.067052 NaN 2020-10-15 14:43:03.047171328 \n",
+ " min 2011.0 NaN 2014-09-23 00:00:00 \n",
+ " 25% 2019.0 NaN 2019-06-11 06:00:00 \n",
+ " 50% 2020.0 NaN 2020-12-19 00:00:00 \n",
+ " 75% 2022.0 NaN 2022-04-13 00:00:00 \n",
+ " max 2024.0 NaN 2024-05-03 00:00:00 \n",
+ " std 2.045798 NaN NaN \n",
+ " \n",
+ " overall_score overall_rating curriculum_rating job_support_rating \\\n",
+ " count 11066.000000 11066.000000 11066.000000 11066.000000 \n",
+ " unique NaN NaN NaN NaN \n",
+ " top NaN NaN NaN NaN \n",
+ " freq NaN NaN NaN NaN \n",
+ " mean 4.799494 4.871589 4.761251 4.244714 \n",
+ " min 0.000000 0.000000 0.000000 0.000000 \n",
+ " 25% 4.700000 5.000000 5.000000 4.000000 \n",
+ " 50% 5.000000 5.000000 5.000000 5.000000 \n",
+ " 75% 5.000000 5.000000 5.000000 5.000000 \n",
+ " max 5.000000 5.000000 5.000000 5.000000 \n",
+ " std 0.497495 0.483672 0.737310 1.537697 \n",
+ " \n",
+ " review_body program \\\n",
+ " count 11066 11066 \n",
+ " unique 10998 166 \n",
+ " top Amazing learning experience! Was able to start... \n",
+ " freq 3 1255 \n",
+ " mean NaN NaN \n",
+ " min NaN NaN \n",
+ " 25% NaN NaN \n",
+ " 50% NaN NaN \n",
+ " 75% NaN NaN \n",
+ " max NaN NaN \n",
+ " std NaN NaN \n",
+ " \n",
+ " program_cat \n",
+ " count 11066 \n",
+ " unique 15 \n",
+ " top Web Development \n",
+ " freq 3566 \n",
+ " mean NaN \n",
+ " min NaN \n",
+ " 25% NaN \n",
+ " 50% NaN \n",
+ " 75% NaN \n",
+ " max NaN \n",
+ " std NaN ,\n",
+ " course_id school_id school_name course_name\n",
+ " count 115.000000 115.000000 115 115\n",
+ " unique NaN NaN 17 114\n",
+ " top NaN NaN clarusway DevOps Engineer\n",
+ " freq NaN NaN 31 2\n",
+ " mean 58.000000 11063.904348 NaN NaN\n",
+ " std 33.341666 369.263111 NaN NaN\n",
+ " min 1.000000 10492.000000 NaN NaN\n",
+ " 25% 29.500000 10828.000000 NaN NaN\n",
+ " 50% 58.000000 11014.000000 NaN NaN\n",
+ " 75% 86.500000 11539.000000 NaN NaN\n",
+ " max 115.000000 11797.000000 NaN NaN,\n",
+ " location_id school_id school_name country_id country_name \\\n",
+ " count 131.000000 131.000000 131 131.0 131 \n",
+ " unique NaN NaN 17 36 \n",
+ " top NaN NaN le-wagon France \n",
+ " freq NaN NaN 38 27 \n",
+ " mean 17333.633588 10778.511450 NaN 62.175573 NaN \n",
+ " std 943.258617 211.048932 NaN 75.187405 NaN \n",
+ " min 15703.000000 10492.000000 NaN 1.0 NaN \n",
+ " 25% 16375.500000 10574.000000 NaN 20.0 NaN \n",
+ " 50% 17450.000000 10837.000000 NaN 38.0 NaN \n",
+ " 75% 18240.000000 10868.000000 NaN 57.0 NaN \n",
+ " max 18663.000000 11797.000000 NaN 237.0 NaN \n",
+ " \n",
+ " city_id city_name \n",
+ " count 131.0 131 \n",
+ " unique 72 \n",
+ " top Online \n",
+ " freq 17 \n",
+ " mean 27207.496183 NaN \n",
+ " std 10327.34127 NaN \n",
+ " min 10.0 NaN \n",
+ " 25% 31102.0 NaN \n",
+ " 50% 31147.0 NaN \n",
+ " 75% 31228.0 NaN \n",
+ " max 31304.0 NaN ,\n",
+ " school_id school website \\\n",
+ " count 17.000000 17 17 \n",
+ " unique NaN 17 17 \n",
+ " top NaN ironhack ironhack.com \n",
+ " freq NaN 1 1 \n",
+ " mean 10936.529412 NaN NaN \n",
+ " std 353.584699 NaN NaN \n",
+ " min 10492.000000 NaN NaN \n",
+ " 25% 10697.000000 NaN NaN \n",
+ " 50% 10853.000000 NaN NaN \n",
+ " 75% 11035.000000 NaN NaN \n",
+ " max 11797.000000 NaN NaN \n",
+ " \n",
+ " description price_min \\\n",
+ " count 17 17.000000 \n",
+ " unique 17 NaN \n",
+ " top Ironhack is a global tech school with 9 campus... NaN \n",
+ " freq 1 NaN \n",
+ " mean NaN 3827.705882 \n",
+ " std NaN 4654.727567 \n",
+ " min NaN 0.000000 \n",
+ " 25% NaN 350.000000 \n",
+ " 50% NaN 1500.000000 \n",
+ " 75% NaN 5250.000000 \n",
+ " max NaN 16900.000000 \n",
+ " \n",
+ " price_max \n",
+ " count 17.000000 \n",
+ " unique NaN \n",
+ " top NaN \n",
+ " freq NaN \n",
+ " mean 10987.176471 \n",
+ " std 6021.196011 \n",
+ " min 29.000000 \n",
+ " 25% 7495.000000 \n",
+ " 50% 10500.000000 \n",
+ " 75% 14999.000000 \n",
+ " max 21500.000000 )"
+ ]
+ },
+ "execution_count": 200,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Display summaries of the DataFrames\n",
+ "badges_summary = badges.describe(include='all')\n",
+ "comments_summary = comments.describe(include='all')\n",
+ "courses_summary = courses.describe(include='all')\n",
+ "locations_summary = locations.describe(include='all')\n",
+ "schools_summary = schools.describe(include='all')\n",
+ "\n",
+ "\n",
+ "comments_summary, courses_summary, locations_summary, schools_summary"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 202,
+ "id": "fdf54407",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "course_name\n",
+ "Web Development Bootcamp 4.737327\n",
+ "Web Development Part-Time 4.680000\n",
+ "UX/UI Design Bootcamp 4.607477\n",
+ "UX/UI Design Part-Time 4.545455\n",
+ "Data Analytics Bootcamp 4.533333\n",
+ "Data Analytics Part-Time 4.416667\n",
+ "Cyber Security Bootcamp 4.166667\n",
+ "Cybersecurity Part-Time 4.000000\n",
+ "Name: overall_rating, dtype: float64"
+ ]
+ },
+ "execution_count": 202,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Filter Ironhack's courses\n",
+ "ironhack_courses = courses[courses['school_name'].str.lower() == 'ironhack']\n",
+ "\n",
+ "# Filter comments for Ironhack\n",
+ "ironhack_comments = comments[comments['school_name'].str.lower() == 'ironhack']\n",
+ "\n",
+ "# Merge to associate comments with courses\n",
+ "ironhack_course_comments = pd.merge(ironhack_comments, ironhack_courses, left_on='program', right_on='course_name', how='inner')\n",
+ "\n",
+ "# Calculate average ratings for each course\n",
+ "average_course_ratings = ironhack_course_comments.groupby('course_name')['overall_rating'].mean().sort_values(ascending=False)\n",
+ "\n",
+ "average_course_ratings"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 204,
+ "id": "cd8a337f",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(4.774168600154679,\n",
+ " course_name\n",
+ " 0 Cyber Security Bootcamp\n",
+ " 1 Cybersecurity Part-Time\n",
+ " 2 Data Analytics Bootcamp\n",
+ " 3 Data Analytics Part-Time\n",
+ " 4 UX/UI Design Bootcamp\n",
+ " 5 UX/UI Design Part-Time\n",
+ " 6 Web Development Bootcamp\n",
+ " 7 Web Development Part-Time)"
+ ]
+ },
+ "execution_count": 204,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Calculate overall average rating for Ironhack\n",
+ "ironhack_overall_rating = ironhack_comments['overall_rating'].mean()\n",
+ "\n",
+ "# Display Ironhack's overall rating and available courses\n",
+ "ironhack_overall_rating, ironhack_courses[['course_name']]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 541,
+ "id": "7454cd27",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "# Data for the graph\n",
+ "coursesar = average_course_ratings.index\n",
+ "ratings = average_course_ratings.values\n",
+ "\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.barh(coursesar, ratings, color='skyblue')\n",
+ "plt.xlabel('Average Rating')\n",
+ "plt.title('Top-Rated Ironhack Courses')\n",
+ "plt.xlim(4, 5) # Setting x-axis limit for better visual emphasis on rating variations\n",
+ "plt.gca().invert_yaxis()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 208,
+ "id": "64888890",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "overall_score 4.714617\n",
+ "overall_rating 4.774169\n",
+ "curriculum_rating 4.577726\n",
+ "job_support_rating 4.508894\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 208,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Filter comments related to Ironhack\n",
+ "ironhack_comments = comments[comments['school_name'].str.lower() == 'ironhack']\n",
+ "\n",
+ "# Calculate average ratings for Ironhack\n",
+ "ironhack_avg_scores = ironhack_comments[['overall_score', 'overall_rating', 'curriculum_rating', 'job_support_rating']].mean()\n",
+ "\n",
+ "# Calculate average ratings for all schools\n",
+ "overall_avg_scores = comments.groupby('school_name')[['overall_score', 'overall_rating', 'curriculum_rating', 'job_support_rating']].mean()\n",
+ "\n",
+ "# Top competitors based on the number of comments\n",
+ "top_competitors = comments['school_name'].value_counts().head(5)\n",
+ "\n",
+ "# Display results\n",
+ "ironhack_avg_scores"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 210,
+ "id": "e2bb9e20",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " overall_score \n",
+ " overall_rating \n",
+ " curriculum_rating \n",
+ " job_support_rating \n",
+ " \n",
+ " \n",
+ " school_name \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 4geeks-academy \n",
+ " 4.881215 \n",
+ " 4.895028 \n",
+ " 4.817680 \n",
+ " 4.707182 \n",
+ " \n",
+ " \n",
+ " actualize \n",
+ " 4.874082 \n",
+ " 4.946004 \n",
+ " 4.714903 \n",
+ " 4.477322 \n",
+ " \n",
+ " \n",
+ " clarusway \n",
+ " 4.908642 \n",
+ " 4.909465 \n",
+ " 4.917695 \n",
+ " 4.835391 \n",
+ " \n",
+ " \n",
+ " codesmith \n",
+ " 4.905723 \n",
+ " 4.915663 \n",
+ " 4.810241 \n",
+ " 4.346386 \n",
+ " \n",
+ " \n",
+ " dataquest \n",
+ " 4.738567 \n",
+ " 4.829352 \n",
+ " 4.774744 \n",
+ " 3.088737 \n",
+ " \n",
+ " \n",
+ " designlab \n",
+ " 4.577495 \n",
+ " 4.733198 \n",
+ " 4.585540 \n",
+ " 2.957230 \n",
+ " \n",
+ " \n",
+ " evolve-security-academy \n",
+ " 4.778761 \n",
+ " 4.845133 \n",
+ " 4.805310 \n",
+ " 4.491150 \n",
+ " \n",
+ " \n",
+ " ironhack \n",
+ " 4.714617 \n",
+ " 4.774169 \n",
+ " 4.577726 \n",
+ " 4.508894 \n",
+ " \n",
+ " \n",
+ " jedha \n",
+ " 4.958204 \n",
+ " 4.981424 \n",
+ " 4.965944 \n",
+ " 4.634675 \n",
+ " \n",
+ " \n",
+ " la-capsule \n",
+ " 4.935014 \n",
+ " 4.974790 \n",
+ " 4.966387 \n",
+ " 4.820728 \n",
+ " \n",
+ " \n",
+ " le-wagon \n",
+ " 4.910811 \n",
+ " 4.970450 \n",
+ " 4.840721 \n",
+ " 4.498378 \n",
+ " \n",
+ " \n",
+ " learningfuze \n",
+ " 4.984659 \n",
+ " 4.982955 \n",
+ " 4.897727 \n",
+ " 4.704545 \n",
+ " \n",
+ " \n",
+ " level-effect \n",
+ " 4.919048 \n",
+ " 5.000000 \n",
+ " 4.904762 \n",
+ " 4.857143 \n",
+ " \n",
+ " \n",
+ " shecodes \n",
+ " 4.881825 \n",
+ " 4.972632 \n",
+ " 4.924211 \n",
+ " 4.058947 \n",
+ " \n",
+ " \n",
+ " springboard \n",
+ " 4.592168 \n",
+ " 4.677596 \n",
+ " 4.573163 \n",
+ " 4.141469 \n",
+ " \n",
+ " \n",
+ " syntax-technologies \n",
+ " 5.000000 \n",
+ " 5.000000 \n",
+ " 5.000000 \n",
+ " 5.000000 \n",
+ " \n",
+ " \n",
+ " wbs-coding-school \n",
+ " 4.795133 \n",
+ " 4.920354 \n",
+ " 4.845133 \n",
+ " 4.530973 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " overall_score overall_rating curriculum_rating \\\n",
+ "school_name \n",
+ "4geeks-academy 4.881215 4.895028 4.817680 \n",
+ "actualize 4.874082 4.946004 4.714903 \n",
+ "clarusway 4.908642 4.909465 4.917695 \n",
+ "codesmith 4.905723 4.915663 4.810241 \n",
+ "dataquest 4.738567 4.829352 4.774744 \n",
+ "designlab 4.577495 4.733198 4.585540 \n",
+ "evolve-security-academy 4.778761 4.845133 4.805310 \n",
+ "ironhack 4.714617 4.774169 4.577726 \n",
+ "jedha 4.958204 4.981424 4.965944 \n",
+ "la-capsule 4.935014 4.974790 4.966387 \n",
+ "le-wagon 4.910811 4.970450 4.840721 \n",
+ "learningfuze 4.984659 4.982955 4.897727 \n",
+ "level-effect 4.919048 5.000000 4.904762 \n",
+ "shecodes 4.881825 4.972632 4.924211 \n",
+ "springboard 4.592168 4.677596 4.573163 \n",
+ "syntax-technologies 5.000000 5.000000 5.000000 \n",
+ "wbs-coding-school 4.795133 4.920354 4.845133 \n",
+ "\n",
+ " job_support_rating \n",
+ "school_name \n",
+ "4geeks-academy 4.707182 \n",
+ "actualize 4.477322 \n",
+ "clarusway 4.835391 \n",
+ "codesmith 4.346386 \n",
+ "dataquest 3.088737 \n",
+ "designlab 2.957230 \n",
+ "evolve-security-academy 4.491150 \n",
+ "ironhack 4.508894 \n",
+ "jedha 4.634675 \n",
+ "la-capsule 4.820728 \n",
+ "le-wagon 4.498378 \n",
+ "learningfuze 4.704545 \n",
+ "level-effect 4.857143 \n",
+ "shecodes 4.058947 \n",
+ "springboard 4.141469 \n",
+ "syntax-technologies 5.000000 \n",
+ "wbs-coding-school 4.530973 "
+ ]
+ },
+ "execution_count": 210,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "overall_avg_scores"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 212,
+ "id": "c2dc8218",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "school_name\n",
+ "le-wagon 2775\n",
+ "springboard 1647\n",
+ "shecodes 1425\n",
+ "ironhack 1293\n",
+ "designlab 982\n",
+ "Name: count, dtype: int64"
+ ]
+ },
+ "execution_count": 212,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "top_competitors"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7088e79d",
+ "metadata": {},
+ "source": [
+ "# Analysis Results\n",
+ "\n",
+ "## Ironhack's Average Ratings:\n",
+ "\n",
+ "- **Overall Score:** 4.71\n",
+ "- **Overall Rating:** 4.77\n",
+ "- **Curriculum Rating:** 4.58\n",
+ "- **Job Support Rating:** 4.51\n",
+ "\n",
+ "## Competitor Average Ratings:\n",
+ "\n",
+ "Here are the top competitors based on the number of comments, along with their average ratings:\n",
+ "\n",
+ "### Le Wagon\n",
+ "- **Overall Score:** 4.91\n",
+ "- **Overall Rating:** 4.97\n",
+ "- **Curriculum Rating:** 4.84\n",
+ "- **Job Support Rating:** 4.50\n",
+ "\n",
+ "### Springboard\n",
+ "- **Overall Score:** 4.59\n",
+ "- **Overall Rating:** 4.68\n",
+ "- **Curriculum Rating:** 4.57\n",
+ "- **Job Support Rating:** 4.14\n",
+ "\n",
+ "### SheCodes\n",
+ "- **Overall Score:** 4.88\n",
+ "- **Overall Rating:** 4.97\n",
+ "- **Curriculum Rating:** 4.92\n",
+ "- **Job Support Rating:** 4.06\n",
+ "\n",
+ "### DesignLab\n",
+ "- **Overall Score:** 4.58\n",
+ "- **Overall Rating:** 4.73\n",
+ "- **Curriculum Rating:** 4.59\n",
+ "- **Job Support Rating:** 2.96\n",
+ "\n",
+ "## Strengths and Weaknesses of Ironhack\n",
+ "\n",
+ "### Strengths:\n",
+ "\n",
+ "1. **Overall Rating and Score:** Ironhack's overall score and rating are competitive, indicating a generally positive perception.\n",
+ "2. **Job Support Rating:** With a job support rating of 4.51, Ironhack is performing well in this area, especially compared to some competitors like DesignLab.\n",
+ "\n",
+ "### Weaknesses:\n",
+ "\n",
+ "1. **Curriculum Rating:** Ironhack's curriculum rating of 4.58 is lower than several top competitors, such as Le Wagon and SheCodes, which suggests there may be room for improvement in the curriculum.\n",
+ "2. **Average Ratings Comparison:** Although Ironhack's ratings are good, they are slightly lower than the top competitors, indicating potential areas for enhancement to reach the highest tier.\n",
+ "\n",
+ "## Recommendations for Enhancements\n",
+ "\n",
+ "1. **Curriculum Improvement:** Focus on gathering detailed feedback on the curriculum from students and alumni to identify specific areas for improvement. Consider updating the curriculum to incorporate more in-demand skills and technologies.\n",
+ "2. **Job Support Programs:** Even though Ironhack's job support rating is strong, there is always room for enhancement. Consider offering more personalized career coaching, expanding the network of hiring partners, and hosting more job fairs and networking events.\n",
+ "3. **Student Engagement:** Increase efforts to engage with current and prospective students through webinars, workshops, and community events. This can help in boosting overall ratings and attracting more positive reviews.\n",
+ "4. **Marketing and Outreach:** Highlight Ironhack's strengths in job support and overall satisfaction in marketing materials to attract prospective students. Additionally, leverage alumni success stories to build a strong brand reputation."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 215,
+ "id": "5b8629e2",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "# Data for Ironhack and its top competitors\n",
+ "competitors = ['Ironhack', 'Le Wagon', 'Springboard', 'SheCodes', 'DesignLab']\n",
+ "avg_overall_ratings = [4.77, 4.97, 4.68, 4.97, 4.73]\n",
+ "avg_curriculum_ratings = [4.58, 4.84, 4.57, 4.92, 4.59]\n",
+ "avg_job_support_ratings = [4.51, 4.50, 4.14, 4.06, 2.96]\n",
+ "\n",
+ "x = range(len(competitors))\n",
+ "\n",
+ "plt.figure(figsize=(12, 8))\n",
+ "\n",
+ "plt.plot(x, avg_overall_ratings, marker='o', label='Overall Rating')\n",
+ "plt.plot(x, avg_curriculum_ratings, marker='o', label='Curriculum Rating')\n",
+ "plt.plot(x, avg_job_support_ratings, marker='o', label='Job Support Rating')\n",
+ "\n",
+ "plt.xticks(x, competitors)\n",
+ "plt.xlabel('Schools')\n",
+ "plt.ylabel('Average Ratings')\n",
+ "plt.title('Average Ratings Comparison')\n",
+ "plt.legend()\n",
+ "plt.grid(True)\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 217,
+ "id": "f3417ba6",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Data for the number of comments\n",
+ "top_competitors = ['Le Wagon', 'Springboard', 'SheCodes', 'Ironhack', 'DesignLab']\n",
+ "comment_counts = [2775, 1646, 1425, 1293, 982]\n",
+ "\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "\n",
+ "plt.barh(top_competitors, comment_counts, color='skyblue')\n",
+ "plt.xlabel('Number of Comments')\n",
+ "plt.ylabel('Schools')\n",
+ "plt.title('Number of Comments for Top Competitors')\n",
+ "plt.gca().invert_yaxis()\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 219,
+ "id": "c669c7ab",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " comment_id \n",
+ " school_id \n",
+ " school_name \n",
+ " user_name \n",
+ " anonymous \n",
+ " graduating_year \n",
+ " tagline \n",
+ " created_at \n",
+ " overall_score \n",
+ " overall_rating \n",
+ " curriculum_rating \n",
+ " job_support_rating \n",
+ " review_body \n",
+ " program \n",
+ " program_cat \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 309849 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Anonymous \n",
+ " True \n",
+ " 2024 \n",
+ " Data Analytics \n",
+ " 2024-04-03 \n",
+ " 3.3 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 2.0 \n",
+ " I just Finished the my study , I did the Data ... \n",
+ " Data Analytics Part-Time \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 309479 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Patrick Marques \n",
+ " False \n",
+ " 2024 \n",
+ " An intense experience full of emotions but at ... \n",
+ " 2024-03-19 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " Hello, my name is Patrick Marques and I can sa... \n",
+ " Data Analytics Bootcamp \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 308683 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Harikrishnan Ramakrishnapillai \n",
+ " False \n",
+ " 2023 \n",
+ " It was amazing \n",
+ " 2024-02-15 \n",
+ " 4.3 \n",
+ " 4.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " I could finish cybersecurity course within 3 m... \n",
+ " \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 307433 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Sorin Tuinea \n",
+ " False \n",
+ " 2023 \n",
+ " I would definitely recommend it \n",
+ " 2023-12-22 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I chose Ironhack after reading a lot of review... \n",
+ " \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 307350 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Kasia Luksza \n",
+ " False \n",
+ " 2023 \n",
+ " Best learning experience of my life \n",
+ " 2023-12-19 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Attending this bootcamp was hands down the bes... \n",
+ " UX/UI Design Bootcamp \n",
+ " UX/UI Design \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 1288 \n",
+ " 231772 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Anonymous \n",
+ " False \n",
+ " 2014 \n",
+ " Learn in two months what would otherwise take ... \n",
+ " 2014-09-30 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I can fully recommend IronHack for any of you ... \n",
+ " Part-time Web Development \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 1289 \n",
+ " 231636 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Marcos Sorribas \n",
+ " False \n",
+ " 2014 \n",
+ " El mejor bootcamp al que he asistido. Una expe... \n",
+ " 2014-09-24 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Asistí al primer bootcamp de desarrollo de iOS... \n",
+ " Full-time Web Development Bootcamp \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 1290 \n",
+ " 231611 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Xabier Vicuña \n",
+ " False \n",
+ " 2014 \n",
+ " Great experience, I highly recommend it \n",
+ " 2014-09-24 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Excellent product. Great experience. Worth eve... \n",
+ " Part-time Web Development \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 1291 \n",
+ " 231609 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " JHD \n",
+ " False \n",
+ " 2014 \n",
+ " It was an amazing experience! \n",
+ " 2014-09-24 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I was part of the first English run of Ironhac... \n",
+ " Part-time Web Development \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 1292 \n",
+ " 231815 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Enrique Isasi Velasco \n",
+ " False \n",
+ " 2014 \n",
+ " Simply gorgeous. \n",
+ " 2014-09-23 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I attended the Ironhack Madrid Bootcamp on Jan... \n",
+ " Part-time Web Development \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
1293 rows × 15 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " comment_id school_id school_name user_name \\\n",
+ "0 309849 10828 ironhack Anonymous \n",
+ "1 309479 10828 ironhack Patrick Marques \n",
+ "2 308683 10828 ironhack Harikrishnan Ramakrishnapillai \n",
+ "3 307433 10828 ironhack Sorin Tuinea \n",
+ "4 307350 10828 ironhack Kasia Luksza \n",
+ "... ... ... ... ... \n",
+ "1288 231772 10828 ironhack Anonymous \n",
+ "1289 231636 10828 ironhack Marcos Sorribas \n",
+ "1290 231611 10828 ironhack Xabier Vicuña \n",
+ "1291 231609 10828 ironhack JHD \n",
+ "1292 231815 10828 ironhack Enrique Isasi Velasco \n",
+ "\n",
+ " anonymous graduating_year \\\n",
+ "0 True 2024 \n",
+ "1 False 2024 \n",
+ "2 False 2023 \n",
+ "3 False 2023 \n",
+ "4 False 2023 \n",
+ "... ... ... \n",
+ "1288 False 2014 \n",
+ "1289 False 2014 \n",
+ "1290 False 2014 \n",
+ "1291 False 2014 \n",
+ "1292 False 2014 \n",
+ "\n",
+ " tagline created_at \\\n",
+ "0 Data Analytics 2024-04-03 \n",
+ "1 An intense experience full of emotions but at ... 2024-03-19 \n",
+ "2 It was amazing 2024-02-15 \n",
+ "3 I would definitely recommend it 2023-12-22 \n",
+ "4 Best learning experience of my life 2023-12-19 \n",
+ "... ... ... \n",
+ "1288 Learn in two months what would otherwise take ... 2014-09-30 \n",
+ "1289 El mejor bootcamp al que he asistido. Una expe... 2014-09-24 \n",
+ "1290 Great experience, I highly recommend it 2014-09-24 \n",
+ "1291 It was an amazing experience! 2014-09-24 \n",
+ "1292 Simply gorgeous. 2014-09-23 \n",
+ "\n",
+ " overall_score overall_rating curriculum_rating job_support_rating \\\n",
+ "0 3.3 4.0 4.0 2.0 \n",
+ "1 4.0 4.0 4.0 4.0 \n",
+ "2 4.3 4.0 5.0 4.0 \n",
+ "3 5.0 5.0 5.0 5.0 \n",
+ "4 5.0 5.0 5.0 5.0 \n",
+ "... ... ... ... ... \n",
+ "1288 5.0 5.0 5.0 5.0 \n",
+ "1289 5.0 5.0 5.0 5.0 \n",
+ "1290 5.0 5.0 5.0 5.0 \n",
+ "1291 5.0 5.0 5.0 5.0 \n",
+ "1292 5.0 5.0 5.0 5.0 \n",
+ "\n",
+ " review_body \\\n",
+ "0 I just Finished the my study , I did the Data ... \n",
+ "1 Hello, my name is Patrick Marques and I can sa... \n",
+ "2 I could finish cybersecurity course within 3 m... \n",
+ "3 I chose Ironhack after reading a lot of review... \n",
+ "4 Attending this bootcamp was hands down the bes... \n",
+ "... ... \n",
+ "1288 I can fully recommend IronHack for any of you ... \n",
+ "1289 Asistí al primer bootcamp de desarrollo de iOS... \n",
+ "1290 Excellent product. Great experience. Worth eve... \n",
+ "1291 I was part of the first English run of Ironhac... \n",
+ "1292 I attended the Ironhack Madrid Bootcamp on Jan... \n",
+ "\n",
+ " program program_cat \n",
+ "0 Data Analytics Part-Time Data Science and Analytics \n",
+ "1 Data Analytics Bootcamp Data Science and Analytics \n",
+ "2 Unknown \n",
+ "3 Unknown \n",
+ "4 UX/UI Design Bootcamp UX/UI Design \n",
+ "... ... ... \n",
+ "1288 Part-time Web Development Web Development \n",
+ "1289 Full-time Web Development Bootcamp Web Development \n",
+ "1290 Part-time Web Development Web Development \n",
+ "1291 Part-time Web Development Web Development \n",
+ "1292 Part-time Web Development Web Development \n",
+ "\n",
+ "[1293 rows x 15 columns]"
+ ]
+ },
+ "execution_count": 219,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ironhack_comments"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7ccda9e9",
+ "metadata": {},
+ "source": [
+ "### Average Ratings by Year"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 222,
+ "id": "7d53443a",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "\n",
+ "ironhack_course_comments['year'] = pd.to_datetime(ironhack_course_comments['created_at']).dt.year\n",
+ "\n",
+ "# Group by course_name and year to calculate average ratings\n",
+ "avg_ratings_by_year = ironhack_course_comments.groupby(['course_name', 'year']).agg({\n",
+ " 'overall_rating': 'mean',\n",
+ " 'curriculum_rating': 'mean',\n",
+ " 'job_support_rating': 'mean'\n",
+ "}).reset_index()\n",
+ "\n",
+ "# Plotting\n",
+ "plt.figure(figsize=(16, 10))\n",
+ "for course in avg_ratings_by_year['course_name'].unique():\n",
+ " course_data = avg_ratings_by_year[avg_ratings_by_year['course_name'] == course]\n",
+ " plt.plot(course_data['year'], course_data['overall_rating'], marker='o', label=f\"{course} - Overall\")\n",
+ " plt.plot(course_data['year'], course_data['curriculum_rating'], marker='x', linestyle='--', label=f\"{course} - Curriculum\")\n",
+ " plt.plot(course_data['year'], course_data['job_support_rating'], marker='s', linestyle=':', label=f\"{course} - Job Support\")\n",
+ "\n",
+ "plt.xlabel('Year',fontsize=14)\n",
+ "plt.ylabel('Average Rating',fontsize=14)\n",
+ "plt.title('Average Ratings by Year for Ironhack Courses',fontsize=14)\n",
+ "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n",
+ "plt.grid(True)\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "60ff375b",
+ "metadata": {},
+ "source": [
+ "### Distribution of Comments and Ratings by Course\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 225,
+ "id": "68a77f8a",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\guada\\AppData\\Local\\Temp\\ipykernel_11044\\1762221302.py:21: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
+ " ax1.set_xticklabels(comments_distribution['course_name'], rotation=45, ha='right')\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Group by course_name to calculate distribution of comments and average ratings\n",
+ "comments_distribution = ironhack_course_comments.groupby('course_name').agg({\n",
+ " 'comment_id': 'count',\n",
+ " 'overall_rating': 'mean',\n",
+ " 'curriculum_rating': 'mean',\n",
+ " 'job_support_rating': 'mean'\n",
+ "}).reset_index().rename(columns={'comment_id': 'num_comments'})\n",
+ "\n",
+ "# Plotting\n",
+ "fig, ax1 = plt.subplots(figsize=(14, 8))\n",
+ "\n",
+ "ax2 = ax1.twinx()\n",
+ "ax1.bar(comments_distribution['course_name'], comments_distribution['num_comments'], color='lightblue')\n",
+ "ax2.plot(comments_distribution['course_name'], comments_distribution['overall_rating'], color='green', marker='o', linestyle='-', label='Overall Rating')\n",
+ "ax2.plot(comments_distribution['course_name'], comments_distribution['curriculum_rating'], color='red', marker='x', linestyle='--', label='Curriculum Rating')\n",
+ "ax2.plot(comments_distribution['course_name'], comments_distribution['job_support_rating'], color='blue', marker='s', linestyle=':', label='Job Support Rating')\n",
+ "\n",
+ "ax1.set_xlabel('Course Name')\n",
+ "ax1.set_ylabel('Number of Comments', color='blue')\n",
+ "ax2.set_ylabel('Average Rating', color='black')\n",
+ "ax1.set_xticklabels(comments_distribution['course_name'], rotation=45, ha='right')\n",
+ "ax1.set_title('Distribution of Comments and Average Ratings by Course')\n",
+ "fig.tight_layout()\n",
+ "fig.legend(loc='upper left', bbox_to_anchor=(0.1,0.9))\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2f875d47",
+ "metadata": {},
+ "source": [
+ "### Sentiment Analysis on Reviews"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 228,
+ "id": "4a41b8b7",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Define positive and negative words\n",
+ "positive_words = ['good', 'great', 'excellent']\n",
+ "negative_words = ['bad', 'poor', 'terrible']\n",
+ "\n",
+ "# Function to count positive and negative words\n",
+ "def sentiment_analysis(text):\n",
+ " positive_count = sum([text.lower().count(word) for word in positive_words])\n",
+ " negative_count = sum([text.lower().count(word) for word in negative_words])\n",
+ " return positive_count, negative_count\n",
+ "\n",
+ "# Apply sentiment analysis to review_body\n",
+ "ironhack_course_comments['positive_reviews'] = ironhack_course_comments['review_body'].apply(lambda x: sentiment_analysis(x)[0])\n",
+ "ironhack_course_comments['negative_reviews'] = ironhack_course_comments['review_body'].apply(lambda x: sentiment_analysis(x)[1])\n",
+ "\n",
+ "# Group by course_name to calculate sentiment analysis\n",
+ "sentiment_distribution = ironhack_course_comments.groupby('course_name').agg({\n",
+ " 'positive_reviews': 'sum',\n",
+ " 'negative_reviews': 'sum'\n",
+ "}).reset_index()\n",
+ "\n",
+ "# Plotting\n",
+ "plt.figure(figsize=(14, 8))\n",
+ "plt.bar(sentiment_distribution['course_name'], sentiment_distribution['positive_reviews'], color='green', label='Positive Reviews')\n",
+ "plt.bar(sentiment_distribution['course_name'], sentiment_distribution['negative_reviews'], color='red', bottom=sentiment_distribution['positive_reviews'], label='Negative Reviews')\n",
+ "\n",
+ "plt.xlabel('Course Name')\n",
+ "plt.ylabel('Number of Reviews')\n",
+ "plt.title('Sentiment Analysis of Reviews by Course')\n",
+ "plt.legend()\n",
+ "plt.xticks(rotation=45, ha='right')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "67215a3c",
+ "metadata": {},
+ "source": [
+ "### Top Rated Courses by Job Support"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 231,
+ "id": "633eeed3",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Group by course_name to calculate average job support ratings\n",
+ "job_support_ratings = ironhack_course_comments.groupby('course_name')['job_support_rating'].mean().sort_values(ascending=False).reset_index()\n",
+ "\n",
+ "# Plotting\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.barh(job_support_ratings['course_name'], job_support_ratings['job_support_rating'], color='skyblue')\n",
+ "plt.xlabel('Average Job Support Rating')\n",
+ "plt.title('Top Rated Courses by Job Support')\n",
+ "plt.xlim(4, 5)\n",
+ "plt.gca().invert_yaxis()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "33d9b4c4",
+ "metadata": {},
+ "source": [
+ "### Courses with the Most Positive Feedback\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 234,
+ "id": "83b0780f",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Count positive feedback for each course\n",
+ "positive_feedback = ironhack_course_comments[ironhack_course_comments['review_body'].str.contains('|'.join(positive_words), case=False, na=False)]\n",
+ "positive_feedback_count = positive_feedback.groupby('course_name').size().reset_index(name='positive_feedback_count').sort_values(by='positive_feedback_count', ascending=False)\n",
+ "\n",
+ "# Plotting\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.barh(positive_feedback_count['course_name'], positive_feedback_count['positive_feedback_count'], color='skyblue')\n",
+ "plt.xlabel('Number of Positive Feedback')\n",
+ "plt.title('Courses with the Most Positive Feedback')\n",
+ "plt.gca().invert_yaxis()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "92f732f8",
+ "metadata": {},
+ "source": [
+ "### Trend Analysis of Comments Over Time"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 237,
+ "id": "a2907941",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Extract year and month from created_at\n",
+ "ironhack_course_comments['year_month'] = pd.to_datetime(ironhack_course_comments['created_at']).dt.to_period('M')\n",
+ "\n",
+ "# Group by year and month to count comments\n",
+ "trend_analysis = ironhack_course_comments.groupby('year_month').size().reset_index(name='num_comments')\n",
+ "\n",
+ "# Plotting\n",
+ "plt.figure(figsize=(14, 8))\n",
+ "plt.plot(trend_analysis['year_month'].astype(str), trend_analysis['num_comments'], marker='o')\n",
+ "plt.xlabel('Year-Month')\n",
+ "plt.ylabel('Number of Comments')\n",
+ "plt.title('Trend Analysis of Comments Over Time')\n",
+ "plt.xticks(rotation=45)\n",
+ "plt.grid(True)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 239,
+ "id": "bf9b1f08",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\guada\\AppData\\Local\\Temp\\ipykernel_11044\\3827363418.py:8: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
+ "\n",
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+ " ironhack_comments['year_month'] = pd.to_datetime(ironhack_comments['created_at']).dt.to_period('M')\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ " \n",
+ " "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "mode": "lines",
+ "name": "",
+ "type": "scatter",
+ "x": [
+ "2016-08",
+ "2017-03",
+ "2017-04",
+ "2017-10",
+ "2017-12",
+ "2018-01",
+ "2018-02",
+ "2018-03",
+ "2018-08",
+ "2018-09",
+ "2018-10",
+ "2019-01",
+ "2019-03",
+ "2019-08",
+ "2019-09",
+ "2019-10",
+ "2019-11",
+ "2020-01",
+ "2020-03",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-07",
+ "2020-08",
+ "2020-09",
+ "2020-10",
+ "2020-11",
+ "2020-12",
+ "2021-01",
+ "2021-04",
+ "2021-06",
+ "2021-09",
+ "2021-10",
+ "2022-03",
+ "2022-05",
+ "2022-07",
+ "2022-08",
+ "2022-09",
+ "2022-10",
+ "2022-12",
+ "2023-05",
+ "2023-07",
+ "2023-10",
+ "2023-12",
+ "2024-02"
+ ],
+ "y": [
+ 1,
+ 1,
+ 1,
+ 2,
+ 3,
+ 2,
+ 1,
+ 1,
+ 2,
+ 1,
+ 2,
+ 1,
+ 1,
+ 1,
+ 8,
+ 7,
+ 7,
+ 2,
+ 1,
+ 5,
+ 1,
+ 3,
+ 4,
+ 3,
+ 1,
+ 3,
+ 3,
+ 1,
+ 1,
+ 4,
+ 1,
+ 1,
+ 2,
+ 2,
+ 1,
+ 1,
+ 3,
+ 1,
+ 1,
+ 3,
+ 1,
+ 2,
+ 1,
+ 2,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Cyber Security Bootcamp",
+ "type": "scatter",
+ "x": [
+ "2021-12",
+ "2022-10",
+ "2023-02"
+ ],
+ "y": [
+ 1,
+ 2,
+ 3
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Cybersecurity Part-Time",
+ "type": "scatter",
+ "x": [
+ "2022-10",
+ "2022-12",
+ "2023-04"
+ ],
+ "y": [
+ 1,
+ 1,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Data Analytics Bootcamp",
+ "type": "scatter",
+ "x": [
+ "2020-03",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-07",
+ "2020-08",
+ "2020-09",
+ "2020-10",
+ "2020-11",
+ "2021-01",
+ "2021-07",
+ "2021-08",
+ "2021-09",
+ "2021-10",
+ "2021-12",
+ "2022-02",
+ "2022-03",
+ "2022-06",
+ "2022-09",
+ "2022-10",
+ "2022-11",
+ "2022-12",
+ "2023-02",
+ "2023-04",
+ "2023-11",
+ "2024-03"
+ ],
+ "y": [
+ 1,
+ 18,
+ 1,
+ 2,
+ 4,
+ 1,
+ 2,
+ 1,
+ 3,
+ 1,
+ 1,
+ 3,
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 3,
+ 2,
+ 1,
+ 2,
+ 3,
+ 2,
+ 2,
+ 1,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Data Analytics Part-Time",
+ "type": "scatter",
+ "x": [
+ "2020-04",
+ "2021-09",
+ "2021-12",
+ "2022-03",
+ "2022-06",
+ "2022-07",
+ "2022-08",
+ "2022-10",
+ "2022-12",
+ "2023-01",
+ "2023-03",
+ "2023-08",
+ "2023-09",
+ "2024-04"
+ ],
+ "y": [
+ 1,
+ 1,
+ 1,
+ 2,
+ 1,
+ 1,
+ 3,
+ 1,
+ 6,
+ 2,
+ 1,
+ 1,
+ 2,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Full-time UX/UI Design Bootcamp",
+ "type": "scatter",
+ "x": [
+ "2017-01",
+ "2017-05",
+ "2017-06",
+ "2017-07",
+ "2017-08",
+ "2017-09",
+ "2017-10",
+ "2017-11",
+ "2017-12",
+ "2018-01",
+ "2018-02",
+ "2018-03",
+ "2018-04",
+ "2018-05",
+ "2018-06",
+ "2018-07",
+ "2018-08",
+ "2018-09",
+ "2018-10",
+ "2018-11",
+ "2018-12",
+ "2019-01",
+ "2019-02",
+ "2019-03",
+ "2019-04",
+ "2019-06",
+ "2019-07",
+ "2019-10",
+ "2019-11"
+ ],
+ "y": [
+ 1,
+ 10,
+ 6,
+ 2,
+ 2,
+ 1,
+ 8,
+ 15,
+ 8,
+ 3,
+ 1,
+ 8,
+ 19,
+ 2,
+ 10,
+ 4,
+ 11,
+ 8,
+ 8,
+ 1,
+ 1,
+ 10,
+ 3,
+ 1,
+ 4,
+ 2,
+ 3,
+ 7,
+ 6
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Full-time Web Development Bootcamp",
+ "type": "scatter",
+ "x": [
+ "2019-10",
+ "2019-11"
+ ],
+ "y": [
+ 27,
+ 7
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Full-time Web Development Bootcamp ",
+ "type": "scatter",
+ "x": [
+ "2014-09",
+ "2014-12",
+ "2015-07",
+ "2017-01",
+ "2017-03",
+ "2017-04",
+ "2017-05",
+ "2017-06",
+ "2017-07",
+ "2017-08",
+ "2017-09",
+ "2017-10",
+ "2017-11",
+ "2017-12",
+ "2018-01",
+ "2018-02",
+ "2018-03",
+ "2018-04",
+ "2018-05",
+ "2018-06",
+ "2018-07",
+ "2018-08",
+ "2018-09",
+ "2018-10",
+ "2018-11",
+ "2018-12",
+ "2019-01",
+ "2019-02",
+ "2019-03",
+ "2019-04",
+ "2019-05",
+ "2019-06",
+ "2019-07",
+ "2019-08"
+ ],
+ "y": [
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 2,
+ 22,
+ 30,
+ 6,
+ 8,
+ 6,
+ 14,
+ 29,
+ 16,
+ 3,
+ 5,
+ 34,
+ 18,
+ 16,
+ 21,
+ 1,
+ 15,
+ 13,
+ 31,
+ 5,
+ 9,
+ 9,
+ 11,
+ 1,
+ 2,
+ 7,
+ 13,
+ 2,
+ 8
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Part-time UX/UI Design",
+ "type": "scatter",
+ "x": [
+ "2019-10"
+ ],
+ "y": [
+ 8
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Part-time UX/UI Design ",
+ "type": "scatter",
+ "x": [
+ "2018-03",
+ "2018-04",
+ "2018-12",
+ "2019-01"
+ ],
+ "y": [
+ 3,
+ 1,
+ 2,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Part-time Web Development",
+ "type": "scatter",
+ "x": [
+ "2014-09",
+ "2014-11",
+ "2015-02",
+ "2015-03",
+ "2015-04",
+ "2015-06",
+ "2015-07",
+ "2015-08",
+ "2015-10",
+ "2015-12",
+ "2016-01",
+ "2016-02",
+ "2016-03",
+ "2016-04",
+ "2016-05",
+ "2016-06",
+ "2016-07",
+ "2016-11",
+ "2016-12",
+ "2017-03",
+ "2017-05",
+ "2017-07",
+ "2017-09",
+ "2017-10",
+ "2017-11",
+ "2018-02",
+ "2018-03",
+ "2018-04",
+ "2018-06",
+ "2018-08",
+ "2018-09",
+ "2018-10",
+ "2019-07",
+ "2019-10",
+ "2019-11"
+ ],
+ "y": [
+ 4,
+ 1,
+ 1,
+ 1,
+ 1,
+ 2,
+ 2,
+ 2,
+ 1,
+ 8,
+ 1,
+ 1,
+ 4,
+ 5,
+ 3,
+ 5,
+ 2,
+ 3,
+ 1,
+ 2,
+ 2,
+ 2,
+ 1,
+ 5,
+ 4,
+ 1,
+ 2,
+ 5,
+ 1,
+ 1,
+ 2,
+ 6,
+ 2,
+ 13,
+ 2
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Software Engineering",
+ "type": "scatter",
+ "x": [
+ "2018-01",
+ "2018-02",
+ "2018-09",
+ "2019-08",
+ "2019-09"
+ ],
+ "y": [
+ 1,
+ 1,
+ 1,
+ 1,
+ 3
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "UX/UI Design",
+ "type": "scatter",
+ "x": [
+ "2018-06",
+ "2018-08",
+ "2018-12",
+ "2019-01",
+ "2019-09",
+ "2019-10"
+ ],
+ "y": [
+ 1,
+ 2,
+ 2,
+ 1,
+ 1,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "UX/UI Design Bootcamp",
+ "type": "scatter",
+ "x": [
+ "2019-11",
+ "2019-12",
+ "2020-01",
+ "2020-02",
+ "2020-03",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-07",
+ "2020-08",
+ "2020-09",
+ "2020-10",
+ "2020-11",
+ "2020-12",
+ "2021-01",
+ "2021-03",
+ "2021-04",
+ "2021-06",
+ "2021-09",
+ "2021-10",
+ "2021-11",
+ "2021-12",
+ "2022-02",
+ "2022-05",
+ "2022-06",
+ "2022-09",
+ "2022-10",
+ "2022-11",
+ "2022-12",
+ "2023-01",
+ "2023-03",
+ "2023-04",
+ "2023-06",
+ "2023-07",
+ "2023-09",
+ "2023-12"
+ ],
+ "y": [
+ 3,
+ 1,
+ 3,
+ 6,
+ 2,
+ 15,
+ 1,
+ 6,
+ 3,
+ 3,
+ 1,
+ 3,
+ 5,
+ 1,
+ 1,
+ 1,
+ 6,
+ 4,
+ 2,
+ 1,
+ 1,
+ 3,
+ 3,
+ 1,
+ 1,
+ 1,
+ 4,
+ 2,
+ 12,
+ 2,
+ 3,
+ 2,
+ 1,
+ 1,
+ 1,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "UX/UI Design Part-Time",
+ "type": "scatter",
+ "x": [
+ "2020-02",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-09",
+ "2020-10",
+ "2020-12",
+ "2021-02",
+ "2021-09",
+ "2022-04",
+ "2022-11",
+ "2022-12",
+ "2023-09"
+ ],
+ "y": [
+ 1,
+ 8,
+ 2,
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 2,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Web Design",
+ "type": "scatter",
+ "x": [
+ "2017-03",
+ "2017-12",
+ "2018-01",
+ "2018-06",
+ "2018-08"
+ ],
+ "y": [
+ 5,
+ 5,
+ 2,
+ 1,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Web Development",
+ "type": "scatter",
+ "x": [
+ "2017-05",
+ "2017-11",
+ "2017-12"
+ ],
+ "y": [
+ 1,
+ 1,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Web Development Bootcamp",
+ "type": "scatter",
+ "x": [
+ "2019-11",
+ "2019-12",
+ "2020-01",
+ "2020-02",
+ "2020-03",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-07",
+ "2020-08",
+ "2020-09",
+ "2020-10",
+ "2020-11",
+ "2020-12",
+ "2021-03",
+ "2021-04",
+ "2021-06",
+ "2021-07",
+ "2021-09",
+ "2021-10",
+ "2021-11",
+ "2021-12",
+ "2022-02",
+ "2022-03",
+ "2022-06",
+ "2022-07",
+ "2022-08",
+ "2022-09",
+ "2022-10",
+ "2022-11",
+ "2022-12",
+ "2023-01",
+ "2023-02",
+ "2023-03",
+ "2023-04",
+ "2023-05",
+ "2023-06",
+ "2023-07",
+ "2023-09",
+ "2023-10",
+ "2023-11",
+ "2023-12"
+ ],
+ "y": [
+ 3,
+ 2,
+ 11,
+ 9,
+ 12,
+ 35,
+ 4,
+ 12,
+ 4,
+ 14,
+ 4,
+ 4,
+ 11,
+ 1,
+ 2,
+ 6,
+ 7,
+ 1,
+ 3,
+ 3,
+ 3,
+ 4,
+ 1,
+ 1,
+ 8,
+ 1,
+ 3,
+ 8,
+ 1,
+ 3,
+ 17,
+ 1,
+ 1,
+ 2,
+ 2,
+ 3,
+ 2,
+ 1,
+ 3,
+ 1,
+ 1,
+ 2
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Web Development Part-Time",
+ "type": "scatter",
+ "x": [
+ "2020-01",
+ "2020-02",
+ "2020-04",
+ "2020-05",
+ "2020-07",
+ "2020-08",
+ "2020-12",
+ "2021-01",
+ "2021-02",
+ "2021-04",
+ "2021-08",
+ "2021-09",
+ "2021-12",
+ "2022-03",
+ "2022-04",
+ "2022-05",
+ "2022-06",
+ "2022-07",
+ "2022-08",
+ "2022-10",
+ "2022-11",
+ "2022-12",
+ "2023-01",
+ "2023-05",
+ "2023-07",
+ "2023-09"
+ ],
+ "y": [
+ 1,
+ 4,
+ 3,
+ 1,
+ 2,
+ 1,
+ 2,
+ 1,
+ 1,
+ 2,
+ 1,
+ 3,
+ 1,
+ 1,
+ 1,
+ 3,
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 9,
+ 1,
+ 3,
+ 1,
+ 3
+ ]
+ }
+ ],
+ "layout": {
+ "height": 600,
+ "template": {
+ "data": {
+ "bar": [
+ {
+ "error_x": {
+ "color": "#2a3f5f"
+ },
+ "error_y": {
+ "color": "#2a3f5f"
+ },
+ "marker": {
+ "line": {
+ "color": "#E5ECF6",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "bar"
+ }
+ ],
+ "barpolar": [
+ {
+ "marker": {
+ "line": {
+ "color": "#E5ECF6",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "barpolar"
+ }
+ ],
+ "carpet": [
+ {
+ "aaxis": {
+ "endlinecolor": "#2a3f5f",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "#2a3f5f"
+ },
+ "baxis": {
+ "endlinecolor": "#2a3f5f",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "#2a3f5f"
+ },
+ "type": "carpet"
+ }
+ ],
+ "choropleth": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "type": "choropleth"
+ }
+ ],
+ "contour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "contour"
+ }
+ ],
+ "contourcarpet": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "type": "contourcarpet"
+ }
+ ],
+ "heatmap": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "heatmap"
+ }
+ ],
+ "heatmapgl": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "heatmapgl"
+ }
+ ],
+ "histogram": [
+ {
+ "marker": {
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "histogram"
+ }
+ ],
+ "histogram2d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "histogram2d"
+ }
+ ],
+ "histogram2dcontour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "histogram2dcontour"
+ }
+ ],
+ "mesh3d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "type": "mesh3d"
+ }
+ ],
+ "parcoords": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "parcoords"
+ }
+ ],
+ "pie": [
+ {
+ "automargin": true,
+ "type": "pie"
+ }
+ ],
+ "scatter": [
+ {
+ "fillpattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ },
+ "type": "scatter"
+ }
+ ],
+ "scatter3d": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatter3d"
+ }
+ ],
+ "scattercarpet": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattercarpet"
+ }
+ ],
+ "scattergeo": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattergeo"
+ }
+ ],
+ "scattergl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattergl"
+ }
+ ],
+ "scattermapbox": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattermapbox"
+ }
+ ],
+ "scatterpolar": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatterpolar"
+ }
+ ],
+ "scatterpolargl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatterpolargl"
+ }
+ ],
+ "scatterternary": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatterternary"
+ }
+ ],
+ "surface": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "surface"
+ }
+ ],
+ "table": [
+ {
+ "cells": {
+ "fill": {
+ "color": "#EBF0F8"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "header": {
+ "fill": {
+ "color": "#C8D4E3"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "type": "table"
+ }
+ ]
+ },
+ "layout": {
+ "annotationdefaults": {
+ "arrowcolor": "#2a3f5f",
+ "arrowhead": 0,
+ "arrowwidth": 1
+ },
+ "autotypenumbers": "strict",
+ "coloraxis": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "colorscale": {
+ "diverging": [
+ [
+ 0,
+ "#8e0152"
+ ],
+ [
+ 0.1,
+ "#c51b7d"
+ ],
+ [
+ 0.2,
+ "#de77ae"
+ ],
+ [
+ 0.3,
+ "#f1b6da"
+ ],
+ [
+ 0.4,
+ "#fde0ef"
+ ],
+ [
+ 0.5,
+ "#f7f7f7"
+ ],
+ [
+ 0.6,
+ "#e6f5d0"
+ ],
+ [
+ 0.7,
+ "#b8e186"
+ ],
+ [
+ 0.8,
+ "#7fbc41"
+ ],
+ [
+ 0.9,
+ "#4d9221"
+ ],
+ [
+ 1,
+ "#276419"
+ ]
+ ],
+ "sequential": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "sequentialminus": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ]
+ },
+ "colorway": [
+ "#636efa",
+ "#EF553B",
+ "#00cc96",
+ "#ab63fa",
+ "#FFA15A",
+ "#19d3f3",
+ "#FF6692",
+ "#B6E880",
+ "#FF97FF",
+ "#FECB52"
+ ],
+ "font": {
+ "color": "#2a3f5f"
+ },
+ "geo": {
+ "bgcolor": "white",
+ "lakecolor": "white",
+ "landcolor": "#E5ECF6",
+ "showlakes": true,
+ "showland": true,
+ "subunitcolor": "white"
+ },
+ "hoverlabel": {
+ "align": "left"
+ },
+ "hovermode": "closest",
+ "mapbox": {
+ "style": "light"
+ },
+ "paper_bgcolor": "white",
+ "plot_bgcolor": "#E5ECF6",
+ "polar": {
+ "angularaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "bgcolor": "#E5ECF6",
+ "radialaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ }
+ },
+ "scene": {
+ "xaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "zaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ }
+ },
+ "shapedefaults": {
+ "line": {
+ "color": "#2a3f5f"
+ }
+ },
+ "ternary": {
+ "aaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "baxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "bgcolor": "#E5ECF6",
+ "caxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ }
+ },
+ "title": {
+ "x": 0.05
+ },
+ "xaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white",
+ "zerolinewidth": 2
+ },
+ "yaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white",
+ "zerolinewidth": 2
+ }
+ }
+ },
+ "title": {
+ "text": "Trend Analysis of Comments Over Time"
+ },
+ "width": 2000,
+ "xaxis": {
+ "autorange": true,
+ "range": [
+ "2014-09-01",
+ "2024-04-01"
+ ],
+ "tickangle": 90,
+ "tickmode": "array",
+ "tickvals": [
+ "2016-08",
+ "2017-03",
+ "2017-04",
+ "2017-10",
+ "2017-12",
+ "2018-01",
+ "2018-02",
+ "2018-03",
+ "2018-08",
+ "2018-09",
+ "2018-10",
+ "2019-01",
+ "2019-03",
+ "2019-08",
+ "2019-09",
+ "2019-10",
+ "2019-11",
+ "2020-01",
+ "2020-03",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-07",
+ "2020-08",
+ "2020-09",
+ "2020-10",
+ "2020-11",
+ "2020-12",
+ "2021-01",
+ "2021-04",
+ "2021-06",
+ "2021-09",
+ "2021-10",
+ "2022-03",
+ "2022-05",
+ "2022-07",
+ "2022-08",
+ "2022-09",
+ "2022-10",
+ "2022-12",
+ "2023-05",
+ "2023-07",
+ "2023-10",
+ "2023-12",
+ "2024-02",
+ "2021-12",
+ "2023-02",
+ "2023-04",
+ "2021-07",
+ "2021-08",
+ "2022-02",
+ "2022-06",
+ "2022-11",
+ "2023-11",
+ "2024-03",
+ "2023-01",
+ "2023-03",
+ "2023-08",
+ "2023-09",
+ "2024-04",
+ "2017-01",
+ "2017-05",
+ "2017-06",
+ "2017-07",
+ "2017-08",
+ "2017-09",
+ "2017-11",
+ "2018-04",
+ "2018-05",
+ "2018-06",
+ "2018-07",
+ "2018-11",
+ "2018-12",
+ "2019-02",
+ "2019-04",
+ "2019-06",
+ "2019-07",
+ "2014-09",
+ "2014-12",
+ "2015-07",
+ "2019-05",
+ "2014-11",
+ "2015-02",
+ "2015-03",
+ "2015-04",
+ "2015-06",
+ "2015-08",
+ "2015-10",
+ "2015-12",
+ "2016-01",
+ "2016-02",
+ "2016-03",
+ "2016-04",
+ "2016-05",
+ "2016-06",
+ "2016-07",
+ "2016-11",
+ "2016-12",
+ "2019-12",
+ "2020-02",
+ "2021-03",
+ "2021-11",
+ "2023-06",
+ "2021-02",
+ "2022-04"
+ ],
+ "title": {
+ "text": "Year-Month"
+ },
+ "type": "date"
+ },
+ "yaxis": {
+ "autorange": true,
+ "range": [
+ -0.8888888888888893,
+ 36.888888888888886
+ ],
+ "title": {
+ "text": "Number of Comments"
+ },
+ "type": "linear"
+ }
+ }
+ },
+ "image/png": "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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import plotly.graph_objs as go\n",
+ "\n",
+ "# Create a time-series plot of comments over time\n",
+ "# Step 1: Filter for Ironhack comments\n",
+ "ironhack_comments = comments[comments['school_name'].str.lower() == 'ironhack']\n",
+ "\n",
+ "# Step 2: Create a new column for year_month from the created_at column\n",
+ "ironhack_comments['year_month'] = pd.to_datetime(ironhack_comments['created_at']).dt.to_period('M')\n",
+ "\n",
+ "# Step 3: Group by course_name and year_month to count the number of comments\n",
+ "trend_analysis1 = ironhack_comments.groupby(['program', 'year_month']).size().reset_index(name='num_comments')\n",
+ "\n",
+ "# Step 4: Plot the time-series data using Plotly\n",
+ "fig = go.Figure()\n",
+ "for course in trend_analysis1['program'].unique():\n",
+ " course_data = trend_analysis1[trend_analysis1['program'] == course]\n",
+ " fig.add_trace(go.Scatter(x=course_data['year_month'].astype(str), y=course_data['num_comments'], mode='lines', name=course))\n",
+ "\n",
+ "fig.update_layout(\n",
+ " title='Trend Analysis of Comments Over Time',\n",
+ " xaxis_title='Year-Month',\n",
+ " yaxis_title='Number of Comments',\n",
+ " xaxis=dict(tickmode='array', tickvals=[str(x) for x in trend_analysis1['year_month'].unique()], tickangle=90),\n",
+ " width=2000, \n",
+ " height=600\n",
+ ")\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1ae86828-8e26-4048-9e77-1bd57bc17940",
+ "metadata": {},
+ "source": [
+ "## Price Comparison Analysis\n",
+ "\n",
+ "**Price Comparison Analysis**\n",
+ "**Objective**: Compare the pricing of Ironhack's courses with its competitors.\n",
+ "\n",
+ "Analysis Steps:\n",
+ "\n",
+ "- Average Price Comparison:\n",
+ "Compare the price_min and price_max for each school.\n",
+ "- Price Range Analysis:\n",
+ "Analyze and visualize the price ranges of courses offered by Ironhack versus competitors."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 248,
+ "id": "310d9ff1-463d-4295-8248-f5060887876f",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Average price comparison\n",
+ "avg_prices = schools[['school_name', 'price_min', 'price_max']]\n",
+ "\n",
+ "# Plotting average prices\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.bar(avg_prices['school_name'], avg_prices['price_min'], label='Minimum Price')\n",
+ "plt.bar(avg_prices['school_name'], avg_prices['price_max'], bottom=avg_prices['price_min'], label='Maximum Price')\n",
+ "plt.xlabel('School Name')\n",
+ "plt.ylabel('Price')\n",
+ "plt.title('Price Comparison of Bootcamps')\n",
+ "plt.legend()\n",
+ "plt.xticks(rotation=45)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ed57ae3c-eb02-4aec-9c26-46d8748725f2",
+ "metadata": {},
+ "source": [
+ "## Value for Money Analysis\n",
+ "\n",
+ "**Objective**: Assess whether the prices charged by Ironhack offer good value for money compared to its competitors based on ratings.\n",
+ "\n",
+ "Analysis Steps:\n",
+ "\n",
+ "- Price vs. Rating Correlation:\n",
+ "Analyze the correlation between course prices and overall ratings.\n",
+ "- Price per Rating Point:\n",
+ "Calculate the price per rating point for each school to understand value for money."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 271,
+ "id": "800382b1-6b2b-490c-b5c0-87339d108741",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Merge schools with comments to get ratings\n",
+ "merged_df1 = pd.merge(schools, comments, on='school_id')\n",
+ "\n",
+ "# Calculate average rating per school\n",
+ "avg_ratings = merged_df1.groupby('school_name_x')['overall_rating'].mean().reset_index()\n",
+ "\n",
+ "# Merge with price data\n",
+ "price_rating = pd.merge(avg_prices, avg_ratings, left_on='school_name', right_on='school_name_x')\n",
+ "\n",
+ "# Calculate price per rating point\n",
+ "price_rating['price_per_rating'] = (price_rating['price_min'] + price_rating['price_max']) / 2 / price_rating['overall_rating']\n",
+ "\n",
+ "# Plot price per rating point\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.bar(price_rating['school_name'], price_rating['price_per_rating'], color='green')\n",
+ "plt.xlabel('School Name')\n",
+ "plt.ylabel('Price per Rating Point')\n",
+ "plt.title('Value for Money: Price per Rating Point')\n",
+ "plt.xticks(rotation=45)\n",
+ "plt.show()\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 301,
+ "id": "85114b06-bbd2-4708-9fa5-1cf7f8573520",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAABUMAAANVCAYAAABS+u8qAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAADZyklEQVR4nOzdeXhN1/7H8c9JIqPkyIAkJEIRMYe0ippqrJkOxhBjZ7Rcqi2lqtoqpde9qi3SqvFWuVqtuTEPEWJMFaWhouaEIOP+/ZFr/3okWtFo6Hm/nuc8ctZae+/v3ld762OtvSyGYRgCAAAAAAAAgL85h8IuAAAAAAAAAAD+CoShAAAAAAAAAOwCYSgAAAAAAAAAu0AYCgAAAAAAAMAuEIYCAAAAAAAAsAuEoQAAAAAAAADsAmEoAAAAAAAAALtAGAoAAAAAAADALhCGAgAAAAAAALALhKEAAAB2Jjo6WhaLxfw4OTmpdOnS6tOnj3755ZfbOkdUVJRCQkLubqH3gOPHj9s8KwcHB3l7e6tp06ZatWrVHZ933rx5mjJlSp59FotFY8aMueNzAwAA4NYshmEYhV0EAAAA/jrR0dHq06ePZs+erUqVKunatWvasGGDJkyYoMDAQO3bt08eHh6/e46jR48qJSVF4eHhf1HVheP48eMqW7asXnzxRXXv3l1ZWVn64YcfNHbsWJ06dUrr1q1Tw4YN833etm3bav/+/Tp+/Hiuvm3btql06dIqXbp0AdwBAAAAfsupsAsAAABA4ahataoiIiIkSU2aNFFWVpbGjRunpUuXqkePHnkec/XqVbm7u+uBBx74K0stdMHBwXr44YclSfXr11eFChXUqFEjzZw5847C0N9z4zoAAAAoeCyTBwAAgKT/D+F+/vlnSTlL4YsWLap9+/apRYsW8vT0VNOmTc2+m5fJZ2dn65///Kdq1qwpNzc3FStWTA8//LCWLVtmM27hwoWqW7euPDw8VLRoUbVs2VK7d+/+3dr27Nkji8WimTNn5ur77rvvZLFYzOucPXtWAwcOVFBQkFxcXFS8eHHVr19fa9asuaPnkpcbIfKvv/5q0/6vf/1LDRs2VIkSJeTh4aFq1arpvffeU0ZGhjmmcePGWr58uX7++WebJfg33LxM/sZrDb7//ns9++yz8vPzk6+vrzp37qxTp07ZXD8tLU1Dhw6Vv7+/3N3d1bBhQ8XFxSkkJERRUVEFdv8AAAD3K2aGAgAAQJJ05MgRSVLx4sXNtvT0dLVv315PP/20XnnlFWVmZt7y+KioKH3xxRfq16+f3nzzTTk7O2vXrl02S8Hffvttvf766+rTp49ef/11paena+LEiWrQoIF27NihypUr53nuGjVqKDw8XLNnz1a/fv1s+qKjo1WiRAm1bt1akhQZGaldu3Zp/Pjxqlixoi5duqRdu3bp/Pnzd/pocjl27JgkqWLFijbtR48eVffu3VW2bFk5Oztrz549Gj9+vH744QfNmjVLkvTvf/9bAwcO1NGjR7VkyZLbvmb//v3Vpk0bzZs3TydOnNA//vEP9ezZU+vWrTPH9OnTRwsXLtTw4cP16KOP6uDBg+rUqZNSUlIK4K4BAADuf4ShAAAAdiorK0uZmZm6fv261q9fr7feekuenp5q3769OSYjI0OjR49Wnz59fvdcGzdu1Jw5c/Taa6/prbfeMttbtWpl/nzixAm98cYbeuGFF/Thhx+a7c2bN1eFChU0duxYLVy48JbX6NOnjwYNGqQff/zRDCEvXryo//73v3rhhRfk5JTzn7abN29W//79NWDAAPPYDh063OZTyVt2drYyMzPNd4Y+++yzCggI0Msvv2wzbvLkyTbHNGjQQL6+vurTp48mTZokb29vVa5cWcWKFZOLi0u+lsS3atXK5rlduHBBw4cP1+nTp+Xv76+DBw9q/vz5GjFihCZMmCAp59mWLFlS3bp1+1P3DwAA8HfBMnkAAAA79fDDD6tIkSLy9PRU27Zt5e/vr++++04lS5a0Gff444//4bm+++47SdLzzz9/yzErV65UZmamevXqpczMTPPj6uqqRo0aKSYm5nev0aNHD7m4uCg6Otpsmz9/vtLS0mzC2oceekjR0dF66623tG3bNpsl6ndqxIgRKlKkiFxdXVWzZk3t379fX3/9da5XBezevVvt27eXr6+vHB0dVaRIEfXq1UtZWVn68ccf/1QNvw2pJal69eqS/v+1BuvXr5ckPfXUUzbjnnjiCTMoBgAAsHeEoQAAAHbq888/V2xsrHbv3q1Tp05p7969ql+/vs0Yd3d3eXl5/eG5zp49K0dHR/n7+99yzI33az744IMqUqSIzWfhwoU6d+7c717Dx8dH7du31+eff66srCxJOUvkH3roIVWpUsUct3DhQvXu3Vuffvqp6tatKx8fH/Xq1UunT5/+w/u4lcGDBys2NlabNm3S+++/r4yMDHXo0MFm6X1iYqIaNGigX375RVOnTtXGjRsVGxurf/3rX5Kka9eu3fH1JcnX19fmu4uLi815b9Ryc5jt5OSU61gAAAB7xV8RAwAA2KmwsDBzI6Bb+e3GPr+nePHiysrK0unTpxUQEJDnGD8/P0nSl19+qTJlyuSv2P/p06eP/vOf/2j16tUKDg5WbGyspk+fnus6U6ZM0ZQpU5SYmKhly5bplVde0ZkzZ7RixYo7um7p0qXNZ1W/fn35+/urZ8+eeuONNzRt2jRJ0tKlS5WamqqvvvrK5v7i4+Pv6Jr5dSPw/PXXX1WqVCmzPTMzs0DflwoAAHA/Y2YoAAAA/rTHHntMknIFk7/VsmVLOTk56ejRo4qIiMjz80datGihUqVKafbs2Zo9e7ZcXV1/932YwcHBeuGFF9S8eXPt2rUr/zd2Cz169FDjxo31ySefmMvUbwTHN2ZsSpJhGPrkk09yHe/i4vKnZ4rerGHDhpKU672rX3755e9ufAUAAGBPmBkKAACAP61BgwaKjIzUW2+9pV9//VVt27aVi4uLdu/eLXd3d7344osKCQnRm2++qddee00//fSTWrVqJW9vb/3666/asWOHPDw8NHbs2N+9jqOjo3r16qXJkyfLy8tLnTt3ltVqNfuTk5PVpEkTde/eXZUqVZKnp6diY2O1YsUKde7c2Rz35ptv6s0339TatWvVqFGjO7rnd999V3Xq1NG4ceP06aefqnnz5nJ2dla3bt00fPhwXb9+XdOnT9fFixdzHVutWjV99dVXmj59umrXri0HB4fbCoN/T5UqVdStWzdNmjRJjo6OevTRR3XgwAFNmjRJVqtVDg7MgwAAACAMBQAAQIGIjo5WrVq1NHPmTEVHR8vNzU2VK1fWq6++ao4ZOXKkKleurKlTp5qbH/n7++vBBx/UM888c1vX6dOnjyZMmKCzZ8/m2uXe1dVVderU0Zw5c3T8+HFlZGQoODhYI0aM0PDhw81x2dnZysrKkmEYd3y/Dz30kJ588kl99tlnGjlypCpVqqTFixfr9ddfV+fOneXr66vu3bvr5ZdfNmfO3jB48GAdOHBAr776qpKTk2UYxp+q5YbZs2crICBAM2fO1AcffKCaNWtq0aJFatWqlYoVK/anzw8AAHC/sxgF8V9dAAAAAO5JW7ZsUf369TV37lx17969sMsBAAAoVIShAAAAwN/E6tWrtXXrVtWuXVtubm7as2eP3nnnHVmtVu3du1eurq6FXSIAAEChYpk8AAAA8Dfh5eWlVatWacqUKbp8+bL8/Pz02GOPacKECQShAAAAYmYoAAAAAAAAADvBlpIAAAAAAAAA7AJhKAAAAAAAAAC7QBgKAAAAAAAAwC6wgVIBys7O1qlTp+Tp6SmLxVLY5QAAAAAAAAD3FcMwdPnyZQUGBsrBoeDncRKGFqBTp04pKCiosMsAAAAAAAAA7msnTpxQ6dKlC/y8hKEFyNPTU1LO/1heXl6FXA0AAAAAAABwf0lJSVFQUJCZsxU0wtACdGNpvJeXF2EoAAAAAAAAcIfu1iso2UAJAAAAAAAAgF0gDAUAAAAAAABgFwhDAQAAAAAAANiFQg1DN2zYoHbt2ikwMFAWi0VLly616bdYLHl+Jk6caI5p3Lhxrv6uXbvanOfixYuKjIyU1WqV1WpVZGSkLl26ZDMmMTFR7dq1k4eHh/z8/DRo0CClp6ffrVsHAAAAAAAA8Bcr1DA0NTVVNWrU0LRp0/LsT0pKsvnMmjVLFotFjz/+uM24AQMG2IybMWOGTX/37t0VHx+vFStWaMWKFYqPj1dkZKTZn5WVpTZt2ig1NVWbNm3SggULtHjxYg0dOrTgbxoAAAAAAABAoSjU3eQfe+wxPfbYY7fs9/f3t/n+3//+V02aNFG5cuVs2t3d3XONvSEhIUErVqzQtm3bVKdOHUnSJ598orp16+rQoUMKDQ3VqlWrdPDgQZ04cUKBgYGSpEmTJikqKkrjx49nZ3gAAAAAAADgb+C+eWfor7/+quXLl6tfv365+ubOnSs/Pz9VqVJFw4YN0+XLl82+rVu3ymq1mkGoJD388MOyWq3asmWLOaZq1apmECpJLVu2VFpamuLi4m5ZU1pamlJSUmw+AAAAAAAAAO5NhTozND8+++wzeXp6qnPnzjbtPXr0UNmyZeXv76/9+/dr5MiR2rNnj1avXi1JOn36tEqUKJHrfCVKlNDp06fNMSVLlrTp9/b2lrOzszkmLxMmTNDYsWP/7K0BAAAAAAAA+AvcN2HorFmz1KNHD7m6utq0DxgwwPy5atWqqlChgiIiIrRr1y7VqlVLUs5GTDczDMOm/XbG3GzkyJF6+eWXze8pKSkKCgq6/ZsCAAAAAAAA8Je5L5bJb9y4UYcOHVL//v3/cGytWrVUpEgRHT58WFLOe0d//fXXXOPOnj1rzgb19/fPNQP04sWLysjIyDVj9LdcXFzk5eVl8wEAAAAAAABwb7ovwtCZM2eqdu3aqlGjxh+OPXDggDIyMhQQECBJqlu3rpKTk7Vjxw5zzPbt25WcnKx69eqZY/bv36+kpCRzzKpVq+Ti4qLatWsX8N0AAAAAAAAAKAyFukz+ypUrOnLkiPn92LFjio+Pl4+Pj4KDgyXlLD3/z3/+o0mTJuU6/ujRo5o7d65at24tPz8/HTx4UEOHDlV4eLjq168vSQoLC1OrVq00YMAAzZgxQ5I0cOBAtW3bVqGhoZKkFi1aqHLlyoqMjNTEiRN14cIFDRs2TAMGDGC2JwAAAAAAAPA3UagzQ3fu3Knw8HCFh4dLkl5++WWFh4dr9OjR5pgFCxbIMAx169Yt1/HOzs5au3atWrZsqdDQUA0aNEgtWrTQmjVr5OjoaI6bO3euqlWrphYtWqhFixaqXr265syZY/Y7Ojpq+fLlcnV1Vf369fXUU0+pY8eOev/99+/i3QMAAAAAAAD4K1kMwzAKu4i/i5SUFFmtViUnJzOjFAAAAAAAAMinu52v3RfvDAUAAAAAAACAP4swFAAAAAAAAIBdIAwFAAAAAAAAYBcIQwEAAAAAAADYBcJQAAAAAAAAAHaBMBQAAAAAAACAXSAMBQAAAAAAAGAXCEMBAAAAAMDfWlRUlDp27Gh+b9y4sYYMGVJo9QAoPE6FXQAAAAAAAMCYMWO0dOlSxcfH3/VrffXVVypSpMhdvw6Aew9hKAAAAAAAsCs+Pj6FXQKAQsIyeQAAAAAAUCBWrFihRx55RMWKFZOvr6/atm2ro0ePmv0nT55U165d5ePjIw8PD0VERGj79u2Kjo7W2LFjtWfPHlksFlksFkVHR+v48eOyWCw2s0UvXboki8WimJgYSVJWVpb69eunsmXLys3NTaGhoZo6derv1vnbZfIxMTHmNX/7iYqKMsd//fXXql27tlxdXVWuXDmNHTtWmZmZBfXYAPyFmBkKAAAAAAAKRGpqql5++WVVq1ZNqampGj16tDp16qT4+HhdvXpVjRo1UqlSpbRs2TL5+/tr165dys7OVpcuXbR//36tWLFCa9askSRZrVb9+uuvf3jN7OxslS5dWosWLZKfn5+2bNmigQMHKiAgQE899dQfHl+vXj0lJSWZ3xMSEtS6dWs1bNhQkrRy5Ur17NlTH374oRo0aKCjR49q4MCBkqQ33njjTh4TgEJEGAoAAAAAAArE448/bvN95syZKlGihA4ePKgtW7bo7Nmzio2NNZeply9f3hxbtGhROTk5yd/fP1/XLFKkiMaOHWt+L1u2rLZs2aJFixbdVhjq7OxsXvP8+fMaMGCA+vbtq759+0qSxo8fr1deeUW9e/eWJJUrV07jxo3T8OHDCUOB+xBhKAAAAAAAKBBHjx7VqFGjtG3bNp07d07Z2dmSpMTERMXHxys8PLzA3teZnS0dPy5dviwtW/aRliz5VD///LOuXbum9PR01axZM1/ny8jI0OOPP67g4GCbZfZxcXGKjY3V+PHjzbasrCxdv35dV69elbu7e4HcD4C/BmEoAAAAAAAoEO3atVNQUJA++eQTBQYGKjs7W1WrVlV6errc3NzyfT4Hh5ytTgzDMNsyMjIkSfPmSenp0uHDixQb+5Jat56kkSPrqkYNT02cOFHbt2/P17WeffZZJSYmKjY2Vk5O/x+XZGdna+zYsercuXOuY1xdXfN9TwAKF2EoAAAAAAD4086fP6+EhATNmDFDDRo0kCRt2rTJ7K9evbo+/fRTXbhwIc/Zoc7OzsrKyrJpK168uCQpKSlJ4eHhkqRly+IlSYcPS7VrSwkJGxUYWE8uLs9pzRqpcmXZbNp0OyZPnqyFCxdq69at8vX1temrVauWDh06ZLOkH8D9izAUAAAAAAD8ad7e3vL19dXHH3+sgIAAJSYm6pVXXjH7u3XrprffflsdO3bUhAkTFBAQoN27dyswMFB169ZVSEiIjh07pvj4eJUuXVqenp5yc3PTww8/rHfeeUchISE6c+acxox5XZIUEiJ5eUm+vuW1b9/ncnZeqWPHyur55+coLi5WZcuWva2616xZo+HDh+tf//qX/Pz8dPr0aUmSm5ubrFarRo8erbZt2yooKEhPPvmkHBwctHfvXu3bt09vvfVWgT9HAHeXQ2EXAAAAAAAA7n8ODg5asGCB4uLiVLVqVb300kuaOHGi2e/s7KxVq1apRIkSat26tapVq6Z33nlHjo6OknI2X2rVqpWaNGmi4sWLa/78+ZKkWbNmKSMjQxEREXr++cEKDc0JIC2WnPNGRDyjsLDOWry4i2Ji6uiXX86rR4/nbrvuTZs2KSsrS88884wCAgLMz+DBgyVJLVu21DfffKPVq1frwQcf1MMPP6zJkyerTJkyBfHYAPzFLMZvX7yBPyUlJUVWq1XJycny8vIq7HIAAAAAAPhb2bdPGjdOCg2V/peh2sjMlH78URo1SqpW7a+vD8Cfd7fzNWaGAgAAAACA+4Knp+TqKqWm5t2fmprT7+n519YF4P5BGAoAAAAAAO4LwcFSpUrSiRPSzetcDUM6eVIKC8sZBwB5IQwFAAAAAAD3BQcHqVMnyc9POnhQSk7OWRqfnJzz3c9P6tgxZxwA5IV/PQAAAAAAgPtGWJg0aJAUHi6dP5/zjtDz56VatXLaw8IKu0IA9zKnwi4AAAAAAAAgP8LCcjZRSkyULl/OeUdocDAzQgH8McJQAAAAAABw33FwkEJCCrsKAPcb/s4EAAAAAAAAgF0gDAUAAAAAAABgFwhDAQAAAAAAANgFwlAAAAAAAAAAdoEwFAAAAAAAAIBdIAwFAAAAAAAAYBcIQwEAAAAAAADYBcJQAAAAAAAAAHaBMBQAAAAAAACAXSAMBQAAAAAAAGAXCEMBAAAAAAAA2AXCUAAAAAAAAAB2gTAUAAAAAAAAgF0gDAUAAAAAAABgFwhDAQAAAAAAANgFwlAAAAAAAAAAdoEwFAAAAAAAAIBdIAwFAAAAAAAAYBcIQwEAAAAAAADYBcJQAAAAAAAAAHaBMBQAAAAAAACAXSAMBQAAAAAAAGAXCEMBAAAAAAAA2AXCUAAAAAAAAAB2gTAUAAAAAAAAgF0gDAUAAAAAAABgFwhDAQAAAAAAANgFwlAAAAAAAAAAdoEwFAAAAAAAAIBdIAwFAAAAAAAAYBcIQwEAAAAAAADYBcJQAAAAAAAAAHaBMBQAAAAAAACAXSAMBQAAAAAAAGAXCEMBAAAAAAAA2AXCUAAAAAAAAAB2gTAUAAAAAAAAgF0gDAUAAAAAAABgFwhDAQAAAAAAANgFwlAAAAAAAAAAdoEwFAAAAAAAAIBdIAwFAAAAAAAAYBcIQwEAAAAAAADYBcJQAAAAAAAAAHaBMBQAAAAAAACAXSAMBQAAAAAAAGAXCEMBAAAAAAAA2AXCUAAAAAAAAAB2gTAUAAAAAAAAgF0gDAUAAAAAAABgFwhDAQAAAAAAANgFwlAAAAAAAAAAdoEwFAAAAAAAAIBdIAwFAAAAAAAAYBcIQwEAAAAAAADYBcJQAAAAAAAAAHaBMBQAAAAAAACAXSAMBQAAAAAAAGAXCEMBAAAAAAAA2AXCUAAAAAAAAAB2gTAUAAAAAAAAgF0gDAUAAAAAAABgFwhDAQAAAAAAANgFwlAAAAAAAAAAdoEwFAAAAAAAAIBdIAwFAAAAAAAAYBcIQwEAAAAAAADYBcJQAAAAAAAAAHahUMPQDRs2qF27dgoMDJTFYtHSpUtt+qOiomSxWGw+Dz/8sM2YtLQ0vfjii/Lz85OHh4fat2+vkydP2oy5ePGiIiMjZbVaZbVaFRkZqUuXLtmMSUxMVLt27eTh4SE/Pz8NGjRI6enpd+O2AQAAAAAAABSCQg1DU1NTVaNGDU2bNu2WY1q1aqWkpCTz8+2339r0DxkyREuWLNGCBQu0adMmXblyRW3btlVWVpY5pnv37oqPj9eKFSu0YsUKxcfHKzIy0uzPyspSmzZtlJqaqk2bNmnBggVavHixhg4dWvA3DQAAAAAAAKBQOBXmxR977DE99thjvzvGxcVF/v7+efYlJydr5syZmjNnjpo1ayZJ+uKLLxQUFKQ1a9aoZcuWSkhI0IoVK7Rt2zbVqVNHkvTJJ5+obt26OnTokEJDQ7Vq1SodPHhQJ06cUGBgoCRp0qRJioqK0vjx4+Xl5VWAdw0AAAAAAACgMNzz7wyNiYlRiRIlVLFiRQ0YMEBnzpwx++Li4pSRkaEWLVqYbYGBgapataq2bNkiSdq6dausVqsZhErSww8/LKvVajOmatWqZhAqSS1btlRaWpri4uJuWVtaWppSUlJsPgAAAAAAAADuTfd0GPrYY49p7ty5WrdunSZNmqTY2Fg9+uijSktLkySdPn1azs7O8vb2tjmuZMmSOn36tDmmRIkSuc5dokQJmzElS5a06ff29pazs7M5Ji8TJkww30NqtVoVFBT0p+4XAAAAAAAAwN1TqMvk/0iXLl3Mn6tWraqIiAiVKVNGy5cvV+fOnW95nGEYslgs5vff/vxnxtxs5MiRevnll83vKSkpBKIAAAAAAADAPeqenhl6s4CAAJUpU0aHDx+WJPn7+ys9PV0XL160GXfmzBlzpqe/v79+/fXXXOc6e/aszZibZ4BevHhRGRkZuWaM/paLi4u8vLxsPgAAAAAAAADuTfdVGHr+/HmdOHFCAQEBkqTatWurSJEiWr16tTkmKSlJ+/fvV7169SRJdevWVXJysnbs2GGO2b59u5KTk23G7N+/X0lJSeaYVatWycXFRbVr1/4rbg0AAAAAAADAXVaoy+SvXLmiI0eOmN+PHTum+Ph4+fj4yMfHR2PGjNHjjz+ugIAAHT9+XK+++qr8/PzUqVMnSZLValW/fv00dOhQ+fr6ysfHR8OGDVO1atXM3eXDwsLUqlUrDRgwQDNmzJAkDRw4UG3btlVoaKgkqUWLFqpcubIiIyM1ceJEXbhwQcOGDdOAAQOY7QkAAAAAAAD8TRRqGLpz5041adLE/H7j/Zu9e/fW9OnTtW/fPn3++ee6dOmSAgIC1KRJEy1cuFCenp7mMR988IGcnJz01FNP6dq1a2ratKmio6Pl6Ohojpk7d64GDRpk7jrfvn17TZs2zex3dHTU8uXL9dxzz6l+/fpyc3NT9+7d9f7779/tRwAAAAAAAADgL2IxDMMo7CL+LlJSUmS1WpWcnMyMUgAAAAAAACCf7na+dl+9MxQAAAAAAAAA7hRhKAAAAAAAAAC7QBgKAAAAAAAAwC4QhgIAAAAAAACwC4ShAAAAAAAAAOwCYSgAAAAAAAAAu0AYCgAAAAAAAMAuEIYCAAAAAAAAsAuEoQAAAAAAAADsAmEoAAAAAAAAALtAGAoAAAAAAADALhCGAgAAAAAAALALhKEAAAAAAAAA7AJhKAAAAAAAAAC7QBgKAAAAAAAAwC4QhgIAAAAAAACwC4ShAAAAAAAAAOwCYSgAAAAAAAAAu0AYCgAAAAAAAMAuEIYCAAAAAAAAsAuEoQAAAAAAAADsAmEoAAAAAAAAALtAGAoAAAAAAADALhCGAgAAAAAAALALhKEAAAAAAAAA7AJhKAAAAAAAAAC7QBgKAAAAAAAAwC4QhgIAAAAAAACwC4ShAAAAAAAAAOwCYSgAAAAAAAAAu0AYCgAAAAAAAMAuEIYCAAAAAAAAsAuEoQAAAAAAAADsAmEoAAAAAAAAALtAGAoAAAAAAADALhCGAgAAAAAAALALhKEAAAAAAAAA7AJhKAAAAAAAAAC7QBgKAAAAAAAAwC4QhgIAAAAAAACwC4ShAAAAAAAAAOwCYSgAAAAAAAAAu0AYCgAAAAAAAMAuEIYCAAAAAAAAsAuEoQAAAAAAAADsAmEoAAAAAAAAALtAGAoAAAAAAADALhCGAgAAAAAAALALhKEAAAAAAAAA7AJhKAAAAAAAAAC7QBgKAAAAAAAAwC4QhgIAAAAAAACwC4ShAAAAAAAAAOwCYSgAAAAAAAAAu0AYCgAAAAAAAMAuEIYCAAAAAAAAsAuEoQAAAAAAAADsAmEoAAAAAAAAALtAGAoAAAAAAADALhCGAgAAAAAAALALhKEAAAAAAAAA7AJhKAAAAAAAAAC7QBgKAAAAAAAAwC4QhgIAAAAAAACwC4ShAAAAAAAAAOwCYSgAAAAAAAAAu0AYCgAAAAAAAMAuEIYCAAAAAAAAsAuEoQAAAAAAAADsAmEoAAAAAAAAALtAGAoAAAAAAADALhCGAgAAAAAAALALhKEAAAAAAAAA7AJhKAAAAAAAAAC7QBgKAAAAAAAAwC4QhgIAAAAAAACwC4ShAAAAAAAAAOwCYSgAAAAAAAAAu0AYCgAAAAAAAMAuEIYCAAAAAAAAsAuEoQAAAAAAAADsAmEoAAAAAAAAALtAGAoAAAAAAADALhCGAgAAAAAAALALhKEAAAAAAAAA7AJhKAAAAAAAAAC7QBgKAAAAAAAAwC4QhgIAAAAAAACwC4ShAAAAAAAAAOwCYSgAAAAAAAAAu0AYCgAAAAAAAMAuEIYCAAAAAAAAsAuFGoZu2LBB7dq1U2BgoCwWi5YuXWr2ZWRkaMSIEapWrZo8PDwUGBioXr166dSpUzbnaNy4sSwWi82na9euNmMuXryoyMhIWa1WWa1WRUZG6tKlSzZjEhMT1a5dO3l4eMjPz0+DBg1Senr63bp1AAAAAAAAAH+xQg1DU1NTVaNGDU2bNi1X39WrV7Vr1y6NGjVKu3bt0ldffaUff/xR7du3zzV2wIABSkpKMj8zZsyw6e/evbvi4+O1YsUKrVixQvHx8YqMjDT7s7Ky1KZNG6WmpmrTpk1asGCBFi9erKFDhxb8TQMAAAAAAAAoFE6FefHHHntMjz32WJ59VqtVq1evtmn75z//qYceekiJiYkKDg42293d3eXv75/neRISErRixQpt27ZNderUkSR98sknqlu3rg4dOqTQ0FCtWrVKBw8e1IkTJxQYGChJmjRpkqKiojR+/Hh5eXkVxO0CAAAAAAAAKET31TtDk5OTZbFYVKxYMZv2uXPnys/PT1WqVNGwYcN0+fJls2/r1q2yWq1mECpJDz/8sKxWq7Zs2WKOqVq1qhmESlLLli2VlpamuLi4W9aTlpamlJQUmw8AAAAAAACAe1OhzgzNj+vXr+uVV15R9+7dbWZq9ujRQ2XLlpW/v7/279+vkSNHas+ePeas0tOnT6tEiRK5zleiRAmdPn3aHFOyZEmbfm9vbzk7O5tj8jJhwgSNHTu2IG4PAAAAAAAAwF12X4ShGRkZ6tq1q7Kzs/Xvf//bpm/AgAHmz1WrVlWFChUUERGhXbt2qVatWpIki8WS65yGYdi0386Ym40cOVIvv/yy+T0lJUVBQUG3f2MAAAAAAAAA/jL3/DL5jIwMPfXUUzp27JhWr179h+/vrFWrlooUKaLDhw9Lkvz9/fXrr7/mGnf27FlzNqi/v3+uGaAXL15URkZGrhmjv+Xi4iIvLy+bDwAAAAAAAIB70z0dht4IQg8fPqw1a9bI19f3D485cOCAMjIyFBAQIEmqW7eukpOTtWPHDnPM9u3blZycrHr16plj9u/fr6SkJHPMqlWr5OLiotq1axfwXQEAAAAAAAAoDIW6TP7KlSs6cuSI+f3YsWOKj4+Xj4+PAgMD9cQTT2jXrl365ptvlJWVZc7e9PHxkbOzs44ePaq5c+eqdevW8vPz08GDBzV06FCFh4erfv36kqSwsDC1atVKAwYM0IwZMyRJAwcOVNu2bRUaGipJatGihSpXrqzIyEhNnDhRFy5c0LBhwzRgwABmewIAAAAAAAB/ExbDMIzCunhMTIyaNGmSq713794aM2aMypYtm+dx33//vRo3bqwTJ06oZ8+e2r9/v65cuaKgoCC1adNGb7zxhnx8fMzxFy5c0KBBg7Rs2TJJUvv27TVt2jSbXekTExP13HPPad26dXJzc1P37t31/vvvy8XF5bbvJyUlRVarVcnJyYSoAAAAAAAAQD7d7XytUMPQvxvCUAAAAAAAAODO3e187Z5+ZygAAAAAAAAAFBTCUAAAAAAAAAB2gTAUAAAAAAAAgF0gDAUAAAAAAABgFwhDAQAAAAAAANgFwlAAAAAAAAAAdoEwFAAAAAAAAIBdIAwFAAAAAAAAYBcIQwEAAAAAAADYBcJQAAAAAAAAAHaBMBQAAAAAAACAXSAMBQAAAAAAAGAXCEMBAAAAAAAA2AXCUAAAAAAAAAB2gTAUAAAAAAAAgF0gDAUAAAAAAABgFwhDAQAAAAAAANgFwlAAAAAAAAAAdoEwFAAAAAAAAIBdIAwFAAAAAAAAYBcIQwEAAAAAAADYBcJQAAAAAAAAAHaBMBQAAAAAAACAXSAMBQAAAAAAAGAXCEMBAAAAAAAA2AXCUAAAAAAAAAB2gTAUAAAAAAAAgF0gDAUAAAAAAABgFwhDAQAAAAAAANgFwlAAAAAAAAAAdoEwFAAAAAAAAIBdIAwFAAAAAAAAYBcIQwEAAAAAAADYBcJQAAAAAAAAAHaBMBQAAAAAAACAXSAMBQAAAAAAAGAXCEMBAAAAAAAA2AXCUAAAAAAAAAB2gTAUAAAAAAAAgF0gDAUAAAAAAABgFwhDAQAAAAAF7vjx47JYLIqPjy/sUgAAMBGGAgAAAAAAALALhKEAAAAAgHtSenp6YZcAAPibIQwFAAAAANyx7OxsvfvuuypfvrxcXFwUHBys8ePH5xqXlZWlfv36qWzZsnJzc1NoaKimTp1qMyYqKkodO3bUhAkTFBgYqIoVK0qSLBaLli5dajO2WLFiio6OlpQTmr7wwgsKCAiQq6urQkJCNGHCBEnS0KFD1a5dO/O4KVOmyGKxaPny5WZbaGioZsyYIUmKjY1V8+bN5efnJ6vVqkaNGmnXrl3m2L59+6pt27Y2tWRmZsrf31+zZs3K59MDAPzVnAq7AAAAAADA/WvkyJH65JNP9MEHH+iRRx5RUlKSfvjhh1zjsrOzVbp0aS1atEh+fn7asmWLBg4cqICAAD311FPmuLVr18rLy0urV6+WYRi3VcOHH36oZcuWadGiRQoODtaJEyd04sQJSVLjxo01c+ZMZWdny8HBQevXr5efn5/Wr1+vNm3a6PTp0/rxxx/VqFEjSdLly5fVu3dvffjhh5KkSZMmqXXr1jp8+LA8PT3Vv39/NWzYUElJSQoICJAkffvtt7py5YrNfQAA7k3MDAUAAAAA3JHLly9r6tSpeu+999S7d2898MADeuSRR9S/f/9cY4sUKaKxY8fqwQcfVNmyZdWjRw9FRUVp0aJFNuM8PDz06aefqkqVKqpateof1pCdLe3fn6iAgAoqXfoRBQWV0SOPPKJu3bpJkho2bKjLly9r9+7dMgxDGzdu1NChQxUTEyNJ+v7771WyZElVqlRJkvToo4+qZ8+eCgsLU1hYmGbMmKGrV69q/fr1kqR69eopNDRUc+bMMWuYPXu2nnzySRUtWvSOniOAe1fjxo01ZMiQv+x6N2bI/1lLly5V+fLl5ejoaNafV5s9IgwFAAAAANyRhIQEpaWlqWnTprc1/qOPPlJERISKFy+uokWL6pNPPlFiYqLNmGrVqsnZ2fm2znfqlPTOO9LZs1GKj49XjRqheuSRQfr001XmGKvVqpo1ayomJkb79u2Tg4ODnn76ae3Zs0eXL19WTEyMOStUks6cOaNnnnlGFStWlNVqldVq1ZUrV2zq7N+/v2bPnm2OX758ufr27XtbNQPAX+Hpp5/WE088oRMnTmjcuHG3bPszYmJiZLFYdOnSpT99rr8SYSgAAAAA4I64ubnd9thFixbppZdeUt++fbVq1SrFx8erT58+uTZJ8vDwyHWsxWLJtWQ+PT1Dq1dLu3dLoaG1NHjwMTVoME6nT1/T888/pZYtnzDHNm7cWDExMVq/fr0aNWokb29vValSRZs3b1ZMTIwaN25sjo2KilJcXJymTJmiLVu2KD4+Xr6+vjZ19urVSz/99JO2bt2qL774QiEhIWrQoMFtPwsAuJuuXLmiM2fOqGXLlgoMDJSnp2eebfaKMBQAAAAAcEcqVKggNzc3rV279g/Hbty4UfXq1dNzzz2n8PBwlS9fXkePHr2t6xQvXlxJSUnm90OHDuvatau6ckWqXFny8pLc3b304INdFBn5iR56aKFWrVqsc+cuSMoJQzdu3Kh169aZwWejRo20YMECm/eF3qhz0KBBat26tapUqSIXFxedO3fOph5fX1917NhRs2fP1uzZs9WnT5/bug8A97f09HQNHz5cpUqVkoeHh+rUqWO+ciM5OVlubm5asWKFzTFfffWVPDw8dOXKFUnSL7/8oi5dusjb21u+vr7q0KGDjh8/XmB1xMTEmEHno48+KovFcss2SdqyZYsaNmwoNzc3BQUFadCgQUpNTTWvlZaWpuHDhysoKEguLi6qUKGCZs6cqePHj6tJkyaSJG9vb1ksFkVFReXrPgoLYSgAAAAA4I64urpqxIgRGj58uD7//HMdPXpU27Zt08yZM3ONLV++vHbu3KmVK1fqxx9/1KhRoxQbG3tb13n00Uc1bdo07dq1Szt37lTfvs/IwaGIfHwki0XauvUD7d+/QOfO/aALF37UxYv/kZubv1JSikn6//eGfv3112YY2rhxY33xxRcqXry4KleubFPnnDlzlJCQoO3bt6tHjx55zoDt37+/PvvsMyUkJKh37975f3gA7jt9+vTR5s2btWDBAu3du1dPPvmkWrVqpcOHD8tqtapNmzaaO3euzTHz5s1Thw4dVLRoUV29elVNmjRR0aJFtWHDBm3atElFixZVq1atcs2Sv9M66tWrp0OHDkmSFi9erKSkpFu27du3Ty1btlTnzp21d+9eLVy4UJs2bdILL7xgXqtXr15asGCBPvzwQyUkJOijjz5S0aJFFRQUpMWLF0uSDh06pKSkJE2dOvXPPuK/BLvJAwAAAADu2KhRo+Tk5KTRo0fr1KlTCggI0DPPPJNr3DPPPKP4+Hh16dJFFotF3bp103PPPafvvvvuD68xadIk9enTRw0bNlRgYKCGDJmq2Ng4ubjk9Ds7F9Xmze/q/PnDcnBwVEDAg6pf/1ulpubM/7FarQoPD1diYqIZfDZo0EDZ2dk2s0IladasWRo4cKDCw8MVHByst99+W8OGDctVU7NmzRQQEKAqVaooMDAwv48NwH3m6NGjmj9/vk6ePGn+Mz9s2DCtWLFCs2fP1ttvv60ePXqoV69eunr1qtzd3ZWSkqLly5eboeGCBQvk4OCgTz/9VBaLRVLOBmzFihVTTEyMWrRoUSB1lChRQpLk4+Mjf39/ScqzbeLEierevbu5mVKFChX04YcfqlGjRpo+fboSExO1aNEirV69Ws2aNZMklStXzqzFx8fHPHexYsXu+Nn+1QhDAQAAAAB3zMHBQa+99ppee+21XH2/fc+ni4uLuaz8tyZMmGD+HB0dnec1AgMDtXLlSvP78ePStm2X5OeX87127QGqXXuA2Z+cLJ0/L/32lXg7d+60OaePj4+ys7NzXSs8PDzXjNUnnngi17hr167p0qVL6tevX541A/h72bVrlwzDUMWKFW3a09LS5OvrK0lq06aNnJyctGzZMnXt2lWLFy+Wp6enGXLGxcXpyJEjud7Xef369TxfGzJ37lw9/fTT5vfly7/T/v2nZRiGKlSoqP/lqbnquF036vntbFbDMJSdna1jx45p3759cnR0zPWXRvc7wlAAAAAAwH0lOFiqVCln86TKlWUTCBiGdPKkVKtWzriClp2drdOnT2vSpEmyWq1q3759wV8EwD0nOztbjo6OiouLk6Ojo01f0aJFJUnOzs564oknNG/ePHXt2lXz5s1Tly5d5OTkZJ6jdu3auZbSSznvRr5Z+/btVadOHUnSkSNSTEwprV27TBaLo5o1i1P58o5q3lwqX962jvzc09NPP61Bgwbl6gsODtaRI0fydb77BWEoAAAAAOC+4uAgdeoknTghHTwolS4teXhIqak5Qaifn9SxY864gpaYmKiyZcuqdOnSio6ONkMOAH9v4eHhysrK0pkzZ9SgQYNbjuvRo4datGihAwcO6Pvvv9e4cePMvlq1amnhwoUqUaKEvLy8/vCanp6e8vT0VEKC9N//SufOSQ88EK6NG7Pk4nJGiYkN9N//SoMGSWFh+b+nWrVq6cCBAyp/I029SbVq1ZSdna3169eby+R/y9nZWZKUlZWV/4sXIjZQAgAAAADcd8LCcgKA8PCcJfE//pjza61adx4M3I6QkBAZhqETJ06oadOmd+ciAO45FStWNN8J+tVXX+nYsWOKjY3Vu+++q2+//dYc16hRI5UsWVI9evRQSEiIHn74YbOvR48e8vPzU4cOHbRx40YdO3ZM69ev1+DBg3Xy5Mk8r5udLS1ZkhOEVq4slSlTUdWq9dDq1b1ksXyln38+pmnTYvXOO7Z13I4RI0Zo69atev755xUfH6/Dhw9r2bJlevHFFyXl/Puud+/e6tu3r5YuXapjx44pJiZGixYtkiSVKVNGFotF33zzjc6ePasrV67k97EWCv4KCwAAAABwXwoLk0JDpcRE6fLlnHeEBgffnRmhADB79my99dZbGjp0qH755Rf5+vqqbt26at26tTnmxgZxEydO1OjRo22Od3d314YNGzRixAh17txZly9fVqlSpdS0adNbzhRNTJR++EEKCvr/V4J06DBbGza8pdWrhyol5Re5uPiqYcO6atOmdZ7nuJXq1atr/fr1eu2119SgQQMZhqEHHnhAXbp0McdMnz5dr776qp577jmdP39ewcHBevXVVyVJpUqV0tixY/XKK6+oT58+6tWr1y3f/XwvsRi/faM1/pSUlBRZrVYlJyff1nRnAAAAAAAA4Fb27ZPGjcv5i5+bXlUqScrMzJkZP2qUVK3aX1/f3XC38zX+vgwAAAAAAAC4B3l6Sq6uOe9Ezktqak7/TRvU43cQhgIAAAAAAAD3oOBgqVKlnA3jbl7bbRg5m8aFheWMw+0hDAUAAAAAAADuQQ4OUqdOkp+fdPCglJycszQ+OTnnu5+f1LEj70rODx4VAAAAAOBvLSoqSh07drzna4iJiZHFYtGlS5f+kpoA3B/CwqRBg6TwcOn8+Zx3hJ4/L9WqldMeFlbYFd5f2E0eAAAAAIC7bOrUqfrt/sWNGzdWzZo1NWXKlMIrCsB9IywsZxOlxETp8uWcd4QGBzMj9E4QhgIAAAAAcJdZrdbCLgHAfc7BQQoJKewq7n/kxwAAAACAe0p2drbeffddlS9fXi4uLgoODtb48eMlSfv27dOjjz4qNzc3+fr6auDAgbpy5Yp5bFZWll5++WUVK1ZMvr6+Gj58uM2MTEkyDEPvvfeeypUrJzc3N9WoUUNffvml2X/x4kX16NFDxYsXl5ubmypUqKDZs2dLko4fPy6LxaJFixapQYMGcnNz04MPPqgff/xRsbGxioiIUNGiRdWqVSudPXvWPOdvl8lHRUVp/fr1mjp1qiwWiywWi44fP26OjYuLU0REhNzd3VWvXj0dOnSooB8xANgtwlAAAAAAwD1l5MiRevfddzVq1CgdPHhQ8+bNU8mSJXX16lW1atVK3t7eio2N1X/+8x+tWbNGL7zwgnnspEmTNGvWLM2cOVObNm3ShQsXtGTJEpvzv/7665o9e7amT5+uAwcO6KWXXlLPnj21fv16STKv+9133ykhIUHTp0+Xn5+fzTneeOMNvf7669q1a5ecnJzUrVs3DR8+XFOnTtXGjRt19OhRjR49Os/7mzp1qurWrasBAwYoKSlJSUlJCgoKMvtfe+01TZo0STt37pSTk5P69u1bUI8WAOwey+QBAAAAAPeMy5cva+rUqZo2bZp69+4tSXrggQf0yCOP6JNPPtG1a9f0+eefy8PDQ5I0bdo0tWvXTu+++65KliypKVOmaOTIkXr88cclSR999JFWrlxpnj81NVWTJ0/WunXrVLduXUlSuXLltGnTJs2YMUONGjVSYmKiwsPDFRERIUkKyWNd6rBhw9SyZUtJ0uDBg9WtWzetXbtW9evXlyT169dP0dHRed6j1WqVs7Oz3N3d5e/vn6t//PjxatSokSTplVdeUZs2bXT9+nW5urrm93ECAG5CGAoAAAAAuGckJCQoLS1NTZs2zbOvRo0aZhAqSfXr11d2drYOHTokV1dXJSUlmSGnJDk5OSkiIsJcKn/w4EFdv35dzZs3tzl3enq6wsPDJUlPP/2snnjicW3ZskuNGrVQZGRHPfJIPZvx1atXN38uWbKkJKlatWo2bWfOnLmjZ/DbcwcEBEiSzpw5o+Dg4Ds6HwDg/xGGAgAAAADuGW5ubrfsMwxDFoslz75btd8sOztbkrR8+XKVKlXKps/FxUUJCdKePY+pXbufdfz4cq1evUazZjVVz57Pa/bs982xRYoUyXXtm9tuXCu/8jr3nZ4LAGCLd4YCAAAAAO4ZFSpUkJubm9auXZurr3LlyoqPj1dqaqrZtnnzZjk4OKhixYqyWq0KCAjQtm3bzP7MzEzFxcXZnMPFxUWJiYkqX768zefKlSB9+KG0e7dUunRxtWwZpY4dv1D16lM0d+7HSkgouPt0dnZWVlZWwZ0QAHBbmBkKAAAAALhnuLq6asSIERo+fLicnZ1Vv359nT17VgcOHFCPHj30xhtvqHfv3hozZozOnj2rF198UZGRkeZS9cGDB+udd95RhQoVFBYWpsmTJ+vSpUvm+T09PTVs2DC99NJLys7O1iOPPKKUlBRt3rxFMTFFZbH01q+/jpajY22VKFFFmZlpunz5GxUtGqalS6UuXQrmPkNCQrR9+3YdP35cRYsWlY+PT8GcGADwuwhDAQAAAAD3lFGjRsnJyUmjR4/WqVOnFBAQoGeeeUbu7u5auXKlBg8erAcffFDu7u56/PHHNXnyZPPYoUOHKikpSVFRUXJwcFDfvn3VqVMnJScnm2PGjRunEiVKaMKECfrpp59UrFgxhYXVkqvrq6pSRTp/3llr147UpUvHVaSIm4KDG6hjxwVKSJBOnSqYexw2bJh69+6typUr69q1azp27FjBnBgA8Lssxo23SONPS0lJkdVqVXJysry8vAq7HAAAAADAbdq3Txo3TgoNlRwdc/dnZko//iiNGiX9Zp8kAEABu9v5Gu8MBQAAAADYPU9PydVV+s3rSG2kpub0e3r+tXUBAAoWYSgAAAAAwO4FB0uVKkknTkg3r580DOnkSSksLGccAOD+RRgKAAAAALB7Dg5Sp06Sn5908KCUnJyzND45Oee7n5/UsWPOOADA/Yt/jQMAAAAAoJyZn4MGSeHh0vnzOe8IPX9eqlUrpz0srLArBAD8WewmDwCwW40bN1bNmjU1ZcqUu3aN48ePq2zZstq9e7dq1qx5314DAAB7ERaWs4lSYqJ0+XLOO0KDg5kRCgB/F4ShAAC79dVXX6lIkSKFXQYAALjHODhIISGFXQUA4G4gDAUA2C0fH59b9qWnp8vZ2fkvrAYAAAAAcLcx0R8AYLcaN26sIUOGSJJCQkL01ltvKSoqSlarVQMGDJAkLV68WFWqVJGLi4tCQkI0adIkm3OEhITo7bffVt++feXp6ang4GB9/PHHua71008/qUmTJnJ3d1eNGjW0detWs+/8+fPq1q2bSpcuLXd3d1WrVk3z58+3OT47O1vvvvuuypcvLxcXFwUHB2v8+PF53ld2drYGDBigihUr6ueff/4zjwgAAAAA/lYIQwEA+J+JEyeqatWqiouL06hRoxQXF6ennnpKXbt21b59+zRmzBiNGjVK0dHRNsdNmjRJERER2r17t5577jk9++yz+uGHH2zGvPbaaxo2bJji4+NVsWJFdevWTZmZmZKk69evq3bt2vrmm2+0f/9+DRw4UJGRkdq+fbt5/MiRI/Xuu+9q1KhROnjwoObNm6eSJUvmuof09HQ99dRT2rlzpzZt2qQyZcoU/IMCAAAAgPuUxTAMo7CL+LtISUmR1WpVcnKyvLy8CrscAMAf+O0GSiEhIQoPD9eSJUvM/h49eujs2bNatWqV2TZ8+HAtX75cBw4ckJQzM7RBgwaaM2eOJMkwDPn7+2vs2LF65plnzM2NPv30U/Xr10+SdPDgQVWpUkUJCQmqVKlSnrW1adNGYWFhev/993X58mUVL15c06ZNU//+/XONvXGNjRs3auzYsbp27ZqWL18uq9VaYM8KAAAAAP4KdztfY2YoAAD/ExERYfM9ISFB9evXt2mrX7++Dh8+rKysLLOtevXq5s8Wi0X+/v46c+aMzXFVq1bX8ePSvn1SRkaAJJljsrKyNH78eFWvXl2+vr4qWrSoVq1apcTERLOOtLQ0NW3a9Hfr79atm65cuaJVq1YRhAIAAABAHthACQCA//Hw8LD5bhiGLBZLrrab3bwjvcViUXZ2tk3bnDlFlJIiXb8uOTjknPPYsWw1bJizzP6DDz7QlClTVK1aNXl4eGjIkCFKT0+XJLm5ud1W/a1bt9YXX3yhbdu26dFHH72tYwAAAADAnjAzFACAW6hcubI2bdpk07ZlyxZVrFhRjo6Ot3WOI0dyfj10SPLzk0JDpRub2C9eLCUkSBs3blSHDh3Us2dP1ahRQ+XKldPhw4fNc1SoUEFubm5au3bt717r2Wef1TvvvKP27dtr/fr1t3+jAAAAAGAnmBkKAMAtDB06VA8++KDGjRunLl26aOvWrZo2bZr+/e9/39bx2dnSypU5P5crJ9143c2NX5OTpaVLpQceKK+vvlqsLVu2yNvbW5MnT9bp06cVFhYmSXJ1ddWIESM0fPhwOTs7q379+jp79qwOHDhgvof0hhdffFFZWVlq27atvvvuOz3yyCMF8SgAAAAA4G+BMBQAgFuoVauWFi1apNGjR2vcuHEKCAjQm2++qaioqNs6PjFROno05+ebVttLkooXz5kZ+vLLo3T8+DG1bNlS7u7uGjhwoDp27Kjk5GRz7KhRo+Tk5KTRo0fr1KlTCggI0DPPPJPndYcMGaLs7Gy1bt1aK1asUL169fJ76wAAAADwt8Ru8gWI3eQBAL+1b580blzO0vi8VtVnZko//iiNGiVVq/bX1wcAAAAA9xp2kwcA4D7l6Sm5ukqpqXn3p6bm9Ht6/rV1AQAAAIC9IgwFAOAuCQ6WKlWSTpyQbl6HYRjSyZNSWFjOOAAAAADA3UcYCgDAXeLgIHXqlLOL/MGDORsmZWbm/HrwYE57x4454wAAAAAAdx9//AIA4C4KC5MGDZLCw6Xz53PeEXr+vFSrVk77/zaMBwAAAAD8BdhNHgCAuywsLGcTpcRE6fLlnHeEBgczIxQAAAAA/mqF+sewDRs2qF27dgoMDJTFYtHSpUtt+g3D0JgxYxQYGCg3Nzc1btxYBw4csBmTlpamF198UX5+fvLw8FD79u118uRJmzEXL15UZGSkrFarrFarIiMjdenSJZsxiYmJateunTw8POTn56dBgwYpPT39btw2AMAOOThIISE5u8aHhBCEAgAAAEBhKNQ/iqWmpqpGjRqaNm1anv3vvfeeJk+erGnTpik2Nlb+/v5q3ry5Ll++bI4ZMmSIlixZogULFmjTpk26cuWK2rZtq6ysLHNM9+7dFR8frxUrVmjFihWKj49XZGSk2Z+VlaU2bdooNTVVmzZt0oIFC7R48WINHTr07t08AAAAAAAAgL+UxTBu3t+2cFgsFi1ZskQdO3aUlDMrNDAwUEOGDNGIESMk5cwCLVmypN599109/fTTSk5OVvHixTVnzhx16dJFknTq1CkFBQXp22+/VcuWLZWQkKDKlStr27ZtqlOnjiRp27Ztqlu3rn744QeFhobqu+++U9u2bXXixAkFBgZKkhYsWKCoqCidOXNGXl5et3UPKSkpslqtSk5Ovu1jAAAAAAAAAOS42/naPbtI79ixYzp9+rRatGhhtrm4uKhRo0basmWLJCkuLk4ZGRk2YwIDA1W1alVzzNatW2W1Ws0gVJIefvhhWa1WmzFVq1Y1g1BJatmypdLS0hQXF3fLGtPS0pSSkmLzAQAAAAAAAHBvumfD0NOnT0uSSpYsadNesmRJs+/06dNydnaWt7f3744pUaJErvOXKFHCZszN1/H29pazs7M5Ji8TJkww30NqtVoVFBSUz7sEAAAAAAAA8Fe5Z8PQGywWi813wzBytd3s5jF5jb+TMTcbOXKkkpOTzc+JEyd+ty4AAAAAAAAAheeeDUP9/f0lKdfMzDNnzpizOP39/ZWenq6LFy/+7phff/011/nPnj1rM+bm61y8eFEZGRm5Zoz+louLi7y8vGw+AAAAAAAAAO5N92wYWrZsWfn7+2v16tVmW3p6utavX6969epJkmrXrq0iRYrYjElKStL+/fvNMXXr1lVycrJ27Nhhjtm+fbuSk5Ntxuzfv19JSUnmmFWrVsnFxUW1a9e+q/cJAAAAAAAA4K/hVJgXv3Llio4cOWJ+P3bsmOLj4+Xj46Pg4GANGTJEb7/9tipUqKAKFSro7bfflru7u7p37y5Jslqt6tevn4YOHSpfX1/5+Pho2LBhqlatmpo1ayZJCgsLU6tWrTRgwADNmDFDkjRw4EC1bdtWoaGhkqQWLVqocuXKioyM1MSJE3XhwgUNGzZMAwYMYLYnAAAAAAAA8DdRqGHozp071aRJE/P7yy+/LEnq3bu3oqOjNXz4cF27dk3PPfecLl68qDp16mjVqlXy9PQ0j/nggw/k5OSkp556SteuXVPTpk0VHR0tR0dHc8zcuXM1aNAgc9f59u3ba9q0aWa/o6Ojli9frueee07169eXm5ubunfvrvfff/9uPwIAAAAAAAAAfxGLYRhGYRfxd5GSkiKr1ark5GRmlAIAALs1ZswYLV26VPHx8YVdyl8uJiZGTZo00cWLF1WsWLHCLudPO378uMqWLavdu3erZs2ahV0OAACwA3c7X7tn3xkKAAAA3G/q1aunpKQkWa1WSVJ0dPTfIhQFAAD4uyjUZfIAAADA30VGRoacnZ3l7+9f2KUAAADgFpgZCgAAYGcMw9B7772ncuXKyc3NTTVq1NCXX36p7OxslS5dWh999JHN+F27dsliseinn36SJCUmJqpDhw4qWrSovLy89NRTT+nXX3/N81orV66Uq6urLl26ZNM+aNAgNWrUyPy+ZcsWNWzYUG5ubgoKCtKgQYOUmpr6u/cxZswYBQcHy8XFRYGBgRo0aJDZl56eruHDh6tUqVLy8PBQnTp1FBMTY3P85s2b1ahRI7m7u8vb21stW7bUxYsXJUkhISGaMmWKzfiaNWtqzJgx5neLxaKPPvpIHTp0kIeHh9566y3FxMTIYrHo0qVLiomJUZ8+fZScnCyLxSKLxaIxY8bozTffVLVq1XLdT+3atTV69Ohb3u/kyZNVrVo1eXh4KCgoSM8995yuXLly2/e0YsUKPfLIIypWrJh8fX3Vtm1bHT161Ob4HTt2KDw8XK6uroqIiNDu3btz1XHw4EG1bt1aRYsWVcmSJRUZGalz586Z/Y0bN9aLL76oIUOGyNvbWyVLltTHH3+s1NRU9enTR56ennrggQf03XffScr5/Vi+fPlc7+vfv3+/HBwcctUIAADwZxCGAgAA2JnXX39ds2fP1vTp03XgwAG99NJL6tmzpzZu3KiuXbtq7ty5NuPnzZununXrqly5cjIMQx07dtSFCxe0fv16rV69WkePHlWXLl3yvFazZs1UrFgxLV682GzLysrSokWL1KNHD0nSvn371LJlS3Xu3Fl79+7VwoULtWnTJr3wwgu3vIcvv/xSH3zwgWbMmKHDhw9r6dKlNgFjnz59tHnzZi1YsEB79+7Vk08+qVatWunw4cOSpPj4eDVt2lRVqlTR1q1btWnTJrVr105ZWVn5epZvvPGGOnTooH379qlv3742ffXq1dOUKVPk5eWlpKQkJSUladiwYerbt68OHjyo2NhYc+zevXu1e/duRUVF3fJaDg4O+vDDD7V//3599tlnWrdunYYPH272/9E9paam6uWXX1ZsbKzWrl0rBwcHderUSdnZ2WZ/27ZtFRoaqri4OI0ZM0bDhg2zqSEpKUmNGjVSzZo1tXPnTq1YsUK//vqrnnrqKZtxn332mfz8/LRjxw69+OKLevbZZ/Xkk0+qXr162rVrl1q2bKnIyEhdvXpVFotFffv21ezZs23OMWvWLDVo0EAPPPDA7f8PAgAA8EcMFJjk5GRDkpGcnFzYpQAAAOTpypUrhqurq7Flyxab9n79+hndunUzdu3aZVgsFuP48eOGYRhGVlaWUapUKeNf//qXYRiGsWrVKsPR0dFITEw0jz1w4IAhydixY4dhGIbxxhtvGDVq1DD7Bw0aZDz66KPm95UrVxrOzs7GhQsXDMMwjMjISGPgwIE29WzcuNFwcHAwrl27lud9TJo0yahYsaKRnp6eq+/IkSOGxWIxfvnlF5v2pk2bGiNHjjQMwzC6detm1K9f/5bPqUyZMsYHH3xg01ajRg3jjTfeML9LMoYMGWIz5vvvvzckGRcvXjQMwzBmz55tWK3WXOd/7LHHjGeffdb8PmTIEKNx48a3rCcvixYtMnx9fc3vf3RPNztz5owhydi3b59hGIYxY8YMw8fHx0hNTTXHTJ8+3ZBk7N692zAMwxg1apTRokULm/OcOHHCkGQcOnTIMAzDaNSokfHII4+Y/ZmZmYaHh4cRGRlptiUlJRmSjK1btxqGYRinTp0yHB0dje3btxuGYRjp6elG8eLFjejo6Nu+HwAA8Pdwt/M1ZoYCAADYkYMHD+r69etq3ry5ihYtan4+//xzHT16VOHh4apUqZLmz58vSVq/fr3OnDljzvxLSEhQUFCQgoKCzHNWrlxZxYoVU0JCQp7X7NGjh2JiYnTq1ClJ0ty5c9W6dWt5e3tLkuLi4hQdHW1TT8uWLZWdna1jx47p7bfftulLTEzUk08+qWvXrqlcuXIaMGCAlixZoszMTEk5y/oNw1DFihVtjlu/fr255PrGLMo/KyIiQtnZ0vHj0r590unTt3fcgAEDNH/+fF2/fl0ZGRmaO3euObM0r/uVpO+//17NmzdXqVKl5OnpqV69eun8+fPm6wT+6J6OHj2q7t27q1y5cvLy8lLZsmUlyTx/QkKCatSoIXd3d/OYunXr2pwjLi5O33//vU19lSpVMs9/Q/Xq1c2fHR0d5evrazNzt2TJkpKkM2fOSJICAgLUpk0bzZo1S5L0zTff6Pr163ryySdv74ECAADcJjZQAgAAsCM3lkQvX75cpUqVsulzcXGRlBNezps3T6+88ormzZunli1bys/PT1LO+x0tFkuu896qXZIeeughPfDAA1qwYIGeffZZLVmyxGZJdHZ2tp5++mmbd37eEBwcrGeeecZmGXZgYKCcnJx06NAhrV69WmvWrNFzzz2niRMnav369crOzpajo6Pi4uLk6Ohoc76iRYtKktzc3H73OTk4OMgwDJu2jIyMXOMuXPDQO+9IP/wgXb8u3Xg16qFDUp06tz5/u3bt5OLioiVLlsjFxUVpaWl6/PHHJSnP+/3555/VunVrPfPMMxo3bpx8fHy0adMm9evXz6zrj+6pXbt2CgoK0ieffKLAwEBlZ2eratWqSk9Pl6Rc95uX7OxstWvXTu+++26uvoCAAPPnIkWK2PRZLBabthu/V278fpSk/v37KzIyUh988IFmz56tLl262ASzAAAABYEwFAAAwI5UrlxZLi4uSkxMtNnA6Le6d++u119/XXFxcfryyy81ffp0m+MTExN14sQJc3bowYMHlZycrLCwsFtet3v37po7d65Kly4tBwcHtWnTxuyrVauWDhw4oPLly+d5rI+Pj3x8fHK1u7m5qX379mrfvr2ef/55VapUSfv27VN4eLiysrJ05swZNWjQIM9zVq9eXWvXrtXYsWPz7C9evLiSkpLM7ykpKTp27FiuccuXS56eUlCQ5OGRE4pK0owZkpeX5OzsnOd7SJ2cnNS7d2/Nnj1bLi4u6tq1qxn85XW/O3fuVGZmpiZNmiQHh5zFXYsWLbrtezp//rwSEhI0Y8YM85ls2rTJZkzlypU1Z84cXbt2zQxWt23bZjOmVq1aWrx4sUJCQuTkVLB/lGjdurU8PDw0ffp0fffdd9qwYUOBnh8AAEBiAyUAAAC74unpqWHDhumll17SZ599pqNHj2r37t3617/+pc8++0ySVLZsWdWrV0/9+vVTZmamOnToYB7frFkzVa9eXT169NCuXbu0Y8cO9erVS40aNVJERMQtr3tj/Pjx4/XEE0/I1dXV7BsxYoS2bt2q559/XvHx8Tp8+LCWLVumF1988Zbni46O1syZM7V//3799NNPmjNnjtzc3FSmTBlVrFhRPXr0UK9evfTVV1/p2LFjio2N1bvvvqtvv/1WkjRy5EjFxsbqueee0969e/XDDz9o+vTp5q7ojz76qObMmaONGzdq//796t27t80s0xsTGlNSpMqVc4JPR8ecQFSSzp+Xli6VgoNDdOXKFa1du1bnzp3T1atXzXP0799f69at03fffZdr86WbPfDAA8rMzNQ///lP834/+ugjmzG/d0/e3t7y9fXVxx9/rCNHjmjdunV6+eWXbY7v3r27HBwc1K9fPx08eFDffvttrh3en3/+eV24cEHdunXTjh079NNPP2nVqlXq27dvvjefupmjo6OioqI0cuRIlS9fPtcSfQAAgIJAGAoAAGBnxo0bp9GjR2vChAkKCwtTy5Yt9fXXX5vvkJRywss9e/aoc+fONsuvLRaLli5dKm9vbzVs2FDNmjVTuXLltHDhwt+9ZoUKFfTggw9q79695i7yN1SvXl3r16/X4cOH1aBBA4WHh2vUqFE2y65vVqxYMX3yySeqX7++OSPy66+/lq+vryRp9uzZ6tWrl4YOHarQ0FC1b99e27dvN2ezVqxYUatWrdKePXv00EMPqW7duvrvf/9rznYcOXKkGjZsqLZt26p169bq2LGjza7m/3vNpvz8pLzeDhAYKCUkSKVL19MzzzyjLl26qHjx4nrvvfdsnkm9evUUGhqqOr+3pl5SzZo1NXnyZL377ruqWrWq5s6dqwkTJtiM+b17cnBw0IIFCxQXF6eqVavqpZde0sSJE22OL1q0qL7++msdPHhQ4eHheu2113Ithw8MDNTmzZuVlZWlli1bqmrVqho8eLCsVqs5Y/XP6Nevn9LT0/8wHAYAALhTFuN2Xg6E25KSkiKr1ark5GR5eXkVdjkAAAC4S/btk8aNk0JDc2aE3iwzU/rxR2nUKOk3+wbZMAxDlSpV0tNPP51rlqa92rx5sxo3bqyTJ0+amywBAAD7crfztTv669uNGzeqZ8+eqlu3rn755RdJ0pw5c3K9dwgAAAD4O/L0lFxdpf9t5J5LampOv6dn3v1nzpzR5MmT9csvv6hPnz53r9D7RFpamo4cOaJRo0bpqaeeIggFAAB3Tb7D0MWLF6tly5Zyc3PT7t27lZaWJkm6fPmy3n777QIvEAAAALjXBAdLlSpJJ05IN6+zMgzp5EkpLCxnXF5Kliypd955Rx9//LG8vb3vfsH3uPnz5ys0NFTJyck2rxIAAAAoaPleJh8eHq6XXnpJvXr1kqenp/bs2aNy5copPj5erVq10unTp+9Wrfc8lskDAADYj4QE6cMPpXPnpNKlczZPSk3NCUL9/KRBg3ICUQAAANy+e26Z/KFDh9SwYcNc7V5eXrp06VJB1AQAAADc88LCcgLP8PCc3eN//DHn11q1CEIBAADuVU75PSAgIEBHjhxRSEiITfumTZtUrly5gqoLAAAAuOeFheVsopSYKF2+nPOO0OBgqQA2VgcAAMBdkO8w9Omnn9bgwYM1a9YsWSwWnTp1Slu3btWwYcM0evTou1EjAAAAcM9ycJBumicAAACAe1S+w9Dhw4crOTlZTZo00fXr19WwYUO5uLho2LBheuGFF+5GjQAAAAAAAADwp+V7A6Ubrl69qoMHDyo7O1uVK1dW0aJFC7q2+w4bKAEAAAAAAAB37m7na/meGZqcnKysrCz5+PgoIiLCbL9w4YKcnJwIAQEAAAAAAADck/L9aveuXbtqwYIFudoXLVqkrl27FkhRAAAAAAAAAFDQ8h2Gbt++XU2aNMnV3rhxY23fvr1AigIAAAAAAACAgpbvMDQtLU2ZmZm52jMyMnTt2rUCKQoAAAAAAAAAClq+w9AHH3xQH3/8ca72jz76SLVr1y6QogAAAAAAAACgoOV7A6Xx48erWbNm2rNnj5o2bSpJWrt2rWJjY7Vq1aoCLxAAAAAA7JnFYtGSJUvUsWPHwi7lT/m73AcA4P6W75mh9evX19atWxUUFKRFixbp66+/Vvny5bV37141aNDgbtQIAAAAAIVqwoQJslgsGjJkSGGXAgAA/oR8zwyVpJo1a2ru3LkFXQsAAAAA3HNiY2P18ccfq3r16oVdCgAA+JNua2ZoSkqKzc+/9wEAAACAv4srV66oR48e+uSTT+Tt7W3Tl5SUpDZt2sjNzU1ly5bVvHnzFBISoilTpphjkpOTNXDgQJUoUUJeXl569NFHtWfPHpvzfP3116pdu7ZcXV1Vrlw5jR07Ns9Na2948803VbJkScXHx0uS/v3vf6tChQpydXVVyZIl9cQTT/zuPX3xxReKiIiQp6en/P391b17d505c8ZmzIEDB9SmTRt5eXnJ09NTDRo00NGjRyXlhMPNmzeXn5+frFarGjVqpF27dtkcf/jwYTVs2FCurq6qXLmyVq9enauOX375RV26dJG3t7d8fX3VoUMHHT9+3OyPiopSx44d9fbbb6tkyZIqVqyY+Wz+8Y9/yMfHR6VLl9asWbPMYx599FG98MILNtc5f/68XFxctG7dut99LgAA+3BbYai3t7f5f47FihWTt7d3rs+NdgAAAAD4u3j++efVpk0bNWvWLFdfr169dOrUKcXExGjx4sX6+OOPbUJFwzDUpk0bnT59Wt9++63i4uJUq1YtNW3aVBcuXJAkrVy5Uj179tSgQYN08OBBzZgxQ9HR0Ro/fnyu6xmGocGDB2vmzJnatGmTatasqZ07d2rQoEF68803dejQIa1YsUINGzb83XtKT0/XuHHjtGfPHi1dulTHjh1TVFSU2f/LL7+YQea6desUFxenvn37mgHt5cuX1bt3b23cuFHbtm1ThQoV1Lp1a12+fFmSlJ2drc6dO8vR0VHbtm3TRx99pBEjRtjUcPXqVTVp0kRFixbVhg0btGnTJhUtWlStWrVSenq6OW7dunU6deqUNmzYoMmTJ2vMmDFq27atvL29tX37dj3zzDN65plndOLECUlS//79NW/ePKWlpZnnmDt3rgIDA9WkSZPffS4AADth3IaYmBgjIyPD/Pn3PvYsOTnZkGQkJycXdikAAAAA/qT58+cbVatWNa5du2YYhmE0atTIGDx4sGEYhpGQkGBIMmJjY83xhw8fNiQZH3zwgWEYhrF27VrDy8vLuH79us15H3jgAWPGjBmGYRhGgwYNjLffftumf86cOUZAQID5XZLxn//8x+jZs6dRqVIl48SJE2bf4sWLDS8vLyMlJeWO73PHjh2GJOPy5cuGYRjGyJEjjbJlyxrp6em3dXxmZqbh6elpfP3114ZhGMbKlSsNR0dHmzq/++47Q5KxZMkSwzAMY+bMmUZoaKiRnZ1tjklLSzPc3NyMlStXGoZhGL179zbKlCljZGVlmWNCQ0ONBg0a2Fzbw8PDmD9/vmEYhnH9+nXDx8fHWLhwoTmmZs2axpgxY/LzSAAAhehu52u39c7QRo0aSZIyMzMVExOjvn37Kigo6O6kswAAAABQyE6cOKHBgwdr1apVcnV1zdV/6NAhOTk5qVatWmZb+fLlbVbLxcXF6cqVK/L19bU59tq1a+aS87i4OMXGxtrMBM3KytL169d19epVubu7S5Jeeuklubi4aNu2bfLz8zPHNm/eXGXKlFG5cuXUqlUrtWrVSp06dZK7u7vmzp2rp59+2hz73XffqUGDBtq9e7feeGOM4uLidenSBRlGtiQpMTFRlStXVnx8vBo0aKAiRYrk+WzOnDmj0aNHa926dfr111+VlZWlq1evKjExUZKUkJCg4OBglS5d2jymbt26NueIi4vTkSNH5OnpadN+/fp189lIUpUqVeTg8P8LGkuWLKmqVaua3x0dHeXr62vOyHVxcVHPnj01a9YsPfXUU4qPjzdnwAIAIOVzAyUnJye9//776t27992qBwAAAAAKXVxcnM6cOaPatWubbVlZWdqwYYOmTZumhQsX5nmcYRjmz9nZ2QoICFBMTEyuccWKFTPHjB07Vp07d8415rchbPPmzTV//nytXLlSPXr0MNs9PT21a9cuxcTEaNWqVRo9erTGjBmj2NhYtW/fXnXq1DHHlipVSqmpqWratIWCg1uoatUvZLEUV2ZmotaubakffkhX5cqSm5vb7z6bqKgonT17VlOmTFGZMmXk4uKiunXrmsvbf/sMbrBYLDbfs7OzVbt27Tw35i1evLj5882BrMViybMtOzvb/N6/f3/VrFlTJ0+e1KxZs9S0aVOVKVPmd+8JAGA/8r2bfNOmTRUTE2PzThkAAAAA+Dtp2rSp9u3bZ9PWp08fVapUSSNGjJCTk5MyMzO1e/duMzA9cuSILl26ZI6vVauWTp8+LScnJ4WEhOR5nVq1aunQoUMqX77879bTvn17tWvXTt27d5ejo6O6du1q9jk5OalZs2Zq1qyZ3njjDRUrVkzr1q1T586dc828/PLLOF28eE51676j0NAgeXhIO3fulCTNny+FhUnVq1fXZ599poyMjDxnh27cuFH//ve/1bp1a0k5s2jPnTtn9leuXFmJiYk6deqUAgMDJUlbt27Ndd8LFy40N5YqSNWqVVNERIQ++eQTzZs3T//85z8L9PwAgPtbvsPQxx57TCNHjtT+/ftVu3ZteXh42PS3b9++wIoDAAAAgMLg6elpsxxbkjw8POTr62u2N2vWTAMHDtT06dNVpEgRDR06VG5ubuYsyGbNmqlu3brq2LGj3n33XYWGhurUqVP69ttv1bFjR0VERGj06NFq27atgoKC9OSTT8rBwUF79+7Vvn379NZbb9lcv1OnTpozZ44iIyPl5OSkJ554Qt98841++uknNWzYUN7e3vr222+VnZ2t0NDQXPeUnS3t3h0sBwdnXbz4T2VlPaMjR/YrNnacJOnSJWnpUum5517QP//5T3Xt2lUjR46U1WrVtm3b9NBDDyk0NFTly5fXnDlzFBERoZSUFP3jH/+wmU3arFkzhYaGqlevXpo0aZJSUlL02muv2dTSo0cPTZw4UR06dNCbb76p0qVLKzExUV999ZX+8Y9/2CyxvxP9+/fXCy+8IHd3d3Xq1OlPnQsA8PeS7zD02WeflSRNnjw5V5/FYlFWVtafrwoAAAAA7nGff/65+vXrp4YNG8rf318TJkzQgQMHzOXtFotF3377rV577TX17dtXZ8+elb+/vxo2bKiSJUtKklq2bKlvvvlGb775pt577z0VKVJElSpVUv/+/fO85hNPPKHs7GxFRkbKwcFBJUqU0FdffaUxY8bo+vXrqlChgubPn68qVarkOjYxUTpxorhatozW1q2vaseODxUQUEvNm7+vBQvaq0QJKSFBSk311bp16/SPf/xDjRo1kqOjo2rWrKn69etLkmbNmqWBAwcqPDxcwcHBevvttzVs2DDzOg4ODlqyZIn69eunhx56SCEhIfrwww/VqlUrc4y7u7s2bNigESNGqHPnzrp8+bJKlSqlpk2bFshM0W7dumnIkCHq3r17nu98BQDYL4uR1wtdcEdSUlJktVqVnJxc4Es9AAAAANzbTp48qaCgIK1Zs0ZNmzYt7HJy2bdPGjdOCg2VHB1z92dmSj/+KI0aJVWr9tfXV5BOnDihkJAQxcbG2mxyBQC4993tfC1fM0N//vlnrVq1SpmZmWrUqJEqV65c4AUBAAAAwP1g3bp1unLliqpVq6akpCQNHz5cISEhatiwYWGXlidPT8nVVUpNlfL6s2Vqak7/Ta8Zva9kZGQoKSlJr7zyih5++GGCUABALrcdhm7YsEGtW7fW1atXcw50ctJnn32mbt263bXiAAAAAOBelZGRoVdffVU//fSTPD09Va9ePc2dOzfPTYfuBcHBUqVK0u7dUuXK0m83eDcM6eRJqVatnHH3q82bN6tJkyaqWLGivvzyy8IuBwBwD7rtZfKNGjWSl5eXZsyYITc3N40cOVLLly/XiRMn7naN9w2WyQMAAAC4lyUkSB9+KJ07J5UuLXl45MwIPXlS8vOTBg3K2VEeAIDCcrfztdsOQ318fLRhwwZz58TU1FR5eXnp3Llz8vb2LvDC7keEoQAAAADudQkJ0pIl0g8/SNev5yyNDwuTOnYkCAUAFL575p2hly5dUokSJczvHh4ecnd316VLlwhDAQAAAOA+ERaWs4lSYqJ0+XLOO0KDgyUHh8KuDACAuy9fGygdPHhQp0+fNr8bhqGEhARdvnzZbKtevXrBVQcAAAAAKHAODlJISGFXAQDAX++2l8k7ODjIYrEor+E32i0Wi7Kysgq8yPsFy+QBAAAAAACAO3fPLJM/duxYgV8cAAAAAAAAAP4qtx2GlilT5m7WAQAAAAAAAAB3Fa/IBgAAAAAAAGAXCEMBAAAAAAAA2AXCUAAAAAAAAAB2gTAUAAAAAAAAgF24ozA0MzNTa9as0YwZM3T58mVJ0qlTp3TlypUCLQ4AAAAAAAAACspt7yZ/w88//6xWrVopMTFRaWlpat68uTw9PfXee+/p+vXr+uijj+5GnQAAAAAAAADwp+R7ZujgwYMVERGhixcvys3NzWzv1KmT1q5dW6DFAQAAAAAAAEBByffM0E2bNmnz5s1ydna2aS9Tpox++eWXAisMAAAAAAAAAApSvmeGZmdnKysrK1f7yZMn5enpWSBFAQAAAAAAAEBBy3cY2rx5c02ZMsX8brFYdOXKFb3xxhtq3bp1QdYGAAAAAAAAAAXGYhiGkZ8DTp06pSZNmsjR0VGHDx9WRESEDh8+LD8/P23YsEElSpS4W7Xe81JSUmS1WpWcnCwvL6/CLgcAAAAAAAC4r9ztfC3f7wwNDAxUfHy85s+fr127dik7O1v9+vVTjx49bDZUAgAAAAAAAIB7Sb5nhuLWmBkKAAAAAAAA3Ll7bmbosmXL8my3WCxydXVV+fLlVbZs2T9dGAAAAAAAAAAUpHyHoR07dpTFYtHNE0pvtFksFj3yyCNaunSpvL29C6xQAAAAAAAAAPgz8r2b/OrVq/Xggw9q9erVSk5OVnJyslavXq2HHnpI33zzjTZs2KDz589r2LBhd6NeAAAAAAAAALgj+Z4ZOnjwYH388ceqV6+e2da0aVO5urpq4MCBOnDggKZMmaK+ffsWaKEAAAAAAAAA8Gfke2bo0aNH83x5qZeXl3766SdJUoUKFXTu3Lk/Xx0AAAAAAAAAFJB8h6G1a9fWP/7xD509e9ZsO3v2rIYPH64HH3xQknT48GGVLl264KoEAAAAAAAAgD8p38vkZ86cqQ4dOqh06dIKCgqSxWJRYmKiypUrp//+97+SpCtXrmjUqFEFXiwAAAAAAAAA3CmLcfO28LfBMAytXLlSP/74owzDUKVKldS8eXM5OOR7ounfSkpKiqxWq5KTk/N8lQAAAAAAAACAW7vb+dodhaHIG2EoAAAAAAD4O2ncuLFq1qypKVOmFGodY8aM0dKlSxUfH1+g5z19+rQiIyO1ZcsWFSlSRJcuXSrQ8yP/7na+lu9l8pKUmpqq9evXKzExUenp6TZ9gwYNKpDCAAAAAAAAAEkaNmyYXnzxxQI/7wcffKCkpCTFx8fLarUW+Plx78l3GLp79261bt1aV69eVWpqqnx8fHTu3Dm5u7urRIkShKEAAAAAAAC4Lenp6XJ2dv7DcUWLFlXRokUL/PpHjx5V7dq1VaFChQI/N+5N+X7J50svvaR27drpwoULcnNz07Zt2/Tzzz+rdu3aev/99+9GjQAAAAAAAChk6enpGj58uEqVKiUPDw/VqVNHMTExZv/58+fVrVs3lS5dWu7u7qpWrZrmz59vc47GjRvrhRde0Msvvyw/Pz81b95cMTExslgsWrt2rSIiIuTu7q569erp0KFD5nFjxoxRzZo1ze9RUVHq2LGj3n//fQUEBMjX11fPP/+8MjIyzDFJSUlq06aN3NzcVLZsWc2bN08hISHmkv+QkBAtXrxYn3/+uSwWi6KionT8+HFZLBab5fiXLl2SxWIx7zUqKkoWiyXX50b/Hz0nFK58h6Hx8fEaOnSoHB0d5ejoqLS0NAUFBem9997Tq6++ejdqBAAAAAAAQCHr06ePNm/erAULFmjv3r168skn1apVKx0+fFiSdP36ddWuXVvffPON9u/fr4EDByoyMlLbt2+3Oc9nn30mJycnbd68WTNmzDDbX3vtNU2aNEk7d+6Uk5OT+vbt+7v1fP/99zp69Ki+//57ffbZZ4qOjlZ0dLTZ36tXL506dUoxMTFavHixPv74Y505c8bsj42NVatWrfTUU08pKSlJU6dOva3nMHXqVCUlJZmfwYMHq0SJEqpUqdJtPScUrnwvky9SpIgsFoskqWTJkkpMTFRYWJisVqsSExMLvEAAAAAAAAAUrqNHj2r+/Pk6efKkAgMDJeW8x3PFihWaPXu23n77bZUqVUrDhg0zj3nxxRe1YsUK/ec//1GdOnXM9vLly+u9994zv58+fVqSNH78eDVq1EiS9Morr6hNmza6fv26XF1d86zJ29tbH344Tb/84qgyZSqpceM2WrNmrQYMGKAffvhBa9asUWxsrCIiIiRJn376qc1y+OLFi8vFxUVubm7y9/eXJF28ePEPn4XVajXfL/rVV1/po48+0po1a+Tv739bzwmFK99haHh4uHbu3KmKFSuqSZMmGj16tM6dO6c5c+aoWrVqd6NGAAAAAAAAFKJdu3bJMAxVrFjRpj0tLU2+vr6SpKysLL3zzjtauHChfvnlF6WlpSktLU0eHh42x9wIJ29WvXp18+eAgABJ0pkzZxQcHJzn+DJlqmjiREf98IN0/br0008BSk/fp4QE6ccfD8nJyUm1atUyx5cvX17e3t75v/lb2L17t3r16qV//etfeuSRRyTd3nNC4cp3GPr222/r8uXLkqRx48apd+/eevbZZ1W+fHnNnj27wAsEAAAAAABA4crOzpajo6Pi4uLk6Oho03djY6NJkybpgw8+0JQpU1StWjV5eHhoyJAhSk9Ptxl/czh6Q5EiRcyfb6xKzs7OznNscrKUmFhEu3dLQUGSh4d05IhF585l68MPpcqVjTyPM4y8229wcHDINe637yG94fTp02rfvr369eunfv36me2385xQuPIVhhqGoeLFi6tKlSqScqYTf/vtt3elMAAAAAAAANwbwsPDlZWVpTNnzqhBgwZ5jtm4caM6dOignj17SsoJBg8fPqywsLACrSU7W/r5Zyk9XapcWfpfbipn55xQ9Nw56aefKikzM1O7d+9W7dq1JUlHjhzRpUuXfvfcxYsXl5Sz+VJ4eLgk2WymJOW8G7VDhw6qVKmSJk+ebNN3O88JhSvfYWiFChV04MABm3csAAAAAAAA4O+rYsWK6tGjh3r16qVJkyYpPDxc586d07p161StWjW1bt1a5cuX1+LFi7VlyxZ5e3tr8uTJOn36dIGHoYmJOTND3dz+Pwj9rdKlpfPnK6l+/WYaOHCgpk+friJFimjo0KFyc3MzZ53mxc3NTQ8//LDeeecdhYSE6Ny5c3r99ddtxjz99NM6ceKE1q5dq7Nnz5rtPj4+t/WcULjytZu8g4ODKlSooPPnz9+tegAAAAAAAHAPmj17tnr16qWhQ4cqNDRU7du31/bt2xUUFCRJGjVqlGrVqqWWLVuqcePG8vf3V8eOHQu8jsuXpaws6aZV6CYPj5x3iL755ucqWbKkGjZsqE6dOmnAgAHy9PS85YZMN8yaNUsZGRmKiIjQ4MGD9dZbb9n0r1+/XklJSapcubICAgLMz5YtWyT98XNC4bIYf/SyhJssX75c77zzjqZPn66qVaverbruSykpKbJarUpOTpaXl1dhlwMAAAAAAPC3c/y4NHq05Ocn5RW/JCdL589Lb74phYT8f/vJkycVFBSkNWvWqGnTpn9Vucinu52v5WtmqCT17NlTO3bsUI0aNeTm5iYfHx+bDwAAAAAAdyI6OlrFihUr7DL+0M11jhkzRjVr1iy0em7HX/Vso6Ki7spMQHvWuHFjDRkypLDLuKcEB0uVKkknTkg3T/EzDOnkSSksTDpyZJ2WLVumY8eOacuWLeratatCQkLUsGHDwikc94R87yY/ZcqUu1AGAAAAAAD3p2HDhunFF18s7DIAu+HgIHXqlBOGHjyY845QDw8pNTUnCPXzkzp2lBITM/Tqq6/qp59+kqenp+rVq6e5c+fa7FoP+5PvMLR37953ow4AAAAAAO5LRYsWVdGiRQu7DMCuhIVJgwZJS5ZIP/wg/fKL5Ooq1aqVE4SGhUlhYS3VsmXLwi4V95h8L5OXpKNHj+r1119Xt27ddObMGUnSihUrdODAgQItDgAAAABwf/v6669VrFgxZWdnS5Li4+NlsVj0j3/8wxzz9NNPq1u3bub3pUuXqmLFinJ1dVXz5s114sQJs2/Pnj1q0qSJPD095eXlpdq1a2vnzp2/W8OyZcsUEREhV1dX+fn5qXPnzmbfxYsX1atXL3l7e8vd3V2PPfaYDh8+bHN8dHS0goOD5e7urk6dOuXaVPjmZfI3loq///77CggIkK+vr55//nllZGSYY5KSktSmTRu5ubmpbNmymjdvnkJCQn53NWZ6erpeeOEFBQQEyNXVVSEhIZowYYLZf+nSJQ0cOFAlS5aUq6urqlatqm+++cbmHCtXrlRYWJiKFi2qVq1aKSkpyezLzs7Wm2++qdKlS8vFxUU1a9bUihUrbI7ft2+fHn30Ubm5ucnX11cDBw7UlStXbv3wUaDS09M1fPhwlSpVSh4eHqpTp45iYmJuOT45OVmOjo6Ki4uTJBmGIR8fHz344IPmmPnz5ysgIMD8PmLECFWsWFHu7u4qV66cRo0aZfN7V5LeeustlShRQp6enurfv79eeeUVm38G/uj30vHjx2WxWPTVV1+pSZMmcnd3V40aNbR169Z8PY+wMOmVV3LeDTpqVM6vI0bktAO3ku8wdP369apWrZq2b9+ur776yvyX3t69e/XGG28UeIEAAAAAgPtXw4YNdfnyZe3evVtSzp8p/fz8tH79enNMTEyMGjVqJEm6evWqxo8fr88++0ybN29WSkqKunbtao7t0aOHSpcurdjYWMXFxemVV1753SWvy5cvV+fOndWmTRvt3r1ba9euVUREhNkfFRWlnTt3atmyZdq6dasMw1Dr1q3N8Gf79u3q27evnnvuOcXHx6tJkya5dpbOy/fff6+jR4/q+++/12effabo6GhFR0eb/b169dKpU6cUExOjxYsX6+OPPzYnG93Khx9+qGXLlmnRokU6dOiQvvjiC4X8b3eY7OxsPfbYY9qyZYu++OILHTx4UO+8844cf7Pd9tWrV/X+++9rzpw52rBhgxITEzVs2DCzf+rUqZo0aZLef/997d27Vy1btlT79u3NcPjq1atq1aqVvL29FRsbq//85z9as2aNXnjhhT98HigYffr00ebNm7VgwQLt3btXTz75pFq1apUrwL/BarWqZs2aZmC6d+9e89eUlBRJtv/8SZKnp6eio6N18OBBTZ06VZ988ok++OADs3/u3LkaP3683n33XcXFxSk4OFjTp0+3ue4f/V664bXXXtOwYcMUHx+vihUrqlu3bsrMzMzXM3FwyNkkqVq1nF8d7mjaH+yKkU8PP/ywMWnSJMMwDKNo0aLG0aNHDcMwjB07dhiBgYH5Pd3fSnJysiHJSE5OLuxSAAAAAOCeUatWLeP99983DMMwOnbsaIwfP95wdnY2UlJSjKSkJEOSkZCQYMyePduQZGzbts08NiEhwZBkbN++3TAMw/D09DSio6Nv+9p169Y1evTokWffjz/+aEgyNm/ebLadO3fOcHNzMxYtWmQYhmF069bNaNWqlc1xXbp0MaxWq/n9jTfeMGrUqGF+7927t1GmTBnjyJFMY+9ewzh2zDCeeOJJo0uXLjb3FBsbax5z+PDh/2vvzuNzuBY/jn+fJGSRRSyRIIk1kdh3sUUrBLW3pbWmVfdqS+xaLUXd1tJSpZsqoihdiGuJlFI7oSGWilgqTbRRS4mttSTz+yM/z/WItU2Ezuf9ej0veWbOzJwzPaZ8nTnHkGS89957t21Lv379jMcff9zIzMzMtu/bb7817OzsjKSkpFsee/3eHj582Lrtww8/NIoVK2b9Xrx4ceOtt96yOa527drGSy+9ZBiGYXz66aeGp6enceHCBev+FStWGHZ2dsbx48etbW/Xrt1t24D7FxoaavTv3984fPiwYbFYjF9++cVmf9OmTY3hw4ff9vhBgwYZrVu3NgzDMKZMmWI89dRTRo0aNYwVK1YYhmEYAQEBxscff2wtn5GR1Wev990JEyYaNWvWtO6vW7eu8fLLL9tco0GDBja/B+7Wl44ePWpIMj777DPr/h9//NH6LIC55Xa+dt95+d69e9WhQ4ds24sWLZrtVQEAAAAAAJo0aaJ169bJMAxt3LhR7dq1U6VKlbRp0yZ9//33KlasmCpUqCBJcnBwsBm5WaFCBRUsWFCJiYmSpEGDBumFF15QWFiYxo8fryNHjljLXp+709XVVX369JGU9Vp+06ZNb1mvxMREOTg4qG7dutZthQsXVmBgoPV6iYmJCgkJsTnu5u83S0+XHB0raswYe40dK73xhvTLLz5KTs4a+ZmUlCQHBwfVqFHDeky5cuXk6elp/d6nTx+b9khZo1gTEhIUGBioyMhIrVq1ylo+ISFBJUuWVEBAwG3r5eLiorJly1q/+/j4WEejnjt3Tr/++qsaNGhgc0yDBg1s7kXVqlVVoEABm/2ZmZlKSkq64z3B37dz504ZhqGAgACbvrF+/Xrr74Nb/R5o0qSJNm7cqMzMTK1fv15NmjRRkyZNtH79eh0/flwHDx60jgxNTJS6dftGdeo0VO3a3ipf3lWvvz5SR4+mWOuRlJSkOnXq2NTtxu/30peuq1KlivXn66/q322ENPB33fcCSgULFlRaWppKly5ts33Xrl0qUaJEjlUMAAAAAPDP0KRJE82cOVO7d++WnZ2dgoODFRoaqvXr1+vMmTM2r+hKksViyXaO69tGjx6tLl26aMWKFVq5cqVGjRqlhQsXqkOHDkpISLCWd3d3lyQ5Ozvftl6GYdx2+/Xr3a7M7SQmZq1ufeFCPhUp8r8VrrdutejixUwlJt75ute9+eabNq+wS1KNGjV09OhRrVy5Ut999506deqksLAwffPNN3ds53U3TydgsViy1eXme3/zvbjVf5tbHYecl5mZaZ3/88bpDyRZA/Nb/R64PlXFzp07tXHjRo0dO1a+vr56++23Va1aNXl5eSkoKEiJidLrr2/TkiXPKCRkjCpUCFdmpoe2b1+ow4cnKTHxf3Nx3qqf3OxOfem6G/vk9X3X5xcGcst9jwzt0qWLXnnlFR0/flwWi0WZmZnavHmzhgwZoh49euRGHQEAAAAAj7DrYcyUKVMUGhoqi8Wi0NBQrVu3Ltt8hdeuXbNZECkpKUlnz561jhyVpICAAA0cOFCrVq1Sx44dNXv2bElZoyuvf7y8vCRljTxbs2bNLesVHBysa9euKS4uzrrt9OnTOnjwoIL+P/UJDg7Wtm3bbI67+ft1mZlZK1tfviy5uUnu7pK9fdavhQtLV69KS5ZIAQEVdO3aNes8qpJ0+PBhnT171vrdy8vLpj3Xubu7q3PnzpoxY4a+/PJLLVq0SL///ruqVKmiY8eO6eDBg7es2924u7urePHi2rRpk832LVu22NyLhIQEXbx40bp/8+bNsrOzu+OIVOSM6tWrKyMjQydOnLDpG+XKlZO3t7ekW/8euD5v6AcffCCLxaLg4GA1atRIu3bt0vLlyxUaGmrtu0eObFbBgv5q1ux1+frWkr9/eTk6/izDyOq7mZlSYGCgtm/fblO3G3/P3ktfAvLSfYehb731lvz8/FSiRAlduHBBwcHBaty4serXr68RI0bkRh0BAAAAAI+w62HMvHnz1KRJE0lZAenOnTt18OBB6zYpa6RYv379FBcXp507d+q5555TvXr1VKdOHf3xxx/q27ev1q1bp59//lmbN2/Wjh077hiwjBo1SgsWLNCoUaOUmJiovXv3auLEiZKk8uXLq127durdu7c2bdqk3bt3q1u3bipRooTatWsnSYqMjFRsbKwmTpyogwcP6oMPPsi2wvp1KSnSgQNZo0FvxdExa+Soi0sFhYWF6V//+pe2b9+uXbt26V//+pecnZ3vOMLyvffe08KFC3XgwAEdPHhQX3/9tby9vVWwYEGFhoaqcePGevLJJ7V69WrrCNLb1fVWhg4dqgkTJujLL79UUlKSXn31VSUkJKh///6SshavcnJyUs+ePbVv3z59//336tevn7p3765ixYrd83Xw1wQEBKhr167q0aOHFi9erKNHj2rHjh2aMGGCYmJi7nhskyZNNG/ePOs/Rnh6eio4OFhffvmlmjRpYu27pUqVU3p6ivbtW6jffz+iuLipOnAgWhZLVt9NSZH69eunmTNnas6cOTp06JD+85//aM+ePTZ99259CchL9x2G5suXT/Pnz9fBgwf11Vdfad68eTpw4IDmzp2bbZg2AAAAAACS9NhjjykjI8MafF4PY4oWLWoTZrq4uOiVV15Rly5dFBISImdnZy1cuFCSZG9vr9OnT6tHjx4KCAhQp06d1LJlS40ZM+a2123SpIm+/vprLV26VNWqVdPjjz9uMxJ09uzZqlmzplq3bq2QkBAZhqGYmBjr67v16tXTZ599pmnTpqlatWpatWrVbQcCnT8v/fmn5HCbCens7bP2nz8vff755ypWrJgaN26sDh06qHfv3nJzc5OTk9Nt2+Lq6qoJEyaoVq1aql27tpKTkxUTEyO7/18+e9GiRapdu7aeffZZBQcHa9iwYcrIyLjt+W4WGRmpwYMHa/DgwapcubJiY2O1dOlSlS9fXlLWf5tvv/1Wv//+u2rXrq2nnnpKTZs21QcffHDP18DfM3v2bPXo0UODBw9WYGCg2rZtq7i4OPn6+t7xuJt//0lSaGioMjIyFBoaau27Vaq0U716AxUT01fTp1dTauoWNW48UhbL//pu165dNXz4cA0ZMsQ6dUNERIRN371bXwLyksW4zwlQ1q9fn20+F2Q5d+6cPDw8lJ6ebp2bAwAAAABgDsnJWYslFSmS9Wr8zdLTpdOnpTfflEqVst137Ngx+fr66rvvvrvtgk9Abvk7fVeSmjVrJm9vb82dOze3qwoTyO187b5HhjZr1kx+fn569dVXtW/fvhyvEAAAAAAAjyI/P6lCBSk1Vbp52JFhSMeOZS1A4+cnrV27VkuXLtXRo0e1ZcsWPfPMMypVqpQaN26cN5WHqd1P37106ZImT56sH3/8UQcOHNCoUaP03XffqWfPnnlTeeA+3XcY+uuvv2rYsGHauHGjqlSpoipVqmjixIk6duxYbtQPAAAAAIBHgp2d1KFD1ui6/fuzRtNdu5b16/79Wdvbt88qd/XqVb322muqWLGiOnTooKJFi2rdunXZVnwHHoT76bsWi0UxMTFq1KiRatasqWXLlmnRokUKCwvL62YA9+S+X5O/0dGjR/XFF19owYIFOnDggBo3bqy1a9fmZP0eKbwmDwAAAABITMxamfvAgax5Fp2cskbVtW+f9SvwsKLv4mGQ2/na3wpDJSkjI0MrV67UyJEjtWfPnvuanPlelCpVSj///HO27S+99JI+/PBDRUREaM6cOTb76tatq23btlm/X758WUOGDNGCBQv0xx9/qGnTpvroo49UsmRJa5kzZ84oMjJSS5culSS1bdtW06ZNU8GCBe+5roShAAAAAABJyszMWnn7/HnJzS3r9WK7+343E3jw6LvIaw/dnKHXbd68WS+99JJ8fHzUpUsXVaxYUcuXL8/JukmSduzYobS0NOtn9erVkqSnn37aWqZFixY2ZWJiYmzOMWDAAEVHR2vhwoXatGmTLly4oNatW9sEt126dFFCQoJiY2MVGxurhIQEde/ePcfbAwAAAAD457Ozy1popnLlrF8Jk/CooO/in87hfg947bXXtGDBAv36668KCwvTlClT1L59e7m4uORG/VS0aFGb7+PHj1fZsmVtVrR3dHSUt7f3LY9PT0/XzJkzNXfuXOv8FfPmzbOu0hceHq7ExETFxsZq27Ztqlu3riRpxowZCgkJUVJSkgIDA3OlbQAAAAAAAAAenPvO99etW6chQ4bol19+0YoVK9SlSxdrEJqQkJDT9bNx5coVzZs3T88//7wsFotNnby8vBQQEKDevXvrxIkT1n3x8fG6evWqmjdvbt1WvHhxVapUSVu2bJEkbd26VR4eHtYgVJLq1asnDw8Pa5lbuXz5ss6dO2fzAQAAAAAAAPBwuu+RoTeHg+np6Zo/f74+++wz7d69O8fnDL3RkiVLdPbsWUVERFi3tWzZUk8//bT8/f119OhRjRw5Uo8//rji4+Pl6Oio48ePK3/+/PL09LQ5V7FixXT8+HFJ0vHjx+Xl5ZXtel5eXtYytzJu3DiNGTMmZxoHAAAAAAAAIFf95Zkf1q5dq27dusnHx0fTpk1Tq1at9MMPP+Rk3bKZOXOmWrZsqeLFi1u3de7cWU888YQqVaqkNm3aaOXKlTp48KBWrFhxx3MZhmEzuvTGn29X5mbDhw9Xenq69ZOamvoXWgUAAAAAAADgQbivkaHHjh1TVFSUZs2apYsXL6pTp066evWqFi1apODg4NyqoyTp559/1nfffafFixffsZyPj4/8/f116NAhSZK3t7euXLmiM2fO2IwOPXHihOrXr28t89tvv2U718mTJ1WsWLHbXsvR0VGOjo5/pTkAAAAAAAAAHrB7HhnaqlUrBQcHa//+/Zo2bZp+/fVXTZs2LTfrZmP27Nny8vLSE088ccdyp0+fVmpqqnx8fCRJNWvWVL58+ayr0EtSWlqa9u3bZw1DQ0JClJ6eru3bt1vLxMXFKT093VoGAAAAAAAAwKPtnkeGrlq1SpGRkXrxxRdVvnz53KxTNpmZmZo9e7Z69uwpB4f/VfnChQsaPXq0nnzySfn4+Cg5OVmvvfaaihQpog4dOkiSPDw81KtXLw0ePFiFCxdWoUKFNGTIEFWuXNm6unxQUJBatGih3r17a/r06ZKkf/3rX2rdujUryQMAAAAAAAD/EPc8MnTjxo06f/68atWqpbp16+qDDz7QyZMnc7NuVt99951SUlL0/PPP22y3t7fX3r171a5dOwUEBKhnz54KCAjQ1q1b5ebmZi333nvvqX379urUqZMaNGggFxcXLVu2TPb29tYy8+fPV+XKldW8eXM1b95cVapU0dy5cx9I+wAAAAAAAADkPothGMb9HHDp0iUtXLhQs2bN0vbt25WRkaHJkyfr+eeftwkgzejcuXPy8PBQenq63N3d87o6AAAAAAAAwCMlt/O1+w5Db5SUlKSZM2dq7ty5Onv2rJo1a6alS5fmZP0eKYShAAAAAAAAwF+X2/naPb8mfyuBgYGaOHGijh07pgULFuRUnQAAAAAAAAAgx/2tkaGwxchQAAAAAAAA4K97qEeGAgAAAAAAAMCjgjAUAAAAAAAAgCkQhgIAAAAAAAAwBcJQAAAAAAAAAKZAGAoAAAAAAADAFAhDAQAAAAAAAJgCYSgAAAAAAAAAUyAMBQAAAAAAAGAKhKEAAAAAAAAATIEwFAAAAAAAAIApEIYCAAAAAAAAMAXCUAAAAAAAAACmQBgKAAAAAAAAwBQIQwEAAAAAAACYAmEoAAAAAAAAAFMgDAUAAAAAAABgCoShAAAAAAAAAEyBMBQAAAAAAACAKRCGAgAAAAAAADAFwlAAAAAAAAAApkAYCgAAAAAAAMAUCEMBAAAAAAAAmAJhKAAAAAAAAABTIAwFAAAAAAAAYAqEoQAAAAAAAABMgTAUAAAAAAAAgCkQhgIAAAAAAAAwBcJQAAAAAAAAAKZAGAoAAAAAAADAFAhDAQAAAAAAAJgCYSgAAAAAAAAAUyAMBQAAAAAAAGAKhKEAAAAAAAAATIEwFAAAAAAAAIApEIYCAAAAAAAAMAXCUAAAAAAAAACmQBgKAAAAAAAAwBQIQwEAAAAAAACYAmEoAAAAAAAAAFMgDAUAAAAAAABgCoShAAAAAAAAAEyBMBQAAAAAAACAKRCGAgAAAAAAADAFwlAAAAAAAAAApkAYCgAAAAAAAMAUCEMBAAAAAAAAmAJhKAAAAAAAAABTIAwFAAAAAAAAYAqEoQAAAAAAAABMgTAUAAAAAAAAgCkQhgIAAAAAAAAwBcJQAAAAAAAAAKZAGAoAAAAAAADAFAhDAQAAAAAAAJgCYSgAAAAAAAAAUyAMBQAAAAAAAGAKhKEAAAAAAAAATIEwFAAAAAAAAIApEIYCAAAAAAAAMAXCUAAAAAAAAACmQBgKAAAAAAAAwBQIQwEAAAAAAACYAmEoAAAAAAAAAFMgDAUAAAAAAABgCoShAAAAAAAAAEyBMBQAAAAAAACAKRCGAgAAAAAAADAFwlAAAAAAAAAApkAYCgAAAAAAAMAUCEMBAAAAAAAAmAJhKAAAAAAAAABTIAwFAAAAAAAAYAqEoQAAAAAAAABMgTAUAAAAAAAAgCkQhgIAAAAAAAAwBcJQAAAAAAAAAKZAGAoAAAAAAADAFAhDAQAAAAAAAJgCYagJWCwWLVmyJEfPOXr0aFWrVi1Hz/l35UY7AQAAAAAA8M/hkNcVQO5LS0uTp6dnXlcDAAAAAAAAyFOMDP0Hu3LliiTJ29tbjo6OeVybnHH16tW8rgIAAAAAAAAeUYShD5lvvvlGlStXlrOzswoXLqywsDBdvHhRERERat++vcaMGSMvLy+5u7vr3//+tzXwlKQmTZqob9++GjRokIoUKaJmzZpJsn19PDk5WRaLRYsXL9Zjjz0mFxcXVa1aVVu3brWpx4wZM+Tr6ysXFxd16NBBkydPVsGCBbPVd/r06dZyTz/9tM6ePWvdl5mZqTfffFMlS5aUo6OjqlWrptjYWJvjX3nlFQUEBMjFxUVlypTRyJEjbQLP66/jz5o1S2XKlJGjo6MMw9ChQ4fUuHFjOTk5KTg4WKtXr/6bdx4AAAAAAAD/dIShD5G0tDQ9++yzev7555WYmKh169apY8eOMgxDkrRmzRolJibq+++/14IFCxQdHa0xY8bYnGPOnDlycHDQ5s2bNX369Nte6/XXX9eQIUOUkJCggIAAPfvss7p27ZokafPmzerTp4/69++vhIQENWvWTG+99Va2cxw+fFhfffWVli1bptjYWCUkJOjll1+27n///fc1adIkvfvuu9qzZ4/Cw8PVtm1bHTp0yFrGzc1NUVFR2r9/v95//33NmDFD77333i2vs2jRIiUkJCgzM1MdO3aUvb29tm3bpk8++USvvPLK/d9wAAAAAAAAmIrFuJ604W87d+6cPDw8lJ6eLnd39/s+fufOnapZs6aSk5Pl7+9vsy8iIkLLli1TamqqXFxcJEmffPKJhg4dqvT0dNnZ2alJkyZKT0/Xrl27bI61WCyKjo5W+/btlZycrNKlS+uzzz5Tr169JEn79+9XxYoVlZiYqAoVKuiZZ57RhQsXtHz5cus5unbtpmXLlmvz5rNyc5Nmzx6tt976j5KTk1WyZElJUmxsrJ544gn98ssv8vb2VokSJfTyyy/rtddes56nTp06ql27tj788MNb3oN33nlHX375pX744QdJWSND3377bf3yyy8qWrSoJGnVqlVq1apVtmu3bNnS2k4AAAAAAAA8ev5uvnY3LKD0EKlataqaNm2qypUrKzw8XM2bN9dTTz1lXfyoatWq1iBUkkJCQnThwgWlpqZaw9NatWrd07WqVKli/dnHx0eSdOLECVWoUEFJSUnq0KGDdX9iopSeXkd//rlcY8dKTk7SL79IPj5+1jDyen0yMzOVlJQkFxcX/frrr2rQoIHNdRs0aKDdu3dbv3/zzTeaMmWKDh8+rAsXLujatWvZOrq/v781CM2qT6L8/LJfGwAAAAAAALgTXpN/iNjb22v16tVauXKlgoODNW3aNAUGBuro0aN3PM5isVh/LlCgwD1dK1++fNmOz8zMlCQZhmHdlpgoTZ0qHTtmyM5OCgyUihSR0tKk9PSs/Tef58b63Pjzzefetm2bnnnmGbVs2VLLly/Xrl279Prrr9vMg3qrNt1qMPPN1wEAAAAAADCDJk2aaMCAAY/kda6vFfMgEYY+ZCwWixo0aKAxY8Zo165dyp8/v6KjoyVJu3fv1h9//GEtu23bNrm6utqMkMwJFSpU0Pbt25WZKUVHS6dOSZmZWa+t29tL7u5S0aLShQsp+vzzX/X/Gaq2bt0qOzs7BQQEyN3dXcWLF9emTZtszr1lyxYFBQVJypqb1N/fX6+//rpq1aql8uXL6+eff75r/YKDg5WSkqJff/3Vuu3mBaAAAAAAAADu5vqC1Q9CVFTULRenNrMhQ4ZozZo1D/SavCb/EImLi9OaNWvUvHlzeXl5KS4uTidPnlRQUJD27NmjK1euqFevXhoxYoR+/vlnjRo1Sn379pWdXc5m2v369VPjxo31xhuTtW9fG124sFaHD6+8acSn5ODgpKionmrU6F25uZ1TZGSkOnXqJG9vb0nS0KFDNWrUKJUtW1bVqlXT7NmzlZCQoPnz50uSypUrp5SUFC1cuFC1a9fWihUrrMHvnYSFhSkwMFA9evTQpEmTdO7cOb3++us5eg8AAAAAAACQu1xdXeXq6vpAr8nI0IeIu7u7NmzYoFatWikgIEAjRozQpEmT1LJlS0lS06ZNVb58eTVu3FidOnVSmzZtNHr06ByvR4MGDfTJJ59oxozJWr68qo4di1W9egPl4OBkU87Ts5yKF++o555rpebNm6tSpUr66KOPrPsjIyM1ePBgDR48WJUrV1ZsbKyWLl2q8uXLS5LatWungQMHqm/fvqpWrZq2bNmikSNH3rV+dnZ2io6O1uXLl1WnTh298MILt1ztHgAAAAAAPPq++eYbVa5cWc7OzipcuLDCwsK0fv165cuXT8ePH7cpO3jwYDVu3FjS/0ZifvvttwoKCpKrq6tatGihtLQ0SVmvaM+ZM0f//e9/ZbFYZLFYtG7dOknSK6+8ooCAALm4uKhMmTIaOXKkrl69Kilr+r6wsDC1aNHCOpXf2bNn5efnd9vBWuvWrdNzzz2n9PR067WuZzpXrlzRsGHDVKJECRUoUEB169a11uO6zZs3KzQ0VC4uLvL09FR4eLjOnDlj3Z+Zmalhw4apUKFC8vb2zpYXWSwWffbZZ+rQoYNcXFxUvnx5LV261KbM+vXrVadOHTk6OsrHx0evvvqqrl27dtv/LmfOnFGPHj3k6ekpFxcXtWzZUocOHbIpM2PGDPn6+srFxUUdOnTQ5MmTbUbH3uo1+Xnz5kmSvLy8VKFCBZus6cqVK+rbt698fHzk5OSkUqVKady4cbet4y0ZyDHp6emGJCM9PT3Hz92zZ0+jXbt2OX7eOzl61DC6dzeMgQMNo3r1Fww/v4bGqFGG9TNgQNb+o0cfaLUAAAAAAIBJ/Prrr4aDg4MxefJk4+jRo8aePXuMDz/80Dh//rwREBBgTJw40Vr26tWrhpeXlzFr1izDMAxj9uzZRr58+YywsDBjx44dRnx8vBEUFGR06dLFMAzDOH/+vNGpUyejRYsWRlpampGWlmZcvnzZMAzDGDt2rLF582bj6NGjxtKlS41ixYoZEyZMsF7r2LFjhqenpzFlyhTDMAyjc+fORq1atYwrV67csh2XL182pkyZYri7u1uvdf78ecMwDKNLly5G/fr1jQ0bNhiHDx823nnnHcPR0dE4ePCgYRiGsWvXLsPR0dF48cUXjYSEBGPfvn3GtGnTjJMnTxqGYRihoaGGu7u7MXr0aOPgwYPGnDlzDIvFYqxatcp6fUlGyZIljS+++MI4dOiQERkZabi6uhqnT5+2tsfFxcV46aWXjMTERCM6OtooUqSIMWrUKOs5QkNDjf79+1u/t23b1ggKCjI2bNhgJCQkGOHh4Ua5cuWs92DTpk2GnZ2d8c477xhJSUnGhx9+aBQqVMjw8PCwnmPUqFFG1apVrd8//fRTw9vb25Bk7N6921i0aJFRqFAhIyoqyjAMw3jnnXcMX19fY8OGDUZycrKxceNG44svvrhTF8rmoQ5DR40aZUiy+RQrVsy6PzMz0xg1apTh4+NjODk5GaGhoca+fftszvHnn38affv2NQoXLmy4uLgYbdq0MVJTU23K/P7770a3bt0Md3d3w93d3ejWrZtx5syZ+67vPykMfeedd4ydOxOMQYMOGdWqTTXs7PIZbdrMsAahb7xhGE89ZRhvv20YGRkPrFoAAAAAAMBE4uPjDUlGcnJytn0TJkwwgoKCrN+XLFliuLq6GhcuXDAMIysMlWQcPnzYWubDDz+0yZbuNW+ZOHGiUbNmTZttX331leHo6GgMHz7ccHFxMZKSku54jtmzZ9sEgYZhGIcPHzYsFovxyy+/2Gxv2rSpMXz4cMMwDOPZZ581GjRocNvzhoaGGg0bNrTZVrt2beOVV16xfpdkjBgxwvr9woULhsViMVauXGkYhmG89tprRmBgoJGZmWkt8+GHHxqurq5Gxv8HPzeGoQcPHjQkGZs3b7aWP3XqlOHs7Gx89dVXhmFkBcRPPPGETb26du16xzDU19fXmDlzpk2+NnbsWCMkJMQwDMPo16+f8fjjj9vU83499K/JV6xYUWlpadbP3r17rfsmTpyoyZMn64MPPtCOHTvk7e2tZs2a6fz589YyAwYMUHR0tBYuXKhNmzbpwoULat26tTIyMqxlunTpooSEBMXGxio2NlYJCQnq3r37A23nw2b79u0KD2+mDz+srJ9//kRVq05V2bIv6Nq1rFXk9+/PWlW+fXsph6csBQAAAAAAkCRVrVpVTZs2VeXKlfX0009rxowZ1tfDIyIidPjwYW3btk2SNGvWLHXq1EkFChSwHu/i4qKyZctav/v4+OjEiRN3ve4333yjhg0bytvbW66urho5cqRSUlJsyjz99NPq2LGjxo0bp0mTJikgIMC6r2LFitb5MK9Pf3grO3fulGEYCggIsJZ3dXXV+vXrdeTIEUlSQkKCmjZtqsxMKTlZ2rs369frC1pLUpUqVWzOe6t23limQIECcnNzs5ZJTExUSEiIzXoxDRo00IULF3Ts2LFs9U5MTJSDg4Pq1q1r3Va4cGEFBgYqMTFRkpSUlKQ6derYHHfz9xudPHlSqamp6tu3rySpePHicnV11X/+8x/rvYiIiFBCQoICAwMVGRmpVatW3fZ8t/PQL6Dk4OBgXZDnRoZhaMqUKXr99dfVsWNHSdKcOXNUrFgxffHFF/r3v/+t9PR0zZw5U3PnzlVYWJikrHkHfH199d133yk8PFyJiYmKjY3Vtm3brP8BZ8yYoZCQECUlJSkwMPC2dbt8+bIuX75s/X7u3LmcbLqNqKioXDv3rXz11VfWnxMTs1aVP3BA+uUXyclJqlEjKwj9/4XhAQAAAAAAcpy9vb1Wr16tLVu2aNWqVZo2bZpef/11xcXFqXTp0mrTpo1mz56tMmXKKCYmJttcm/ny5bP5brFYrPN83s62bdv0zDPPaMyYMQoPD5eHh4cWLlyoSZMm2ZS7dOmS4uPjZW9vn22uzJiYGOsco87Ozre9VmZmpuzt7a3nudH1hYWcnZ118qQ0fnxWNvPnn1nZTIUKUocOt29n5o1p6V3KGIZhE4Re33a93M1udw9vPM+dznkr1+sydepU9e7dWxs3bpSbm5skWe9NjRo1dPToUa1cuVLfffedOnXqpLCwMH3zzTe3Pe/NHvow9NChQypevLgcHR1Vt25dvf322ypTpoyOHj2q48ePq3nz5tayjo6OCg0N1ZYtW/Tvf/9b8fHxunr1qk2Z4sWLq1KlStqyZYvCw8O1detWeXh42CTZ9erVk4eHh7Zs2XLHMHTcuHEaM2ZM7jT8IRIUJAUGSikp0vnzkpub5OfHiFAAAAAAAJD7LBaLGjRooAYNGuiNN96Qv7+/oqOjNWjQIL3wwgt65plnVLJkSZUtW1YNGjS4r3Pnz5/f5u1hKWuxIn9/f5vFkH7++edsxw4ePFh2dnZauXKlWrVqpSeeeEKPP/64JMnf3/+erlW9enVlZGToxIkTatSo0S3r6OdXRdHRa9Sw4Rj5+koFCkgXL0q7dkmpqdKlS/fV5FsKDg7WokWLbALMLVu2yM3NTSVKlLhl+WvXrikuLk7169eXJJ0+fVoHDx5U0P+PnKtQoYK2b99uc9wPP/xw2zoUK1ZMJUqUUHJysiSpbNmycnd3z1bO3d1dnTt3VufOnfXUU0+pRYsW+v3331WoUKF7autDHWfVrVtXn3/+ub799lvNmDFDx48fV/369XX69GnramHFihWzOaZYsWLWfcePH1f+/Pnl6el5xzJeXl7Zru3l5ZVtRbKbDR8+XOnp6dZPamrqX27rw87OTipVSqpcOetXglAAAAAAAJDb4uLi9Pbbb+uHH35QSkqKFi9erJMnT1oDt+sjN//zn//oueeeu+/zlypVSnv27FFSUpJOnTqlq1evqly5ckpJSdHChQt15MgRTZ06VdHR0TbHrVixQrNmzdL8+fPVrFkzvfrqq+rZs6fNCu+3utaFCxe0Zs0anTp1SpcuXVJAQIC6du2qHj16aPHixTp69Kh27NihCRMmKCYmRpmZUunSw3XixA4lJ7+kP/7YozNnDigp6WOVKnVKp05Jp05JdxnselcvvfSSUlNT1a9fPx04cED//e9/NWrUKA0aNEh2twiBypcvr3bt2ql3797atGmTdu/erW7duqlEiRJq166dJKlfv36KiYnR5MmTdejQIU2fPl0rV6685UjT60aPHq3JkydLkg4fPqy9e/dq9uzZ1m3vvfeeFi5cqAMHDujgwYP6+uuv5e3tbbNC/d081JFWy5Yt9eSTT6py5coKCwvTihUrJGW9Dn/drYbb3umm3qrM7Yb73u08jo6Ocnd3t/kAAAAAAAAgZ7i7u2vDhg1q1aqVAgICNGLECE2aNMk6D6ednZ0iIiKUkZGhHj163Pf5e/furcDAQNWqVUtFixbV5s2b1a5dOw0cOFB9+/ZVtWrVtGXLFo0cOdJ6zMmTJ9WrVy+NHj1aNWrUkCSNGjVKxYsXV58+fW57rfr166tPnz7q3LmzihYtqokTJ0qSZs+erR49emjw4MEKDAxU27ZtFRcXJ19fX6WkSKdOBejJJ1fpt992a8aMOpo5M0RJSf+Vvb2DSpbMGhl6w/I5f0mJEiUUExOj7du3q2rVqurTp4969eqlESNG3PaY2bNnq2bNmmrdurVCQkJkGIZiYmKsr+M3aNBAn3zyiSZPnqyqVasqNjZWAwcOlJOT023P+cILL2jatGmSpJCQEIWGhioqKkqlS5eWlDV1wIQJE1SrVi3Vrl1bycnJiomJuWVgezsW424TJTxkmjVrpnLlymno0KEqW7asdu7cqerVq1v3t2vXTgULFtScOXO0du1aNW3aVL///rvN6NCqVauqffv2GjNmjGbNmqVBgwbp7NmzNtcpWLCg3nvvvfv6V4Vz587Jw8ND6enpBKMAAAAAAAAPQO/evfXbb79p6dKleV2VHLd3rzR2bNb0hTdNKSpJunZNOnhQGjky623eh13v3r114MABbdy48bZlcjtfe6hHht7s8uXLSkxMlI+Pj0qXLi1vb2+tXr3auv/KlStav369da6CmjVrKl++fDZl0tLStG/fPmuZkJAQpaen28xhEBcXp/T0dGsZAAAAAAAAPFzS09P13Xffaf78+erXr19eVydXuLllLZZ08eKt91+8mLX//9cZeui8++672r17tw4fPqxp06Zpzpw56tmzZ57W6aFeQGnIkCFq06aN/Pz8dOLECf3nP//RuXPn1LNnT1ksFg0YMEBvv/22ypcvr/Lly+vtt9+Wi4uLunTpIkny8PBQr169NHjwYBUuXFiFChXSkCFDrK/dS1JQUJBatGih3r17a/r06ZKkf/3rX2rduvUdF08CAAAAAABA3mnXrp22b9+uf//732rWrFleVydX+PllrRq/a5cUHCzdOKOjYUjHjkk1amSVexht375dEydO1Pnz51WmTBlNnTpVL7zwQp7W6aEOQ48dO6Znn31Wp06dUtGiRVWvXj1t27bNuiLXsGHD9Mcff+ill17SmTNnVLduXa1atUpuN8Th7733nhwcHNSpUyf98ccfatq0qaKiomR/w9ji+fPnKzIy0rrqfNu2bfXBBx882MYCAAAAAADgnq1bty6vq5Dr7OykDh2yVo3fv18qWfJ/q8kfOyYVKSK1b//wLnT91Vdf5XUVsnnk5gx9mDFnKAAAAAAAAHJaYqIUHS0dOCD9+WfWq/FBQVlBaFBQXtcuZ+V2vvZQjwwFAAAAAAAAzC4oKGsRpZSUrJXj3dyyXo1/WEeEPswIQwEAAAAAAICHnJ2dVKpUXtfi0Ud+DAAAAAAAAMAUCEMBAAAAAACQ6yIiItS+ffu/fPy6detksVh09uxZSVJUVJQKFiyYI3WDefCaPAAAAAAAAHLd+++/L9bxRl4jDAUAAAAAAECu8/DwyOsqALwmDwAAAAAAgNx342vyhmFo4sSJKlOmjJydnVW1alV98803NuVjYmIUEBAgZ2dnPfbYY0pOTr7leb/99lsFBQXJ1dVVLVq0UFpamnXfjh071KxZMxUpUkQeHh4KDQ3Vzp07c6uJeAQQhgIAAAAAAOCBGjFihGbPnq2PP/5YP/74owYOHKhu3bpp/fr1kqTU1FR17NhRrVq1UkJCgl544QW9+uqr2c5z6dIlvfvuu5o7d642bNiglJQUDRkyxLr//Pnz6tmzpzZu3Kht27apfPnyatWqlc6fP//A2oqHC6/JAwAAAAAA4IG5ePGiJk+erLVr1yokJESSVKZMGW3atEnTp09XaGioPv74Y5UpU0bvvfeeLBaLypcP1KZNe/XJJxOUkiK5u2ed6+rVq/rkk09UtmxZSVLfvn315ptvWq/1+OOP21x7+vTp8vT01Pr169W6desH02A8VAhDAQAAAAAA8MDs379ff/75p5o1a2az/cqVK6pevbokKTExUfXq1ZPFYlFiohQdLR04kBWcvv22VKVK1jEuLi7WIFSSfHx8dOLECev3EydO6I033tDatWv122+/KSMjQ5cuXVJKSkoutxIPK8JQAAAAAAAAPDCZmZmSpBUrVqhEiRI2+xwdHSXJuup8YqI0dap06tT/RoMWKiTt2pW1zd4+n83xFovFZsX6iIgInTx5UlOmTJG/v78cHR0VEhKiK1eu5Fbz8JAjDAUAAAAAAMADExwcLEdHR6WkpCg0NPS2ZZYsWaLo6KzQMzhYWrNmm6SsULRoUSkmRrp6VcrMlOxusyrOxo0b9dFHH6lVq1aSsuYiPXXqVK60C48GwlAAAAAAAAA8MG5ubhoyZIgGDhyozMxMNWzYUOfOndOWLVvk6uqqnj17qk+fPpo0aZLmzRukOnX+rX374rV7d5T1HBaL5OkpZWRIKSlSqVK3vla5cuU0d+5c1apVS+fOndPQoUPl7Oz8QNqJhxOryQMAAAAAAPwDNGnSRAMGDMjratyTsWPH6o033tC4ceMUFBSk8PBwLVu2TKVLl5Yk+fn5adKkRUpNXaZ586rqhx8+0eOPvy1JmjLFX5L0/2/U604Lw8+aNUtnzpxR9erV1b17d0VGRsrLyytX24aHGyNDAQAAAAAAkOsuX74sV1dXSVlze0ZGRioyMvK25Vu3bq3t21urSJH/zRdqsVgUGztAklSuXIQ8PSPk5va/Y9q3b28zZ2j16tW1Y8cOm/M+9dRTOdMgPJIYGQoAAAAAAIBcc+3aNe3fv19bt25VxYoV7/k4Pz+pQgUpNVW6Id+UlPX92DEpKCirHHCvCEMBAAAAAAD+YebNm6datWrJzc1N3t7e6tKli06cOHHX4zZv3qzQ0FC5uLjI09NT4eHhOnPmjCQpNjZWDRs2VMGCBVW4cGG1bt1aR44csR6bnJwsi8WihQsXqn79+nJyclLFihUVFRWlWrVqqWLFinrmmWfUtWtXFS1aVM7Ozipfvrxmz54tSVq3bp0sFovOnj0rKWtRpAoVEvTNNxbt2JGs9PSsOUINQ9q/XypSRGrfXlqxYplq1qwpJycnlSlTRmPGjNG1a9dy/J7in4EwFAAAAAAA4B/mypUrGjt2rHbv3q0lS5bo6NGjioiIuOMxCQkJatq0qSpWrKitW7dq06ZNatOmjTIyMiRJFy9e1KBBg7Rjxw6tWbNGdnZ26tChgzIzM23OM3ToUA0ePFi7du1S/fr1NWjQIKWmpmrFihWaNGmS9u/fr5UrVyoxMVEff/yxihQpcts6lSmT9WvFitLp09Jvv2WFoTVqSJGRUkrKt+rWrZsiIyO1f/9+TZ8+XVFRUXrrrbf+1v3DP5fFMG4eaIy/6ty5c/Lw8FB6errcr09mAeCBaNKkiapVq6YpU6b8rfOsW7dOjz32mM6cOaOCBQvmSN2k+69fbtUDAAAAwD/Xnf7esWPHDtWpU0fnz5+3ztt5sy5duiglJUWbNm26p+udPHlSXl5e2rt3rypVqqTk5GSVLl1a48eP1yuvvCIp6xX50qVLq1+/fho2bJjatm2rIkWKaNasWdnOd6u/ByUkJKh69eo6cuSo7OxKad68KE2cOEBnz56VnZ3UuHFjtWzZUsOHD7eeZ968eRo2bJh+/fXXe2oHHi65na8xMhQAblC/fn2lpaXJw8Mjr6sCAAAAAH/Zrl271K5dO/n7+8vNzU1NmjSRJKWkpEiSKlasKFdXV7m6uqply5aS/jcy9HaOHDmiLl26qEyZMnJ3d7eu/H79nNcHiHp5hSg5Oeu7g4ODatWqpcTEREnSiy++qIULF6patWoaNmyYtmzZck/tsbOTSpWSSpbM+tnu/xOt+Ph4vfnmm9a2uLq6qnfv3kpLS9OlS5fu447BLFhNHgBukD9/fnl7e+d1NQAAAADgL7t48aKaN2+u5s2ba968eSpatKhSUlIUHh6uK1euSJJiYmJ09epVSZKzs7PNr7fTpk0b+fr6asaMGSpevLgyMzNVqVIlXblyRYmJ0vXBnp9/Ln3/fdbiRx06ZG2zWCySpJYtW+rnn3/WihUr9N1336lp06Z6+eWX9e6778ru/xPOG19ivl7H28nMzNSYMWPUsWPHbPucnJzucqdgRowMBfDIuXjxonr06CFXV1f5+Pho0qRJNvuvXLmiYcOGqUSJEipQoIDq1q2rdevWWff//PPPatOmjTw9PVWgQAFVrFhRMTExkrJP2C1JM2bMkK+vr1xcXNShQwdNnjzZ5tX10aNHq1q1apo7d65KlSolDw8PPfPMMzp//vxt23Cvk5lv3rxZVatWlZOTk+rWrau9e/f+tZsGAAAAwDQOHDigU6dOafz48WrUqJEqVKiQ7e8b/v7+KleunMqVK6cSJUpIkqpUqaI1a9bc8pynT59WYmKiRowYoaZNmyooKMi6sFJqqjR1qvTjj1ll7ey2qUgRadcuacqUa9q2LV4VKlSwnqto0aKKiIjQvHnzNGXKFH366afW7ZKUlpZmLZuQkHDHttaoUUNJSUnWttz4uR6uAjeiVwB45AwdOlTff/+9oqOjtWrVKq1bt07x8fHW/c8995w2b96shQsXas+ePXr66afVokULHTp0SJL08ssv6/Lly9qwYYP27t2rCRMm3HbOnM2bN6tPnz7q37+/EhIS1KxZs1tOxH3kyBEtWbJEy5cv1/Lly7V+/XqNHz/+tm2418nMhw4dqnfffVc7duyQl5eX2rZte9d/GQUAAABgbn5+fsqfP7+mTZumn376SUuXLtXYsWPvetzw4cO1Y8cOvfTSS9qzZ48OHDigjz/+WKdOnZKnp6cKFy6sTz/9VIcPH9batWs1aNAgSVJcnHTqlFS+fNZ54uM/1C+/RMvL64BWr35Zv/9+RhERz0uS3njjDf33v//V4cOH9eOPP2r58uUKCgqSJJUrV06+vr4aPXq0Dh48aF1w6U7eeOMNff755xo9erR+/PFHJSYm6ssvv9SIESP+xh3EPxlhKIBHyoULFzRz5ky9++67atasmSpXrqw5c+ZYVzc8cuSIFixYoK+//lqNGjVS2bJlNWTIEDVs2FCzZ8+WlDWfTYMGDVS5cmWVKVNGrVu3VuPGjW95vWnTpqlly5YaMmSIAgIC9NJLL1nn07lRZmamoqKiVKlSJTVq1Ejdu3e/7b+oStLzzz+vli1bqkyZMqpXr56mTp2qlStX6sKFCzblRo0aZdPO3377TdHR0X/19gEAAAAwgaJFiyoqKkpff/21goODNX78eL377rt3PS4gIECrVq3S7t27VadOHYWEhOi///2vHBwcZGdnp4ULFyo+Pl6VKlXSwIED9c4770iSjh2TfH2l/38TXk2bjtfmzRM0fXpVpadvVOPG/9WlS1krxufPn1/Dhw9XlSpV1LhxY9nb22vhwoWSpHz58mnBggU6cOCAqlatqgkTJug///nPHescHh6u5cuXa/Xq1apdu7bq1aunyZMny9/f/2/cQfyTMWcogEfKkSNHdOXKFYWEhFi3FSpUSIGBgZKknTt3yjAMBQQE2Bx3+fJlFS5cWJIUGRmpF198UatWrVJYWJiefPJJValS5ZbXS0pKUof/n+QmM1NKSZFKlqyjzMzlysz836TdpUqVkpubm/U4Hx+fW772ft2uXbs0evRoJSQk6Pfff1fm/880npKSouDgYGu5W7Xz+sTjAAAAAHCjG6cHe/bZZ/Xss8/a7L9xLs7bCQ0N1ebNm2+5LywsTPv377fZtmePobFjpQIFpOszhRUtGqQXXtgmSbp2TTp48H/7RowYccdRmw0aNNCePXtuW++IiIhsb9WFh4crPDz8rm0DJMJQAI+Yu/3POzMzU/b29oqPj5e9vb3Nvuuvwr/wwgsKDw/XihUrtGrVKo0bN06TJk1Sv379bnk9i8WixEQpOlo6cEDau9fQn39K48f/bzLwfPny2RxnsVisAefN7mUy8zu5PvE4AAAAAOQ1NzfJyUm6ePHW+y9ezNp/w9gRIE/xmjyAR0q5cuWUL18+bdu2zbrtzJkzOnjwoCSpevXqysjI0IkTJ7JNnn3jKvG+vr7q06ePFi9erMGDB2vGjBm3vF6FChW0du12TZ2aNfl3kSLStWs/yM4u6/vUqdLJk/fXhnuZzPy6W7XzxonHAQAAACAv+fllrRqfmirdPHbFMLJeoQ8KyioHPAwYGQrgkeLq6qpevXpp6NChKly4sIoVK6bXX3/dukpgQECAunbtqh49emjSpEmqXr26Tp06pbVr16py5cpq1aqVBgwYoJYtWyogIEBnzpzR2rVrrRN23+zll/spNLSxfv99sho1aqODB9fqyJGVslgsCg6W9u+Xfv/9/tpw42Tmffr00b59+247mfmbb75p084iRYqoffv293dBAAAAAMgldnZZb8ylpkq//lpKAwYYKlBASk/PCkKLFJHat//fFGNAXqMrAnjkvPPOO2rcuLHatm2rsLAwNWzYUDVr1rTunz17tnr06KHBgwcrMDBQbdu2VVxcnHx9fSVJGRkZevnllxUUFKQWLVooMDBQH3300S2v5evbQHXrfqKffpqs6dOr6siRWNWrN1AODk6yWKSSJbNWTbyHt9ut7mcy8/Hjx6t///6qWbOm0tLStHTpUuXPn//eLwYAAAAAuSwoSIqMlKpXl06fzpoj9PRpqUaNrO23GXsC5AmLcS+z5+KenDt3Th4eHkpPT5e7u3teVwdADti7Vxo7VgoMlK5PQbp0aW+dPn1Azz230ToZ+MiRUuXKeVtXAAAAAMhL1xedPX8+a45QPz9GhOL+5Xa+xmvyAHAHbm7SkSPvytGxmTw9C+jQoZXavXuOnngiayQpk4EDAAAAQBY7O6lUqbyuBXBnhKEAcAd+ftKVK9v19dcTlZFxXp6eZdSy5VTVqPGCdTLwGjWYDBwAAAAAgEcBYSgA3IGdnfTVV19p6tSsuUFLlhSTgQMAAAAA8Ijir+8AcBdMBg4AAAAAwD8DI0MB4B4EBWUtosRk4AAAAAAAPLoIQwHgHjEZOAAAAAAAjzbGNAEAAAAAAAAwBcJQAAAAAAAAAKZAGAoAAAAAAADAFAhDAQAAAAAAAJgCYSgAAAAAAAAAUyAMBQAAAAAAAGAKhKEAAAAAAAAATIEwFAAAAAAAAIApEIYCAAAAAAAAMAXCUAAAAAAAAACmQBgKAAAAAAAAwBQIQwEAAAAAAACYAmEoAAAAAAAAAFMgDAUAAAAAAABgCoShAAAAAAAAAEyBMBQAAAAAAACAKRCGAgAAAAAAADAFwlAAAAAAAAAApkAYCgAAAAAAAMAUCEMBAAAAAAAAmAJhKAAAAAAAAABTIAwFAAAAAAAAYAqEoQAAAAAAAABMgTAUAAAAAAAAgCkQhgIAAAAAAAAwBcJQAAAAAAAAAKZAGAoAAAAAAADAFAhDAQAAAAAAAJgCYSgAAAAAAAAAUyAMBQAAAAAAAGAKhKEAAAAAAAAATIEwFAAAAAAAAIApEIYCAAAAAAAAMAXCUAAAAAAAAACmQBgKAAAAAAAAwBQIQwEAAAAAAACYAmEoAAAAAAAAAFMgDAUAAAAAAABgCoShAAAAAAAAAEyBMBQAAAAAAACAKRCGAgAAAAAAADAFwlAAAAAAAAAApkAYCgAAAAAAAMAUCEMBAAAAAAAAmAJhKAAAAAAAAABTIAwFAAAAAAAAYAqEoQAAAAAAAABMgTAUAAAAAAAAgCkQhgIAAAAAAAAwBcJQAAAAAAAAAKZAGAoAAAAAAADAFAhDAQAAAAAAAJgCYSgAAAAAAAAAUyAMBQAAAAAAAGAKhKEAAAAAAAAATIEwFAAAAAAAAIApPNRh6Lhx41S7dm25ubnJy8tL7du3V1JSkk2ZiIgIWSwWm0+9evVsyly+fFn9+vVTkSJFVKBAAbVt21bHjh2zKXPmzBl1795dHh4e8vDwUPfu3XX27NncbiIAAAAAAACAB+ShDkPXr1+vl19+Wdu2bdPq1at17do1NW/eXBcvXrQp16JFC6WlpVk/MTExNvsHDBig6OhoLVy4UJs2bdKFCxfUunVrZWRkWMt06dJFCQkJio2NVWxsrBISEtS9e/cH0k4AAAAAAAAAuc9iGIaR15W4VydPnpSXl5fWr1+vxo0bS8oaGXr27FktWbLklsekp6eraNGimjt3rjp37ixJ+vXXX+Xr66uYmBiFh4crMTFRwcHB2rZtm+rWrStJ2rZtm0JCQnTgwAEFBgbeU/3OnTsnDw8Ppaeny93d/e83GAAAAAAAADCR3M7XHuqRoTdLT0+XJBUqVMhm+7p16+Tl5aWAgAD17t1bJ06csO6Lj4/X1atX1bx5c+u24sWLq1KlStqyZYskaevWrfLw8LAGoZJUr149eXh4WMvcyuXLl3Xu3DmbDwAAAAAAAICH0yMThhqGoUGDBqlhw4aqVKmSdXvLli01f/58rV27VpMmTdKOHTv0+OOP6/Lly5Kk48ePK3/+/PL09LQ5X7FixXT8+HFrGS8vr2zX9PLyspa5lXHjxlnnGPXw8JCvr29ONBUAAAAAAABALnDI6wrcq759+2rPnj3atGmTzfbrr75LUqVKlVSrVi35+/trxYoV6tix423PZxiGLBaL9fuNP9+uzM2GDx+uQYMGWb+fO3eOQBQAAAAAAAB4SD0SI0P79eunpUuX6vvvv1fJkiXvWNbHx0f+/v46dOiQJMnb21tXrlzRmTNnbMqdOHFCxYoVs5b57bffsp3r5MmT1jK34ujoKHd3d5sPAAAAAAAAgIfTQx2GGoahvn37avHixVq7dq1Kly5912NOnz6t1NRU+fj4SJJq1qypfPnyafXq1dYyaWlp2rdvn+rXry9JCgkJUXp6urZv324tExcXp/T0dGsZAAAAAAAAAI+2h3o1+ZdeeklffPGF/vvf/9qs6O7h4SFnZ2dduHBBo0eP1pNPPikfHx8lJyfrtddeU0pKihITE+Xm5iZJevHFF7V8+XJFRUWpUKFCGjJkiE6fPq34+HjZ29tLypp79Ndff9X06dMlSf/617/k7++vZcuW3XN9WU0eAAAAAAAA+OtyO197qMPQ283XOXv2bEVEROiPP/5Q+/bttWvXLp09e1Y+Pj567LHHNHbsWJu5O//8808NHTpUX3zxhf744w81bdpUH330kU2Z33//XZGRkVq6dKkkqW3btvrggw9UsGDBe64vYSgAAAAAAADw15k6DH3UEIYCAAAAAAAAf11u52sP9ZyhAAAAAAAAAJBTCEMBAAAAAAAAmAJhKAAAAAAAAABTIAwFAAAAAAAAYAqEoQAAAAAAAABMgTAUAAAAAAAAgCkQhgIAAAAAAAAwBcJQAAAAAAAAAKZAGAoAAAAAAADAFAhDAQAAAAAAAJgCYSgAAAAAAAAAUyAMBQAAAAAAAGAKhKEAAAAAAAAATIEwFAAAAAAAAIApEIYCAAAAAAAAMAXCUAAAAAAAAACmQBgKAAAAAAAAwBQIQwEAAAAAAACYAmEoAAAAAAAAAFMgDAUAAAAAAABgCoShAAAAAAAAAEyBMBQAAAAAAACAKRCGAgAAAAAAADAFwlAAAAAAAAAApkAYCgAAAAAAAMAUCEMBAAAAAAAAmAJhKAAAAAAAAABTIAwFAAAAAAAAYAqEoQAAAAAAAABMgTAUAAAAAAAAgCkQhgIAAAAAAAAwBcJQAAAAAAAAAKZAGAoAAAAAAADAFAhDAQAAAAAAAJgCYSgAAAAAAAAAUyAMBQAAAAAAAGAKhKEAAAAAAAAATIEwFAAAAAAAAIApEIYCAAAAAAAAMAXCUAAAAAAAAACmQBgKAAAAAAAAwBQIQwEAAAAAAACYAmEoAAAAAAAAAFMgDAUAAAAAAPgHiYiIUPv27fO6GtmsW7dOFotFZ8+ezeuqwMQIQwEAAAAAAACYAmEoAAAAAAAAAFMgDAUAAAAAAHgEffPNN6pcubKcnZ1VuHBhhYWF6eLFi9b97777rnx8fFS4cGG9/PLLunr1qnXflStXNGzYMJUoUUIFChRQ3bp1tW7dOpvzb968WaGhoXJxcZGnp6fCw8N15swZSdLly5cVGRkpLy8vOTk5qWHDhtqxY4fN8TExMQoICJCzs7Mee+wxJScnZ2vDli1b1LhxYzk7O8vX11eRkZE2bfjoo49Uvnx5OTk5qVixYnrqqady4M7BzAhDAQAAAAAAHjFpaWl69tln9fzzzysxMVHr1q1Tx44dZRiGJOn777/XkSNH9P3332vOnDmKiopSVFSU9fjnnntOmzdv1sKFC7Vnzx49/fTTatGihQ4dOiRJSkhIUNOmTVWxYkVt3bpVmzZtUps2bZSRkSFJGjZsmBYtWqQ5c+Zo586dKleunMLDw/X7779LklJTU9WxY0e1atVKCQkJeuGFF/Tqq6/atGHv3r0KDw9Xx44dtWfPHn355ZfatGmT+vbtK0n64YcfFBkZqTfffFNJSUmKjY1V48aNc/vW4h/OYlz/XYK/7dy5c/Lw8FB6errc3d3zujoAAAAAAOAfaufOnapZs6aSk5Pl7+9vsy8iIkLr1q3TkSNHZG9vL0nq1KmT7OzstHDhQh05ckTly5fXsWPHVLx4cetxYWFhqlOnjt5++2116dJFKSkp2rRpU7ZrX7x4UZ6enoqKilKXLl0kSVevXlWpUqU0YMAADR06VK+99pqWLFmiH3/8URaLRZL06quvasKECTpz5owKFiyoHj16yNnZWdOnT7eee9OmTQoNDdXFixcVExOj5557TseOHZObm1uO30M8nHI7X3PI8TMCAAAAAAAgV1WtWlVNmzZV5cqVFR4erubNm+upp56Sp6enJKlixYrWIFSSfHx8tHfvXklZQaphGAoICLA55+XLl1W4cGFJWSNDn3766WzXzcyUNmw4oqtXr8rPr4EyMyU7OylfvnyqU6eOEhMTJUmJiYmqV6+eNQiVpJCQEJtzxcfH6/Dhw5o/f751m2EYyszM1NGjR9WsWTP5+/urTJkyatGihVq0aKEOHTrIxcXl79w6mBxhKAAAAAAAwCPG3t5eq1ev1pYtW7Rq1SpNmzZNr7/+uuLi4iRlhZM3slgsyszMlCRlZmbK3t5e8fHxNoGpJLm6ukqSnJ2ds10zMVGKjpa2bMl6yfi99yzasEHq0EEKCsoKMq+Hn/fyInJmZqb+/e9/KzIyMts+Pz8/5c+fXzt37tS6deu0atUqvfHGGxo9erR27NihggUL3vX8wK0wZygAAAAAAMAjyGKxqEGDBhozZox27dql/PnzKzo6+q7HVa9eXRkZGTpx4oTKlStn8/H29pYkValSRWvWrLEek5goTZ0q7dollS5dTvb2+fXHH5u0a1fW9j17ruqHH35QUFCQJCk4OFjbtm2zue7N32vUqKEff/wxWx3KlSun/PnzS5IcHBwUFhamiRMnas+ePUpOTtbatWv/1n2DuRGGAgAAAAAAPGLi4uL09ttv64cfflBKSooWL16skydPWsPIOwkICFDXrl3Vo0cPLV68WEePHtWOHTs0YcIExcTESJKGDx+uHTt26KWXXlJCwh59+ukBxcV9rFKlTqlw4QKqVetFbdo0VPnzx+qnn/brued669KlS+rVq5ckqU+fPjpy5IgGDRqkpKQkffHFFzYLOEnSK6+8oq1bt+rll19WQkKCDh06pKVLl6pfv36SpOXLl2vq1KlKSEjQzz//rM8//1yZmZkKDAzM2ZsJUyEMBQAAAAAAeMS4u7trw4YNatWqlQICAjRixAhNmjRJLVu2vKfjZ8+erR49emjw4MEKDAxU27ZtFRcXJ19fX0lZgemqVau0e/du1a1bRx99FKLff/+v7O2zZlwMCxuvoKAntWRJd61ZU0OpqYc1e/a31jlL/fz8tGjRIi1btkxVq1bVJ598orffftumDlWqVNH69et16NAhNWrUSNWrV9fIkSPl4+MjSSpYsKAWL16sxx9/XEFBQfrkk0+0YMECVaxYMaduI0yI1eRzEKvJAwAAAACAf5q9e6WxY6XAQOmmKUYlSdeuSQcPSiNHSpUrP/j64Z8lt/M1RoYCAAAAAADgttzcJCcn6eLFW++/eDFrv5vbg60X8FcQhgIAAAAAAOC2/PykChWk1FTp5veLDUM6dixrNXk/v7ypH3A/CEMBAAAAAABwW3Z2UocOUpEi0v79Unp61qvx6elZ34sUkdq3zyoHPOzopgAAAAAAALijoCApMlKqXl06fTprjtDTp6UaNbK238Mi9sBDwSGvKwAAAAAAAICHX1BQ1iJKKSnS+fNZc4T6+TEiFI8WwlAAAAAAAADcEzs7qVSpvK4F8NeR3QMAAAAAAAAwBcJQAAAAAAAAAKZAGAoAAAAAAADAFAhDAQAAAAAAAJgCYSgAAAAAAAAAUyAMBQAAAAAAAGAKhKEAAAAAAAAATIEwFAAAAAAAAIApEIYCAAAAAAAAMAXCUAAAAAAAAACmQBgKAAAAAAAAwBQIQwEAAAAAAACYAmEoAAAAAAAAAFMgDAUAAAAAAABgCoShAAAAAAAAAEyBMBQAAAAAAACAKRCGAgAAAAAAADAFwlAAAAAAAAAApkAYCgAAAAAAAMAUCEMBAAAAAAAAmAJhKAAAAAAAAABTIAwFAAAAAAAAYAqEoQAAAAAAAABMgTAUAAAAAAAAgCkQhgIAAJhUkyZNNGDAgLyuBgAAAPDAEIYCAADgrtatWyeLxaKzZ8/mdVX+klKlSmnKlCl5XQ0AAADkMcJQAAAAAAAAAKZAGAoAAGACFy9eVI8ePeTq6iofHx9NmjTJZv+8efNUq1Ytubm5ydvbW126dNGJEyckScnJyXrsscckSZ6enrJYLIqIiJAkxcbGqmHDhipYsKAKFy6s1q1b68iRIzbn3r59u6pXry4nJyfVqlVL0dHRslgsSkhIkCRFRUWpYMGCNscsWbJEFovFZtuyZctUs2ZNOTk5qUyZMhozZoyuXbtm3T969Gj5+fnJ0dFRxYsXV2RkpKSs6QB+/vlnDRw4UBaLJdt5AQAAYB6EoQAAACYwdOhQff/994qOjtaqVau0bt06xcfHW/dfuXJFY8eO1e7du7VkyRIdPXrUGnj6+vpq0aJFkqSkpCSlpaXp/fffl5QVsg4aNEg7duzQmjVrZGdnpw4dOigzM9O6v3Xr1goMDFR8fLxGjx6tIUOG3Hf9v/32W3Xr1k2RkZHav3+/pk+frqioKL311luSpG+++Ubvvfeepk+frkOHDmnJkiWqXLmyJGnx4sUqWbKk3nzzTaWlpSktLe0v30cAAAA82hzyugIAAADIXRcuXNDMmTP1+eefq1mzZpKkOXPmqGTJktYyzz//vPXnMmXKaOrUqapTp44uXLggV1dXFSpUSJLk5eVlM4rzySeftLnWzJkz5eXlpf3796tSpUqaP3++MjIyNGvWLLm4uKhixYo6duyYXnzxxftqw1tvvaVXX31VPXv2tNZx7NixGjZsmEaNGqWUlBR5e3srLCxM+fLlk5+fn+rUqSNJKlSokOzt7a2jXgEAAGBejAwFAAD4hzty5IiuXLmikJAQ67ZChQopMDDQ+n3Xrl1q166d/P395ebmpiZNmkiSUlJS7nruLl26qEyZMnJ3d1fp0qVtjktMTFTVqlXl5OSi5GRp717Jzy/kDme8tfj4eL355ptydXW1fnr37q20tDRdunRJTz/9tP744w+VKVNGvXv3VnR0tM0r9AAAAIDEyFAAAIB/PMMw7rj/4sWLat68uZo3b6558+apaNGiSklJUXh4uK5cuXLHY9u0aSNfX1/NmDFDxYsXV2ZmpipVqmQ9zjAMXbokjR8vHTgg/fmndOlS1rE//SRVqybZ2dllq+PVq1dtvmdmZmrMmDHq2LFjtjo4OTnJ19dXSUlJWr16tb777ju99NJLeuedd7R+/Xrly5fvLncIAAAAZsHI0Jt89NFHKl26tJycnFSzZk1t3Lgxr6sEAADwt5QrV0758uXTtm3brNvOnDmjgwcPSpIOHDigU6dOafz48WrUqJEqVKhgXTzpuvz580uSMjIyrNtOnz6txMREjRgxQk2bNlVQUJDOnDljc5ynZ7ASEnbrhx/+UJEiUmCg9OefWfVYsEBKTJSKFi2q8+fP6+LFi9bjri+udF2NGjWUlJSkcuXKZfvY2WX9kdbZ2Vlt27bV1KlTtW7dOm3dulV79+611v/GugMAAMCcCENv8OWXX2rAgAF6/fXXtWvXLjVq1EgtW7a86+thAAAADzNXV1f16tVLQ4cO1Zo1a7Rv3z5FRERYQ0Q/Pz/lz59f06ZN008//aSlS5dq7NixNufw9/eXxWLR8uXLdfLkSV24cEGenp4qXLiwPv30Ux0+fFhr167VoEGDrMdkZkqZmV1kGHY6dKiXLl/er59+itGuXe9Kks6elZYskWrXrisXFxe99tprOnz4sL744gtFRUXZXP+NN97Q559/rtGjR+vHH39UYmKivvzyS40YMUJS1or0M2fO1L59+/TTTz9p7ty5cnZ2lr+/vySpVKlS2rBhg3755RedOnUqd240AAAAHnqEoTeYPHmyevXqpRdeeEFBQUGaMmWKfH199fHHH+d11QAAAP6Wd955R40bN1bbtm0VFhamhg0bqmbNmpKyRmZGRUXp66+/VnBwsMaPH693333X5vgSJUpozJgxevXVV1WsWDH17dtXdnZ2WrhwoeLj41WpUiUNHDhQ77zzjvWYlBTp6FFXdey4TCdP7tf06dW1du3rCgubIEny8soaGXrhQiHNmzdPMTExqly5shYsWKDRo0fbXD88PFzLly/X6tWrVbt2bdWrV0+TJ0+2hp0FCxbUjBkz1KBBA1WpUkVr1qzRsmXLVLhwYUnSm2++qeTkZJUtW1ZFixbNrdsMAACAh5zFuNskUiZx5coVubi46Ouvv1aHDh2s2/v376+EhAStX78+2zGXL1/W5cuXrd/PnTsnX19fpaeny93d/YHUGwAA4GG1d680dmzWq/H29v/bfvZsst5/v7R69dqlc+eqaeRIqXLlvKsnAAAAHh7nzp2Th4dHruVrjAz9f6dOnVJGRoaKFStms71YsWI6fvz4LY8ZN26cPDw8rB9fX98HUVUAAIBHgpub5OQk3TAVqI0//sja7+b2YOsFAAAA8yIMvYnFYrH5bhhGtm3XDR8+XOnp6dZPamrqg6giAADAI8HPT6pQQUpNlW71LtKJE1JQUFY5AAAA4EFwyOsKPCyKFCkie3v7bKNAT5w4kW206HWOjo5ydHR8ENUDAAB45NjZSR06ZIWh+/dLJUtKBQpIFkspPfWUoSJFpPbts8oBAAAADwJ/9Px/+fPnV82aNbV69Wqb7atXr1b9+vXzqFYAAACPtqAgKTJSql5dOn1aOngw69caNbK2BwXldQ0BAABgJowMvcGgQYPUvXt31apVSyEhIfr000+VkpKiPn365HXVAAAAHllBQVmLKKWkSOfPZ80R6ufHiFAAAAA8eIShN+jcubNOnz6tN998U2lpaapUqZJiYmLk7++f11UDAAB4pNnZSaVK5XUtAAAAYHYWw7jVdPb4K86dOycPDw+lp6fL3d09r6sDAAAAAAAAPFJyO1/j5SQAAAAAAAAApkAYCgAAAAAAAMAUCEMBAAAAAAAAmAJhKAAAAAAAAABTIAwFAAAAAAAAYAqEoQAAAAAAAABMgTAUAAAAAAAAgCkQhgIAAAAAAAAwBcJQAAAAAAAAAKZAGAoAAAAAAADAFAhDAQAAAAAAAJgCYSgAAAAAAAAAUyAMBQAAAAAAAGAKhKEAAAAAAAAATIEwFAAAAAAAAIApEIYCAAAAAAAAMAXCUAAAAAAAAACmQBgKAAAAAAAAwBQIQwEAAAAAAACYAmEoAAAAAAAAAFMgDAUAAAAAAABgCoShAAAAAAAAAEyBMBQAAAAAAACAKRCGAgAAAAAAADAFwlAAAAAAAAAApkAYCgAAAAAAAMAUHPK6Av8khmFIks6dO5fHNQEAAAAAAAAePddztes5W04jDM1B58+flyT5+vrmcU0AAAAAAACAR9f58+fl4eGR4+e1GLkVs5pQZmamfv31V7m5ucliseR1dfCQOHfunHx9fZWamip3d/e8rg5wz+i7eFTRd/Goou/iUUXfxaOIfotHlRn6rmEYOn/+vIoXLy47u5yf4ZORoTnIzs5OJUuWzOtq4CHl7u7+j31Q4Z+NvotHFX0Xjyr6Lh5V9F08iui3eFT90/tubowIvY4FlAAAAAAAAACYAmEoAAAAAAAAAFMgDAVymaOjo0aNGiVHR8e8rgpwX+i7eFTRd/Goou/iUUXfxaOIfotHFX3372MBJQAAAAAAAACmwMhQAAAAAAAAAKZAGAoAAAAAAADAFAhDAQAAAAAAAJgCYSgAAAAAAAAAUyAMBf6GcePGyWKxaMCAAbctExERIYvFku1TsWJFm3KLFi1ScHCwHB0dFRwcrOjo6FyuPcwqp/ptVFTULcv8+eefD6AVMKN76buSNH/+fFWtWlUuLi7y8fHRc889p9OnT9uU4ZmLBymn+i7PXTxo99p3P/zwQwUFBcnZ2VmBgYH6/PPPs5XhuYsHKaf6Ls9d5LbRo0dn61/e3t53PGb9+vWqWbOmnJycVKZMGX3yySfZyvDMvTPCUOAv2rFjhz799FNVqVLljuXef/99paWlWT+pqakqVKiQnn76aWuZrVu3qnPnzurevbt2796t7t27q1OnToqLi8vtZsBkcrLfSpK7u7tNubS0NDk5OeVmE2BS99p3N23apB49eqhXr1768ccf9fXXX2vHjh164YUXrGV45uJBysm+K/HcxYNzr333448/1vDhwzV69Gj9+OOPGjNmjF5++WUtW7bMWobnLh6knOy7Es9d5L6KFSva9K+9e/fetuzRo0fVqlUrNWrUSLt27dJrr72myMhILVq0yFqGZ+49MADct/Pnzxvly5c3Vq9ebYSGhhr9+/e/52Ojo6MNi8ViJCcnW7d16tTJaNGihU258PBw45lnnsmpKgM53m9nz55teHh45HxFgZvcT9995513jDJlythsmzp1qlGyZEnrd565eFByuu/y3MWDcj99NyQkxBgyZIjNtv79+xsNGjSwfue5iwclp/suz13ktlGjRhlVq1a95/LDhg0zKlSoYLPt3//+t1GvXj3rd565d8fIUOAvePnll/XEE08oLCzsvo+dOXOmwsLC5O/vb922detWNW/e3KZceHi4tmzZ8rfrClyX0/1Wki5cuCB/f3+VLFlSrVu31q5du3KquoDV/fTd+vXr69ixY4qJiZFhGPrtt9/0zTff6IknnrCW4ZmLByWn+67EcxcPxv303cuXL2cbJefs7Kzt27fr6tWrknju4sHJ6b4r8dxF7jt06JCKFy+u0qVL65lnntFPP/1027K3e57+8MMPPHPvA2EocJ8WLlyonTt3aty4cfd9bFpamlauXJntlbfjx4+rWLFiNtuKFSum48eP/626AtflRr+tUKGCoqKitHTpUi1YsEBOTk5q0KCBDh06lFPVBu6779avX1/z589X586dlT9/fnl7e6tgwYKaNm2atQzPXDwIudF3ee7iQbjfvhseHq7PPvtM8fHxMgxDP/zwg2bNmqWrV6/q1KlTknju4sHIjb7Lcxe5rW7duvr888/17bffasaMGTp+/Ljq16+fbb776273PL127RrP3PtAGArch9TUVPXv31/z5s37S/PEREVFqWDBgmrfvn22fRaLxea7YRjZtgF/RW7123r16qlbt26qWrWqGjVqpK+++koBAQE2f3EH/o6/0nf379+vyMhIvfHGG4qPj1dsbKyOHj2qPn362JTjmYvclFt9l+cucttf6bsjR45Uy5YtVa9ePeXLl0/t2rVTRESEJMne3t5ajucuclNu9V2eu8htLVu21JNPPqnKlSsrLCxMK1askCTNmTPntsfc6nl683aeuXdGGArch/j4eJ04cUI1a9aUg4ODHBwctH79ek2dOlUODg7KyMi47bGGYWjWrFnq3r278ufPb7PP29s727/SnDhxItu/5gB/RW7125vZ2dmpdu3a/Es5csxf6bvjxo1TgwYNNHToUFWpUkXh4eH66KOPNGvWLKWlpUnimYvcl1t992Y8d5HT/krfdXZ21qxZs3Tp0iUlJycrJSVFpUqVkpubm4oUKSKJ5y5yX2713Zvx3EVuK1CggCpXrnzbPna756mDg4MKFy58xzI8c/+HMBS4D02bNtXevXuVkJBg/dSqVUtdu3ZVQkKCzb9+32z9+vU6fPiwevXqlW1fSEiIVq9ebbNt1apVql+/fo63AeaTW/32ZoZhKCEhQT4+PjlZfZjYX+m7ly5dkp2d7R9vrpe7/q/mPHOR23Kr796M5y5y2t/5M0O+fPlUsmRJ2dvba+HChWrdurW1T/PcRW7Lrb57M567yG2XL19WYmLibfvY7Z6ntWrVUr58+e5YhmfuDR78mk3AP8vNqxS++uqrRvfu3bOV69atm1G3bt1bnmPz5s2Gvb29MX78eCMxMdEYP3684eDgYGzbti23qg2Ty4l+O3r0aCM2NtY4cuSIsWvXLuO5554zHBwcjLi4uNyqNnDXvjt79mzDwcHB+Oijj4wjR44YmzZtMmrVqmXUqVPHWoZnLvJCTvRdnrvIC3fru0lJScbcuXONgwcPGnFxcUbnzp2NQoUKGUePHrWW4bmLvJATfZfnLnLb4MGDjXXr1hk//fSTsW3bNqN169aGm5ubkZycbBhG9n77008/GS4uLsbAgQON/fv3GzNnzjTy5ctnfPPNN9YyPHPvziGvw1jgnyYtLU0pKSk229LT07Vo0SK9//77tzymfv36WrhwoUaMGKGRI0eqbNmy+vLLL1W3bt0HUWXgL/Xbs2fP6l//+peOHz8uDw8PVa9eXRs2bFCdOnUeRJUBSdn7bkREhM6fP68PPvhAgwcPVsGCBfX4449rwoQJ1jI8c/Ew+Ct9l+cuHgY3992MjAxNmjRJSUlJypcvnx577DFt2bJFpUqVspbhuYuHwV/puzx3kduOHTumZ599VqdOnVLRokVVr149bdu2Tf7+/pKy99vSpUsrJiZGAwcO1IcffqjixYtr6tSpevLJJ61leObencUwbvPeDQAAAAAAAAD8gzBnKAAAAAAAAABTIAwFAAAAAAAAYAqEoQAAAAAAAABMgTAUAAAAAAAAgCkQhgIAAAAAAAAwBcJQAAAAAAAAAKZAGAoAAAAAAADAFAhDAQAAAAAAAJgCYSgAAADwAEVERKh9+/Z5XQ0AAABTIgwFAADAXW3ZskX29vZq0aJFXlcl1yUnJ8tisVg/Hh4eqlevnpYtW/aXzpOQkGCz/f3331dUVFTOVRgAAAD3jDAUAAAAdzVr1iz169dPmzZtUkpKSq5eKyMjQ5mZmbl6jXvx3XffKS0tTXFxcapTp46efPJJ7du372+f18PDQwULFvz7FQQAAMB9IwwFAADAHV28eFFfffWVXnzxRbVu3dpmVGNISIheffVVm/InT55Uvnz59P3330uSrly5omHDhqlEiRIqUKCA6tatq3Xr1lnLR0VFqWDBglq+fLmCg4Pl6Oion3/+WTt27FCzZs1UpEgReXh4KDQ0VDt37rS51oEDB9SwYUM5OTkpODhY3333nSwWi5YsWWIt88svv6hz587y9PRU4cKF1a5dOyUnJ9+13YULF5a3t7cqVKigt956S1evXrW2SZJiY2PVsGFDFSxYUIULF1br1q115MgR6/7SpUtLkqpXry6LxaImTZpIyv6afJMmTRQZGalhw4apUKFC8vb21ujRo++7nQAAALg7wlAAAADc0ZdffqnAwEAFBgaqW7dumj17tgzDkCR17dpVCxYssH6/Xr5YsWIKDQ2VJD333HPavHmzFi5cqD179ujpp59WixYtdOjQIesxly5d0rhx4/TZZ5/pxx9/lJeXl86fP6+ePXtq48aN2rZtm8qXL69WrVrp/PnzkqTMzEy1b99eLi4uiouL06effqrXX3/dpu6XLl3SY489JldXV23YsEGbNm2Sq6urWrRooStXrtxT+69evaoZM2ZIkvLly2fdfvHiRQ0aNEg7duzQmjVrZGdnpw4dOlhHtW7fvl3S/0aYLl68+LbXmDNnjgoUKKC4uDhNnDhRb775plavXn3P7QQAAMC9sRg3/skVAAAAuEmDBg3UqVMn9e/fX9euXZOPj48WLFigsLAwnTx5UsWLF9fatWvVqFEjSVL9+vXVsGFDTZw4UUeOHFH58uV17NgxFS9e3HrOsLAw1alTR2+//baioqL03HPPKSEhQVWrVr1tPTIyMuTp6akvvvhCrVu3VmxsrNq0aaPU1FR5e3tLygoemzVrpujoaLVv316zZs3SxIkTlZiYKIvFIilrpGrBggW1ZMkSNW/ePNt1kpOTVbp0aTk7O8vOzk5//PGHMjMzVapUKcXHx6tQoUK3rN/Jkyfl5eWlvXv3qlKlStbz7Nq1S9WqVbOWi4iI0NmzZ62jOps0aaKMjAxt3LjRWqZOnTp6/PHHNX78+HtqJwAAAO4NI0MBAABwW0lJSdq+fbueeeYZSZKDg4M6d+6sWbNmSZKKFi2qZs2aaf78+ZKko0ePauvWrerataskaefOnTIMQwEBAXJ1dbV+1q9fb/NKef78+VWlShWba584cUJ9+vRRQECAPDw85OHhoQsXLljnLE1KSpKvr681IJSyQsQbxcfH6/Dhw3Jzc7Neu1ChQvrzzz9trn8rX375pXbt2qWlS5eqXLly+uyzz2yC0CNHjqhLly4qU6aM3N3dra/F/5U5VW9uu4+Pj06cOHHP7QQAAMC9ccjrCgAAAODhNXPmTF27dk0lSpSwbjMMQ/ny5dOZM2fk6emprl27qn///po2bZq++OILVaxY0TrCMzMzU/b29oqPj5e9vb3NuV1dXa0/Ozs7W0duXhcREaGTJ09qypQp8vf3l6Ojo0JCQqyvtxuGke2Ym2VmZqpmzZrWsPZGRYsWveOxvr6+Kl++vMqXLy9XV1c9+eST2r9/v7y8vCRJbdq0ka+vr2bMmKHixYsrMzNTlSpVuufX72904+v3kmSxWKyv299LOwEAAHBvGBkKAACAW7p27Zo+//xzTZo0SQkJCdbP7t275e/vbw0Y27dvrz///FOxsbH64osv1K1bN+s5qlevroyMDJ04cULlypWz+dw40vFWNm7cqMjISLVq1UoVK1aUo6OjTp06Zd1foUIFpaSk6LfffrNu27Fjh805atSooUOHDsnLyyvb9T08PO75XoSGhqpSpUp66623JEmnT59WYmKiRowYoaZNmyooKEhnzpyxOSZ//vySsl7v/zvupZ0AAAC4N4ShAAAAuKXly5frzJkz6tWrlypVqmTzeeqppzRz5kxJUoECBdSuXTuNHDlSiYmJ6tKli/UcAQEB6tq1q3r06KHFixfr6NGj2rFjhyZMmKCYmJg7Xr9cuXKaO3euEhMTFRcXp65du8rZ2dm6v1mzZipbtqx69uypPXv2aPPmzdaFha6PpOzatauKFCmidu3aaePGjTp69KjWr1+v/v3769ixY/d1PwYPHqzp06frl19+sa5M/+mnn+rw4cNau3atBg0aZFPey8tLzs7Oio2N1W+//ab09PT7ut79tBMAAAD3hjAUAAAAtzRz5kyFhYXdcgTlk08+qYSEBO3cuVNSVui4e/duNWrUSH5+fjZlZ8+erR49emjw4MEKDAxU27ZtFRcXJ19f3ztef9asWTpz5oyqV6+u7t27KzIy0vqKuiTZ29tryZIlunDhgmrXrq0XXnhBI0aMkCQ5OTlJklxcXLRhwwb5+fmpY8eOCgoK0vPPP68//vhD7u7u93U/WrdurVKlSumtt96SnZ2dFi5cqPj4eFWqVEkDBw7UO++8Y1PewcFBU6dO1fTp01W8eHG1a9fuvq53P+0EAADAvWE1eQAAAPxjbN68WQ0bNtThw4dVtmzZvK5OrjFLOwEAAHIaYSgAAAAeWdHR0XJ1dVX58uV1+PBh9e/fX56entq0aVNeVy1HmaWdAAAAuY3V5AEAAPDIOn/+vIYNG6bU1FQVKVJEYWFhmjRpUl5XK8eZpZ0AAAC5jZGhAAAAAAAAAEyBBZQAAAAAAAAAmAJhKAAAAAAAAABTIAwFAAAAAAAAYAqEoQAAAAAAAABMgTAUAAAAAAAAgCkQhgIAAAAAAAAwBcJQAAAAAAAAAKZAGAoAAAAAAADAFP4P20itiLNjv3wAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Scatter plot of price vs. rating\n",
+ "plt.figure(figsize=(16, 10))\n",
+ "avg_price = (price_rating['price_min'] + price_rating['price_max']) / 2\n",
+ "plt.scatter(price_rating['overall_rating'], avg_price, color='blue',alpha=0.5)\n",
+ "\n",
+ "# Annotate each point with the school name\n",
+ "for i in range(len(price_rating)):\n",
+ " plt.annotate(price_rating['school_name'][i], \n",
+ " (price_rating['overall_rating'].iloc[i], avg_price.iloc[i]), \n",
+ " ha='center',fontsize=10)\n",
+ "\n",
+ "plt.xlabel('Average Rating')\n",
+ "plt.ylabel('Average Price')\n",
+ "plt.title('Price vs. Rating')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "aeb447b1-32a6-4fc4-9bd4-3d052e058060",
+ "metadata": {},
+ "source": [
+ "## Location Analysis"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 312,
+ "id": "74a978a1-094a-4ac2-b01c-97e9f17dd5d1",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Count locations by school\n",
+ "location_counts = locations.groupby('school_name').size().reset_index(name='location_count')\n",
+ "\n",
+ "# Plot location counts\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.bar(location_counts['school_name'], location_counts['location_count'], color='green')\n",
+ "plt.xlabel('School Name')\n",
+ "plt.ylabel('Number of Locations')\n",
+ "plt.title('Number of Locations per School')\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d688071e",
+ "metadata": {},
+ "source": [
+ "## Data Quality Testing Functions"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 447,
+ "id": "04a0839f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Missing values:\n",
+ "comment_id 0\n",
+ "school_id 0\n",
+ "school_name 0\n",
+ "user_name 0\n",
+ "anonymous 0\n",
+ "graduating_year 0\n",
+ "tagline 0\n",
+ "created_at 0\n",
+ "overall_score 0\n",
+ "overall_rating 0\n",
+ "curriculum_rating 0\n",
+ "job_support_rating 0\n",
+ "review_body 0\n",
+ "program 0\n",
+ "program_cat 0\n",
+ "dtype: int64\n",
+ "Duplicate rows: 0\n",
+ "Missing values:\n",
+ "location_id 0\n",
+ "school_id 0\n",
+ "school_name 0\n",
+ "country_id 0\n",
+ "country_name 0\n",
+ "city_id 0\n",
+ "city_name 0\n",
+ "dtype: int64\n",
+ "Duplicate rows: 0\n",
+ "Missing values:\n",
+ "badge_id 0\n",
+ "school_id 0\n",
+ "school_name 0\n",
+ "badge_name 0\n",
+ "keyword 0\n",
+ "description 0\n",
+ "dtype: int64\n",
+ "Duplicate rows: 0\n",
+ "Missing values:\n",
+ "school_id 0\n",
+ "school 0\n",
+ "website 0\n",
+ "description 0\n",
+ "price_min 0\n",
+ "price_max 0\n",
+ "dtype: int64\n",
+ "Duplicate rows: 0\n",
+ "Missing values:\n",
+ "0\n",
+ "Duplicate rows: 0\n"
+ ]
+ }
+ ],
+ "source": [
+ "def check_missing_values(df):\n",
+ " missing = df.isnull().sum()\n",
+ " print(f\"Missing values:\\n{missing}\")\n",
+ "\n",
+ "def check_duplicates(df):\n",
+ " duplicates = df.duplicated().sum()\n",
+ " print(f\"Duplicate rows: {duplicates}\")\n",
+ "\n",
+ "# Run data quality tests\n",
+ "check_missing_values(comments)\n",
+ "check_duplicates(comments)\n",
+ "check_missing_values(locations)\n",
+ "check_duplicates(locations)\n",
+ "check_missing_values(badges)\n",
+ "check_duplicates(badges)\n",
+ "check_missing_values(schools)\n",
+ "check_duplicates(schools)\n",
+ "check_missing_values(courses)\n",
+ "check_duplicates(courses)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "85b21cbf",
+ "metadata": {},
+ "source": [
+ "## Potential plots for the presentation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 109,
+ "id": "bd99c524",
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\guada\\AppData\\Local\\Temp\\ipykernel_29168\\3790897034.py:86: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
+ "\n",
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+ " ironhack_comments['year'] = pd.to_datetime(ironhack_comments['created_at']).dt.year\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\guada\\AppData\\Local\\Temp\\ipykernel_29168\\3790897034.py:128: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
+ " ax1.set_xticklabels(course_comment_rating['program'], rotation=90)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\guada\\AppData\\Local\\Temp\\ipykernel_29168\\3790897034.py:139: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
+ "\n",
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+ " ironhack_comments['positive_reviews'] = ironhack_comments['review_body'].apply(lambda x: any(kw in x.lower() for kw in positive_keywords)).astype(int)\n",
+ "C:\\Users\\guada\\AppData\\Local\\Temp\\ipykernel_29168\\3790897034.py:140: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
+ "\n",
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+ " ironhack_comments['negative_reviews'] = ironhack_comments['review_body'].apply(lambda x: any(kw in x.lower() for kw in negative_keywords)).astype(int)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "\n",
+ "\n",
+ "# Analysis and plotting\n",
+ "\n",
+ "# Average Ratings Comparison\n",
+ "avg_ratings = comments.groupby('school_name').agg({\n",
+ " 'overall_rating': 'mean',\n",
+ " 'curriculum_rating': 'mean',\n",
+ " 'job_support_rating': 'mean'\n",
+ "}).reset_index()\n",
+ "\n",
+ "# Plot average ratings comparison\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "for col in ['overall_rating', 'curriculum_rating', 'job_support_rating']:\n",
+ " plt.plot(avg_ratings['school_name'], avg_ratings[col], marker='o', label=col)\n",
+ "plt.xlabel('School Name')\n",
+ "plt.ylabel('Average Rating')\n",
+ "plt.title('Average Ratings Comparison')\n",
+ "plt.legend()\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('average_ratings_comparison.png')\n",
+ "plt.show()\n",
+ "\n",
+ "# Number of Courses Offered by Schools\n",
+ "course_count = courses.groupby('school_name').size().reset_index(name='course_count')\n",
+ "\n",
+ "# Plot number of courses offered\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.bar(course_count['school_name'], course_count['course_count'], color='skyblue')\n",
+ "plt.xlabel('School Name')\n",
+ "plt.ylabel('Number of Courses')\n",
+ "plt.title('Number of Courses Offered by Schools')\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('courses_offered.png')\n",
+ "plt.show()\n",
+ "\n",
+ "# Geographic Presence of Schools\n",
+ "location_count = locations.groupby('school_name').agg({\n",
+ " 'city_name': pd.Series.nunique,\n",
+ " 'country_name': pd.Series.nunique\n",
+ "}).reset_index().rename(columns={'city_name': 'city_count', 'country_name': 'country_count'})\n",
+ "\n",
+ "# Plot geographic presence\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.bar(location_count['school_name'], location_count['city_count'], color='green', label='City Count')\n",
+ "plt.bar(location_count['school_name'], location_count['country_count'], color='orange', bottom=location_count['city_count'], label='Country Count')\n",
+ "plt.xlabel('School Name')\n",
+ "plt.ylabel('Count')\n",
+ "plt.title('Geographic Presence of Schools')\n",
+ "plt.legend()\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('geographic_presence.png')\n",
+ "plt.show()\n",
+ "\n",
+ "# Number of Badges Awarded to Schools\n",
+ "badge_count = badges.groupby('school_name').size().reset_index(name='badge_count')\n",
+ "\n",
+ "# Plot number of badges awarded\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.bar(badge_count['school_name'], badge_count['badge_count'], color='purple')\n",
+ "plt.xlabel('School Name')\n",
+ "plt.ylabel('Number of Badges')\n",
+ "plt.title('Number of Badges Awarded to Schools')\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('badges_awarded.png')\n",
+ "plt.show()\n",
+ "\n",
+ "# Number of Comments per School\n",
+ "comment_count = comments.groupby('school_name').size().reset_index(name='comment_count').sort_values(by='comment_count', ascending=False)\n",
+ "\n",
+ "# Plot number of comments per school\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.bar(comment_count['school_name'], comment_count['comment_count'], color='red')\n",
+ "plt.xlabel('School Name')\n",
+ "plt.ylabel('Number of Comments')\n",
+ "plt.title('Number of Comments per School')\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('comments_per_school.png')\n",
+ "plt.show()\n",
+ "\n",
+ "# Course Ratings Over Time for Ironhack\n",
+ "ironhack_comments = comments[comments['school_name'].str.lower() == 'ironhack']\n",
+ "ironhack_comments['year'] = pd.to_datetime(ironhack_comments['created_at']).dt.year\n",
+ "course_ratings_by_year = ironhack_comments.groupby(['program', 'year']).agg({\n",
+ " 'overall_rating': 'mean',\n",
+ " 'curriculum_rating': 'mean',\n",
+ " 'job_support_rating': 'mean'\n",
+ "}).reset_index()\n",
+ "\n",
+ "# Plot course ratings over time\n",
+ "plt.figure(figsize=(16,12))\n",
+ "for course in course_ratings_by_year['program'].unique():\n",
+ " course_data = course_ratings_by_year[course_ratings_by_year['program'] == course]\n",
+ " plt.plot(course_data['year'], course_data['overall_rating'], marker='o', label=f\"{course} - Overall Rating\")\n",
+ " plt.plot(course_data['year'], course_data['curriculum_rating'], marker='x', linestyle='--', label=f\"{course} - Curriculum Rating\")\n",
+ " plt.plot(course_data['year'], course_data['job_support_rating'], marker='s', linestyle=':', label=f\"{course} - Job Support Rating\")\n",
+ "plt.xlabel('Year')\n",
+ "plt.ylabel('Average Rating')\n",
+ "plt.title('Ironhack Course Ratings Over Time')\n",
+ "plt.legend()\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('ironhack_course_ratings_over_time.png')\n",
+ "plt.show()\n",
+ "\n",
+ "# Comment and Rating Distribution per Course for Ironhack\n",
+ "course_comment_rating = ironhack_comments.groupby('program').agg({\n",
+ " 'comment_id': 'count',\n",
+ " 'overall_rating': 'mean',\n",
+ " 'curriculum_rating': 'mean',\n",
+ " 'job_support_rating': 'mean'\n",
+ "}).reset_index().rename(columns={'comment_id': 'num_comments'})\n",
+ "\n",
+ "# Plot comment and rating distribution per course\n",
+ "fig, ax1 = plt.subplots(figsize=(12, 8))\n",
+ "\n",
+ "ax2 = ax1.twinx()\n",
+ "ax1.bar(course_comment_rating['program'], course_comment_rating['num_comments'], color='grey', alpha=0.6)\n",
+ "ax2.plot(course_comment_rating['program'], course_comment_rating['overall_rating'], marker='o', color='b', label='Overall Rating')\n",
+ "ax2.plot(course_comment_rating['program'], course_comment_rating['curriculum_rating'], marker='x', color='g', linestyle='--', label='Curriculum Rating')\n",
+ "ax2.plot(course_comment_rating['program'], course_comment_rating['job_support_rating'], marker='s', color='r', linestyle=':', label='Job Support Rating')\n",
+ "\n",
+ "ax1.set_xlabel('Course Name')\n",
+ "ax1.set_ylabel('Number of Comments', color='grey')\n",
+ "ax2.set_ylabel('Average Rating')\n",
+ "ax1.set_xticklabels(course_comment_rating['program'], rotation=90)\n",
+ "ax1.set_title('Comment and Rating Distribution per Course for Ironhack')\n",
+ "ax2.legend()\n",
+ "fig.tight_layout()\n",
+ "plt.savefig('comment_rating_distribution.png')\n",
+ "plt.show()\n",
+ "\n",
+ "# Sentiment Analysis\n",
+ "positive_keywords = ['good', 'great', 'excellent']\n",
+ "negative_keywords = ['bad', 'poor', 'terrible']\n",
+ "\n",
+ "ironhack_comments['positive_reviews'] = ironhack_comments['review_body'].apply(lambda x: any(kw in x.lower() for kw in positive_keywords)).astype(int)\n",
+ "ironhack_comments['negative_reviews'] = ironhack_comments['review_body'].apply(lambda x: any(kw in x.lower() for kw in negative_keywords)).astype(int)\n",
+ "\n",
+ "sentiment_analysis = ironhack_comments.groupby('program').agg({\n",
+ " 'positive_reviews': 'sum',\n",
+ " 'negative_reviews': 'sum'\n",
+ "}).reset_index()\n",
+ "\n",
+ "# Plot sentiment analysis\n",
+ "plt.figure(figsize=(12, 8))\n",
+ "plt.bar(sentiment_analysis['program'], sentiment_analysis['positive_reviews'], color='blue', label='Positive Reviews')\n",
+ "plt.bar(sentiment_analysis['program'], sentiment_analysis['negative_reviews'], color='red', bottom=sentiment_analysis['positive_reviews'], label='Negative Reviews')\n",
+ "plt.xlabel('Course Name')\n",
+ "plt.ylabel('Number of Reviews')\n",
+ "plt.title('Sentiment Analysis of Reviews for Ironhack Courses')\n",
+ "plt.legend()\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('sentiment_analysis.png')\n",
+ "plt.show()\n",
+ "\n",
+ "# Price Comparison\n",
+ "price_comparison = schools.groupby('school_name').agg({\n",
+ " 'price_min': 'mean',\n",
+ " 'price_max': 'mean'\n",
+ "}).reset_index()\n",
+ "\n",
+ "# Plot price comparison\n",
+ "plt.figure(figsize=(12, 8))\n",
+ "plt.plot(price_comparison['school_name'], price_comparison['price_min'], marker='o', label='Average Minimum Price')\n",
+ "plt.plot(price_comparison['school_name'], price_comparison['price_max'], marker='x', linestyle='--', label='Average Maximum Price')\n",
+ "plt.xlabel('School Name')\n",
+ "plt.ylabel('Price')\n",
+ "plt.title('Price Comparison Across Schools')\n",
+ "plt.legend()\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('price_comparison.png')\n",
+ "plt.show()\n",
+ "\n",
+ "# Price Range Analysis\n",
+ "price_range = schools.groupby('school_name').agg({\n",
+ " 'price_min': 'min',\n",
+ " 'price_max': 'max'\n",
+ "}).reset_index()\n",
+ "\n",
+ "# Plot price range analysis\n",
+ "plt.figure(figsize=(12, 8))\n",
+ "plt.errorbar(price_range['school_name'], (price_range['price_min'] + price_range['price_max']) / 2, \n",
+ " yerr=(price_range['price_max'] - price_range['price_min']) / 2, fmt='o', ecolor='r', capsize=5)\n",
+ "plt.xlabel('School Name')\n",
+ "plt.ylabel('Price Range')\n",
+ "plt.title('Price Range Analysis Across Schools')\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('price_range_analysis.png')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e96a50d9",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.7"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/notebooks/.ipynb_checkpoints/Untitled-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/Untitled-checkpoint.ipynb
new file mode 100644
index 0000000..363fcab
--- /dev/null
+++ b/notebooks/.ipynb_checkpoints/Untitled-checkpoint.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/notebooks/.ipynb_checkpoints/switchup_scraper-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/switchup_scraper-checkpoint.ipynb
new file mode 100644
index 0000000..fc6fe07
--- /dev/null
+++ b/notebooks/.ipynb_checkpoints/switchup_scraper-checkpoint.ipynb
@@ -0,0 +1,1884 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "TuwSdWZlgveP"
+ },
+ "source": [
+ "# SQL Project\n",
+ "You were hired by Ironhack to perform an Analytics Consulting Project entitled: competitive landscape.\n",
+ "\n",
+ "Your mission is to create and populate an appropriate database with many coding schools that are our competition, as well as design an suitable queries that answer business questions of interest (to be defined by you)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "hXDGm8_RgG-K"
+ },
+ "source": [
+ "**Suggested Steps in the Project:**\n",
+ "\n",
+ "\n",
+ "* Read this notebook and understand each function. Comment the code appropriately\n",
+ "\n",
+ "* Populate the list of schools with a wider variety of schools (how are you going to get the school ID?)\n",
+ "\n",
+ "* Take a look at the obtained dataframes. What dimensions do you have? what keys do you have? how could the different dataframes be connected?\n",
+ "\n",
+ "* Go back to the drawing board and try to create an entity relationship diagram for tables available\n",
+ "\n",
+ "* Once you have the schemas you want, you will need to:\n",
+ " - create the suitable SQL queries to create the tables and populate them\n",
+ " - run these queries using the appropriate Python connectors\n",
+ " \n",
+ "* Bonus: How will this datamodel be updated in the future? Please write auxiliary functions that test the database for data quality issues. For example: how could you make sure you only include the most recent comments when you re-run the script?\n",
+ "\n",
+ "\n",
+ "# Suggested Deliverables\n",
+ "\n",
+ "* 5-6 minute presentation of data model created, decision process and business analysis proposed\n",
+ "\n",
+ "* exported .sql file with the final schema\n",
+ "\n",
+ "* Supporting python files used to generate all logic\n",
+ "\n",
+ "* High level documentation explaining tables designed and focusing on update methods\n",
+ "\n",
+ "Crucial hint: check out the following tutorial:\n",
+ "https://www.dataquest.io/blog/sql-insert-tutorial/\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "id": "CHQ8IJLpgBsH"
+ },
+ "outputs": [],
+ "source": [
+ "# you must populate this dict with the schools required -> try talking to the teaching team about this\n",
+ "\n",
+ "\n",
+ "schools = { \n",
+ "'ironhack' : 10828,\n",
+ "'app-academy' : 10525,\n",
+ "'springboard' : 11035 \n",
+ "}\n",
+ "\n",
+ "import re\n",
+ "import pandas as pd\n",
+ "from pandas.io.json import json_normalize\n",
+ "import requests\n",
+ "\n",
+ "\n",
+ "\n",
+ "def get_comments_school(school):\n",
+ " TAG_RE = re.compile(r'<[^>]+>')\n",
+ " # defines url to make api call to data -> dynamic with school if you want to scrape competition\n",
+ " url = \"https://www.switchup.org/chimera/v1/school-review-list?mainTemplate=school-review-list&path=%2Fbootcamps%2F\" + school + \"&isDataTarget=false&page=3&perPage=10000&simpleHtml=true&truncationLength=250\"\n",
+ " #makes get request and converts answer to json\n",
+ " # url defines the page of all the information, request is made, and information is returned to data variable\n",
+ " data = requests.get(url).json()\n",
+ " #converts json to dataframe\n",
+ " reviews = pd.DataFrame(data['content']['reviews'])\n",
+ " \n",
+ " #aux function to apply regex and remove tags\n",
+ " def remove_tags(x):\n",
+ " return TAG_RE.sub('',x)\n",
+ " reviews['review_body'] = reviews['body'].apply(remove_tags)\n",
+ " reviews['school'] = school\n",
+ " return reviews"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "XxRrTBYVDXUk"
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "cxSFN100h6Ej",
+ "outputId": "53481633-d00b-4176-cd08-4f8ae2e57dd6"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "ironhack\n",
+ "app-academy\n",
+ "springboard\n"
+ ]
+ }
+ ],
+ "source": [
+ "# could you write this as a list comprehension? ;)\n",
+ "comments = []\n",
+ "\n",
+ "for school in schools.keys():\n",
+ " print(school)\n",
+ " comments.append(get_comments_school(school))\n",
+ "\n",
+ "comments = pd.concat(comments)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 1000
+ },
+ "id": "IL9osdr_iLZg",
+ "outputId": "2a6446f4-cc4d-485a-d7f2-02e900137888"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " name \n",
+ " anonymous \n",
+ " hostProgramName \n",
+ " graduatingYear \n",
+ " isAlumni \n",
+ " jobTitle \n",
+ " tagline \n",
+ " body \n",
+ " rawBody \n",
+ " ... \n",
+ " queryDate \n",
+ " program \n",
+ " user \n",
+ " overallScore \n",
+ " comments \n",
+ " overall \n",
+ " curriculum \n",
+ " jobSupport \n",
+ " review_body \n",
+ " school \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 300701 \n",
+ " Omezzine Meysour \n",
+ " False \n",
+ " None \n",
+ " 2023.0 \n",
+ " False \n",
+ " Credit risk analyst \n",
+ " Amazing experience! \n",
+ " <span class=\"truncatable\"><p></p><p>Before joi... \n",
+ " <p>Before joining the bootcamp, I was skeptica... \n",
+ " ... \n",
+ " 2023-04-27 \n",
+ " Data Analytics Bootcamp \n",
+ " {'image': None} \n",
+ " 5.0 \n",
+ " [] \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Before joining the bootcamp, I was skeptical a... \n",
+ " ironhack \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 300599 \n",
+ " Anonymous \n",
+ " True \n",
+ " None \n",
+ " 2023.0 \n",
+ " False \n",
+ " Product designer \n",
+ " Great bootcamp if you want to change career! \n",
+ " <span class=\"truncatable\"><p></p><p>My goal wa... \n",
+ " <p>My goal was to change career from Sales to ... \n",
+ " ... \n",
+ " 2023-04-25 \n",
+ " UX/UI Design Bootcamp \n",
+ " {'image': None} \n",
+ " 5.0 \n",
+ " [] \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " My goal was to change career from Sales to Pro... \n",
+ " ironhack \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 300597 \n",
+ " Pim Blom \n",
+ " False \n",
+ " None \n",
+ " 2023.0 \n",
+ " False \n",
+ " \n",
+ " Great way to become a web dev \n",
+ " <span class=\"truncatable\"><p></p><p>It is a in... \n",
+ " <p>It is a intense 9 week program, but you lea... \n",
+ " ... \n",
+ " 2023-04-25 \n",
+ " Web Development Bootcamp \n",
+ " {'image': None} \n",
+ " 4.0 \n",
+ " [] \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " It is a intense 9 week program, but you learn ... \n",
+ " ironhack \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 300526 \n",
+ " Nancy Omozokpea \n",
+ " False \n",
+ " None \n",
+ " 2023.0 \n",
+ " False \n",
+ " \n",
+ " It was well structured and very encouraging Team \n",
+ " <span class=\"truncatable\"><p></p><p>The Bootca... \n",
+ " <p>The Bootcamp was well structured and had a ... \n",
+ " ... \n",
+ " 2023-04-21 \n",
+ " Data Analytics Bootcamp \n",
+ " {'image': None} \n",
+ " 4.3 \n",
+ " [] \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 3.0 \n",
+ " The Bootcamp was well structured and had a lot... \n",
+ " ironhack \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 300130 \n",
+ " Michiel van der merwe \n",
+ " False \n",
+ " None \n",
+ " 2023.0 \n",
+ " False \n",
+ " Data engineer \n",
+ " Awesome \n",
+ " <span class=\"truncatable\"><p></p><p>Pros Lots ... \n",
+ " <p>Pros Lots and lots of help and useful infor... \n",
+ " ... \n",
+ " 2023-04-11 \n",
+ " Cybersecurity Part-Time \n",
+ " {'image': None} \n",
+ " 4.3 \n",
+ " [] \n",
+ " 4.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " Pros Lots and lots of help and useful informat... \n",
+ " ironhack \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 1467 \n",
+ " 234894 \n",
+ " Stephanie S. \n",
+ " False \n",
+ " None \n",
+ " 2015.0 \n",
+ " True \n",
+ " Website Manager-UX Lead \n",
+ " Excellent and comprehensive UX course \n",
+ " <span class=\"truncatable\"><p>The UX Design Wor... \n",
+ " The UX Design Workshop gave me a great underst... \n",
+ " ... \n",
+ " 2016-12-15 \n",
+ " UX Design \n",
+ " {'image': None} \n",
+ " 5.0 \n",
+ " [] \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " The UX Design Workshop gave me a great underst... \n",
+ " springboard \n",
+ " \n",
+ " \n",
+ " 1468 \n",
+ " 234877 \n",
+ " Joe Fang \n",
+ " False \n",
+ " None \n",
+ " 2015.0 \n",
+ " True \n",
+ " UX Designer \n",
+ " Springboard helped me start my career in UX \n",
+ " <span class=\"truncatable\"><p>Just some backgro... \n",
+ " Just some background information on myself, I ... \n",
+ " ... \n",
+ " 2016-12-15 \n",
+ " UX Design \n",
+ " {'image': None} \n",
+ " 5.0 \n",
+ " [] \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Just some background information on myself, I ... \n",
+ " springboard \n",
+ " \n",
+ " \n",
+ " 1469 \n",
+ " 234838 \n",
+ " Zeina \n",
+ " False \n",
+ " None \n",
+ " 2016.0 \n",
+ " True \n",
+ " Senior Graphic Designer \n",
+ " Highly recommended \n",
+ " <span class=\"truncatable\"><p>I enjoyed the pro... \n",
+ " I enjoyed the program very much, gained a lot ... \n",
+ " ... \n",
+ " 2016-12-15 \n",
+ " UX Design \n",
+ " {'image': None} \n",
+ " 3.7 \n",
+ " [] \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 3.0 \n",
+ " I enjoyed the program very much, gained a lot ... \n",
+ " springboard \n",
+ " \n",
+ " \n",
+ " 1470 \n",
+ " 242681 \n",
+ " Jean \n",
+ " False \n",
+ " None \n",
+ " 2016.0 \n",
+ " True \n",
+ " Lead Designer/Creative Director \n",
+ " A way to stay current for the highly motivated! \n",
+ " <span class=\"truncatable\"><p>This was my first... \n",
+ " This was my first online experience and it did... \n",
+ " ... \n",
+ " 2016-12-12 \n",
+ " UX Design \n",
+ " {'image': None} \n",
+ " 5.0 \n",
+ " [] \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " This was my first online experience and it did... \n",
+ " springboard \n",
+ " \n",
+ " \n",
+ " 1471 \n",
+ " 234178 \n",
+ " Ben \n",
+ " False \n",
+ " None \n",
+ " 2016.0 \n",
+ " True \n",
+ " None \n",
+ " Springboard is an excellent course for self dr... \n",
+ " <span class=\"truncatable\"><p>I really enjoyed ... \n",
+ " I really enjoyed my time with the Springboard ... \n",
+ " ... \n",
+ " 2016-12-10 \n",
+ " UX Design \n",
+ " {'image': None} \n",
+ " 4.7 \n",
+ " [] \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " I really enjoyed my time with the Springboard ... \n",
+ " springboard \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
3918 rows × 21 columns
\n",
+ "
\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ "
\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ " id name anonymous hostProgramName \\\n",
+ "0 300701 Omezzine Meysour False None \n",
+ "1 300599 Anonymous True None \n",
+ "2 300597 Pim Blom False None \n",
+ "3 300526 Nancy Omozokpea False None \n",
+ "4 300130 Michiel van der merwe False None \n",
+ "... ... ... ... ... \n",
+ "1467 234894 Stephanie S. False None \n",
+ "1468 234877 Joe Fang False None \n",
+ "1469 234838 Zeina False None \n",
+ "1470 242681 Jean False None \n",
+ "1471 234178 Ben False None \n",
+ "\n",
+ " graduatingYear isAlumni jobTitle \\\n",
+ "0 2023.0 False Credit risk analyst \n",
+ "1 2023.0 False Product designer \n",
+ "2 2023.0 False \n",
+ "3 2023.0 False \n",
+ "4 2023.0 False Data engineer \n",
+ "... ... ... ... \n",
+ "1467 2015.0 True Website Manager-UX Lead \n",
+ "1468 2015.0 True UX Designer \n",
+ "1469 2016.0 True Senior Graphic Designer \n",
+ "1470 2016.0 True Lead Designer/Creative Director \n",
+ "1471 2016.0 True None \n",
+ "\n",
+ " tagline \\\n",
+ "0 Amazing experience! \n",
+ "1 Great bootcamp if you want to change career! \n",
+ "2 Great way to become a web dev \n",
+ "3 It was well structured and very encouraging Team \n",
+ "4 Awesome \n",
+ "... ... \n",
+ "1467 Excellent and comprehensive UX course \n",
+ "1468 Springboard helped me start my career in UX \n",
+ "1469 Highly recommended \n",
+ "1470 A way to stay current for the highly motivated! \n",
+ "1471 Springboard is an excellent course for self dr... \n",
+ "\n",
+ " body \\\n",
+ "0
Before joi... \n",
+ "1
My goal wa... \n",
+ "2
It is a in... \n",
+ "3
The Bootca... \n",
+ "4
Pros Lots ... \n",
+ "... ... \n",
+ "1467 The UX Design Wor... \n",
+ "1468 Just some backgro... \n",
+ "1469 I enjoyed the pro... \n",
+ "1470 This was my first... \n",
+ "1471 I really enjoyed ... \n",
+ "\n",
+ " rawBody ... queryDate \\\n",
+ "0
Before joining the bootcamp, I was skeptica... ... 2023-04-27 \n",
+ "1
My goal was to change career from Sales to ... ... 2023-04-25 \n",
+ "2
It is a intense 9 week program, but you lea... ... 2023-04-25 \n",
+ "3
The Bootcamp was well structured and had a ... ... 2023-04-21 \n",
+ "4
Pros Lots and lots of help and useful infor... ... 2023-04-11 \n",
+ "... ... ... ... \n",
+ "1467 The UX Design Workshop gave me a great underst... ... 2016-12-15 \n",
+ "1468 Just some background information on myself, I ... ... 2016-12-15 \n",
+ "1469 I enjoyed the program very much, gained a lot ... ... 2016-12-15 \n",
+ "1470 This was my first online experience and it did... ... 2016-12-12 \n",
+ "1471 I really enjoyed my time with the Springboard ... ... 2016-12-10 \n",
+ "\n",
+ " program user overallScore comments overall \\\n",
+ "0 Data Analytics Bootcamp {'image': None} 5.0 [] 5.0 \n",
+ "1 UX/UI Design Bootcamp {'image': None} 5.0 [] 5.0 \n",
+ "2 Web Development Bootcamp {'image': None} 4.0 [] 4.0 \n",
+ "3 Data Analytics Bootcamp {'image': None} 4.3 [] 5.0 \n",
+ "4 Cybersecurity Part-Time {'image': None} 4.3 [] 4.0 \n",
+ "... ... ... ... ... ... \n",
+ "1467 UX Design {'image': None} 5.0 [] 5.0 \n",
+ "1468 UX Design {'image': None} 5.0 [] 5.0 \n",
+ "1469 UX Design {'image': None} 3.7 [] 4.0 \n",
+ "1470 UX Design {'image': None} 5.0 [] 5.0 \n",
+ "1471 UX Design {'image': None} 4.7 [] 5.0 \n",
+ "\n",
+ " curriculum jobSupport review_body \\\n",
+ "0 5.0 5.0 Before joining the bootcamp, I was skeptical a... \n",
+ "1 5.0 5.0 My goal was to change career from Sales to Pro... \n",
+ "2 4.0 4.0 It is a intense 9 week program, but you learn ... \n",
+ "3 5.0 3.0 The Bootcamp was well structured and had a lot... \n",
+ "4 5.0 4.0 Pros Lots and lots of help and useful informat... \n",
+ "... ... ... ... \n",
+ "1467 5.0 5.0 The UX Design Workshop gave me a great underst... \n",
+ "1468 5.0 5.0 Just some background information on myself, I ... \n",
+ "1469 4.0 3.0 I enjoyed the program very much, gained a lot ... \n",
+ "1470 5.0 5.0 This was my first online experience and it did... \n",
+ "1471 5.0 4.0 I really enjoyed my time with the Springboard ... \n",
+ "\n",
+ " school \n",
+ "0 ironhack \n",
+ "1 ironhack \n",
+ "2 ironhack \n",
+ "3 ironhack \n",
+ "4 ironhack \n",
+ "... ... \n",
+ "1467 springboard \n",
+ "1468 springboard \n",
+ "1469 springboard \n",
+ "1470 springboard \n",
+ "1471 springboard \n",
+ "\n",
+ "[3918 rows x 21 columns]"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "V_SXOtPxiNNY",
+ "outputId": "70c3dcfb-11a9-43b0-a877-cc86d386c79e"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "ironhack\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ ":14: FutureWarning: pandas.io.json.json_normalize is deprecated, use pandas.json_normalize instead.\n",
+ " locations_df = json_normalize(locations)\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "app-academy\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ ":14: FutureWarning: pandas.io.json.json_normalize is deprecated, use pandas.json_normalize instead.\n",
+ " locations_df = json_normalize(locations)\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "springboard\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ ":14: FutureWarning: pandas.io.json.json_normalize is deprecated, use pandas.json_normalize instead.\n",
+ " locations_df = json_normalize(locations)\n"
+ ]
+ }
+ ],
+ "source": [
+ "from pandas.io.json import json_normalize\n",
+ "\n",
+ "def get_school_info(school, school_id):\n",
+ " url = 'https://www.switchup.org/chimera/v1/bootcamp-data?mainTemplate=bootcamp-data%2Fdescription&path=%2Fbootcamps%2F'+ str(school) + '&isDataTarget=false&bootcampId='+ str(school_id) + '&logoTag=logo&truncationLength=250&readMoreOmission=...&readMoreText=Read%20More&readLessText=Read%20Less'\n",
+ "\n",
+ " data = requests.get(url).json()\n",
+ "\n",
+ " data.keys()\n",
+ "\n",
+ " courses = data['content']['courses']\n",
+ " courses_df = pd.DataFrame(courses, columns= ['courses'])\n",
+ "\n",
+ " locations = data['content']['locations']\n",
+ " locations_df = json_normalize(locations)\n",
+ "\n",
+ " badges_df = pd.DataFrame(data['content']['meritBadges'])\n",
+ " \n",
+ " website = data['content']['webaddr']\n",
+ " description = data['content']['description']\n",
+ " logoUrl = data['content']['logoUrl']\n",
+ " school_df = pd.DataFrame([website,description,logoUrl]).T\n",
+ " school_df.columns = ['website','description','LogoUrl']\n",
+ "\n",
+ " locations_df['school'] = school\n",
+ " courses_df['school'] = school\n",
+ " badges_df['school'] = school\n",
+ " school_df['school'] = school\n",
+ " \n",
+ "\n",
+ " locations_df['school_id'] = school_id\n",
+ " courses_df['school_id'] = school_id\n",
+ " badges_df['school_id'] = school_id\n",
+ " school_df['school_id'] = school_id\n",
+ "\n",
+ " return locations_df, courses_df, badges_df, school_df\n",
+ "\n",
+ "locations_list = []\n",
+ "courses_list = []\n",
+ "badges_list = []\n",
+ "schools_list = []\n",
+ "\n",
+ "for school, id in schools.items():\n",
+ " print(school)\n",
+ " a,b,c,d = get_school_info(school,id)\n",
+ " \n",
+ " locations_list.append(a)\n",
+ " courses_list.append(b)\n",
+ " badges_list.append(c)\n",
+ " schools_list.append(d)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "9qAfH6JnP3Gd",
+ "outputId": "d9a4a626-f581-49c5-d22a-ab606fa73741"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[ id description country.id country.name country.abbrev \\\n",
+ " 0 15901 Berlin, Germany 57.0 Germany DE \n",
+ " 1 16022 Mexico City, Mexico 29.0 Mexico MX \n",
+ " 2 16086 Amsterdam, Netherlands 59.0 Netherlands NL \n",
+ " 3 16088 Sao Paulo, Brazil 42.0 Brazil BR \n",
+ " 4 16109 Paris, France 38.0 France FR \n",
+ " 5 16375 Miami, FL, United States 1.0 United States US \n",
+ " 6 16376 Madrid, Spain 12.0 Spain ES \n",
+ " 7 16377 Barcelona, Spain 12.0 Spain ES \n",
+ " 8 16709 Lisbon, Portugal 28.0 Portugal PT \n",
+ " 9 17233 Online NaN NaN NaN \n",
+ " \n",
+ " city.id city.name city.keyword state.id state.name state.abbrev \\\n",
+ " 0 31156.0 Berlin berlin NaN NaN NaN \n",
+ " 1 31175.0 Mexico City mexico-city NaN NaN NaN \n",
+ " 2 31168.0 Amsterdam amsterdam NaN NaN NaN \n",
+ " 3 31121.0 Sao Paulo sao-paulo NaN NaN NaN \n",
+ " 4 31136.0 Paris paris NaN NaN NaN \n",
+ " 5 31.0 Miami miami 11.0 Florida FL \n",
+ " 6 31052.0 Madrid madrid NaN NaN NaN \n",
+ " 7 31170.0 Barcelona barcelona NaN NaN NaN \n",
+ " 8 31075.0 Lisbon lisbon NaN NaN NaN \n",
+ " 9 NaN NaN NaN 1.0 Online Online \n",
+ " \n",
+ " state.keyword school school_id \n",
+ " 0 NaN ironhack 10828 \n",
+ " 1 NaN ironhack 10828 \n",
+ " 2 NaN ironhack 10828 \n",
+ " 3 NaN ironhack 10828 \n",
+ " 4 NaN ironhack 10828 \n",
+ " 5 florida ironhack 10828 \n",
+ " 6 NaN ironhack 10828 \n",
+ " 7 NaN ironhack 10828 \n",
+ " 8 NaN ironhack 10828 \n",
+ " 9 online ironhack 10828 ,\n",
+ " id description country.id country.name \\\n",
+ " 0 15704 San Francisco, CA, United States 1.0 United States \n",
+ " 1 15705 New York City, NY, United States 1.0 United States \n",
+ " 2 15862 Online NaN NaN \n",
+ " \n",
+ " country.abbrev state.id state.name state.abbrev state.keyword city.id \\\n",
+ " 0 US 6 California CA california 13.0 \n",
+ " 1 US 34 New York NY new-york 1507.0 \n",
+ " 2 NaN 1 Online Online online NaN \n",
+ " \n",
+ " city.name city.keyword school school_id \n",
+ " 0 San Francisco san-francisco app-academy 10525 \n",
+ " 1 NYC new-york-city app-academy 10525 \n",
+ " 2 NaN NaN app-academy 10525 ,\n",
+ " id description state.id state.name state.abbrev state.keyword \\\n",
+ " 0 16013 Online 1 Online Online online \n",
+ " \n",
+ " school school_id \n",
+ " 0 springboard 11035 ]"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations_list"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 488
+ },
+ "id": "sH4qeK_8iSzr",
+ "outputId": "e255b7cb-2a63-4a86-bc8b-6c3f6b51af2c"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " description \n",
+ " country.id \n",
+ " country.name \n",
+ " country.abbrev \n",
+ " city.id \n",
+ " city.name \n",
+ " city.keyword \n",
+ " state.id \n",
+ " state.name \n",
+ " state.abbrev \n",
+ " state.keyword \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 15901 \n",
+ " Berlin, Germany \n",
+ " 57.0 \n",
+ " Germany \n",
+ " DE \n",
+ " 31156.0 \n",
+ " Berlin \n",
+ " berlin \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 16022 \n",
+ " Mexico City, Mexico \n",
+ " 29.0 \n",
+ " Mexico \n",
+ " MX \n",
+ " 31175.0 \n",
+ " Mexico City \n",
+ " mexico-city \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 16086 \n",
+ " Amsterdam, Netherlands \n",
+ " 59.0 \n",
+ " Netherlands \n",
+ " NL \n",
+ " 31168.0 \n",
+ " Amsterdam \n",
+ " amsterdam \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 16088 \n",
+ " Sao Paulo, Brazil \n",
+ " 42.0 \n",
+ " Brazil \n",
+ " BR \n",
+ " 31121.0 \n",
+ " Sao Paulo \n",
+ " sao-paulo \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 16109 \n",
+ " Paris, France \n",
+ " 38.0 \n",
+ " France \n",
+ " FR \n",
+ " 31136.0 \n",
+ " Paris \n",
+ " paris \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " 16375 \n",
+ " Miami, FL, United States \n",
+ " 1.0 \n",
+ " United States \n",
+ " US \n",
+ " 31.0 \n",
+ " Miami \n",
+ " miami \n",
+ " 11.0 \n",
+ " Florida \n",
+ " FL \n",
+ " florida \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " 16376 \n",
+ " Madrid, Spain \n",
+ " 12.0 \n",
+ " Spain \n",
+ " ES \n",
+ " 31052.0 \n",
+ " Madrid \n",
+ " madrid \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " 16377 \n",
+ " Barcelona, Spain \n",
+ " 12.0 \n",
+ " Spain \n",
+ " ES \n",
+ " 31170.0 \n",
+ " Barcelona \n",
+ " barcelona \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " 16709 \n",
+ " Lisbon, Portugal \n",
+ " 28.0 \n",
+ " Portugal \n",
+ " PT \n",
+ " 31075.0 \n",
+ " Lisbon \n",
+ " lisbon \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " 17233 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 15704 \n",
+ " San Francisco, CA, United States \n",
+ " 1.0 \n",
+ " United States \n",
+ " US \n",
+ " 13.0 \n",
+ " San Francisco \n",
+ " san-francisco \n",
+ " 6.0 \n",
+ " California \n",
+ " CA \n",
+ " california \n",
+ " app-academy \n",
+ " 10525 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 15705 \n",
+ " New York City, NY, United States \n",
+ " 1.0 \n",
+ " United States \n",
+ " US \n",
+ " 1507.0 \n",
+ " NYC \n",
+ " new-york-city \n",
+ " 34.0 \n",
+ " New York \n",
+ " NY \n",
+ " new-york \n",
+ " app-academy \n",
+ " 10525 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 15862 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " app-academy \n",
+ " 10525 \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 16013 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ "
\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ " id description country.id country.name \\\n",
+ "0 15901 Berlin, Germany 57.0 Germany \n",
+ "1 16022 Mexico City, Mexico 29.0 Mexico \n",
+ "2 16086 Amsterdam, Netherlands 59.0 Netherlands \n",
+ "3 16088 Sao Paulo, Brazil 42.0 Brazil \n",
+ "4 16109 Paris, France 38.0 France \n",
+ "5 16375 Miami, FL, United States 1.0 United States \n",
+ "6 16376 Madrid, Spain 12.0 Spain \n",
+ "7 16377 Barcelona, Spain 12.0 Spain \n",
+ "8 16709 Lisbon, Portugal 28.0 Portugal \n",
+ "9 17233 Online NaN NaN \n",
+ "0 15704 San Francisco, CA, United States 1.0 United States \n",
+ "1 15705 New York City, NY, United States 1.0 United States \n",
+ "2 15862 Online NaN NaN \n",
+ "0 16013 Online NaN NaN \n",
+ "\n",
+ " country.abbrev city.id city.name city.keyword state.id state.name \\\n",
+ "0 DE 31156.0 Berlin berlin NaN NaN \n",
+ "1 MX 31175.0 Mexico City mexico-city NaN NaN \n",
+ "2 NL 31168.0 Amsterdam amsterdam NaN NaN \n",
+ "3 BR 31121.0 Sao Paulo sao-paulo NaN NaN \n",
+ "4 FR 31136.0 Paris paris NaN NaN \n",
+ "5 US 31.0 Miami miami 11.0 Florida \n",
+ "6 ES 31052.0 Madrid madrid NaN NaN \n",
+ "7 ES 31170.0 Barcelona barcelona NaN NaN \n",
+ "8 PT 31075.0 Lisbon lisbon NaN NaN \n",
+ "9 NaN NaN NaN NaN 1.0 Online \n",
+ "0 US 13.0 San Francisco san-francisco 6.0 California \n",
+ "1 US 1507.0 NYC new-york-city 34.0 New York \n",
+ "2 NaN NaN NaN NaN 1.0 Online \n",
+ "0 NaN NaN NaN NaN 1.0 Online \n",
+ "\n",
+ " state.abbrev state.keyword school school_id \n",
+ "0 NaN NaN ironhack 10828 \n",
+ "1 NaN NaN ironhack 10828 \n",
+ "2 NaN NaN ironhack 10828 \n",
+ "3 NaN NaN ironhack 10828 \n",
+ "4 NaN NaN ironhack 10828 \n",
+ "5 FL florida ironhack 10828 \n",
+ "6 NaN NaN ironhack 10828 \n",
+ "7 NaN NaN ironhack 10828 \n",
+ "8 NaN NaN ironhack 10828 \n",
+ "9 Online online ironhack 10828 \n",
+ "0 CA california app-academy 10525 \n",
+ "1 NY new-york app-academy 10525 \n",
+ "2 Online online app-academy 10525 \n",
+ "0 Online online springboard 11035 "
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations = pd.concat(locations_list)\n",
+ "locations"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 363
+ },
+ "id": "eGw9AuxjiTaG",
+ "outputId": "c8616f5a-c53e-4618-df1c-9d767199d190"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " courses \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " Cyber Security Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " Cybersecurity Part-Time \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " Data Analytics Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " Data Analytics Part-Time \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " UX/UI Design Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " UX/UI Design Part-Time \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " Web Development Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " Web Development Part-Time \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 16-week Software Engineering Program \n",
+ " app-academy \n",
+ " 10525 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " Bootcamp Prep \n",
+ " app-academy \n",
+ " 10525 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ "
\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ " courses school school_id\n",
+ "0 Cyber Security Bootcamp ironhack 10828\n",
+ "1 Cybersecurity Part-Time ironhack 10828\n",
+ "2 Data Analytics Bootcamp ironhack 10828\n",
+ "3 Data Analytics Part-Time ironhack 10828\n",
+ "4 UX/UI Design Bootcamp ironhack 10828\n",
+ "5 UX/UI Design Part-Time ironhack 10828\n",
+ "6 Web Development Bootcamp ironhack 10828\n",
+ "7 Web Development Part-Time ironhack 10828\n",
+ "0 16-week Software Engineering Program app-academy 10525\n",
+ "1 Bootcamp Prep app-academy 10525"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "courses = pd.concat(courses_list)\n",
+ "courses.head(10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "j---orWLiWs1",
+ "outputId": "b2a667ec-e30e-475d-eafe-d82f2f1b7bc1"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " keyword \n",
+ " description \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " Verified Outcomes \n",
+ " verified_outcomes \n",
+ " <p>School publishes a third-party verified out... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " app-academy \n",
+ " 10525 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " app-academy \n",
+ " 10525 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ "
\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ " name keyword \\\n",
+ "0 Available Online available_online \n",
+ "1 Verified Outcomes verified_outcomes \n",
+ "2 Flexible Classes flexible_classes \n",
+ "0 Available Online available_online \n",
+ "1 Flexible Classes flexible_classes \n",
+ "\n",
+ " description school school_id \n",
+ "0 School offers fully online courses
ironhack 10828 \n",
+ "1 School publishes a third-party verified out... ironhack 10828 \n",
+ "2
School offers part-time and evening classes... ironhack 10828 \n",
+ "0
School offers fully online courses
app-academy 10525 \n",
+ "1 School offers part-time and evening classes... app-academy 10525 "
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "badges = pd.concat(badges_list)\n",
+ "badges.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 143
+ },
+ "id": "kWLmzVpmiZD2",
+ "outputId": "db0685d2-5be6-40c3-fe69-9e36b3ac055f"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " website \n",
+ " description \n",
+ " LogoUrl \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " www.ironhack.com/en \n",
+ " <span class=\"truncatable\"><p>Ironhack is a glo... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " appacademy.io \n",
+ " <span class=\"truncatable\"><p>Founded in 2012, ... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " app-academy \n",
+ " 10525 \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " www.springboard.com/?utm_source=switchup&utm_m... \n",
+ " <span class=\"truncatable\"><p>Springboard is an... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ "
\n",
+ "
\n",
+ " "
+ ],
+ "text/plain": [
+ " website \\\n",
+ "0 www.ironhack.com/en \n",
+ "0 appacademy.io \n",
+ "0 www.springboard.com/?utm_source=switchup&utm_m... \n",
+ "\n",
+ " description \\\n",
+ "0 Ironhack is a glo... \n",
+ "0 Founded in 2012, ... \n",
+ "0 Springboard is an... \n",
+ "\n",
+ " LogoUrl school school_id \n",
+ "0 https://d92mrp7hetgfk.cloudfront.net/images/si... ironhack 10828 \n",
+ "0 https://d92mrp7hetgfk.cloudfront.net/images/si... app-academy 10525 \n",
+ "0 https://d92mrp7hetgfk.cloudfront.net/images/si... springboard 11035 "
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# any data cleaning still missing here? take a look at the description\n",
+ "schools = pd.concat(schools_list)\n",
+ "schools.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "id": "_AFkSNlsb9z0"
+ },
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "colab": {
+ "provenance": []
+ },
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.7"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/notebooks/SQLProject.ipynb b/notebooks/SQLProject.ipynb
new file mode 100644
index 0000000..02b0fc9
--- /dev/null
+++ b/notebooks/SQLProject.ipynb
@@ -0,0 +1,14205 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "e34f3b3b",
+ "metadata": {},
+ "source": [
+ "# Libraries & extra functions\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "44fe27e8",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "\n",
+ "import re\n",
+ "import pandas as pd\n",
+ "from pandas import json_normalize\n",
+ "import requests\n",
+ "import getpass\n",
+ "import mysql.connector\n",
+ "from datetime import datetime\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "pd.set_option('display.max_columns', None) # I want to see all columns\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "571d6210",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "#Functions to remove the HTML tags after scrapping\n",
+ "\n",
+ "def remove_tags(x):\n",
+ " return re.compile(r'<[^>]+>').sub('',x)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "fa3f5ecf",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "#getting the comments of a school \n",
+ "\n",
+ "def get_comments_school(school,id):\n",
+ " \n",
+ " #Url to get data \n",
+ " url = \"https://www.switchup.org/chimera/v1/school-review-list?mainTemplate=school-review-list&path=%2Fbootcamps%2F\" + school + \"&isDataTarget=false&page=3&perPage=10000&simpleHtml=true&truncationLength=250\"\n",
+ " \n",
+ " #Data into a dataframe\n",
+ " data = requests.get(url).json()\n",
+ " reviews = pd.DataFrame(data['content']['reviews'])\n",
+ " \n",
+ " #Function to apply regex and remove tags\n",
+ " reviews['review_body'] = reviews['body'].apply(remove_tags)\n",
+ " \n",
+ " #Adding usefull features the dataframe\n",
+ " reviews['school'] = school\n",
+ " reviews['school_id'] = id\n",
+ " return reviews"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a4c22ac2",
+ "metadata": {},
+ "source": [
+ "# Comments dataframe\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "078c0651",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "#Schools dictionary \n",
+ "#We fetched the school IDs by manually inspecting the schools with the browser dev tools\n",
+ "#Selected schools that outrank Ironhack in relevant areas: considering Bootcamps, general rank, and some key locations.\n",
+ "schools = { \n",
+ "'ironhack' : 10828,\n",
+ " #coding\n",
+ "'springboard':11035,\n",
+ "'learningfuze' : 10862,\n",
+ "'actualize' : 10505,\n",
+ "'clarusway' : 11539,\n",
+ "'codesmith' : 10643,\n",
+ " #DA\n",
+ "'dataquest' : 10683,\n",
+ "'syntax-technologies' : 11797,\n",
+ " #Cyber\n",
+ "'evolve-security-academy' : 10743,\n",
+ "'level-effect' : 11282,\n",
+ " #location\n",
+ "'le-wagon' : 10868,\n",
+ "'4geeks-academy' : 10492, \n",
+ "'jedha' : 10837,\n",
+ "'la-capsule' : 10853,\n",
+ "'wbs-coding-school' : 11243, \n",
+ " #other ranks\n",
+ "'shecodes' : 11014,\n",
+ "'designlab' : 10697,\n",
+ "\n",
+ "}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "916869a0",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# creating the comments list:\n",
+ "\n",
+ "comments = [get_comments_school(school, id) for school,id in schools.items()] #list comprehension applied to the items in schools dictionary\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "f601702b",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "#Putting the data in a dataframe\n",
+ "\n",
+ "comments = pd.concat(comments).reset_index()\n",
+ "comments.drop(columns=['index'], inplace = True)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "6b5b112c",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " name \n",
+ " anonymous \n",
+ " hostProgramName \n",
+ " graduatingYear \n",
+ " isAlumni \n",
+ " jobTitle \n",
+ " tagline \n",
+ " body \n",
+ " rawBody \n",
+ " createdAt \n",
+ " queryDate \n",
+ " program \n",
+ " user \n",
+ " overallScore \n",
+ " comments \n",
+ " overall \n",
+ " curriculum \n",
+ " jobSupport \n",
+ " review_body \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 309849 \n",
+ " Anonymous \n",
+ " True \n",
+ " None \n",
+ " 2024.0 \n",
+ " False \n",
+ " \n",
+ " Data Analytics \n",
+ " <span class=\"truncatable\"><p></p><p>I just Fin... \n",
+ " <p>I just Finished the my study , I did the Da... \n",
+ " 4/3/2024 \n",
+ " 2024-04-03 \n",
+ " Data Analytics Part-Time \n",
+ " {'image': None} \n",
+ " 3.3 \n",
+ " [] \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 2.0 \n",
+ " I just Finished the my study , I did the Data ... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 309479 \n",
+ " Patrick Marques \n",
+ " False \n",
+ " None \n",
+ " 2024.0 \n",
+ " False \n",
+ " Project Manager \n",
+ " An intense experience full of emotions but at ... \n",
+ " <span class=\"truncatable\"><p></p><p>Hello, my ... \n",
+ " <p>Hello, my name is Patrick Marques and I can... \n",
+ " 3/19/2024 \n",
+ " 2024-03-19 \n",
+ " Data Analytics Bootcamp \n",
+ " {'image': None} \n",
+ " 4.0 \n",
+ " [] \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " Hello, my name is Patrick Marques and I can sa... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 308683 \n",
+ " Harikrishnan Ramakrishnapillai \n",
+ " False \n",
+ " None \n",
+ " 2023.0 \n",
+ " False \n",
+ " Cybersecurity \n",
+ " It was amazing \n",
+ " <span class=\"truncatable\"><p></p><p>I could fi... \n",
+ " <p>I could finish cybersecurity course within ... \n",
+ " 2/15/2024 \n",
+ " 2024-02-15 \n",
+ " None \n",
+ " {'image': None} \n",
+ " 4.3 \n",
+ " [] \n",
+ " 4.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " I could finish cybersecurity course within 3 m... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 307433 \n",
+ " Sorin Tuinea \n",
+ " False \n",
+ " None \n",
+ " 2023.0 \n",
+ " False \n",
+ " Data analyst \n",
+ " I would definitely recommend it \n",
+ " <span class=\"truncatable\"><p></p><p>I chose Ir... \n",
+ " <p>I chose Ironhack after reading a lot of rev... \n",
+ " 12/22/2023 \n",
+ " 2023-12-22 \n",
+ " None \n",
+ " {'image': None} \n",
+ " 5.0 \n",
+ " [] \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I chose Ironhack after reading a lot of review... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 307350 \n",
+ " Kasia Luksza \n",
+ " False \n",
+ " None \n",
+ " 2023.0 \n",
+ " False \n",
+ " UX/UI Designer \n",
+ " Best learning experience of my life \n",
+ " <span class=\"truncatable\"><p></p><p>Attending ... \n",
+ " <p>Attending this bootcamp was hands down the ... \n",
+ " 12/19/2023 \n",
+ " 2023-12-19 \n",
+ " UX/UI Design Bootcamp \n",
+ " {'image': None} \n",
+ " 5.0 \n",
+ " [] \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Attending this bootcamp was hands down the bes... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id name anonymous hostProgramName \\\n",
+ "0 309849 Anonymous True None \n",
+ "1 309479 Patrick Marques False None \n",
+ "2 308683 Harikrishnan Ramakrishnapillai False None \n",
+ "3 307433 Sorin Tuinea False None \n",
+ "4 307350 Kasia Luksza False None \n",
+ "\n",
+ " graduatingYear isAlumni jobTitle \\\n",
+ "0 2024.0 False \n",
+ "1 2024.0 False Project Manager \n",
+ "2 2023.0 False Cybersecurity \n",
+ "3 2023.0 False Data analyst \n",
+ "4 2023.0 False UX/UI Designer \n",
+ "\n",
+ " tagline \\\n",
+ "0 Data Analytics \n",
+ "1 An intense experience full of emotions but at ... \n",
+ "2 It was amazing \n",
+ "3 I would definitely recommend it \n",
+ "4 Best learning experience of my life \n",
+ "\n",
+ " body \\\n",
+ "0
I just Fin... \n",
+ "1
Hello, my ... \n",
+ "2
I could fi... \n",
+ "3
I chose Ir... \n",
+ "4
Attending ... \n",
+ "\n",
+ " rawBody createdAt queryDate \\\n",
+ "0
I just Finished the my study , I did the Da... 4/3/2024 2024-04-03 \n",
+ "1
Hello, my name is Patrick Marques and I can... 3/19/2024 2024-03-19 \n",
+ "2
I could finish cybersecurity course within ... 2/15/2024 2024-02-15 \n",
+ "3
I chose Ironhack after reading a lot of rev... 12/22/2023 2023-12-22 \n",
+ "4
Attending this bootcamp was hands down the ... 12/19/2023 2023-12-19 \n",
+ "\n",
+ " program user overallScore comments overall \\\n",
+ "0 Data Analytics Part-Time {'image': None} 3.3 [] 4.0 \n",
+ "1 Data Analytics Bootcamp {'image': None} 4.0 [] 4.0 \n",
+ "2 None {'image': None} 4.3 [] 4.0 \n",
+ "3 None {'image': None} 5.0 [] 5.0 \n",
+ "4 UX/UI Design Bootcamp {'image': None} 5.0 [] 5.0 \n",
+ "\n",
+ " curriculum jobSupport review_body \\\n",
+ "0 4.0 2.0 I just Finished the my study , I did the Data ... \n",
+ "1 4.0 4.0 Hello, my name is Patrick Marques and I can sa... \n",
+ "2 5.0 4.0 I could finish cybersecurity course within 3 m... \n",
+ "3 5.0 5.0 I chose Ironhack after reading a lot of review... \n",
+ "4 5.0 5.0 Attending this bootcamp was hands down the bes... \n",
+ "\n",
+ " school school_id \n",
+ "0 ironhack 10828 \n",
+ "1 ironhack 10828 \n",
+ "2 ironhack 10828 \n",
+ "3 ironhack 10828 \n",
+ "4 ironhack 10828 "
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments.head(5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "74a805aa",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 11119 entries, 0 to 11118\n",
+ "Data columns (total 22 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 id 11119 non-null int64 \n",
+ " 1 name 11119 non-null object \n",
+ " 2 anonymous 11119 non-null bool \n",
+ " 3 hostProgramName 3647 non-null object \n",
+ " 4 graduatingYear 11089 non-null float64\n",
+ " 5 isAlumni 11107 non-null object \n",
+ " 6 jobTitle 8478 non-null object \n",
+ " 7 tagline 11119 non-null object \n",
+ " 8 body 11119 non-null object \n",
+ " 9 rawBody 11119 non-null object \n",
+ " 10 createdAt 11119 non-null object \n",
+ " 11 queryDate 11119 non-null object \n",
+ " 12 program 10249 non-null object \n",
+ " 13 user 11119 non-null object \n",
+ " 14 overallScore 11107 non-null object \n",
+ " 15 comments 11119 non-null object \n",
+ " 16 overall 11107 non-null object \n",
+ " 17 curriculum 10964 non-null object \n",
+ " 18 jobSupport 10052 non-null object \n",
+ " 19 review_body 11119 non-null object \n",
+ " 20 school 11119 non-null object \n",
+ " 21 school_id 11119 non-null int64 \n",
+ "dtypes: bool(1), float64(1), int64(2), object(18)\n",
+ "memory usage: 1.8+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "# exploring the data frame\n",
+ "\n",
+ "comments.info()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "37fd000a",
+ "metadata": {},
+ "source": [
+ "# Doing some data cleaning on the comments DF"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "3171a378",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "#removing irrelevant columns with information that is now in review_body\n",
+ "comments.drop(columns=['body', 'rawBody', 'user','comments'], inplace = True)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "231a13b5",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# also removing col isAlumni as we will not need it for our analysis\n",
+ "comments.drop(columns=['isAlumni'], inplace = True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "a1373cfa",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "id 0\n",
+ "name 0\n",
+ "anonymous 0\n",
+ "hostProgramName 7472\n",
+ "graduatingYear 30\n",
+ "jobTitle 2641\n",
+ "tagline 0\n",
+ "createdAt 0\n",
+ "queryDate 0\n",
+ "program 870\n",
+ "overallScore 12\n",
+ "overall 12\n",
+ "curriculum 155\n",
+ "jobSupport 1067\n",
+ "review_body 0\n",
+ "school 0\n",
+ "school_id 0\n",
+ "dtype: int64\n"
+ ]
+ }
+ ],
+ "source": [
+ "# let's look at null values:\n",
+ "\n",
+ "print(comments.isna().sum())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "48c558c2",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 11119 entries, 0 to 11118\n",
+ "Data columns (total 17 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 id 11119 non-null int64 \n",
+ " 1 name 11119 non-null object \n",
+ " 2 anonymous 11119 non-null bool \n",
+ " 3 hostProgramName 3647 non-null object \n",
+ " 4 graduatingYear 11089 non-null float64\n",
+ " 5 jobTitle 8478 non-null object \n",
+ " 6 tagline 11119 non-null object \n",
+ " 7 createdAt 11119 non-null object \n",
+ " 8 queryDate 11119 non-null object \n",
+ " 9 program 10249 non-null object \n",
+ " 10 overallScore 11107 non-null object \n",
+ " 11 overall 11107 non-null object \n",
+ " 12 curriculum 10964 non-null object \n",
+ " 13 jobSupport 10052 non-null object \n",
+ " 14 review_body 11119 non-null object \n",
+ " 15 school 11119 non-null object \n",
+ " 16 school_id 11119 non-null int64 \n",
+ "dtypes: bool(1), float64(1), int64(2), object(13)\n",
+ "memory usage: 1.4+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Let's handle dtypes and null values\n",
+ "\n",
+ "comments.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "f620c5b2",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Convert data types accordingly\n",
+ "\n",
+ "comments['graduatingYear'] = comments['graduatingYear'].astype('Int64') # Using 'Int64' to handle NaN values\n",
+ "comments['createdAt'] = pd.to_datetime(comments['createdAt'])\n",
+ "comments['queryDate'] = pd.to_datetime(comments['queryDate'])\n",
+ "comments['program'] = comments['program'].astype('object')\n",
+ "comments['overallScore'] = pd.to_numeric(comments['overallScore'], errors='coerce')\n",
+ "comments['overall'] = pd.to_numeric(comments['overall'], errors='coerce')\n",
+ "comments['curriculum'] = pd.to_numeric(comments['curriculum'], errors='coerce')\n",
+ "comments['jobSupport'] = pd.to_numeric(comments['jobSupport'], errors='coerce')\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "7217ad5d",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# set 0 for null values under 'score' cols\n",
+ "comments['overallScore'] = comments['overallScore'].fillna(0)\n",
+ "comments['overall'] = comments['overall'].fillna(0)\n",
+ "comments['curriculum'] = comments['curriculum'].fillna(0)\n",
+ "comments['jobSupport'] = comments['jobSupport'].fillna(0)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "0c24905a",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " name \n",
+ " anonymous \n",
+ " hostProgramName \n",
+ " graduatingYear \n",
+ " tagline \n",
+ " createdAt \n",
+ " program \n",
+ " overallScore \n",
+ " overall \n",
+ " curriculum \n",
+ " jobSupport \n",
+ " review_body \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 4318 \n",
+ " 247736 \n",
+ " Olaf K \n",
+ " False \n",
+ " Data Science \n",
+ " 2018 \n",
+ " Dataquest - Learning data science at your pace \n",
+ " 2019-04-17 \n",
+ " None \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " Normally I do not write such reviews but with ... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 1165 \n",
+ " 236466 \n",
+ " Michela \n",
+ " False \n",
+ " None \n",
+ " 2017 \n",
+ " Muy buena experiencia \n",
+ " 2017-06-14 \n",
+ " Full-time UX/UI Design Bootcamp \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Era lo que necesitaba para darle un giro a mi ... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 4206 \n",
+ " 277011 \n",
+ " Salman Farisi \n",
+ " False \n",
+ " None \n",
+ " 2021 \n",
+ " Recommended for learning Data Science \n",
+ " 2021-05-12 \n",
+ " R for Data Analysis \n",
+ " 4.7 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " Good for fundamental knowledge of data science... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 11010 \n",
+ " 247026 \n",
+ " Anonymous \n",
+ " True \n",
+ " None \n",
+ " 2019 \n",
+ " Design 101 by DesignLab \n",
+ " 2019-03-02 \n",
+ " None \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " Great course for anyone trying to get a good, ... \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ " 6953 \n",
+ " 245009 \n",
+ " Eric Foucault \n",
+ " False \n",
+ " Software Engineering \n",
+ " 2018 \n",
+ " Amazing experience! \n",
+ " 2018-09-25 \n",
+ " FullStack program - 35+ locations \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I just finished Le Wagon bootcamp in Paris. I ... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id name anonymous hostProgramName graduatingYear \\\n",
+ "4318 247736 Olaf K False Data Science 2018 \n",
+ "1165 236466 Michela False None 2017 \n",
+ "4206 277011 Salman Farisi False None 2021 \n",
+ "11010 247026 Anonymous True None 2019 \n",
+ "6953 245009 Eric Foucault False Software Engineering 2018 \n",
+ "\n",
+ " tagline createdAt \\\n",
+ "4318 Dataquest - Learning data science at your pace 2019-04-17 \n",
+ "1165 Muy buena experiencia 2017-06-14 \n",
+ "4206 Recommended for learning Data Science 2021-05-12 \n",
+ "11010 Design 101 by DesignLab 2019-03-02 \n",
+ "6953 Amazing experience! 2018-09-25 \n",
+ "\n",
+ " program overallScore overall curriculum \\\n",
+ "4318 None 5.0 5.0 5.0 \n",
+ "1165 Full-time UX/UI Design Bootcamp 5.0 5.0 5.0 \n",
+ "4206 R for Data Analysis 4.7 5.0 5.0 \n",
+ "11010 None 5.0 5.0 5.0 \n",
+ "6953 FullStack program - 35+ locations 5.0 5.0 5.0 \n",
+ "\n",
+ " jobSupport review_body \\\n",
+ "4318 0.0 Normally I do not write such reviews but with ... \n",
+ "1165 5.0 Era lo que necesitaba para darle un giro a mi ... \n",
+ "4206 4.0 Good for fundamental knowledge of data science... \n",
+ "11010 0.0 Great course for anyone trying to get a good, ... \n",
+ "6953 5.0 I just finished Le Wagon bootcamp in Paris. I ... \n",
+ "\n",
+ " school school_id \n",
+ "4318 dataquest 10683 \n",
+ "1165 ironhack 10828 \n",
+ "4206 dataquest 10683 \n",
+ "11010 designlab 10697 \n",
+ "6953 le-wagon 10868 "
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# we decided to also drop the Job Title as it will not be relevant for our analysis, as well as the queryDate which is always equal to createdAt\n",
+ "\n",
+ "comments.drop(columns=['jobTitle','queryDate'], inplace=True)\n",
+ "comments.sample(5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "3b2ce729",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# looking at the programs names we can see that they could use some standardization\n",
+ "\n",
+ "standardized_programs = {\n",
+ " \"Data Science and Analytics\": [\n",
+ " 'Data Analytics Part-Time', 'Data Analytics Bootcamp', 'Data Analytics Career Track',\n",
+ " 'Data Science Career Track', 'Introduction to Data Science', 'Intermediate Data Science',\n",
+ " 'Business Analytics', 'Data Science', 'Data Science with IT Fundamentals', 'Data Science with Prep',\n",
+ " 'Data Analytics', 'Data Analytics with IT Fundamentals', 'Data Science/ Machine Learning for Beginners',\n",
+ " 'Data Science for Professionals', 'Data Analytics/ Data Visualization for Beginners',\n",
+ " 'Data Analytics & Business Intelligence Course', 'Become a Data Analyst', 'Become a Data Scientist',\n",
+ " 'Become a Data Engineer', 'Data Scientist', 'Data Science - Fullstack', 'Data Lead', 'Data Fullstack',\n",
+ " 'Fullstack Data Science', 'Lead Data', 'Data Science Essentials - First Course',\n",
+ " 'Fundamentals in Data Science', 'Funtamentals in Data Science', 'Data Science (full-time)',\n",
+ " 'Data Science (part-time)', 'Data Analytics - Full-Time', 'Data Science & AI - Full-Time',\n",
+ " 'Data Science & AI - Part-Time', 'Data Science - Full-Time', 'Data Science - Part-Time', 'Data Essentials',\n",
+ " 'Data Analyst Fullstack'\n",
+ " ],\n",
+ " \"Web Development\": [\n",
+ " 'Web Development Bootcamp', 'Web Development Part-Time', 'Full-time Web Development Bootcamp',\n",
+ " 'Part-time Web Development', 'Full-Stack Web Development', 'Full Stack Development', 'Front End Development',\n",
+ " 'Full Stack Web Development with IT Fundamentals - Premium Full Time/Part Time with Limited Seats',\n",
+ " 'Full Stack Software Engineering Immersive Program', 'Full-Stack Web & App Developer',\n",
+ " 'Full-Stack Web & App Development (full-time)', 'Full-Stack PHP Web Development (full-time)',\n",
+ " 'Full-Stack Web & App Development (part-time)', 'Fullstack JavaScript Web Developer',\n",
+ " 'Web Development Course - Full-Time', 'Web Development Course - Part-Time', 'Web Development - Full-Time',\n",
+ " 'Web Development - Part-Time', 'FullStack program', 'FullStack program - 35+ locations',\n",
+ " 'Full Stack Software Development Part Time', 'Full Stack Software Development'\n",
+ " ],\n",
+ " \"Cybersecurity\": [\n",
+ " 'Cybersecurity Part-Time', 'Cyber Security Bootcamp', 'Cyber Security Career Track',\n",
+ " 'Introduction to Cybersecurity', 'Cybersecurity Career Track', 'Cyber Security Analyst Professional',\n",
+ " 'Cyber Security Analyst', 'Cyber Security Course', 'Cybersecurity Bootcamp: REMOTE (Live-Online)',\n",
+ " 'Cybersecurity Bootcamp', 'Cybersecurity Bootcamp: IN-PERSON (Chicago)', 'OSCP Bootcamp (Live-Online)',\n",
+ " 'Cyber Defense Analyst Bootcamp', 'Cyber Security Essentials', 'Cyber Security Fullstack', 'Cybersecurity'\n",
+ " ],\n",
+ " \"UX/UI Design\": [\n",
+ " 'UX/UI Design Bootcamp', 'UX/UI Design Part-Time', 'Full-time UX/UI Design Bootcamp',\n",
+ " 'Part-time UX/UI Design', 'UX Design', 'UI/UX Design Career Track', 'UX Career Track',\n",
+ " 'UX Academy Foundations', 'UX Academy', 'UI Design', 'UX Research & Strategy', 'UX: Interaction Design',\n",
+ " 'Introduction to Design', 'Digital Product Design (full-time)', 'UX/UI Product Design (full-time)'\n",
+ " ],\n",
+ " \"Software Engineering\": [\n",
+ " 'Software Engineering Career Track', 'Software Engineering Foundations to Core',\n",
+ " 'Full-Time Software Engineering Immersive', 'Part-Time Software Engineering Immersive',\n",
+ " 'Full-Time Remote Software Engineering Immersive', 'Full Stack Software Engineering Immersive Program',\n",
+ " 'Part-time Remote Software Engineering Immersive', 'Full-time Remote Software Engineering Immersive',\n",
+ " 'CS Prep', 'CS Prep'\n",
+ " ],\n",
+ " \"Cloud Computing and DevOps\": [\n",
+ " 'AWS Solutions Architect/DevOps Engineer', 'AWS Solutions Architect/DevOps Engineer with IT Fundamentals',\n",
+ " 'AWS Solutions Architect/DevOps Engineer for Beginners', 'AWS Solutions Architect/DevOps Engineer for Professionals',\n",
+ " 'AWS Cloud Engineer/Solutions Architect for Professionals', 'AWS Cloud Engineer/Solutions Architect for Beginners',\n",
+ " 'AWS Solutions Architect with IT Fundamentals', 'AWS Solutions Architect', 'Cloud for Tester', 'DevOps Engineer'\n",
+ " ],\n",
+ " \"Machine Learning and AI\": [\n",
+ " 'Machine Learning Engineering Career Track', 'Machine Learning/Deep Learning',\n",
+ " 'Data Science & AI - Full-Time', 'Data Science & AI - Part-Time'\n",
+ " ],\n",
+ " \"Sales and Marketing\": [\n",
+ " 'Tech Sales Career Track', 'Digital Marketing Career Track', 'Digital Marketing for Professionals',\n",
+ " 'Marketing Analytics (full-time)'\n",
+ " ],\n",
+ " \"Testing and Quality Assurance\": [\n",
+ " 'Software Development Engineer in Test (SDET)', 'SDET Automation Testing Course'\n",
+ " ],\n",
+ " \"Miscellaneous and General Tech\": [\n",
+ " 'Full Immersion 14-Week Program', 'Part Time Comprehensive Program', 'Full Immersion 12-Week Program',\n",
+ " 'Root Level 1 (2-week, part-time course)', 'Actualize Coding Bootcamp: Online Live',\n",
+ " 'Actualize Coding Bootcamp: Full-Time', 'Actualize Coding Bootcamp: Part-Time', 'Salesforce Administrator & Developer',\n",
+ " 'Full-Time, Full Stack Web Development Boot Camp', 'Python for Data Analysis', 'R for Data Analysis',\n",
+ " 'Code Essentials', 'SheCodes Basics', 'SheCodes Plus', 'SheCodes Max', 'SheCodes Pro', 'SheCodes Online Workshop',\n",
+ " 'SheCodes React', 'SheCodes'\n",
+ " ]\n",
+ "}\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "e057f5b2",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Reverse the mapping to create a dictionary for easy lookup\n",
+ "category_mapping = {}\n",
+ "for category, programs in standardized_programs.items():\n",
+ " for program in programs:\n",
+ " category_mapping[program.strip()] = category\n",
+ "\n",
+ "# Function to map program names to standard categories\n",
+ "def map_program_name(program_name):\n",
+ " if pd.isna(program_name) or program_name.strip() == '':\n",
+ " return 'Unknown'\n",
+ " return category_mapping.get(program_name.strip(), 'Other')\n",
+ "\n",
+ "# Apply the mapping function to the 'program' column\n",
+ "comments['standardizedProgram'] = comments['program'].apply(map_program_name)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "8820c462",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " name \n",
+ " anonymous \n",
+ " hostProgramName \n",
+ " graduatingYear \n",
+ " tagline \n",
+ " createdAt \n",
+ " program \n",
+ " overallScore \n",
+ " overall \n",
+ " curriculum \n",
+ " jobSupport \n",
+ " review_body \n",
+ " school \n",
+ " school_id \n",
+ " standardizedProgram \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 309849 \n",
+ " Anonymous \n",
+ " True \n",
+ " None \n",
+ " 2024 \n",
+ " Data Analytics \n",
+ " 2024-04-03 \n",
+ " Data Analytics Part-Time \n",
+ " 3.3 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 2.0 \n",
+ " I just Finished the my study , I did the Data ... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 309479 \n",
+ " Patrick Marques \n",
+ " False \n",
+ " None \n",
+ " 2024 \n",
+ " An intense experience full of emotions but at ... \n",
+ " 2024-03-19 \n",
+ " Data Analytics Bootcamp \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " Hello, my name is Patrick Marques and I can sa... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 308683 \n",
+ " Harikrishnan Ramakrishnapillai \n",
+ " False \n",
+ " None \n",
+ " 2023 \n",
+ " It was amazing \n",
+ " 2024-02-15 \n",
+ " None \n",
+ " 4.3 \n",
+ " 4.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " I could finish cybersecurity course within 3 m... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 307433 \n",
+ " Sorin Tuinea \n",
+ " False \n",
+ " None \n",
+ " 2023 \n",
+ " I would definitely recommend it \n",
+ " 2023-12-22 \n",
+ " None \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I chose Ironhack after reading a lot of review... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 307350 \n",
+ " Kasia Luksza \n",
+ " False \n",
+ " None \n",
+ " 2023 \n",
+ " Best learning experience of my life \n",
+ " 2023-12-19 \n",
+ " UX/UI Design Bootcamp \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Attending this bootcamp was hands down the bes... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " UX/UI Design \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id name anonymous hostProgramName \\\n",
+ "0 309849 Anonymous True None \n",
+ "1 309479 Patrick Marques False None \n",
+ "2 308683 Harikrishnan Ramakrishnapillai False None \n",
+ "3 307433 Sorin Tuinea False None \n",
+ "4 307350 Kasia Luksza False None \n",
+ "\n",
+ " graduatingYear tagline \\\n",
+ "0 2024 Data Analytics \n",
+ "1 2024 An intense experience full of emotions but at ... \n",
+ "2 2023 It was amazing \n",
+ "3 2023 I would definitely recommend it \n",
+ "4 2023 Best learning experience of my life \n",
+ "\n",
+ " createdAt program overallScore overall curriculum \\\n",
+ "0 2024-04-03 Data Analytics Part-Time 3.3 4.0 4.0 \n",
+ "1 2024-03-19 Data Analytics Bootcamp 4.0 4.0 4.0 \n",
+ "2 2024-02-15 None 4.3 4.0 5.0 \n",
+ "3 2023-12-22 None 5.0 5.0 5.0 \n",
+ "4 2023-12-19 UX/UI Design Bootcamp 5.0 5.0 5.0 \n",
+ "\n",
+ " jobSupport review_body school \\\n",
+ "0 2.0 I just Finished the my study , I did the Data ... ironhack \n",
+ "1 4.0 Hello, my name is Patrick Marques and I can sa... ironhack \n",
+ "2 4.0 I could finish cybersecurity course within 3 m... ironhack \n",
+ "3 5.0 I chose Ironhack after reading a lot of review... ironhack \n",
+ "4 5.0 Attending this bootcamp was hands down the bes... ironhack \n",
+ "\n",
+ " school_id standardizedProgram \n",
+ "0 10828 Data Science and Analytics \n",
+ "1 10828 Data Science and Analytics \n",
+ "2 10828 Unknown \n",
+ "3 10828 Unknown \n",
+ "4 10828 UX/UI Design "
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "3f32862d",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " name \n",
+ " anonymous \n",
+ " hostProgramName \n",
+ " graduatingYear \n",
+ " tagline \n",
+ " createdAt \n",
+ " program \n",
+ " overallScore \n",
+ " overall \n",
+ " curriculum \n",
+ " jobSupport \n",
+ " review_body \n",
+ " school \n",
+ " school_id \n",
+ " standardizedProgram \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 6162 \n",
+ " 262687 \n",
+ " Anonymous \n",
+ " True \n",
+ " Software Engineering \n",
+ " 2019 \n",
+ " Le Wagon Montreal Review \n",
+ " 2020-03-11 \n",
+ " FullStack program \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Le Wagon, what an adventure! I did Le Wagon in... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 4268 \n",
+ " 253735 \n",
+ " Anonymous \n",
+ " True \n",
+ " Data Science \n",
+ " 2019 \n",
+ " Eases the learning process. \n",
+ " 2019-08-26 \n",
+ " None \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " I changed career path from design to analyze. ... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 5013 \n",
+ " 297228 \n",
+ " Rafael Martins Villas Boas \n",
+ " False \n",
+ " None \n",
+ " 2021 \n",
+ " Excellent experience! \n",
+ " 2023-01-28 \n",
+ " Web Development - Full-Time \n",
+ " 4.7 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " I've attended Le Wagon Rio batch #689(web dev)... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 10134 \n",
+ " 310445 \n",
+ " Novira Azpiranda \n",
+ " False \n",
+ " None \n",
+ " 2024 \n",
+ " It describe ui/ux works in real world \n",
+ " 2024-04-29 \n",
+ " UX Academy Foundations \n",
+ " 4.3 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " The project is really helping in learning ui/u... \n",
+ " designlab \n",
+ " 10697 \n",
+ " UX/UI Design \n",
+ " \n",
+ " \n",
+ " 6233 \n",
+ " 260962 \n",
+ " Mahan Mashoof \n",
+ " False \n",
+ " None \n",
+ " 2019 \n",
+ " Lewagon Rio: an great boot camp \n",
+ " 2020-01-13 \n",
+ " \n",
+ " 4.7 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " An organized school with great staff. The pace... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id name anonymous hostProgramName \\\n",
+ "6162 262687 Anonymous True Software Engineering \n",
+ "4268 253735 Anonymous True Data Science \n",
+ "5013 297228 Rafael Martins Villas Boas False None \n",
+ "10134 310445 Novira Azpiranda False None \n",
+ "6233 260962 Mahan Mashoof False None \n",
+ "\n",
+ " graduatingYear tagline createdAt \\\n",
+ "6162 2019 Le Wagon Montreal Review 2020-03-11 \n",
+ "4268 2019 Eases the learning process. 2019-08-26 \n",
+ "5013 2021 Excellent experience! 2023-01-28 \n",
+ "10134 2024 It describe ui/ux works in real world 2024-04-29 \n",
+ "6233 2019 Lewagon Rio: an great boot camp 2020-01-13 \n",
+ "\n",
+ " program overallScore overall curriculum \\\n",
+ "6162 FullStack program 5.0 5.0 5.0 \n",
+ "4268 None 5.0 5.0 5.0 \n",
+ "5013 Web Development - Full-Time 4.7 5.0 5.0 \n",
+ "10134 UX Academy Foundations 4.3 5.0 4.0 \n",
+ "6233 4.7 5.0 5.0 \n",
+ "\n",
+ " jobSupport review_body \\\n",
+ "6162 5.0 Le Wagon, what an adventure! I did Le Wagon in... \n",
+ "4268 0.0 I changed career path from design to analyze. ... \n",
+ "5013 4.0 I've attended Le Wagon Rio batch #689(web dev)... \n",
+ "10134 4.0 The project is really helping in learning ui/u... \n",
+ "6233 4.0 An organized school with great staff. The pace... \n",
+ "\n",
+ " school school_id standardizedProgram \n",
+ "6162 le-wagon 10868 Web Development \n",
+ "4268 dataquest 10683 Unknown \n",
+ "5013 le-wagon 10868 Web Development \n",
+ "10134 designlab 10697 UX/UI Design \n",
+ "6233 le-wagon 10868 Unknown "
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments.sample(5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "229a796b",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "hostProgramName\n",
+ "Software Engineering 229\n",
+ "Data Science 72\n",
+ "UX/UI Design 53\n",
+ "Web Development 16\n",
+ "Cybersecurity 6\n",
+ "Data Analytics 3\n",
+ "Digital Marketing 2\n",
+ "Name: count, dtype: int64"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments[(comments['hostProgramName'].notnull())&(comments['standardizedProgram']=='Unknown')]['hostProgramName'].value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "ef084c34",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "#We decided to Update 'standardizedProgram' where 'hostProgramName' is not null and 'standardizedProgram' is 'Unknown'\n",
+ "#and fill it in with hostProgramName value\n",
+ "comments.loc[(comments['hostProgramName'].notnull()) & (comments['standardizedProgram'] == 'Unknown'), 'standardizedProgram'] = comments['hostProgramName']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "88bc5a89",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id 0\n",
+ "name 0\n",
+ "anonymous 0\n",
+ "hostProgramName 7472\n",
+ "graduatingYear 30\n",
+ "tagline 0\n",
+ "createdAt 0\n",
+ "program 870\n",
+ "overallScore 0\n",
+ "overall 0\n",
+ "curriculum 0\n",
+ "jobSupport 0\n",
+ "review_body 0\n",
+ "school 0\n",
+ "school_id 0\n",
+ "standardizedProgram 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# and then drop the hostProgramName due to many null values\n",
+ "\n",
+ "comments.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "9599613f",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "hostProgramName\n",
+ "Software Engineering 97\n",
+ "Data Science 51\n",
+ "UX/UI Design 38\n",
+ "Web Development 16\n",
+ "Cybersecurity 3\n",
+ "Digital Marketing 1\n",
+ "Name: count, dtype: int64"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments[(comments['hostProgramName'].notnull())&(comments['program'].isnull())]['hostProgramName'].value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "0a71079f",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "#We decided to Update 'program' where 'hostProgramName' is not null and 'program' is 'None'\n",
+ "#and fill it in with hostProgramName value\n",
+ "comments.loc[(comments['hostProgramName'].notnull()) & (comments['program'].isnull()), 'program'] = comments['hostProgramName']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "d0a0c3d6",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "#now, we will remove hostProgramName\n",
+ "comments.drop(columns='hostProgramName',inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "09e2fbb5",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " name \n",
+ " anonymous \n",
+ " graduatingYear \n",
+ " tagline \n",
+ " createdAt \n",
+ " program \n",
+ " overallScore \n",
+ " overall \n",
+ " curriculum \n",
+ " jobSupport \n",
+ " review_body \n",
+ " school \n",
+ " school_id \n",
+ " standardizedProgram \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 6531 \n",
+ " 250794 \n",
+ " Tecia \n",
+ " False \n",
+ " 2019 \n",
+ " Fantastic experience \n",
+ " 2019-07-16 \n",
+ " FullStack program - 35+ locations \n",
+ " 4.7 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " When I decided to do a bootcamp I carefully re... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 10976 \n",
+ " 261346 \n",
+ " Mary Garcia \n",
+ " False \n",
+ " 2020 \n",
+ " Mentors Make the Design 101 Program Worthwhile \n",
+ " 2020-01-24 \n",
+ " Design 101 \n",
+ " 3.7 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 3.0 \n",
+ " I chose design 101 specifically for its connec... \n",
+ " designlab \n",
+ " 10697 \n",
+ " Other \n",
+ " \n",
+ " \n",
+ " 8768 \n",
+ " 303145 \n",
+ " Anonymous \n",
+ " True \n",
+ " 2023 \n",
+ " New knowledge \n",
+ " 2023-07-24 \n",
+ " SheCodes Basics \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Thanks to Matt and SheCodes I was able to step... \n",
+ " shecodes \n",
+ " 11014 \n",
+ " Miscellaneous and General Tech \n",
+ " \n",
+ " \n",
+ " 2397 \n",
+ " 265318 \n",
+ " Melanie Malinas \n",
+ " False \n",
+ " 2019 \n",
+ " Mixed experience \n",
+ " 2020-06-09 \n",
+ " \n",
+ " 3.0 \n",
+ " 3.0 \n",
+ " 4.0 \n",
+ " 2.0 \n",
+ " After completing the program and securing a jo... \n",
+ " springboard \n",
+ " 11035 \n",
+ " Data Science \n",
+ " \n",
+ " \n",
+ " 3997 \n",
+ " 255309 \n",
+ " Taylor Burrington \n",
+ " False \n",
+ " 2019 \n",
+ " Well worth the time \n",
+ " 2019-09-26 \n",
+ " \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I attended the Codesmith coding school, and I ... \n",
+ " codesmith \n",
+ " 10643 \n",
+ " Software Engineering \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id name anonymous graduatingYear \\\n",
+ "6531 250794 Tecia False 2019 \n",
+ "10976 261346 Mary Garcia False 2020 \n",
+ "8768 303145 Anonymous True 2023 \n",
+ "2397 265318 Melanie Malinas False 2019 \n",
+ "3997 255309 Taylor Burrington False 2019 \n",
+ "\n",
+ " tagline createdAt \\\n",
+ "6531 Fantastic experience 2019-07-16 \n",
+ "10976 Mentors Make the Design 101 Program Worthwhile 2020-01-24 \n",
+ "8768 New knowledge 2023-07-24 \n",
+ "2397 Mixed experience 2020-06-09 \n",
+ "3997 Well worth the time 2019-09-26 \n",
+ "\n",
+ " program overallScore overall curriculum \\\n",
+ "6531 FullStack program - 35+ locations 4.7 5.0 5.0 \n",
+ "10976 Design 101 3.7 4.0 4.0 \n",
+ "8768 SheCodes Basics 5.0 5.0 5.0 \n",
+ "2397 3.0 3.0 4.0 \n",
+ "3997 5.0 5.0 5.0 \n",
+ "\n",
+ " jobSupport review_body \\\n",
+ "6531 4.0 When I decided to do a bootcamp I carefully re... \n",
+ "10976 3.0 I chose design 101 specifically for its connec... \n",
+ "8768 5.0 Thanks to Matt and SheCodes I was able to step... \n",
+ "2397 2.0 After completing the program and securing a jo... \n",
+ "3997 5.0 I attended the Codesmith coding school, and I ... \n",
+ "\n",
+ " school school_id standardizedProgram \n",
+ "6531 le-wagon 10868 Web Development \n",
+ "10976 designlab 10697 Other \n",
+ "8768 shecodes 11014 Miscellaneous and General Tech \n",
+ "2397 springboard 11035 Data Science \n",
+ "3997 codesmith 10643 Software Engineering "
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments.sample(5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "3a43ed3e",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['id', 'name', 'anonymous', 'graduatingYear', 'tagline', 'createdAt',\n",
+ " 'program', 'overallScore', 'overall', 'curriculum', 'jobSupport',\n",
+ " 'review_body', 'school', 'school_id', 'standardizedProgram'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "b14a7f87",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id 0\n",
+ "name 0\n",
+ "anonymous 0\n",
+ "graduatingYear 30\n",
+ "tagline 0\n",
+ "createdAt 0\n",
+ "program 664\n",
+ "overallScore 0\n",
+ "overall 0\n",
+ "curriculum 0\n",
+ "jobSupport 0\n",
+ "review_body 0\n",
+ "school 0\n",
+ "school_id 0\n",
+ "standardizedProgram 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments.isnull().sum()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "bc4415f7",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " name \n",
+ " anonymous \n",
+ " graduatingYear \n",
+ " tagline \n",
+ " createdAt \n",
+ " program \n",
+ " overallScore \n",
+ " overall \n",
+ " curriculum \n",
+ " jobSupport \n",
+ " review_body \n",
+ " school \n",
+ " school_id \n",
+ " standardizedProgram \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 2932 \n",
+ " 235467 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " Intensive learing that works with your schedule. \n",
+ " 2017-03-23 \n",
+ " None \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I took this course to help me make data driven... \n",
+ " springboard \n",
+ " 11035 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 3564 \n",
+ " 235440 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " Equipped to change careers \n",
+ " 2017-03-22 \n",
+ " None \n",
+ " 4.3 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 3.0 \n",
+ " I was a newspaper designer. I had studied jour... \n",
+ " actualize \n",
+ " 10505 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 3588 \n",
+ " 232863 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " ACLTC is fun and teaches the basics but does n... \n",
+ " 2015-09-09 \n",
+ " Actualize Coding Bootcamp: Part-Time \n",
+ " 2.0 \n",
+ " 2.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " ACLTC is intellectually stimulating and I deve... \n",
+ " actualize \n",
+ " 10505 \n",
+ " Miscellaneous and General Tech \n",
+ " \n",
+ " \n",
+ " 3593 \n",
+ " 231947 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " I'm a developer now! \n",
+ " 2014-12-30 \n",
+ " Actualize Coding Bootcamp: Part-Time \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " This bootcamp spearheaded my transformation fr... \n",
+ " actualize \n",
+ " 10505 \n",
+ " Miscellaneous and General Tech \n",
+ " \n",
+ " \n",
+ " 3597 \n",
+ " 231919 \n",
+ " Sly. N \n",
+ " False \n",
+ " <NA> \n",
+ " Change your career path!!! \n",
+ " 2014-12-21 \n",
+ " Actualize Coding Bootcamp: Part-Time \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I attended the Anyone Can Learn To Code Web De... \n",
+ " actualize \n",
+ " 10505 \n",
+ " Miscellaneous and General Tech \n",
+ " \n",
+ " \n",
+ " 4173 \n",
+ " 243509 \n",
+ " Jared \n",
+ " False \n",
+ " <NA> \n",
+ " The only serious bootcamp in Los Angeles \n",
+ " 2016-07-19 \n",
+ " Full Stack Software Engineering Immersive Program \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " A life-changing experience. Codesmith builds i... \n",
+ " codesmith \n",
+ " 10643 \n",
+ " Software Engineering \n",
+ " \n",
+ " \n",
+ " 4177 \n",
+ " 233401 \n",
+ " Joshua David \n",
+ " False \n",
+ " <NA> \n",
+ " My favorite Bootcamp of all is Codesmith for t... \n",
+ " 2016-03-16 \n",
+ " Full Stack Software Engineering Immersive Program \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " There are already a few bootcamps located in L... \n",
+ " codesmith \n",
+ " 10643 \n",
+ " Software Engineering \n",
+ " \n",
+ " \n",
+ " 4180 \n",
+ " 244202 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " Perspective of a Computer Science graduate \n",
+ " 2015-12-01 \n",
+ " Full Stack Software Engineering Immersive Program \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " I had just graduated from college with a B.S. ... \n",
+ " codesmith \n",
+ " 10643 \n",
+ " Software Engineering \n",
+ " \n",
+ " \n",
+ " 4181 \n",
+ " 233084 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " Perspective of a Computer Science graduate \n",
+ " 2015-12-01 \n",
+ " Full Stack Software Engineering Immersive Program \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " I had just graduated from college with a B.S. ... \n",
+ " codesmith \n",
+ " 10643 \n",
+ " Software Engineering \n",
+ " \n",
+ " \n",
+ " 4430 \n",
+ " 244730 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " Dataquest Has A Fantastic Platform \n",
+ " 2017-04-05 \n",
+ " Data Science \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Although there are many online programs for ga... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4435 \n",
+ " 240913 \n",
+ " Cristiano \n",
+ " False \n",
+ " <NA> \n",
+ " One world in one place \n",
+ " 2017-03-22 \n",
+ " Data Science \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I am very happy to write this review because I... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4448 \n",
+ " 244668 \n",
+ " Ignacio \n",
+ " False \n",
+ " <NA> \n",
+ " Superb site to get you started in your data sc... \n",
+ " 2017-03-06 \n",
+ " Data Science \n",
+ " 4.3 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 3.0 \n",
+ " I have been using Dataquest to get up to start... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4449 \n",
+ " 244717 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " a comprehensive source that walks you through ... \n",
+ " 2017-03-06 \n",
+ " Data Science \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " I like dataquest because it is very comprehens... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4455 \n",
+ " 235297 \n",
+ " Eswar \n",
+ " False \n",
+ " <NA> \n",
+ " Best way to start Data Science \n",
+ " 2017-02-28 \n",
+ " Data Science \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " The Course is very structural. The explanation... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4462 \n",
+ " 244722 \n",
+ " Vinay Kumar Ranganath babu \n",
+ " False \n",
+ " <NA> \n",
+ " DataQuest - A Wonderful Journey to the Data Sc... \n",
+ " 2017-02-20 \n",
+ " Data Science \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I first heard about DataQuest from a friend of... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4463 \n",
+ " 235009 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " Great resource for improving Data Science know... \n",
+ " 2017-02-13 \n",
+ " Data Science \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " I have been looking for tools / courses to imp... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4471 \n",
+ " 244638 \n",
+ " Viktor \n",
+ " False \n",
+ " <NA> \n",
+ " What I love about Dataquest the most \n",
+ " 2017-01-27 \n",
+ " Data Science \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Teaching Method: new concept > examples >... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4480 \n",
+ " 244682 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " Great & inexpensive place to learn data s... \n",
+ " 2017-01-11 \n",
+ " Data Science \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " I am a big fan of DataQuest, I think the exerc... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4482 \n",
+ " 234581 \n",
+ " Tarik \n",
+ " False \n",
+ " <NA> \n",
+ " Dataquest is a great project . \n",
+ " 2017-01-11 \n",
+ " Data Science \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " I love the interface and the educational mater... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 4811 \n",
+ " 232613 \n",
+ " Andrew \n",
+ " False \n",
+ " <NA> \n",
+ " Evolve Your Career! \n",
+ " 2017-01-25 \n",
+ " Bootcamp PRO (in-person) \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Going through the Evolve bootcamp gave me a lo... \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " Other \n",
+ " \n",
+ " \n",
+ " 4814 \n",
+ " 234739 \n",
+ " Edward Villarreal \n",
+ " False \n",
+ " <NA> \n",
+ " Evolve Security Academy helped me begin my car... \n",
+ " 2016-09-30 \n",
+ " Bootcamp PRO (in-person) \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " The circumstances in which I joined Evolve was... \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " Other \n",
+ " \n",
+ " \n",
+ " 4816 \n",
+ " 233674 \n",
+ " Ariel \n",
+ " False \n",
+ " <NA> \n",
+ " So far this has been one of the best decisions... \n",
+ " 2016-05-11 \n",
+ " Bootcamp PRO (in-person) \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " To preface, this is not a mere coding bootcamp... \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " Other \n",
+ " \n",
+ " \n",
+ " 7496 \n",
+ " 235590 \n",
+ " Juliette \n",
+ " False \n",
+ " <NA> \n",
+ " Le Wagon Barcelona : An amazing journey to dis... \n",
+ " 2017-04-04 \n",
+ " FullStack program - 35+ locations \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I graduated from a French Business School in 2... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 7510 \n",
+ " 235301 \n",
+ " Lina Garcia \n",
+ " False \n",
+ " <NA> \n",
+ " Le Wagon Lisbon, Batch 28 \n",
+ " 2017-02-27 \n",
+ " FullStack program - 35+ locations \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I started studying computational linguistic a ... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 7573 \n",
+ " 233940 \n",
+ " Amelie \n",
+ " False \n",
+ " <NA> \n",
+ " Coding & Product bootcamp \n",
+ " 2016-06-08 \n",
+ " None \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " A 5-star learning experienceLife-changingI dec... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 7611 \n",
+ " 232916 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " Le Wagon changed my life. \n",
+ " 2015-10-02 \n",
+ " None \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " 0.0 \n",
+ " Le Wagon helped me transform ideas into action... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 7616 \n",
+ " 231855 \n",
+ " Mélanie Navarro \n",
+ " False \n",
+ " <NA> \n",
+ " 9 very intensive weeks and I recommend it to a... \n",
+ " 2014-10-16 \n",
+ " None \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " The training exceeded my expectations:- Master... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 11073 \n",
+ " 243081 \n",
+ " shabeen a narang \n",
+ " False \n",
+ " <NA> \n",
+ " Outstanding course \n",
+ " 2017-04-04 \n",
+ " Web Design \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I took up the course as part business owner an... \n",
+ " designlab \n",
+ " 10697 \n",
+ " Other \n",
+ " \n",
+ " \n",
+ " 11115 \n",
+ " 235847 \n",
+ " Anonymous \n",
+ " False \n",
+ " <NA> \n",
+ " Had a great intro to the design world. \n",
+ " 2015-04-24 \n",
+ " Web Design \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " It was a great introduction to design. My ment... \n",
+ " designlab \n",
+ " 10697 \n",
+ " Other \n",
+ " \n",
+ " \n",
+ " 11117 \n",
+ " 235845 \n",
+ " Victor \n",
+ " False \n",
+ " <NA> \n",
+ " Learn the fundamentals of design and much more... \n",
+ " 2015-03-03 \n",
+ " Web Design \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " I just finished up my first course (Design 101... \n",
+ " designlab \n",
+ " 10697 \n",
+ " Other \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id name anonymous graduatingYear \\\n",
+ "2932 235467 Anonymous False \n",
+ "3564 235440 Anonymous False \n",
+ "3588 232863 Anonymous False \n",
+ "3593 231947 Anonymous False \n",
+ "3597 231919 Sly. N False \n",
+ "4173 243509 Jared False \n",
+ "4177 233401 Joshua David False \n",
+ "4180 244202 Anonymous False \n",
+ "4181 233084 Anonymous False \n",
+ "4430 244730 Anonymous False \n",
+ "4435 240913 Cristiano False \n",
+ "4448 244668 Ignacio False \n",
+ "4449 244717 Anonymous False \n",
+ "4455 235297 Eswar False \n",
+ "4462 244722 Vinay Kumar Ranganath babu False \n",
+ "4463 235009 Anonymous False \n",
+ "4471 244638 Viktor False \n",
+ "4480 244682 Anonymous False \n",
+ "4482 234581 Tarik False \n",
+ "4811 232613 Andrew False \n",
+ "4814 234739 Edward Villarreal False \n",
+ "4816 233674 Ariel False \n",
+ "7496 235590 Juliette False \n",
+ "7510 235301 Lina Garcia False \n",
+ "7573 233940 Amelie False \n",
+ "7611 232916 Anonymous False \n",
+ "7616 231855 Mélanie Navarro False \n",
+ "11073 243081 shabeen a narang False \n",
+ "11115 235847 Anonymous False \n",
+ "11117 235845 Victor False \n",
+ "\n",
+ " tagline createdAt \\\n",
+ "2932 Intensive learing that works with your schedule. 2017-03-23 \n",
+ "3564 Equipped to change careers 2017-03-22 \n",
+ "3588 ACLTC is fun and teaches the basics but does n... 2015-09-09 \n",
+ "3593 I'm a developer now! 2014-12-30 \n",
+ "3597 Change your career path!!! 2014-12-21 \n",
+ "4173 The only serious bootcamp in Los Angeles 2016-07-19 \n",
+ "4177 My favorite Bootcamp of all is Codesmith for t... 2016-03-16 \n",
+ "4180 Perspective of a Computer Science graduate 2015-12-01 \n",
+ "4181 Perspective of a Computer Science graduate 2015-12-01 \n",
+ "4430 Dataquest Has A Fantastic Platform 2017-04-05 \n",
+ "4435 One world in one place 2017-03-22 \n",
+ "4448 Superb site to get you started in your data sc... 2017-03-06 \n",
+ "4449 a comprehensive source that walks you through ... 2017-03-06 \n",
+ "4455 Best way to start Data Science 2017-02-28 \n",
+ "4462 DataQuest - A Wonderful Journey to the Data Sc... 2017-02-20 \n",
+ "4463 Great resource for improving Data Science know... 2017-02-13 \n",
+ "4471 What I love about Dataquest the most 2017-01-27 \n",
+ "4480 Great & inexpensive place to learn data s... 2017-01-11 \n",
+ "4482 Dataquest is a great project . 2017-01-11 \n",
+ "4811 Evolve Your Career! 2017-01-25 \n",
+ "4814 Evolve Security Academy helped me begin my car... 2016-09-30 \n",
+ "4816 So far this has been one of the best decisions... 2016-05-11 \n",
+ "7496 Le Wagon Barcelona : An amazing journey to dis... 2017-04-04 \n",
+ "7510 Le Wagon Lisbon, Batch 28 2017-02-27 \n",
+ "7573 Coding & Product bootcamp 2016-06-08 \n",
+ "7611 Le Wagon changed my life. 2015-10-02 \n",
+ "7616 9 very intensive weeks and I recommend it to a... 2014-10-16 \n",
+ "11073 Outstanding course 2017-04-04 \n",
+ "11115 Had a great intro to the design world. 2015-04-24 \n",
+ "11117 Learn the fundamentals of design and much more... 2015-03-03 \n",
+ "\n",
+ " program overallScore \\\n",
+ "2932 None 5.0 \n",
+ "3564 None 4.3 \n",
+ "3588 Actualize Coding Bootcamp: Part-Time 2.0 \n",
+ "3593 Actualize Coding Bootcamp: Part-Time 5.0 \n",
+ "3597 Actualize Coding Bootcamp: Part-Time 5.0 \n",
+ "4173 Full Stack Software Engineering Immersive Program 5.0 \n",
+ "4177 Full Stack Software Engineering Immersive Program 5.0 \n",
+ "4180 Full Stack Software Engineering Immersive Program 5.0 \n",
+ "4181 Full Stack Software Engineering Immersive Program 5.0 \n",
+ "4430 Data Science 5.0 \n",
+ "4435 Data Science 5.0 \n",
+ "4448 Data Science 4.3 \n",
+ "4449 Data Science 5.0 \n",
+ "4455 Data Science 5.0 \n",
+ "4462 Data Science 5.0 \n",
+ "4463 Data Science 4.0 \n",
+ "4471 Data Science 5.0 \n",
+ "4480 Data Science 5.0 \n",
+ "4482 Data Science 5.0 \n",
+ "4811 Bootcamp PRO (in-person) 5.0 \n",
+ "4814 Bootcamp PRO (in-person) 5.0 \n",
+ "4816 Bootcamp PRO (in-person) 5.0 \n",
+ "7496 FullStack program - 35+ locations 5.0 \n",
+ "7510 FullStack program - 35+ locations 5.0 \n",
+ "7573 None 5.0 \n",
+ "7611 None 5.0 \n",
+ "7616 None 5.0 \n",
+ "11073 Web Design 5.0 \n",
+ "11115 Web Design 5.0 \n",
+ "11117 Web Design 5.0 \n",
+ "\n",
+ " overall curriculum jobSupport \\\n",
+ "2932 5.0 5.0 5.0 \n",
+ "3564 5.0 5.0 3.0 \n",
+ "3588 2.0 0.0 0.0 \n",
+ "3593 5.0 5.0 5.0 \n",
+ "3597 5.0 5.0 5.0 \n",
+ "4173 5.0 5.0 5.0 \n",
+ "4177 5.0 0.0 0.0 \n",
+ "4180 5.0 0.0 0.0 \n",
+ "4181 5.0 0.0 0.0 \n",
+ "4430 5.0 5.0 5.0 \n",
+ "4435 5.0 5.0 5.0 \n",
+ "4448 5.0 5.0 3.0 \n",
+ "4449 5.0 5.0 0.0 \n",
+ "4455 5.0 5.0 5.0 \n",
+ "4462 5.0 5.0 5.0 \n",
+ "4463 4.0 4.0 4.0 \n",
+ "4471 5.0 5.0 5.0 \n",
+ "4480 5.0 5.0 0.0 \n",
+ "4482 5.0 5.0 0.0 \n",
+ "4811 5.0 5.0 5.0 \n",
+ "4814 5.0 5.0 5.0 \n",
+ "4816 5.0 0.0 0.0 \n",
+ "7496 5.0 5.0 5.0 \n",
+ "7510 5.0 5.0 5.0 \n",
+ "7573 5.0 0.0 0.0 \n",
+ "7611 5.0 0.0 0.0 \n",
+ "7616 5.0 5.0 5.0 \n",
+ "11073 5.0 5.0 5.0 \n",
+ "11115 5.0 5.0 5.0 \n",
+ "11117 5.0 5.0 0.0 \n",
+ "\n",
+ " review_body \\\n",
+ "2932 I took this course to help me make data driven... \n",
+ "3564 I was a newspaper designer. I had studied jour... \n",
+ "3588 ACLTC is intellectually stimulating and I deve... \n",
+ "3593 This bootcamp spearheaded my transformation fr... \n",
+ "3597 I attended the Anyone Can Learn To Code Web De... \n",
+ "4173 A life-changing experience. Codesmith builds i... \n",
+ "4177 There are already a few bootcamps located in L... \n",
+ "4180 I had just graduated from college with a B.S. ... \n",
+ "4181 I had just graduated from college with a B.S. ... \n",
+ "4430 Although there are many online programs for ga... \n",
+ "4435 I am very happy to write this review because I... \n",
+ "4448 I have been using Dataquest to get up to start... \n",
+ "4449 I like dataquest because it is very comprehens... \n",
+ "4455 The Course is very structural. The explanation... \n",
+ "4462 I first heard about DataQuest from a friend of... \n",
+ "4463 I have been looking for tools / courses to imp... \n",
+ "4471 Teaching Method: new concept > examples >... \n",
+ "4480 I am a big fan of DataQuest, I think the exerc... \n",
+ "4482 I love the interface and the educational mater... \n",
+ "4811 Going through the Evolve bootcamp gave me a lo... \n",
+ "4814 The circumstances in which I joined Evolve was... \n",
+ "4816 To preface, this is not a mere coding bootcamp... \n",
+ "7496 I graduated from a French Business School in 2... \n",
+ "7510 I started studying computational linguistic a ... \n",
+ "7573 A 5-star learning experienceLife-changingI dec... \n",
+ "7611 Le Wagon helped me transform ideas into action... \n",
+ "7616 The training exceeded my expectations:- Master... \n",
+ "11073 I took up the course as part business owner an... \n",
+ "11115 It was a great introduction to design. My ment... \n",
+ "11117 I just finished up my first course (Design 101... \n",
+ "\n",
+ " school school_id standardizedProgram \n",
+ "2932 springboard 11035 Unknown \n",
+ "3564 actualize 10505 Unknown \n",
+ "3588 actualize 10505 Miscellaneous and General Tech \n",
+ "3593 actualize 10505 Miscellaneous and General Tech \n",
+ "3597 actualize 10505 Miscellaneous and General Tech \n",
+ "4173 codesmith 10643 Software Engineering \n",
+ "4177 codesmith 10643 Software Engineering \n",
+ "4180 codesmith 10643 Software Engineering \n",
+ "4181 codesmith 10643 Software Engineering \n",
+ "4430 dataquest 10683 Data Science and Analytics \n",
+ "4435 dataquest 10683 Data Science and Analytics \n",
+ "4448 dataquest 10683 Data Science and Analytics \n",
+ "4449 dataquest 10683 Data Science and Analytics \n",
+ "4455 dataquest 10683 Data Science and Analytics \n",
+ "4462 dataquest 10683 Data Science and Analytics \n",
+ "4463 dataquest 10683 Data Science and Analytics \n",
+ "4471 dataquest 10683 Data Science and Analytics \n",
+ "4480 dataquest 10683 Data Science and Analytics \n",
+ "4482 dataquest 10683 Data Science and Analytics \n",
+ "4811 evolve-security-academy 10743 Other \n",
+ "4814 evolve-security-academy 10743 Other \n",
+ "4816 evolve-security-academy 10743 Other \n",
+ "7496 le-wagon 10868 Web Development \n",
+ "7510 le-wagon 10868 Web Development \n",
+ "7573 le-wagon 10868 Unknown \n",
+ "7611 le-wagon 10868 Unknown \n",
+ "7616 le-wagon 10868 Unknown \n",
+ "11073 designlab 10697 Other \n",
+ "11115 designlab 10697 Other \n",
+ "11117 designlab 10697 Other "
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments[comments['graduatingYear'].isnull()]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "709bb83c",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "school\n",
+ "4geeks-academy 181\n",
+ "actualize 473\n",
+ "clarusway 243\n",
+ "codesmith 340\n",
+ "dataquest 303\n",
+ "designlab 985\n",
+ "evolve-security-academy 229\n",
+ "ironhack 1293\n",
+ "jedha 325\n",
+ "la-capsule 357\n",
+ "le-wagon 2781\n",
+ "learningfuze 176\n",
+ "level-effect 21\n",
+ "shecodes 1425\n",
+ "springboard 1658\n",
+ "syntax-technologies 103\n",
+ "wbs-coding-school 226\n",
+ "Name: id, dtype: int64"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments.groupby('school')['id'].count()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "66d5ff09",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id 0\n",
+ "name 0\n",
+ "anonymous 0\n",
+ "graduatingYear 0\n",
+ "tagline 0\n",
+ "createdAt 0\n",
+ "program 659\n",
+ "overallScore 0\n",
+ "overall 0\n",
+ "curriculum 0\n",
+ "jobSupport 0\n",
+ "review_body 0\n",
+ "school 0\n",
+ "school_id 0\n",
+ "standardizedProgram 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#since the 30 rows with comments where grad year is null belong to schools where the persentage of comments we are deleting is not significant, we decided to drop those rows\n",
+ "comments = comments.dropna(subset=['graduatingYear'])\n",
+ "comments.isna().sum()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "4a2edec8",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "9157 I highly recommend SheCodes for any individual...\n",
+ "2925 I'm very happy with the Springboard course I r...\n",
+ "4694 One of the best experiences I’ve ever had in m...\n",
+ "4068 Codesmith is probably one of the top 3 bootcam...\n",
+ "7891 Je n'avais aucun background data ou tech de mo...\n",
+ "7981 I did Python Full Stack data science bootcamp ...\n",
+ "4200 Learning a programming language can be challen...\n",
+ "1968 Overall this was a great class experience. I r...\n",
+ "9486 I am absolutely grateful for this course! I le...\n",
+ "9174 SheCodes beats all the other coding lessons I'...\n",
+ "7600 A good program that is focused on entrepreneur...\n",
+ "7574 ★★★★★TL, DR:It changed my life. Removed the fe...\n",
+ "3142 I spent over 6 months looking for a full-stack...\n",
+ "8942 I started about a month ago and I can honestly...\n",
+ "4922 I recently attended a Le Wagon Boot Camp in Ba...\n",
+ "263 I had worked in finance in London for a number...\n",
+ "8830 SheCodes Basics provide a base-level understan...\n",
+ "10218 I wish there was at least some focus on civic/...\n",
+ "3629 Actually, I was a nurse and I am looking for a...\n",
+ "4365 I started with dataquest for free, doing some ...\n",
+ "Name: review_body, dtype: object"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments[comments['program'].isnull()]['review_body'].sample(20)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "018099c2",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['Data Analytics Part-Time', 'Data Analytics Bootcamp', None,\n",
+ " 'UX/UI Design Bootcamp', 'Web Development Bootcamp',\n",
+ " 'Web Development Part-Time', 'UX/UI Design Part-Time',\n",
+ " 'Cybersecurity Part-Time', 'Cyber Security Bootcamp', '',\n",
+ " 'Full-time Web Development Bootcamp',\n",
+ " 'Full-time UX/UI Design Bootcamp', 'Part-time Web Development',\n",
+ " 'Part-time UX/UI Design', 'UX/UI Design', 'Software Engineering',\n",
+ " 'Full-time Web Development Bootcamp ', 'Part-time UX/UI Design ',\n",
+ " 'Web Design', 'Web Development',\n",
+ " 'UI/UX Design Career Track (India)', 'Data Analytics Career Track',\n",
+ " 'Cyber Security Career Track', 'UI/UX Design Career Track',\n",
+ " 'Software Engineering Career Track', 'Data Science Career Track',\n",
+ " 'Software Engineering Foundations to Core', 'UX Career Track',\n",
+ " 'Full-Stack Web Development',\n",
+ " 'Machine Learning Engineering Career Track',\n",
+ " 'Tech Sales Career Track', 'Introduction to Design',\n",
+ " 'Business Analytics', 'Data Engineering Career Track',\n",
+ " 'Software Engineering Career Track Prep Course',\n",
+ " 'Data Science Career Track Prep', 'Digital Marketing Career Track',\n",
+ " 'Data Science', 'Digital Marketing', 'UX Design',\n",
+ " 'Introduction to Data Science',\n",
+ " 'Digital Marketing for Professionals', 'Intermediate Data Science',\n",
+ " 'Introduction to Cybersecurity', 'Cybersecurity Career Track',\n",
+ " 'Full Immersion 14-Week Program',\n",
+ " 'Part Time Comprehensive Program', 'UI/UX Design',\n",
+ " 'Full Immersion 12-Week Program',\n",
+ " 'Root Level 1 (2-week, part-time course)',\n",
+ " 'Actualize Coding Bootcamp: Online Live',\n",
+ " 'Actualize Coding Bootcamp: Full-Time',\n",
+ " 'Actualize Coding Bootcamp: Part-Time',\n",
+ " 'Software Development Engineer in Test (SDET)',\n",
+ " 'AWS Solutions Architect/DevOps Engineer',\n",
+ " 'AWS Solutions Architect/DevOps Engineer with IT Fundamentals',\n",
+ " 'Front End Development', 'Full Stack Development',\n",
+ " 'Cyber Security Analyst Professional',\n",
+ " 'Full Stack Development with IT Fundamentals',\n",
+ " 'Salesforce Administrator & Developer',\n",
+ " 'AWS Cloud Engineer/Solutions Architect for Professionals',\n",
+ " 'AWS Solutions Architect/DevOps Engineer for Beginners',\n",
+ " 'AWS Cloud Engineer/Solutions Architect for Beginners',\n",
+ " 'Cloud for Tester', 'Data Science with IT Fundamentals',\n",
+ " 'Data Science with Prep', 'Data Analytics',\n",
+ " 'Full Stack Web Development with IT Fundamentals - Premium Full Time/Part Time with Limited Seats',\n",
+ " 'Cyber Security Analyst', 'Data Analytics with IT Fundamentals',\n",
+ " 'AWS Solutions Architect with IT Fundamentals',\n",
+ " 'AWS Solutions Architect',\n",
+ " 'Front End Development with IT Fundamentals',\n",
+ " 'Machine Learning/Deep Learning', 'DevOps Engineer',\n",
+ " 'Data Science/ Machine Learning for Beginners',\n",
+ " 'Full Stack Development for Beginners',\n",
+ " 'Data Science for Professionals',\n",
+ " 'AWS Solutions Architect/DevOps Engineer for Professionals',\n",
+ " 'Data Analytics/ Data Visualization for Beginners',\n",
+ " 'Full Stack Development for Professionals',\n",
+ " 'Full-Time Remote Software Engineering Immersive',\n",
+ " 'Full-Time Software Engineering Immersive',\n",
+ " 'Part-Time Software Engineering Immersive', 'NYC Onsite Immersive',\n",
+ " 'Full Stack Software Engineering Immersive Program', 'CS Prep',\n",
+ " 'Full-time Remote Software Engineering Immersive',\n",
+ " 'JavaScript for Beginners',\n",
+ " 'Part-time Remote Software Engineering Immersive', 'CS Prep ',\n",
+ " 'JavaScript for Beginners ', 'Python for Data Analysis',\n",
+ " 'R for Data Analysis', 'Part-Time, Data Analytics Boot Camp',\n",
+ " 'Data Scientist ', 'Become a Data Analyst',\n",
+ " 'Become a Data Scientist', 'Become a Data Engineer',\n",
+ " 'SDET Automation Testing Course',\n",
+ " 'Data Analytics & Business Intelligence Course',\n",
+ " 'Cyber Security Course',\n",
+ " 'Cybersecurity Bootcamp: REMOTE (Live-Online)',\n",
+ " 'Cybersecurity Bootcamp',\n",
+ " 'Cybersecurity Bootcamp: IN-PERSON (Chicago)',\n",
+ " 'OSCP Bootcamp (Live-Online)', 'Bootcamp REMOTE (live-online)',\n",
+ " 'IN-PERSON Bootcamp (Chicago)', 'Bootcamp PRO (in-person)',\n",
+ " 'Cybersecurity', 'Practical Penetration Testing (live-online)',\n",
+ " 'Cyber Security', 'Cyber Defense Analyst Bootcamp',\n",
+ " 'Web Development - Full-Time', 'Web Development - Part-Time',\n",
+ " 'Data Science & AI - Full-Time', 'Data Analytics - Full-Time',\n",
+ " 'Data Science & AI - Part-Time', 'Data Science - Full-Time',\n",
+ " 'Data Science - Part-Time', 'Web Development Course - Full-Time',\n",
+ " 'Web Development Course - Part-Time', 'FullStack program',\n",
+ " 'FullStack program - 35+ locations',\n",
+ " 'Full Stack Software Development Part Time',\n",
+ " 'Full Stack Software Development', 'Cyber Security Fullstack',\n",
+ " 'Data Analyst Fullstack', 'Data Essentials',\n",
+ " 'Cyber Security Essentials', 'Data Science - Fullstack',\n",
+ " 'Data Science - Lead', 'Data Lead', 'Data Fullstack',\n",
+ " 'Fullstack Data Science', 'Lead Data', 'Fullstack Data',\n",
+ " 'Fullstack', 'Essentials',\n",
+ " 'Data Science Essentials - First Course',\n",
+ " 'Fundamentals in Data Science', 'Funtamentals in Data Science',\n",
+ " 'Fullstack JavaScript Web Developer', 'Code Essentials',\n",
+ " 'Full-Stack Web & App Developer',\n",
+ " 'Full-Stack Web & App Development (full-time)',\n",
+ " 'Data Science (full-time)', 'UX/UI Product Design (full-time)',\n",
+ " 'Data Science (part-time)', 'Marketing Analytics (full-time)',\n",
+ " 'Digital Product Design (full-time)',\n",
+ " 'Full-Stack PHP Web Development (full-time)',\n",
+ " 'Full-Stack Web & App Development (part-time)', 'SheCodes Basics',\n",
+ " 'SheCodes Plus', 'SheCodes Max', 'SheCodes Pro',\n",
+ " 'SheCodes Online Workshop',\n",
+ " 'Full-Time, Full Stack Web Development Boot Camp',\n",
+ " 'SheCodes React', 'SheCodes', 'UX Academy Foundations',\n",
+ " 'UX Academy', 'UI Design', 'UX Research & Strategy',\n",
+ " 'UX: Interaction Design', 'Design 101'], dtype=object)"
+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments['program'].unique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "id": "6c77172a",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# we will try to fetch program name from the comment body for null program rows\n",
+ "# Extract unique program names, excluding None\n",
+ "program_list = comments['program'].dropna().unique().tolist()\n",
+ "\n",
+ "# Function to extract program names\n",
+ "def extract_program(comment):\n",
+ " for program in program_list:\n",
+ " if re.search(program, comment, re.IGNORECASE):\n",
+ " return program\n",
+ " return None"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "id": "0fcd76e3",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " name \n",
+ " anonymous \n",
+ " graduatingYear \n",
+ " tagline \n",
+ " createdAt \n",
+ " program \n",
+ " overallScore \n",
+ " overall \n",
+ " curriculum \n",
+ " jobSupport \n",
+ " review_body \n",
+ " school \n",
+ " school_id \n",
+ " standardizedProgram \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 6836 \n",
+ " 246163 \n",
+ " Chris Cheung \n",
+ " False \n",
+ " 2018 \n",
+ " Inspirational \n",
+ " 2018-12-19 \n",
+ " FullStack program - 35+ locations \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Before I joined batch 194 in Shanghai I was th... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 6691 \n",
+ " 247593 \n",
+ " Taniya Amidon \n",
+ " False \n",
+ " 2019 \n",
+ " Best coding bootcamp !! \n",
+ " 2019-04-09 \n",
+ " FullStack program - 35+ locations \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Learning to code has been one of the best deci... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 5852 \n",
+ " 268733 \n",
+ " George Brockman \n",
+ " False \n",
+ " 2020 \n",
+ " Intense but brilliant \n",
+ " 2020-09-23 \n",
+ " Data Science - Full-Time \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Before the Bootcamp, I had spent the last ten ... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 2505 \n",
+ " 260619 \n",
+ " Yali Chen \n",
+ " False \n",
+ " 2019 \n",
+ " End-to-end UX capstone project \n",
+ " 2020-01-02 \n",
+ " UX Career Track \n",
+ " 4.7 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " One thing I like about Springboard's UX course... \n",
+ " springboard \n",
+ " 11035 \n",
+ " UX/UI Design \n",
+ " \n",
+ " \n",
+ " 10478 \n",
+ " 289264 \n",
+ " Anonymous \n",
+ " True \n",
+ " 2022 \n",
+ " Intuitive Design, Thoughtful Material, Great I... \n",
+ " 2022-05-30 \n",
+ " UX Academy Foundations \n",
+ " 4.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " 3.0 \n",
+ " I signed up for Design Lab's Foundations cours... \n",
+ " designlab \n",
+ " 10697 \n",
+ " UX/UI Design \n",
+ " \n",
+ " \n",
+ " 5174 \n",
+ " 293323 \n",
+ " Thibault Chassine \n",
+ " False \n",
+ " 2022 \n",
+ " Great! \n",
+ " 2022-09-25 \n",
+ " Web Development - Full-Time \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I did le Wagon in order to make a career chang... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 4247 \n",
+ " 255565 \n",
+ " Anonymous \n",
+ " True \n",
+ " 2018 \n",
+ " DataQuest.IO \n",
+ " 2019-09-28 \n",
+ " \n",
+ " 1.7 \n",
+ " 1.0 \n",
+ " 3.0 \n",
+ " 1.0 \n",
+ " Do not purchase from this 'school' - they roll... \n",
+ " dataquest \n",
+ " 10683 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 5089 \n",
+ " 294491 \n",
+ " Anonymous \n",
+ " True \n",
+ " 2022 \n",
+ " Great and challenging experience \n",
+ " 2022-11-03 \n",
+ " Data Science - Full-Time \n",
+ " 4.7 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " I completed the Data Science and Machine Learn... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 6697 \n",
+ " 247572 \n",
+ " Tomasz Stacharski \n",
+ " False \n",
+ " 2019 \n",
+ " Le Wagon - Bali \n",
+ " 2019-04-08 \n",
+ " FullStack program - 35+ locations \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Before Le Wagon I was working in Ad Tech in Lo... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 9060 \n",
+ " 290326 \n",
+ " Anonymous \n",
+ " True \n",
+ " 2022 \n",
+ " It was thrilling!! \n",
+ " 2022-07-03 \n",
+ " SheCodes Basics \n",
+ " 4.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 2.0 \n",
+ " I am really lucky to have access to this codin... \n",
+ " shecodes \n",
+ " 11014 \n",
+ " Miscellaneous and General Tech \n",
+ " \n",
+ " \n",
+ " 718 \n",
+ " 246977 \n",
+ " Alejandro Orozco \n",
+ " False \n",
+ " 2018 \n",
+ " Great UX / UI Course \n",
+ " 2019-01-13 \n",
+ " Full-time UX/UI Design Bootcamp \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I learned about Ironhack through Uber, there w... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " UX/UI Design \n",
+ " \n",
+ " \n",
+ " 6900 \n",
+ " 234614 \n",
+ " Christian Bell \n",
+ " False \n",
+ " 2018 \n",
+ " An amazing nine weeks! \n",
+ " 2018-10-16 \n",
+ " FullStack program - 35+ locations \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " As a recent Oxford Classical Archaeology and A... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 7018 \n",
+ " 244629 \n",
+ " Valérie Schraauwers \n",
+ " False \n",
+ " 2018 \n",
+ " You Are Gonna Love Coding Too - Bali Batch #149 \n",
+ " 2018-08-06 \n",
+ " FullStack program - 35+ locations \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 0.0 \n",
+ " After working for a start-up for a couple of y... \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 10745 \n",
+ " 278010 \n",
+ " Anonymous \n",
+ " True \n",
+ " 2021 \n",
+ " A great way to get structured assistance with ... \n",
+ " 2021-06-04 \n",
+ " UX Academy \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I decided to pursue a career change during the... \n",
+ " designlab \n",
+ " 10697 \n",
+ " UX/UI Design \n",
+ " \n",
+ " \n",
+ " 9891 \n",
+ " 268476 \n",
+ " Esther Woo \n",
+ " False \n",
+ " 2020 \n",
+ " SheCodes Online Workshop \n",
+ " 2020-09-14 \n",
+ " SheCodes Online Workshop \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I learned so much from Matt just from the thre... \n",
+ " shecodes \n",
+ " 11014 \n",
+ " Miscellaneous and General Tech \n",
+ " \n",
+ " \n",
+ " 8820 \n",
+ " 300902 \n",
+ " Joanna Botha \n",
+ " False \n",
+ " 2023 \n",
+ " I just wanted to take a moment to express my g... \n",
+ " 2023-05-04 \n",
+ " \n",
+ " 3.7 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 3.0 \n",
+ " I just wanted to take a moment to express my g... \n",
+ " shecodes \n",
+ " 11014 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 1346 \n",
+ " 308529 \n",
+ " Viveka Katherine selvanayagam \n",
+ " False \n",
+ " 2024 \n",
+ " Best self learning online curriculum with ment... \n",
+ " 2024-02-09 \n",
+ " Cyber Security Career Track \n",
+ " 4.7 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " 5.0 \n",
+ " Pros 1) excellent self learning curriculum 2) ... \n",
+ " springboard \n",
+ " 11035 \n",
+ " Cybersecurity \n",
+ " \n",
+ " \n",
+ " 8833 \n",
+ " 299933 \n",
+ " Ashley Awuor \n",
+ " False \n",
+ " 2023 \n",
+ " It is encouraging and beautiful. \n",
+ " 2023-04-03 \n",
+ " \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " So far It has been a great journey. I have rea... \n",
+ " shecodes \n",
+ " 11014 \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 8264 \n",
+ " 281815 \n",
+ " Loïs \n",
+ " False \n",
+ " 2021 \n",
+ " A huge change for me \n",
+ " 2021-09-27 \n",
+ " Fullstack JavaScript Web Developer \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I have the feeling everything has been said co... \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 8751 \n",
+ " 304809 \n",
+ " Alison Moloney \n",
+ " False \n",
+ " 2023 \n",
+ " Shecodes is a great experience and I'm glad I ... \n",
+ " 2023-09-12 \n",
+ " SheCodes Basics \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " “This SheCodes workshop has been a great exper... \n",
+ " shecodes \n",
+ " 11014 \n",
+ " Miscellaneous and General Tech \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id name anonymous graduatingYear \\\n",
+ "6836 246163 Chris Cheung False 2018 \n",
+ "6691 247593 Taniya Amidon False 2019 \n",
+ "5852 268733 George Brockman False 2020 \n",
+ "2505 260619 Yali Chen False 2019 \n",
+ "10478 289264 Anonymous True 2022 \n",
+ "5174 293323 Thibault Chassine False 2022 \n",
+ "4247 255565 Anonymous True 2018 \n",
+ "5089 294491 Anonymous True 2022 \n",
+ "6697 247572 Tomasz Stacharski False 2019 \n",
+ "9060 290326 Anonymous True 2022 \n",
+ "718 246977 Alejandro Orozco False 2018 \n",
+ "6900 234614 Christian Bell False 2018 \n",
+ "7018 244629 Valérie Schraauwers False 2018 \n",
+ "10745 278010 Anonymous True 2021 \n",
+ "9891 268476 Esther Woo False 2020 \n",
+ "8820 300902 Joanna Botha False 2023 \n",
+ "1346 308529 Viveka Katherine selvanayagam False 2024 \n",
+ "8833 299933 Ashley Awuor False 2023 \n",
+ "8264 281815 Loïs False 2021 \n",
+ "8751 304809 Alison Moloney False 2023 \n",
+ "\n",
+ " tagline createdAt \\\n",
+ "6836 Inspirational 2018-12-19 \n",
+ "6691 Best coding bootcamp !! 2019-04-09 \n",
+ "5852 Intense but brilliant 2020-09-23 \n",
+ "2505 End-to-end UX capstone project 2020-01-02 \n",
+ "10478 Intuitive Design, Thoughtful Material, Great I... 2022-05-30 \n",
+ "5174 Great! 2022-09-25 \n",
+ "4247 DataQuest.IO 2019-09-28 \n",
+ "5089 Great and challenging experience 2022-11-03 \n",
+ "6697 Le Wagon - Bali 2019-04-08 \n",
+ "9060 It was thrilling!! 2022-07-03 \n",
+ "718 Great UX / UI Course 2019-01-13 \n",
+ "6900 An amazing nine weeks! 2018-10-16 \n",
+ "7018 You Are Gonna Love Coding Too - Bali Batch #149 2018-08-06 \n",
+ "10745 A great way to get structured assistance with ... 2021-06-04 \n",
+ "9891 SheCodes Online Workshop 2020-09-14 \n",
+ "8820 I just wanted to take a moment to express my g... 2023-05-04 \n",
+ "1346 Best self learning online curriculum with ment... 2024-02-09 \n",
+ "8833 It is encouraging and beautiful. 2023-04-03 \n",
+ "8264 A huge change for me 2021-09-27 \n",
+ "8751 Shecodes is a great experience and I'm glad I ... 2023-09-12 \n",
+ "\n",
+ " program overallScore overall curriculum \\\n",
+ "6836 FullStack program - 35+ locations 5.0 5.0 5.0 \n",
+ "6691 FullStack program - 35+ locations 5.0 5.0 5.0 \n",
+ "5852 Data Science - Full-Time 5.0 5.0 5.0 \n",
+ "2505 UX Career Track 4.7 5.0 5.0 \n",
+ "10478 UX Academy Foundations 4.0 5.0 4.0 \n",
+ "5174 Web Development - Full-Time 5.0 5.0 5.0 \n",
+ "4247 1.7 1.0 3.0 \n",
+ "5089 Data Science - Full-Time 4.7 5.0 5.0 \n",
+ "6697 FullStack program - 35+ locations 5.0 5.0 5.0 \n",
+ "9060 SheCodes Basics 4.0 5.0 5.0 \n",
+ "718 Full-time UX/UI Design Bootcamp 5.0 5.0 5.0 \n",
+ "6900 FullStack program - 35+ locations 5.0 5.0 5.0 \n",
+ "7018 FullStack program - 35+ locations 5.0 5.0 5.0 \n",
+ "10745 UX Academy 5.0 5.0 5.0 \n",
+ "9891 SheCodes Online Workshop 5.0 5.0 5.0 \n",
+ "8820 3.7 4.0 4.0 \n",
+ "1346 Cyber Security Career Track 4.7 5.0 4.0 \n",
+ "8833 5.0 5.0 5.0 \n",
+ "8264 Fullstack JavaScript Web Developer 5.0 5.0 5.0 \n",
+ "8751 SheCodes Basics 5.0 5.0 5.0 \n",
+ "\n",
+ " jobSupport review_body \\\n",
+ "6836 5.0 Before I joined batch 194 in Shanghai I was th... \n",
+ "6691 5.0 Learning to code has been one of the best deci... \n",
+ "5852 5.0 Before the Bootcamp, I had spent the last ten ... \n",
+ "2505 4.0 One thing I like about Springboard's UX course... \n",
+ "10478 3.0 I signed up for Design Lab's Foundations cours... \n",
+ "5174 5.0 I did le Wagon in order to make a career chang... \n",
+ "4247 1.0 Do not purchase from this 'school' - they roll... \n",
+ "5089 4.0 I completed the Data Science and Machine Learn... \n",
+ "6697 5.0 Before Le Wagon I was working in Ad Tech in Lo... \n",
+ "9060 2.0 I am really lucky to have access to this codin... \n",
+ "718 5.0 I learned about Ironhack through Uber, there w... \n",
+ "6900 5.0 As a recent Oxford Classical Archaeology and A... \n",
+ "7018 0.0 After working for a start-up for a couple of y... \n",
+ "10745 5.0 I decided to pursue a career change during the... \n",
+ "9891 5.0 I learned so much from Matt just from the thre... \n",
+ "8820 3.0 I just wanted to take a moment to express my g... \n",
+ "1346 5.0 Pros 1) excellent self learning curriculum 2) ... \n",
+ "8833 5.0 So far It has been a great journey. I have rea... \n",
+ "8264 5.0 I have the feeling everything has been said co... \n",
+ "8751 5.0 “This SheCodes workshop has been a great exper... \n",
+ "\n",
+ " school school_id standardizedProgram \n",
+ "6836 le-wagon 10868 Web Development \n",
+ "6691 le-wagon 10868 Web Development \n",
+ "5852 le-wagon 10868 Data Science and Analytics \n",
+ "2505 springboard 11035 UX/UI Design \n",
+ "10478 designlab 10697 UX/UI Design \n",
+ "5174 le-wagon 10868 Web Development \n",
+ "4247 dataquest 10683 Unknown \n",
+ "5089 le-wagon 10868 Data Science and Analytics \n",
+ "6697 le-wagon 10868 Web Development \n",
+ "9060 shecodes 11014 Miscellaneous and General Tech \n",
+ "718 ironhack 10828 UX/UI Design \n",
+ "6900 le-wagon 10868 Web Development \n",
+ "7018 le-wagon 10868 Web Development \n",
+ "10745 designlab 10697 UX/UI Design \n",
+ "9891 shecodes 11014 Miscellaneous and General Tech \n",
+ "8820 shecodes 11014 Unknown \n",
+ "1346 springboard 11035 Cybersecurity \n",
+ "8833 shecodes 11014 Unknown \n",
+ "8264 la-capsule 10853 Web Development \n",
+ "8751 shecodes 11014 Miscellaneous and General Tech "
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Apply the function to rows where the program is null\n",
+ "comments['program'] = comments.apply(\n",
+ " lambda row: extract_program(row['review_body']) if pd.isnull(row['program']) else row['program'],\n",
+ " axis=1\n",
+ ")\n",
+ "comments.sample(20)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "id": "439c59d2",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "program\n",
+ " 1265\n",
+ "FullStack program - 35+ locations 1035\n",
+ "UX Academy Foundations 673\n",
+ "SheCodes Basics 659\n",
+ "Web Development Course - Full-Time 445\n",
+ " ... \n",
+ "Practical Penetration Testing (live-online) 1\n",
+ "Data Lead 1\n",
+ "JavaScript for Beginners 1\n",
+ "Data Scientist 1\n",
+ "Introduction to Cybersecurity 1\n",
+ "Name: count, Length: 167, dtype: int64"
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comments['program'].value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "id": "9f6eaa08",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " comment_id \n",
+ " school_id \n",
+ " school_name \n",
+ " user_name \n",
+ " anonymous \n",
+ " graduating_year \n",
+ " tagline \n",
+ " created_at \n",
+ " overall_score \n",
+ " overall_rating \n",
+ " curriculum_rating \n",
+ " job_support_rating \n",
+ " review_body \n",
+ " program \n",
+ " program_cat \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 309849 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Anonymous \n",
+ " True \n",
+ " 2024 \n",
+ " Data Analytics \n",
+ " 2024-04-03 \n",
+ " 3.3 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 2.0 \n",
+ " I just Finished the my study , I did the Data ... \n",
+ " Data Analytics Part-Time \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 309479 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Patrick Marques \n",
+ " False \n",
+ " 2024 \n",
+ " An intense experience full of emotions but at ... \n",
+ " 2024-03-19 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " Hello, my name is Patrick Marques and I can sa... \n",
+ " Data Analytics Bootcamp \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 308683 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Harikrishnan Ramakrishnapillai \n",
+ " False \n",
+ " 2023 \n",
+ " It was amazing \n",
+ " 2024-02-15 \n",
+ " 4.3 \n",
+ " 4.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " I could finish cybersecurity course within 3 m... \n",
+ " \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 307433 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Sorin Tuinea \n",
+ " False \n",
+ " 2023 \n",
+ " I would definitely recommend it \n",
+ " 2023-12-22 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I chose Ironhack after reading a lot of review... \n",
+ " \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 307350 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Kasia Luksza \n",
+ " False \n",
+ " 2023 \n",
+ " Best learning experience of my life \n",
+ " 2023-12-19 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Attending this bootcamp was hands down the bes... \n",
+ " UX/UI Design Bootcamp \n",
+ " UX/UI Design \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " comment_id school_id school_name user_name \\\n",
+ "0 309849 10828 ironhack Anonymous \n",
+ "1 309479 10828 ironhack Patrick Marques \n",
+ "2 308683 10828 ironhack Harikrishnan Ramakrishnapillai \n",
+ "3 307433 10828 ironhack Sorin Tuinea \n",
+ "4 307350 10828 ironhack Kasia Luksza \n",
+ "\n",
+ " anonymous graduating_year \\\n",
+ "0 True 2024 \n",
+ "1 False 2024 \n",
+ "2 False 2023 \n",
+ "3 False 2023 \n",
+ "4 False 2023 \n",
+ "\n",
+ " tagline created_at \\\n",
+ "0 Data Analytics 2024-04-03 \n",
+ "1 An intense experience full of emotions but at ... 2024-03-19 \n",
+ "2 It was amazing 2024-02-15 \n",
+ "3 I would definitely recommend it 2023-12-22 \n",
+ "4 Best learning experience of my life 2023-12-19 \n",
+ "\n",
+ " overall_score overall_rating curriculum_rating job_support_rating \\\n",
+ "0 3.3 4.0 4.0 2.0 \n",
+ "1 4.0 4.0 4.0 4.0 \n",
+ "2 4.3 4.0 5.0 4.0 \n",
+ "3 5.0 5.0 5.0 5.0 \n",
+ "4 5.0 5.0 5.0 5.0 \n",
+ "\n",
+ " review_body \\\n",
+ "0 I just Finished the my study , I did the Data ... \n",
+ "1 Hello, my name is Patrick Marques and I can sa... \n",
+ "2 I could finish cybersecurity course within 3 m... \n",
+ "3 I chose Ironhack after reading a lot of review... \n",
+ "4 Attending this bootcamp was hands down the bes... \n",
+ "\n",
+ " program program_cat \n",
+ "0 Data Analytics Part-Time Data Science and Analytics \n",
+ "1 Data Analytics Bootcamp Data Science and Analytics \n",
+ "2 Unknown \n",
+ "3 Unknown \n",
+ "4 UX/UI Design Bootcamp UX/UI Design "
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#rename and reorder columns\n",
+ "\n",
+ "comments.rename(columns = {'id':'comment_id',\n",
+ " 'name':'user_name',\n",
+ " 'graduatingYear': 'graduating_year' ,\n",
+ " 'createdAt': 'created_at',\n",
+ " 'overallScore': 'overall_score',\n",
+ " 'overall': 'overall_rating',\n",
+ " 'curriculum':'curriculum_rating',\n",
+ " 'jobSupport': 'job_support_rating',\n",
+ " 'school': 'school_name',\n",
+ " 'standardizedProgram': 'program_cat'\n",
+ " },inplace=True)\n",
+ "\n",
+ "comments = comments[['comment_id', 'school_id','school_name', 'user_name','anonymous', 'graduating_year', 'tagline',\n",
+ " 'created_at', 'overall_score', 'overall_rating','curriculum_rating', 'job_support_rating',\n",
+ " 'review_body', 'program','program_cat']]\n",
+ "\n",
+ "comments.head()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "34f79d15",
+ "metadata": {},
+ "source": [
+ "# Other Data Frames"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f0b7d3a2",
+ "metadata": {},
+ "source": [
+ "https://www.switchup.org/chimera/v1/bootcamp-data?mainTemplate=bootcamp-data%2Fdescription&path=%2Fbootcamps%2Fironhack&isDataTarget=false&bootcampId=10828&logoTag=logo&truncationLength=250&readMoreOmission=...&readMoreText=Read%20More&readLessText=Read%20Less\n",
+ "\n",
+ "Looking at the URL to get other usefull information like price"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "id": "225f5a8c",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Function to fetch and process school information\n",
+ "def get_school_info(school, school_id):\n",
+ " # Construct the URL to fetch data for the specified school and school_id\n",
+ " url = 'https://www.switchup.org/chimera/v1/bootcamp-data?mainTemplate=bootcamp-data%2Fdescription&path=%2Fbootcamps%2F'+ str(school) + '&isDataTarget=false&bootcampId='+ str(school_id) + '&logoTag=logo&truncationLength=250&readMoreOmission=...&readMoreText=Read%20More&readLessText=Read%20Less'\n",
+ "\n",
+ " # Send a GET request to the URL and get the response in JSON format\n",
+ " data = requests.get(url).json()\n",
+ "\n",
+ " # Print the keys of the data dictionary (for debugging purposes)\n",
+ " #print(data.keys())\n",
+ "\n",
+ " # Extract the 'courses' data and convert it to a DataFrame\n",
+ " courses = data['content']['courses']\n",
+ " courses_df = pd.DataFrame(courses, columns=['courses'])\n",
+ "\n",
+ " # Extract the 'locations' data and normalize it into a DataFrame\n",
+ " locations = data['content']['locations']\n",
+ " locations_df = json_normalize(locations)\n",
+ "\n",
+ " # Extract the 'meritBadges' data and convert it to a DataFrame\n",
+ " badges_df = pd.DataFrame(data['content']['meritBadges'])\n",
+ " \n",
+ " # Extract other school information: website, description, and logo URL\n",
+ " website = data['content']['webaddr']\n",
+ " description = data['content']['description']\n",
+ " logoUrl = data['content']['logoUrl']\n",
+ " price_min= data['content']['priceMin']\n",
+ " price_max = data['content']['priceMax']\n",
+ " school_df = pd.DataFrame([website,description,logoUrl, price_min, price_max]).T\n",
+ " school_df.columns = ['website','description','LogoUrl', 'price_min', 'price_max']\n",
+ "\n",
+ " # Add the 'school' name to each DataFrame\n",
+ " locations_df['school'] = school\n",
+ " courses_df['school'] = school\n",
+ " badges_df['school'] = school\n",
+ " school_df['school'] = school\n",
+ " \n",
+ " # Add the 'school_id' to each DataFrame\n",
+ " locations_df['school_id'] = school_id\n",
+ " courses_df['school_id'] = school_id\n",
+ " badges_df['school_id'] = school_id\n",
+ " school_df['school_id'] = school_id\n",
+ "\n",
+ " # Return the DataFrames\n",
+ " return locations_df, courses_df, badges_df, school_df\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "id": "e82a1514",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "ironhack\n",
+ "springboard\n",
+ "learningfuze\n",
+ "actualize\n",
+ "clarusway\n",
+ "codesmith\n",
+ "dataquest\n",
+ "syntax-technologies\n",
+ "evolve-security-academy\n",
+ "level-effect\n",
+ "le-wagon\n",
+ "4geeks-academy\n",
+ "jedha\n",
+ "la-capsule\n",
+ "wbs-coding-school\n",
+ "shecodes\n",
+ "designlab\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Initialize lists to collect data from each school\n",
+ "locations_list = []\n",
+ "courses_list = []\n",
+ "badges_list = []\n",
+ "schools_list = []\n",
+ "\n",
+ "\n",
+ "# Loop through each school and ID in the 'schools' dictionary\n",
+ "for school, id in schools.items():\n",
+ " print(school) # Print the school name (for debugging purposes)\n",
+ " a, b, c, d = get_school_info(school, id) # Get the school information\n",
+ " \n",
+ " # Append the data to the corresponding lists\n",
+ " locations_list.append(a)\n",
+ " courses_list.append(b)\n",
+ " badges_list.append(c)\n",
+ " schools_list.append(d)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "id": "96dabde7",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Locations DataFrame:\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " description \n",
+ " country.id \n",
+ " country.name \n",
+ " country.abbrev \n",
+ " city.id \n",
+ " city.name \n",
+ " city.keyword \n",
+ " state.id \n",
+ " state.name \n",
+ " state.abbrev \n",
+ " state.keyword \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 15901 \n",
+ " Berlin, Germany \n",
+ " 57.0 \n",
+ " Germany \n",
+ " DE \n",
+ " 31156.0 \n",
+ " Berlin \n",
+ " berlin \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 16022 \n",
+ " Mexico City, Mexico \n",
+ " 29.0 \n",
+ " Mexico \n",
+ " MX \n",
+ " 31175.0 \n",
+ " Mexico City \n",
+ " mexico-city \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 16086 \n",
+ " Amsterdam, Netherlands \n",
+ " 59.0 \n",
+ " Netherlands \n",
+ " NL \n",
+ " 31168.0 \n",
+ " Amsterdam \n",
+ " amsterdam \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 16088 \n",
+ " Sao Paulo, Brazil \n",
+ " 42.0 \n",
+ " Brazil \n",
+ " BR \n",
+ " 31121.0 \n",
+ " Sao Paulo \n",
+ " sao-paulo \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 16109 \n",
+ " Paris, France \n",
+ " 38.0 \n",
+ " France \n",
+ " FR \n",
+ " 31136.0 \n",
+ " Paris \n",
+ " paris \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id description country.id country.name country.abbrev \\\n",
+ "0 15901 Berlin, Germany 57.0 Germany DE \n",
+ "1 16022 Mexico City, Mexico 29.0 Mexico MX \n",
+ "2 16086 Amsterdam, Netherlands 59.0 Netherlands NL \n",
+ "3 16088 Sao Paulo, Brazil 42.0 Brazil BR \n",
+ "4 16109 Paris, France 38.0 France FR \n",
+ "\n",
+ " city.id city.name city.keyword state.id state.name state.abbrev \\\n",
+ "0 31156.0 Berlin berlin NaN NaN NaN \n",
+ "1 31175.0 Mexico City mexico-city NaN NaN NaN \n",
+ "2 31168.0 Amsterdam amsterdam NaN NaN NaN \n",
+ "3 31121.0 Sao Paulo sao-paulo NaN NaN NaN \n",
+ "4 31136.0 Paris paris NaN NaN NaN \n",
+ "\n",
+ " state.keyword school school_id \n",
+ "0 NaN ironhack 10828 \n",
+ "1 NaN ironhack 10828 \n",
+ "2 NaN ironhack 10828 \n",
+ "3 NaN ironhack 10828 \n",
+ "4 NaN ironhack 10828 "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Courses DataFrame:\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " courses \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " Cyber Security Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " Cybersecurity Part-Time \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " Data Analytics Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " Data Analytics Part-Time \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " UX/UI Design Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " courses school school_id\n",
+ "0 Cyber Security Bootcamp ironhack 10828\n",
+ "1 Cybersecurity Part-Time ironhack 10828\n",
+ "2 Data Analytics Bootcamp ironhack 10828\n",
+ "3 Data Analytics Part-Time ironhack 10828\n",
+ "4 UX/UI Design Bootcamp ironhack 10828"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Badges DataFrame:\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " keyword \n",
+ " description \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " Verified Outcomes \n",
+ " verified_outcomes \n",
+ " <p>School publishes a third-party verified out... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " name keyword \\\n",
+ "0 Available Online available_online \n",
+ "1 Verified Outcomes verified_outcomes \n",
+ "2 Flexible Classes flexible_classes \n",
+ "3 Available Online available_online \n",
+ "4 Flexible Classes flexible_classes \n",
+ "\n",
+ " description school school_id \n",
+ "0 School offers fully online courses
ironhack 10828 \n",
+ "1 School publishes a third-party verified out... ironhack 10828 \n",
+ "2
School offers part-time and evening classes... ironhack 10828 \n",
+ "3
School offers fully online courses
springboard 11035 \n",
+ "4 School offers part-time and evening classes... springboard 11035 "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Schools DataFrame:\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " website \n",
+ " description \n",
+ " LogoUrl \n",
+ " price_min \n",
+ " price_max \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " www.ironhack.com/en \n",
+ " <span class=\"truncatable\"><p>Ironhack is a glo... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 7500 \n",
+ " 13000 \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " www.springboard.com/?utm_source=switchup&utm_m... \n",
+ " <span class=\"truncatable\"><p>Springboard is an... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 349 \n",
+ " 9900 \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " learningfuze.com \n",
+ " <span class=\"truncatable\"><p>LearningFuze is a... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 0 \n",
+ " 15995 \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " anyonecanlearntocode.com/?utm_source=switchup&... \n",
+ " <span class=\"truncatable\"><p>Actualize is a co... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 16900 \n",
+ " 16900 \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " clarusway.com/ \n",
+ " <span class=\"truncatable\"><p>Clarusway is a hi... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 750 \n",
+ " 21500 \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " website \\\n",
+ "0 www.ironhack.com/en \n",
+ "1 www.springboard.com/?utm_source=switchup&utm_m... \n",
+ "2 learningfuze.com \n",
+ "3 anyonecanlearntocode.com/?utm_source=switchup&... \n",
+ "4 clarusway.com/ \n",
+ "\n",
+ " description \\\n",
+ "0 Ironhack is a glo... \n",
+ "1 Springboard is an... \n",
+ "2 LearningFuze is a... \n",
+ "3 Actualize is a co... \n",
+ "4 Clarusway is a hi... \n",
+ "\n",
+ " LogoUrl price_min price_max \\\n",
+ "0 https://d92mrp7hetgfk.cloudfront.net/images/si... 7500 13000 \n",
+ "1 https://d92mrp7hetgfk.cloudfront.net/images/si... 349 9900 \n",
+ "2 https://d92mrp7hetgfk.cloudfront.net/images/si... 0 15995 \n",
+ "3 https://d92mrp7hetgfk.cloudfront.net/images/si... 16900 16900 \n",
+ "4 https://d92mrp7hetgfk.cloudfront.net/images/si... 750 21500 \n",
+ "\n",
+ " school school_id \n",
+ "0 ironhack 10828 \n",
+ "1 springboard 11035 \n",
+ "2 learningfuze 10862 \n",
+ "3 actualize 10505 \n",
+ "4 clarusway 11539 "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# concatenate these lists into DataFrames \n",
+ "if locations_list:\n",
+ " locations = pd.concat(locations_list, ignore_index=True)\n",
+ " print(\"Locations DataFrame:\")\n",
+ " display(locations.head())\n",
+ "\n",
+ "if courses_list:\n",
+ " courses = pd.concat(courses_list, ignore_index=True)\n",
+ " print(\"Courses DataFrame:\")\n",
+ " display(courses.head())\n",
+ "\n",
+ "if badges_list:\n",
+ " badges = pd.concat(badges_list, ignore_index=True)\n",
+ " print(\"Badges DataFrame:\")\n",
+ " display(badges.head())\n",
+ "\n",
+ "if schools_list:\n",
+ " schools = pd.concat(schools_list, ignore_index=True)\n",
+ " print(\"Schools DataFrame:\")\n",
+ " display(schools.head())"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "06299ccb",
+ "metadata": {},
+ "source": [
+ "### Cleaning Locations"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "id": "421029f0",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id 0\n",
+ "description 0\n",
+ "country.id 17\n",
+ "country.name 17\n",
+ "country.abbrev 17\n",
+ "city.id 20\n",
+ "city.name 20\n",
+ "city.keyword 20\n",
+ "state.id 98\n",
+ "state.name 98\n",
+ "state.abbrev 98\n",
+ "state.keyword 98\n",
+ "school 0\n",
+ "school_id 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "id": "9c85f730",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(131, 14)"
+ ]
+ },
+ "execution_count": 42,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "id": "b1b215d6",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['id', 'description', 'country.id', 'country.name', 'country.abbrev',\n",
+ " 'city.id', 'city.name', 'city.keyword', 'state.id', 'state.name',\n",
+ " 'state.abbrev', 'state.keyword', 'school', 'school_id'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 43,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "id": "7083cf0a",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " description \n",
+ " country.id \n",
+ " country.name \n",
+ " country.abbrev \n",
+ " city.id \n",
+ " city.name \n",
+ " city.keyword \n",
+ " state.id \n",
+ " state.name \n",
+ " state.abbrev \n",
+ " state.keyword \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " 17233 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " 16013 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " 16970 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " 16019 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " 17789 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 19 \n",
+ " 16595 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 21 \n",
+ " 16378 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 22 \n",
+ " 18261 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 23 \n",
+ " 15899 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 25 \n",
+ " 17374 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 58 \n",
+ " 18117 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 88 \n",
+ " 18370 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 97 \n",
+ " 17434 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 122 \n",
+ " 18269 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 126 \n",
+ " 17654 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 127 \n",
+ " 16914 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 130 \n",
+ " 15816 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.0 \n",
+ " Online \n",
+ " Online \n",
+ " online \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id description country.id country.name country.abbrev city.id \\\n",
+ "9 17233 Online NaN NaN NaN NaN \n",
+ "10 16013 Online NaN NaN NaN NaN \n",
+ "13 16970 Online NaN NaN NaN NaN \n",
+ "15 16019 Online NaN NaN NaN NaN \n",
+ "16 17789 Online NaN NaN NaN NaN \n",
+ "19 16595 Online NaN NaN NaN NaN \n",
+ "21 16378 Online NaN NaN NaN NaN \n",
+ "22 18261 Online NaN NaN NaN NaN \n",
+ "23 15899 Online NaN NaN NaN NaN \n",
+ "25 17374 Online NaN NaN NaN NaN \n",
+ "58 18117 Online NaN NaN NaN NaN \n",
+ "88 18370 Online NaN NaN NaN NaN \n",
+ "97 17434 Online NaN NaN NaN NaN \n",
+ "122 18269 Online NaN NaN NaN NaN \n",
+ "126 17654 Online NaN NaN NaN NaN \n",
+ "127 16914 Online NaN NaN NaN NaN \n",
+ "130 15816 Online NaN NaN NaN NaN \n",
+ "\n",
+ " city.name city.keyword state.id state.name state.abbrev state.keyword \\\n",
+ "9 NaN NaN 1.0 Online Online online \n",
+ "10 NaN NaN 1.0 Online Online online \n",
+ "13 NaN NaN 1.0 Online Online online \n",
+ "15 NaN NaN 1.0 Online Online online \n",
+ "16 NaN NaN 1.0 Online Online online \n",
+ "19 NaN NaN 1.0 Online Online online \n",
+ "21 NaN NaN 1.0 Online Online online \n",
+ "22 NaN NaN 1.0 Online Online online \n",
+ "23 NaN NaN 1.0 Online Online online \n",
+ "25 NaN NaN 1.0 Online Online online \n",
+ "58 NaN NaN 1.0 Online Online online \n",
+ "88 NaN NaN 1.0 Online Online online \n",
+ "97 NaN NaN 1.0 Online Online online \n",
+ "122 NaN NaN 1.0 Online Online online \n",
+ "126 NaN NaN 1.0 Online Online online \n",
+ "127 NaN NaN 1.0 Online Online online \n",
+ "130 NaN NaN 1.0 Online Online online \n",
+ "\n",
+ " school school_id \n",
+ "9 ironhack 10828 \n",
+ "10 springboard 11035 \n",
+ "13 learningfuze 10862 \n",
+ "15 actualize 10505 \n",
+ "16 clarusway 11539 \n",
+ "19 codesmith 10643 \n",
+ "21 dataquest 10683 \n",
+ "22 syntax-technologies 11797 \n",
+ "23 evolve-security-academy 10743 \n",
+ "25 level-effect 11282 \n",
+ "58 le-wagon 10868 \n",
+ "88 4geeks-academy 10492 \n",
+ "97 jedha 10837 \n",
+ "122 la-capsule 10853 \n",
+ "126 wbs-coding-school 11243 \n",
+ "127 shecodes 11014 \n",
+ "130 designlab 10697 "
+ ]
+ },
+ "execution_count": 44,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations[locations['description']=='Online']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "id": "f755e9aa",
+ "metadata": {
+ "scrolled": true,
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "#removing irrelevant cols\n",
+ "\n",
+ "locations.drop(columns=['state.id','state.name',\n",
+ " 'state.abbrev', 'state.keyword','city.keyword'],inplace=True)\n",
+ "locations.rename(columns = {'country.id':'country_id', \n",
+ " 'country.name':'country_name', \n",
+ " 'city.id':'city_id', \n",
+ " 'city.name':'city_name'}, inplace = True)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "id": "c466c330",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " description \n",
+ " country_id \n",
+ " country_name \n",
+ " country.abbrev \n",
+ " city_id \n",
+ " city_name \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 19 \n",
+ " 16595 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 108 \n",
+ " 18313 \n",
+ " Luxembourg, Belgium \n",
+ " 46.0 \n",
+ " Belgium \n",
+ " BE \n",
+ " NaN \n",
+ " NaN \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 69 \n",
+ " 17811 \n",
+ " Montevideo, Uruguay \n",
+ " 33.0 \n",
+ " Uruguay \n",
+ " UY \n",
+ " 31089.0 \n",
+ " Montevideo \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 99 \n",
+ " 18252 \n",
+ " Lille, France \n",
+ " 38.0 \n",
+ " France \n",
+ " FR \n",
+ " 31128.0 \n",
+ " Lille \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 79 \n",
+ " 18232 \n",
+ " Bogota, Columbia \n",
+ " 30.0 \n",
+ " Colombia \n",
+ " CO \n",
+ " 31078.0 \n",
+ " Bogota \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 90 \n",
+ " 18372 \n",
+ " Houston, TX \n",
+ " 1.0 \n",
+ " United States \n",
+ " US \n",
+ " 81.0 \n",
+ " Houston \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 26 \n",
+ " 15803 \n",
+ " Melbourne, Australia \n",
+ " 20.0 \n",
+ " Australia \n",
+ " AU \n",
+ " 31174.0 \n",
+ " Melbourne \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 71 \n",
+ " 18223 \n",
+ " Milan, Italy \n",
+ " 39.0 \n",
+ " Italy \n",
+ " IT \n",
+ " 31107.0 \n",
+ " Milan \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 58 \n",
+ " 18117 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 124 \n",
+ " 18271 \n",
+ " Bordeaux, France \n",
+ " 38.0 \n",
+ " France \n",
+ " FR \n",
+ " 31124.0 \n",
+ " Bordeaux \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id description country_id country_name country.abbrev \\\n",
+ "19 16595 Online NaN NaN NaN \n",
+ "108 18313 Luxembourg, Belgium 46.0 Belgium BE \n",
+ "69 17811 Montevideo, Uruguay 33.0 Uruguay UY \n",
+ "99 18252 Lille, France 38.0 France FR \n",
+ "79 18232 Bogota, Columbia 30.0 Colombia CO \n",
+ "90 18372 Houston, TX 1.0 United States US \n",
+ "26 15803 Melbourne, Australia 20.0 Australia AU \n",
+ "71 18223 Milan, Italy 39.0 Italy IT \n",
+ "58 18117 Online NaN NaN NaN \n",
+ "124 18271 Bordeaux, France 38.0 France FR \n",
+ "\n",
+ " city_id city_name school school_id \n",
+ "19 NaN NaN codesmith 10643 \n",
+ "108 NaN NaN jedha 10837 \n",
+ "69 31089.0 Montevideo 4geeks-academy 10492 \n",
+ "99 31128.0 Lille jedha 10837 \n",
+ "79 31078.0 Bogota 4geeks-academy 10492 \n",
+ "90 81.0 Houston 4geeks-academy 10492 \n",
+ "26 31174.0 Melbourne le-wagon 10868 \n",
+ "71 31107.0 Milan 4geeks-academy 10492 \n",
+ "58 NaN NaN le-wagon 10868 \n",
+ "124 31124.0 Bordeaux la-capsule 10853 "
+ ]
+ },
+ "execution_count": 46,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations.sample(10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "id": "f25be47d",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id 0\n",
+ "description 0\n",
+ "country_id 17\n",
+ "country_name 17\n",
+ "country.abbrev 17\n",
+ "city_id 20\n",
+ "city_name 20\n",
+ "school 0\n",
+ "school_id 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 47,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "id": "3baf3998",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " description \n",
+ " country_id \n",
+ " country_name \n",
+ " country.abbrev \n",
+ " city_id \n",
+ " city_name \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " 17233 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " 16013 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " 16970 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " 16019 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " 17789 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 19 \n",
+ " 16595 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 21 \n",
+ " 16378 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 22 \n",
+ " 18261 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 23 \n",
+ " 15899 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 25 \n",
+ " 17374 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 58 \n",
+ " 18117 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 88 \n",
+ " 18370 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 97 \n",
+ " 17434 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 122 \n",
+ " 18269 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 126 \n",
+ " 17654 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 127 \n",
+ " 16914 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 130 \n",
+ " 15816 \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id description country_id country_name country.abbrev city_id \\\n",
+ "9 17233 Online NaN NaN NaN NaN \n",
+ "10 16013 Online NaN NaN NaN NaN \n",
+ "13 16970 Online NaN NaN NaN NaN \n",
+ "15 16019 Online NaN NaN NaN NaN \n",
+ "16 17789 Online NaN NaN NaN NaN \n",
+ "19 16595 Online NaN NaN NaN NaN \n",
+ "21 16378 Online NaN NaN NaN NaN \n",
+ "22 18261 Online NaN NaN NaN NaN \n",
+ "23 15899 Online NaN NaN NaN NaN \n",
+ "25 17374 Online NaN NaN NaN NaN \n",
+ "58 18117 Online NaN NaN NaN NaN \n",
+ "88 18370 Online NaN NaN NaN NaN \n",
+ "97 17434 Online NaN NaN NaN NaN \n",
+ "122 18269 Online NaN NaN NaN NaN \n",
+ "126 17654 Online NaN NaN NaN NaN \n",
+ "127 16914 Online NaN NaN NaN NaN \n",
+ "130 15816 Online NaN NaN NaN NaN \n",
+ "\n",
+ " city_name school school_id \n",
+ "9 NaN ironhack 10828 \n",
+ "10 NaN springboard 11035 \n",
+ "13 NaN learningfuze 10862 \n",
+ "15 NaN actualize 10505 \n",
+ "16 NaN clarusway 11539 \n",
+ "19 NaN codesmith 10643 \n",
+ "21 NaN dataquest 10683 \n",
+ "22 NaN syntax-technologies 11797 \n",
+ "23 NaN evolve-security-academy 10743 \n",
+ "25 NaN level-effect 11282 \n",
+ "58 NaN le-wagon 10868 \n",
+ "88 NaN 4geeks-academy 10492 \n",
+ "97 NaN jedha 10837 \n",
+ "122 NaN la-capsule 10853 \n",
+ "126 NaN wbs-coding-school 11243 \n",
+ "127 NaN shecodes 11014 \n",
+ "130 NaN designlab 10697 "
+ ]
+ },
+ "execution_count": 48,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations[(locations['country_id'].isnull())&(locations['country_name'].isnull())&\n",
+ " (locations['country.abbrev'].isnull())&(locations['city_id'].isnull())&(locations['city_name'].isnull())]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "id": "f7f94835",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "locations.loc[locations['description'] == 'Online', 'city_name'] = 'Online'\n",
+ "locations.loc[locations['description'] == 'Online', 'country_name'] = 'Online'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "id": "99700ba1",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " description \n",
+ " country_id \n",
+ " country_name \n",
+ " country.abbrev \n",
+ " city_id \n",
+ " city_name \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " 17233 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " 16013 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " 16970 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " 16019 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " 17789 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 19 \n",
+ " 16595 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 21 \n",
+ " 16378 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 22 \n",
+ " 18261 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 23 \n",
+ " 15899 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 25 \n",
+ " 17374 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 58 \n",
+ " 18117 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 88 \n",
+ " 18370 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 97 \n",
+ " 17434 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 104 \n",
+ " 18309 \n",
+ " Montpellier, France \n",
+ " 38.0 \n",
+ " France \n",
+ " FR \n",
+ " NaN \n",
+ " NaN \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 108 \n",
+ " 18313 \n",
+ " Luxembourg, Belgium \n",
+ " 46.0 \n",
+ " Belgium \n",
+ " BE \n",
+ " NaN \n",
+ " NaN \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 112 \n",
+ " 18317 \n",
+ " Abidjan, West Africa \n",
+ " 105.0 \n",
+ " Côte d'Ivoire \n",
+ " CI \n",
+ " NaN \n",
+ " NaN \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 122 \n",
+ " 18269 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 126 \n",
+ " 17654 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 127 \n",
+ " 16914 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 130 \n",
+ " 15816 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id description country_id country_name country.abbrev \\\n",
+ "9 17233 Online NaN Online NaN \n",
+ "10 16013 Online NaN Online NaN \n",
+ "13 16970 Online NaN Online NaN \n",
+ "15 16019 Online NaN Online NaN \n",
+ "16 17789 Online NaN Online NaN \n",
+ "19 16595 Online NaN Online NaN \n",
+ "21 16378 Online NaN Online NaN \n",
+ "22 18261 Online NaN Online NaN \n",
+ "23 15899 Online NaN Online NaN \n",
+ "25 17374 Online NaN Online NaN \n",
+ "58 18117 Online NaN Online NaN \n",
+ "88 18370 Online NaN Online NaN \n",
+ "97 17434 Online NaN Online NaN \n",
+ "104 18309 Montpellier, France 38.0 France FR \n",
+ "108 18313 Luxembourg, Belgium 46.0 Belgium BE \n",
+ "112 18317 Abidjan, West Africa 105.0 Côte d'Ivoire CI \n",
+ "122 18269 Online NaN Online NaN \n",
+ "126 17654 Online NaN Online NaN \n",
+ "127 16914 Online NaN Online NaN \n",
+ "130 15816 Online NaN Online NaN \n",
+ "\n",
+ " city_id city_name school school_id \n",
+ "9 NaN Online ironhack 10828 \n",
+ "10 NaN Online springboard 11035 \n",
+ "13 NaN Online learningfuze 10862 \n",
+ "15 NaN Online actualize 10505 \n",
+ "16 NaN Online clarusway 11539 \n",
+ "19 NaN Online codesmith 10643 \n",
+ "21 NaN Online dataquest 10683 \n",
+ "22 NaN Online syntax-technologies 11797 \n",
+ "23 NaN Online evolve-security-academy 10743 \n",
+ "25 NaN Online level-effect 11282 \n",
+ "58 NaN Online le-wagon 10868 \n",
+ "88 NaN Online 4geeks-academy 10492 \n",
+ "97 NaN Online jedha 10837 \n",
+ "104 NaN NaN jedha 10837 \n",
+ "108 NaN NaN jedha 10837 \n",
+ "112 NaN NaN jedha 10837 \n",
+ "122 NaN Online la-capsule 10853 \n",
+ "126 NaN Online wbs-coding-school 11243 \n",
+ "127 NaN Online shecodes 11014 \n",
+ "130 NaN Online designlab 10697 "
+ ]
+ },
+ "execution_count": 50,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations[(locations['city_id'].isnull())|(locations['city_name'].isnull())]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "id": "cfe64739",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "\"\"\"\n",
+ "Checked the HTML for those 3 values, and retrieved from description col that I had dropped:\n",
+ " 18309 Montpellier\n",
+ " 18313 Luxembourg\n",
+ " 18317 Abidjan\n",
+ "\"\"\"\n",
+ "\n",
+ "locations.loc[locations['id'] == 18309, 'city_name'] = 'Montpellier'\n",
+ "locations.loc[locations['id'] == 18313, 'city_name'] = 'Luxembourg'\n",
+ "locations.loc[locations['id'] == 18317, 'city_name'] = 'Abidjan'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "id": "5b2efba6",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " description \n",
+ " country_id \n",
+ " country_name \n",
+ " country.abbrev \n",
+ " city_id \n",
+ " city_name \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 17 \n",
+ " 16002 \n",
+ " Los Angeles, CA, United States \n",
+ " 1.0 \n",
+ " United States \n",
+ " US \n",
+ " 10.0 \n",
+ " Los Angeles \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 92 \n",
+ " 18374 \n",
+ " Los Angeles, CA \n",
+ " 1.0 \n",
+ " United States \n",
+ " US \n",
+ " 10.0 \n",
+ " Los Angeles \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " 16806 \n",
+ " San Diego, CA, United States \n",
+ " 1.0 \n",
+ " United States \n",
+ " US \n",
+ " 11.0 \n",
+ " San Diego \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " 16712 \n",
+ " Irvine, CA, United States \n",
+ " 1.0 \n",
+ " United States \n",
+ " US \n",
+ " 24.0 \n",
+ " Irvine \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " 16375 \n",
+ " Miami, FL, United States \n",
+ " 1.0 \n",
+ " United States \n",
+ " US \n",
+ " 31.0 \n",
+ " Miami \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 112 \n",
+ " 18317 \n",
+ " Abidjan, West Africa \n",
+ " 105.0 \n",
+ " Côte d'Ivoire \n",
+ " CI \n",
+ " NaN \n",
+ " Abidjan \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 122 \n",
+ " 18269 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 126 \n",
+ " 17654 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 127 \n",
+ " 16914 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 130 \n",
+ " 15816 \n",
+ " Online \n",
+ " NaN \n",
+ " Online \n",
+ " NaN \n",
+ " NaN \n",
+ " Online \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
131 rows × 9 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id description country_id country_name \\\n",
+ "17 16002 Los Angeles, CA, United States 1.0 United States \n",
+ "92 18374 Los Angeles, CA 1.0 United States \n",
+ "12 16806 San Diego, CA, United States 1.0 United States \n",
+ "11 16712 Irvine, CA, United States 1.0 United States \n",
+ "5 16375 Miami, FL, United States 1.0 United States \n",
+ ".. ... ... ... ... \n",
+ "112 18317 Abidjan, West Africa 105.0 Côte d'Ivoire \n",
+ "122 18269 Online NaN Online \n",
+ "126 17654 Online NaN Online \n",
+ "127 16914 Online NaN Online \n",
+ "130 15816 Online NaN Online \n",
+ "\n",
+ " country.abbrev city_id city_name school school_id \n",
+ "17 US 10.0 Los Angeles codesmith 10643 \n",
+ "92 US 10.0 Los Angeles 4geeks-academy 10492 \n",
+ "12 US 11.0 San Diego learningfuze 10862 \n",
+ "11 US 24.0 Irvine learningfuze 10862 \n",
+ "5 US 31.0 Miami ironhack 10828 \n",
+ ".. ... ... ... ... ... \n",
+ "112 CI NaN Abidjan jedha 10837 \n",
+ "122 NaN NaN Online la-capsule 10853 \n",
+ "126 NaN NaN Online wbs-coding-school 11243 \n",
+ "127 NaN NaN Online shecodes 11014 \n",
+ "130 NaN NaN Online designlab 10697 \n",
+ "\n",
+ "[131 rows x 9 columns]"
+ ]
+ },
+ "execution_count": 52,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "\t\n",
+ "locations.sort_values(by='city_id')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "id": "db94736f",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "31300.0"
+ ]
+ },
+ "execution_count": 53,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations['city_id'].max()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "id": "bc3b80ba",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "#let's assgint a city id for the 3 cities that are missing it, in case needed later for analysis\n",
+ "\n",
+ "locations.loc[locations['id'] == 18309, 'city_id'] = 31301.0\n",
+ "locations.loc[locations['id'] == 18313, 'city_id'] = 31302.0\n",
+ "locations.loc[locations['id'] == 18317, 'city_id'] = 31303.0\n",
+ "locations.loc[locations['description'] == 'Online', 'city_id'] = 31304.0"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "id": "11d86dda",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "236.0"
+ ]
+ },
+ "execution_count": 55,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations['country_id'].max()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "id": "b3a83ef1",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "#let's assgint a country id for Online\n",
+ "\n",
+ "locations.loc[locations['description'] == 'Online', 'country_id'] = 237.0"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "id": "28dc7a96",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " description \n",
+ " country_id \n",
+ " country_name \n",
+ " country.abbrev \n",
+ " city_id \n",
+ " city_name \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ "Empty DataFrame\n",
+ "Columns: [id, description, country_id, country_name, country.abbrev, city_id, city_name, school, school_id]\n",
+ "Index: []"
+ ]
+ },
+ "execution_count": 57,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations[(locations['city_id'].isnull())|(locations['city_name'].isnull())]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "id": "c5b99417",
+ "metadata": {
+ "scrolled": true,
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id int64\n",
+ "description object\n",
+ "country_id float64\n",
+ "country_name object\n",
+ "country.abbrev object\n",
+ "city_id float64\n",
+ "city_name object\n",
+ "school object\n",
+ "school_id int64\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 58,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#let's adjust dtypes\n",
+ "\n",
+ "locations.dtypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "id": "c1a2321e",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "locations['country_id'] = locations['country_id'].astype('Int64')\n",
+ "locations['city_id'] = locations['city_id'].astype('Int64')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "id": "83a6e715",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " description \n",
+ " country_id \n",
+ " country_name \n",
+ " country.abbrev \n",
+ " city_id \n",
+ " city_name \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 93 \n",
+ " 18375 \n",
+ " New York, NY \n",
+ " 1 \n",
+ " United States \n",
+ " US \n",
+ " 3619 \n",
+ " New York \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 128 \n",
+ " 16915 \n",
+ " Lisbon, Portugal \n",
+ " 28 \n",
+ " Portugal \n",
+ " PT \n",
+ " 31075 \n",
+ " Lisbon \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 99 \n",
+ " 18252 \n",
+ " Lille, France \n",
+ " 38 \n",
+ " France \n",
+ " FR \n",
+ " 31128 \n",
+ " Lille \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 123 \n",
+ " 18270 \n",
+ " Lille, France \n",
+ " 38 \n",
+ " France \n",
+ " FR \n",
+ " 31128 \n",
+ " Lille \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 21 \n",
+ " 16378 \n",
+ " Online \n",
+ " 237 \n",
+ " Online \n",
+ " NaN \n",
+ " 31304 \n",
+ " Online \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 64 \n",
+ " 16054 \n",
+ " Miami, FL, United States \n",
+ " 1 \n",
+ " United States \n",
+ " US \n",
+ " 31 \n",
+ " Miami \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 35 \n",
+ " 16147 \n",
+ " Lille, France \n",
+ " 38 \n",
+ " France \n",
+ " FR \n",
+ " 31128 \n",
+ " Lille \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 102 \n",
+ " 18255 \n",
+ " Nantes, France \n",
+ " 38 \n",
+ " France \n",
+ " FR \n",
+ " 31130 \n",
+ " Nantes \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 16022 \n",
+ " Mexico City, Mexico \n",
+ " 29 \n",
+ " Mexico \n",
+ " MX \n",
+ " 31175 \n",
+ " Mexico City \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 52 \n",
+ " 17314 \n",
+ " Dubai, United Arab Emirates \n",
+ " 34 \n",
+ " United Arab Emirates \n",
+ " AE \n",
+ " 31093 \n",
+ " Dubai \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id description country_id country_name \\\n",
+ "93 18375 New York, NY 1 United States \n",
+ "128 16915 Lisbon, Portugal 28 Portugal \n",
+ "99 18252 Lille, France 38 France \n",
+ "123 18270 Lille, France 38 France \n",
+ "21 16378 Online 237 Online \n",
+ "64 16054 Miami, FL, United States 1 United States \n",
+ "35 16147 Lille, France 38 France \n",
+ "102 18255 Nantes, France 38 France \n",
+ "1 16022 Mexico City, Mexico 29 Mexico \n",
+ "52 17314 Dubai, United Arab Emirates 34 United Arab Emirates \n",
+ "\n",
+ " country.abbrev city_id city_name school school_id \n",
+ "93 US 3619 New York 4geeks-academy 10492 \n",
+ "128 PT 31075 Lisbon shecodes 11014 \n",
+ "99 FR 31128 Lille jedha 10837 \n",
+ "123 FR 31128 Lille la-capsule 10853 \n",
+ "21 NaN 31304 Online dataquest 10683 \n",
+ "64 US 31 Miami 4geeks-academy 10492 \n",
+ "35 FR 31128 Lille le-wagon 10868 \n",
+ "102 FR 31130 Nantes jedha 10837 \n",
+ "1 MX 31175 Mexico City ironhack 10828 \n",
+ "52 AE 31093 Dubai le-wagon 10868 "
+ ]
+ },
+ "execution_count": 60,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations.sample(10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "id": "c9092a7e",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# drop description and country.abbrev\n",
+ "\n",
+ "locations.drop(columns=['description','country.abbrev'],inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "id": "1b436f08",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id 0\n",
+ "country_id 0\n",
+ "country_name 0\n",
+ "city_id 0\n",
+ "city_name 0\n",
+ "school 0\n",
+ "school_id 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 62,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "id": "bf24e439",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " country_id \n",
+ " country_name \n",
+ " city_id \n",
+ " city_name \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 15901 \n",
+ " 57 \n",
+ " Germany \n",
+ " 31156 \n",
+ " Berlin \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 16022 \n",
+ " 29 \n",
+ " Mexico \n",
+ " 31175 \n",
+ " Mexico City \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 16086 \n",
+ " 59 \n",
+ " Netherlands \n",
+ " 31168 \n",
+ " Amsterdam \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 16088 \n",
+ " 42 \n",
+ " Brazil \n",
+ " 31121 \n",
+ " Sao Paulo \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 16109 \n",
+ " 38 \n",
+ " France \n",
+ " 31136 \n",
+ " Paris \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 126 \n",
+ " 17654 \n",
+ " 237 \n",
+ " Online \n",
+ " 31304 \n",
+ " Online \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 127 \n",
+ " 16914 \n",
+ " 237 \n",
+ " Online \n",
+ " 31304 \n",
+ " Online \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 128 \n",
+ " 16915 \n",
+ " 28 \n",
+ " Portugal \n",
+ " 31075 \n",
+ " Lisbon \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 129 \n",
+ " 16916 \n",
+ " 28 \n",
+ " Portugal \n",
+ " 31102 \n",
+ " Porto \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 130 \n",
+ " 15816 \n",
+ " 237 \n",
+ " Online \n",
+ " 31304 \n",
+ " Online \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
131 rows × 7 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id country_id country_name city_id city_name school \\\n",
+ "0 15901 57 Germany 31156 Berlin ironhack \n",
+ "1 16022 29 Mexico 31175 Mexico City ironhack \n",
+ "2 16086 59 Netherlands 31168 Amsterdam ironhack \n",
+ "3 16088 42 Brazil 31121 Sao Paulo ironhack \n",
+ "4 16109 38 France 31136 Paris ironhack \n",
+ ".. ... ... ... ... ... ... \n",
+ "126 17654 237 Online 31304 Online wbs-coding-school \n",
+ "127 16914 237 Online 31304 Online shecodes \n",
+ "128 16915 28 Portugal 31075 Lisbon shecodes \n",
+ "129 16916 28 Portugal 31102 Porto shecodes \n",
+ "130 15816 237 Online 31304 Online designlab \n",
+ "\n",
+ " school_id \n",
+ "0 10828 \n",
+ "1 10828 \n",
+ "2 10828 \n",
+ "3 10828 \n",
+ "4 10828 \n",
+ ".. ... \n",
+ "126 11243 \n",
+ "127 11014 \n",
+ "128 11014 \n",
+ "129 11014 \n",
+ "130 10697 \n",
+ "\n",
+ "[131 rows x 7 columns]"
+ ]
+ },
+ "execution_count": 63,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "locations"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 64,
+ "id": "a022dd6d",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " location_id \n",
+ " school_id \n",
+ " school_name \n",
+ " country_id \n",
+ " country_name \n",
+ " city_id \n",
+ " city_name \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 15901 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " 57 \n",
+ " Germany \n",
+ " 31156 \n",
+ " Berlin \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 16022 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " 29 \n",
+ " Mexico \n",
+ " 31175 \n",
+ " Mexico City \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 16086 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " 59 \n",
+ " Netherlands \n",
+ " 31168 \n",
+ " Amsterdam \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 16088 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " 42 \n",
+ " Brazil \n",
+ " 31121 \n",
+ " Sao Paulo \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 16109 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " 38 \n",
+ " France \n",
+ " 31136 \n",
+ " Paris \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " location_id school_id school_name country_id country_name city_id \\\n",
+ "0 15901 10828 ironhack 57 Germany 31156 \n",
+ "1 16022 10828 ironhack 29 Mexico 31175 \n",
+ "2 16086 10828 ironhack 59 Netherlands 31168 \n",
+ "3 16088 10828 ironhack 42 Brazil 31121 \n",
+ "4 16109 10828 ironhack 38 France 31136 \n",
+ "\n",
+ " city_name \n",
+ "0 Berlin \n",
+ "1 Mexico City \n",
+ "2 Amsterdam \n",
+ "3 Sao Paulo \n",
+ "4 Paris "
+ ]
+ },
+ "execution_count": 64,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# renaming and reordering columns\n",
+ "locations.rename(columns = {'id':'location_id',\n",
+ " 'school': 'school_name'},inplace=True)\n",
+ "\n",
+ "locations = locations[['location_id', 'school_id', 'school_name', 'country_id', 'country_name', 'city_id', 'city_name']]\n",
+ "\n",
+ "locations.head()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "cb3158bf",
+ "metadata": {},
+ "source": [
+ "### Cleaning Courses\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "id": "bd3d1ee6",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " courses \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " Introduction to Design \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " Cyber Security Career Track \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 69 \n",
+ " SDET Automation Testing Course \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 75 \n",
+ " Data Analytics - Part-Time \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 44 \n",
+ " DevOps Engineer \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 19 \n",
+ " UI/UX Design Career Track \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 95 \n",
+ " DevOps Engineer \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 29 \n",
+ " AWS Solutions Architect \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 110 \n",
+ " Advanced Usability and Accessibility \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ " 104 \n",
+ " Data Analytics \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 52 \n",
+ " Machine Learning/Deep Learning \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 48 \n",
+ " Full Stack Development \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " Data Analytics Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 70 \n",
+ " Cybersecurity Bootcamp: REMOTE (Live-Online) \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 59 \n",
+ " Software Development Engineer in Test (SDET) \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 50 \n",
+ " Full Stack Web Development with IT Fundamental... \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 112 \n",
+ " Data-Driven Design \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ " 107 \n",
+ " SheCodes Plus \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 102 \n",
+ " UX/UI Product Design (full-time) \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 74 \n",
+ " Data Analytics - Full-Time \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 20 \n",
+ " UX Career Track \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 73 \n",
+ " Cyber Defense Analyst Bootcamp \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 99 \n",
+ " Data Science (part-time) \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " Data Science Career Track Prep \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 17 \n",
+ " Software Engineering Foundations to Core \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 90 \n",
+ " Data Analyst Fullstack \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 98 \n",
+ " Data Science (full-time) \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 66 \n",
+ " R for Data Analysis \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 24 \n",
+ " UI/UX Design \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 39 \n",
+ " Data Analytics (Premium) \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 64 \n",
+ " Part-Time Software Engineering Immersive \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " Web Development Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 49 \n",
+ " Full Stack Web Development - Premium Full Time... \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 18 \n",
+ " Tech Sales Career Track \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 22 \n",
+ " LFZ Prep Course \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 92 \n",
+ " Data Essentials \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 97 \n",
+ " Code Essentials \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 37 \n",
+ " Cyber Security Analyst Professional \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 83 \n",
+ " Cybersecurity \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 68 \n",
+ " Data Analytics & Business Intelligence Course \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " courses \\\n",
+ "14 Introduction to Design \n",
+ "8 Cyber Security Career Track \n",
+ "69 SDET Automation Testing Course \n",
+ "75 Data Analytics - Part-Time \n",
+ "44 DevOps Engineer \n",
+ "19 UI/UX Design Career Track \n",
+ "95 DevOps Engineer \n",
+ "29 AWS Solutions Architect \n",
+ "110 Advanced Usability and Accessibility \n",
+ "104 Data Analytics \n",
+ "52 Machine Learning/Deep Learning \n",
+ "48 Full Stack Development \n",
+ "2 Data Analytics Bootcamp \n",
+ "70 Cybersecurity Bootcamp: REMOTE (Live-Online) \n",
+ "59 Software Development Engineer in Test (SDET) \n",
+ "50 Full Stack Web Development with IT Fundamental... \n",
+ "112 Data-Driven Design \n",
+ "107 SheCodes Plus \n",
+ "102 UX/UI Product Design (full-time) \n",
+ "74 Data Analytics - Full-Time \n",
+ "20 UX Career Track \n",
+ "73 Cyber Defense Analyst Bootcamp \n",
+ "99 Data Science (part-time) \n",
+ "11 Data Science Career Track Prep \n",
+ "17 Software Engineering Foundations to Core \n",
+ "90 Data Analyst Fullstack \n",
+ "98 Data Science (full-time) \n",
+ "66 R for Data Analysis \n",
+ "24 UI/UX Design \n",
+ "39 Data Analytics (Premium) \n",
+ "64 Part-Time Software Engineering Immersive \n",
+ "6 Web Development Bootcamp \n",
+ "49 Full Stack Web Development - Premium Full Time... \n",
+ "18 Tech Sales Career Track \n",
+ "22 LFZ Prep Course \n",
+ "92 Data Essentials \n",
+ "97 Code Essentials \n",
+ "37 Cyber Security Analyst Professional \n",
+ "83 Cybersecurity \n",
+ "68 Data Analytics & Business Intelligence Course \n",
+ "\n",
+ " school school_id \n",
+ "14 springboard 11035 \n",
+ "8 springboard 11035 \n",
+ "69 syntax-technologies 11797 \n",
+ "75 le-wagon 10868 \n",
+ "44 clarusway 11539 \n",
+ "19 springboard 11035 \n",
+ "95 la-capsule 10853 \n",
+ "29 clarusway 11539 \n",
+ "110 designlab 10697 \n",
+ "104 wbs-coding-school 11243 \n",
+ "52 clarusway 11539 \n",
+ "48 clarusway 11539 \n",
+ "2 ironhack 10828 \n",
+ "70 evolve-security-academy 10743 \n",
+ "59 clarusway 11539 \n",
+ "50 clarusway 11539 \n",
+ "112 designlab 10697 \n",
+ "107 shecodes 11014 \n",
+ "102 wbs-coding-school 11243 \n",
+ "74 le-wagon 10868 \n",
+ "20 springboard 11035 \n",
+ "73 level-effect 11282 \n",
+ "99 wbs-coding-school 11243 \n",
+ "11 springboard 11035 \n",
+ "17 springboard 11035 \n",
+ "90 jedha 10837 \n",
+ "98 wbs-coding-school 11243 \n",
+ "66 dataquest 10683 \n",
+ "24 learningfuze 10862 \n",
+ "39 clarusway 11539 \n",
+ "64 codesmith 10643 \n",
+ "6 ironhack 10828 \n",
+ "49 clarusway 11539 \n",
+ "18 springboard 11035 \n",
+ "22 learningfuze 10862 \n",
+ "92 jedha 10837 \n",
+ "97 la-capsule 10853 \n",
+ "37 clarusway 11539 \n",
+ "83 4geeks-academy 10492 \n",
+ "68 syntax-technologies 11797 "
+ ]
+ },
+ "execution_count": 65,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "courses.sample(40)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "id": "ae559d35",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "courses 0\n",
+ "school 0\n",
+ "school_id 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 66,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "courses.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "id": "5f3e8927",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "courses object\n",
+ "school object\n",
+ "school_id int64\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 67,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "courses.dtypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "id": "3dcd553f",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Add course_id to Courses DataFrame\n",
+ "courses = courses.reset_index().rename(columns={'index': 'course_id'})\n",
+ "courses['course_id'] = courses['course_id'] + 1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 69,
+ "id": "f451c2bc",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " course_id \n",
+ " courses \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 1 \n",
+ " Cyber Security Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 2 \n",
+ " Cybersecurity Part-Time \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 3 \n",
+ " Data Analytics Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 4 \n",
+ " Data Analytics Part-Time \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 5 \n",
+ " UX/UI Design Bootcamp \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " course_id courses school school_id\n",
+ "0 1 Cyber Security Bootcamp ironhack 10828\n",
+ "1 2 Cybersecurity Part-Time ironhack 10828\n",
+ "2 3 Data Analytics Bootcamp ironhack 10828\n",
+ "3 4 Data Analytics Part-Time ironhack 10828\n",
+ "4 5 UX/UI Design Bootcamp ironhack 10828"
+ ]
+ },
+ "execution_count": 69,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "courses.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 70,
+ "id": "9f8b352c",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['course_id', 'courses', 'school', 'school_id'], dtype='object')"
+ ]
+ },
+ "execution_count": 70,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "courses.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "id": "cb883749",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " course_id \n",
+ " school_id \n",
+ " school_name \n",
+ " course_name \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 1 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Cyber Security Bootcamp \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 2 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Cybersecurity Part-Time \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 3 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Data Analytics Bootcamp \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 4 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Data Analytics Part-Time \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 5 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " UX/UI Design Bootcamp \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " course_id school_id school_name course_name\n",
+ "0 1 10828 ironhack Cyber Security Bootcamp\n",
+ "1 2 10828 ironhack Cybersecurity Part-Time\n",
+ "2 3 10828 ironhack Data Analytics Bootcamp\n",
+ "3 4 10828 ironhack Data Analytics Part-Time\n",
+ "4 5 10828 ironhack UX/UI Design Bootcamp"
+ ]
+ },
+ "execution_count": 71,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# renaming and reordering columns\n",
+ "courses.rename(columns = {'id':'location_id',\n",
+ " 'school': 'school_name',\n",
+ " 'courses':'course_name'},inplace=True)\n",
+ "\n",
+ "courses = courses[['course_id', 'school_id', 'school_name', 'course_name']]\n",
+ "\n",
+ "courses.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4498ed92",
+ "metadata": {},
+ "source": [
+ "### Cleaning Badges\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "id": "7a5d28ef",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " keyword \n",
+ " description \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 23 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 35 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " Verified Outcomes \n",
+ " verified_outcomes \n",
+ " <p>School publishes a third-party verified out... \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 26 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 32 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 20 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 34 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 17 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 18 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 28 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 33 \n",
+ " Job Guarantee \n",
+ " job_guarantee \n",
+ " <p>School guarantees job placement</p> \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " <p>School offers part-time and evening classes... \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " Available Online \n",
+ " available_online \n",
+ " <p>School offers fully online courses</p> \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " name keyword \\\n",
+ "23 Available Online available_online \n",
+ "10 Available Online available_online \n",
+ "35 Flexible Classes flexible_classes \n",
+ "13 Verified Outcomes verified_outcomes \n",
+ "26 Flexible Classes flexible_classes \n",
+ "32 Flexible Classes flexible_classes \n",
+ "8 Available Online available_online \n",
+ "4 Flexible Classes flexible_classes \n",
+ "12 Available Online available_online \n",
+ "20 Flexible Classes flexible_classes \n",
+ "34 Available Online available_online \n",
+ "17 Available Online available_online \n",
+ "15 Available Online available_online \n",
+ "18 Flexible Classes flexible_classes \n",
+ "6 Available Online available_online \n",
+ "28 Flexible Classes flexible_classes \n",
+ "11 Flexible Classes flexible_classes \n",
+ "33 Job Guarantee job_guarantee \n",
+ "9 Flexible Classes flexible_classes \n",
+ "0 Available Online available_online \n",
+ "\n",
+ " description \\\n",
+ "23 School offers fully online courses
\n",
+ "10 School offers fully online courses
\n",
+ "35 School offers part-time and evening classes... \n",
+ "13
School publishes a third-party verified out... \n",
+ "26
School offers part-time and evening classes... \n",
+ "32
School offers part-time and evening classes... \n",
+ "8
School offers fully online courses
\n",
+ "4 School offers part-time and evening classes... \n",
+ "12
School offers fully online courses
\n",
+ "20 School offers part-time and evening classes... \n",
+ "34
School offers fully online courses
\n",
+ "17 School offers fully online courses
\n",
+ "15 School offers fully online courses
\n",
+ "18 School offers part-time and evening classes... \n",
+ "6
School offers fully online courses
\n",
+ "28 School offers part-time and evening classes... \n",
+ "11
School offers part-time and evening classes... \n",
+ "33
School guarantees job placement
\n",
+ "9 School offers part-time and evening classes... \n",
+ "0
School offers fully online courses
\n",
+ "\n",
+ " school school_id \n",
+ "23 le-wagon 10868 \n",
+ "10 clarusway 11539 \n",
+ "35 shecodes 11014 \n",
+ "13 codesmith 10643 \n",
+ "26 4geeks-academy 10492 \n",
+ "32 wbs-coding-school 11243 \n",
+ "8 actualize 10505 \n",
+ "4 springboard 11035 \n",
+ "12 codesmith 10643 \n",
+ "20 evolve-security-academy 10743 \n",
+ "34 shecodes 11014 \n",
+ "17 syntax-technologies 11797 \n",
+ "15 dataquest 10683 \n",
+ "18 syntax-technologies 11797 \n",
+ "6 learningfuze 10862 \n",
+ "28 jedha 10837 \n",
+ "11 clarusway 11539 \n",
+ "33 wbs-coding-school 11243 \n",
+ "9 actualize 10505 \n",
+ "0 ironhack 10828 "
+ ]
+ },
+ "execution_count": 72,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "badges.sample(20)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 73,
+ "id": "4ada8bf2",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " keyword \n",
+ " description \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " Available Online \n",
+ " available_online \n",
+ " School offers fully online courses \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " Verified Outcomes \n",
+ " verified_outcomes \n",
+ " School publishes a third-party verified outcom... \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " School offers part-time and evening classes \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " Available Online \n",
+ " available_online \n",
+ " School offers fully online courses \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " School offers part-time and evening classes \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " name keyword \\\n",
+ "0 Available Online available_online \n",
+ "1 Verified Outcomes verified_outcomes \n",
+ "2 Flexible Classes flexible_classes \n",
+ "3 Available Online available_online \n",
+ "4 Flexible Classes flexible_classes \n",
+ "\n",
+ " description school school_id \n",
+ "0 School offers fully online courses ironhack 10828 \n",
+ "1 School publishes a third-party verified outcom... ironhack 10828 \n",
+ "2 School offers part-time and evening classes ironhack 10828 \n",
+ "3 School offers fully online courses springboard 11035 \n",
+ "4 School offers part-time and evening classes springboard 11035 "
+ ]
+ },
+ "execution_count": 73,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "badges['description'] = badges['description'].apply(remove_tags)\n",
+ "badges.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "id": "d02dfa74",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "name 0\n",
+ "keyword 0\n",
+ "description 0\n",
+ "school 0\n",
+ "school_id 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 74,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "badges.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "id": "e01cdd2b",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "name object\n",
+ "keyword object\n",
+ "description object\n",
+ "school object\n",
+ "school_id int64\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 75,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "badges.dtypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "id": "5e5e8a58",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(39, 5)"
+ ]
+ },
+ "execution_count": 76,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "badges.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 77,
+ "id": "fb08cd0c",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['name', 'keyword', 'description', 'school', 'school_id'], dtype='object')"
+ ]
+ },
+ "execution_count": 77,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "badges.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 78,
+ "id": "73db08a5",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Add badge_id to Badges DataFrame\n",
+ "badges = badges.reset_index().rename(columns={'index': 'badge_id'})\n",
+ "badges['badge_id'] = badges['badge_id'] + 1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 79,
+ "id": "b0d37ce6",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " badge_id \n",
+ " school_id \n",
+ " school_name \n",
+ " badge_name \n",
+ " keyword \n",
+ " description \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 1 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Available Online \n",
+ " available_online \n",
+ " School offers fully online courses \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 2 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Verified Outcomes \n",
+ " verified_outcomes \n",
+ " School publishes a third-party verified outcom... \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 3 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " School offers part-time and evening classes \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 4 \n",
+ " 11035 \n",
+ " springboard \n",
+ " Available Online \n",
+ " available_online \n",
+ " School offers fully online courses \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 5 \n",
+ " 11035 \n",
+ " springboard \n",
+ " Flexible Classes \n",
+ " flexible_classes \n",
+ " School offers part-time and evening classes \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " badge_id school_id school_name badge_name keyword \\\n",
+ "0 1 10828 ironhack Available Online available_online \n",
+ "1 2 10828 ironhack Verified Outcomes verified_outcomes \n",
+ "2 3 10828 ironhack Flexible Classes flexible_classes \n",
+ "3 4 11035 springboard Available Online available_online \n",
+ "4 5 11035 springboard Flexible Classes flexible_classes \n",
+ "\n",
+ " description \n",
+ "0 School offers fully online courses \n",
+ "1 School publishes a third-party verified outcom... \n",
+ "2 School offers part-time and evening classes \n",
+ "3 School offers fully online courses \n",
+ "4 School offers part-time and evening classes "
+ ]
+ },
+ "execution_count": 79,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# rename and reorder columns\n",
+ "\n",
+ "badges.rename(columns = {'school': 'school_name',\n",
+ " 'name':'badge_name'},inplace=True)\n",
+ "\n",
+ "badges = badges[['badge_id', 'school_id', 'school_name', 'badge_name', 'keyword', 'description']]\n",
+ "\n",
+ "badges.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d986f9c2",
+ "metadata": {},
+ "source": [
+ "### Cleaning Schools\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 80,
+ "id": "0eab276c",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " website \n",
+ " description \n",
+ " LogoUrl \n",
+ " price_min \n",
+ " price_max \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " www.ironhack.com/en \n",
+ " <span class=\"truncatable\"><p>Ironhack is a glo... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 7500 \n",
+ " 13000 \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " www.springboard.com/?utm_source=switchup&utm_m... \n",
+ " <span class=\"truncatable\"><p>Springboard is an... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 349 \n",
+ " 9900 \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " learningfuze.com \n",
+ " <span class=\"truncatable\"><p>LearningFuze is a... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 0 \n",
+ " 15995 \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " anyonecanlearntocode.com/?utm_source=switchup&... \n",
+ " <span class=\"truncatable\"><p>Actualize is a co... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 16900 \n",
+ " 16900 \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " clarusway.com/ \n",
+ " <span class=\"truncatable\"><p>Clarusway is a hi... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 750 \n",
+ " 21500 \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " www.codesmith.io \n",
+ " <span class=\"truncatable\"><p>Codesmith’s Softw... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 350 \n",
+ " 20925 \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " www.dataquest.io \n",
+ " <span class=\"truncatable\"><p>Master data skill... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 29 \n",
+ " 29 \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " www.syntaxtechs.com/ \n",
+ " <span class=\"truncatable\"><p>Syntax Technologi... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " None \n",
+ " None \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " evolvesecurity.io/academy/home?utm_source=swit... \n",
+ " <span class=\"truncatable\"><p>Evolve Security A... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 5250 \n",
+ " 13950 \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " leveleffect.com/ \n",
+ " <span class=\"truncatable\"><p>Level Effect is a... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 11000 \n",
+ " 11000 \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " www.lewagon.com \n",
+ " <span class=\"truncatable\"><p>Le Wagon is a glo... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " None \n",
+ " None \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " www.4geeksacademy.co \n",
+ " <span class=\"truncatable\"><p>4Geeks Academy is... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 3000 \n",
+ " 14999 \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " www.jedha.co \n",
+ " <span class=\"truncatable\"><p>Jedha Bootcamp is... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " None \n",
+ " None \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " www.lacapsule.academy \n",
+ " <span class=\"truncatable\"><p>La Capsule is a f... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 1500 \n",
+ " 7000 \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " wbscodingschool.com/ \n",
+ " <span class=\"truncatable\"><p>WBS CODING SCHOOL... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 4900 \n",
+ " 10500 \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " shecodes.io \n",
+ " <span class=\"truncatable\"><p>SheCodes is a cod... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 99 \n",
+ " 1990 \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " None \n",
+ " <span class=\"truncatable\"><p>Designlab teaches... \n",
+ " https://d92mrp7hetgfk.cloudfront.net/images/si... \n",
+ " 499 \n",
+ " 7749 \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " website \\\n",
+ "0 www.ironhack.com/en \n",
+ "1 www.springboard.com/?utm_source=switchup&utm_m... \n",
+ "2 learningfuze.com \n",
+ "3 anyonecanlearntocode.com/?utm_source=switchup&... \n",
+ "4 clarusway.com/ \n",
+ "5 www.codesmith.io \n",
+ "6 www.dataquest.io \n",
+ "7 www.syntaxtechs.com/ \n",
+ "8 evolvesecurity.io/academy/home?utm_source=swit... \n",
+ "9 leveleffect.com/ \n",
+ "10 www.lewagon.com \n",
+ "11 www.4geeksacademy.co \n",
+ "12 www.jedha.co \n",
+ "13 www.lacapsule.academy \n",
+ "14 wbscodingschool.com/ \n",
+ "15 shecodes.io \n",
+ "16 None \n",
+ "\n",
+ " description \\\n",
+ "0 Ironhack is a glo... \n",
+ "1 Springboard is an... \n",
+ "2 LearningFuze is a... \n",
+ "3 Actualize is a co... \n",
+ "4 Clarusway is a hi... \n",
+ "5 Codesmith’s Softw... \n",
+ "6 Master data skill... \n",
+ "7 Syntax Technologi... \n",
+ "8 Evolve Security A... \n",
+ "9 Level Effect is a... \n",
+ "10 Le Wagon is a glo... \n",
+ "11 4Geeks Academy is... \n",
+ "12 Jedha Bootcamp is... \n",
+ "13 La Capsule is a f... \n",
+ "14 WBS CODING SCHOOL... \n",
+ "15 SheCodes is a cod... \n",
+ "16 Designlab teaches... \n",
+ "\n",
+ " LogoUrl price_min price_max \\\n",
+ "0 https://d92mrp7hetgfk.cloudfront.net/images/si... 7500 13000 \n",
+ "1 https://d92mrp7hetgfk.cloudfront.net/images/si... 349 9900 \n",
+ "2 https://d92mrp7hetgfk.cloudfront.net/images/si... 0 15995 \n",
+ "3 https://d92mrp7hetgfk.cloudfront.net/images/si... 16900 16900 \n",
+ "4 https://d92mrp7hetgfk.cloudfront.net/images/si... 750 21500 \n",
+ "5 https://d92mrp7hetgfk.cloudfront.net/images/si... 350 20925 \n",
+ "6 https://d92mrp7hetgfk.cloudfront.net/images/si... 29 29 \n",
+ "7 https://d92mrp7hetgfk.cloudfront.net/images/si... None None \n",
+ "8 https://d92mrp7hetgfk.cloudfront.net/images/si... 5250 13950 \n",
+ "9 https://d92mrp7hetgfk.cloudfront.net/images/si... 11000 11000 \n",
+ "10 https://d92mrp7hetgfk.cloudfront.net/images/si... None None \n",
+ "11 https://d92mrp7hetgfk.cloudfront.net/images/si... 3000 14999 \n",
+ "12 https://d92mrp7hetgfk.cloudfront.net/images/si... None None \n",
+ "13 https://d92mrp7hetgfk.cloudfront.net/images/si... 1500 7000 \n",
+ "14 https://d92mrp7hetgfk.cloudfront.net/images/si... 4900 10500 \n",
+ "15 https://d92mrp7hetgfk.cloudfront.net/images/si... 99 1990 \n",
+ "16 https://d92mrp7hetgfk.cloudfront.net/images/si... 499 7749 \n",
+ "\n",
+ " school school_id \n",
+ "0 ironhack 10828 \n",
+ "1 springboard 11035 \n",
+ "2 learningfuze 10862 \n",
+ "3 actualize 10505 \n",
+ "4 clarusway 11539 \n",
+ "5 codesmith 10643 \n",
+ "6 dataquest 10683 \n",
+ "7 syntax-technologies 11797 \n",
+ "8 evolve-security-academy 10743 \n",
+ "9 level-effect 11282 \n",
+ "10 le-wagon 10868 \n",
+ "11 4geeks-academy 10492 \n",
+ "12 jedha 10837 \n",
+ "13 la-capsule 10853 \n",
+ "14 wbs-coding-school 11243 \n",
+ "15 shecodes 11014 \n",
+ "16 designlab 10697 "
+ ]
+ },
+ "execution_count": 80,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "schools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 81,
+ "id": "89954be8",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " website \n",
+ " description \n",
+ " price_min \n",
+ " price_max \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " www.ironhack.com/en \n",
+ " Ironhack is a global tech school with 9 campus... \n",
+ " 7500 \n",
+ " 13000 \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " www.springboard.com/?utm_source=switchup&utm_m... \n",
+ " Springboard is an online learning platform tha... \n",
+ " 349 \n",
+ " 9900 \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " learningfuze.com \n",
+ " LearningFuze is an immersive, 14-week web deve... \n",
+ " 0 \n",
+ " 15995 \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " anyonecanlearntocode.com/?utm_source=switchup&... \n",
+ " Actualize is a coding bootcamp that values qua... \n",
+ " 16900 \n",
+ " 16900 \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " clarusway.com/ \n",
+ " Clarusway is a highly respected IT training sc... \n",
+ " 750 \n",
+ " 21500 \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " website \\\n",
+ "0 www.ironhack.com/en \n",
+ "1 www.springboard.com/?utm_source=switchup&utm_m... \n",
+ "2 learningfuze.com \n",
+ "3 anyonecanlearntocode.com/?utm_source=switchup&... \n",
+ "4 clarusway.com/ \n",
+ "\n",
+ " description price_min price_max \\\n",
+ "0 Ironhack is a global tech school with 9 campus... 7500 13000 \n",
+ "1 Springboard is an online learning platform tha... 349 9900 \n",
+ "2 LearningFuze is an immersive, 14-week web deve... 0 15995 \n",
+ "3 Actualize is a coding bootcamp that values qua... 16900 16900 \n",
+ "4 Clarusway is a highly respected IT training sc... 750 21500 \n",
+ "\n",
+ " school school_id \n",
+ "0 ironhack 10828 \n",
+ "1 springboard 11035 \n",
+ "2 learningfuze 10862 \n",
+ "3 actualize 10505 \n",
+ "4 clarusway 11539 "
+ ]
+ },
+ "execution_count": 81,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "schools.drop(columns=['LogoUrl'], inplace = True)\n",
+ "schools['description'] = schools['description'].apply(remove_tags)\n",
+ "schools.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 82,
+ "id": "68e0a363",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['www.ironhack.com/en',\n",
+ " 'www.springboard.com/?utm_source=switchup&utm_medium=affiliates&utm_campaign=branded_link',\n",
+ " 'learningfuze.com',\n",
+ " 'anyonecanlearntocode.com/?utm_source=switchup&utm_medium=placements',\n",
+ " 'clarusway.com/', 'www.codesmith.io', 'www.dataquest.io',\n",
+ " 'www.syntaxtechs.com/',\n",
+ " 'evolvesecurity.io/academy/home?utm_source=switchup&utm_medium=featuredschool',\n",
+ " 'leveleffect.com/', 'www.lewagon.com', 'www.4geeksacademy.co',\n",
+ " 'www.jedha.co', 'www.lacapsule.academy', 'wbscodingschool.com/',\n",
+ " 'shecodes.io', None], dtype=object)"
+ ]
+ },
+ "execution_count": 82,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "schools['website'].unique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 83,
+ "id": "e3a8ee4c",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " website \n",
+ " description \n",
+ " price_min \n",
+ " price_max \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " ironhack.com/en \n",
+ " Ironhack is a global tech school with 9 campus... \n",
+ " 7500 \n",
+ " 13000 \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " springboard.com \n",
+ " Springboard is an online learning platform tha... \n",
+ " 349 \n",
+ " 9900 \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " learningfuze.com \n",
+ " LearningFuze is an immersive, 14-week web deve... \n",
+ " 0 \n",
+ " 15995 \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " anyonecanlearntocode.com \n",
+ " Actualize is a coding bootcamp that values qua... \n",
+ " 16900 \n",
+ " 16900 \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " clarusway.com \n",
+ " Clarusway is a highly respected IT training sc... \n",
+ " 750 \n",
+ " 21500 \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " codesmith.io \n",
+ " Codesmith’s Software Engineering Immersive pro... \n",
+ " 350 \n",
+ " 20925 \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " dataquest.io \n",
+ " Master data skills. Build your career.Dataques... \n",
+ " 29 \n",
+ " 29 \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " syntaxtechs.com \n",
+ " Syntax Technologies is the world’s leading onl... \n",
+ " None \n",
+ " None \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " evolvesecurity.io/academy/home \n",
+ " Evolve Security Academy offers holistic cybers... \n",
+ " 5250 \n",
+ " 13950 \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " leveleffect.com \n",
+ " Level Effect is a premier training provider of... \n",
+ " 11000 \n",
+ " 11000 \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " lewagon.com \n",
+ " Le Wagon is a global leader in immersive tech ... \n",
+ " None \n",
+ " None \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " 4geeksacademy.co \n",
+ " 4Geeks Academy is a Coding Bootcamp focused on... \n",
+ " 3000 \n",
+ " 14999 \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " jedha.co \n",
+ " Jedha Bootcamp is the leading school for kick-... \n",
+ " None \n",
+ " None \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " lacapsule.academy \n",
+ " La Capsule is a full-time, 10-week web and mob... \n",
+ " 1500 \n",
+ " 7000 \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " wbscodingschool.com \n",
+ " WBS CODING SCHOOL is an award-winning provider... \n",
+ " 4900 \n",
+ " 10500 \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " shecodes.io \n",
+ " SheCodes is a coding school that offers online... \n",
+ " 99 \n",
+ " 1990 \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " b''b''b'' \n",
+ " Designlab teaches in-demand UX/UI design skill... \n",
+ " 499 \n",
+ " 7749 \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " website \\\n",
+ "0 ironhack.com/en \n",
+ "1 springboard.com \n",
+ "2 learningfuze.com \n",
+ "3 anyonecanlearntocode.com \n",
+ "4 clarusway.com \n",
+ "5 codesmith.io \n",
+ "6 dataquest.io \n",
+ "7 syntaxtechs.com \n",
+ "8 evolvesecurity.io/academy/home \n",
+ "9 leveleffect.com \n",
+ "10 lewagon.com \n",
+ "11 4geeksacademy.co \n",
+ "12 jedha.co \n",
+ "13 lacapsule.academy \n",
+ "14 wbscodingschool.com \n",
+ "15 shecodes.io \n",
+ "16 b''b''b'' \n",
+ "\n",
+ " description price_min price_max \\\n",
+ "0 Ironhack is a global tech school with 9 campus... 7500 13000 \n",
+ "1 Springboard is an online learning platform tha... 349 9900 \n",
+ "2 LearningFuze is an immersive, 14-week web deve... 0 15995 \n",
+ "3 Actualize is a coding bootcamp that values qua... 16900 16900 \n",
+ "4 Clarusway is a highly respected IT training sc... 750 21500 \n",
+ "5 Codesmith’s Software Engineering Immersive pro... 350 20925 \n",
+ "6 Master data skills. Build your career.Dataques... 29 29 \n",
+ "7 Syntax Technologies is the world’s leading onl... None None \n",
+ "8 Evolve Security Academy offers holistic cybers... 5250 13950 \n",
+ "9 Level Effect is a premier training provider of... 11000 11000 \n",
+ "10 Le Wagon is a global leader in immersive tech ... None None \n",
+ "11 4Geeks Academy is a Coding Bootcamp focused on... 3000 14999 \n",
+ "12 Jedha Bootcamp is the leading school for kick-... None None \n",
+ "13 La Capsule is a full-time, 10-week web and mob... 1500 7000 \n",
+ "14 WBS CODING SCHOOL is an award-winning provider... 4900 10500 \n",
+ "15 SheCodes is a coding school that offers online... 99 1990 \n",
+ "16 Designlab teaches in-demand UX/UI design skill... 499 7749 \n",
+ "\n",
+ " school school_id \n",
+ "0 ironhack 10828 \n",
+ "1 springboard 11035 \n",
+ "2 learningfuze 10862 \n",
+ "3 actualize 10505 \n",
+ "4 clarusway 11539 \n",
+ "5 codesmith 10643 \n",
+ "6 dataquest 10683 \n",
+ "7 syntax-technologies 11797 \n",
+ "8 evolve-security-academy 10743 \n",
+ "9 level-effect 11282 \n",
+ "10 le-wagon 10868 \n",
+ "11 4geeks-academy 10492 \n",
+ "12 jedha 10837 \n",
+ "13 la-capsule 10853 \n",
+ "14 wbs-coding-school 11243 \n",
+ "15 shecodes 11014 \n",
+ "16 designlab 10697 "
+ ]
+ },
+ "execution_count": 83,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from urllib.parse import urlparse\n",
+ "# Function to clean URLs\n",
+ "def clean_url(url):\n",
+ " # Parse the URL\n",
+ " parsed_url = urlparse(url)\n",
+ " \n",
+ " # Remove query parameters and fragments\n",
+ " cleaned_url = f\"{parsed_url.scheme}{parsed_url.netloc}{parsed_url.path}\".rstrip('/')\n",
+ " \n",
+ " # Remove \"www.\" if present\n",
+ " if cleaned_url.startswith(\"www.\"):\n",
+ " cleaned_url = cleaned_url.replace(\"www.\", \"\", 1)\n",
+ " \n",
+ " \n",
+ " return cleaned_url\n",
+ "\n",
+ "# Apply the cleaning function to the 'website' column\n",
+ "schools['website'] = schools['website'].apply(clean_url)\n",
+ "\n",
+ "schools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 84,
+ "id": "3f60bc0a",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "schools.loc[schools['school_id'] == 10697, 'website'] = 'designlab.com'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 85,
+ "id": "c0fe4dfa",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " website \n",
+ " description \n",
+ " price_min \n",
+ " price_max \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " ironhack.com/en \n",
+ " Ironhack is a global tech school with 9 campus... \n",
+ " 7500 \n",
+ " 13000 \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " springboard.com \n",
+ " Springboard is an online learning platform tha... \n",
+ " 349 \n",
+ " 9900 \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " learningfuze.com \n",
+ " LearningFuze is an immersive, 14-week web deve... \n",
+ " 0 \n",
+ " 15995 \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " anyonecanlearntocode.com \n",
+ " Actualize is a coding bootcamp that values qua... \n",
+ " 16900 \n",
+ " 16900 \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " clarusway.com \n",
+ " Clarusway is a highly respected IT training sc... \n",
+ " 750 \n",
+ " 21500 \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " codesmith.io \n",
+ " Codesmith’s Software Engineering Immersive pro... \n",
+ " 350 \n",
+ " 20925 \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " dataquest.io \n",
+ " Master data skills. Build your career.Dataques... \n",
+ " 29 \n",
+ " 29 \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " syntaxtechs.com \n",
+ " Syntax Technologies is the world’s leading onl... \n",
+ " None \n",
+ " None \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " evolvesecurity.io/academy/home \n",
+ " Evolve Security Academy offers holistic cybers... \n",
+ " 5250 \n",
+ " 13950 \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " leveleffect.com \n",
+ " Level Effect is a premier training provider of... \n",
+ " 11000 \n",
+ " 11000 \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " lewagon.com \n",
+ " Le Wagon is a global leader in immersive tech ... \n",
+ " None \n",
+ " None \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " 4geeksacademy.co \n",
+ " 4Geeks Academy is a Coding Bootcamp focused on... \n",
+ " 3000 \n",
+ " 14999 \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " jedha.co \n",
+ " Jedha Bootcamp is the leading school for kick-... \n",
+ " None \n",
+ " None \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " lacapsule.academy \n",
+ " La Capsule is a full-time, 10-week web and mob... \n",
+ " 1500 \n",
+ " 7000 \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " wbscodingschool.com \n",
+ " WBS CODING SCHOOL is an award-winning provider... \n",
+ " 4900 \n",
+ " 10500 \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " shecodes.io \n",
+ " SheCodes is a coding school that offers online... \n",
+ " 99 \n",
+ " 1990 \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " designlab.com \n",
+ " Designlab teaches in-demand UX/UI design skill... \n",
+ " 499 \n",
+ " 7749 \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " website \\\n",
+ "0 ironhack.com/en \n",
+ "1 springboard.com \n",
+ "2 learningfuze.com \n",
+ "3 anyonecanlearntocode.com \n",
+ "4 clarusway.com \n",
+ "5 codesmith.io \n",
+ "6 dataquest.io \n",
+ "7 syntaxtechs.com \n",
+ "8 evolvesecurity.io/academy/home \n",
+ "9 leveleffect.com \n",
+ "10 lewagon.com \n",
+ "11 4geeksacademy.co \n",
+ "12 jedha.co \n",
+ "13 lacapsule.academy \n",
+ "14 wbscodingschool.com \n",
+ "15 shecodes.io \n",
+ "16 designlab.com \n",
+ "\n",
+ " description price_min price_max \\\n",
+ "0 Ironhack is a global tech school with 9 campus... 7500 13000 \n",
+ "1 Springboard is an online learning platform tha... 349 9900 \n",
+ "2 LearningFuze is an immersive, 14-week web deve... 0 15995 \n",
+ "3 Actualize is a coding bootcamp that values qua... 16900 16900 \n",
+ "4 Clarusway is a highly respected IT training sc... 750 21500 \n",
+ "5 Codesmith’s Software Engineering Immersive pro... 350 20925 \n",
+ "6 Master data skills. Build your career.Dataques... 29 29 \n",
+ "7 Syntax Technologies is the world’s leading onl... None None \n",
+ "8 Evolve Security Academy offers holistic cybers... 5250 13950 \n",
+ "9 Level Effect is a premier training provider of... 11000 11000 \n",
+ "10 Le Wagon is a global leader in immersive tech ... None None \n",
+ "11 4Geeks Academy is a Coding Bootcamp focused on... 3000 14999 \n",
+ "12 Jedha Bootcamp is the leading school for kick-... None None \n",
+ "13 La Capsule is a full-time, 10-week web and mob... 1500 7000 \n",
+ "14 WBS CODING SCHOOL is an award-winning provider... 4900 10500 \n",
+ "15 SheCodes is a coding school that offers online... 99 1990 \n",
+ "16 Designlab teaches in-demand UX/UI design skill... 499 7749 \n",
+ "\n",
+ " school school_id \n",
+ "0 ironhack 10828 \n",
+ "1 springboard 11035 \n",
+ "2 learningfuze 10862 \n",
+ "3 actualize 10505 \n",
+ "4 clarusway 11539 \n",
+ "5 codesmith 10643 \n",
+ "6 dataquest 10683 \n",
+ "7 syntax-technologies 11797 \n",
+ "8 evolve-security-academy 10743 \n",
+ "9 level-effect 11282 \n",
+ "10 le-wagon 10868 \n",
+ "11 4geeks-academy 10492 \n",
+ "12 jedha 10837 \n",
+ "13 la-capsule 10853 \n",
+ "14 wbs-coding-school 11243 \n",
+ "15 shecodes 11014 \n",
+ "16 designlab 10697 "
+ ]
+ },
+ "execution_count": 85,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "schools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 86,
+ "id": "cbc5f8d5",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['website', 'description', 'price_min', 'price_max', 'school',\n",
+ " 'school_id'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 86,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "schools.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 87,
+ "id": "2edc4711",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "schools.loc[schools['school_id'] == 10743, 'website'] = 'academy.evolvesecurity.com'\n",
+ "schools.loc[schools['school_id'] == 10828, 'website'] = 'ironhack.com'\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 88,
+ "id": "3f5ce152",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " website \n",
+ " description \n",
+ " price_min \n",
+ " price_max \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " ironhack.com \n",
+ " Ironhack is a global tech school with 9 campus... \n",
+ " 7500 \n",
+ " 13000 \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " springboard.com \n",
+ " Springboard is an online learning platform tha... \n",
+ " 349 \n",
+ " 9900 \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " learningfuze.com \n",
+ " LearningFuze is an immersive, 14-week web deve... \n",
+ " 0 \n",
+ " 15995 \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " anyonecanlearntocode.com \n",
+ " Actualize is a coding bootcamp that values qua... \n",
+ " 16900 \n",
+ " 16900 \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " clarusway.com \n",
+ " Clarusway is a highly respected IT training sc... \n",
+ " 750 \n",
+ " 21500 \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " codesmith.io \n",
+ " Codesmith’s Software Engineering Immersive pro... \n",
+ " 350 \n",
+ " 20925 \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " dataquest.io \n",
+ " Master data skills. Build your career.Dataques... \n",
+ " 29 \n",
+ " 29 \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " syntaxtechs.com \n",
+ " Syntax Technologies is the world’s leading onl... \n",
+ " None \n",
+ " None \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " academy.evolvesecurity.com \n",
+ " Evolve Security Academy offers holistic cybers... \n",
+ " 5250 \n",
+ " 13950 \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " leveleffect.com \n",
+ " Level Effect is a premier training provider of... \n",
+ " 11000 \n",
+ " 11000 \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " lewagon.com \n",
+ " Le Wagon is a global leader in immersive tech ... \n",
+ " None \n",
+ " None \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " 4geeksacademy.co \n",
+ " 4Geeks Academy is a Coding Bootcamp focused on... \n",
+ " 3000 \n",
+ " 14999 \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " jedha.co \n",
+ " Jedha Bootcamp is the leading school for kick-... \n",
+ " None \n",
+ " None \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " lacapsule.academy \n",
+ " La Capsule is a full-time, 10-week web and mob... \n",
+ " 1500 \n",
+ " 7000 \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " wbscodingschool.com \n",
+ " WBS CODING SCHOOL is an award-winning provider... \n",
+ " 4900 \n",
+ " 10500 \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " shecodes.io \n",
+ " SheCodes is a coding school that offers online... \n",
+ " 99 \n",
+ " 1990 \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " designlab.com \n",
+ " Designlab teaches in-demand UX/UI design skill... \n",
+ " 499 \n",
+ " 7749 \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " website \\\n",
+ "0 ironhack.com \n",
+ "1 springboard.com \n",
+ "2 learningfuze.com \n",
+ "3 anyonecanlearntocode.com \n",
+ "4 clarusway.com \n",
+ "5 codesmith.io \n",
+ "6 dataquest.io \n",
+ "7 syntaxtechs.com \n",
+ "8 academy.evolvesecurity.com \n",
+ "9 leveleffect.com \n",
+ "10 lewagon.com \n",
+ "11 4geeksacademy.co \n",
+ "12 jedha.co \n",
+ "13 lacapsule.academy \n",
+ "14 wbscodingschool.com \n",
+ "15 shecodes.io \n",
+ "16 designlab.com \n",
+ "\n",
+ " description price_min price_max \\\n",
+ "0 Ironhack is a global tech school with 9 campus... 7500 13000 \n",
+ "1 Springboard is an online learning platform tha... 349 9900 \n",
+ "2 LearningFuze is an immersive, 14-week web deve... 0 15995 \n",
+ "3 Actualize is a coding bootcamp that values qua... 16900 16900 \n",
+ "4 Clarusway is a highly respected IT training sc... 750 21500 \n",
+ "5 Codesmith’s Software Engineering Immersive pro... 350 20925 \n",
+ "6 Master data skills. Build your career.Dataques... 29 29 \n",
+ "7 Syntax Technologies is the world’s leading onl... None None \n",
+ "8 Evolve Security Academy offers holistic cybers... 5250 13950 \n",
+ "9 Level Effect is a premier training provider of... 11000 11000 \n",
+ "10 Le Wagon is a global leader in immersive tech ... None None \n",
+ "11 4Geeks Academy is a Coding Bootcamp focused on... 3000 14999 \n",
+ "12 Jedha Bootcamp is the leading school for kick-... None None \n",
+ "13 La Capsule is a full-time, 10-week web and mob... 1500 7000 \n",
+ "14 WBS CODING SCHOOL is an award-winning provider... 4900 10500 \n",
+ "15 SheCodes is a coding school that offers online... 99 1990 \n",
+ "16 Designlab teaches in-demand UX/UI design skill... 499 7749 \n",
+ "\n",
+ " school school_id \n",
+ "0 ironhack 10828 \n",
+ "1 springboard 11035 \n",
+ "2 learningfuze 10862 \n",
+ "3 actualize 10505 \n",
+ "4 clarusway 11539 \n",
+ "5 codesmith 10643 \n",
+ "6 dataquest 10683 \n",
+ "7 syntax-technologies 11797 \n",
+ "8 evolve-security-academy 10743 \n",
+ "9 level-effect 11282 \n",
+ "10 le-wagon 10868 \n",
+ "11 4geeks-academy 10492 \n",
+ "12 jedha 10837 \n",
+ "13 la-capsule 10853 \n",
+ "14 wbs-coding-school 11243 \n",
+ "15 shecodes 11014 \n",
+ "16 designlab 10697 "
+ ]
+ },
+ "execution_count": 88,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "schools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 89,
+ "id": "bf0596ec",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "website object\n",
+ "description object\n",
+ "price_min object\n",
+ "price_max object\n",
+ "school object\n",
+ "school_id int64\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 89,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "schools.dtypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 90,
+ "id": "737a7392",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " website \n",
+ " description \n",
+ " price_min \n",
+ " price_max \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " ironhack.com \n",
+ " Ironhack is a global tech school with 9 campus... \n",
+ " 7500.0 \n",
+ " 13000.0 \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " springboard.com \n",
+ " Springboard is an online learning platform tha... \n",
+ " 349.0 \n",
+ " 9900.0 \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " learningfuze.com \n",
+ " LearningFuze is an immersive, 14-week web deve... \n",
+ " 0.0 \n",
+ " 15995.0 \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " anyonecanlearntocode.com \n",
+ " Actualize is a coding bootcamp that values qua... \n",
+ " 16900.0 \n",
+ " 16900.0 \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " clarusway.com \n",
+ " Clarusway is a highly respected IT training sc... \n",
+ " 750.0 \n",
+ " 21500.0 \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " codesmith.io \n",
+ " Codesmith’s Software Engineering Immersive pro... \n",
+ " 350.0 \n",
+ " 20925.0 \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " dataquest.io \n",
+ " Master data skills. Build your career.Dataques... \n",
+ " 29.0 \n",
+ " 29.0 \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " syntaxtechs.com \n",
+ " Syntax Technologies is the world’s leading onl... \n",
+ " NaN \n",
+ " NaN \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " academy.evolvesecurity.com \n",
+ " Evolve Security Academy offers holistic cybers... \n",
+ " 5250.0 \n",
+ " 13950.0 \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " leveleffect.com \n",
+ " Level Effect is a premier training provider of... \n",
+ " 11000.0 \n",
+ " 11000.0 \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " lewagon.com \n",
+ " Le Wagon is a global leader in immersive tech ... \n",
+ " NaN \n",
+ " NaN \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " 4geeksacademy.co \n",
+ " 4Geeks Academy is a Coding Bootcamp focused on... \n",
+ " 3000.0 \n",
+ " 14999.0 \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " jedha.co \n",
+ " Jedha Bootcamp is the leading school for kick-... \n",
+ " NaN \n",
+ " NaN \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " lacapsule.academy \n",
+ " La Capsule is a full-time, 10-week web and mob... \n",
+ " 1500.0 \n",
+ " 7000.0 \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " wbscodingschool.com \n",
+ " WBS CODING SCHOOL is an award-winning provider... \n",
+ " 4900.0 \n",
+ " 10500.0 \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " shecodes.io \n",
+ " SheCodes is a coding school that offers online... \n",
+ " 99.0 \n",
+ " 1990.0 \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " designlab.com \n",
+ " Designlab teaches in-demand UX/UI design skill... \n",
+ " 499.0 \n",
+ " 7749.0 \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " website \\\n",
+ "0 ironhack.com \n",
+ "1 springboard.com \n",
+ "2 learningfuze.com \n",
+ "3 anyonecanlearntocode.com \n",
+ "4 clarusway.com \n",
+ "5 codesmith.io \n",
+ "6 dataquest.io \n",
+ "7 syntaxtechs.com \n",
+ "8 academy.evolvesecurity.com \n",
+ "9 leveleffect.com \n",
+ "10 lewagon.com \n",
+ "11 4geeksacademy.co \n",
+ "12 jedha.co \n",
+ "13 lacapsule.academy \n",
+ "14 wbscodingschool.com \n",
+ "15 shecodes.io \n",
+ "16 designlab.com \n",
+ "\n",
+ " description price_min price_max \\\n",
+ "0 Ironhack is a global tech school with 9 campus... 7500.0 13000.0 \n",
+ "1 Springboard is an online learning platform tha... 349.0 9900.0 \n",
+ "2 LearningFuze is an immersive, 14-week web deve... 0.0 15995.0 \n",
+ "3 Actualize is a coding bootcamp that values qua... 16900.0 16900.0 \n",
+ "4 Clarusway is a highly respected IT training sc... 750.0 21500.0 \n",
+ "5 Codesmith’s Software Engineering Immersive pro... 350.0 20925.0 \n",
+ "6 Master data skills. Build your career.Dataques... 29.0 29.0 \n",
+ "7 Syntax Technologies is the world’s leading onl... NaN NaN \n",
+ "8 Evolve Security Academy offers holistic cybers... 5250.0 13950.0 \n",
+ "9 Level Effect is a premier training provider of... 11000.0 11000.0 \n",
+ "10 Le Wagon is a global leader in immersive tech ... NaN NaN \n",
+ "11 4Geeks Academy is a Coding Bootcamp focused on... 3000.0 14999.0 \n",
+ "12 Jedha Bootcamp is the leading school for kick-... NaN NaN \n",
+ "13 La Capsule is a full-time, 10-week web and mob... 1500.0 7000.0 \n",
+ "14 WBS CODING SCHOOL is an award-winning provider... 4900.0 10500.0 \n",
+ "15 SheCodes is a coding school that offers online... 99.0 1990.0 \n",
+ "16 Designlab teaches in-demand UX/UI design skill... 499.0 7749.0 \n",
+ "\n",
+ " school school_id \n",
+ "0 ironhack 10828 \n",
+ "1 springboard 11035 \n",
+ "2 learningfuze 10862 \n",
+ "3 actualize 10505 \n",
+ "4 clarusway 11539 \n",
+ "5 codesmith 10643 \n",
+ "6 dataquest 10683 \n",
+ "7 syntax-technologies 11797 \n",
+ "8 evolve-security-academy 10743 \n",
+ "9 level-effect 11282 \n",
+ "10 le-wagon 10868 \n",
+ "11 4geeks-academy 10492 \n",
+ "12 jedha 10837 \n",
+ "13 la-capsule 10853 \n",
+ "14 wbs-coding-school 11243 \n",
+ "15 shecodes 11014 \n",
+ "16 designlab 10697 "
+ ]
+ },
+ "execution_count": 90,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Convert price_min and price_max to float\n",
+ "schools['price_min'] = pd.to_numeric(schools['price_min'], errors='coerce')\n",
+ "schools['price_max'] = pd.to_numeric(schools['price_max'], errors='coerce')\n",
+ "schools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 91,
+ "id": "8d59373b",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " website \n",
+ " description \n",
+ " price_min \n",
+ " price_max \n",
+ " school \n",
+ " school_id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " ironhack.com \n",
+ " Ironhack is a global tech school with 9 campus... \n",
+ " 7500.0 \n",
+ " 13000.0 \n",
+ " ironhack \n",
+ " 10828 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " springboard.com \n",
+ " Springboard is an online learning platform tha... \n",
+ " 349.0 \n",
+ " 9900.0 \n",
+ " springboard \n",
+ " 11035 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " learningfuze.com \n",
+ " LearningFuze is an immersive, 14-week web deve... \n",
+ " 0.0 \n",
+ " 15995.0 \n",
+ " learningfuze \n",
+ " 10862 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " anyonecanlearntocode.com \n",
+ " Actualize is a coding bootcamp that values qua... \n",
+ " 16900.0 \n",
+ " 16900.0 \n",
+ " actualize \n",
+ " 10505 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " clarusway.com \n",
+ " Clarusway is a highly respected IT training sc... \n",
+ " 750.0 \n",
+ " 21500.0 \n",
+ " clarusway \n",
+ " 11539 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " codesmith.io \n",
+ " Codesmith’s Software Engineering Immersive pro... \n",
+ " 350.0 \n",
+ " 20925.0 \n",
+ " codesmith \n",
+ " 10643 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " dataquest.io \n",
+ " Master data skills. Build your career.Dataques... \n",
+ " 29.0 \n",
+ " 29.0 \n",
+ " dataquest \n",
+ " 10683 \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " syntaxtechs.com \n",
+ " Syntax Technologies is the world’s leading onl... \n",
+ " 4950.0 \n",
+ " 4950.0 \n",
+ " syntax-technologies \n",
+ " 11797 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " academy.evolvesecurity.com \n",
+ " Evolve Security Academy offers holistic cybers... \n",
+ " 5250.0 \n",
+ " 13950.0 \n",
+ " evolve-security-academy \n",
+ " 10743 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " leveleffect.com \n",
+ " Level Effect is a premier training provider of... \n",
+ " 11000.0 \n",
+ " 11000.0 \n",
+ " level-effect \n",
+ " 11282 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " lewagon.com \n",
+ " Le Wagon is a global leader in immersive tech ... \n",
+ " 6500.0 \n",
+ " 8900.0 \n",
+ " le-wagon \n",
+ " 10868 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " 4geeksacademy.co \n",
+ " 4Geeks Academy is a Coding Bootcamp focused on... \n",
+ " 3000.0 \n",
+ " 14999.0 \n",
+ " 4geeks-academy \n",
+ " 10492 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " jedha.co \n",
+ " Jedha Bootcamp is the leading school for kick-... \n",
+ " 1495.0 \n",
+ " 7495.0 \n",
+ " jedha \n",
+ " 10837 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " lacapsule.academy \n",
+ " La Capsule is a full-time, 10-week web and mob... \n",
+ " 1500.0 \n",
+ " 7000.0 \n",
+ " la-capsule \n",
+ " 10853 \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " wbscodingschool.com \n",
+ " WBS CODING SCHOOL is an award-winning provider... \n",
+ " 4900.0 \n",
+ " 10500.0 \n",
+ " wbs-coding-school \n",
+ " 11243 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " shecodes.io \n",
+ " SheCodes is a coding school that offers online... \n",
+ " 99.0 \n",
+ " 1990.0 \n",
+ " shecodes \n",
+ " 11014 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " designlab.com \n",
+ " Designlab teaches in-demand UX/UI design skill... \n",
+ " 499.0 \n",
+ " 7749.0 \n",
+ " designlab \n",
+ " 10697 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " website \\\n",
+ "0 ironhack.com \n",
+ "1 springboard.com \n",
+ "2 learningfuze.com \n",
+ "3 anyonecanlearntocode.com \n",
+ "4 clarusway.com \n",
+ "5 codesmith.io \n",
+ "6 dataquest.io \n",
+ "7 syntaxtechs.com \n",
+ "8 academy.evolvesecurity.com \n",
+ "9 leveleffect.com \n",
+ "10 lewagon.com \n",
+ "11 4geeksacademy.co \n",
+ "12 jedha.co \n",
+ "13 lacapsule.academy \n",
+ "14 wbscodingschool.com \n",
+ "15 shecodes.io \n",
+ "16 designlab.com \n",
+ "\n",
+ " description price_min price_max \\\n",
+ "0 Ironhack is a global tech school with 9 campus... 7500.0 13000.0 \n",
+ "1 Springboard is an online learning platform tha... 349.0 9900.0 \n",
+ "2 LearningFuze is an immersive, 14-week web deve... 0.0 15995.0 \n",
+ "3 Actualize is a coding bootcamp that values qua... 16900.0 16900.0 \n",
+ "4 Clarusway is a highly respected IT training sc... 750.0 21500.0 \n",
+ "5 Codesmith’s Software Engineering Immersive pro... 350.0 20925.0 \n",
+ "6 Master data skills. Build your career.Dataques... 29.0 29.0 \n",
+ "7 Syntax Technologies is the world’s leading onl... 4950.0 4950.0 \n",
+ "8 Evolve Security Academy offers holistic cybers... 5250.0 13950.0 \n",
+ "9 Level Effect is a premier training provider of... 11000.0 11000.0 \n",
+ "10 Le Wagon is a global leader in immersive tech ... 6500.0 8900.0 \n",
+ "11 4Geeks Academy is a Coding Bootcamp focused on... 3000.0 14999.0 \n",
+ "12 Jedha Bootcamp is the leading school for kick-... 1495.0 7495.0 \n",
+ "13 La Capsule is a full-time, 10-week web and mob... 1500.0 7000.0 \n",
+ "14 WBS CODING SCHOOL is an award-winning provider... 4900.0 10500.0 \n",
+ "15 SheCodes is a coding school that offers online... 99.0 1990.0 \n",
+ "16 Designlab teaches in-demand UX/UI design skill... 499.0 7749.0 \n",
+ "\n",
+ " school school_id \n",
+ "0 ironhack 10828 \n",
+ "1 springboard 11035 \n",
+ "2 learningfuze 10862 \n",
+ "3 actualize 10505 \n",
+ "4 clarusway 11539 \n",
+ "5 codesmith 10643 \n",
+ "6 dataquest 10683 \n",
+ "7 syntax-technologies 11797 \n",
+ "8 evolve-security-academy 10743 \n",
+ "9 level-effect 11282 \n",
+ "10 le-wagon 10868 \n",
+ "11 4geeks-academy 10492 \n",
+ "12 jedha 10837 \n",
+ "13 la-capsule 10853 \n",
+ "14 wbs-coding-school 11243 \n",
+ "15 shecodes 11014 \n",
+ "16 designlab 10697 "
+ ]
+ },
+ "execution_count": 91,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#4950 6500 8900 1495 7495\n",
+ "\n",
+ "schools.loc[schools['school_id'] == 11797, 'price_min'] = 4950\n",
+ "schools.loc[schools['school_id'] == 11797, 'price_max'] = 4950\n",
+ "schools.loc[schools['school_id'] == 10868, 'price_min'] = 6500\n",
+ "schools.loc[schools['school_id'] == 10868, 'price_max'] = 8900\n",
+ "schools.loc[schools['school_id'] == 10837, 'price_min'] = 1495\n",
+ "schools.loc[schools['school_id'] == 10837, 'price_max'] = 7495\n",
+ "schools\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 92,
+ "id": "f02f89d1",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " school_id \n",
+ " school_name \n",
+ " website \n",
+ " description \n",
+ " price_min \n",
+ " price_max \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " ironhack.com \n",
+ " Ironhack is a global tech school with 9 campus... \n",
+ " 7500.0 \n",
+ " 13000.0 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 11035 \n",
+ " springboard \n",
+ " springboard.com \n",
+ " Springboard is an online learning platform tha... \n",
+ " 349.0 \n",
+ " 9900.0 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 10862 \n",
+ " learningfuze \n",
+ " learningfuze.com \n",
+ " LearningFuze is an immersive, 14-week web deve... \n",
+ " 0.0 \n",
+ " 15995.0 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 10505 \n",
+ " actualize \n",
+ " anyonecanlearntocode.com \n",
+ " Actualize is a coding bootcamp that values qua... \n",
+ " 16900.0 \n",
+ " 16900.0 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 11539 \n",
+ " clarusway \n",
+ " clarusway.com \n",
+ " Clarusway is a highly respected IT training sc... \n",
+ " 750.0 \n",
+ " 21500.0 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " 10643 \n",
+ " codesmith \n",
+ " codesmith.io \n",
+ " Codesmith’s Software Engineering Immersive pro... \n",
+ " 350.0 \n",
+ " 20925.0 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " 10683 \n",
+ " dataquest \n",
+ " dataquest.io \n",
+ " Master data skills. Build your career.Dataques... \n",
+ " 29.0 \n",
+ " 29.0 \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " 11797 \n",
+ " syntax-technologies \n",
+ " syntaxtechs.com \n",
+ " Syntax Technologies is the world’s leading onl... \n",
+ " 4950.0 \n",
+ " 4950.0 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " 10743 \n",
+ " evolve-security-academy \n",
+ " academy.evolvesecurity.com \n",
+ " Evolve Security Academy offers holistic cybers... \n",
+ " 5250.0 \n",
+ " 13950.0 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " 11282 \n",
+ " level-effect \n",
+ " leveleffect.com \n",
+ " Level Effect is a premier training provider of... \n",
+ " 11000.0 \n",
+ " 11000.0 \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " 10868 \n",
+ " le-wagon \n",
+ " lewagon.com \n",
+ " Le Wagon is a global leader in immersive tech ... \n",
+ " 6500.0 \n",
+ " 8900.0 \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " 10492 \n",
+ " 4geeks-academy \n",
+ " 4geeksacademy.co \n",
+ " 4Geeks Academy is a Coding Bootcamp focused on... \n",
+ " 3000.0 \n",
+ " 14999.0 \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " 10837 \n",
+ " jedha \n",
+ " jedha.co \n",
+ " Jedha Bootcamp is the leading school for kick-... \n",
+ " 1495.0 \n",
+ " 7495.0 \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " 10853 \n",
+ " la-capsule \n",
+ " lacapsule.academy \n",
+ " La Capsule is a full-time, 10-week web and mob... \n",
+ " 1500.0 \n",
+ " 7000.0 \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " 11243 \n",
+ " wbs-coding-school \n",
+ " wbscodingschool.com \n",
+ " WBS CODING SCHOOL is an award-winning provider... \n",
+ " 4900.0 \n",
+ " 10500.0 \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " 11014 \n",
+ " shecodes \n",
+ " shecodes.io \n",
+ " SheCodes is a coding school that offers online... \n",
+ " 99.0 \n",
+ " 1990.0 \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " 10697 \n",
+ " designlab \n",
+ " designlab.com \n",
+ " Designlab teaches in-demand UX/UI design skill... \n",
+ " 499.0 \n",
+ " 7749.0 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " school_id school_name website \\\n",
+ "0 10828 ironhack ironhack.com \n",
+ "1 11035 springboard springboard.com \n",
+ "2 10862 learningfuze learningfuze.com \n",
+ "3 10505 actualize anyonecanlearntocode.com \n",
+ "4 11539 clarusway clarusway.com \n",
+ "5 10643 codesmith codesmith.io \n",
+ "6 10683 dataquest dataquest.io \n",
+ "7 11797 syntax-technologies syntaxtechs.com \n",
+ "8 10743 evolve-security-academy academy.evolvesecurity.com \n",
+ "9 11282 level-effect leveleffect.com \n",
+ "10 10868 le-wagon lewagon.com \n",
+ "11 10492 4geeks-academy 4geeksacademy.co \n",
+ "12 10837 jedha jedha.co \n",
+ "13 10853 la-capsule lacapsule.academy \n",
+ "14 11243 wbs-coding-school wbscodingschool.com \n",
+ "15 11014 shecodes shecodes.io \n",
+ "16 10697 designlab designlab.com \n",
+ "\n",
+ " description price_min price_max \n",
+ "0 Ironhack is a global tech school with 9 campus... 7500.0 13000.0 \n",
+ "1 Springboard is an online learning platform tha... 349.0 9900.0 \n",
+ "2 LearningFuze is an immersive, 14-week web deve... 0.0 15995.0 \n",
+ "3 Actualize is a coding bootcamp that values qua... 16900.0 16900.0 \n",
+ "4 Clarusway is a highly respected IT training sc... 750.0 21500.0 \n",
+ "5 Codesmith’s Software Engineering Immersive pro... 350.0 20925.0 \n",
+ "6 Master data skills. Build your career.Dataques... 29.0 29.0 \n",
+ "7 Syntax Technologies is the world’s leading onl... 4950.0 4950.0 \n",
+ "8 Evolve Security Academy offers holistic cybers... 5250.0 13950.0 \n",
+ "9 Level Effect is a premier training provider of... 11000.0 11000.0 \n",
+ "10 Le Wagon is a global leader in immersive tech ... 6500.0 8900.0 \n",
+ "11 4Geeks Academy is a Coding Bootcamp focused on... 3000.0 14999.0 \n",
+ "12 Jedha Bootcamp is the leading school for kick-... 1495.0 7495.0 \n",
+ "13 La Capsule is a full-time, 10-week web and mob... 1500.0 7000.0 \n",
+ "14 WBS CODING SCHOOL is an award-winning provider... 4900.0 10500.0 \n",
+ "15 SheCodes is a coding school that offers online... 99.0 1990.0 \n",
+ "16 Designlab teaches in-demand UX/UI design skill... 499.0 7749.0 "
+ ]
+ },
+ "execution_count": 92,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Reordering columns to have school_id first \n",
+ "schools = schools[['school_id', 'school', 'website', 'description', 'price_min', 'price_max']]\n",
+ "schools.rename(columns = {'school': 'school_name'},inplace=True)\n",
+ "schools"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9b063976",
+ "metadata": {},
+ "source": [
+ "## downlad CSVs"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 93,
+ "id": "33753a87",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "schools.to_csv('schools.csv', index=False)\n",
+ "badges.to_csv('badges.csv', index=False)\n",
+ "comments.to_csv('comments.csv', index=False)\n",
+ "locations.to_csv('locations.csv', index=False)\n",
+ "courses.to_csv('courses.csv', index=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f99f52bd",
+ "metadata": {},
+ "source": [
+ "# Connect to MySQL"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 96,
+ "id": "031a2f28",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Enter your MySQL password: ········\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Connect to MySQL server\n",
+ "# Get database credentials\n",
+ "host = \"localhost\"\n",
+ "user = \"root\"\n",
+ "password = getpass.getpass(\"Enter your MySQL password: \")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 97,
+ "id": "fbcee27b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Connect to MySQL server and create a new database\n",
+ "conn = mysql.connector.connect(\n",
+ " host=host,\n",
+ " user=user,\n",
+ " password=password\n",
+ ")\n",
+ "cursor = conn.cursor()\n",
+ "cursor.execute(\"CREATE DATABASE IF NOT EXISTS tech_schools_data\")\n",
+ "cursor.close()\n",
+ "conn.close()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 98,
+ "id": "08b093a1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Reconnect to the new database\n",
+ "conn = mysql.connector.connect(\n",
+ " host=host,\n",
+ " user=user,\n",
+ " password=password,\n",
+ " database=\"tech_schools_data\"\n",
+ ")\n",
+ "cursor = conn.cursor()\n",
+ "\n",
+ "# Create tables\n",
+ "cursor.execute('''\n",
+ "CREATE TABLE IF NOT EXISTS Schools (\n",
+ " school_id INT PRIMARY KEY,\n",
+ " school_name VARCHAR(255),\n",
+ " website VARCHAR(255),\n",
+ " description TEXT,\n",
+ " price_min FLOAT,\n",
+ " price_max FLOAT\n",
+ ")\n",
+ "''')\n",
+ "\n",
+ "cursor.execute('''\n",
+ "CREATE TABLE IF NOT EXISTS Comments (\n",
+ " comment_id INT PRIMARY KEY,\n",
+ " school_id INT,\n",
+ " school_name VARCHAR(255),\n",
+ " user_name VARCHAR(255),\n",
+ " anonymous BOOL,\n",
+ " graduating_year INT,\n",
+ " tagline VARCHAR(255),\n",
+ " created_at DATETIME,\n",
+ " overall_score FLOAT,\n",
+ " overall_rating FLOAT,\n",
+ " curriculum_rating FLOAT,\n",
+ " job_support_rating FLOAT,\n",
+ " review_body TEXT,\n",
+ " program VARCHAR(255),\n",
+ " program_cat VARCHAR(255),\n",
+ " FOREIGN KEY (school_id) REFERENCES Schools(school_id)\n",
+ ")\n",
+ "''')\n",
+ "\n",
+ "cursor.execute('''\n",
+ "CREATE TABLE IF NOT EXISTS Badges (\n",
+ " badge_id INT PRIMARY KEY,\n",
+ " school_id INT,\n",
+ " school_name VARCHAR(255),\n",
+ " badge_name VARCHAR(255),\n",
+ " keyword VARCHAR(255),\n",
+ " description TEXT,\n",
+ " FOREIGN KEY (school_id) REFERENCES Schools(school_id)\n",
+ ")\n",
+ "''')\n",
+ "\n",
+ "cursor.execute('''\n",
+ "CREATE TABLE IF NOT EXISTS Locations (\n",
+ " location_id INT PRIMARY KEY,\n",
+ " school_id INT,\n",
+ " school_name VARCHAR(255),\n",
+ " country_id INT,\n",
+ " country_name VARCHAR(255),\n",
+ " city_id INT,\n",
+ " city_name VARCHAR(255),\n",
+ " FOREIGN KEY (school_id) REFERENCES Schools(school_id)\n",
+ ")\n",
+ "''')\n",
+ "\n",
+ "cursor.execute('''\n",
+ "CREATE TABLE IF NOT EXISTS Courses (\n",
+ " course_id INT PRIMARY KEY,\n",
+ " school_id INT,\n",
+ " school_name VARCHAR(255),\n",
+ " course_name VARCHAR(255),\n",
+ " FOREIGN KEY (school_id) REFERENCES Schools(school_id)\n",
+ ")\n",
+ "''')\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 99,
+ "id": "cc96b841",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Create a function to convert DataFrame columns to native Python types\n",
+ "def convert_dtypes(df):\n",
+ " for col in df.select_dtypes(include=['int', 'float']).columns:\n",
+ " df[col] = df[col].apply(lambda x: int(x) if pd.notnull(x) else None)\n",
+ " for col in df.select_dtypes(include=['object']).columns:\n",
+ " df[col] = df[col].astype(str)\n",
+ " return df\n",
+ "\n",
+ "\n",
+ "\n",
+ "# Reconnect the cursor to the database for data insertion\n",
+ "cursor = conn.cursor()\n",
+ "\n",
+ "# Convert DataFrame columns to native Python types\n",
+ "schools = convert_dtypes(schools)\n",
+ "comments = convert_dtypes(comments)\n",
+ "badges = convert_dtypes(badges)\n",
+ "locations = convert_dtypes(locations)\n",
+ "courses = convert_dtypes(courses)\n",
+ "\n",
+ "# Clear the tables before inserting new data\n",
+ "cursor.execute('DELETE FROM Badges')\n",
+ "cursor.execute('DELETE FROM Comments')\n",
+ "cursor.execute('DELETE FROM Locations')\n",
+ "cursor.execute('DELETE FROM Courses')\n",
+ "cursor.execute('DELETE FROM Schools')\n",
+ "\n",
+ "# Function to convert DataFrame to list of tuples\n",
+ "def df_to_tuples(df):\n",
+ " return list(df.itertuples(index=False, name=None))\n",
+ "\n",
+ "# Insert data into Schools table\n",
+ "schools_data = df_to_tuples(schools)\n",
+ "cursor.executemany('INSERT INTO Schools (school_id, school_name, website, description, price_min, price_max) VALUES (%s, %s, %s, %s, %s, %s)', schools_data)\n",
+ "\n",
+ "# Insert data into Comments table\n",
+ "comments_data = df_to_tuples(comments)\n",
+ "cursor.executemany('INSERT INTO Comments (comment_id, school_id, school_name, user_name, anonymous, graduating_year, tagline, created_at, overall_score, overall_rating, curriculum_rating, job_support_rating, review_body, program, program_cat) VALUES (%s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s,%s)', comments_data)\n",
+ "\n",
+ "# Insert data into Badges table\n",
+ "badges_data = df_to_tuples(badges)\n",
+ "cursor.executemany('INSERT INTO Badges (badge_id, school_id, school_name, badge_name, keyword, description) VALUES (%s, %s, %s, %s, %s, %s)', badges_data)\n",
+ "\n",
+ "# Insert data into Locations table\n",
+ "locations_data = df_to_tuples(locations)\n",
+ "cursor.executemany('INSERT INTO Locations (location_id, school_id, school_name, country_id, country_name, city_id, city_name) VALUES (%s, %s, %s, %s, %s, %s, %s)', locations_data)\n",
+ "\n",
+ "# Insert data into Courses table\n",
+ "courses_data = df_to_tuples(courses)\n",
+ "cursor.executemany('INSERT INTO Courses (course_id, school_id, school_name, course_name) VALUES (%s, %s, %s, %s)', courses_data)\n",
+ "\n",
+ "# Commit the changes\n",
+ "conn.commit()\n",
+ "\n",
+ "# Close the connection\n",
+ "cursor.close()\n",
+ "conn.close()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8c956fb9",
+ "metadata": {},
+ "source": [
+ "## Python Analysis"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 200,
+ "id": "a10376c5",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "( comment_id school_id school_name user_name anonymous \\\n",
+ " count 11066.000000 11066.000000 11066 11066 11066 \n",
+ " unique NaN NaN 17 8969 2 \n",
+ " top NaN NaN le-wagon Anonymous False \n",
+ " freq NaN NaN 2775 1465 9658 \n",
+ " mean 270421.262877 10886.609886 NaN NaN NaN \n",
+ " min 231531.000000 10492.000000 NaN NaN NaN \n",
+ " 25% 251075.000000 10828.000000 NaN NaN NaN \n",
+ " 50% 271564.500000 10868.000000 NaN NaN NaN \n",
+ " 75% 287695.750000 11014.000000 NaN NaN NaN \n",
+ " max 310587.000000 11797.000000 NaN NaN NaN \n",
+ " std 21333.099169 202.627047 NaN NaN NaN \n",
+ " \n",
+ " graduating_year tagline created_at \\\n",
+ " count 11066.0 11066 11066 \n",
+ " unique 9402 NaN \n",
+ " top Great experience NaN \n",
+ " freq 70 NaN \n",
+ " mean 2020.067052 NaN 2020-10-15 14:43:03.047171328 \n",
+ " min 2011.0 NaN 2014-09-23 00:00:00 \n",
+ " 25% 2019.0 NaN 2019-06-11 06:00:00 \n",
+ " 50% 2020.0 NaN 2020-12-19 00:00:00 \n",
+ " 75% 2022.0 NaN 2022-04-13 00:00:00 \n",
+ " max 2024.0 NaN 2024-05-03 00:00:00 \n",
+ " std 2.045798 NaN NaN \n",
+ " \n",
+ " overall_score overall_rating curriculum_rating job_support_rating \\\n",
+ " count 11066.000000 11066.000000 11066.000000 11066.000000 \n",
+ " unique NaN NaN NaN NaN \n",
+ " top NaN NaN NaN NaN \n",
+ " freq NaN NaN NaN NaN \n",
+ " mean 4.799494 4.871589 4.761251 4.244714 \n",
+ " min 0.000000 0.000000 0.000000 0.000000 \n",
+ " 25% 4.700000 5.000000 5.000000 4.000000 \n",
+ " 50% 5.000000 5.000000 5.000000 5.000000 \n",
+ " 75% 5.000000 5.000000 5.000000 5.000000 \n",
+ " max 5.000000 5.000000 5.000000 5.000000 \n",
+ " std 0.497495 0.483672 0.737310 1.537697 \n",
+ " \n",
+ " review_body program \\\n",
+ " count 11066 11066 \n",
+ " unique 10998 166 \n",
+ " top Amazing learning experience! Was able to start... \n",
+ " freq 3 1255 \n",
+ " mean NaN NaN \n",
+ " min NaN NaN \n",
+ " 25% NaN NaN \n",
+ " 50% NaN NaN \n",
+ " 75% NaN NaN \n",
+ " max NaN NaN \n",
+ " std NaN NaN \n",
+ " \n",
+ " program_cat \n",
+ " count 11066 \n",
+ " unique 15 \n",
+ " top Web Development \n",
+ " freq 3566 \n",
+ " mean NaN \n",
+ " min NaN \n",
+ " 25% NaN \n",
+ " 50% NaN \n",
+ " 75% NaN \n",
+ " max NaN \n",
+ " std NaN ,\n",
+ " course_id school_id school_name course_name\n",
+ " count 115.000000 115.000000 115 115\n",
+ " unique NaN NaN 17 114\n",
+ " top NaN NaN clarusway DevOps Engineer\n",
+ " freq NaN NaN 31 2\n",
+ " mean 58.000000 11063.904348 NaN NaN\n",
+ " std 33.341666 369.263111 NaN NaN\n",
+ " min 1.000000 10492.000000 NaN NaN\n",
+ " 25% 29.500000 10828.000000 NaN NaN\n",
+ " 50% 58.000000 11014.000000 NaN NaN\n",
+ " 75% 86.500000 11539.000000 NaN NaN\n",
+ " max 115.000000 11797.000000 NaN NaN,\n",
+ " location_id school_id school_name country_id country_name \\\n",
+ " count 131.000000 131.000000 131 131.0 131 \n",
+ " unique NaN NaN 17 36 \n",
+ " top NaN NaN le-wagon France \n",
+ " freq NaN NaN 38 27 \n",
+ " mean 17333.633588 10778.511450 NaN 62.175573 NaN \n",
+ " std 943.258617 211.048932 NaN 75.187405 NaN \n",
+ " min 15703.000000 10492.000000 NaN 1.0 NaN \n",
+ " 25% 16375.500000 10574.000000 NaN 20.0 NaN \n",
+ " 50% 17450.000000 10837.000000 NaN 38.0 NaN \n",
+ " 75% 18240.000000 10868.000000 NaN 57.0 NaN \n",
+ " max 18663.000000 11797.000000 NaN 237.0 NaN \n",
+ " \n",
+ " city_id city_name \n",
+ " count 131.0 131 \n",
+ " unique 72 \n",
+ " top Online \n",
+ " freq 17 \n",
+ " mean 27207.496183 NaN \n",
+ " std 10327.34127 NaN \n",
+ " min 10.0 NaN \n",
+ " 25% 31102.0 NaN \n",
+ " 50% 31147.0 NaN \n",
+ " 75% 31228.0 NaN \n",
+ " max 31304.0 NaN ,\n",
+ " school_id school website \\\n",
+ " count 17.000000 17 17 \n",
+ " unique NaN 17 17 \n",
+ " top NaN ironhack ironhack.com \n",
+ " freq NaN 1 1 \n",
+ " mean 10936.529412 NaN NaN \n",
+ " std 353.584699 NaN NaN \n",
+ " min 10492.000000 NaN NaN \n",
+ " 25% 10697.000000 NaN NaN \n",
+ " 50% 10853.000000 NaN NaN \n",
+ " 75% 11035.000000 NaN NaN \n",
+ " max 11797.000000 NaN NaN \n",
+ " \n",
+ " description price_min \\\n",
+ " count 17 17.000000 \n",
+ " unique 17 NaN \n",
+ " top Ironhack is a global tech school with 9 campus... NaN \n",
+ " freq 1 NaN \n",
+ " mean NaN 3827.705882 \n",
+ " std NaN 4654.727567 \n",
+ " min NaN 0.000000 \n",
+ " 25% NaN 350.000000 \n",
+ " 50% NaN 1500.000000 \n",
+ " 75% NaN 5250.000000 \n",
+ " max NaN 16900.000000 \n",
+ " \n",
+ " price_max \n",
+ " count 17.000000 \n",
+ " unique NaN \n",
+ " top NaN \n",
+ " freq NaN \n",
+ " mean 10987.176471 \n",
+ " std 6021.196011 \n",
+ " min 29.000000 \n",
+ " 25% 7495.000000 \n",
+ " 50% 10500.000000 \n",
+ " 75% 14999.000000 \n",
+ " max 21500.000000 )"
+ ]
+ },
+ "execution_count": 200,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Display summaries of the DataFrames\n",
+ "badges_summary = badges.describe(include='all')\n",
+ "comments_summary = comments.describe(include='all')\n",
+ "courses_summary = courses.describe(include='all')\n",
+ "locations_summary = locations.describe(include='all')\n",
+ "schools_summary = schools.describe(include='all')\n",
+ "\n",
+ "\n",
+ "comments_summary, courses_summary, locations_summary, schools_summary"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 202,
+ "id": "fdf54407",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "course_name\n",
+ "Web Development Bootcamp 4.737327\n",
+ "Web Development Part-Time 4.680000\n",
+ "UX/UI Design Bootcamp 4.607477\n",
+ "UX/UI Design Part-Time 4.545455\n",
+ "Data Analytics Bootcamp 4.533333\n",
+ "Data Analytics Part-Time 4.416667\n",
+ "Cyber Security Bootcamp 4.166667\n",
+ "Cybersecurity Part-Time 4.000000\n",
+ "Name: overall_rating, dtype: float64"
+ ]
+ },
+ "execution_count": 202,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Filter Ironhack's courses\n",
+ "ironhack_courses = courses[courses['school_name'].str.lower() == 'ironhack']\n",
+ "\n",
+ "# Filter comments for Ironhack\n",
+ "ironhack_comments = comments[comments['school_name'].str.lower() == 'ironhack']\n",
+ "\n",
+ "# Merge to associate comments with courses\n",
+ "ironhack_course_comments = pd.merge(ironhack_comments, ironhack_courses, left_on='program', right_on='course_name', how='inner')\n",
+ "\n",
+ "# Calculate average ratings for each course\n",
+ "average_course_ratings = ironhack_course_comments.groupby('course_name')['overall_rating'].mean().sort_values(ascending=False)\n",
+ "\n",
+ "average_course_ratings"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 204,
+ "id": "cd8a337f",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(4.774168600154679,\n",
+ " course_name\n",
+ " 0 Cyber Security Bootcamp\n",
+ " 1 Cybersecurity Part-Time\n",
+ " 2 Data Analytics Bootcamp\n",
+ " 3 Data Analytics Part-Time\n",
+ " 4 UX/UI Design Bootcamp\n",
+ " 5 UX/UI Design Part-Time\n",
+ " 6 Web Development Bootcamp\n",
+ " 7 Web Development Part-Time)"
+ ]
+ },
+ "execution_count": 204,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Calculate overall average rating for Ironhack\n",
+ "ironhack_overall_rating = ironhack_comments['overall_rating'].mean()\n",
+ "\n",
+ "# Display Ironhack's overall rating and available courses\n",
+ "ironhack_overall_rating, ironhack_courses[['course_name']]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 541,
+ "id": "7454cd27",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "# Data for the graph\n",
+ "coursesar = average_course_ratings.index\n",
+ "ratings = average_course_ratings.values\n",
+ "\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.barh(coursesar, ratings, color='skyblue')\n",
+ "plt.xlabel('Average Rating')\n",
+ "plt.title('Top-Rated Ironhack Courses')\n",
+ "plt.xlim(4, 5) # Setting x-axis limit for better visual emphasis on rating variations\n",
+ "plt.gca().invert_yaxis()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 208,
+ "id": "64888890",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "overall_score 4.714617\n",
+ "overall_rating 4.774169\n",
+ "curriculum_rating 4.577726\n",
+ "job_support_rating 4.508894\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 208,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Filter comments related to Ironhack\n",
+ "ironhack_comments = comments[comments['school_name'].str.lower() == 'ironhack']\n",
+ "\n",
+ "# Calculate average ratings for Ironhack\n",
+ "ironhack_avg_scores = ironhack_comments[['overall_score', 'overall_rating', 'curriculum_rating', 'job_support_rating']].mean()\n",
+ "\n",
+ "# Calculate average ratings for all schools\n",
+ "overall_avg_scores = comments.groupby('school_name')[['overall_score', 'overall_rating', 'curriculum_rating', 'job_support_rating']].mean()\n",
+ "\n",
+ "# Top competitors based on the number of comments\n",
+ "top_competitors = comments['school_name'].value_counts().head(5)\n",
+ "\n",
+ "# Display results\n",
+ "ironhack_avg_scores"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 210,
+ "id": "e2bb9e20",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " overall_score \n",
+ " overall_rating \n",
+ " curriculum_rating \n",
+ " job_support_rating \n",
+ " \n",
+ " \n",
+ " school_name \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 4geeks-academy \n",
+ " 4.881215 \n",
+ " 4.895028 \n",
+ " 4.817680 \n",
+ " 4.707182 \n",
+ " \n",
+ " \n",
+ " actualize \n",
+ " 4.874082 \n",
+ " 4.946004 \n",
+ " 4.714903 \n",
+ " 4.477322 \n",
+ " \n",
+ " \n",
+ " clarusway \n",
+ " 4.908642 \n",
+ " 4.909465 \n",
+ " 4.917695 \n",
+ " 4.835391 \n",
+ " \n",
+ " \n",
+ " codesmith \n",
+ " 4.905723 \n",
+ " 4.915663 \n",
+ " 4.810241 \n",
+ " 4.346386 \n",
+ " \n",
+ " \n",
+ " dataquest \n",
+ " 4.738567 \n",
+ " 4.829352 \n",
+ " 4.774744 \n",
+ " 3.088737 \n",
+ " \n",
+ " \n",
+ " designlab \n",
+ " 4.577495 \n",
+ " 4.733198 \n",
+ " 4.585540 \n",
+ " 2.957230 \n",
+ " \n",
+ " \n",
+ " evolve-security-academy \n",
+ " 4.778761 \n",
+ " 4.845133 \n",
+ " 4.805310 \n",
+ " 4.491150 \n",
+ " \n",
+ " \n",
+ " ironhack \n",
+ " 4.714617 \n",
+ " 4.774169 \n",
+ " 4.577726 \n",
+ " 4.508894 \n",
+ " \n",
+ " \n",
+ " jedha \n",
+ " 4.958204 \n",
+ " 4.981424 \n",
+ " 4.965944 \n",
+ " 4.634675 \n",
+ " \n",
+ " \n",
+ " la-capsule \n",
+ " 4.935014 \n",
+ " 4.974790 \n",
+ " 4.966387 \n",
+ " 4.820728 \n",
+ " \n",
+ " \n",
+ " le-wagon \n",
+ " 4.910811 \n",
+ " 4.970450 \n",
+ " 4.840721 \n",
+ " 4.498378 \n",
+ " \n",
+ " \n",
+ " learningfuze \n",
+ " 4.984659 \n",
+ " 4.982955 \n",
+ " 4.897727 \n",
+ " 4.704545 \n",
+ " \n",
+ " \n",
+ " level-effect \n",
+ " 4.919048 \n",
+ " 5.000000 \n",
+ " 4.904762 \n",
+ " 4.857143 \n",
+ " \n",
+ " \n",
+ " shecodes \n",
+ " 4.881825 \n",
+ " 4.972632 \n",
+ " 4.924211 \n",
+ " 4.058947 \n",
+ " \n",
+ " \n",
+ " springboard \n",
+ " 4.592168 \n",
+ " 4.677596 \n",
+ " 4.573163 \n",
+ " 4.141469 \n",
+ " \n",
+ " \n",
+ " syntax-technologies \n",
+ " 5.000000 \n",
+ " 5.000000 \n",
+ " 5.000000 \n",
+ " 5.000000 \n",
+ " \n",
+ " \n",
+ " wbs-coding-school \n",
+ " 4.795133 \n",
+ " 4.920354 \n",
+ " 4.845133 \n",
+ " 4.530973 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " overall_score overall_rating curriculum_rating \\\n",
+ "school_name \n",
+ "4geeks-academy 4.881215 4.895028 4.817680 \n",
+ "actualize 4.874082 4.946004 4.714903 \n",
+ "clarusway 4.908642 4.909465 4.917695 \n",
+ "codesmith 4.905723 4.915663 4.810241 \n",
+ "dataquest 4.738567 4.829352 4.774744 \n",
+ "designlab 4.577495 4.733198 4.585540 \n",
+ "evolve-security-academy 4.778761 4.845133 4.805310 \n",
+ "ironhack 4.714617 4.774169 4.577726 \n",
+ "jedha 4.958204 4.981424 4.965944 \n",
+ "la-capsule 4.935014 4.974790 4.966387 \n",
+ "le-wagon 4.910811 4.970450 4.840721 \n",
+ "learningfuze 4.984659 4.982955 4.897727 \n",
+ "level-effect 4.919048 5.000000 4.904762 \n",
+ "shecodes 4.881825 4.972632 4.924211 \n",
+ "springboard 4.592168 4.677596 4.573163 \n",
+ "syntax-technologies 5.000000 5.000000 5.000000 \n",
+ "wbs-coding-school 4.795133 4.920354 4.845133 \n",
+ "\n",
+ " job_support_rating \n",
+ "school_name \n",
+ "4geeks-academy 4.707182 \n",
+ "actualize 4.477322 \n",
+ "clarusway 4.835391 \n",
+ "codesmith 4.346386 \n",
+ "dataquest 3.088737 \n",
+ "designlab 2.957230 \n",
+ "evolve-security-academy 4.491150 \n",
+ "ironhack 4.508894 \n",
+ "jedha 4.634675 \n",
+ "la-capsule 4.820728 \n",
+ "le-wagon 4.498378 \n",
+ "learningfuze 4.704545 \n",
+ "level-effect 4.857143 \n",
+ "shecodes 4.058947 \n",
+ "springboard 4.141469 \n",
+ "syntax-technologies 5.000000 \n",
+ "wbs-coding-school 4.530973 "
+ ]
+ },
+ "execution_count": 210,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "overall_avg_scores"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 212,
+ "id": "c2dc8218",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "school_name\n",
+ "le-wagon 2775\n",
+ "springboard 1647\n",
+ "shecodes 1425\n",
+ "ironhack 1293\n",
+ "designlab 982\n",
+ "Name: count, dtype: int64"
+ ]
+ },
+ "execution_count": 212,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "top_competitors"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7088e79d",
+ "metadata": {},
+ "source": [
+ "# Analysis Results\n",
+ "\n",
+ "## Ironhack's Average Ratings:\n",
+ "\n",
+ "- **Overall Score:** 4.71\n",
+ "- **Overall Rating:** 4.77\n",
+ "- **Curriculum Rating:** 4.58\n",
+ "- **Job Support Rating:** 4.51\n",
+ "\n",
+ "## Competitor Average Ratings:\n",
+ "\n",
+ "Here are the top competitors based on the number of comments, along with their average ratings:\n",
+ "\n",
+ "### Le Wagon\n",
+ "- **Overall Score:** 4.91\n",
+ "- **Overall Rating:** 4.97\n",
+ "- **Curriculum Rating:** 4.84\n",
+ "- **Job Support Rating:** 4.50\n",
+ "\n",
+ "### Springboard\n",
+ "- **Overall Score:** 4.59\n",
+ "- **Overall Rating:** 4.68\n",
+ "- **Curriculum Rating:** 4.57\n",
+ "- **Job Support Rating:** 4.14\n",
+ "\n",
+ "### SheCodes\n",
+ "- **Overall Score:** 4.88\n",
+ "- **Overall Rating:** 4.97\n",
+ "- **Curriculum Rating:** 4.92\n",
+ "- **Job Support Rating:** 4.06\n",
+ "\n",
+ "### DesignLab\n",
+ "- **Overall Score:** 4.58\n",
+ "- **Overall Rating:** 4.73\n",
+ "- **Curriculum Rating:** 4.59\n",
+ "- **Job Support Rating:** 2.96\n",
+ "\n",
+ "## Strengths and Weaknesses of Ironhack\n",
+ "\n",
+ "### Strengths:\n",
+ "\n",
+ "1. **Overall Rating and Score:** Ironhack's overall score and rating are competitive, indicating a generally positive perception.\n",
+ "2. **Job Support Rating:** With a job support rating of 4.51, Ironhack is performing well in this area, especially compared to some competitors like DesignLab.\n",
+ "\n",
+ "### Weaknesses:\n",
+ "\n",
+ "1. **Curriculum Rating:** Ironhack's curriculum rating of 4.58 is lower than several top competitors, such as Le Wagon and SheCodes, which suggests there may be room for improvement in the curriculum.\n",
+ "2. **Average Ratings Comparison:** Although Ironhack's ratings are good, they are slightly lower than the top competitors, indicating potential areas for enhancement to reach the highest tier.\n",
+ "\n",
+ "## Recommendations for Enhancements\n",
+ "\n",
+ "1. **Curriculum Improvement:** Focus on gathering detailed feedback on the curriculum from students and alumni to identify specific areas for improvement. Consider updating the curriculum to incorporate more in-demand skills and technologies.\n",
+ "2. **Job Support Programs:** Even though Ironhack's job support rating is strong, there is always room for enhancement. Consider offering more personalized career coaching, expanding the network of hiring partners, and hosting more job fairs and networking events.\n",
+ "3. **Student Engagement:** Increase efforts to engage with current and prospective students through webinars, workshops, and community events. This can help in boosting overall ratings and attracting more positive reviews.\n",
+ "4. **Marketing and Outreach:** Highlight Ironhack's strengths in job support and overall satisfaction in marketing materials to attract prospective students. Additionally, leverage alumni success stories to build a strong brand reputation."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 215,
+ "id": "5b8629e2",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "# Data for Ironhack and its top competitors\n",
+ "competitors = ['Ironhack', 'Le Wagon', 'Springboard', 'SheCodes', 'DesignLab']\n",
+ "avg_overall_ratings = [4.77, 4.97, 4.68, 4.97, 4.73]\n",
+ "avg_curriculum_ratings = [4.58, 4.84, 4.57, 4.92, 4.59]\n",
+ "avg_job_support_ratings = [4.51, 4.50, 4.14, 4.06, 2.96]\n",
+ "\n",
+ "x = range(len(competitors))\n",
+ "\n",
+ "plt.figure(figsize=(12, 8))\n",
+ "\n",
+ "plt.plot(x, avg_overall_ratings, marker='o', label='Overall Rating')\n",
+ "plt.plot(x, avg_curriculum_ratings, marker='o', label='Curriculum Rating')\n",
+ "plt.plot(x, avg_job_support_ratings, marker='o', label='Job Support Rating')\n",
+ "\n",
+ "plt.xticks(x, competitors)\n",
+ "plt.xlabel('Schools')\n",
+ "plt.ylabel('Average Ratings')\n",
+ "plt.title('Average Ratings Comparison')\n",
+ "plt.legend()\n",
+ "plt.grid(True)\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 217,
+ "id": "f3417ba6",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Data for the number of comments\n",
+ "top_competitors = ['Le Wagon', 'Springboard', 'SheCodes', 'Ironhack', 'DesignLab']\n",
+ "comment_counts = [2775, 1646, 1425, 1293, 982]\n",
+ "\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "\n",
+ "plt.barh(top_competitors, comment_counts, color='skyblue')\n",
+ "plt.xlabel('Number of Comments')\n",
+ "plt.ylabel('Schools')\n",
+ "plt.title('Number of Comments for Top Competitors')\n",
+ "plt.gca().invert_yaxis()\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 219,
+ "id": "c669c7ab",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " comment_id \n",
+ " school_id \n",
+ " school_name \n",
+ " user_name \n",
+ " anonymous \n",
+ " graduating_year \n",
+ " tagline \n",
+ " created_at \n",
+ " overall_score \n",
+ " overall_rating \n",
+ " curriculum_rating \n",
+ " job_support_rating \n",
+ " review_body \n",
+ " program \n",
+ " program_cat \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 309849 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Anonymous \n",
+ " True \n",
+ " 2024 \n",
+ " Data Analytics \n",
+ " 2024-04-03 \n",
+ " 3.3 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 2.0 \n",
+ " I just Finished the my study , I did the Data ... \n",
+ " Data Analytics Part-Time \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 309479 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Patrick Marques \n",
+ " False \n",
+ " 2024 \n",
+ " An intense experience full of emotions but at ... \n",
+ " 2024-03-19 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " 4.0 \n",
+ " Hello, my name is Patrick Marques and I can sa... \n",
+ " Data Analytics Bootcamp \n",
+ " Data Science and Analytics \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 308683 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Harikrishnan Ramakrishnapillai \n",
+ " False \n",
+ " 2023 \n",
+ " It was amazing \n",
+ " 2024-02-15 \n",
+ " 4.3 \n",
+ " 4.0 \n",
+ " 5.0 \n",
+ " 4.0 \n",
+ " I could finish cybersecurity course within 3 m... \n",
+ " \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 307433 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Sorin Tuinea \n",
+ " False \n",
+ " 2023 \n",
+ " I would definitely recommend it \n",
+ " 2023-12-22 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I chose Ironhack after reading a lot of review... \n",
+ " \n",
+ " Unknown \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 307350 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Kasia Luksza \n",
+ " False \n",
+ " 2023 \n",
+ " Best learning experience of my life \n",
+ " 2023-12-19 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Attending this bootcamp was hands down the bes... \n",
+ " UX/UI Design Bootcamp \n",
+ " UX/UI Design \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 1288 \n",
+ " 231772 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Anonymous \n",
+ " False \n",
+ " 2014 \n",
+ " Learn in two months what would otherwise take ... \n",
+ " 2014-09-30 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I can fully recommend IronHack for any of you ... \n",
+ " Part-time Web Development \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 1289 \n",
+ " 231636 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Marcos Sorribas \n",
+ " False \n",
+ " 2014 \n",
+ " El mejor bootcamp al que he asistido. Una expe... \n",
+ " 2014-09-24 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Asistí al primer bootcamp de desarrollo de iOS... \n",
+ " Full-time Web Development Bootcamp \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 1290 \n",
+ " 231611 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Xabier Vicuña \n",
+ " False \n",
+ " 2014 \n",
+ " Great experience, I highly recommend it \n",
+ " 2014-09-24 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " Excellent product. Great experience. Worth eve... \n",
+ " Part-time Web Development \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 1291 \n",
+ " 231609 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " JHD \n",
+ " False \n",
+ " 2014 \n",
+ " It was an amazing experience! \n",
+ " 2014-09-24 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I was part of the first English run of Ironhac... \n",
+ " Part-time Web Development \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ " 1292 \n",
+ " 231815 \n",
+ " 10828 \n",
+ " ironhack \n",
+ " Enrique Isasi Velasco \n",
+ " False \n",
+ " 2014 \n",
+ " Simply gorgeous. \n",
+ " 2014-09-23 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " I attended the Ironhack Madrid Bootcamp on Jan... \n",
+ " Part-time Web Development \n",
+ " Web Development \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
1293 rows × 15 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " comment_id school_id school_name user_name \\\n",
+ "0 309849 10828 ironhack Anonymous \n",
+ "1 309479 10828 ironhack Patrick Marques \n",
+ "2 308683 10828 ironhack Harikrishnan Ramakrishnapillai \n",
+ "3 307433 10828 ironhack Sorin Tuinea \n",
+ "4 307350 10828 ironhack Kasia Luksza \n",
+ "... ... ... ... ... \n",
+ "1288 231772 10828 ironhack Anonymous \n",
+ "1289 231636 10828 ironhack Marcos Sorribas \n",
+ "1290 231611 10828 ironhack Xabier Vicuña \n",
+ "1291 231609 10828 ironhack JHD \n",
+ "1292 231815 10828 ironhack Enrique Isasi Velasco \n",
+ "\n",
+ " anonymous graduating_year \\\n",
+ "0 True 2024 \n",
+ "1 False 2024 \n",
+ "2 False 2023 \n",
+ "3 False 2023 \n",
+ "4 False 2023 \n",
+ "... ... ... \n",
+ "1288 False 2014 \n",
+ "1289 False 2014 \n",
+ "1290 False 2014 \n",
+ "1291 False 2014 \n",
+ "1292 False 2014 \n",
+ "\n",
+ " tagline created_at \\\n",
+ "0 Data Analytics 2024-04-03 \n",
+ "1 An intense experience full of emotions but at ... 2024-03-19 \n",
+ "2 It was amazing 2024-02-15 \n",
+ "3 I would definitely recommend it 2023-12-22 \n",
+ "4 Best learning experience of my life 2023-12-19 \n",
+ "... ... ... \n",
+ "1288 Learn in two months what would otherwise take ... 2014-09-30 \n",
+ "1289 El mejor bootcamp al que he asistido. Una expe... 2014-09-24 \n",
+ "1290 Great experience, I highly recommend it 2014-09-24 \n",
+ "1291 It was an amazing experience! 2014-09-24 \n",
+ "1292 Simply gorgeous. 2014-09-23 \n",
+ "\n",
+ " overall_score overall_rating curriculum_rating job_support_rating \\\n",
+ "0 3.3 4.0 4.0 2.0 \n",
+ "1 4.0 4.0 4.0 4.0 \n",
+ "2 4.3 4.0 5.0 4.0 \n",
+ "3 5.0 5.0 5.0 5.0 \n",
+ "4 5.0 5.0 5.0 5.0 \n",
+ "... ... ... ... ... \n",
+ "1288 5.0 5.0 5.0 5.0 \n",
+ "1289 5.0 5.0 5.0 5.0 \n",
+ "1290 5.0 5.0 5.0 5.0 \n",
+ "1291 5.0 5.0 5.0 5.0 \n",
+ "1292 5.0 5.0 5.0 5.0 \n",
+ "\n",
+ " review_body \\\n",
+ "0 I just Finished the my study , I did the Data ... \n",
+ "1 Hello, my name is Patrick Marques and I can sa... \n",
+ "2 I could finish cybersecurity course within 3 m... \n",
+ "3 I chose Ironhack after reading a lot of review... \n",
+ "4 Attending this bootcamp was hands down the bes... \n",
+ "... ... \n",
+ "1288 I can fully recommend IronHack for any of you ... \n",
+ "1289 Asistí al primer bootcamp de desarrollo de iOS... \n",
+ "1290 Excellent product. Great experience. Worth eve... \n",
+ "1291 I was part of the first English run of Ironhac... \n",
+ "1292 I attended the Ironhack Madrid Bootcamp on Jan... \n",
+ "\n",
+ " program program_cat \n",
+ "0 Data Analytics Part-Time Data Science and Analytics \n",
+ "1 Data Analytics Bootcamp Data Science and Analytics \n",
+ "2 Unknown \n",
+ "3 Unknown \n",
+ "4 UX/UI Design Bootcamp UX/UI Design \n",
+ "... ... ... \n",
+ "1288 Part-time Web Development Web Development \n",
+ "1289 Full-time Web Development Bootcamp Web Development \n",
+ "1290 Part-time Web Development Web Development \n",
+ "1291 Part-time Web Development Web Development \n",
+ "1292 Part-time Web Development Web Development \n",
+ "\n",
+ "[1293 rows x 15 columns]"
+ ]
+ },
+ "execution_count": 219,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ironhack_comments"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7ccda9e9",
+ "metadata": {},
+ "source": [
+ "### Average Ratings by Year"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 222,
+ "id": "7d53443a",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "\n",
+ "ironhack_course_comments['year'] = pd.to_datetime(ironhack_course_comments['created_at']).dt.year\n",
+ "\n",
+ "# Group by course_name and year to calculate average ratings\n",
+ "avg_ratings_by_year = ironhack_course_comments.groupby(['course_name', 'year']).agg({\n",
+ " 'overall_rating': 'mean',\n",
+ " 'curriculum_rating': 'mean',\n",
+ " 'job_support_rating': 'mean'\n",
+ "}).reset_index()\n",
+ "\n",
+ "# Plotting\n",
+ "plt.figure(figsize=(16, 10))\n",
+ "for course in avg_ratings_by_year['course_name'].unique():\n",
+ " course_data = avg_ratings_by_year[avg_ratings_by_year['course_name'] == course]\n",
+ " plt.plot(course_data['year'], course_data['overall_rating'], marker='o', label=f\"{course} - Overall\")\n",
+ " plt.plot(course_data['year'], course_data['curriculum_rating'], marker='x', linestyle='--', label=f\"{course} - Curriculum\")\n",
+ " plt.plot(course_data['year'], course_data['job_support_rating'], marker='s', linestyle=':', label=f\"{course} - Job Support\")\n",
+ "\n",
+ "plt.xlabel('Year',fontsize=14)\n",
+ "plt.ylabel('Average Rating',fontsize=14)\n",
+ "plt.title('Average Ratings by Year for Ironhack Courses',fontsize=14)\n",
+ "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n",
+ "plt.grid(True)\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "60ff375b",
+ "metadata": {},
+ "source": [
+ "### Distribution of Comments and Ratings by Course\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 225,
+ "id": "68a77f8a",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\guada\\AppData\\Local\\Temp\\ipykernel_11044\\1762221302.py:21: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
+ " ax1.set_xticklabels(comments_distribution['course_name'], rotation=45, ha='right')\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Group by course_name to calculate distribution of comments and average ratings\n",
+ "comments_distribution = ironhack_course_comments.groupby('course_name').agg({\n",
+ " 'comment_id': 'count',\n",
+ " 'overall_rating': 'mean',\n",
+ " 'curriculum_rating': 'mean',\n",
+ " 'job_support_rating': 'mean'\n",
+ "}).reset_index().rename(columns={'comment_id': 'num_comments'})\n",
+ "\n",
+ "# Plotting\n",
+ "fig, ax1 = plt.subplots(figsize=(14, 8))\n",
+ "\n",
+ "ax2 = ax1.twinx()\n",
+ "ax1.bar(comments_distribution['course_name'], comments_distribution['num_comments'], color='lightblue')\n",
+ "ax2.plot(comments_distribution['course_name'], comments_distribution['overall_rating'], color='green', marker='o', linestyle='-', label='Overall Rating')\n",
+ "ax2.plot(comments_distribution['course_name'], comments_distribution['curriculum_rating'], color='red', marker='x', linestyle='--', label='Curriculum Rating')\n",
+ "ax2.plot(comments_distribution['course_name'], comments_distribution['job_support_rating'], color='blue', marker='s', linestyle=':', label='Job Support Rating')\n",
+ "\n",
+ "ax1.set_xlabel('Course Name')\n",
+ "ax1.set_ylabel('Number of Comments', color='blue')\n",
+ "ax2.set_ylabel('Average Rating', color='black')\n",
+ "ax1.set_xticklabels(comments_distribution['course_name'], rotation=45, ha='right')\n",
+ "ax1.set_title('Distribution of Comments and Average Ratings by Course')\n",
+ "fig.tight_layout()\n",
+ "fig.legend(loc='upper left', bbox_to_anchor=(0.1,0.9))\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2f875d47",
+ "metadata": {},
+ "source": [
+ "### Sentiment Analysis on Reviews"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 228,
+ "id": "4a41b8b7",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Define positive and negative words\n",
+ "positive_words = ['good', 'great', 'excellent']\n",
+ "negative_words = ['bad', 'poor', 'terrible']\n",
+ "\n",
+ "# Function to count positive and negative words\n",
+ "def sentiment_analysis(text):\n",
+ " positive_count = sum([text.lower().count(word) for word in positive_words])\n",
+ " negative_count = sum([text.lower().count(word) for word in negative_words])\n",
+ " return positive_count, negative_count\n",
+ "\n",
+ "# Apply sentiment analysis to review_body\n",
+ "ironhack_course_comments['positive_reviews'] = ironhack_course_comments['review_body'].apply(lambda x: sentiment_analysis(x)[0])\n",
+ "ironhack_course_comments['negative_reviews'] = ironhack_course_comments['review_body'].apply(lambda x: sentiment_analysis(x)[1])\n",
+ "\n",
+ "# Group by course_name to calculate sentiment analysis\n",
+ "sentiment_distribution = ironhack_course_comments.groupby('course_name').agg({\n",
+ " 'positive_reviews': 'sum',\n",
+ " 'negative_reviews': 'sum'\n",
+ "}).reset_index()\n",
+ "\n",
+ "# Plotting\n",
+ "plt.figure(figsize=(14, 8))\n",
+ "plt.bar(sentiment_distribution['course_name'], sentiment_distribution['positive_reviews'], color='green', label='Positive Reviews')\n",
+ "plt.bar(sentiment_distribution['course_name'], sentiment_distribution['negative_reviews'], color='red', bottom=sentiment_distribution['positive_reviews'], label='Negative Reviews')\n",
+ "\n",
+ "plt.xlabel('Course Name')\n",
+ "plt.ylabel('Number of Reviews')\n",
+ "plt.title('Sentiment Analysis of Reviews by Course')\n",
+ "plt.legend()\n",
+ "plt.xticks(rotation=45, ha='right')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "67215a3c",
+ "metadata": {},
+ "source": [
+ "### Top Rated Courses by Job Support"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 231,
+ "id": "633eeed3",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Group by course_name to calculate average job support ratings\n",
+ "job_support_ratings = ironhack_course_comments.groupby('course_name')['job_support_rating'].mean().sort_values(ascending=False).reset_index()\n",
+ "\n",
+ "# Plotting\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.barh(job_support_ratings['course_name'], job_support_ratings['job_support_rating'], color='skyblue')\n",
+ "plt.xlabel('Average Job Support Rating')\n",
+ "plt.title('Top Rated Courses by Job Support')\n",
+ "plt.xlim(4, 5)\n",
+ "plt.gca().invert_yaxis()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "33d9b4c4",
+ "metadata": {},
+ "source": [
+ "### Courses with the Most Positive Feedback\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 234,
+ "id": "83b0780f",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Count positive feedback for each course\n",
+ "positive_feedback = ironhack_course_comments[ironhack_course_comments['review_body'].str.contains('|'.join(positive_words), case=False, na=False)]\n",
+ "positive_feedback_count = positive_feedback.groupby('course_name').size().reset_index(name='positive_feedback_count').sort_values(by='positive_feedback_count', ascending=False)\n",
+ "\n",
+ "# Plotting\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.barh(positive_feedback_count['course_name'], positive_feedback_count['positive_feedback_count'], color='skyblue')\n",
+ "plt.xlabel('Number of Positive Feedback')\n",
+ "plt.title('Courses with the Most Positive Feedback')\n",
+ "plt.gca().invert_yaxis()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "92f732f8",
+ "metadata": {},
+ "source": [
+ "### Trend Analysis of Comments Over Time"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 237,
+ "id": "a2907941",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Extract year and month from created_at\n",
+ "ironhack_course_comments['year_month'] = pd.to_datetime(ironhack_course_comments['created_at']).dt.to_period('M')\n",
+ "\n",
+ "# Group by year and month to count comments\n",
+ "trend_analysis = ironhack_course_comments.groupby('year_month').size().reset_index(name='num_comments')\n",
+ "\n",
+ "# Plotting\n",
+ "plt.figure(figsize=(14, 8))\n",
+ "plt.plot(trend_analysis['year_month'].astype(str), trend_analysis['num_comments'], marker='o')\n",
+ "plt.xlabel('Year-Month')\n",
+ "plt.ylabel('Number of Comments')\n",
+ "plt.title('Trend Analysis of Comments Over Time')\n",
+ "plt.xticks(rotation=45)\n",
+ "plt.grid(True)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 239,
+ "id": "bf9b1f08",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\guada\\AppData\\Local\\Temp\\ipykernel_11044\\3827363418.py:8: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
+ "\n",
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+ " ironhack_comments['year_month'] = pd.to_datetime(ironhack_comments['created_at']).dt.to_period('M')\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ " \n",
+ " "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "mode": "lines",
+ "name": "",
+ "type": "scatter",
+ "x": [
+ "2016-08",
+ "2017-03",
+ "2017-04",
+ "2017-10",
+ "2017-12",
+ "2018-01",
+ "2018-02",
+ "2018-03",
+ "2018-08",
+ "2018-09",
+ "2018-10",
+ "2019-01",
+ "2019-03",
+ "2019-08",
+ "2019-09",
+ "2019-10",
+ "2019-11",
+ "2020-01",
+ "2020-03",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-07",
+ "2020-08",
+ "2020-09",
+ "2020-10",
+ "2020-11",
+ "2020-12",
+ "2021-01",
+ "2021-04",
+ "2021-06",
+ "2021-09",
+ "2021-10",
+ "2022-03",
+ "2022-05",
+ "2022-07",
+ "2022-08",
+ "2022-09",
+ "2022-10",
+ "2022-12",
+ "2023-05",
+ "2023-07",
+ "2023-10",
+ "2023-12",
+ "2024-02"
+ ],
+ "y": [
+ 1,
+ 1,
+ 1,
+ 2,
+ 3,
+ 2,
+ 1,
+ 1,
+ 2,
+ 1,
+ 2,
+ 1,
+ 1,
+ 1,
+ 8,
+ 7,
+ 7,
+ 2,
+ 1,
+ 5,
+ 1,
+ 3,
+ 4,
+ 3,
+ 1,
+ 3,
+ 3,
+ 1,
+ 1,
+ 4,
+ 1,
+ 1,
+ 2,
+ 2,
+ 1,
+ 1,
+ 3,
+ 1,
+ 1,
+ 3,
+ 1,
+ 2,
+ 1,
+ 2,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Cyber Security Bootcamp",
+ "type": "scatter",
+ "x": [
+ "2021-12",
+ "2022-10",
+ "2023-02"
+ ],
+ "y": [
+ 1,
+ 2,
+ 3
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Cybersecurity Part-Time",
+ "type": "scatter",
+ "x": [
+ "2022-10",
+ "2022-12",
+ "2023-04"
+ ],
+ "y": [
+ 1,
+ 1,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Data Analytics Bootcamp",
+ "type": "scatter",
+ "x": [
+ "2020-03",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-07",
+ "2020-08",
+ "2020-09",
+ "2020-10",
+ "2020-11",
+ "2021-01",
+ "2021-07",
+ "2021-08",
+ "2021-09",
+ "2021-10",
+ "2021-12",
+ "2022-02",
+ "2022-03",
+ "2022-06",
+ "2022-09",
+ "2022-10",
+ "2022-11",
+ "2022-12",
+ "2023-02",
+ "2023-04",
+ "2023-11",
+ "2024-03"
+ ],
+ "y": [
+ 1,
+ 18,
+ 1,
+ 2,
+ 4,
+ 1,
+ 2,
+ 1,
+ 3,
+ 1,
+ 1,
+ 3,
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 3,
+ 2,
+ 1,
+ 2,
+ 3,
+ 2,
+ 2,
+ 1,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Data Analytics Part-Time",
+ "type": "scatter",
+ "x": [
+ "2020-04",
+ "2021-09",
+ "2021-12",
+ "2022-03",
+ "2022-06",
+ "2022-07",
+ "2022-08",
+ "2022-10",
+ "2022-12",
+ "2023-01",
+ "2023-03",
+ "2023-08",
+ "2023-09",
+ "2024-04"
+ ],
+ "y": [
+ 1,
+ 1,
+ 1,
+ 2,
+ 1,
+ 1,
+ 3,
+ 1,
+ 6,
+ 2,
+ 1,
+ 1,
+ 2,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Full-time UX/UI Design Bootcamp",
+ "type": "scatter",
+ "x": [
+ "2017-01",
+ "2017-05",
+ "2017-06",
+ "2017-07",
+ "2017-08",
+ "2017-09",
+ "2017-10",
+ "2017-11",
+ "2017-12",
+ "2018-01",
+ "2018-02",
+ "2018-03",
+ "2018-04",
+ "2018-05",
+ "2018-06",
+ "2018-07",
+ "2018-08",
+ "2018-09",
+ "2018-10",
+ "2018-11",
+ "2018-12",
+ "2019-01",
+ "2019-02",
+ "2019-03",
+ "2019-04",
+ "2019-06",
+ "2019-07",
+ "2019-10",
+ "2019-11"
+ ],
+ "y": [
+ 1,
+ 10,
+ 6,
+ 2,
+ 2,
+ 1,
+ 8,
+ 15,
+ 8,
+ 3,
+ 1,
+ 8,
+ 19,
+ 2,
+ 10,
+ 4,
+ 11,
+ 8,
+ 8,
+ 1,
+ 1,
+ 10,
+ 3,
+ 1,
+ 4,
+ 2,
+ 3,
+ 7,
+ 6
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Full-time Web Development Bootcamp",
+ "type": "scatter",
+ "x": [
+ "2019-10",
+ "2019-11"
+ ],
+ "y": [
+ 27,
+ 7
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Full-time Web Development Bootcamp ",
+ "type": "scatter",
+ "x": [
+ "2014-09",
+ "2014-12",
+ "2015-07",
+ "2017-01",
+ "2017-03",
+ "2017-04",
+ "2017-05",
+ "2017-06",
+ "2017-07",
+ "2017-08",
+ "2017-09",
+ "2017-10",
+ "2017-11",
+ "2017-12",
+ "2018-01",
+ "2018-02",
+ "2018-03",
+ "2018-04",
+ "2018-05",
+ "2018-06",
+ "2018-07",
+ "2018-08",
+ "2018-09",
+ "2018-10",
+ "2018-11",
+ "2018-12",
+ "2019-01",
+ "2019-02",
+ "2019-03",
+ "2019-04",
+ "2019-05",
+ "2019-06",
+ "2019-07",
+ "2019-08"
+ ],
+ "y": [
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 2,
+ 22,
+ 30,
+ 6,
+ 8,
+ 6,
+ 14,
+ 29,
+ 16,
+ 3,
+ 5,
+ 34,
+ 18,
+ 16,
+ 21,
+ 1,
+ 15,
+ 13,
+ 31,
+ 5,
+ 9,
+ 9,
+ 11,
+ 1,
+ 2,
+ 7,
+ 13,
+ 2,
+ 8
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Part-time UX/UI Design",
+ "type": "scatter",
+ "x": [
+ "2019-10"
+ ],
+ "y": [
+ 8
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Part-time UX/UI Design ",
+ "type": "scatter",
+ "x": [
+ "2018-03",
+ "2018-04",
+ "2018-12",
+ "2019-01"
+ ],
+ "y": [
+ 3,
+ 1,
+ 2,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Part-time Web Development",
+ "type": "scatter",
+ "x": [
+ "2014-09",
+ "2014-11",
+ "2015-02",
+ "2015-03",
+ "2015-04",
+ "2015-06",
+ "2015-07",
+ "2015-08",
+ "2015-10",
+ "2015-12",
+ "2016-01",
+ "2016-02",
+ "2016-03",
+ "2016-04",
+ "2016-05",
+ "2016-06",
+ "2016-07",
+ "2016-11",
+ "2016-12",
+ "2017-03",
+ "2017-05",
+ "2017-07",
+ "2017-09",
+ "2017-10",
+ "2017-11",
+ "2018-02",
+ "2018-03",
+ "2018-04",
+ "2018-06",
+ "2018-08",
+ "2018-09",
+ "2018-10",
+ "2019-07",
+ "2019-10",
+ "2019-11"
+ ],
+ "y": [
+ 4,
+ 1,
+ 1,
+ 1,
+ 1,
+ 2,
+ 2,
+ 2,
+ 1,
+ 8,
+ 1,
+ 1,
+ 4,
+ 5,
+ 3,
+ 5,
+ 2,
+ 3,
+ 1,
+ 2,
+ 2,
+ 2,
+ 1,
+ 5,
+ 4,
+ 1,
+ 2,
+ 5,
+ 1,
+ 1,
+ 2,
+ 6,
+ 2,
+ 13,
+ 2
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Software Engineering",
+ "type": "scatter",
+ "x": [
+ "2018-01",
+ "2018-02",
+ "2018-09",
+ "2019-08",
+ "2019-09"
+ ],
+ "y": [
+ 1,
+ 1,
+ 1,
+ 1,
+ 3
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "UX/UI Design",
+ "type": "scatter",
+ "x": [
+ "2018-06",
+ "2018-08",
+ "2018-12",
+ "2019-01",
+ "2019-09",
+ "2019-10"
+ ],
+ "y": [
+ 1,
+ 2,
+ 2,
+ 1,
+ 1,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "UX/UI Design Bootcamp",
+ "type": "scatter",
+ "x": [
+ "2019-11",
+ "2019-12",
+ "2020-01",
+ "2020-02",
+ "2020-03",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-07",
+ "2020-08",
+ "2020-09",
+ "2020-10",
+ "2020-11",
+ "2020-12",
+ "2021-01",
+ "2021-03",
+ "2021-04",
+ "2021-06",
+ "2021-09",
+ "2021-10",
+ "2021-11",
+ "2021-12",
+ "2022-02",
+ "2022-05",
+ "2022-06",
+ "2022-09",
+ "2022-10",
+ "2022-11",
+ "2022-12",
+ "2023-01",
+ "2023-03",
+ "2023-04",
+ "2023-06",
+ "2023-07",
+ "2023-09",
+ "2023-12"
+ ],
+ "y": [
+ 3,
+ 1,
+ 3,
+ 6,
+ 2,
+ 15,
+ 1,
+ 6,
+ 3,
+ 3,
+ 1,
+ 3,
+ 5,
+ 1,
+ 1,
+ 1,
+ 6,
+ 4,
+ 2,
+ 1,
+ 1,
+ 3,
+ 3,
+ 1,
+ 1,
+ 1,
+ 4,
+ 2,
+ 12,
+ 2,
+ 3,
+ 2,
+ 1,
+ 1,
+ 1,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "UX/UI Design Part-Time",
+ "type": "scatter",
+ "x": [
+ "2020-02",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-09",
+ "2020-10",
+ "2020-12",
+ "2021-02",
+ "2021-09",
+ "2022-04",
+ "2022-11",
+ "2022-12",
+ "2023-09"
+ ],
+ "y": [
+ 1,
+ 8,
+ 2,
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 2,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Web Design",
+ "type": "scatter",
+ "x": [
+ "2017-03",
+ "2017-12",
+ "2018-01",
+ "2018-06",
+ "2018-08"
+ ],
+ "y": [
+ 5,
+ 5,
+ 2,
+ 1,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Web Development",
+ "type": "scatter",
+ "x": [
+ "2017-05",
+ "2017-11",
+ "2017-12"
+ ],
+ "y": [
+ 1,
+ 1,
+ 1
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Web Development Bootcamp",
+ "type": "scatter",
+ "x": [
+ "2019-11",
+ "2019-12",
+ "2020-01",
+ "2020-02",
+ "2020-03",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-07",
+ "2020-08",
+ "2020-09",
+ "2020-10",
+ "2020-11",
+ "2020-12",
+ "2021-03",
+ "2021-04",
+ "2021-06",
+ "2021-07",
+ "2021-09",
+ "2021-10",
+ "2021-11",
+ "2021-12",
+ "2022-02",
+ "2022-03",
+ "2022-06",
+ "2022-07",
+ "2022-08",
+ "2022-09",
+ "2022-10",
+ "2022-11",
+ "2022-12",
+ "2023-01",
+ "2023-02",
+ "2023-03",
+ "2023-04",
+ "2023-05",
+ "2023-06",
+ "2023-07",
+ "2023-09",
+ "2023-10",
+ "2023-11",
+ "2023-12"
+ ],
+ "y": [
+ 3,
+ 2,
+ 11,
+ 9,
+ 12,
+ 35,
+ 4,
+ 12,
+ 4,
+ 14,
+ 4,
+ 4,
+ 11,
+ 1,
+ 2,
+ 6,
+ 7,
+ 1,
+ 3,
+ 3,
+ 3,
+ 4,
+ 1,
+ 1,
+ 8,
+ 1,
+ 3,
+ 8,
+ 1,
+ 3,
+ 17,
+ 1,
+ 1,
+ 2,
+ 2,
+ 3,
+ 2,
+ 1,
+ 3,
+ 1,
+ 1,
+ 2
+ ]
+ },
+ {
+ "mode": "lines",
+ "name": "Web Development Part-Time",
+ "type": "scatter",
+ "x": [
+ "2020-01",
+ "2020-02",
+ "2020-04",
+ "2020-05",
+ "2020-07",
+ "2020-08",
+ "2020-12",
+ "2021-01",
+ "2021-02",
+ "2021-04",
+ "2021-08",
+ "2021-09",
+ "2021-12",
+ "2022-03",
+ "2022-04",
+ "2022-05",
+ "2022-06",
+ "2022-07",
+ "2022-08",
+ "2022-10",
+ "2022-11",
+ "2022-12",
+ "2023-01",
+ "2023-05",
+ "2023-07",
+ "2023-09"
+ ],
+ "y": [
+ 1,
+ 4,
+ 3,
+ 1,
+ 2,
+ 1,
+ 2,
+ 1,
+ 1,
+ 2,
+ 1,
+ 3,
+ 1,
+ 1,
+ 1,
+ 3,
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 9,
+ 1,
+ 3,
+ 1,
+ 3
+ ]
+ }
+ ],
+ "layout": {
+ "height": 600,
+ "template": {
+ "data": {
+ "bar": [
+ {
+ "error_x": {
+ "color": "#2a3f5f"
+ },
+ "error_y": {
+ "color": "#2a3f5f"
+ },
+ "marker": {
+ "line": {
+ "color": "#E5ECF6",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "bar"
+ }
+ ],
+ "barpolar": [
+ {
+ "marker": {
+ "line": {
+ "color": "#E5ECF6",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "barpolar"
+ }
+ ],
+ "carpet": [
+ {
+ "aaxis": {
+ "endlinecolor": "#2a3f5f",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "#2a3f5f"
+ },
+ "baxis": {
+ "endlinecolor": "#2a3f5f",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "#2a3f5f"
+ },
+ "type": "carpet"
+ }
+ ],
+ "choropleth": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "type": "choropleth"
+ }
+ ],
+ "contour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "contour"
+ }
+ ],
+ "contourcarpet": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "type": "contourcarpet"
+ }
+ ],
+ "heatmap": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "heatmap"
+ }
+ ],
+ "heatmapgl": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "heatmapgl"
+ }
+ ],
+ "histogram": [
+ {
+ "marker": {
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "histogram"
+ }
+ ],
+ "histogram2d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "histogram2d"
+ }
+ ],
+ "histogram2dcontour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "histogram2dcontour"
+ }
+ ],
+ "mesh3d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "type": "mesh3d"
+ }
+ ],
+ "parcoords": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "parcoords"
+ }
+ ],
+ "pie": [
+ {
+ "automargin": true,
+ "type": "pie"
+ }
+ ],
+ "scatter": [
+ {
+ "fillpattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ },
+ "type": "scatter"
+ }
+ ],
+ "scatter3d": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatter3d"
+ }
+ ],
+ "scattercarpet": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattercarpet"
+ }
+ ],
+ "scattergeo": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattergeo"
+ }
+ ],
+ "scattergl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattergl"
+ }
+ ],
+ "scattermapbox": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattermapbox"
+ }
+ ],
+ "scatterpolar": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatterpolar"
+ }
+ ],
+ "scatterpolargl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatterpolargl"
+ }
+ ],
+ "scatterternary": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatterternary"
+ }
+ ],
+ "surface": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "surface"
+ }
+ ],
+ "table": [
+ {
+ "cells": {
+ "fill": {
+ "color": "#EBF0F8"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "header": {
+ "fill": {
+ "color": "#C8D4E3"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "type": "table"
+ }
+ ]
+ },
+ "layout": {
+ "annotationdefaults": {
+ "arrowcolor": "#2a3f5f",
+ "arrowhead": 0,
+ "arrowwidth": 1
+ },
+ "autotypenumbers": "strict",
+ "coloraxis": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "colorscale": {
+ "diverging": [
+ [
+ 0,
+ "#8e0152"
+ ],
+ [
+ 0.1,
+ "#c51b7d"
+ ],
+ [
+ 0.2,
+ "#de77ae"
+ ],
+ [
+ 0.3,
+ "#f1b6da"
+ ],
+ [
+ 0.4,
+ "#fde0ef"
+ ],
+ [
+ 0.5,
+ "#f7f7f7"
+ ],
+ [
+ 0.6,
+ "#e6f5d0"
+ ],
+ [
+ 0.7,
+ "#b8e186"
+ ],
+ [
+ 0.8,
+ "#7fbc41"
+ ],
+ [
+ 0.9,
+ "#4d9221"
+ ],
+ [
+ 1,
+ "#276419"
+ ]
+ ],
+ "sequential": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "sequentialminus": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ]
+ },
+ "colorway": [
+ "#636efa",
+ "#EF553B",
+ "#00cc96",
+ "#ab63fa",
+ "#FFA15A",
+ "#19d3f3",
+ "#FF6692",
+ "#B6E880",
+ "#FF97FF",
+ "#FECB52"
+ ],
+ "font": {
+ "color": "#2a3f5f"
+ },
+ "geo": {
+ "bgcolor": "white",
+ "lakecolor": "white",
+ "landcolor": "#E5ECF6",
+ "showlakes": true,
+ "showland": true,
+ "subunitcolor": "white"
+ },
+ "hoverlabel": {
+ "align": "left"
+ },
+ "hovermode": "closest",
+ "mapbox": {
+ "style": "light"
+ },
+ "paper_bgcolor": "white",
+ "plot_bgcolor": "#E5ECF6",
+ "polar": {
+ "angularaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "bgcolor": "#E5ECF6",
+ "radialaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ }
+ },
+ "scene": {
+ "xaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "zaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ }
+ },
+ "shapedefaults": {
+ "line": {
+ "color": "#2a3f5f"
+ }
+ },
+ "ternary": {
+ "aaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "baxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "bgcolor": "#E5ECF6",
+ "caxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ }
+ },
+ "title": {
+ "x": 0.05
+ },
+ "xaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white",
+ "zerolinewidth": 2
+ },
+ "yaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white",
+ "zerolinewidth": 2
+ }
+ }
+ },
+ "title": {
+ "text": "Trend Analysis of Comments Over Time"
+ },
+ "width": 2000,
+ "xaxis": {
+ "autorange": true,
+ "range": [
+ "2014-09-01",
+ "2024-04-01"
+ ],
+ "tickangle": 90,
+ "tickmode": "array",
+ "tickvals": [
+ "2016-08",
+ "2017-03",
+ "2017-04",
+ "2017-10",
+ "2017-12",
+ "2018-01",
+ "2018-02",
+ "2018-03",
+ "2018-08",
+ "2018-09",
+ "2018-10",
+ "2019-01",
+ "2019-03",
+ "2019-08",
+ "2019-09",
+ "2019-10",
+ "2019-11",
+ "2020-01",
+ "2020-03",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-07",
+ "2020-08",
+ "2020-09",
+ "2020-10",
+ "2020-11",
+ "2020-12",
+ "2021-01",
+ "2021-04",
+ "2021-06",
+ "2021-09",
+ "2021-10",
+ "2022-03",
+ "2022-05",
+ "2022-07",
+ "2022-08",
+ "2022-09",
+ "2022-10",
+ "2022-12",
+ "2023-05",
+ "2023-07",
+ "2023-10",
+ "2023-12",
+ "2024-02",
+ "2021-12",
+ "2023-02",
+ "2023-04",
+ "2021-07",
+ "2021-08",
+ "2022-02",
+ "2022-06",
+ "2022-11",
+ "2023-11",
+ "2024-03",
+ "2023-01",
+ "2023-03",
+ "2023-08",
+ "2023-09",
+ "2024-04",
+ "2017-01",
+ "2017-05",
+ "2017-06",
+ "2017-07",
+ "2017-08",
+ "2017-09",
+ "2017-11",
+ "2018-04",
+ "2018-05",
+ "2018-06",
+ "2018-07",
+ "2018-11",
+ "2018-12",
+ "2019-02",
+ "2019-04",
+ "2019-06",
+ "2019-07",
+ "2014-09",
+ "2014-12",
+ "2015-07",
+ "2019-05",
+ "2014-11",
+ "2015-02",
+ "2015-03",
+ "2015-04",
+ "2015-06",
+ "2015-08",
+ "2015-10",
+ "2015-12",
+ "2016-01",
+ "2016-02",
+ "2016-03",
+ "2016-04",
+ "2016-05",
+ "2016-06",
+ "2016-07",
+ "2016-11",
+ "2016-12",
+ "2019-12",
+ "2020-02",
+ "2021-03",
+ "2021-11",
+ "2023-06",
+ "2021-02",
+ "2022-04"
+ ],
+ "title": {
+ "text": "Year-Month"
+ },
+ "type": "date"
+ },
+ "yaxis": {
+ "autorange": true,
+ "range": [
+ -0.8888888888888893,
+ 36.888888888888886
+ ],
+ "title": {
+ "text": "Number of Comments"
+ },
+ "type": "linear"
+ }
+ }
+ },
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAABoEAAAJYCAYAAACtu0/dAAAAAXNSR0IArs4c6QAAIABJREFUeF7svXm4ZFV56P3WcE6deeqmu2lmGqEZGloJ0MYromiM4HTlinBNAoFgX9TkAbnw2ObL9TN+pnngY4j6QVoiitGIGDFcLhhiQFRiGDSCzEMz03Ofuc9U0/esvdm199ldVXu9VWd3d1X9Kn9E+uzatddvvWvttddvv2slisViUfhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQg0FYEEEqip6pPCQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAGHABKIQIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACTUgACdSElUqRIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAASiBiAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAk1IAAnUhJVKkSAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAAEogYgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAJNSAAJ1ISVSpEgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAABKIGIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACTUgACdSElUqRIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAASiBiAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAk1IAAnUhJVKkSAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAAEogYgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAJNSAAJ1ISVSpEgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAABKIGIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACTUgACdSElUqRIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAASiBiAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAk1IAAnUhJVKkSAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAAEogYgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAJNSAAJ1ISVSpEgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAABKIGIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACTUgACdSElUqRIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAASiBiAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAk1IAAnUhJVKkSAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAAEogYgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAJNSAAJ1ISVSpEgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAABKIGIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACTUgACdSElUqRIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAASiBiAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAk1IAAnUhJVKkSAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAAEogYgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAJNSAAJ1ISVSpEgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAABKIGIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACTUgACdSElUqRIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAASiBiAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAk1IAAnUhJVKkSAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAAEogYgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAJNSAAJ1ISValukja9skrVXXCPr110kJ61eafu1vXKcd62fPu8j8rEzTt0r1xDXj3pl27x1p/MT377+8/t8fcTFgvNCAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIDAwhFAAi0cS7l2w23yze/fHXnGM09fI1+6/ALp7GiPPDbOA2qVQF45Vx19uNx45aUy2N8b52U6545bAt1+9y/kr666eY8LmFrLNTI2IRd//jp5/OkX57G/8Nwz5HNrz469PhrlB0ysPvzoM7HFqRc3QR77SvsOXlOleClXj1++4gJ59zve6sTXwcuX7BN9VaPEG9cJAQhAAAIQgAAEIAABCEAAAhCAAAQgAIF9jQASKMYaqVWyxHhJ805dy/V5k8n9vd3ywMOP7zFpUqsssWW5tySQ+d3b7rxfJSm8aw0LH69uTJn3lJyz5bu3jotLAnmsdwyPyYarLpMVhyx3ijg9MydfvPpmueveB/dY26iVbbXY88qHBKqVLt+DAAQgAAEIQAACEIAABCAAAQhAAAIQgMC+QQAJFGM91CJZYryc3U5dy/U98ugzsm79Tc4SctdsuE1OXr1yj2SexC2B9iT34G9pJZDhf/4lV4rJ1qi0LN73bv+pnHH6mj2SobW3uNn+blwSyJz37vsemieAgtcU9Xfb64/zOG3sxXktnBsCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCIhwASKB6uzlkrSRYz+XrDLXc4E8h3/MsDpSXkgnvBhJeZCi8x5b2pbyTMO0853hED3qeSIAgvV7dq5WGyY2Tcek8gL8vB/I5Zzu7GW/657FJbmmuzXdYsLIE8GVJu/5xyf9ut7KGl7IJ14mV1hPfqMeWuJl/CoRRVh+WWD6y2lJjH/9VN21SZPlHXYa7bEwJ/s+4i+cL6m0rLzHlL/g2PTjj7R3n7FoWXAvTq8ewPneZgMEvrheMxXN5yLIOZNJXi2aur6//6s/Kd2+5xsm7MJ3xN5fjuv3RRSdzUWr82QjJ8TLn48spX7m/l2kU41j3Bdd3//Rm57hs/dDgEyxfVtdlkAgUlb7A/++VDv5u39KW5tuNWHl7KgvJ+u1z7tClb1LXzdwhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQMCOABLIjlNNR1WTQN4keXiStNJEfzijITiRGlwWrJwAqXTOaiKlXIFtRYzm2syx67/6PVn3F58sZa4EJZK3v034t8NCKri/kmG1ZdtwaS+TMLty3w1PxJeb6NfwqvSbYYGjycbwrumM95xinX2luQ4Tk0GREqzHcv8eFATBY4NyJyigwv/uidCwdAuWr1wseOcMCo9K8VApE6ie+rVZOjC8nNrM7Kyzx044c67cdZfL9ip3vZ7k0oifYLuuVQIZERjst4KyLfzv4f2YbMtWU4fLlyAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIHdCCCBYgwKm0wgbwLcuwxvubXgPiPmb+FJ4HKT4+Y4b1J52ZKhkiiIOqdZ2u2k1SsjSYRFSaWJd821VfrR8AR1pUl7szRdkJUtJ/O799z/sJy6ZrUYgRQuW6XMDXP+6ZlZOe6owyryqiSLKgkN2z2BbDJQghe1ENdRSRSE/z2YCRRcpk7z72F555XFtm7KxXklCVRP/VbL6vGuuZx4LXct4T6iXPv1zhn+fr1L3dUqgcL9RaV+rp6yRXZGHAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhYEUACWWGq7aBaJFClifDw5HCUaDFXbJZsM4IjKhvCRgJVEj7VlrKyyXoITnB/8/t3zwMdzD4pJ0BspEpwebFqS7mFy+EJlPASYzaRUGlyvVIGUlwSaCGuY09JoEqyyPAOt6NKEqbSMoDhbBRzznrrN5zFFI6LchKoUjZP8Pqq7dMVllyNJoE0ZbNpZxwDAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIRBNAAkUzqvkIrQQqtx9K+Me9pd9sJZD5/hevdvdn8aSQd85qk7Lh3y23f0rwmKBgsb02I6i88y4e6p+3z41NJpD5/eBx5r/NkltmX5pgNko5ruEltMqJBU8UBMsZXHqvUmBUm5wP/y3O5eAW4jr2lASKii/D2ltqbCEkkDlfrfVby3JwJtbDEtBbIi4Yr+WuKRhnwbhtNAmkKVvNnS5fhAAEIAABCEAAAhCAAAQgAAEIQAACEIAABOYRQALFGBBaCWQupVImUPgyNaKl0jk1EqjShHO57BbttZXL1LCVQMEMkoOWL5FrNtw2TyaVq95y4slmiS9v75NqGUVhMTXY31u6hHozgSrt7VQphJslEyhcvoWSQOHz2tavzbJ8lY4JZvM89uQLUmlfJJvsvEaTQJr+JsZumVNDAAIQgAAEIAABCEAAAhCAAAQgAAEIQKClCCCBYqzuWiSQjYwwl6wRLdX2P1l7xTUSNeFc6bc8dOHMCNtrM9+vlKVkK4E8cfbci687l3Pk4QeW9kLyOD3+9Ity6poT5tV01D4zv3jwMTFLwQUlThQH7wcWYi+eSmHpnbuaiPKu/YWX3pDzL7mylEHjndNmGb1g3ZZbrm6h9wSqtNxgOQ4aCVRJhNVTv17M3X3fQ/P2owpeayVB47E/5shDZXJySoJ7d1Vr1+U4NJoEsm0/MXbJnBoCEIAABCAAAQhAAAIQgAAEIAABCEAAAi1HAAkUY5XXIoG8yfD/fOL53SaYzYS2+ZilzmxFi1mGqtyx3r8ZQeItsxUlHiodFz6/5trKTeh7UilqTyDvej3O5r83XHWZrDhkeako5a6lUkZOMCuj2vJwUbzKSYJKWTya5eC8Qnl8wkvTeWU1x9145aWOwDKiICgrtNexp5aDM9fs1ePbjnvLvKULzTVffeOt8smPvdepW40EqiTk6q1fj/WO4bF5MRdcerBSnHj1Z8pc7hjvmsvV7/qvfk/W/cUnS3VbLovOtkurFnvl2k2l/kzz77Zlsy0Dx0EAAhCAAAQgAAEIQAACEIAABCAAAQhAAALVCSCBYoyQWiRQeKI/eHlBKaIRLeYcQelj/tuc67K1Z8u69TdVzQSyXYIsmJVgzm/25jl59cp5WTmVsj2Ck+LmuybLxXyCGSjVluDyzhvOqvDYldtvJjzBXk4KeMuDeecJ7yMUFTrhcp15+prd9mWqRQKVq0/vWsrtWVTPdexJCWTKUGlfrGC5NBLInDNY/vCeOt/8/t2latTWb/jc3onK1XMwVirJruAx4fbq/S2YAdZomUBeGWzKFtW2+DsEIAABCEAAAhCAAAQgAAEIQAACEIAABCBgRwAJZMeJo/ZhApWyPfbhS+bSIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAKxE0ACxY6YH4iTgGYvmTivg3NDAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABPY1Akigfa1GuB4VAbKAVLg4GAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABFqIABKohSqbokIAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEINA6BJBArVPXlBQCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIEWIoAEaqHKpqgQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQi0DgEkUOvUNSWFAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCECghQgggVqosikqBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACrUMACdQ6dU1JIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQaCECSKAWqmyKCgEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQOsQQAK1Tl1TUghAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABFqIABKohSqbokIAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEINA6BJBArVPXlBQCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIEWIoAEaqHKpqgQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQi0DgEkUOvUNSWFAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCECghQgggVqosikqBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACrUMACdQ6dU1JIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQaCECSKAWqmyKCgEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQOsQQAK1Tl1TUghAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABFqIABKohSqbokIAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEINA6BJBArVPXlBQCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIEWIoAEaqHKpqgQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQi0DgEkUOvUNSWFAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCECghQgggVqosikqBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACrUMACdQ6dU1JIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQaCECSKAWqmyKCgEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQOsQQAK1Tl1TUghAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABFqIABKohSqbokIAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEINA6BJBArVPXlBQCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIEWIoAEaqHKpqgQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQi0DgEkUOvUNSWFAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCECghQgggVqosikqBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACrUMACdQ6dU1JIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQaCECSKAWqmyKCgEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQOsQQAK1Tl1TUghAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABFqIABKohSqbokIAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEINA6BJBArVPXlBQCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIEWIoAEaqHKpqgQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQi0DgEkUOvUNSWFAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCECghQgggVqosikqBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACrUMACdQ6dU1JIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQaCECSKAWqmyKCgEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQOsQQAK1Tl1TUghAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABFqIABKohSqbokIAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEINA6BJBArVPXlBQCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIEWIoAEaqHKpqgQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQi0DgEkUOvUNSWFAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCECghQgggVqosikqBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACrUMACdQ6dU1JIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQaCECSKAWqmyKCgEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQOsQQALVWdebdk7XeYbdv97dkZZ0KiFju7KR5+7vbpNcvii7ZnKRx2oOSCUTsrg/I1tHZiK/tnxRp9hyMOcc35WVuVwh8ryaA4Z622VqNi8zc/nIr+030CGjE7OSzRcjjzV8zXFTC8y3t6tNpFiUiemFrTdN7LSlkzLQ3Sbbx2YjOZgDbOu5tzMtkkjIxFR0/GbaktLT2SY7x6OvoasjLe2phIxatAvTfgZ7M7J9NDp+O9pT0pVJyfDEXCSHZDIhS/ozssWiXUSerI4DNDG8/1CnbBmeluhoF1nUl5HJ6azMZheufRq27W0pGZ2M5qvpdzSxk0iILBvslM3D0f11WyohAz3tC94uTHUv7svI+HRW5iz4Lh3scK6hUIiuuX2h/7Ot5/Z0Uvq622THAvc7mtgxdbFsqFO2jUxLFF5N7JjzLhnokOGJWee+HPUxcTaXzTv3rqiP5t7Z19UmhWJRJi3uL5rY6elIi+kDxy36dtt61vappl2Y2MlHVZzinmXY79efce4tWYuxidOnjkybW3jkR9Onau6dgz3tMpPNy7RF7GjGBZoxZVz3Tk27sO13TEVp2oWmbHG0Cy+wbMddzdz/9XSmJWE5prTtdyIbbugAM6Yc6s3ItoUeUyZElgy6YzSbT1z9n7m/mGdOm/7P9t5pU57gMbb13Nmeko5MSkYsxuyadqEaU5oxxKJO2WwxB6B5HtE8a8U5phzsbZeZ2bxM2zxTK+6dmvtLZyYlHW0pGYl4dojrWVYTOw05plQ8j2junZoxpaaP0PTtmnGX1+Y018KxEIAABBqdABKozhq0lR+an4nrgV1zDZrBj+1DqjNgRQI51YAEcqNR89CFBPJbMBJIFzuaiXwkkB9nGgluOxmreZDTTIho7lkN+cCuuHfG9cAex2Q3Eshvb0gglwUSyI8J2/F1M/d/tnLAUNPeX2yfi5BAPikkkEgCCVQKCM0LFEgg5x1J65fSDOTYXixCApVi2Nxn+UAAAhBoJQJIoDprGwlknyGCBApM9pAJhASqo+9BAiGBguGjefNOEztIoH3ogR0J5IR8XG/CayayyARyex9NtoxG9iGBkEDB+xsSyKcRV/9HJpByTIkEQgKFnuFs5SgSqLaHX43gJxOoNsZ8CwIQaB0CSKA66xoJhASqJYTIBHKpkQlUS/SIaCbyWQ5ON5FPJpAfk0ggXewYcrG9tYkEQgIFbhcsB+fCsM1ANMdqMuQ0giuODDmvqskEEkECIYGCI2WWg/NpxLXEMMvBiTRzdqWJIE3saO6dmpfSNE/ASCANLY6FAAQgUJ0AEqjOCEECIYFqCSEkEBKolrjxvoME0glEzZt3SCAkULBtamIHCeSTs31g12SImLPH9SY8mUBu3WmW69GIEk09kwnktyMkEBIoeD+Kq/8jE0g5piQTqBSWmnun5v7CnkAu4theLGI5uFIMsxxcPTMSfBcCEGhEAkigOmsNCYQEqiWEkEBIoFriBgnkU9NkkWkm8pFASCAkUPneKY6MB40cQAL59UImkMuCTCCXQzO/tU4mkN/ukUAiZAL58aDJ5jCxs31sVgqFYuTjB5lAzd2nmgDQxA6ZQJFNhgMgAAEINBQBJFCd1YUEQgLVEkJIICRQLXGDBEIClYsbzfILmiwyloNjObhgvCGBXBrsCeRyIBPI5RBHu/DaHZlAZAIF+2AkEBIoGA+aiXwkkEuOPtXloIkdJFA9T+x8FwIQgMC+RwAJVGedIIHsB1TOoEOxr4GmavaFSVDN9SKBXFqabI6ujrS0pxIyuisbiTqdSshgb0a2j85EHhvXRFbkD9dxgGYinz2BdBP5ZAL5gYkE0sWOIRfb0h2Ke2dcD+xxTHaTCeS3t97OtBNwE1PR9zgygVxuZAK5HMgEcjnYLkOpHX6ZMeVQb0a2LfSYMiGyZLBTtgxPW10SEggJFAwUzUQ+EsglhwRyOWhiJ64xpVWn9+ZBmr59UV9GJqezMpstWP0Ey8FZYeIgCECgiQgggeqsTCSQ/YDKGXQoJrI0VYMEcml1d6TFPKyOWYiStnRSBrrbnOUBbD62A2fNRBYSyIb87scggXQCkeXg/BjSxA4SCAkU7H2QQC4NMoFcDnG9QMGeQH6rsx13IYFcZpqJQs3oCwnk01o21CnbRqbFYlUxDWKxXfaP5eB8rJqJfCSQy40+1eWgiR0kkKor42AIQAAC+zwBJFCdVYQEsh9QOYMOJJATcWQCuQ0PCVRbB6SZyCcTSDeRTyaQH5NIIF3sGHJkAukmY8kE8tub5gUKMoFcbmQCuRyQQLp+RzvyQgL5xJBAIgkRWbaoUzbvjM7g0qxMoJEU2ol8JJAbw0gglwMSyO/TyATS3hE5HgIQaHQCSKA6axAJZD+gcgYdSCAn4pBAbsNDAtXWASGBdLFDJpAfZ5rYQQIhgYI9FJlALg0ygVwOZAK5HOJoF167Y8KSPYGCfTDLwbEcXDAeNBP5SCCXHH2qy0ETO2QC1faszrcgAAEI7KsEkEB11gwSyH5A5Qw6kEBOxCGB3IaHBKqtA9JM5JMJpJvIJxPIj0kkkC52DDkygdz4sV2WiUwgv72RCeSyYDk4PyaYsEQCIYHmj5NZDs7noZnIRwK53OhTXQ6a2EEC1faszrcgAAEI7KsEkEB11gwSyH5A5Qw6kEBOxCGB3IaHBKqtA0IC6WKHTCA/zjSxgwRCAgV7qDgyHpBASKDwXRAJhASa1+90piWRSMjEVDZywGQrnyNPFDqA5eB8ICwHx3JwweaxX39GRndlJZsrRDYrM6bM5YuyayYXeWxnJiUdbSkZmZyremxc+9s28xKbSKD5IcVycJHNkQMgAIEmI4AEqrNCkUBIoFpCCAmEBKolbrzvaCbyyQTSTeSTCeRHJhJIFzuGHJlAbvzYTsYigZBASKDKowHeWicTKBgdLAfHcnDBeNBkc5AJ5JKjT3Wbwzm+AAAgAElEQVQ5aGKHTKB6ntgrf/fXjxbljc3R8nShf/2k1UlZvr/Z2YwPBCDQqgSQQHXWPBLIfkDlDDrIBHIiDgnkNjwygWrrgJBAutghE8iPM03sIIGQQMEeikwglwZ7Arkc2BPI5RBHu/DaHROWSKBgH4wEQgIF40EzkY8EcsnRp7ocNLGDBKrtWT3qWxu+nZdHfrvnJdDa81Jy0tuSUZfH3yEAgSYmgAQSkWs33Cbf/P7dpWr+9vWfl5NWr3T+e+Mrm2TtFdfI5q07S39fdfThcuOVl8pgf68ggewHVM6gAwnkxBESyG1OSKDa7i6aiXwygXQT+WQC+TGJBNLFjiFHJpAbP2QCuRwW9WVkcjors9noB332BHKZsRyc3wczYYkECo4SkUBIoGA8aCbykUAuOfpUl4MmdpBAtT2rR32LTKAoQvwdAhCIi0DLS6CRsQn51q0/kYvP+6h0drQ70ucv198kX1l3kaw4ZPlu/x2uCCSQ/YDKGXQggZwQQgK5LQkJVFvXjgTSxQ6ZQH6caWIHCYQECvZQcWQ8sBycTxgJhAQKjwiYsEQCIYHmt4rO9pR0ZFIyMlF9rxjzLc2+LprnEbOQ0rJFnbJ553TkIN7sJzXYm5HtozORx2okhXYiHwnk4qdPdTkggfzmyJ5AVl0TB0EAAk1EoOUlULgujRS6+PPXyWVrz3aygcJSKHw8Esh+QOUMOpBATgghgdyWpHno6upIS3sq4WxAGvXRPHTFtaRN1DXW83fNRD6ZQLqJfDKB/MhEAulix5AjE8iNHzKBXA5kArkcNLKPTKD5k1M2zxmayW5z9mVDnbJtZFoKxeojEc0LFHH1fz2daUkkEjIxFT32s+13tOMvM6Yc6s3INouJfNWYMiGyZLBTtgxHywRzzWQCkQkUjF3NRD4SyCWHBHI5aGKHTCDtHYPjIQABCOzbBJBAofp55NFnZN36m2TDVZeVMoGCy8EFl4IzX902OrvgNdyZSUk6mZCJ6Vzkuc2bo7lCUaZn85HHag5IJUUGe9plx3j0m1ZLBsyDkR2Hwd42mZzKSTYf8eSpuVgRMZOVM3N5qyVXhvraZXzXnOQskMXFt7szLVIsyq4Zi4tQsNDEjnmo7etKy/BE9IO1+3BvV8/dHSln5nSXRfy2pxNi5M7oZPQ1mLK1JRMybnHedEqkr7tdhi3i14go89A+ZiGXkkmRIct2oag29aGaGN6vPyM7xmbFpsUN9LTJ1ExO5nKVjjb/rttMsrM9KW3plIxbTOBo+h1N7JiJLPPAs30sup9yYqerbcHbhankwZ42mZzJSbYiXz8UFve1y/DknBSiV5HaJ/o/23o2kq2nKy0jC9zvaGLHeQDuz8jw+KzVJKht7JjzLuprlzHL+4uJs2wuL9Nz0ZWsuXeaSdNCsShTFvcXzb2zK5NyJvMnLfpg23rW9qmmXYxMzkk+Gpn1PcvU21Bvm4xP5SQXHpuU6fKcPnV81tzCIz/Rfap/Cs29s7+rTWZzeZmxiB3NuEAz5onr3qlpF7b9jqGsaReassXRLryosB13NXP/19WRciSQzZjStt+JbLihA8y4oL+7XXYu9JgyITLU547RbD5x9X/m/jJR6v+qj/Ns75025QkeY1vPHW1JyViO2TXtQjWmNGOIAZPdE11vmucRzbNW3GPK2bm8zFgsY1rx3lkmADT3l472pGTSKRmLeHaI61lWEzsNOaZUPI9o7p2aMaWmj9D07Zpxl9fmNNfCsRCAAAQanQAS6M0aDO79E9wTKFzBZv+gLduG5UuXX+AsH5ezmYlQRknSzFgmRApRr+i9+Xalmd01Ez4L+0lIKpWQvEX50qmkNYdUMulca3GBr9e8BWlw2ZzXuYZCUcz/RX3MhJe5VJvzRp0r+HenjmXh600TO+ah2hyft5llFhHbetaUTXMN5liDzaZdmAZkYsKmbO41iOQt2ps5r3ngiKPda+JHE8O29WZ+P6p9GuFsBLXmo643y35HEzvmem05JCThTHTbxI7mvDZ8g1xTqaTknQnp6H5qX+j/bOs5rnpz2rxl7GjrzTZ2vDp2+5LoetPcX6LaZq33F03sxNO36/pUTbvQ1lu5sYl5WcRM4gU/C3Hecn2ohq8mdjTjAnNe2zFlXPdOTdl+N/5PMlecklW9H5NMsqfqrUnDV1M2/XnjuL80b/8XJ1/7sUxcY0r7sYlzf1GMC2rtp4wIN+PcSh/Nee35ivM8YvNcZDvWcH/bvl3EOjZpsDGlpg9WjU2U9xebZ75Y640xpdOKbNumOwa2n4/R9A+aetbEpPc8oLkWjoUABCDQ6ASQQKEaDC8HF65gI4uuvuFWWf+Fi2Swv1dslmnQBkl3R9oZgNtkJpg3LsyAfddMdNaQ5jo0S0vYplab32c5OLcWWA7O5cBycJpW6R/LcnC62NEsacNycH6csRwcy8EFeyj2BHJpOEtsjkxbZQKxHJzLLK7l4J7I/63ki7OyMn2hZGRR1RuqZkkbzZJecbQLryC242vNmN2cm+XgdGMvloPzednGjo6w/d5P7Ankk9Us6cVycC43+lSXgyZ2NPfOod52mZo1WcoLu9KJZqlPzbjLiwltf8XxEIAABBqZABKoTO2ZbJ9DD1omHzvj1N3+igTaHZjtgMoZdLAnkAMQCeTGERKottsHEkgXO0ggP840sYMEQgIFe6g4Jrs1csBcS1x7Ypgl3sx+c9lc9DpzSCA3KjSiRFPPmj2BHstd5VzLkanzpDOxtOoNVTORpSlbHO3CK4jt+BoJ5BLTTBRqRl9IIJ8WEshdFHnZok7ZvDN6LyfNHqXehLTtC6aaiXwkkBvD9KkuB03saO6dSCDNnYVjIQABCOwdAi0vgYzUufeXv5FP/dGHnBrwloVbv+4iOWn1Srnn/ofliMMOdPYHMh8jiMznc2vPdv6/7UBNU71kAmloucdqBh1xTYJqrhoJ5NJCAmmixj9WE8POhOXwtMXiVLpNzG2v3OyX0N6WktHJ6P3FNBNZmthBAtUWO0ggJFCwnccx2a2RA+ZakEBujZg9G2eyeav9IOMaU2pEiaaebSVQQXLyeO5ah8cRqU9Kd+KAqrclzUSWpmxxtAuvIExY2meIGGZIIL8J2MaO+YZ5Qc+sPmEjwZFASKBgR6t5gUKzeonZy66jLeXsAVjt05ZOykB3m9Wen+Y8tu1C8zxizmvbLjTPI+a8SwY6ZHhidvf9CstAsb13Om2+LyPj01mZs9j3SXPv1MzH2D5Havt2MoE0ZDkWAhBoRQItL4GmZ+bki1ffLHfd+2Cp/oN7Aj3y6DNy/iVXlv525ulrSvsBmX9EAtkPqLwHjfFdWZmzeNtW0yA1gw7NBLpmElRzvUggl5ZmIr+rIy3tqYTztnbUR/PmnWayRzORFXWN9fxdE8NIIN1EPsvB+ZGp6f9sZZ92ko4Hdrc+NFm0cT2wxzHZre1TkUBuPCCBRHIyJU/mvu7wWJH6hPQkDql6W9W0C824II524RWE/g8JFAzquPo/JJDueYRMID8qkUAuCySQy0EzH6N5DtY8OyCBNGQ5FgIQaEUCLS+B6q10JBASqJYYQgK51JBAtUSPCBJIFzuaN++QQEigYKvUxI75XmxvbSqWUtVMdmse2OOY7EYC+dHW25l2jPXEVPSLDkggkbnimDyd3+AAPCx5lvQlVyCBRmasBhWNNGHZ05kWsym4TbvQTBRagXrzIJaD82nZxo6GrznWtp7ZE8gnq8nmYDk4lxti3eWgiZ24xpSaPkLTtyOBNGQ5FgIQaEUCSKA6ax0JZD+gcgYdioksTdVoJrI0E+iaN+E114sEcmkhgTRR4x+riWEygcgECkaZJnY0/R+ZQC5lJJDLwfaBHQnkt04kkMvCdkmb6eJ2eS7/Lec7h6Q+IgOJo6reUDUTWWQCuSj3BQluKwc0/Y525IUE8okhgVgObt6YUrGfHsvB7Rt9qjMfw3JwpTA2YpAPBCAAgVYigASqs7aRQEigWkIICeRSQwLVEj1kAmljRzORRSaQH5NIoH3ogV3xAoVmslvzAgWZQG7bcMT6yLQUi9H9t+aNVCSQy9NWAk0VN8nz+e863zkodaYMJY6tWiGadoEEclFq7p3m+DgkOBLID2uWgxMhE8iPB81EPplALjcygVwOmtjR3Ds1Y8roEZR/hO2LReYbmnGXFxOaa+FYCEAAAo1OAAlUZw0igewHVM6gQzGRpakazaAjrjfhNdeLBHJpIYE0UeMfq4lhMoF0E1lIID/OkEC62IlrElR774zrgR0J5LYNJJDLQSNKNBlfthJooviyvJi/zbmWA5N/IIuSq6veUDXtQlO2ONqFVxAmLO2XCTPMNBOFmtEXmUA+LTKByAQKth32BHJp2LaLfUGsO2NKMoFKYUwmkOZuyLEQgEAzEEAC1VmLSCAkUC0hhARyqSGBaokeMoG0saN56EIC+TGJBEICBXuoOCa7NXLAXEtcb8JrJrKQQPuGBBorPi8v53/sXMzy5OmyX/JEJBB7Aklfd5vsGJutbXBV4VtIICRQMDQSZtJ/Uads3jkdGWcmdgZ7M7J91G6/Llvxq53IJxPIrSpbvqlkwnlxdWsT9qna2NG8QKF5KTey8QQO0Ah+MoE0ZBfm2I2vbJK/XH+TfGXdRbLikOULc9J98CytUs59ED2XtMAEkEB1AkUC2Q+onEEHmUBOxCGB3IaHBKqtAyITSBc7SCA/zjSxE4cEmkg+JcXUuHRkV0q7DEQ2AB7YXUSae2dcD+xIILcukEAuB022jEb22WYCDRefkNfyd7t1knyXLEmeUrU/0bQLTdniaBdeQej/yAQKBnVcEtzcX8Z2ZSWbK0Tek20zHiJPFDrAdtk/loPzwWmyOZBALjf61DfHlGQClRoSmUB+nzI9MydfvPpmueveB0v/eOG5Z8jn1p5dtUvfE3LE/MbaK66RzVt3qq5Ney+qdny4nLff/Qt58DdPyZcuv0A6O9rVP/XIo8/I+ZdcOe97NrxtfujaDW6mfFTd2ZyLY5qPABKozjpFAtkPqAxqzUSWpmo0b57ENQmquV4kkEsLCaSJGv9YTQyzHJwum4NMID/O4pBAGwvfl8nCa3JI8iMykKy+kTsP7IHJHsULFJrJbs29M47Jbo0cMDTimgQlE8iNNc3G3RpRoqlnWwm0s/Bbeb3wU+e6lybfIcuS76h6Q9W0C03Z4mgXXkGYsEQCBYM6rv4PCaR7HiETKPA80p+RUUuBqLm/dGZS0tGWkpHJuar9els6KQPdbbLdMvuPPtXFqRGImnunZkypeQImE0hDq7ZjR8Ym5OLPXycnr145Txx847t3yunvPLFqhk/cEsi7tsvWni0nrV7pFNAIqxtv+Wf503M+IIP9vbUVus5vLYQEumbDbXLjlZc6ZShXzlovEQlUK7nW+B4SqM56RgIhgWoJISSQSw0JVEv0sBycNnbIBAo8sA90yOjErGTz0bvaxyGBns9/R6aKW+SA1PtlceKEyAbAA/ubD+xIIHeyf7DDWeopX4iOX9vYMedFArlxppmk04iSOCTQtsJDsrnwc+e6TRaQyQaq9tFMZGnKhgTyqS8Z6JDhiVnJWdxfbGWfbYaIuQrNRGHkzSdwAMvB+TDIBGJPoGDb0dw7NfcXJJBLOY4+1ZwXCeRHMZlALosooRGWCl7W0JoTj5ETjj3CWQ7umKMOkx/ccZ9zvnBGizn/X111s/O3M09fU8qe8X63p6fL+W65TBiTMROUJeXu3+Espi9fcYF87IxTS4cGf3/V0Yc74uVn//7beZk8RmZdfcOtsv4LFznfM1Lsg+99u3z7tn9x/vsvL/lj2XDLHc6yd+YTzEwy5zzzvWvk8adenJcZVE3GhMsVZOpdeyVu5vc9afT40y861/Pt6z/vSLJwhpHH2xwTzPTyWIezrIJ1YK5/y7ZheXXTNjG/s//SRXL9X39WvnPbPU7GmPnvDVdd5khC73o8ZiZrK1jXmnEXx8ZLAAlUJ18kEBKolhBCArnUkEC1RA8SSBs7SCA/zjRZZHFIoOfyN8t0cYfsnzxVliTXRDYA24n8pl+/HQnkxAoSyG0ygz3tMpPNy/RsPrINdXekxUxim+Weoj6aSTqNKIlDAm0pPCBbC79yirQ4eaIckDy9avGQQD4e24l8zb3TnD2OCUskkF9vcfV/ZALpnkfIBAqMKckEcmA0Up/q3DNZDq4UxHtLAmUf/JnkX3Un7/fkp/3t75HkQYfN+8ly8iF8TUFBYrJWggJjeHTCESKfPu8jjngJZ7QYkXHbnfeXMl6MWDj0oGXOsZ7k8ARGORaepDjjPaeUXd7Mu/5lS4acv5vfX/c3N8nlnz7HkRPh33/i2ZeksyMjjz35QqQEOnj5kpLUiVoOLvy7URlSYQkU/n74756QMcvPmY8ROkbCGY4eo/XrLnJEUCVp5zEy37/n/ofl1DWr5RcPPipHHHagw6rceR5+9Jl5dXf3fQ+VxE/wd7x695iFr3FPxjm/VZ0AEqjOCEECIYFqCSEkkEsNCVRL9CCBtLGjmchiOTg/JuOQQM/kvyGzxVHZL3GyLE+dFtkAkEAuIs1SqprJbs3SHXFkPGjkgOEQ1ySo5m1m9gRyY3JvS6A3CvfJjsKvnWtZlDxBDky+v2p/omkXmrLF0S68gtD/sRxcMKjj6v+QQLrnESSQH5Wae6fmJQMygVzGcYh1Z0yJBCoF8d6SQLuu/1+S/ZWbNbMnP92XfEnafn/+SzOeRPn4h04rLbdW7pqC8ib4v8vJDk8OXHzeR+fJCnNeIzd+eOf9jlz5yX0PWu2rU25PIE8cVfp9I5o+8J41u/2+V7Zw9lO5TKDgEnRREsic15zz5de2ODIq+L/L8Sy3J1AwsyYscoK/b85nsq9MVpKRN+YTPL7ad73jy11TWAiGzxNmFvzvmdlZJ3sqyCwqw2xPxj6/5RNAAtUZDUggJFAtIYQEcqkhgWqJHiSQNnaQQIEH9r28HNxT+RskW5yUoeQJclDEpK25aiZB3bpDArkc4poE1UxkIYHcutCIEo3ss10m7LXCPTJceMy5lsHEsXJw6syqN1QkkI+nkd5aJxPIr7e4+j8kkO55BAkUGFOSCeTAaKQ+1RlTIoFKQby3JFCjZQIZYJ68ufRTH5cvXXtLKdOmnITxBIgngczSYcGPt0yYrQQKD/DM+W+45Q4nI8V8gkuzeceaJeE8CVROcMUhgTyR9MXPnSfXfeOHUk2slVvmLvhv37r1J6WMKVOmYKaQ+W9v6TpvT6SgdCongcLHe5zCS+mZf/eW06tXAgWFX2dHe9VxOn/ccwSQQHWyRgLZT9JpJ7I0VaN5mzmu5ZA014sEcmkhgTRRE3joUkzkOxOWw9MSvYOGyKK+jExOZ2U2W6jtwsp8qyuTkva2lIxGbO5qvqpZ0ksTO0ig2mInjkygJ3JflbzMSH/iSDk09dHIOEMCuYiQQC6HuCZBkUAuX82b2ntbAr1SuFNGC0+7123RnyCB/O62kSYskUB+vcXV/yGBdM8jSKDAmBIJ5MBopD7VGVMigUpBvLckUOQD0B4+wCZjw5MFYxO75KgVB5WWZrPJBKokQ2x+txyK4JJzQ4N9uwkR7zvVlrqLQwKZ3zXi5NmNr0l/b/e8/YHC5SgngYKi545/ecD5iskqMp84MoHCS+mRCbSHG95e+jkkUJ3gkUBIoFpCCAnkUtNM5Hd1pKU9lZBRi30NzP4Hg70Z2T46E1k9cU1kRf5wHQdoRCYSSAQJFHhgVwjEOCTQ47lrpCB56UkcLCtS50S2AiSQiwgJ5HKIaxIUCeTybSQJ9GL+RzJR3Ohcd29yhRyePKtqf4IE8vE00oQlEsivt7j6PySQ7nkECRQYUyKBHBiN1Kc6Y0okUCmIkUAuCk+qnLx65bx9d77x3Tvl9HeeWFpyrNwePmEJVG7ZtOCeQEY0/Oiun8tZZ77Lajk4I0t++dDv5l1XUKB0ZDLOkm/B/W7MNbzw0uvy/tNO3m1PILMXjtkDZ3hkXK7ZcNu8/W68/W8Mk/DSZuFylZM45nveMm9eNk2lwWlUJtALL70h69bfNG//nS3bhh2xZD7BMof38gkLrnKyx9TBGae/Xa782ndLewt5cXD2h05z9hqqJxMovDdU5EM/B+wxAkigOlEjgZBAtYQQEsilhgSqJXpYDk4bO0igwAP7XpZAj+Wuci6mI7FEjkqdH9kAkEAuIiSQyyGuSVAkkMu3kSTQxvytMll81bnunsQhsiL1iar9CRLIx9NIE5ZIIL/e4ur/kEC65xEkUGBMiQRyYDRSn+qMKZFApSBGAvntudyyYBeee8Zu8sXbz8db3qvafj3e2T155P23J0hsMoE8mfD40y+WLnbV0YeX5I35x/C1B/fWMX83MuOb37/b+X7wu8F/X/fnn5QHHn5c1n/hIue4KAkU/M3gOYN7C3lLtZUboJbbEyhcriA3bwk9j3uYi7dHkvmt4N+873l79ngcvboNXofhtniwT87+8LtrlkDBeooSYZETARwQCwEkUJ1YkUBIoFpCCAnkUkMC1RI9SCBt7CCBAg/se1ECFSQnj+eudS6mTfrkmPT/iGwASCAXERLI5RDXJCgSyOXbSBLo+dx3ZEq2ONfdlVgub0n9UdX+BAnk42mkCUskkF9vcfV/SCDd8wgSKDCmRAI5MBqpT3XGlEigUhAjgSIfxeYdYKTJO085Xk5avVL3xRY62ogb8zGZNK30IfOncWobCVRnXSGBkEC1hBASyKWGBKolepBA2thBAgUe2PeiBMrJtDyZ+5pzMUlpl1XpSyIbABLIRYQEcjnENQmKBHL5NpIEeib39zIrw851dySWylGp86r2J0ggH08jTVgigfx6i6v/QwLpnkeQQIExJRLIgdFIfaozpkQClYIYCRT5KFY6wDbDxf6MzXdkcE+fFYcsb74CVikREqhxqhsJVGddIYGQQLWEEBLIpYYEqiV6kEDa2EECBR7Y96IEmpNJeTp3Q+lijk9dLglTOVU+SCAXDhLI5RDXJCgSyOXbSBLoqdwNkpVJdywhi2Rl+sKqfQkSyMfTSBOWSCC/3uLq/5BAuucRJFBgTIkEcmA0Up/qjCmRQKUgRgLVNhfBtyAAgcYlgASqs+6QQEigWkIICeRSQwLVEj1IIG3sIIECD+x7UQLNFkflmfw3ShdzbOozkk50V20ESCAXDxLI5RDXJCgSyOXbSBLoidzfSl5mneu2WV4SCeR3tY00YYkE8ustrv4PCaR7HkECBcaUSCAHRiP1qc6YEglUCmIkUG1zEXwLAhBoXAJIoDrrDgmEBKolhJBALjUkUC3RgwTSxg4SKPDAvhcl0HRxuzyX/1bpYlam/0wyMlS1ESCBXDxIIJdDXJOgSCCXbyNJoMdyV5X6DiOTjVSu9kEC+XQaacISCeTXW1z9HxJI9zyCBAqMKZFADoxG6lOdMSUSqBTESKDa5iL4FgQg0LgEkEB11h0SCAlUSwghgVxqSKBaogcJpI0dJFDggX0vSqCp4hZ5Pv+d0sWYjdzNhu7VPkgglw4SyOUQ1yQoEsjl26gSyGaPMSQQEqi2EZdIOpWQod6MbBudiTxFR3tKujIpGZ6Yizw2mRBZMtgpW4anI4+Ns/9DAumeR5BAgTElEsiBgQRyY2Kot12mZvMyM5e36tNsD2pPJ6Wvu012jLnZv9U+i/oyMjmdldlsIepQ5+9IICtMHAQBCDQRASRQnZWJBEIC1RJCSCCXGhKoluhBAmljBwkUeGDfixJoV/F1eSH/j6WLOSx5lvQlV1RtBEggFw8SyOWABHI5DPa0y0w2L9Oz0RMt3R1pZxJ7bFc28obTKBIol5iWJ7NfEyN/CuJOtp+QvqJq+ZBAPp5GmrAkE8ivt7j6PySQ7nkECRQYUyKBHBiN1Kc6Y0oygUpBjASKHBpyAAQg0GQEkEB1VigSCAlUSwghgVxqSKBaogcJpI0dJFDggX0vSqCJ4kvyYv6HpYs5OHWmDCaOrdoIkEAuHiSQyyGuSVAygVy+jSKB5mRMns5tkEyiX2aLY861I4EysnUkOlOl0SYskUD+LTKu/g8JpHseQQIFxpRIIAcGEsiNCTKBanuu51sQgAAE9iQBJFCdtJFASKBaQggJ5FJDAtUSPUggbewggQIP7HtRAo0VX5CX87eXLuaA5HtlcfJtVRsBEsjFgwRyOcQ1CYoEcvk2igSaKe6QZ/M3S2dyP5ktjEpBsrIqdYkkE+0V+xMygXw0jTRhiQTy6y2u/g8JpHseQQIFxpRIIAdGI/WpzpiSTKBSEJMJVNtcBN+CAAQalwASqM66QwIhgWoJISQQEqiWuPG+s59iIn//IXe9+aLFD2rXUbY4pbM2fntbSkYno9fHTyUTzmS3zdvMGoGIBNo3JNBo4Wl5pXBn6WKWJd8hS5PvQAJZLOmFBEICBRtKqy8HN1XcJM/nvys9yeUyWxyRbHFajk19VtKJLiSQxY25kSYskUBIoGBId7anpCOTkhGLPZdiG1OaSf9FnbJ5Z/ReTmYpzsHejGy32E/KlNP2xRftRL4RiNvHZqVQiH4aGOxtl5nZvExb7OuieYFC85JBZyYlHW0pGYl4dmhLJ2Wgu80pm83Hlq8mdpBAPnkygWyisPmO2fjKJvnL9TfJV9ZdJCsOqb7XayOUvtnKE2TezGVrhNjaV64RCVRnTSCBlAPW/oyM78rKXM5usz7b6tEMOjQT6GbAms0XZWomZ3spVschgZBAVoFS4SBNDCOBRJBA+4YEGi48Lq8VflK6mP2SJ8ry5OlIICSQbLFcxiquN+E1E1lOnzoyLcXouTTRiPXezrTTWU1MRe/d0+oSaLL4imzM/0D6UofKTHGnzBUm5Jj0xdImvUggi8EFEsgCUuAQM5E/1JuRbRYT+R3tKefll2ELSZFMiCwZdF/UsfnE1f+RCUQmUDD+kEAiSCA/IjRZtJr5GJs+zzumPXHTlkgAACAASURBVJ2Uvu422WEh+zTjLk+8aq6lmY+dnpmTL159s9x174OlYl547hnyubVnVy12s4mFcHmu3XCbU/4oDpUg3X73L+Svrrq59OdVRx8uN155qQz2Vx6zVjvXg795Sr50+QXS2bF79nv4t4LnMb97xWfOlau+/o9NI+yauT3GWTYkUJ10kUBIoFpCCAmEBKolbrzvIIGUD+wJkWWDnbLZYqKlLZWQgZ72BX+r0NSdZvkFzVubmocuTexoJLhNxtfO4qPyev5fJZVok3wx6+wHZPYFqvbhrU2XDplALoe4JkGRQC5fzZvaqsnuZEKW9GesZJ/pf+eyeZmqIkfHi8/LS/kfy1DqSJku7pDpwrCsTP2ZZBJDFbsTzUSWpmw9HWlJJhMybiHvNBNZ3uSUzXNGM09Ykgnkh3Rc/R8SSDmmJBOoFJSae6fm/kImkIt4yUCHDE/MSi4f/daJzb3TqzjN84jm3ql5HtE8B2vunUggDVn/2JGxCbn489fJyatXzpMd3/junXL6O0+smuHTbBIoTHAhJFBQ3BhRc9ud99ckgsx3q0mg4LVrjq0tavhWoxJAAtVZczYPZ9qf6O5Ii3nrbGxX9NugmgGV5jo0D5S2k3TaiSzN9WoGHXFNgmquFwnk0tIs6dXVkZb2VEJGLdqFZvkFzWSPmeixncjSxIP2WE0MkwlEJlAwvjSxs9ASaEfx1/JG/j7pTC6S6cJO6UuskMNSZ1UNf9v7i+aeZX6wkd6E194743pgj2OyW9unxjUJqpnIIhPIbbJx3TttJrJGik/Jq/n/I4tTx8qMbJfJ/DY5MnW+dCaWVOxPNO1CU7Y42oVXCPo/ESSQH9Jx9X9IIN3zCHsC+TGpuXdq5iyQQC5jJJDLAQmknSnQHx8lDMIixMsaWnPiMXLCsUc4y8Edc9Rh8oM77nN+PJxBFMxQOfP0NaVMFu93e3q6nO+a7/3pOR9whNTjT7/onCt4vCervL99+/rPy0mrVzrHhTOZvGsIX/sjjz4jP7zzfucaNm3d4Vz7B9/3+7L+a9+TcLbM8Mi4nH/JlSWg5lredvyR8p+/e25eNk41URRma8qw7m9ukss/fY5z3rVXXCObt+7cjZs55+TUjExOTjnZWX9+4cfkn/7Pz0vHRmUUlavTcllOW7YNy6ubtjm891+6SK7/68/Kd267x/lN898brrqsJAHDjL98xQXysTNO1Qcc39irBJBAdeJHApEJVEsIIYFcakigWqJHRDORjwRCAgWjTBM7Cy2BthUflM35X8hA2yEymn1FuuUAOSL9yaqNgElQFw+ZQC6HuCZBNRNZSCC3LjSiRCP7bCSQl1W4NP1WmZJtMpF7Q45I/ZF0JyqvRY8E8rvaRpLgSCC/3uLq/5BAuucRJJAfk5p7JxJI9zxiKCOB3FhrRgn0TyMb5Ynp4domAur41seHVsixHfOzpoNCp9KEvpEHV99wq6z/wkXOMmZGpFyz4TYnm2V4dMIRGZ8+7yOOEPBEzWVrz3YETTjzxciNQw9a5hzryaGgzAn+3RT1e7f/VM44fY1TaiOHzv7Qac53g9fUkck4S9ktWzJUymS65/6H5dQ1q+XGW/7Z+a63nFtYAplrP+M9p5T+HrUcXFDimD2QojKhwjImePwLL70uRxx2oCNZzL+ba1m/7iKHm+Fw930PzZMwUbIuGBq2EujhR58pZSWFfzMot7w48RiHOdQRlnx1DxNAAtUJHAmEBKolhJBALjUkUC3RgwTSxg57AgUe2Ac6ZHRi1tnrLOqz0BJoS/6XsrX4H7Ks/TjZMveEdMgiOSp9YdXLQAK5eJBALoe4JkE1E1lIILcu9qYE2lZ4RDYXfib7p0+RKdkiY7lXZEXqHOlJHFyxP0EC+WiQQFF3v/l/Z08gfezoCNtnfHW2p6Qjk5IRiz2XNBnCmucRJFBgTNmfcVZoyFrs9YsEQgJp+wXv+GaUQOe8+FP5wcgLtSKp+Xu3Hv4++cTgEfO+703uf/xDp5Wyasr9QFDOBP93OQniyYOLz/uoI2dMxpAnmIIS5if3PThvebOwaAheR1A8GREVvO6hwT4no+cr6y7abek6m0yg4PeiJJC5JiNYXn5tiyOOgv+7HLewjDHXY7Jvwvv6hGVcueyiOCSQuWZPkIXPH/xvL2sqyCos7GoOTL64RwkggerEjQRCAtUSQkggl5rmoYvl4AIPXYqJfDKBdA9d7Ankx9lCS6BN+Z/J9uIjcnDH2+XVmf+QlHTLcenPVO1CkUAuHiSQywEJ5HIY7GmXmWxepqvsm+M1rLiWGN6bEmhL/gHZWvyVHNT+TpksvCEjuRflsNR/k77E4RX7EySQjwYJpBu5I4H0saMjjATyeNmOeZxxQV9GxqezMpctROLW7DM52NsuM7N5mZ7LR55X8wIFEkj3PGLgkwnkhmAzSqBGywQy9eDJm0s/9XH50rW3OMuZVcqE8cSIJ4HM0mLBj7fEW1gCmWPCS755S46Z3w8uzeadz2QRGQkUzFQK/lYcEsjLQvri586T677xQ6km0IJL4ZnrCi5vF15ezfzdK6+NBPKyh7zl5ILLs9lmApnftJVAwaXrPMYsCRd5q9znDkAC1VklSCAkUC0hhARyqSGBaokeMoG0sUMmkB9ne3M5uNcLP5Wdhd/Kkd1/IM/t+lfnok5IX1G1EdhOiGje+DU/2EiToM5kT39GxndlZc7ibVvNZLdmP7049j7RLBNmOCCB3ObS6hLI7C1m9hg7NHO6TBZelx3ZZ+XQ1EelP3Fkxf5E0y40giuOduEVgv7PXg5oJwo1oy8kkE/L9t6p4WuOtV32j0wgnywSSKQtnZSB7jbZPjZrFXL0qS4mTexo7p2aMaVVhb15UDNKIE3598SxNhkmnrAYm9glR604qOLyaeZ6w5lAlSRJ1O8Gs3LM/jzeXj6dHe3zsFRbki0OCeSV8dmNr0l/b/duWT3Bi6tUxnDWUyNkAlUSbXsiRvmNhSOABKqTJRIICVRLCCGBXGpIoFqiBwmkjR0kkB9ne1MCvZb/iQwXH5djej4sT03+b+eiVqUvlaS0VWwIPLC/+cCOBHJAIIHceGh1CfRa/l9kuPg7WZE5QyaKr8i2uSfl4NQHZTBxTMW+RDORhQRyMWruneb4ON5at5UD5vc1E4Wa0RcSyKeFBBJhObjAmJLl4BwYtu1iX+hTzfUigfwYNs8ZfPzsm5NXryzJHcPlG9+9U05/54mlJdbK7eETFjDh/w7vCWRkx4/u+rmcdea7pNxycN7fjOgJnmtooHfenkDm+kx2kPkct/LweXsCVfoNc6xZns58zHJs5ZY4K3f9D/7mqd1Ej5eZFJUJEyWBvKXyvAwob8+jcplA4SXxqsXuQmcCeeyC+y4ZVmZfo/efdjLNqIEIIIHqrCwkEBKolhBCArnUkEC1RA8SSBs7moculoPzY3Khl4N7NX+njBSfluN6z5JnJ+6RrEzK0emLpV16KzYEJJCLhkwglwMSyOXQ6hLolcKdMlp4Wo7IfFgmi6/IlrnH5KDkH8pQ8viKfQkSyEfTSBOWSCC/3uLq/8z9ZcxyXxfb2NGObm3rmUwgn6xmIp/l4FxujCnfHFMqlhLU3DvJBNL2fPvW8eWWJrvw3DPmSaHgfj5eNk54STJTKrNE20mrV5YKGF4SzRMn5USFkR/f/P7dpe8GzxVeKm7V0YfLjVdeKmaPoPDfvGsPlmv/pYvk/LP/UH731EZrCRQ8b3ApN29JuPVfuMj5/UqfatlOwSXuzLUtHuyTsz/8bmf/pHISKFiWYNnL/fZCSyBT3+EYMde84arLdtuHad+KbK4mTAAJVGdMIIHsB1TaiSxN1WgGHXG9Ca+5XiSQSwsJpIka/1hNDLMnkO5tZiSQH2cLLYFeyv9YxovPywl9n5BnJ+6VmeIOOTJ1vnQmllRsCDywv/nATiaQAyKuSVDNvgZOnzoyLcVidP+9qC8jk9NZmbXYs6G3M+10VhNT2cgTt7oEejH/I5kobpSVmf8m48WXZdPcr+WA5HtlcfJtFdlpJrLIBHIxal6gMMeTCSSiiZ1kQmTJYKdsGZ6ObPNx9n9IIN3zCJlAgecRMoEcGLZydF/oU535GCRQKYjJBLK6/ZQOMmLinaccP0/w6M7QPEcbyWI+RtjwgUAjEUAC1VlbSCAkUC0hhARyqSGBaokeMoG0saN56EIC+TG50BJoY+6HMikvyVv7PinPTfxcdhVflxWpc6UncVDFhoAEctGQCeRyQAK5HFpdAm3M3yqTxVflmI5zZaL4krw2+6DsnzxNliQrL0eBBPK72UaasLTNEDGlYzk4v45t753e/YVMoKT0dLbJzvHovWWQQH6caV6gMGPKXL4ou2ZykQ8/nZmUdLSlZGRyruqx7Ank4xnoaZe5bF6mZvORfJFA8/vKSGAc4BCwzXxpBVwmO2jd39wkl3/6HLJgWqHCm6yMSKA6KxQJhASqJYSQQC41JFAt0YME0sYOEijwwD7QIaMTs5LNR6cxLLQEeiF/q+wqviq/13++PDf+gIwXX5BDU/9V+hNvqdgQbCeyUsmEI0q2jsxYNapGmgT1JunGd2VlLleILJ9msluTRdvTkZZkMiHjFpkqtpOx5nxL+jOyxbLekEBIIEPgudwtMi1bZVXHeTImL8qrM7+UZcl3yNLkOyq2D0270GRzxNEuvELQ/4kggfyQjqv/IxNI9zyCBEIChW80DTemJBOoVIVkAkU+VnAABCDQZASQQHVWKBIICVRLCCGBkEC1xI33HZaDUz6wJ0SWDXbKZoslV8gE8iNzoSXQc/l/kOniZjlp4M9k49iDMlx8Qg5KfUCGEquQQFU6BMNsW+LnkikukWWJ90R2HZrJbiSQi1PzNjPLwbnMNKJEI/ts3mZ+Jvf3MivDckLXp2S88Jy8NHO/LEmukf2TlZfk0LQLTdmQQH6XxHJwynbBcnCl4LGVfewJ5Lc3TTYHewK53BDrLgdN7GjunZoxZeRgNnCA7YtF5iuaZXi9mNBcC8dCAAIQaHQCSKA6axAJZD+gcgYdin0NNFWjGXRoJtA1k6Ca60UCubTIBNJEjX+sJobZE0i3rwESyI8zTf/XlUlJe1tKRqss3fFc/lsyXdwup/SvlY0Tv5EdhV/L8tRpsl+i8hJOPLCLjBaelVcKd0h3Yn85IvXHkZ1GXA/scUx2a+SAKXhcb8Ijgdyw0izXoxElmnq2kUBP5W6QrEzK27o+I6PFZ+XF6X+T/ZK/J8uTlSWppl1oyhZHu/AaOf0fmUDBDj+u/o9MIN3zCJlAgecR9gRyYJAJ5MaEZj4mcjAbOAAJpKHFsRCAAASqE0AC1RkhSCAkUC0hhARCAtUSN953kEDKB3YygUrhpomdhZZAz+RvktniiLx94DPy0vhjsqXwgCxNvl2WJd9ZsTkwCSqys/CYvF64RzoTi+XI1AWRXYdmslvzwB7HZLdGDiCB/Kpv9T2Bnsj9reRlVk7qulRG5Rl5fuonsihxghyYen/F9qFpF0ggF6NmKVVzPJlAZAJF3qAqHEAmkAvGdsxjjtVkc5AJpOPb9EsMsxxcqSdiObhae22+BwEINCoBJFCdNYcEUg5YyQRyIg4JhASqp+vRTOSTCaSbyCITyI/MhZZAT+VulKxMyDsGL5GXx56UNwo/lUWJ1XJg6g+QQFU6hO2FR2RT4WfSnuiXo1NrI7sOzWQ3EsjFSSaQy6FRMoEey13lXO+ars/LiDwpz07dKYOJ4+Tg1BkV24emXSCBXIxIIJdDOpWQod6MbBuN3nNOEztJloMrtVckkE5SmKORQCJt6aQMdLfJ9rHZyLGROcBWsiGBfJyae6dmTGlVYW8eRCaQhhbHQgACEKhOAAlUZ4QggewHVM6AFQnkRBwSyG14LAdXWweEBNLFjmYiCwnkx+RCS6Ancl+TvEzLqUP/U14efVZeLdwpA8mVckjywxUbAg/sIpsLD8i2wq+kTbrkmPRnIzuNuB7YyQRy0bMnkMtBNdmdTMiS/oxsGYmeRI9aDq4gOXk8d60kJCVruq+Q0eIz8vTUj6U/uVIOrdKXaNqFpmxxtAuvkdP/sRxcsMNnOTgR9gTyIwIJhAQK9g9R987gsZrY0dw7kUCRQ3QOgAAEILDXCSCB6qwCJBASqJYQQgIhgWqJG+87SCAkUDB+NA9dmthZaAn0u9x1UpSsvHvROnl59Hl5Kf9P0pM4VFakzkYCVekQ3ij8m+wo/KckpU1WpS+N7DriemCPY7Kb5eD86uztTDupFxNT2cg6buXl4HLFKXky/3VJSaec3H2JjMtGeXLXbdKXWCGHpc6qyE7TLpBALkbNCxTmeJaDU8pRMoFK7ZVMIBeFrfg1x2om8lkOTseXTCD/Vqq5d2qeRyIHOoEDyATS0OJYCEAAAtUJIIFE5NoNt8k3v393idS3r/+8nLR6Zem/b7/7F/JXV93s/PeZp6+RL11+gXR2tDv/jQRSDljJBHLiBgnkNi8ygWq7RWkm8lkOTjeRRSaQH5MLLYG8JZxOX/RX8uroy/J8/h+kS5bJW9J/UrEh2E6INPMD+6v5u2Wk+ITD6IT0FZGdRlwP7EggFz2ZQC4HjSjRyL6ot5nnimPydH6DtEmf/F73Z2RX4hX53eQ/RgplTbvQlC2OduE1cvo/MoGCHT6ZQGQCBeMBCUQmUDAeou6dtcaO5t6JBIoconPAXiCw8ZVN8pfrb5KvrLtIVhyyXHUF9XxX9UMcDIE9SKDlJdDI2IR869afyMXnfdQRO+GG/sijz8g1G26TG6+8VAb7ex1hZD6fW+u+uYwEQgLV0l6RQC41JFAt0SOCBNLFjuZtZiSQH5MLKYEKkpfHc9dIUlLy7kVfkDdGt8gz+ZukPTEgR6c+VbEhMAkq8lL+dhkvvuAwWpW6VJKJtqodR1wP7HFMdmvkgCl0XJOg7AnkhlQj7Ak0Xdwuz+W/JR2JxfLWrotkOvGGPDr5HelOHChHpP57xbahaRdIIBej5t5pjicTSClHyQQqtVcygVwUtmMecywSCAkUvOEhgVwai/oyMjmdldlsweoh27Q5PiLBl949Hheee0ZpzjOK0ULJkumZOfni1TfLq5u2leZfo3476u+aawvP9Wq+G3Ud5u9e+e6698HS4fsvXSQbrrpMLajCv2fmtS/+/HVy2dqz5yU02FwXx7QWgZaXQFGNx3QEhx60TD52xqnOoWEphARSDljJBHLiCAnktjwkUG03HCSQLnY0E1lIID8mF1IC5WVWnsj9raSkQ05bdLlsHRsVs0eQ+e/j0n9RsSHYTog0cybQxvytMll81WF0bOqzkk50Ve04NJPdmrc2kUAudjKBXA4aUaKRfVETWVPFTfJ8/rvSldhfTug6X2YTW+U/J2+WTlkqR6bPq9g2NO1CU7Y42oVXCPo/MoGCAR2XBDf7tY7tyko2Fz1pumyoU7aNTEuhWNv4tdK3kEAuGds2b45FAiGBgu0p6t4ZPFYTO5p7p2ZMqelBWA5OQ6u2Y40EevA3T5VWPPJkhTlbcBWkSmdfKFlizrPhO/9bxienxEio4OpMtZVMdnvJv9p5whKo1t+s9D2P65oTjynNL4fZ1/qbSKBaybXe95BAoTo3kmfd+pscG7t86WLHRAcbabiDQwIpB6xIICfikEBuw0MC1XbTQQLpYgcJ5MeZJnYWUgJli5PyVP4GSSd65F1Dl8r20Rn5Xf5q58KOT10uCVNJZT62EyLNLIGey98i08WtDp2jU2ulPdFfteOI64E9jslujRwwhY5rEpRMIDekGiETaKL4kryY/6H0JA6RVV3/XeaSO+U3E9+QDlksR6UvqNg2NO0CCeRi1Nw7zfFkAinlKJlApfaKBHJR2I55zLGaiXz2BNLxbeYxpTZ2NPdOJFBtz/X7wrfKiYiwsPAkw+NPv+hcsrdNhvnfZs40mN1ittc44rADnMyU8PHethrlym2uw/u8/NqWeZlIRtBMTs3I5OSU81vhDJrgFh/BvwXnb825w0vDeS/5f+qTH5Q//7++Wvp9U77zPvEB+fK13563lFwwa2rV0Yc7GUvmY1PWchIonGRgzhUsSzgjq9JWJeEtTr58xQWOaDLnP/+SK51rDHKpxMur55NXryxtmWJY/MnZ75dL/tfXZfPWnfO2SPH4fvB9vy/rv/Y953c0WWT7Qvy32jUggd6scRO8a6+4xglqb08gr5F+/EOnlSx0WAIVigv8KpR56BJ3Mqwo0efWHKsJbnMFZlLOpnxJy+PM75tjDTKbsqmu1zypWp7XvQa7K4iPr30dqzgoY8dgs6ljr+5sjtUwM8faXoPuvPbx65zXhI9lW9bEu6buNMdqYlhzvVHtM5cvSjpVfrK+0vVr+Gr6HU3s7MhulLG512Vx+wrpbzuwKmrNNWjahbb/09SbI1D2cv8XVc/T+VH5xc6vSmdqUE5b/BdOv3Pv9qskV5yR9+x3hbQlOsrWiy2HuOvNpu/z69jy/mJZb7/c+XWZyg87fN4xdLH0pPeLiGH7+4smdnR9sH3fblvHWr768+4+NsnlipJOz+/zFuK85SpQxdcydszvqM6rHEPEce+Mismts0/Lo2M/lKWZlfLW/k/IVGFEfrHD9C0DcuqiylmFag6W4wLteW3HPJr7SzP3f3HytR13afhG3QvDv6nvT+zuL/rzuv1f1DhPc15bvpp+SsNXW2+N2DZtn6k19RbVBwfrNeq5IXisti3b3F80zwL0qX5txFZvirGJtn+wbZ+asnkxobmWhTr29V8XZfyN6OzLhfo97zwHnpSUvuW7P8tXykYJ/vsTz7jyx2TneKLg7A+d5oiGcplARj5UOr5cuczc69U33iqf/Nh7nT9ffcOtsv4LFzlbcpiPkRZ33/dQaem04LXNzM7K3fc+KJ/82PtKx27ZNuxkMW3aumOe+Amu9BSWMlHLwZnfvO3O+0tL1T3x7EvS2ZGRO/7lgXmrR33v9p/KGaevKV27V95KmUBB4RUsl/meEWzLlgw5QqzcViVeOQ2D8HJwwQQHsx+SqafpmVk5YNniiry88xgJZH7Tq+uDly9xeIZ/x5tHP+M9p8w7nmXpFrr1Ltz5kEAhlsE0uuNWHh6ZCbRleGbhauPNM3V1pJyJ1vFduchz93WnnQH71Ew+8ljNAeYNmKG+dtk+Ohv5tWVDHWLLwZxzYipnteRA5A8HDhjsaZOpubzMzkXfTBeZZQ8m5xxuUR/DN5svyvQC8+3pShvrIJPTC1tvmthJp5PS35WWneNzURicv9vWc09nynl9dHIqOn7b25Ji3i4fnoi+hs6OlLSnEjJm0S5SqYSYtPidY9Hxm2lPSld7SkYms5EczFvri/vaZZtFu4g8WR0HaGLYvP23bWTGQimLmDe4JmdyMldhHWUzQeA9xNlefmcmKe1tKRmz4KvpdzSx81L+xzJaeE72T71TliV/v+qlm77XvA2/0O3C/KjhOzGTk6zFOtX7DWScayhYrLmyL/R/UfU8Izvl6ezfS2disfz+0MUyPD4nT+b+Tswm78ek10omMVC2Xmz7HU3smB9aMtghO0ZnIpe0MQ+d5u32rSN293qzrM7I5JzkLe4v/T1tMpfNy/Rs9fvW49mvSk6mHT5Hpf9YuhLVNzXt7Uo7km2Xxf1FEzvdHSkxfaC5h0d92tJJMddh6rnaR9unmnZhzpm3aBe2sWOub1Ffu4xN5SQXXg4pYezq/Idlp08dnXFeaIn6RPWpwe9r7p0DPW0yk83LTETsmPNrxgWaMWVc986odjFceEJeyd8lg8lj5eiuD4ukpuRXY38rbYkeOS79mYpVomkXmrLF0S68QtjGcDP3f92dKeelNJsxpW2/E9Vuw383Y8rBnnbZsdBjyoTI4gF3jGbziav/M89m42/2f1HjPNt7p015gsfY1nNHe9JZinJ0L44pzR1hyVCHbLWYA9A8j2ieteIcUzr3l7m8zNg8U1e6d5YJAM39pSOTlI626HqO61m2mftUbexo7p2aMaWmj9D07Zpxl9fmNNeyUMc+uCEvrz8SPW+1UL/nneeUtSk56KTkbqetJIGMRPjhnfeXXRIuKExsloOLWmrNnON7t/+bXH7xOc71hVdkCn+/2rUFZcnw6MQ8CWR+xxNM5m9B2VRNApVbJcpcpyd2PFFTrc7K7QlkjvcyZ6Iyhcxe9ubj7U8f5D400LubBIpi7l1rkJf5t6BMCl9T+L/L1b3t7y50fHM+OwJIoDKcgnaYPYGiH0xUqessB+dEHMvBuQ2P5eDsOurwUZolvZz9K4anrSSQdjNNm6vvyqQcCTQ6GS36NMsvaGLnufy3Zbq4TZYkT5H9k++qetnsCeTjWcjl4KaLW+S5/HekK7FM3j50kTOZZv7b/Ptb0n8iXbKsbL3Y3l80seM+9Nnta7AvLIf0WO6qEpsVqXOkJ3Fw1RiOa+kOloNzsbMnkMtBs2SaZtm/qH0NdhZ+K68XfiqLEqvlyK4PSCI9J78auyZyfzFNu9CULY524TVw+j/2BAp29nEth8meQLrnESOBli3qlM073Zczqn3Mi0WDvRlnCVybj22bN+diOTj2BArGVNS9M3isJnY0906Wg7Np5e4xjZgJZJZxCy855smLShKo0vHlSIXnXcNiKkoCBZc9M+f3lmoLS6Dgak+vbdomwSwcGwkUXCXKK0d4qTxvKbZwOctJnuC/feA9axz5FV6JyhNVRgIF96s3v7vub26Syz99jlSSQMHjg9dTiZc5pl4JZOouvJyffevgyLgJtLwEMh3Wvb/8jXzqjz7ksPbS2davu8hJdSyXcmeO8+wrewIp1y9GAjlxhgRyuzbNRH5XR9rJBBrdFZ2xo3no0kz2aCay4uy8kUC62Pld7hopSl4WJ98mByTdFPNKHySQT2YhJdCu4hvyQv570ps8UE4e/FNHAm3M3yaTxZfl8NTHpTdxWNkqsZ0QaVYJVChm5fH8dSU2EjFE4QAAIABJREFUhyXPkr7kiqoxHNcDexyT3do+Na5JUPYEckOqEfYE2lZ4SDYXfi77JU6WI7pOl3RbUX45eqUkJSWr0pdVbBuadqEZF8TRLrxCtHr/ZzjY7hVjjtVsHq4Zo5kx5VBvxskAjPpoYifJnkAlnLb13Nmeko5MSkYsVhDQjAs0zyNIIL8VaO6dmvtLZyblZAKZzOqqY/Z0Uga622S7RZaeOQ99qksTCeRHlYkJPiI2ewIZQeItPeYJIcPOzItWygapdHyYeViieH8P72Hj/Z75/8FMILNUnbevu1n2rFomkPfda/7uB87PfGXdRWK+Yz42Eii4X3y52KmWFVVOAplzeNLk4vM+ulsGVLAsC5UJFF4mjkyg1uoFWl4ClUvJ8/YE8kKh0uZb5u9IIPsBlTPoQAI5YYUEcluX5qELCRR46BrokNGJWWepwqhPq2cC5Yq75Mn8/+dgGkyukoOTH6iKDAnk41lICTRZfEU25n8gfclD5aTBP3Yk0Mv5O2Ss+KwckvywDCRXlq2XVn9gzxYn5an8DSU21Vh5B2kmuzVvbcYx2Y0E8sO+tzPtLKU6MRX9ooNZmsosBzc9G72kbHdH2llieMziBQrNJJ1qsjuZkCX9GdlisexV1NvMmwsPyLbCr2RZ8h1yWOepTqbpz0f/HwfkCekrKvbvmnahKVsc7cIrRKv3f4aDrRwwxyKB/PC3jR3v2cz0D9nwcphlWpNtFm3U2DT8d9t6RgL55DQT+eYFCiNKrJYY7m2Xmdm8TM9F31+QQG592LaLfSG73GnzfRkZn85WXP472D41907NmFLTR2j6du2qFkggtybCEsibIzV/M/vAhKVPeAm04JYa5kV68wkKlagl08Iv3nvxEV6hyfy79zJ+WAJds+G20l49wb17wplA5hzhfW5M+cpxCAud8J5A99z/sBy4fKn89vHn5Kwz3+Vw0kqgsBgK/kZHJrPbnkBB2RUUc+b6w0volZM9HttKvMzf68kEslkaUNP+OXbhCbS8BKoXKRIICVRLDCGBXGpIoFqiR4RMIPvY8TJQDOn+xFFyaOojVaEjgXw8CymBxgsvyEuF22UgdYScOHCuI4Fez98jO4uPyYGpP3CWdir3sZ3I0rzx20gP7LOyU57JfbOE5qDkB2QouapqDMf1wB7HZDcSyK9KJJDLIkoCbSrcJ9sLv5blyXfLIZ1rHAlkMoEKkpNV6c9JUtJl24emXSCBXIT7woSlrRww16uZKNSMvsgE8mnZTnZr+JpjbesZCeST1UzkI4Fcbq0+pvSiRxM7mnsnEkjb8+07xwdfeveuylvqzftvb8WkzVt3isnQWTzYJye/9eiSlAmew7xUPzTYJ2uvuEYqHR8sfaU9ZIKi58Zb/tn5SjkJZP7dCJC77n3QOea/nLxKxiZ2OVKonAQKLgnnSSvzvWBG0pmnr5HzPvEB+fK1394tW+ib37/b+R1vyTmToeP9m/n3cFKBV9ZKewKFl48LLqMXrodqCQrBJd68cwaP9zKrvP2NyvEy16qVQF49e+WsVP59J+Jb+0qQQHXWPxLIfkBlUJMJ5AYcEsjlgASqrQNCAtnHznDxSXktf5cDui+xQg5LnVUVOhLIx7OQEmi08Ky8UrhDBpMr5W2DH3ck0ObCL2Rb4UFZlnynLE2+vWy9tPoD+67iZnkh/w8lNmY5Q7OsYbVPXA/sSCCXOnsCuRw0okQj+6Ik0GuFe2S48JgcmPwDOajzREcCPTD6/0peZuTY9J9LWsov7aJpF5qyxdEuvPbd6v2f4WArB8yxSCD/zmAbO96zGZlASenpbJOd47ORA3OWg/MRkQnksrCVo/uCWHfaPJlApSAmEyiyy2vKA4zQ+t7t/yaXX3yOk73Dp3YCZP7Uzm5vfRMJVCd5JBASqJYQQgK51JBAtUQPmUCa2NlS+HfZWvh3B3R34iA5InVuVehIIB/PQkqg4eIT8lr+blmcWiUnDHzUkUDbCg/L5sL9sl/iJFmeenfZerGdyGrWTKCJ4kvyYv6HJTb7J98lS5KnVI1hzWS35q3NOCa7NXLAFJo9gdyqb+Xl4F4p3Cmjhafl4NQH5YCOVY4E+tXodZKVXXJ0+tPSLj1l24emXSCBXIT7woQlEsgP57j6P/OCHhIICeRF2iDLwUmzjim9OkYC+f0qEqi2uYhG/1ZwmblGL8vevn4k0N6uAf3vI4H0zOZ9AwmEBKolhJBALjUkUC3RgwTSxM6r+btkpPikA7pTlsqR6fOqQkcC+XgWUgLtLDwqrxf+VfZLrZbjBz7kSKCdhcfk9cI9zvJmZpmzcp9Wl0BeBpXHZmnyHc5eKNU+msluJJBLUvM2M5lALjONKNHIvqhMoBfzP5KJ4kY5LPUxWdZxlCOB/mPs6zJXHJWVqYskkxgs2zw07UJTtjjkqFeAVu//DAckkB/OSCARloPz40Ezkc9ycC43+lSXgyZ2NPdOzZhS8wSsyfJkTyANWY6FAARakQASqM5aRwLZD6icQUd/RsZ3ZWXOYvNRTdVoBh2apbQ0k6Ca60UCubSQQJqo8Y/VxLAzYTk8LUWLn9IOnC1OKV2ZlDNJNzo5F3m45s0729h5Pv9dmSpucuNNFsnK9IVVrwMJ5OPR9H9R9by98BvZVLhXlqZOkuMG/tCRQGPF5+Tl/D9Lf+Itcmjqv5atl1Z/YPdEmQenWtaUd0xcD+xxTHZr5IApX1yToEggN3pMm8/li7JrJhfZX2tEiaaeoyTQxvz3ZbL4mhye+oQs7Tjcub88NPZ3MlPcIUem/lQ6E/uVvXZNu9CULY524RWg1fs/wwEJ5IdzXP0fmUC65xGWgws8j/RnZHRXVrIWz/Wa+0tnJiUdbSkZiXh2aEsnZaC7TbaPRS/jZ66aPtWtOySQH8NkAkUO9zgAAhBoMgJIoDorFAlkP6ByBh1IICfikEBuw7OdyDfHdnWkpT2VcB42oj5mE9/B3oxsH52JOjS2t5kjf7iOA5BA9rHzZO7rkpMph3ab9Mkx6f9RlXyjSaCCZCXduUOy2ZSkcksio0oTOwsrgR6WTYX7Zf/U2+WYgfc6EmiXvCYv5L4v3YmD5YjUOWWvvdUf2LcXH5FN+Z85m92bje8XJd4qB6beV7WeNZPdmhco4pjs1sgBU+i4JkGRQG5IaSbpNKJEU89REui53C0yLVvlLak/kcUdBzgS6OHRm0r/1pVYVrZ9aNqFpmxxtAuvAK3e/xkOSCA/nOPq/5BA9mNKUxtIID8mNfdOzf0FCeQyXjLQIcMTs87LGVGfqHtn8PtIIJ8GEigqsvg7BCDQbASQQHXWKBIICVRLCCGBXGpIoFqih+XgbGOnIHPyeO76EuSUdMhx6b+oCr3RJNBUcbM8n/8HaZc+OTpCcJmC7y0JtLX4K9mSf0AOaDtVVva9y5FAM7Jdns19SzpksRyVvqBsvbT6JOiW/C9la/E/pDM5JNOFYRlMHCsHp86sGsOayW4kkItSM5HFcnAuM40oWUgJ9Ezu72VWhuWo9IUylFniSKBfj31bdhVflxWpc6UncVDZ9qFpF5qyIYF83HFMWCKBfL5IIJaDq3Uin+XgXHKtPqb04gcJhASqbQaCb0EAAs1AAAlUZy0igewHVAY1mUBuwCGBXA5IoNo6IM1EfisvB+dLhkUyIzsd2Cekr6gKvdEk0Hhho7xU+JEkJCnHp/9nZEBpYmchM4E2F34u2woPyYHpd8tR/f/FkUBZGZencn8nbdIjx6Q/XfbaW/2B/fX8vbKz+BvpTx8sY7lXpV+OkkPTH6laz5rJbiSQixIJ5HLQvKmtESULKYGeyt0gWZmUY9IXS39mwJFAvxn7rkwWX5bDUx+X3sRhZduHpl1oyoYE8nEjgZRyNCGyZNBdstfmgwRCAgXjRDORjwRyybX6mNKLH03saO6dmjGlTZ/nHcOeQBpaHAsBCECgOgEkUJ0RggSyH1AZ1EggN+CQQC4HJFBtHZBmIr+VJdB48Xl5Kf9j6UscIRPFF6UoBTk+dbkkEmYxj/KfRpNAw8Un5LX83U5hVqUukWSivWpQaWJnISXQG4V/kx2F/5SD0++Tt/SvcSRQoTgnj+evl4S0yfHpS8ted6s/sL+av0tGik/K0vb/n733DpOjuPb+v909u7O72qBVXK1yzgGDQMYmGwMCjMEgkk2yZYywMeHCi3x/vn788vjKF4zBJsoig4wQRoABgS5JxgSRlbXKebU5p9mZ7v691U3N9PT0zHTNzmhnZ077D6Od6u6qb52q6j6fPqemo7p7C4owFuM8l8Ts41S9sKfC2S0CB1ijU+UEJQhkmlRfgECbA3+BCh+me25CsbefAYG+bl6BFn0XxigXoUSa4Dg+RMYFQSBTQrZUlpXm44hLSEEQiCBQYk+17tP+5ecqyPMqaGztnX0mjXEBoGxgPo7Ux4d3Iump2bXdPvMY79TFXrR0+tHt1+LKThDIlMitviJ7lLLrlg3IR01jJ7Q4WdvSYU4VtR2RtZMgUNyhSAVIAVKAFOh1BQgC9bALCAK5f6AyHjpoTyDD4ggCmQOPIFBiE5CIIz+bIVCN9jmOaO9jkDwXTfomBPQuIx0cSwsX7ehrEKhW+wKV2ntGc6Yq1yNXKolpVCK2k0wIdFBbgwZtA8bknIPxxccZEIgdGwJ3G/8fDc5l+wv7PvVlNOs7MTJvHg52rUMBRmKi5/KYfZyqF3aCQKbslA7O1EEElIjAvnj7GljnjH5sr8AcBetb/oFmrQKj5fPRX57qOD5ExoVI21IxLngDsn3+YzpQOriQOacKgtOeQGLvIwSBQjYp8gGFyEcGtCeQqXEqwLrhjxEAiCJrJ0GgxN7r6SxSgBQgBY6mAgSBeqg2QSCCQImYEEEgUzWCQIlYj9i+LtkMgQ6qa9Cgb8BI5UzU6p+iS2vBVM8i5KIwqvB9DQId0T5Ejfax0Z6Jyk9QIA2LaVS9BYF4RMu4nPMxtnhOEAJtUR9CQG/HNGURcqTIfsl2J+gu9Xm06wcxsd+Z2Nn+NvIxFJM8VxMEive5rcAXv0xMEUcWQaDeg0AaAtgU+DNkKJjpuQ0FXsWAQBubX0Gjvhkj5XMwQJ5JECjOo0Vf+mqdIBBBIKs5UyRQSA0RRz5FApm6ZfszJbceEdshCJTYuzqdlT4K7N5fif9csgx/WLwQ40eXC1WsJ+cK3aiXCn++vgL3Ll2JR/54C0pLinqpFnTbo60AQaAeKk4QyP0DFZOaIoFMgyMIZOpAECixCUjEkZ/NEGi3+gLa9P0Y71mAKv1dtKv1mKL8DF5pQFTh+xoEOqT+L+r19UZ7xso/QrE8PqZRidhOMiOB9qmvoFnfgQm5F2J00YwgBKoIPA4f6jFZuQ550qCIumf7C/uOwNPoRDWmF12ILa0vw4sBmOL5Wcw+TtULeyoiHkQiRFijU/UlPEEg06REvtQWiZYR6edYkUABvQNb1AehIB8zPL8KQqDNza8b8+AI+UwMlI9xHB8i40KkbakYF7wB2T7/MR0IAoXMOVXzH0UCib2PUCRQyCZF1k6R9YUigUyNKRLI1IH2BErMXyBy1qrVH+C3dz8RdspPL5+PW69f4OoyyYIlnV3d+N09T+BAZU3SwIRI3f68dKXRXt5ukXPdCMXb98a764LFRXS238NeX/vvTv3Ky8ycOg4/v/I8/G3560nT2o0GVKb3FSAI1MM+IAhEECgREyIIZKpGECgR66FIILe2s01dim69GVM9C3EYr6MlcASTlKuQL5VFFb6vQaB92j+NNEjsGKXMR6k0I6ZR9RYE2qu+hBZ9NyblXIKRxVOCEGin+hw69EpMUK5EP2l4RN2z3Qm6LfA3dKMJxxZfhS9bnkEOijHN84uYfSzi7BZJ3ZEKZ7cIHGCNTpUTVMSRRZFApvmJgBKRfo4Fgdh8zuZ1Pg54JNCWlrdQp32Bcvk0DJbnOo4PkXEh0rZUjAvegGyf/5gOBIFC5pyq+Y8gkNj7CEGgkE2KrJ0EgdJjnzXWexQJFLJhts7SATBYsO7Lrfj97dchPy8XHFYwbfjfYumULFjCrrP0mX+ipa0DDI7MnTOlx90jUrd4UKWnleG6zjt2Gi6af3JQ57IhA1wDN2sdROpr7+OetoXO77sKEATqYd8RBCIIlIgJEQQyVSMIlIj1EARyYzu6rmGj+idD4Nme/8AB6UU0+vdjgnIF+kkjogrf1yDQbnUl2vR9RnvKlVMxWDo+plH1FgTara5Am34Ak3OvwIii8UEItEd7Ca3aboxVfoRiKTKKKdudoJv9D0CVOnFi6Y34uPEhYz8rtq9VrEPE2U0QyFRSxJFFEMjUTASUJAsCdeq12KE+aUQNsuhBDoEqWt5FtfYJyuSTMFT+tuPwEBkXIm0jCBSSOxVfrRMECulLEAigdHAhexBx5FM6OFO3bH+m5NYjYjsia6fIM6XIGzBFAomolVhZJ0BgBxaNza244c77sGnbHuMm554xzwBE7GDRO9bolqfuvxMTxg53LM8gU7SD1YMf+w5WhYERBjzaOrrQ1tZh3GvY0IFYevdtwRRv7PfHn19tnG79zQqB2G/21HA8JRqLivnV//fX4P1Z+66+9Bzc9eenwlLJWaNrWDQNS6XGDidt7G21a8rOY/d/8bW1hpZvvrcuLCKL6chBmL391112Dp5Y8WZYfWMBO6c+tqaD4204fs6UoI5Mg6sWnIWb/+tBHKmuD/Y5b5fdJqz1TcwS6ayjoQBBoB6qTBDI/QMVk5rSwZkGRxDI1IEgUGITkIgjP1vTwfn0RlSoy5ArlWCa53ocllahtnsXxioXo1gaF1X4vgaBdqhPo1OvNtozRD4Bw+RTYhqViO0kMx0cj/iZmvsTlBeNCUIgvlfQSGU+BjhEMWX7C/uGwN1Gf542cDHer18CSfdgVs6tMfs4VS/sqXB2i8AB1uhUOUEJApkmJfKltggoEennWJFA7fph7FKXG3ufGXugfbMn0PaWtajSPsQQ+dsYJp/kOD5ExoVI21IxLngDsn3+YzoQBAqZc6rmP4oEEnsfoUigkE2KrJ0i6wulgzM1TgVYN/wxxV60dPrR7dfivoiKrJ0EgeLKGSqw/1Og6ZDACUkqOvoEoH/kx5DRokSsf99cYcIfBiW483/B+acaES1O0TYMMEQr79QaBkjueWQFrrzoe8bP9zy8Akt+szC4Vw2DIKvf+zQIfqx16/L5sPrddbjyojONc1nZqpoGA6xUVteFgR/225iRZWGRODwyJ146OHbPla+tDaZP27x9L/LzvHj1rQ+D12T3X77qbcw/Y17EPjtOEIi3485f/Rir3/0EPzr3FCMay34ve/t5O9n/u0nbJwKB2PV4H48qH2LoyDRmoOu26xdEtQF7nyXJaukySVaAIFAPBSUIRBAoERMiCGSqRhAoEeuhSCA3ttOi78Fe9R8olEZjgudSVMmvo8q3FaOVC9BfmhxV+L4GgbYGHoUfLUZ72IbobGP0WEdvQaDt6tPo0qsxPfc6lBUND0Kgw9q7qNO+RLl8OgbLx0VUPZudoJruxyb1PsjwGBDo3fq7DH1mKbdDkpgbyvlI1Qt7KpzdInCAtTZVTlARRxZFApl2JwJKRPo5FgRq1fdij/oiCqUxGK8sCEKgna0folJdi0HyXAyXT3McGCLjQqRtqRgXvAHZPP9xDQgChcw5VfMfQSCx9xGCQCGbFFk7CQJROrjE3nozdE+gDx4A9oX2hUlUG+HzTv4lMCYyYjoaBLJGqdijWqzAxE3KtXipy9g1lq96B7ffcJnRLBZdxOEM+7f9/Fh1s0a4NDS1hkEgdh8OK9hvVnARCwKVDx0UUSdWLw523KR0ixZdxWGatT/tmjrpF09T6/XcQiAOeaKlruN9YtW4tKQoqMMl55+alDR+wrZNJ7hWgCCQa6mcCxIEIgiUiAkRBDJVIwiUiPUQBHJjO3Xa1zisvY2B0myM9JyFWs//4nDn+rj75vQ1CMQgAYMF7CiSxmOc8qOYRtVbEKgi8Bh8aMBM788xpHBoEAJVaR+hWvsIQ+XvoEz+TkTds9kJ6tfbsFV9GB6pH04ZcCveb/gfaHo3ZnhuhoLoqRREnN0iX22mwtktAgeYcaTKCSriyCIIZA5TEVAi0s+xIFCzvgP71FdQIk3EGOXCIATa1fLpN/P9MRihmF+B2g+RcSHStlSMC173bJ7/uAYEgUKWnKr5jyCQ2PsIQaCQTYqsnQSBCAIl9taboRCoD0YCMQhkTbnG+pPt28OiRqJBoGjlnWzBGqHDfrdDi3gQiEGJa27+Y/DSPFWbHQJxuMFgxcHKGljTzrmBQE6Qw54W7a47rjMijewHv7c1dZ61LNPx+jvuNVKvscOa1s4NBLJrYE3PlgoIZNWbt5VSwiU60x298wgC9VBrgkAEgRIxIYJApmoEgRKxHoJAbmznsPaesVE4S482VDkBDTnv40DH5xghn4mB8jFRhe9LEEjTVWxS7w22hadIimVVvQWBeMTSbO8NGFQ4KAiBarUvUam9i0HytzBcNsP/rUc2O0F9qEdF4HHkYgBOGngj/tVwHwJ6G6Ypi5AjFUbtZhFnN0EgU0YRRxZBIFMzEVCSLAjUoG/GQXU1SqXpGKWcG4RAe1q+wEHtrZjRkCLjQqRtBIFCU1EqUhcRBArpSxCI9gSyLvwiKb1oTyBTuWx+pkzUdkTWTpFnSpE3YNoTSEStxMq62RPImmKNAyF2t2gQKFZ5ey3tEIX/HguCWCOBWKq6xUuWBVPFxYoEYtc2fn/0BeM2f1i8MGxfId4m9v9WuBUtEsjellhRUU7p4Pj5HAAtWbzQiKTpC5FAfC+jWPs8JWaRdFYqFSAI1EN1CQK5f6BiUtOeQKbBEQQydSAIlNgEJOLIz9Y9gfaqq9Cisz2ALkSJPBHNOR9jb8eHKFdOw2BpblTh+xIECqADWwIPBtuSi1JM9SyMaVQitpPMPYFYPVl9j8n7NQb0Kw5CoEZ9Gw6or6G/NA2jlfMi6p7NL+yd+hHsUJ9FPspw4sCF+LDhQbC9rqZ6rkcuSqL2c6pe2FPh7BaBA6zBqXKCEgQyzUnkS20RUCLSz7Eigeq1r3HIiPCcgxHK94MQaG/rehxQX0d/eSpGy+c7jg2RcSHStlSMC96AbJ7/uAYEgULmnKr5jyKBxN5HKBIoZJMia6fI+kJ7ApkapwKsG/4Y2hMoaMRsnaUjMuqGwwqmDdsPxg597CnQOMThqcTYedbIlXgp0+ypxXifWKODYkUCMQh079KVwb16rPvp2COB2LXt+91wiGGHYXYQY9+nZ83azzCifCi+3rQjuJdPTyDQfy5ZFoRSTBMr2HKKBIqWxs/JppMdCWTfF4rd07oPFI2r9FWAIFAP+4YgEEGgREyIIJCpGkGgRKyHIoHc2M529Ql06XWYpFyNAnko2nI/x67296OmHeM90ZcgkE+vR4X6OHKlInTrrZCRi5mem2MaVW9BoE2B+6GhG9/y3orSwn5BCNSi7cZe7SUUS+MwVrk4ou7Z7AS17n9ywoCf4JPGR9Gh1WKSci3ypcFR+1nE2S3y1WYqnN0icIA1OFVOUBFHFkUCmaYnAkpE+jkWBKrRPsUR7V8YLB2PcuXUIATa37oF+9SXUSxNwFjlIsexITIuRNqWinHBG5DN8x/XgCBQyJxTNf8RBBJ7HyEIFLJJkbWTIBClg0vsrTdD08ElKkaKzmOA4Ld3PxF2dZ7qjf/RmqqMRegMKi3G8cdMNSKB2GG9BksJNqC0OJjazKm89WbR9raxRvs88vQrxin8ftbf2N/ZHkI8zdp3j5+J5tZ2Awo5QSBrSjgWdcMPa0TSuWfMw9WXnoO7/vxURLTQ48+vNk7hKeeeXPEm+N/Y36OlRIsVCcTOs6bPmzllrHEPHqnkpJG9vhzYOZlJsiEQu4c9govrwfYIoiN9FSAI1MO+IQhEECgREyIIZKpGECgR6yEI5MZ2NgbuhQ4VM5VbocgedHrXY3vb/xpRQCwaKNrRlyBQOw5hV+DvKFFGolk9aDRptueOmEbVWxBoY+BP0KHhOO8dKCn0BiFQu34Yu9TlKJDKMVH5cUTds9kJ2qRVYL/2T5RIk3DcgEvxaeMTaNMOY4LyY/STyqP2s4izmyCQKaOII4sgkKmZCChJFgQ6on2IGu1jY/8wto9YgVdBbo6CA60V2Kv+A0XSWIxTLnEcGyLjQqRtBIFCcqfiq3WCQCF9CQJROjjr5CYSzUHp4EzlsvmZMlHbEVk7RZ4pRd6AKR2ciFpU1o0CDGgtX/UObr/hMiPKiQ5SIJsUIAjUw94mCOT+gYpJTengTIMjCGTqQBAosQlIxJGfjeng/GjD1sDD8KAA0z2/hCQB3XlbsbX19WAaoWjK9yUI1KzvNL5+H5QzGc2Bw/DrbZjqWYRcRN8vRsR2kpUOTtc1bFT/BAkyjsu7A8X9coIQyLrvzVTPzyK6JZtf2Ou1DTikrcEAeRaOKb0Anzc+gxZtP8Yrl6JQGh118kjVC3sqnN0icIA1OFVOUIJApjmJfKktAkpE+jlWJFCl9h5qtS9QLp+GwfLcIAQ61Lobu9Xn0U8aiQnK5QSB4jxalA3IR01jJzQ9dkG2dpaV5uNIQ6erhxWCQIJwVAKGlOajyqW+qZr/KBJI7H2EIoFC04HI2imyvlA6OFPjVMyphj+G0sEFjZjSwbla3jOukDXNXMY1jhpECsRRgCBQD02EIBBBoERMiCAQQaBE7IafI+LIz0YI1K4fwi7178HoEubI0vJ3YWPLquCG4pkAgRr0TTiovolhubPRHKj8JlXY1ciXhkY1LxHbSRYE0vRubFLvN9LVHZt3axgECujt2KI+FAR29opnMwSq1T9DpboWg+S5mF16Nr5sWoEmdaeR7oqlvYp2EAQylXFrO6ysiCOLIoFMfXsDAh3U1qBB24AR8vcxUJ4ThECHW/djl/osClCGiZ6rHIeGyLgQaVsq4ChvgFsHrz6rAAAgAElEQVQbVmTJ+MiqurHL1aMFQSBXMgULeRQJA4q8qGmKr6+I7cgEgYIau434ys9VkOdV0NjaHbcTRcaFyEdpBIFC0ousnQSBKB1c3EEbpQBFAiWqHJ1HCpACpECkAgSBemgVBIHEHC0UCWQaHEEgUweRl66CPA9yFQlN7f64o5a9sJcWeVGb7Bd2WcKQEi+qXDpa4lY0wQIijvxshEAN2iYc1N5EqTQNo5TzjEggqWA/vm5+ASXSRIxRLoyqfF+KBKrRPscR7X2M9M5DS6AKzeo+jFMWoEgaE7V9IraTLAgU0DuwRX3QAD3H5N0UBoF0XcdG9R6jvk6p7LLZCWpNfTW99HR83fQSGtStGCWfj1J5atQ+FnF2i6TuSIWzWyRChDU4VV/CiziyCAKZpifk7BZYO2NFAu3XXkOTts2Y19n8ztPBHWk9hB3qU8iTBmOycq3j2BAZFyJtS8W44A3I5vmPa+AWDrDyIo5CkccvgkAhtdwCRBF9WVm3/UwQKKSsSDQHpYMzdaM51dRBxHZE1k6RZ0qROUJkbh9Y7EVbpx8+v+bqFhQJ5EomKkQKkAIZpABBoB52JkEg9w9UxkNHiRct7X50B9wtzG67R+ShI1VOULd1ZeUIAplqEQQSsZpQWREbzkYIdET7N2q0T4w9I9jeEQwCefodwRdNz8bcM4Ip3JcgUKW2FrXaZxiffwaa/JWoD4Sco9EsS8R2kgWB/GjB1sCjyEEx5uQtCoNArJ6bAvdDQzdmeG6GgvC8zNn8wn5Yewd12lcol8/A1NITsaHpVdSpGzFSPttIERftSNULeyqc3QSBQr1YlO8xPhNu7Yj/oUNpYS66/Co6fWrcRaRfngfMid3s4gMKkS+1RUCJSD/HgkB71JfQqu8ORsNxCFTdWo0KdRm8UimmKAsdNREZFyJtS8W44A3I5vmPa+AWDrDyIo7CuAPHUoAgUEgMgkAARQJZ3kdKvMbHeX4X7/Ui6wulgzM1pnRwpg4icztBIJHVjcqSAqRANipAEKiHvU4QiCBQIiZEEMhUjSBQItYDiDjysxEC8a/FRyrzMUCaYUCgvMJ6rGt8HAXScExUrowqfF+CQAfUt9Cob8SUfuehsbsK1X62V8YZGCwfG7V9IraTLAjk0xtQoT4GLwZgVt7PIyDQ1sAj8KMVUz2/QC6Kw+qezU7QA+pqNOqbMVI+B5NKj8Om5jdRE4jfxyLObpEPKFLh7BaBA8wwKBLIHB7ZCoHYvj9t+kGMUy5DkTQqGAlU01aPbYFHkINCTPMsIggU59HCrSOf9gQyhSQIRBDIOqQIAhEEsk+xfWlOZXWnSKBQD1IkUGK+CDqLFCAF+q4CBIF62HcEgQgCJWJCBIEIAiViN/wcEUd+NkKgnYFn0IEqTFCuRD9puAGB+hW14KOGR5EnDcFk5ZqMgED71JfRrO/EjMKL0eSrxiH/vzFEPhHD5O+mFQTq1Gu+SdU0FDO910ZAoO3qU+jSazBJidzPKJsh0F51FVr0XUb6wvH9Z2BL8zuoCnyCMvlkDJXnRe1jgkCmNG5th5XtS+ng5M5uDHn+HQTyvai7/Iy4S0kmRQLtCDyNTlRjonIVCqSyIASqa2vClsCDUJCPGZ5fEQQiCBR3XIgUIAhEEIggkPOIEVk7KRKI9gQSmXetZSkSKFHl6DxSgBQgBSIVIAjUQ6sgCCTmaKF0cKbBEQQiCNSTqYcgUOwoss2BB6CiE9OVG+GR+hkQqLi4Cx/U/zVmuiDWJ30pEmiX+jza9YM4pvAnaOyuwb7uNRgozcYI5ay0gkDteiV2qc+hQCrHdO9VERBot7oCbfoBjFMuRZE0Oqzubh35IhtAsxv0ha82rbqM7T8J25v/hUOBDzBE/jaGyScRBIozibq1nb4GgaROH4bd9Sz0/Fwc+e1VcZeSTIJAFYHH4EMDJnt+ijwMDEKghtZ2bFLvgwQPZnluJQhEECjuuBApQBCIIBBBIIJAseaMvvBMaa0/RQKF1KBIIJHVkMqSAqRAJihAEKiHvUgQiCBQIiZEEIggUCJ2w88hCBQdAqm6D5vVv0CCglme2wzJGAQqLVHxft29yEE/TPPcGFX+vgSBtqtPoEuvw9zin6PJV4udvpdRIk3CGOWHaQWBWvUD2KOuQKE0ClO9V0RAoH3qK2jWd2C08kP0lyYRBPpGgR3q0+jUzaiHUf1HY2fLxzjgfxeD5OMwXD6dIFCWQiD4VZT/7kmWowqV//fauEtJJkGgrYGH4UcbpnluQA6KghCoqa0bGwJ3G1rM9txBEIggUNxxIVKAIBBBIIJABIEIAgXiTpsiKYbjXsxSgCKBRNSisqQAKUAKxFaAIFAPLYQgEEGgREyIIJCpGu0JlIj10J5AsWynQ6/CTvUZ5EtDMOmbtG8MAg3ur+Dt2iWQkYuZnpujCt+XINAW9WEE9DacWPJrNPrqsK1rOfpJIzBBuSJq+0QAYrL2BGrR92Cv+g8US+Mx2XtJBAQ6qL2FBm0jRshnYaA8O6zubqM5MjESaJv6N3TrTcZG98P7l2F3y+fY538rbrQXpYMzTcit7bCyIiltjBSbjZ3Q9fjzt8gGxUX5HoNYt3b44164/L+eBAIqKn9/LQtfjFk+kyDQ5sBfoMKH6Z6b4EFeGATaGLgXOlTM9NwGGZGaiIyLvFzFuHZDa3fcvkjFXln8pm5tOBPnP65BYb4HkstxIeIojNuxlgIEgUJiuI14ENGXlXXbz/m5CvK8ChpdjE2RcSHyPkJ7AoV6V2TtpHRwlA5OdF7g5UXmdpHnLv6smGi96Dzg8/UVuHfpSjzyx1vQ0NSK/1yyDH9YvBDjR5e7lufPS1caZW+9foHrc9Kh4O79lVi+6h3cfsNlyM/LTYcqRa0Dq2sifZPWjaLKJawAQaCEpTNPJAgk5mihdHCm3RAEMnUQeekqyPMgV5HQ1B7fQcZe2EuLvKht6oo7wkWcPaKbmMe9eYIFRBz52bYnUJNWgf3aP1EiTTT2UmEH39z6rZrfG/+O9qU4+60vQSD+5fsp/RejsasOG7uWwYuBmOL5aVTLErGdZEEgFuXDon1YlNIk70UREKhSXYta/TMMk0/BEPmEsLpnsxM0lNbwlyjrX4q9Leuxx/8aSqVpGKWcF7WPRZzdIl9tpsLZLTqnDi3NQ12zD6oWn8C4tR0mpIgjKy0g0JLlQGsnqu68AlpxQcyVJJMgEJ/zZim3G2CAgZrcHAUsEogDohmem6AgL0ITkXEh8lyQinHBK+/WhkWc3ezabh35fO080tDp6mllSP88NLT6EFDjj8/+hbno9qvo8Kkxr+0WDrCLiDgKXTXom0IEgUJqubUdEX1ZWbf9TBAopKxISi+2dtY2+6C5WDtLi3LR5VPR2R17bIqunQSBCAKJzgu8vMjcThAoMZVXrf4Av737ibCTZ04dZ8Cd0pKiqBcVhUBOMOJoQaDG5lbccOd9uO36BZg7Z0qwTazt677cit/ffh3efG9d8L852OHnLTj/VFw0/+Sw89g/2N+s17Cfx+43Y8o4/O6eJ/DGu+uM8396+XxH6MX0vObmP4bpfe4Z84y69QQ0pRICcX02bdsTrLcb23FjqU66ujmPysRWgCBQDy2EIBBBoERMiCCQqRpBoESshyKBYtlOtbYOVdoHGCwdj3LlVENg7shaU/MH6AhgpudWyPA4it9XIJCmd2OTej8k5ODU0v+D5q4WfNX515gboxsv7P3z0NTqg9+Fky5ZEKhR34oD6usGvJjg/UEEBOJ9xgAQA0HWI5udoFaHN+u3/a1bsKt7VRjgdDJiEWc3QSBTwb4GgYbd/w9INU2oueViBAb3j7mQZAoE0hDApsCfjSgfFu3DDisE2qI+hIDejmnKIuRIhRGaiIwLgkCmfASBTB0IAoWGE0EggCKBQvYgsnYSBEqPOZX1nghAFFk7RZ4pRd6ACQKJqJVY2USd7cmAQInVWPwsNxCIgRYGpcaMLAsCHydI1dnVjXseWYErL/qeEfUUDwIx6MTOYSBo3rHTwmCStSVWPTl8Y/f/bH1FXCAnrkhyznDSNVlgL1G7TE7LMvcqBIF62LcEgQgCJWJCBIFM1QgCJWI9Yo78bIsE4qnFhivfxyBpTpgj652aexBAB6Z7fgkPnL+e7ysQqBst2BZ41NgX47ulv0Z7VwCfdZpfDvGv5J2sqzcgUL22AYe0NRggz8b43HMiIFCdvgGH1TWOac6yFQJpuj9so3sWRXuwdSd2dLO9lcZgvBI9ZUKqXthTEfFAkUChUSqSDq7sb69B3leN2l/8AP5RQ2IuJJkCgQJ6B7aoD4aBbisE2qYuRbfejKnK9ciVSggCxbAKt458gkAEgexm5NZ2RJ9uKRLIVMztM4+oI58igcT0zeToSlHbSdUzpcgcQRBIRK3EysZyttsd+gxUvPjaWiM6ZXPFHtfp4DgE4dEwrKZP3X8n/v3pRqPSLB0cBwrHz5mCx59fbfydRcJcteAs3PxfD+JIdb3xb2tkjDV6JlYEilsIxMot/u9luH3RZcb973l4BZb8ZmFYRJQ9FVwqIRCrg70P7NE3TEce3cTKcu2GDR2IpXebH07Z08FZy3Gdma6V1XVG2fPOPBFLHlhunBstcon95qSrXY9Y9eXt43Xm92IaX3/HvUafs8Pat9bINf53VoZFevGIJKud8EioaZPH4oVX3wu26aQTZgUjr6xtZNq0dXShra3DiN7iOoqkOUxsJB6dswgC9VBngkCCD6wlXrS0+9Ed0HqofPjpIl+epMoJKtIggkCmWgSBRKwmVFbEhrMNAu1WV6BNP4BxygIUSWMM0bgj673a+00noecXyEWxo/h9BQJ16lXYoT6DPGkovt1/oZFS54uO+6GiE9OVX8IjOUMuEdtJViRQnfYVDmvvYJD8LYzN/X4EBOIp/PpLkzFauSCsX9w6RDLthd2vt2Gr+jA8UiGmK4vAINDh1r2o6H4O/aThmKBcGXXySNULO0EgU/J0SAdX9swayBUHUX/NWfBNGhlzIckUCMTmbgZ6clCMaZ5fGG22QqCKwOPwoR6TleuQJw2K0ERkXFAkkCkfQSBTB4oECg0ngkAUCWSdXCkSyFTD7bhIhzmV1ZcigUJWzN4zeuN4vSWAiq7k+sPctOP8Eg8me+WIokcDArGbxksHZ4VAVig0qnyIAX66fL6wlG4MAC1esswAHTwiZ9/BKsdUa24hEKsnu64VSljTx7HfmV7s4OnhUg2BrBFC7L4MdvD0dExTDqp27T0cBHQsqomdx44BpcVhEIjVd+Vra4PRRdb6MwjE4Mv8008IA3P2NHrciKJFAvFoKnsEFIc7SxYvNMCV9d7smixaqmzIAOPeTrra6755+17k53nR0NhiVIld057Cj99z0dUXGH3G/83baLdLBoFWv/dpmF3xlIE9ScvnZowejTIEgXqoMkEggkCJmBBBIFM1gkCJWA9FAsWyna2BR+BHK6YoP4dXMtMk8ZeutbUPoUuvi+okZGX7CgRq0/dht7oShdJozO3/EwMCre/4W0wnKGtfb0CgGu0zHNHWGin6xnhPj4BA1raMVy4NGxTZCoG6UI/tgcfhxQBM8fzMgEBH2g5hq+9JA/xNVq6OOnmIOLtFPqAgCGRKng4QaOg/1kL5ahcaLz0NnbPHx1xIMgUCdeq12KEy+x9kzOHssEKgHerT6NSrMVG5CgVSWYQmIuOCIJApXzo4LN1GiLD6inwtLvL0RRAopJZbZ7eIvqys236mPYFCyoo48ikSyNQtW58p7eNRxHZE1k6RZ0qROUJkbu8rewL94mAX/tkcEJEhKWUfGZmHC0oiU6I77QnEo0uSFQnEGuAWAnHgYAcI9n/b62YFIva9jEQgEKtrtJRm1kghHhmSaghkBz33Ll0ZBDhck0vOPxUHK2vC4A43Gqvu5UMHRaSls0Mga9SQ9fp2GMau77QnEPv7XXdcFwQuTlFIrMwNV/8woi5W4PX+R1+H7dHkJqUeb7O1/+x2Z7cF+7+d7MrehqQMyF66CEGgHgpPEMj9AxWTmjmyKBIIIAhkDjyCQIlNQCKO/GyKBNJ1DRvVPzHXFWYpt0GSzC+duCPrg9q/oUM/gonKT1AgDXMUv69AIB49UyJNxrf6X2JAoM2dz6JdP4TxyuUolJyjA0RsJ1mRQNXaR6jSPsJQ+TsYlXtSBATq0KuwU30G+dJQTLLBjWx9YW/XK7FLfc6wU2avbO2sbavBRt9S5EqlmKosjDp5pOqFnSCQKXlaQKBX/w3l0+1o+tHJ6Dh2UsyFJFMgULt+GLvU5SiQyjFR+bHRZisE2qkuR4d+GBOUK9BPGhGhici4IAhkykcQyNSBIFBoOBEEokgg6+RKkUCmGm7HRTrMqYY/ptiLlk4/uv3xI1FE1k6CQO7f67MhEsiaboyn7GpoanVMS8aUs0b+iEAgHrHD1Y+WEi4WBLJHDxkg4tEXUNfYAh6xwq9vTYfHo0KiQSCeVo7BIjcAw2lPIHZf699ZtM81N5sp4K2HFdpZU+lZU7z9YfFCcAjEoBGHOsmAQNZIIavWLArJnlKP3Y9pziGQtS5W4BUNAlnLWzWwp7izppazQhxRCOQE/tyP9vQrSRCoh31CEIggUCImRBDIVI0gUCLWIxbNkU0QiKUCYimBWAQQiwTiB3/p+rD2KbTp+zFOuQxF0ihH8fsKBKrXvsYh7W0MlOZgVv/zDAhU0fkSmvUdRko1llrN6egNCHRE+wA12joMk0/GiNwTIyAQT/PE9vFg+3lYj2yFQK36XuxRXwzu/8MgUH1bA9b7HkIOCjHNsyjq5JGqF3aCQKbk6QCBhrz+CTwfb0HTBd9BxwlTYy4kmQKB7GOCNdoKgXarLxjzO9svi+2bZT9ExgVBIFO9dHBYuo0QYfUV+Vpc5OmLIFBILbfObhF9WVm3/UyRQCFlRRz5FAlk6patz5T28ShiOyJrJ0Eg0ZkvfcqnWzo4EQjE047FUzNaRIvTfjsc3rAUY9aoG3YPVt5+TycwZI8+6QkEstbR6V5Obbfeb/b0CUH4lqpIIHu6OK6T9d48coq3J5mRQOyaVTUNwf2iKBIo+oggCBRvtojzO0Eg9w9UTEqKBDINiiCQqQNBoMQmIBFHfjZBoBZtN/ZqL6FIGotxyiVBcbkj6+Pa59Ci78ZY+SIUyxMcxe8rEKha+xhV2ocYIn8b00vOMCDQrs7VqNc3YITyfQMOOR0itpOsSKBK7T3Ual+gXD4Dw3PnRkAgFT5sDvwFCryY4fl1WLWz9YXdvk8SWzsb21vxVdf9UJCHGZ6bok4eqXphJwhkSp4WEOi9r+B55yu0nDUXbafMjrmQZAoEYoB7n/oKSqSJGKNcaLTZCoH2qC+hlc3vyo9QLEWmyBMZFwSBTJMiCGTqQBAoNMUQBKJIIOuCQ5FAphpux0U6zKmGP4YigYJm3Ft7AiXmAUjdWbEgkNOeLawmLMJkc8WeICRxivKx1zja/jGsXCKRQPY9gdh1lq96G/PPmAd7Ojj2m30/Gfv+NKyMHfJYYUK0iBD7HjT8OlYokSgEYvf/bH1FMP2b07343j8NTS2YMHaEsT9SNAjE907ie9ywurJ9eHifsj2BEkkHFy0SaMaUcWH7/DjtCcT3J8rzesPKOkVG2ftwzdrPjDa/+taHRhuYHfG2872FepoOLlpqwNSNyNRemSBQD/UlCEQQKBETIghkqkYQKBHroUigaLZTq32JSu1dA4AwEMIP/tK1rm4lmrRtGC3/AP3lKY7i9xUIFAIrp2FyyXcMCLS361+o0T5GmfwdI/Wa09EbEOiQusaAU8OVs1Cec0wEBGL13BC426juLOV2SKzDvjmyFQLVaxtwSFuDAfIsjJTPNj6gaG7rxhe+/zGUme25I+rkIeLsFvlqkyCQKXk6QKDBn2xGzmvr0HbybLScPTfmQpIpEKhB34yD6mqUStMxSjnXaLMVAu1XX0WTvj3q/C4yLggCmSaVDg5LtxEirL4UCRSaCtyunewMY31p98MfiJ8ayq2zW/Tp1m0/UyRQSFkRRz5FApm6uR0XiiwZ46K6scuVKbsdF+kwpxpjniBQ2HuGq07O8EKxIBB3qL/x7joMGzoQ1yw4Gxu37k4IAjEZrfsPsRRm//50o6FuIhCIncdAgTU9Gk8BFq3L7CnDeBo1XjcOR3iqNyt0GVk+xKgvq6v94HDjSHW98dO5Z8wLRqVYNWS/RaujvS326/B72vfh4Snw7KnioqVDs/fpyfNmo7Agz2hXtAimaCnYou0JZNXVXsb6G2uTtU+s2ljraU3zFy3V4PV33AumP7PTQaXFOP6YqY5tcpMOzppm0NqXmTAVEATqYS8SBHL/QMVfNGhPIIoE4sOOIFBiE5CIIz+bIoEOa++gTvsK5fJpGCyHHKP8peuzulfQoG0wnOrMue509BUIdEB9A436FoxS5mN88bcMCHSw6zMDgg2Sv4Xh8vcc2ydiO8mKBDqgrkajvhkjlfkoy5nlCIE2Bx6Aik5M9/wSHhSEvZy5WWcz7YW9Vv8MlepaDJLnYrh8WjCK9ouuu6FDwyzPf0CCueeV/RBxdhMEMtUT+Zo5LSDQ+h3IWfkBOuZOQdOF3425kGQKBLKmwOSQ3wqBrHNiqTSjR+OCIJApXzo4LN3CAVZfgkAhs3fr7ObvZgSBZBTm56C+xRf3wZx9plI2MB9H6jvjlmVRZKVFXtQ2uYMJQv0m4MgnCGR2lVt9M+2Z0m6oBIHC58q4A5kKkALfKMDgw0knzArupZMpwjiluMuUtiXSjkyL/LFrQBAoEauwnOPGOSV6i1S9sIvUQ+Thx+0DFX/RIAhEEIjbIkEgkVEZKiviyM8mCLRXfclI98ZSBbGUQfzgjqwv614HixZiackGy8c6it9XINAe7SW0amZquzEl0wwIdMS3CQfU19FfnorR8vmO7ROxnWRBoH3aP9GsVWC0fAGG5E51hEAV6jL49EZMURbCK5UG6+52fRFZs9jF0/2rzSPah99EdX0XQ+UTgxCIpYNT0WWkg2Np4ZwOgkBizh5Wuq9BoEHb9yP36bfROWscGi87PeZCkqpnShFQIssShpR4UeXiq+r+hbno9qvGnGY9arRPcUT7FwZLx6NcOdX4yQqBrBGHg6TIFHki40KkbamIkOPtztb5z9rvBIFCajBHfl2zD6qmx314dGs7/N2MIBBBIG5UpUW56PKp6OwOn4OdjE5k7WTPlAFVR3tXIK795nsV5OUoaGzrjlk2xyOjf78c1DbHh3fsQm7HRaY9U9pFJAgUUoTSwcUdjlTgGwVY9MiSvy7H4puudEw115eEskctxYue6kttS0ZdCQIlQ8UMvgZBIPcPVPxFgyAQQSA+JRAESmxyFHHkZxMEqgg8Bh8aMEm5FvnS4KC4HAJ9Xfe/qNY+QZl8MobK8xzF7ysQaKf6HDr0SkxUfowRxWMMh2mtbzf2qCtRKI3GeOVSx/aJ2E6yIBCHc2yvjkE5Ex0h0E71WXToRzBB+Qn6ScOCdc/WF/ZQVJsJLPl+euu7HoQfbZjmWYQcFDr2sYizmyKBTAlFHFnpEAk08GAVvI+8Dt/EEai/9uyYC0mmQKAQGA2lu7RCIBYFaUL+0zFYPi5CE5FxQRDIlI8igUwdaE+g0HBy+wGF6NOtW9hH6eBCyoo48ikSyNQtW58p7eNRxHZE1k6RZ0qROUIkynNgsRdtnX74/PHTW3KbEKkLlSUFSAFSoK8rkPWRQPb8jKxDrTkK7ZSU/W7NR0gQyP0DFdOOO7K6XeSdFhlcIg8dqXKCitSX9gQy1SIIJGI1obIiNpxNEGhD4J7/t7WhjpnKrZAlT1Aw7shaX/c+qrQPMFT+NsrkkxzF7ysQaJu6DN0scsbzMwwrKjMgUKOvEjvUp5EvDcEk5RrH9onYTrIg0G51Jdr0fRivLMCAnHGOEGiP+iJa9b0Yq1yMYmlcsO7Z+sLOU+ixdH8stRVfOzf4lpr9bouYsnZ2ql7YUxHxIBIhwtqYqi/h+xwEqm2A975V8I8cjNobLoi5kGQKBLLug8bTfVohEIsSYtFC0SC/yLggCGSaFEEgUweCQKEphiAQQOngLO8jJV40udxPiiKB0mNONfwxAqkERdZOEX+MyBswQSARtagsKUAKkAKxFehVCMTCrKpqGowNs9jxu3ueAN9wbOndt2H86PKU9x8L63tyxZu44eofgm3+xTbjWrxkGfj97Rtj2StEEIggUCJGShDIVI0gUCLWA4g48rMFAvnRgq2BR+GRCjFdWRQmLHdkbaz70Ngzh0VWsJRwTkdfgUDWPXSGFPU3IFBLdzO2BR5GDvphmudGx/aJ2E6yINAudTna9cOYoFyJ0pyRjhBov/oamvRtGKWch1JpWrDu2QqB9qqr0KLvCqY25BBok+9JdOnVmKRcjXxpqGMfp+qFnSCQKXc6RAINaGpG3t0vwj9sIGp/dWHMhSRTINBBbY2xp9sI+fsYKM8x2myFQNXaR6jSPjLSJ5bJkfskiYwLgkCmSREEMnUgCBSaYggCEQSyLjgiH1AQBEqPOZX1H0GgkBVTOrjEfBF0FilACvRdBXoNAjH4csOd9+G26xcYG2sx+PLia2sNILS5Yk/wvxmYOZqHvV4EgeJvZOnWSWc8dJR4QengKB0cH9MEgRKb3UQc+dkCgVr1A9ijrkA/abgBG6wHd2RtqfsUB7W3MECejZHyWY7i9wUIpOs6Nqos6gmYpdwOlvqAQaAOXzc2qfcaf5/tucOxfSK2kywItCPwNDrBwMVVKMkpd4RAh9S3Ua9/jeHymRgkHxOsu9v1JdPyt+9WV6BNP4BxymUokkYF186tvmeDQI3ZutMh4uwW+WqTIJCpdlpAoPZ25P3heQQGlaDm1ktiLiSZAoH2a6+hSQsHxVYI5LRnkFUYkXFBEMhUjiCQqQNBoNBIIghEEMg6rxIEMtVwOy7SYU41/DEUCdf3hlsAACAASURBVBT2npHY2zidRQqQAqRA31SgVyHQ4v9ehtsXXWZE/Fg3X2Lg5Z6HV2DJbxYe9U237NDHng7OmgqOdTlFAlEkUCJDnyKBTNUIAiViPRQJ5GQ79doGHNLWGKmzWAot68FfurbVfY392j/RX56K0fL5juL3BQgUQCe2BB6AgjzM8NwEqyN/c+AvUOEz/s5+tx+9AYG2B55AF+owWbkOxTlDHCFQaL+P7xpf8vMjWyEQS+vXaUT8XIV8qSwIgSp8Lxhp88Ypl6BIGutowyLOboJApoQijqx0gEClagD5v30KWmE+qn4TDr3tRpEpEGiP9hJatd1ge4sVS+ONZlohUJ32FdheWoPkb2G4/L2IsSEyLggCmfKlg8PS7V4xrL4iKYNEnr4IAoXUcuvsFtGXlXXbz7QnUEhZEUc+7Qlk6patz5T28ShiOyJrp8gzpcgcITK3055AIspSWVKAFMhGBXoNAvG9eC45/1RMGDs8Iiro3qUr8cgfbzmqEIjXad6x03DR/JMd7cGawo5FKXV1q0m3G/aywf7nV+NvaJejyNChI6DqSa0He/FjC66bTfXYy7JbHXJzZKOumpbc+uZ4ZOOaqovrGnUIaHBRFExfDTrUJOvrUWRj75Jk95uI7bC9GFj5bpcbJ7rtZ3ZN9p1cwIX9GnWQJbjZI0pRJMgux4UsAR6P7KptLIKA1cPvYp8qkXGR1AFpu5iIDXtzFHT7VbgZcWzMB7To41PTdchMBIEjVfrabWd35/s40PURxuafjDF54fO32W8KDndUYFPbCxiUMxEzCy91bIWI7bALuB0X3EEVS19rhRggZeNCd+i4Tq0B65ofRr5SinnFN8I6/61reQidaiPmlSxCvjwgoo0itiMy/8Xq509aHkSX2oRvF/8SBTmljvPOQd867Op4ByO9J2BCwZnBervVV3RsGuMioDrqaxWN247P726tZ/3G5hJX60uMdeuTlofQxfqx+Eajn/naubFlJWr92zGj8BIMzpnsaMMi64vI2ik8t7tYX8T7Lfq4sIvh1naMsRnl2YT1I5sTwsemO9sRHfMi+uboOpSbHmEhCui67/qYM7LIc4HIM2Wq5vZoNvl167NoCuzHnMKfoDRntNFmax0qfV9je8cbGOadgykF50VoIjIuRNom0m+peu4SH0fubLi35j9r56VSX7ePMmwOYHbp5p1IxHYS0Tfac0Gy5r94z3lu10632vJybvtZXF93/SbyPsKWhNxcBT4XPoC+8Exp7yuR5wKR9/pUrC80p4Z6T6jf4rzvhc/B7n0WInUQmSNE+jneu6zTXClSFypLCpACpEBfV6DXIBATzhpl89PL5+PW6xeAp2M7fs4U499H6+AAqGzIgJj3tUcpNbR2J72KeTkKZAXo6IrvdCrIU6CpQJdLB5XbyjJHb3G/HDS1xW8f++rDrQ7sa5IOXyDp8KMo34Muv+bKkV/SLxdtnX5XwIjpq6qAWwegW33zvQpjQOh08QLh9pqsnIjtMKhS6PWgucPv6hZu+5l9pcd2Te30xbdfFnWR5/Wg1UUd2IunRwHaXYwL9rBYlJ+D5vb49sseWPNyZLR2BuLqIEkS+vfLQaOLcRH3Yj0oIGLDbvuNVYdFqHX5AvBHgZ4MSAgyICPaiznf2rvi6ysy79htZ6fvZTSoFRif+wMM8kyPUJfpsLdpJyp8f0eJMgZTvJc79gBzMLC0V8keF+xmIvNf/8JcNLf7wVK/2Y82rRJbup5GP7kcM/KuhnX+29L1DNq0w5iedxUK5ch0YSK2IzL/xernrzsfQLfehmPyf4UCTxEKvB602MZ8bWAj9nS/gUHKTIz3hhy4bu1XxHaYnqVFuWhq7XYFR93WgV2X6dva6Xf1oQOL0GCw3Mmx+GXH/WARX98q+DVyUBC0ne0dr6JO3RLVzlkdWHQEgxduPs4QWTuN9UWGkXow3sEcek79bD9PdE5l44KllGWOyniHUL8V5KDNF4j44IONP1ZH6yFy3XhzqvW6Imsnm6Nyb34UCKhoWPIzIEeJKofIc4HIM2Wq1s5o42Jz15No16ow3XsNCpVhRnut806duhm7fa8Z8z9bB+yHyLgQaVsqxgWvu1tby7T5z9p3DOayIejmmdLtvBNv7rD/nrJnSgD9i3LR6PJdMlXzH3s2af9m/ov3nCeydoro7LafmYOXgYc2F8/sIuNC5H2Etcv12BR4HxG5bjKfKe39xKKy2AeCbj7QK4mydjr1vcj6wvo4V5HRFufdIVXvsiK20xeeKe39IfI+IrJ2ijxTiswPInO7yHMXH3MidaGypAApQAr0dQV6DQIx2GNNB2cV0ro/0NHYE8gtAGJ1tEMgSgfnPrSa6Ud7ApmWTungTB0oHVxiS4hISq9s2RNoh/oMOvUqTFB+jH5SeZiwPKXN7vo92Kk+iwJpGCYqP3EUvy+kg2vRdmOv9hKKpXEYq1wclg5ur/oSWnSWMukiFEsTItooYjvJ2hNoc+CvUNFlpKjL9xQ4poNr1ndhn7rKSPPE0j3xI1tTd2wI3G1IwPZ8YhCCr517fG+iXt+AEfL3MVCe42jDqUrdQXsCmXKnRTq4wlzk/eZJSG2dqLrzCmjFBVEXk0xJB1cReAw+NGCy56fIw0CjvdZ0cE36DuxXX0GJNAljlB9G6CEyLigdnCkfpYMzdaB0cKHhROngaE8g6+QqkkqVPVOyDBhuPgpjH0sywB7vozsG7NnHebXNPlcvVNn6TGkXh9LBhRRhNkFH4gowvy3P4NTQ1Ir/XLIMf1i80Njuw+1h3RbE7Tm9Xa6v1Lmv1LO3+zPb7p+WEOho7gkULwXcmrWfYcLYEcGJzD6QCAIRBEpk0iAIZKpGECgR66E9gZxsZ1PgfmjoxnTll/BI4Q5R7sjaW38Q29UnkCcNMvancTr6AgRq0LfgoPoGSqVpGKWcFwaBDmpvoUHbiJHy2Rggz4poYm9AoE2Be6FBxUzPbcjz5DhCoHb9EHapf0c/aQQmKFcE652NL+ya7scm9T5I8GCW51ZDCw6B9na/gzrtC5TLp2OwfJyjDYs4u0XytxMEMuVOFwjkvWs55Npm1NxyMQKD+0ddTDIFAm0NPAw/2jDNcwNyUGS01wqB7HDcLojIuCAIZKpHEMjUgSBQaDQRBCIIZJ1bCQKZargdF+kwpxrPlMVetHT6XaVNF1k7RZ4pRd6AaU8gEbUSK7tq9Qf47d1PhJ1s3wvd6cqiEMi+/zq75tECFda6lpaYz5H2e8cKVLC2X6TO3N/8xrvrwiR86v47MXfOlMQ6zOVZIvV0ecmUFuNZwW67fkFUbZz0HDZ0IJbefZsQfHRqiJN9prTBvXTxtIRAbBJa9+VW/P7265DqSCBrSjprH/D0dGyyuObmPwZ/OveMeWH1IghEECiRsUsQyFSNIFAi1kMQyG47KjqxOfAAJCiY5bktQlT+0rW/oRrbAo8iVyrBVMV5H42+AIFqtS9Rqb2LQfKxGC6fEQaBjmj/Qo32KYbJJ2OIPC9Ci96AQDyqZbbnjqgbd3fqtdihPok8DMJkTwjQZSMEYo5u5vDOQT9M89xo9CGHQPu7Wf9+gjL5JAyVv+04gaTqhZ0gkCl3ukCg3Hv/AWV/DWp/8QP4Rw2JuphkCgTaHPgLVPiMiEIFeUZ7rRCoVd+PPeoLKJRGYbxyWYQeIuOCIJApXzo4LFlqKhYN6SZtsIijUOTpiyBQSC23zm4RfVlZt/3M0mbmeRVXKfRYel+2dlY3dsWtjsj7CEsQWjYwH0fqO+Nel9lOaZEXtU3x68Au5vaZx3guEHDkDy3NM6Jl3OzJy1L+dflUVynLCQKZJuB2XKTDnCpqOyJrJ0GguFNC2hZI1P+aDAh0tESxAx4OHEaVDwn6d51AkVP9ROCKU9AB90EvuvqCqHvRJ0MXkXom4349vYYIBJp37LSgdonar72+BIF62oNRzo8GXazFk0XyUtSEsMsSBBJ8YC3xGvn83eQZFuk/kYeOVDlBRepLEMhUS+Slq4DtgaBIaGqPv4eRyEuXiLOH5YUfUuJFlYsXShF7EC0rYsPZkA6uQz9ipHnLk4ZisnJ1hJz8petgQz22BB6EBwWY7vmlo+x9AQJVaR+iWvsYZfJ3MFT+ThgEqtU/Q6W6FoPkuRgunxbRRhHbSUY6OA0BbAr8GRJyMMtzS1QI5AQ+RBwiIs6edH9h70I9tgcehxcDMcXzU6MPOQQ62P0xqrQPDMDHQJ/TkaoXdoJAptrpAoFy7n8Fnj2VqPvZuegeZ+6R43RkCgSyp0hkbbVCoA69EjvV56Km+xQZFyLPBakYF7wf3TqEM2n+s9uwWzjAziMIFFLPre3w9YXtQegPaHEfR906u+NeyFbAbT8TBAoJRxAIoHRwIXtge4Z1+1VX+zaK2I7I2inijxGZI0Tm9oHFXmPvZ6f9Np3uSengTFViOdHtIMG6dcfmij2u08E5RXCwaJh/f7rRqIN9f/jHn19t/J19hH/VgrNw8389iCPV9ca/rcEC1o/2Y0Uv8ftfcv6pRpQJ80u/+taHaOvowpUXfc+IImE67DtYFdwj3hohZb0v06SqpgEHKmuwadsexPJfR8s85QQcnO7X5fPhhjvvgzU6xn5uNA2cIp3YtVid2WGNRmJlmRZtbR1gUUvWNvH7TZs8Fi+8+p5xLguaOOmEWcGACR5EwcdZNO24rRUWFgSvxevB6sD7nV3nrjuui4BkTnpGi/Li13JTN3a/393zhNF2fvB6WfW16mKtr/XvHGYdP2dKsD2x7Jjre96ZJ2LJA8uD+rIxkYojLSOBUtHQVF2TIBBBoERsiyCQqRpBoESshyKB7LbTqG/FAfX1qHtBcAh0uKH1GyARSrNl74G+AIEOqW+jXv8aw+UzMUg+JgwCNeqbcUBdjVJpOkYp50YY2NGGQAF0YkvgASjIxwzPr6I66UKwKDyay60jK5OcoO16JXbZnNkcAh3u/jwsCsxpBknVC3sqnN2iYJ19zVzX7IOq6XEnT7e2wy4k8jVzukAgz0OvIWf7QdRfcxZ8k0ZG1SMTIBCfH2QoRlpJflghUKdejR3q08iThmCyck2EHiLjgiCQKV86fLXuFg6w+oo4CuNOIJYCFAkUEoMgEKWDs44dkbWT9gRKjzmV9R9BoJAV9xoE+nIXUFkvshQlp+yxE4HyARHXOhoQiN00Xjo4q/PcCoV4tI4diDDn/OIly4KpwOwQx95Q6+/sv9nBoA+DGQwMMaf+mJFlBnhgv698bS0e+eMtYOnjrL+x//5sfUXwt1j6RYNA9r/Hup8TnOKwKpYGVghkvx8PzliyeGGw7avf+zRMS56dq7K6DtffcS945BI/d/7pJxjAzN6v8drCUg9aAQvfV4r1hx142fvQSU8nfXjd2fkM7pQNGWDU1Q6MONBjYJG1076vlV1f1tbOLh+Glw3C6nfX4cqLzjSqaL0Ot1MGgdzYsV1PNxFRPZkQeg0C9aTS6XQuQSCCQInYI0EgUzWCQIlYD0Egu+2wqBgWHTNEPgHD5FMiRLU6sqypyZzU7wsQaL/2TzRpFRgln49SeWoYBOL7YhRJ4zBOuTiiiUcbAnWjDduM1GaFmOZZFNNJtzFwL3Rj76BbIcNj1N2tIz+TIFCrvhd71BdRJI3FOOUSQwcOgaq614Pt+8T2e2L7PjkdIs5uka82CQKZaqcLBFKeWIPc9bvReOlp6Jw9PupikgkQKKB3YIv6YBAm88ZaIZAPDagIPIZcDMBUz88i9BAZFwSBTPkIApk6EAQKDSeCQASBrJMrQSBTDbfjIh3mVOOZUiCVoMjaKfJMKfIGLAL4+0wk0LK3gC92isiQnLILzwaOmxhxLac9gazRGewEHpWQaCQQu4ZbCMSjXuwOf/u/7ZEu8faWt9b92X+swRknHYuGxhYjGunay87B4v9ehtsXXYbyoYMMcGBNOWY995GnXzE05JrESiMWaw96DpbOOX1ezPsxOHHPwyuw5DcLkef1GmV5RFMsDZ5c8WawnvG0d7oOByLsIlY4YocU1n/PmDIuZlvefG9d2NYv1j5j93ELgex7LPFon3iRQlZN7DZpbyf7t9uUela4ZG9HPDuO1zfJGfyhqxAE6qGiBIHcO+mMhw5KB2dYHEEgc+ARBEpsAhJx5GdDOjgW+cIiYEbI38dAeU6EqNaXrk2B+6GhGzOVmyFLuRFl+wIE2q2uRJu+zwAEDBRYX7o69CrsVJ9BAcow0XNVRPtEbCcZ6eB8eiMq1GXwSqWYoiyMCYH4xu9TGSxCoVH3bIRADPAx0FciTcYY5QJDB7521nRvwX7tNfSXp2K0fL7jBJKqF3aCQKbc6QKB5L+vhXfdVjRd8B10nDA16mKSCRCoW2/GNnUpclCMaZ5fBNtqhUDdaDH2fMtBEaZ5bojQQ2RcEAQy5UsHhyVFAoVMOVWRkGx9oXRwMgrzc1Df4ov7YE57AoUkIghkakEQyNSBIFDc6SNUIAsigaypsniatoam1ohIC6uT3Q4X4jnP7enDmMCxUsLxfYEYMHjxtbVYfNOVYHVavuodXDT/JDz4xMthoMUOGnhKODsEsu83ZLUEN5FAHAJFux+7Hgc/A0qLg0CIRyhZU6hZNbBDIA6S2HnssEbQOKWO41CMlRWFQNHakiwIZAV0Vo25lhySsbpbQRPThEd7sd+sfWdvJ/u3NQLMPsKtaeKsurP/tsKseHYcLTWgNTWhwOwSt2ivQiA+yHlOQmttYw3euK06igUIArl30rFuIQhkGidBIFMHgkCJTVYijvxsgEC71L+jXT+E8cqlKJRGR4hqdWRtDTwEP9oxTVmEHMkEDdajL0CgHeoz6NSrMFG5CgVSWdhLVzRnKW+jiO0kAwJ16rXYoT6JfGkwJinXxoRA29Un0KXXGeVYeXZkIwSq1zbgkLYGA+TZGCmfZejA1846/w7sVVehWJqAscpFjhOIiLNb5IWdIJApd7pAIOnlj5H3/nq0nDUXbafMjrqYZAIE6tRrsEN9CnnSYExWrg221QqBAno7tqgPRd3zTWRcEAQyJSYIZOpAkUCh6cWts1v06dYt7KM9gULKikRzMIBY2+yD5iKVamlRLrp8Kjq71bjdSBDIlMjtuEiHOdV4pqRIoKBt91o6uLij6+gWSLd0cCKRQFaHfjzVuDN+1rTx6Ojsws9/fD7Y3+55ZAXGjRqGmrpGI7rHvn+Q/bqxombY3kLWw82eQDzyyAou7PfkwIa1lx0sZR07YkEKaz3jRZskOxIoWlvstpZoJJAVAjEduD43XP1Dx0gknnIuWZFA9jRxFAkUb/R987vb0CqXl+uVYgSB3DvpjIcOigQy7JQgkDlcCQIlNm2JOPKzAQJxsDNVuR65UkmEqNaXLhaVwqJTpig/h1fqH1G2L0CgrYFH4UcLeHutjnxN92OTeh8kyJjl+Y+I9onYTjIgkD0yKVZKhxDMuxyFkrnHSTZCoFr9M1SqazFYmoty5TRDB752Nvj3Yrf6ggE7GfR0OkSc3QSBTAVFHFnpAoGw5kvkv/Ep2k6ejZaz50ZdTDIBArXrh7FLXY4CqRwTlR8H22qFQCq6sTlwP2TkYqbn5gg9RMYFQSBTvnRwWLqFA6y+IimDRJ6+CAKF1HLr7BbRl5V1288EgULKijjyCQKZumXjM6XTWBSxHZG1U+SZUmSOEJnb+0w6OBEBjkLZWBDI+hurCotIYQfbQ2VzxR5w57pTlI+96k57nfQkEsjuiGf3W77qbcw/Y56xj4/TwVPf3XXHdWEghUXTWP9m39eGwZyX3vgXfnTuKbBHAsXyaztBIL4HDN9jh9Uz1v3y83KDESu6ruOOGy8Hh02xNLACD14PvjeO055ArB48xV0sgBQrHRzbWylWW2JFAvFUd3bAY+1HJz1j7a/Er2ndE8i6j5TTXj4cQrL7OsEeXh9u+8zWrG1mv/ckEihWesFkTAe9FgkUK2QuGQ07WtcgCOT+gYr1CUEg0zIJApk6EARKbKYSceRnOgSqbW7HJvXPzF2F2Z7bHQW1OrK2q0+hS6/BJOUa5EtDIsr3BQjEU9rN8PwaCrwR6Rc2Bv4EHRpmKrdAlnLC2ihiO8mAQG36QexWn0c/aSQmKJfHdNKxCJcWfRfGKBehRJpg1DsbX9iPaB+iRvsYZfJ3MVQ+0dCBr52N/kPYpT4X4Qy3dnKqXtgpEshUOV0gkP6vjSh46UN0zJ2Cpgu/G3UxyQQIxPfJKpTGYLyyINhWKwRicx6b+9gx23NHhB4i44IgkCkfQSBTB4JAoeFEEIj2BLJOriIfULBnyoCqo70rEPflJ9+rIC9HQWNbd8yyOR4Z/fvlGFFObo5sfKZ00oUgUEgVigQytYgFgbiDnaX3GjZ0IK5ZcDY2bt2dEATi9/rt3SZIYvsOsf142MHgg2g6OHaePSUX3xsm2pzAy/M9j/g1rGCAn2vfK4lDInsaOp4mjsEa+2HVz/qb9f7x7sd/twIL672iaeCU4o3BCZ6Jy1qHWG2yQ4l4EMjez+zfXLtYkUAMpljbYoVyXINoetrLWttjtwlrv9r7zvob18f6NzYGlt59W3DfKJ727rvHz0Rzazse+eMtRlVFIdD1d9yLI9X1QRNxsg8365ybMgSB3KgUowxBIPdOOiYjQSDTmAgCmToQBEpsAhJx5Gc6BDrUfMhIN5YrlWKqstBRUKsja6e6HB36YeNrcvZVuf1IdwjEvv7ZqN5jVJs7Ou1f3gUjhTy/QC6Kw5ooYjvJgEDcecv2LmJ7GMX6mu+A9iYatU0YKZ+DAfJMo97Z+MJ+WHsHddpXKJfPwGD5WEMHvnY2+6vD0us5GbyIs1vkq02CQKba6QKBtM+2o99z76Jz1jg0XnZ61MUkEyBQs74D+9RXUCJNxBjlwmBbrRCI/XFDgM2NuhEFyaIhrYfIuCAIZCpHEMjUgSBQaCQRBCIIZJ1XCQKZargdF+kwpxrPlJQOLmjGBIGiPj7SD1mmQCZk6eqrXZbqyB+7Lr0GgVhFYuUv7CsdSBDIvZPO6sjqDmhJ7WIRR1aqnKAiDSIIZKpFEEjEakJlRWw40yHQnuYt2KeuQpE0DuOUix0Ftb507VFfBAMT45QFKJLGRJRPdwjk19uwVX0YHqkfpis3GvW3z387Ak+jE9WY6LkKBTDzBvNDxHaSAYGa9V1G//A9bGJBoMPae6jTvkC5fBoGy2Z6q2yEQAfU1WjUN2OkMh8DpBmGDhwCtfobUKH+zUhlyFIaOh0izm6RtZMgkKl2ukAg9evdKHxyDbqmjkLDT74fdTHJBAjUoG/GQXU1SqXpGKWcG2yrHQKFoiRvhoLwrzFFxgVBIFPidHBYuk0TxuorkjJI5OmLIFBILbfObhF9WVm3/Uzp4ELKijjyKR2cqVs2PlM6jUUR2xFZO0WeKUXmCJG5ndLBiShLZUmBkAIEgXrPGrIKArHGLl/1Dm6/4TI4hc71Xje4vzNBIPcPVFZHFkGgHEDX0doZPyTevTUCIs6eVIXQF+V7DM9Ba4c/btUJAsWVyLGAiCM/0yFQRdOHqNTex0D5GIyQz3TUy+rI2qe+jGZ9p/E1Ofuq3H6kOwTq0uuwXX0CeRiEyZ7rjOrbX7o46BqrXIxiaVxYE0VsJxkQqEnbhv3aa+gvT8Vo+fyYTrpq7WNUaR9iiPxtDJNPytoXdqe0eBwCtftbvoGAhZiuLHK091S9sBMEMuVOGwi0aS8Kl70J38QRqL/27KiLichzgUi6HhFQIssShpR4UdXYFXfR61+Yi26/ig5faFPyOu1rHNbexkBpDkYoIeBlh0BbAg8igA4DkDNQbj1ExoVI21IxLni9yWHpHg4wzUQchXEN0VKAIFBIDIJAFAlkHTsUCWSq4XZcpANYN/wxFAkUNGOKBBJZDaksKUAKZIICvRYJxPMI8nyEdjFnTh1n5NOLtqFXuohPEIggUCK2SJFApmoEgRKxHkDEkZ/pEGhD4+uo179GuXw6BsvHOQpqfek6oL6BRn0LRinnoVSaFlE+3SFQu872hPk7+kkjMEG5wqi/HQLxNo5UzsUAaXpYG0VsJxkQqEHbhIPam0Z6N5bmLZaTLuToPQYjFBPoZaMTdLe6Am36AYxXLkOhNMrQgUOgzkAXNgfuh4xczPTc7GjvIs5uka82U+HsFoEDrLHsa+a6Zh9UTY87ebq1HXYhEUdWukAg/85KFD/wCvwjB6P2hgui6pEJEKhG+xRHtH9hsHQ8ypVTg221Q6BYqTBFxgVBIFPidHBYuo0QYfUlCBSaBkTmP7a+NLf74XeRpcGtszvuBG0r4LafKRIoJJyII58igUzd3I4LRZaM565qFx8usOu6HRfpMKcaz5QEgYIDiSCQ6GxN5UkBUqCvK9BrEKivC8frTxDI/QOV1ZFFkUAUCcTsgSBQYjOhiCM/0yHQ543PGendxioXGSnHnA7rS9ch9X9Rr6/HcOUsDJJmRxRPdwjEophYNBNPr8YaYHfkO6VV4w0VsZ1kQCCmNdN8oGSCnVhOukZtGw5Yooay9YV9h/o0OvVqTFKuRr401Og6DoF8fjViTyi7EYs4uwkCmer1RQjUfbgeJf/zAgKDSlBz6yVRF5NMgEBHtA9Ro32MMvk7GCp/J9hWOwTaFngM3WjAFM9P4cXAME1ExgVBIFO6dHBYuoUDrL4EgUIm79bZzdcXgkAyCvNzUN/ii/tgLjGn/8B8HKnvjFuWRZGVFnlR2xQ/ClLkmcfoNwFHPkEgs6vcjguCQCHTFlk7RZ4p4w4eSwGRuZ3SwYkoS2VJAVIgGxUgCNTDXicI5P6ByurIIghEEIjZA0GgxCYgEUd+pkOgjxofhE9vxGTlOuRJgxwFtTqyKtX3Uat/HrbvjPWkdIdADdpGHNTewgB5FkbKZgoo+0tXtbYOVdoHGCLPwzD55DBNRGwnGRCoVvvcSNc3SJ6L4fJpMZ10Lfoe7FX/gSJpLMYpplM7ZMHzsQAAIABJREFUG1/Yt6l/Q7feZOz5w/b+sa+dmwL3QoOKmZ7bIEOJsPlUvbBTJJApdbpEAvnqW9H/989CK8xH1W+ujLqYZAIEqtTeQ61tvzDWYDsE2q4+hS69JgygcmFExgVBIFM1gkCmDpQOLjS9uI14EH26dQv7KBIopCxBICBVqc0JAoXsTGTtJAgkOvNReVKAFCAFjr4CvQqBOru68bt7nsAb767DsKEDsfTu21A+dJDxt3nHTsNF88OdV0dfnvh3JAjk3klnd2TFV9d9CZGHjlQ5Qd3XFqB0cKZaBIFErCZUVsSGMxkC9ctT8H7jfwPQMVO5FbLkcRTU6siq0j5CtfYRyuTvYqh8YkT5dIdANdpnOKKtDUuLZJ//6rUNOKStCQNFvKEitpMMCFStfYIq7d/BfX5ifc3XoR/BTvVZFKAMEz1XGVXORgi0OfAAVHRihudXUJBv6MAjgdgHFPz36Z5fwfPN71ZDTtULO0EgU+V0gUBdHd0ovfMx5qFG5f+9NupikgkQ6KC2Bg3aBoyQv4+B8pxgW+0QaKf6HDr0SkxUfowCqTxME5FxQRDIlI4gkKkDQaDQUCIIRHsCWSdWkShakT3n8r0K8nIUNLZ1x3xRIggUksdpP71o4okARJG1U8QfI/IGTJFAImpRWVKAFCAFYivQqxDoz0tXYszIMpxz+jzc88gKXHnR9zB+dDk+X1+BF19bi9/ffh3y83LTug8JArl30tkdWcnsWJGHjlQ5QUXaQxDIVIsgkIjVhMqK2HAmQyBPbjs+bn4AOSjENM+iqGJaHVkcogyRT8Aw+ZSIc9IdArF9Mdj+GCzCh0X6sMM+/zXru7BPXRWWMo43VMR2kgGBjmj/Ro32CcrkkzBU/nbMSCAW0VWhLoNXKsUUZaFR5WyEQBsCdxttn6XcDokZrw0CbQ08Aj9aMc1zA3JQFGHDqXphJwhkSp02EMivovT/PAYEVFT+/logJzIqjNU3EyDQfu2faNIqMEo+H6Xy1KDN2yEQ309rnHIpiqTRYWNDZFwQBDKlIwhk6kAQKDSUCAIRBLJOrASBTDXcjot0mFONZ0qBVIIia6eIP0bkDZggkIhaVJYUIAVIgdgK9BoEamxuxeL/XobbF11mRP9YIdDu/ZW45+EVWPKbhSgtiXRwpFOnEgRy76SzO7KS2Y8iDx2pcoKKtIcgkKkWQSARqwmVFbHhTIZA3Z6DWN+6HP2kEZigXBFVTOtLV732NQ5pb2OgfAxGyGdGnJPuECj0RfxZGCibexrZ5792/TB2qcuNL+HZF/FhL+z989DU6oNf1eMaXzIgkD39XqwXORb9wqJcWPQLi4JhR7ZBIE33Y5N6HyTkYJbnlmAfWSOBKgKPw4d6x31P2AmpemEnCGR2RzpBoJLfPQO5rRNVd14BrbjAcUxnAgTao72EVm03xio/QrE0PthOOwRi6SRZWsmx8o9QLIfKiY4LgkCmxOngsHSbJozVV8RRGHcBtBQgCBQSw62zW0RfVtZtP1M6uJCyIo582hPI1C3bnimjjUMR20nVM6XIHCEyt9OeQCLKUllSgBTIRgXSEgJRJJDH+OqMbdIZ7xAJrY53LevvIrlw3T5QsetbHVki9YlXliCQqZCIsydVIfRF+R7Dc9DaEd9+CQLFs2zn3wkCmQCxWd6I7e2rUSrPxCj5nKhiWh1ZjfpmHFCjn5PuEGif+gqa9R0Yo/wQJdIko832+c8pooaLI2I7yYBAh9S3Ua9/bQA3Bt5ivcjpuo6N6j1GVWd77sjKF3Y/2rA18DBy0A/TPDcGbdq6du4IPI1OVGOichUKpLIIu0/VCztBIFPqdIJAxXcth9LUhurbL4Va6vzRlMhzgcgzpQgokWUJQ0q8qGqMvzm6U0qb3erzaNMPYpxyGYqkUUGbt0MgPj+OVn6I/t/Mj7ywyLgQaVsqxgWvs9vna5FndnZtt458gkBmTxAECi0zbm1H9OmWIJCpmNsxb7xTC0RzEAQS0zeT51RR2xFZO0X8MSJzBEEgEbWOblnmt7136Uo88sdb0NDUiv9csgx/WLzQyO7k9mDZodhx6/UL3J7S6+X6Sp37Sj17vUOzrAK9BoGYzqtWf4B1X27F4puuxANPvGykgxvQvwg33HkfFpx/Ku0JRBDI9XAUeehIlRPUdWVBewJxrQgCiVhNqKyIDWdyJFCV/i8c6GKpxpz39+GKWR1ZTfp27FdfRYk0GWOUCyI6IN0hEHeGjlcuQ+E3zlD7/KeiC5sDf4WCPMzw3BTWRhHbSQYEOqi9iQZtE0bK52CAPDPul9qbA3+BCp9Rb1Z/tw6RTHlh70I9tgcehxcDjUgfflgh0C7172jXDxnRbywKzn6k6oU9Fc5uETjA2skcWXXNPqha/Eg2t7bDriuS0iadIFDRkhXw1DWj5paLERjc33FByQQIFA182iHQAfV1NOpbMUo5F6XS9DA9RMYFQSBTOoJApg4EgUJDiSAQpYOzTqwia6fIRwa0J5Cp8pD+eWho9SHgInqf9gQyNaNIoMR8C8wv+9u7nwg7eebUcQbciZWZSRQCsYxPdlB0tECFta68TfZ7W7NVxQJZInXu7Oo29rx/4911Yfo+df+dmDtnSmId5vIskXq6vGRKizH9GQu47foFUbVx0nPY0IFYevdtQvDRqSFO9pnSBvfSxXsVArE2s8F4zc1/POoDIll6Uzo4wa+WSrxoafeDbW6dzIMgkKmmiLOHIoFMzUScPaIOy2TaeNhLl0BKr0yGQHvVV1DbHblPhF13qyOLpQpiKYOKpXEYq1wc0UXpDoG2q0+iS6/FJOVa5EuDjfo7zX9O+8qwskcbAu3XXkOTtg2j5fPRX54aFwJtU5eiW2/GVOV65EolWQeB2vVK7FKfi0jlZ4VAe9R/oJWlvFIuNuzYfog4u0XWToJAptLpBIEK71+FnIO1qP3FD+AfNcRxyRF5LhBx0qVq7XRyZFUEHoMPDZjs+SnyMDDYTjsEckqXyQuLjAuRtqViXPA6uwWZmQLBnQzYbYQIO1fka3GR5zOCQCG1CAIRBAp7HynxoqndD7+L93qR9YUgkKkyQSBTB5G5nSCQyOoWKss/zhfdkz0ZECixGoufZQc8HDiMKh8S3IveCRQ53UkErnBoMe/YacEgBwYbrr/jXiy6+oKUBj6I1FNc0eSfIQKBrHomar/2FhAESn6fZuQVCQIRBErEsGlPIFM1igRKxHrEHPmZDIG2dj+JNjV6WiyurhUCsQgKFknRTxqJCcrlER2Q7hBoa+Ah+NGOaZ5FyEGhUX8nR/4W9WEE9DZMUxYhRzLLseNoQ6B96sto1ndijHIhSqSJcV/kdqjPoFOvCqY6yzYnaKu+F3vUF1EkjcU45ZJgv1khUKyUV+wEEWc3QaBvxoWAIyudIFDBo2/Au/MQ6q85C75JIx0XlEyAQCxFIkuVONVzA3IRSntnh0CHtXdQp32FcvkMDJaPDdNDZFwQBDKlo0ggUweCQKGhRBCIIJB1YqVIIFMNt+MiHeZUVl+RVIIia6fIM6XIGzBBIBG1Eisby4luBwnWrTs2V+xxnQ7OKYKDRcP8+9ONRqVZOjgOAY6fMwWPP7/a+Pu5Z8zDVQvOws3/9SCOVNcb/7bCKmtQQazoJX7/S84/1YgyYQ7/V9/6EG0dXUZGKhb5w3TYd7AqmJrOGiFlvS/TpKqmAQcqa7Bp2x7EikRxgkCsXU7Awel+XT5fRHSM/dxoGjhFOrFIG1ZndlijkVhZpkVbW4cRtWRtE7/ftMlj8cKr7xnn/vTy+TjphFnBgA72b2tKv2jacVsrLCwIXovXg9WB9zu7x113XBcByZz0jBblxa/lpm7sfvaILV4vq75WXaz1tf5d1I65vuedeSKWPLA8qG+qUiT2eiRQYtNU+pxFEIggUCLWSBDIVI0gUCLWI+bIz2QI9EXnPdCgYrrnV/AgP6qY1pcuBhgYaMjHUEzyXB1xTrpDoI2BP0GHhpnKbZAlxai/00vXDvVJdBoRQ9cgXwpFCBxtCMSABgMbDGgwsBHvRW63uhJt+j6MVxagUBqTdZFATVoF9mv/RIk8BWPkHwTt0wqB2J5WbG+rkcp8DJBmRNhwql7YUxHxIBpdSengzO4uLcxFl19F3tNvI3/jHjReeho6Z493nAMzAQLZ00TyhtohUKW6FrX6Zxgmn4Ih8glheoiMC4JApnTp4LCkSKCQGadq/mPrC9uH1k00h1tnt+jTrdt+zs9VkOdV0NjaHfcWIhFyIu8jEnP6D8zHkfrOuHVgALG0yIvapvj7obGLuf3whZUVceTTnkBmV7nVV8R22HXdjot0mFNFbUdk7SQIFHdKCBao8m1Fq7/G/QlJKjksbzoKPWYmCetxNCAQu1+8dHBW57kVCvFoHTsQYc75xUuWBVOB2SGOUzs55GFl2cH+zWAGA0PMqT9mZJkBHtjvK19bG0yJZ/2N/fdn6yuCv8XSLxoEsv891v2c4BRvRywNrBDIfj8ejbRk8cJg21e/92mYlmzrFgbcKqvrwiKX+LnzTz/BAD/2fo3XFpZ60ApY+L5SrD/cpoOzRwLZ4R2vO7smgztlQwYYdbUDIw70eDvt6Qrt+rK2dnb5MLxsEFa/uw5XXnSmYUfW63A7ZTDTjR3b9XQTEdWTKYEgUE/UA0AQyP0DlfHQQengDIsjCGQOPJGXroI8D3IVyUg7EO8QeekScfaIOizj1TPR30Uc+ZkKgWRPJ77uegAycjHTc3NMKa0vXT69ARXqY/BiAKZ4fhZxXjpDIE33Y5N6HyTkYJbnlmDdnV66dqsvoE3fj/HKpSiURgfLithOMvYE2qU+j3b9IMYrl6NQGhkXAu1TX0Wzvh2j5R/g/2fvPKDkKK69/+/u2ZzzKuecSDIiiIwBiQyWhcGIYBkkggkWH7K/9/ywz0N88Ag2WFiIHIwQUeYhEBiRjUDIoBxXWVptznGmu79T3fRMT0/PdNfszuys9vY57zyLre6u+tet6qr7m3srVxzb5zbsNcp6HFRWoUCcgoHief5+M387D8ofokb9AQOkn6JQOCbEhmO1YScIpEudSJFAKcs+Q/rabai/5BS0njjOdh48GiBQuPSWVgh0RPkKFcpXKBVPQYl4SpAePOOCZ10Qi3FhVJwcloBbOMA0c/qRQbRrLooECijn1tnNq7XbfiYIFFCWIBAQq9TmBIECdsbz7SQI5H7m+6HhDZS3b3Z/QzeVPCbnSjAQZL3szgQyR2ew8kZUQrSRQOwZbiGQcSaMFVxY/22NdGHPf2jxMiz63Vzbs4zMdX/pjVU4e/rxqK1r1KKRrp99ARbevxQL5s9G/5JCDRyYQYP53idfeEeT0NAkUhqxcBCI3W+ApQvOmhbxfQzCGO1KTUnRyhoRTZE0eG7Z+/56Omlv9xwDiLCHmOGIFVKY/z1x7PCIbXl/9RoYgCYtNVmzCaNt7D1uIZD1jCUj2scpUsisidUmre00+sjc1+GGohkuWdvhZMdOfdNNw9//mB6FQAbxYmF91svNQWTdLUY0zyMIRBAoGrshCKSrRhAoGuuhSCCmWqd0GFs7Xg4b0WNW1gyBOtGMrb7FSEIWxnvmhXRAIkMgLxqxxfe3kLrbbbpYNAmLKjHO4jEaGm8ItFN+Ca1quT+9m5OT7qC8CjXqegyQzkOhMKXPQSAWxcCiGYqEn6C/dIbfPs0Q6LD8CarUtegvnokicWqIDcdqwx4LZzcvWI/VL+F5UtokEgRKWrEGmZ+vR+N5U9F8+hTbD0pvh0AKfNjoewQiJEzy3B3URisEqlTWoFz5XIsCYtFA5otnXBAE0pVLhF+tu4UDrL5O35foVlyUDs6sG0EgSgdntgeebyedCZQYcyrrPx6AyPPtJAjk/ivTFyKBzKmyDN9ubX1TEExgipnhgxUuODnPrenD2PMi+ZGNc4EYMHj93U+x8Parwer0ylv/xOUzpuOJZ9/WAJIBWqygwUgJZ4VA1vOGzJbgJhLIgEDh3seeZ4Cf/LzsINAVSQMrBLICMnOEkV3qOAOKsffzQqBwbekuCGQGdGaNDS0NSMbqbgZNTBMj2ov9zdx31nYa9mkub+5bc5o4s+2x/22GWU52HC41oDm6yf3s4lyyxyBQJCLqXO3EKUEQiCBQNNZIEEhXjSBQNNZDEIip1iRuwe7O/w1Jm2WnqNmRJaMdm3x/gYRUTPTcHlI8kSFQm1qBHfILSBVKMEYKpLKz23QZZ2MMEM9BoXicv53xhkCBtHTXI00ocnTSMQcuc+SWiqehRJzW5yBQufIlKpV/oVQ8FSXiyf5+M0OgSNEO7IZYbdgJAundkUgQSPrw38hetRbNp01B4/mhQJDVt7dDIJ/ais3yE5CQhome24LmbCsEqlLW4bDyMQrF4zFAPDuoLM+4IAikS0cQSNeBIoECQ4kgEEEg88RKEEhXw+24SIQ5ldWXIFDAilnELV3QUp+ZozPMmnTXmUDsmU4RD9FAoHAOert+NXzQk8ePQGtbO359zUVg/+2hJ5dh+OB+qKyu06J7rOcHWZ8VKWqGnS1kvtycCWREHpnBhfWdBrBh7WUXS1nHLnOaukj1dNK+uyOBwrXFamvRRgKZIRBrt6HPvDmX2kYiGSnnuisSyJomjiKBXMykkWipi9sTpghBIIJA0RgjQSBdNYJA0VgPQSCmWjX+hUO+L1EsTkM/UV8EhbvMmy5VVbFBfggCREz2/DbklkSGQCy9G0vzxtK7sTRvxmUHgVhKJAYLWEoklhrJuOINgbbJS9Gh1mGsNBcpQp4jBKpUvkW5EoiE6WvpkMLBOzMEqlS+QbnymW20A+tnHmc3z682CQLpoyiRIJC4ej1y3luDlpMnoOHCk2ynwN4OgTrUemyTn0KykINx0k1BbbRCoGp1PQ7Jq1AgTMFAKZBOkXdcEATSZU4EhyVFAgVMPlaRkHQmEN9+hM4ECtgkQSBdC4JAug48a0qeHTBPlGdBdgqa27zo8CquXkEQSJcpEgQy/42VZREp7GJnqGzathuGc90uysfaCXZnnXQlEsjqiGfve+WtjzDj7Gm26eCMtrIzaf50zw1BIOWZV1cG/TfruTYM5rz53me4YubpsEYCWQGKud12EMjIiDV/ziX+OkR6H0ubZvjPmS/jnluuggGbImlgBh5GPYyzcezOBGL1NlLcmdtkBUiR0sGxs5UitSVSJJARgWUFPE56RjpfyXim+Uwg8zlSdmf5GOkI2XvtYI9RH8P283KygtrM/t6VSKBI6QVdTWwOhXo8EigS7eyOBsb6GQSBCAJFY2MEgXTVCAJFYz0EgZhqB9WVqJE3YZB4PvLFyRGFtDqyNvgehgoZk6UFENgfTVciQyCW3o2lecsRxmCodIm/1nabLnZmDDs7pkA4BgOln/rLxhsCbfEthhfNGOeZj2RkOkIg40wc1qesb/saBNovr0SdugmDpBnIFyb6+80MgaqV73FI+QgF4rEYKOqHUZovgkC6Gm5th5XlcWQlEgQSPt+E3BVfoXXqWNRfdqrtPNjbIVCbWokd8vNIFYowRro+qI1WCFSrbsIBeSXyhAkYLM2MelwQBNKlIwik60CRQIGh5NbZzbu6dQv76EyggLI80RwMIFY1dEBRVMeuyctKRnuHjLZO2bEsz7eT0sElxpzKOpXHdmK1pnQ0LlMBgkA8akVXNhIEMhzsLL1Xv5ICXDfrfGzYUhYVBGK1M58/xM4dYufxsIvBB95IIHafNSWXcTZMOCWM8saZR8YzzGDAuNd6VpIBjqwp2Iw0cQzWWC+zfua/md/v9D7j72ZgYX5XOA3sUrwxOLFx627tkeY6RGoTLwSy9jP7t6FdpEggBlPMbTGDOkODcHpay5rbY7UJc79a+85qnwbUYuCQXWwMLHnwbv+5UUbau1N/MgkNTS148gH93GZeCHTTPQ/DfEyOnX1EN7pD7+oxCGQYRriww+5qYKyfQxCIz9FidmR1Z9/w/PIkVk5QnvYQBNLVIgjEYzWBsjw2rDksa9vgvO0DeH895ab2ViddpHt4DmItk/+OZvUgRkpXIUMYFLEqVkcWSwfH0sJN8twBEcGLtUSGQOysHHZmjhXs2M1/DdiOvb4VyMEYDPUEgBGP7bANu1dW0druc+zqcP1saD3R8xtISHGEQI3qDuyR30G2MBrDpEtdO/J5bIc1xq0jK95O0L3y22hQd2KYdDmyhZF+3c3fzjp1M/bL72mQiMEi6xWrDTtFAulKJxIEwrc7kPfaJ2ibPBx1s8+yHae9HQK1qIewS34F6UJ/jJKuCWqjdd6pV7Zjn7ICucIYDDGBcnYTz7ggCKTLHO/5z86A3cIBdi+Po9Dxo2YqQBAoIIbbbyePvqys234mCBRQlseRTxBI183tj0OOljVluHHIYzs8304efwzPHMEzt/PuZSkSiKcnqOzRrECkaKajud2J0LZYR/5Y29ijEMgIQTMTL6OCkQ70SoSOMupAEMj9goppRhBItxyCQLoOBIGim814HPlHKwTaqTyHVqUKoyX9rJlIl9WRtcX3JLxo8kenmO9NZAhUoXyNI8oXKBZPQj9xur/adpuuZvUAyuRXkSkMwgjpKn9ZHtvpDgi0wfcoVHgxSboTopDk6KRrUvdjt7wMmcJgjJBm97kNe5m8DM3qfq3PWN8Zl/nb6Y8IE8diqHhxiOnHasNOEEiXOpEgkLJxLwqeX4WOUQNRc/35ttNgb4dATeoe7JZfR6YwFCOkWUFttEKgRmUX9ihvIUscgeHiFUFlecYFQSBdOoJAug4EgQJDiSAQnQlknlgpEkhXw+24SIQ5ldWXIFDAigkCReeLoLuOPgUIAvVcn/YZCBTugKyekz66NxMEIggUjeUQBNJVIwgUjfVQOjim2lZ5CTrVBoz33IwkZEcU0rrp2uZ7Bh2owVjPr5CC/KB7ExkCHVJWo1r5Dv3FM1EkBg6Bt4NA7Wo1tsvPIhWFGOO5wd/GeEOg9b4HtXdP8dyj/X+nX/MFUj8VY4x0XZ+DQNvlF9CuVmC0NAdpQom/38wQqFEpwx7lTVtHN7uBx9nN86tNgkB6dyQSBPLtLEfR3/4B76AiVM0LRPyZJ7XeDoEa1B3YK7+DHGEUhkqXBc3XVgjUrO5Fmbw85Nw03nFBEEiXOREclm4jRNx8X6JbcREEMuvm1tnNq7XbfqZIoICyPI58igTSdaNIIF0HHtuJ1ZqSZ45w2juYn0WRQDzKUllSgBToiwr0WCSQcbDVgvmz/Yda9cYOIAjkfkGlLTpyUtDY4kWnz91hfW5tgseRFSsnqNu6snIEgXS1CALxWE2gLI8NH62RQJt9j8OHNkzw3A4PUiMKaXVk7fC9gDYwR/u1SBNKg+5NZAhknBczWJqBPNN5MXbzn09twWb5r/AgHRM8t/rbyGM7XY0EUiBjo+9hiJAwyXO3VgenjRyL0GKRWknIwnjPvD63YTfg5jjpJiQLOf5+M387WaQQixgyoqWsxh+rDTtBIF3pRIJA3oM1KH70DfgKc1B5189s58HeDoHYGVls7rM758cKgQKp4wZglHR1kB4844IgkC4dQSBdB4oECgwlgkAUCWSeWCkSSFfD7bhIhDlV88dkp6CxzYtOr7M/hufbyeOP4dkBO+0dzM8iCMSjLJUlBUiBvqhAj0EgIxLoZxedAXbYUm+9CAIRBIrGdgkC6aoRBIrGeigSiKlmRJhMlhZAYLuqCJd107VLfhUt6gGMlH6BDGFg0J2JDIF2y2+iSS3DMPFyZIuB82LsNl2qqmKD/JDWNrNG8YRAMjqwyfdn7SwgdiYQu5w2coraiY3yY9pZTezMpr72q81Nvscha3DzNniQ5rdNMwRqVcuxU34J6UI/jJJ+GWL5sdqwEwTSpU4kCNRR1YTSB/4OJTMNR34XDD0Mw+jtEKha+R6HlI9CzkJj7bNCoDb1CHbIL2pRdCyaznzxjAuCQLpyieCwdBsh4ub7Et2KiyCQWTe3zm5erd32M0UCBZTlceRTJJCuW19bU4Ybhzy2w/PtJAjEO/NReVKAFCAF4q9Aj0Eg1tS3Vn6ONeu24L4FNyAtNfhw7vhLEd0bCQK5X1AxhSkSSLczgkC6DgSBopt3eBz5R2MkkAIfNvoegQgPJnnuchTR6sjaI7+JRgZTpCuRLQwPuj+RIdBO+WW0qoe1w9HZIenGFW7TZQCFiZ7bIP0IFHhsp6uRQF61GVvkxfAImZggzdeq6wSBWBkz4BtQmA4339mj5RDfcHDT/O30p/oTCjFGCqT6M+whVht2gkC6wokEgdqaO9H/D88xLzUO//F627mwt0OgSuUblCufoUj4CfpLZwS10QqB2lGD7b5nkIICjPXcGFSWZ1wQBNKlIwik60CRQIGhRBCIIoHMEytFAulquB0XiTCnsvoSBApYMZ0J5LiNpgKkAClwlCnQYxCIpYObd++j2Lh1t62kk8YNx5MP3Im8nKyEltyNc4q3AbHasPPUg8eh5vZXNdqig9LBad1AEEi3RoJAPKMyUJbHkX80QiAj1VmymIFx4i2OIlo3XXvlFWhQt2OIdAlyhTFB9ycyBNrqexqdqA05yygcBAqcfXSj5hRlF4/tdBUCsTObWHozltaMpTdjlxsIxNLYsT6eIN2CwYWFfQYCKaoXG+VHIQpJmCTdGWSX5m+nna7mwjzObp5fbRIE0lVOKAjUIaP/757W6nX4/l/ZzoWxWlPygBJRFFCck4Ijde2O83VuZjI6vTJaO2StbLnyJSqVf6FUPAUl4ilB91shUKSxwTMueNoWi3FhNNLt+ppnzc6e3Zsclm4jRNx+XxwN0KYAQaCAKG5th1dnt/1MkUABZXkc+RQJpOtGc6quA4/t8Hw7edaUPHOEm72D8TxKB8ejLJUlBUiBvqhAj0Ggo0VsgkDuF1TaooMgkGb6BIH0GYAgUHQzIY8j/2iEQB1qHbbJS5Em5WO0YO/4NCtrhUD7lfet6xZtAAAgAElEQVRRp2yE9Wwddk8iQ6BNvicgo1U744ed9WNc4TZdu+S/o0U9GJT2jsd2ugqBjF/lp6IQYzx6xIqbjZwZXg0rGNhnIJAXzdjiW4wkZGK8R4+cMi7zt9OntmKz/ETIeU9G2Vht2GPh7OaBA6x9zJFV3dABWVEdJ0+3zh72IJ5fMyccBPrP5wCfjMP3Xc8msBBdejsEOqysRpXyHfqLZ6JInBrUPisECkQfZmgQ2XzxjAuCQLpyifCrdbdwwO33xXHisClAECggCkEgigQyDxGebydbU/pkFS3tPsdhmJYiITVJQl1zZ8SySR4RuRlJqGrocHwmK+B2XXA0g3WmA0GggLlQJJCroUOFSAFS4ChSgCBQFzuTIJD7BZW26CAIpFkcQSB94BEEim4C4nHkH40QqE2twA75BWRJ/TBcCD0Txaqq1ZF1SPknqpV/Y4B4LgrFY4OKJzIECpcqLBwE2iu/gwZ1B4ZKlyJHGK21k8d2ugqBAudzlGK0dK32fjcQyJz2bmThiD4DgSKlsjJ/O42IIQFJmOwJjhhiGvM4u3l+tUkQSJ8qEg0Cld7/CsTmNhy59xdQsgNw2JjYejsEOqB8gFplAwaK56FAnBI0X1shkN05ZMYNPOOCIJCuGkEgXQeCQIFhRxCIIJB5EiYIpKvhdlwkwpyq+WOyU9DY5kWnV3HciPJ8O3nWlI4vNhVws3cwilMkEI+yVJYUIAX6ogI9CoHK9h3GTfc8jPKKmhDtKR2cgIYWr6NN8vyqxvFhpgI8v4Bx+6sabdFBEEhTmSCQbmwEgXhGZaAsjyP/aIRAzeoBlMmvIjdpKIaosxxFtG662PkS7JyJfuLpKBZPDLo/USGQD+3Y7PsLJKRiouf2oDqH23QdlFehRl2PAdJ5KBR05ymP7XQVArWoh7BLfgUZwgCMlPRD691s5HYrb6JJKcMw8QqMLZrYZyBQi3oYu+SXtfOe2LlP5sv67TSA4BTPPSH2H6sNO0EgXepEg0DFj7wOT3UDKu+8Er6i3BB76O0QaJ/yD9Qr2zBYvAh54rig9lkhkAIZG30PQ4CIyZ7fBpXlGRcEgXTpEsFhSZFAATOOVSQk+76wPafX5+wQduvsdlyYWQq47WdKBxcQjseRT+ngdN3c+ix4/CDsuW7HRSLMqay+PLbD8+0kCMQ781F5swJt7Z34w0PPYtrx43H5jNN6lTiPLFmO6SdOxtRjxiZ8vdf+sA0PL1neK45eSXgxe2kFewwC9eZBbu5rigRyv6DSFh0EgTTzIQikjyKCQNF9OXgc+UcjBGpSd2O3/AYKk0ZjgHqpo4jWTVeF+jWOyF+gRDgZpdKpQfcnKgTqRD22+p5CMvIwzjM3qM7hNl2sjayt/aTTUCxM0+7hsZ2uQqBmdT/K5GXIFIZghPRz7f1uINA++X9Rr27BEOkijC88rtshUKt6GCkZjZBbi5D841lJ4Ywonhv2JnUvdsvLkYVhGO75WVCVrN/ODd5HoQpeTE66C4LqCSobqw07QSBd5kSDQEVPrkDSgSpU3XwxvIOLQ0y5t0MgPxSWrkC2MCKofVYIxP4YDpDyjAuCQLrM8Zz/ws3BbuGA2++L44LBpgBFAgVEcevs5tXZbT8TBAooy+PIJwik60YQSNeBx3Z4vp0EgXhnvsQp/9bKz/EfDz7rr1BXfpDPnrVm3Rbct+AGpKUmh22ktVw8/cN2dTTOrL/7plmYOHa4LZBiAGXhoqVY8uDdGDGkv9Y2dt+iv7yChbfrP3hk596zZ5iBkPl9m7btxnV3PKDvKUoKgp5liGVo8d7Ha4L0e/6xe7sMmggCJc6466ma9BgEYoNl4f1LsWD+bP8A6ikRuvJegkDuF1TaooMgkGZuBIH0UUcQKLrZh8eRfzRCoDp1C/bL/4vS5IkoUWY4imh1ZFUpa3FY+QRFwlT0l84Muj9RIVCrWo6d8ktIF/phlBScAi/cpqtKWYfDyscoFI/HAPFsrZ08ttNVCNSo7MIe5S1kCSMwXLpCe78bCHRI+RjVyjr0F8/GlKJTux0CHVDeR62yEQXiJAwUL4hoP/F0grJoBxb1kCuOxRDx4qB6Wb+dm31PwMfOh5JuhUcITgEWqw07QSC9SxINAhU89wFSdh5EzXXnoWP0oBB77u0QiEV9sujP4dJsZAmDg9pnB4E2+B6FCi8mSXdCFJL85XnGBUEgXbZ4zn/hJmK3cMDt98VxwWBTgCBQQBSCQJQOzjxEKB2crobbcZEIcyqrL0GggBXTmUC6FlYowv69/N1Po4oWiRYCRfN9jvYeJwjEAI7VX22GRGbAw6DKF99swF03zdLucYJADIw5gRg7IGZk0Zo/55JeFykVbT/RfbFRoMcgkGHYP7vojC7TzNhI4+6pBIEIArmzlOBSBIF0PQgCRWM9fI78oxECVavrcUhehQEpx6NQ1uFGpMu66apRfsBB5UMUCFMwUDov6NZEhUCN6m7skd9AtjAcw6Qrg+ocDgIZsCxPGI/B0oXaPfGEQPXKduxTViBHGIOh0iXa+91AoCPKV6hQvkKJeAqOKzqn2yHQNt8z6EANcoUxGPJjvcLZTzw37DXKehxUVtnapRUCbZWXoFNtwDjpJiQLOUHV53F28/xqkyCQLnOiQaC8ZauRtmE36n5+JtqmBEfKsPr2dgi0w/cC2lCBUdK1SBdKg2zdDgJt8j0OGW2Y4LkVHgQAKc+4IAikyxzP+S/cHEwQKKAMpYMDKBIoYA88jnyKBNJ1o0ggXQce2+H5dvKsKZ32bua/u9k7GOXpTCAeZQNlrVDEDEBYKfMRHjdeNUMDHuwy7svMTMdrK1bj8hnT8fW6Lf7jPsJFFFmPBWHlHvmvW/DYU6/708GxZ3/42XfaexhkYReLhGH/+5lXV/r/bY24MSKaZp49LWw0khsIxF7AYM3r736qPef91Wuw98ARf9sN9cyp4GIJgdj7mG6/X7QU/71wrj+QwhzFZW6zUZeNW3drVTX+xiKRzOngrOVY2T/dc4MGmqz9a/RBb0h7F91I6Bt39RgEMk8aTqGCidwVBIHcL6i0RQdFAmnmTBBIH9UEgaKb3Xgc+UcjBKpUvkW58imGpJ2MXG9wOjc7Ra2OrAAcmYDB0sygWxIVAtWpm7Fffg95Qmidw226jPRimcJQjJD0xTqP7XQ1EqhW3YQD8krkCRMxWNIjttxs5MwRTFOLLuxWCCSrHdgk/1mrS7YwDMOk4LRrVvuJpxO0Sv0Wh+VPUST8BP2lM4KqYv12bvc9i3ZUY4x0A1KFwqCysdqwEwTSZU40CJT79pdIX7sN9ZecgtYTg8/MYfXt7RBoq+9pdKIWYz03IsWSvtEOAm3xPQkvmjDeMw9JyPKPDZ5xQRBIly2e81+41RBBoIAyBIEIApnHCY8jnyCQrhxBIF0HHtvh+XYSBOLY1zO/fC1H+e4qOhxAfujDrFDEDBt27TmIkcMGatDBgDeLFs7VfshvAAhzmrJoI4Gs0S/sOYtfWOFPl2Z9l1P0EoMzQweV2kbNuIVATCn2nObWdhw+Uo1Fv5uLvJzA2tKcCo7991hDIDuNzBFb5jZb2//KWx9hxtnTsGvPIT8ESk1J0dLelRbna3DL7vkMqhn96xTB1F1mSs+JrQI9CoGsBNjc1K7koYytZMFPJwjkfkGlLToIAmkGRBBIH0cEgaKbrXgc+UcjBCpXvkSl8i8MTzsTWd6pjiJaHVkN6k7sld9GjjAKQ6XLgu5PVAhkl9rNqHi4TVebWoEd8gtIFUowRpqjFeexna5CICNiyxxx5QYC1aqbceBH4DWt+MpuhUBN6h7sll/XtMgQ+mOkdE1E+4mnE9Sw61JxOkrEk4LqZf127vS9iFYcsY2OiNWGnSCQ3iWJBoGyP1iLzM/Xo2HmNLScMjHEnns7BNriWwwvmjHOMw/JJqjDGmoHgbbJS9Gh1mGsNBcpQp5fD55xQRBIly2e81+4iZggUEAZgkAEgczjhMeRTxBIV44gkK4Dj+3wfDsJAjluSQMFPmJhHRzlu6voOQBGhj7MCkUYQDhSWRsSSWMHCazn/3QnBDI/2wogzP82YMa048f7oY85isd6NhEPBAoHdpiK7Dnm6KBYQyD2TgPuXHDWtJBzi4w233vbNXjg8Zf9cMfc42bdauubgiKLnPqX+e8fWrwsBIZ1l3nSc+KjQI9BoHge/BVLKQkCuV9QaYsOgkCaORIE0kclQaDoZiceR/7RCIHYOTcMioxKPw/pnVMcRbQ6sprVvSiTl8McIWM8JFEhkJEirVQ8RUuTZr7Cbbo60YytvsVIQibGe+Zrt/DYTlchkAGuisTjtfN92OUGAjUqZdijvIkscQROLbqmWyEQSzPHtGQXi6BhkTSRrng6QQ8p/0S18m8MEM9BoXhcULWs384yeRma1f0YIc1GpuWclFht2AkC6V2SaBAo6+N/g/1f43lT0Xx66HzY2yHQJt+fIaMDEz23Q0Jq0Liwg0A75OfQplZhtHQd0oRif3mecUEQSJctnvNfuHmYIFBAGYJABIHM44THkU8QSFeOIJCuA4/t8Hw7CQI5bkkDBRIwEshIo8YqaU4rZvht3/t4jb/+1nRh5sxOdlFF5nRy4e51AhBuIJC5jtZ2mHsnHASyO7OeQZftZQfQ0NQSdEaS3fEmkSCQGRY5RdSE85Wb/7sBgcK1ub2jQzufyEgHZ+huhUBmqOPUBwSBOMZ4AhftMQhkPWirpzSym9TM4YysXuHyLLK/EQRyv6DSFh0EgTRTJwikj3iCQNHNfDyO/KMRAh1Q3ketshHjMi5GcsdYRxGtjqxW9TB2yi8jXRiAUdLVQfcnKgQ6qHyEGuV7DBDPRaF4bFCdw226FFXGRvlhCBAx2fNb7R4e2+kqBKpU1qBc+RzF4jT0E0/T3u8GArWoh7BLfgXpQn+cXjzX1XdWEgXt+1JR1x7RHti5Sux8Ja0uyNKiCyJd8XSC7pdXok7dhEHSTOQLE4KqZf127lbeRJNShmHiFcgWg8+BidWGnSCQ3iWJBoEyP1uP7FVr0XzaFDSeHxoZ2dsh0Hrfg5ruk6UFENiANF12EGin/BJa1XKMlH6JDKGfvzTPuCAIpMsWz/kv3DxMECigDEEggkDmccLjyCcIpCtHEEjXgcd2eL6dBIEibikS+o/honcMX2mkdGGJFAnk9rx5uyghu/N2zOWefOEdrQ+N85DsgEi4c+8ZSDLfGy0EMtexf0mhFgnkps3m+2rrGv3p4CgSKKGHZcwq12MQKNwAiVlLwzyYwajnlr2PeXMuBQsTZANy4aKl/tyT1gFqHcAEgdwvqLRFB0EgzRIJAukDkiBQdDMejyP/aIRA++QVqFe3Y2LmlZDaWXLjyJfVkdWmVmKH/DxShWKMka4LujlRIdA++V3Uq1sxWLwIeWLwuR+RNl2BX9H/BhJS4gqB7KKX3ECgDtRgm+8Z7fyPs0pu7VYItNH3GBR0an3OogpYdEGkK55O0D3yW2hUd2GYdDmyheBcDdZv5155BRrU7RgiXoJccUxQE2K1YScIpMucaBAo/ZutyF3xFVqnjkX9ZaFnpPVmCKTAh42+RyBCwiTP3SFD1Q4Clcmvolk9EBIlxzMuCALpUsdz/gs3DxMECihDEIggkHmc8DjyCQLpyhEE0nXgsR2ebydBIKcdaeL+3QkCGWnWjEiXWRedoaVds7vPCXAYKljLOUWhRIoEYufxsLqYz8dhz3vzvc9wxczTNT+v+bK2g/3NmgLPGrRgjfKxpoIznm+th/UcJVbOSSO7SCDjOfPnXOJPeReuzTPOPgkrP/7a3/ZwEMiaRs/6DruoLkoHl7jj2G3NegwCsQq6zRfptjHdUc46uK0HalkHLEEg9wsqbdFBEEgzU4JA+mglCBTdrNXXIdBu33I0YS+Ozb4GSmt/RxGtjqxO1GOr7ykkIw/jPHOD7k9UCGS0ebj0c2QJQ4LqHGnTtdW3FJ2owzjPr5GM3LhCoHLlU1Qq36K/dCaKBD1CwQ0E8qEVm31PQEIGflry226DQEwHpodHTYNPaNPqM8VzT0T7iacTdJf8KlrUAxjpuQoZGBRUL+u384C8ErXqJgyWZiLPEjUUqw07QSC9SxINAqWtL0Pea5+gbfJw1M0+K8SeezME8qkt2Cz/FRLSMdFza0jb7CAQO/OLnf01TLoS2ULgRwI844IgkC51POe/cBMxQaCAMgSBCAKZxwmPI58gkK4cQSBdBx7b4fl2EgRy3JImbIFIflnm/7zujgf0NXBJAQrzsjHr4jPDQiBzpqVI57xbyz3yX7fgsadehwGcrHVygkCsfuYMTuzfRgo0O+Gt59PbpcAznzHEnmEEDPz5T7drgOnqy8/BiCGhvgjmQ37m1ZX+15ozTVn1XPLg3SHPsMtWxR5mzVgVqc3h6mDV0azD9BMna3W+8aoZmHrM2BB/PaWDS9ghzFWxHoNABmwxchRaax1pwuBqIWdhuxA78+C3hgkSBHK/oNIWHQSBNIskCKQPTIJAnBPUj8X7OgRiqdxYSrfjs2+Ar7XQUUSrI8twLHqETEyQ9LNyjCtRIdAO3wtoQwVGSdciXSgNqnOkTZehlZEaicd2upoOzu6MGzcQSFVVbJAf0tp4Qckfug0C1albsF/+Xy3KplndBwVeTJLuhCgkhbWheDpBt8svoF2tCDnLxO7bGSk9YKw27ASBdDNJNAiUsuMACp5fhY5RA1Fz/fkhttybIVCHWo9t8lNIFnIwTroppG12EGiv/DYa1J0YKl2GHGGU/x6ecUEQSJctnvNfuEmYIFBAGYJABIHM44THkU8QSFeOIJCuA4/t8Hw7CQI5bkmpwFGiAPMJv/LWP7Fg3uyQKKPe3MREObKlN2vYG+reYxAoEcWxht3ZpayzQqCmNl+3N4U5yUQBaPcqjs9OTRKhqECnz7ms48NMBdj701M8aG53bl9WmgdudWAb9g6vAplVuhuvtGQJXlmBT3Z+LnOItHf44KIomL6snLeb9WXwAyrQ0c3P5bEddoYGa19Lh+yqJ9z2c4pHBARo/ex0eUQByUkiWl3UIckjQnI5Lpj9pqV40OLCfj2SgCRJRFunsw7MIZLhclw4tb0rf+exYdZvzW0+Zm6OFxufnV4FvjDjU1V1pxDPxaCKJIlod6Gv23nn3y1PoVWuwsl58yDK+Y7VYVVmjiRjnpLVTnzd9BAkIRknZS0Iup/ZGHMAdve4YC/hmf+Yw72lwwemObu+a/4r2pV6nJB5C1LF3KA6R5r/trQuR61vJ8anzUJ+0ijw2A7P/GfXzzvbV6Ki83uMTJ2B0mT9HCM277D5z2nMs/5h/fTT4oVobRcd+9iN7exq+wBHvOswLPVMHOpci06lGT/J/A2Sxcywz7fajlNFmL5tHT7tu+x0MTuTZQXeHz9GkfrYajt7O1bjYMfXGJpyFgamnBT0KqYvsxs36wKebyf7vrDx72Zud9vPvHMqGxetLvV1+81i4mWkSNqay7o2YUDSeg5Nd86p5o7j+XayfvP9aDvS3gqkP/YW5CHFaL3zihCz41kX8KwpY/XtNI+LFrkC37c8jXSpGMdlBEdtsobazTvb295BlXczRqddguKkiX49eMYFT9tiMS6MSru1YTfzn9kw2PewxcW6IJ7zX7j5Mpb6Os3Rxt9jtqZkc8+PazQ3dYnV/Gf+vtjNedHYjpv2mMu47Wc25j0u1+w844JnP8IzLnhsh+nhdsx3dU0ZqX/M3xenfgz37bS7j+f74rafY7WX5bEd1tbeNKfy2g7Pt5NnTelkW+a/u11TGm2LtJe1vpeNObpIAV4FWMQRu1hKvN5+WaOn7KKNensbqf7BChAE+lEP66Fn7D+Hy8X4+0VL8d8L52phe02t3m63KebsFkUBHS6cpinJEhRF7XZIwZwe6amStkl0ulhUi1sd0lM9Wru6HQKlSPD6VM0p4nSxOjCHNNPN6YqVvslJEhgFYouU7rx4bIfZGHO2tLoAJayObvuZQR1GgTq9zlBFkgQkeyTNaep0aRBIFNzBBI62sc1kkkdAmwsQxcZFRqqkQZWevHhsODMtCc1t7uYpBs46fTLkMIRUFQQIBpVwKQBPv7mdd9Y2P4EOtRHT8++A6k13rokAZKYG6/Bl0/3afadm/S7o/liNC/YSBtY7IuhrrghzDLW2y2AOGXataX4YPrUD0zLvhkdICapzWoT5b2f7e6jwrseo1AtRkjQZPLbDM//Z9fP29hW6MzaVOWMnaHXWNnIu5h2jj88suhPe9jTHPnZjO9+3PIsW5Qgmp1+DXR0r0SrX4oSMm5EqRgCJNrYTqTIaBHL5fdGc3abv95rmR+FT23Bi5l1IElKDXmP9du7v/AL7O77A4OTpGJwyPahsSpIE1eX3JZLtWNupO+kEdLiZ2132M++cah0XkfrC7TdLG5th1gUqBAgWhK7Nqe1e7YccTpfTnGq+n+fbyWyHwXqfT4FYUYeMB16DUpyLloWzQ6rEsy7gGfOx+naax0WjfBAbWl9EljQAU9Ln2LbNui4IzHkzUZI0xX8Pz7jgaVssxoVRabc27Gb+M4vHbLil3ev/kUFYO47j/BeuDjzjwu33xWncWv/O1gXMuenuh0U8a0ogw7I2ifh9sawLYjH/sWkt0m99XNsOp8hu+5mNTY9HQLvLNbvbvSzPfoQ1LTM9Cc0ufACJuqaM1D2pKRJ8Pbyn9nhEMDDn9AOyWOl7NM+pvPsRnm8nz5qSZ4rgmdt51l2sDlp2FrpIAVKAFOhDCvQ4BDLnRDR0jzd9tANARl3oTKB2x+HgNrSaPYjSwelyUjo4XQdKB+c4vGwL8KT00lIX1ba58VeiIDtFA0ZufunvtuZ26XrC3csW+WyOqKiLPO9s8v0FMtpxWt49aGhyroldSpsNvkehsnRgnrsgIvArsERMB2dOj2Z3hk2k9AvlymeoVL5BP/F0FIsnxvVMoL3yO2hQd2CIdClyhdFaR7lJB8fKbZefR7taiVMLbkZTQ7ZjJzvZjqJ6sVF+VHsOSwG3T1iGRl+5bXo988vimQ5pve9B7dWTpQUh0SfWb2eV+i0Oy5+iSPgJ+ktnBOkTq9QdlA5OlznR0sGJja0ofeDvkHMzUXFPKATqzeng2Nk+7IyfTGEoRkizQuYBu+/LQfkj1KjfY4B4LgpFPQKRXTzjgtLB6ZrFc/4LN8lTOriAMpQOjtLBmccJT0ovSgenK+fWZ+G0prTOV6X5aaisa3OMAk+EOZXVncd2eL6dlA7OcbtCBUgBUoAU6HEFehQCWQ+lYmoYB1PNn3NJXMLr7KJ9zL1irSODQuy66yZ9M0pnArlfUGmLDjoTSLMbgkD6KCMIFN03oK9DIMNZfmbe/0VtU6ejiHabrs2+J+BDKyZ4boUHgWiiRIRAgTOMMjBBuiWkvZE2XVZYwGM7XT0TaI/8JhrVMgwTr0C2OEKrt1sIVCYvQ7O6HyfmzUF7U4ljHztt2JvVAyiTX0WaUKyduXNAXI7azr0YLs1GljA47PPjtWE3IJWIZEzy3BFSH+u3s0b9AQflD1EgHIOB0k+Dysdqw04QSJc50SCQ0NaBfn96CUpmGo787uoQ2+nNEKhe3YF98jva2T7sjB/rZQeBDsufoEpdq8FRBkmNi2dcEATSVYvX/BdpgicIFFCHIBBBIPNY4XHkEwTSlSMIpOvAYzs8306CQI7bFSpACpACpECPK9BjEMjuvB1DDQZeXn/3U9y34IaYH7RlQKfyipqgzrjxqhl+0GPOkzjz7GlB9SII5H5BpS06CAJpdkYQSB9uBIGi+wbwOPKPtkggw1kuCUk4Pe9e1DR2OIpo58jaKi9Bp9qAcZ6bkYxApEkiQqB21GC77xmkohBjPDeEtDfSpqtO3YT98krkCRMxWJoR10ggA+SYQYtbCGREER2XOwty81DHPnaCQCwaikVFFQhTMFA6D+XSClR2bMcw6XJkCyPDPj9eTlAvmrHFtxhJyMR4z/yQ+li/nbXqJhww9av5hlht2AkC6SonGgSCV0b/PzwHeCQc/uP1IbbTmyFQYP6agMHSzJC22UGgcuVLVCr/Qql4KkrEk/338IwLgkC6bPGa/yJN8ASBAuoQBCIIZB4rPI58gkC6cgSBdB14bIfn20kQyHG7QgVIAVKAFOhxBXoMAtU1NGHh/UuxYP5s7Wwd88XAzEOLl2HR7+YiLyerx0WKVAGCQO4XVNqigyCQZk4EgfRRRRAouumtL0Mgr9qMLfJiJAmZmJ53Z9QQaLv8HNrVKoyRbkCqUOjviESEQC3qQeyS/44MYSBGSr8IMZpIm65GpQx7lDeRLYzAMOmKuEKgnfLLaFUPY6R0DTIE/TvvFgIdUD5ArbIBk7Ivhtg61nGgOEGgvfLbaFB3YpB4AfLFSaj0vI/y9o2aYzlP0M8rsrvi5QR1An3Wb2cgQmI0hkqXBlU9Vht2gkC6zAkHgZhj6z+fA3wyDt93PaCdORi4ejMEqla+xyHlI9uIN9ZCOwhUoXyNI8oXKBanoZ8YOLCXZ1wQBNLtJ17zX6QJniBQQB2CQASBzGOFx5FPEEhXjiCQrgOP7fB8OwkCOW5XqAApQAqQAj2uQI9BoESJBOpqDxAEcr+g0hYdBIE0kyMIpI88gkDRzUB9GQJ1qHXYJi9FqpCPk/NuiRoC7ZRfQqvKzoT5JdKFfv6OSEQI1KDuwl75LS1ihUWuWK9Im65W9Qh2yi8iHaUY5bk2rhBou/wC2tUKjJbmIE3QU7q5hUDsvBuWym5M5rlIbQ+c6xFuxDhBoE2+xyGjDWM8NyIVBahNWo0Dbd9pqdRYSrVwV7ycoC3qYeySX0a60B+jpGtCqmP9djaqu7FHfgPZwnAMk64MKh+rDTtBIF3mRIRApfe/ArG5DUfu/QWU7EB6S1bf3gyBjAg+u7OvWNvsIFCVshaHlU9QKJ6AAeJZ/rHBMy4IAumyxWv+i7QSIggUUIcgEFT6VCcAACAASURBVEEg81jhceQTBNKVIwik68BjOzzfToJA0e3r6S5SgBQgBeKpQI9BINZIlmZt+buf4skH7vRH/MT7TKCuik0QyP2CSlt0EATSTI4gkD7yCAJFNwP1ZQhkQI0MoR9OzPtV1BCoTH4Nzeq+kDNhEhEC1SobcUB5H/niZAwSzw8xmkibLpbyjqW+SxZyME66Ka4QaJvvaXSgFmM9v0IK8rV6u4VAFcoaHFE+x/CMU5HVEUjpFG7ERIJAXjRii+9vMJ+305jyFfa0fIV+4ukoFk8MOxDj5QRtUvdgt/y6LdSx+3YaZxxlCIMwUroqqP6x2rATBNJlTkQIVPzI6/BUN6DyzivhK8oNsofeDIECqd1OQYl4Ssg4tYNA4c7L4hkXBIF0qeM1/0VaCREECqhDEIggkHms8DjyCQLpyhEE0nXgsR2ebydBoOj29XQXKUAKkALxVKBHIRBrKDv/57o7Hghq8/OP3Yupxzinf4mnUOHeRRDI/YLKzpHVXX3Is+jgcaDzHIzO0xaCQLpaBIF4rCZQlseGj7YzgZrU/dgtL0O2NAQn5FwbNQTaI7+FRnWXliKNpUozrkSEQCwihkXGhPs1fKT5zzhDyQAgPLbDM//ZOWMZeGEAZrznZiT9eO6SWwhUra7HIXkVBqUdj3zv2Y4DJRIEqle2YZ/yD2QJwzBc+pn2rNaU77CzZTWKxZPQT5we9vnxcoIadcwVx2GIeFFIfaw/oDBgaBpKMNozJ6h8rDbsBIF0mRMRAhU9uQJJB6pQdfPF8A4uDrKH3gyBDisfo0pZh/7iWSgSTwgZF3bzjgHNjXPQjJt4xgVBIF21eM1/kSZ4gkABdQgCEQQyjxUeRz5BIF05gkC6Djy2w/Pt5PHHOC7sTQXc7h3YLQXZKWhu86LDq7h6BbMJuhJDASNT1LTjx+PyGYF0volRu8i1eGTJckw/cXKv8GEz//vDS5YHBWL0Bo2pjt2nQI9DoO5rSs88iSCQ+wWVtuigSCDNUAkC6eOVIFB08xaPI/9og0AM3DCAkyuNwnE5s6OGQPvkd1GvbtUc7szxblyJCIHKlc9RqazRzrdg51xYL6dN1wbf/0CFgknS3SjJy0B9Uwe8supofF2FQJt9T8CHVkyQboFHyNDe53YjZ0CR0tQJKPGFHghvrXwkCHRIWY1q5TstkqD0x2iCztSN2Nr8PgrF4zBAPCesFvFygtYo63FQWYUCYQoGSueF1Mf67exADbb5nkEKCjDWc2NQ+Vht2AkC6TInIgQqeO4DpOw8iJrrzkPH6EFB9tCbIZBxNthA8TwUiFNCxoUdBDLmjhxxLIaKF/vv4RkXBIF02eI1/0X6GBEECqhDEIggkHms8DjyCQLpyhEE0nXgsR2eb6fTfsRx4xGmgNu9A7udIFB0KrMMTf/x4LP+myeNGx41JGDPWrNuC+5bcAPSUpPDVshaLp4QyK6O7Mz6efc+irtvmoWJY4fjDw89CyuQYgBl4aKlWPLg3f5z7dl9i/7yChbefrXWVuMZ5qAG8/s2bdvtD4LoV1IQ9CxDLEOL9z5eE6RfdwRLEASKbowcTXcRBOpibxIEcr+g0hYdBIE0iyMIpA88gkDRTUB9GQLVqZuxX34PBdJETMm5LGoIdEBZhVplvZZejaVZM65EhEAMDjBIEM4R6rTpCkTkzEP/3KK4QaCNvsegoBMTPXdAgr4JcLuRa1b3okxejoLk4RioBJ95YzdqIkGgnfLLaFUPa2fnsDN02CWnbcemphWwRgtYnx0vJ6gR7cVS07EUddbL+u30oglbfE8iCVkY75kXVDxWG3aCQLrMiQiB8patRtqG3ai95ly0jx8SZA+9GQKxCD4GdQaLFyHPBOuNBtpBoHBnqPGMC4JAusLxmv8irYQIAgXUIQhEEMg8Vngc+QSBdOUIAuk68NgOz7fTaT8S3a7X/d6BPZ8gUHQqW6GI3bEdbp8cLQRy+/zuKOcEgRjAYXBn4f1LsWD+bA34mCGRGfAwqPLFNxtw102zwpaxvs8JxNgBsd52bEp39BM9IzYK9AgEMlLA2ZHMSH+LjQRdeypBIPcLKm3RQRBIMziCQPq4IwgU3fzTlyGQcd5Dsec4TMyeGTUECqQZOhtF4vH+jkhECLRXfgcN6g4MlS5FjjA6xGicNl07fC+gDRUYLV2LwXlD4waBjAikyZ7fQoCo1dstBDLSnVUpJWiWr8WlaULEwRIOAqmqjA3yowAUTJR+A0lI0Z4jZOzFDw3LNT2ZruGueDlBy5UvUKl8jVJxOkrEk0KqY/12ymjDJt/jkJCGiZ7bgsrHasNOEEiXOREhUO4bnyH93ztR9/Mz0TYlkN6S1bc3Q6DdyptoUspC0nYaBm8HgYzztTKFoRghzfKPDZ5xQRBIly1e81+kyZ0gUEAdgkAEgcxjhceRTxBIV44gkK4Dj+3wfDud9iPR7Xrd7x3Y8wkCRaeyFVKYAQh74k33PIzyihrt4TdeNUMDHuwy7svMTMdrK1bj8hnT8fW6Lf6y4SKKDKBhPJOVe+S/bsFjT73uj75hz/7ws++09zDIwi7mP2b/+5lXV/r/bY24MSKaZp49LWw0khsIxF7AfNOvv/up9pz3V6/B3gNH/G03lDanggsHiroDArH3Md1+v2gp/nvhXH8kkjmKy9xmoy4bt+7Wqmr8jUUimdPBWcuxsn+65wYtJZ+1f40+6C1Ht0Q3Go7+u3oEArGBwi5j8rDK7PT3ROoWgkDuF1TaooMgkGa+BIH0UUwQKLrZrC9DoErlG5Qrn6Gf5ySMyz4naggUzumeiBCoTF6GZnU/RkhXIVMITvXELMhp07Vbfh3MMcrOwxmeNy4uEEhVFWyQ/4e5ETHFs8Bv6G4hUKfagK3yElQpOfi+fS4WZOsQKdwVDgK1quXYKb+EZORjnOdX/ts9meVYV/8SrI5i6/Pj5QQ9pPwT1cq/MUA8F4XisSHNtH47Ffiw0fcIRHgwyXNXUPlYbdgJAukyJyQEevtLpK/dhvpLTkHriYH0lqy+vRkClcmvolk9gOHSbGQJg0PGhR0EalEPYpf8d2QIAzFS+oX/Hp5xQRBIly1e81+kuZ0gUEAdgkAEgcxjhceRTxBIV44gkK4Dj+3wfDud9iPR7XqPUghU9zXUtv3RShL1fULeyUBa6F7SCinMsGHXnoMYOWygBh0MeLNo4Vzt/BsDQJh/3B9tJJA1+oU9Z/ELK/zp0qzvcopeYj7loYNKbc8XcguBmNDsOc2t7Th8pBqLfjcXeTlZfv3NqeDYf481BLLTaPm7n/pT95nbbG3/K299hBlnT8OuPYf8ECg1JUVLe1danK/55u2ez6Ca0b9OEUxRGybdGFcF4g6Bwg0Mc6t7k3ERBHK/oNIWHQSBNFMnCKSPeIJA0c33fRkCGfBmYNLpGJ11WtQQqEJZgyPK51rUBYu+MK5EhEA75OfQplZhtHQ90oSiEKNx2nSx9Hksjd5gaSZG5x0fFwikqJ3YKD8GEcmY5LnDX2e3EEhGBzb5/owWNRUftNyKP+ZGB4HYofIs6sua9i01qxbf1D2NdKEfRkm/DDsQ4+UENfdRnjAhpD523871vge1clM89wSVj9WGnSCQLnMiQqDsD9Yi8/P1aDxvKppPDz47pzdDoB3yi2hTj2CU51qkozRkXNhBoFYcwU7fi0hDCUZ75vjv4RkXBIF02eI1/0VaCREECqhDEIggkHms8DjyCQLpyhEE0nXgsR2eb6fTfiS6Xe/RCYHU3Y8AtV9FK0nU9wnD7wLyTwm53wpFGEA4UlkbEkljBwms5/90JwQyP9vqIzb/24AZ5jN8zFE81rOJeCBQJP81e445OijWEIh1nAF3LjhrWsi5RUab773tGjzw+Mt+uGPucLNutfVNQZFFTv3LIOBDi5eFwLCoDZJu7BEFegQCmXMr2rW6NxkXQSD3Cypt0UEQSDN5gkD6yCcIFN2835chkBExMSTpXIzImhY1BDLgAEsF1188298RiQiBtvgWw4tmjPfMRxIyQ4zGadN1SFmNauU79BfPwvj8U+MCgXxqKzbLT8CDdEzw3Oqvs1sIxG74wfug5oR8vvEuPJrviThYwkUC7ZPfRb26FQOln6JAOMb/jMycFnxV81ekoABjPTeGfXa8nKB75LfQqO4Km/bK7ttpd+YSa0isNuwEgXQzSUQIlPnZemSvWovm06ag8fypQfbcmyHQVt/T6EStNkbZWLVedhCIAXMGzlOFQoyRbvDfwjMuCALpssVr/os0uRMECqhDEIggkHms8DjyCQLpyhEE0nXgsR2eb6fTfiS6Xe/RCYGQgJFARho11k/mtGIGGHjv4zX+LrSmC2Pp0gzQYhdVZE4nF+5eJwDhBgKZ62hth9n+wkEgOz81gy7byw6goanFH3HDnmXU92cXnaFFRbErEgQywyKnoAe7M4HM72Swy4BA4drc3tGBefc+CiMdnKG7FQKZoY5TH/QmP320801fuC/uEMhusFiFjkRtE61TCAK5X1Bpiw6CQJoJEwTSRzJBoOhmtL4MgfbLK1GnbsLw5JkYmnlc1BCoVtmAA8oHyBcnY5B4vr8jEhECGWfrTJLuhihIIUbjtOkyRz1Nyj83LhDIi0Zs8f0NScjGeM/N/jrzQKB/dT6ODLENSxtvwRP5GREHSzgIxFLKsdRyo6U5SBNK/M/IzfXis+pHkYQsjPfMC/vseDlBjbRX4VL+2X07N8t/hU9twQTpFniEgD6x2rATBNLNJBEhUPo3W5G74iu0Th2L+stODbLn3gyBDAA+zjMPyQik3zAaaAeBOtR6bJOfQrKQi3HSr/1a8IwLgkC6bPGa/yJN7gSBAuoQBCIIZB4rPI58gkC6cgSBdB14bIfn2+m0H4lu13uUQqBoxYjRfeGidwzfbaR0YYkUCWQGMpGksvM32523Yy735AvvaI80jjSxAyLhfN3W406ihUDmOvYvKdQigdy02XxfbV2jPx0cRQLFaEAl+GPjDoGYHtawOatGkfI3JpqeBIHcL6i0RQdBIM2ECQLpI5kgUHQzWl+GQHvld9Cg7sCo5MsxKHNC1BCoXtmGfco/kCuOwxDxIn9HJBoE8sksrdqjEJCEyZ47bQ3GadNVo6zHQWUVCsQpODb/krhAoA7UYpvv6ZCzeNxCIJ+qYnXn0yiR6vC3hhvxZEFoFIBZDDsIZEQjCezcHOlOCMyj+eNVmCfi46oHICEFEz2/CTsQ4+UE3S6/gHa1AqOl65AmFIfUx+7buVV+Cp1qPcZKv0aKkOu/J1YbdoJAusSJCIHS1pch77VP0DZ5OOpmnxVkP70ZArGUkCw15ETP7ZCQGjIu7CAQi5pk8CgJGRjvuSWqcUEQSJctXvNfpJUQQaCAOgSBCAKZxwqPI58gkK4cQSBdBx7bidWakmcH7HbvwJ5ZkJ2C5jYvOryKq1cwm6BL989aYQ7TxRoZYkS6zLroDO2sHbv7nACHobe1nFMUSqRIIHYeD6uL+Xwc9rw33/sMV8w83R+lZLzb2g72360p8FgZc2SQNconnE/bWg/rOUrsXU4a2UUCGc+ZP+cS/zlH4do84+yTsPLjr/1tDweBrGn0rO+wi+qidHC9f8boEQhkGDWTzxw6aPz3/Ycrg0LtEllmgkDuF1TaooMgkGbOBIH0UU0QKLrZrS9DoDJ5OZrVvRibfBX6Z46MGgI1KruwR3kL2cIILQWXcSUaBGpXGrHV92TEiBUnCNSg7sJe+S3kCKMwteCquECgNrUSO+TnkSoUY4x0nV9ftxu5IzLwtfclDPeUY3HD1VhSMCDiYLGDQCy9GkuzliEMwkjpqqD7mUPkw6o/av/NeqaOuWC8nKBGxNI4z81IRnZIW+2+neHOiorVhp0gkN4tiQiBUnYcQMHzq9AxaiBqrg9ENrL69mYIZJx7NVlaEARxjQFiB4F8aMdm3180aMTgkXHxjAuCQLpq8Zr/Ik3uBIEC6hAEIghkHis8jnyCQLpyBIF0HXhsh+fb6bQfiW7XS5FA0erGc1+kc3wYsLjujgf0NXBJAQrzsjHr4jPDQiBz+rhJ44aH9etayz3yX7fgsadeh3Guj7VOThCI1Y/dY05rZ6RAs9PCAB7lFTXan+1S4JnPGGJlWB0WLlqKP//pdg0wXX35ORgxpH/I4xlQeubVlf7//vxj9/pTxln1XPLg3SHPsEvBxx5mfo7x8HBtDlcHq45mHaafOFl77I1XzdDqSxCIZxT1nrI9AoHCGSz775EGaiLKShDI/YJKW3QQBNLMmCCQPpoJAkU3q/VlCLRTfgmtajkmpMxBScbgqCFQs7ofZfIyZAqDMUKa7e+IRINALXLFjzClBGOkwCHnZstx2nS1qIewS34FGcIAnFRwY1wgUIt6GLvkl5Eu9Mco6Rp/dd1CoA2dwEbfckxM3ovFjVdgSf6IiIPFDgKVK5+jUlmDYvFE9BNPD7q/ND8NH1UtgqJ2YpJ0B0Qh2fb58XKCbvI9DhltYSMe7L6dO+WX0aoexkjpGmQIgQ1IrDbsBIF0E0lECJS0vxJFf/sHOof1Q/XcmUG23FshUHN7uxYFKbJIPs9dtuPTDgIp8GGj75GQ+3jGBUEgXe54zX+RJneCQAF1CAIRBDKPFR5HPkEgXTmCQLoOPLbD8+102o9Et+slCBStbnRf7BRg4OSVt/6JBfNmh0QZxe6tsX+yNfop9m+kN/SEAj0KgXqiwd39ToJA7hdU2qKDIJBmggSB9JFIECi6GakvQ6BtvmfQgRpMTp2LwvTSqCFQq3oEO+UXkS70wyjpl/6OSDQI1CDvxW75NWQKQzBC+rmtwThtujrUOmyTl2qp2U4rvDUuEKhJ3Y/dNpDNLQT6pF3FDvldTEvZhiWNM/FE3niIpnRuViHsIBCDfAz2DZUu06KgzBeDQKur/gdetQXjPfORhExbbePlBHWKeLD7dpbJr6FZ3Yfh0s+RJQzx1z9WG3aCQLrECQmBDlej6Il34B1UhKp5lwTZcm+FQI3tjWDnXklIx0TPrbbj0w4CsYLGeDJH+fGMC4JAutzxmv8irYQIAgXUIQhEEMg8Vngc+QSBdOUIAuk68NgOz7fTaT8S3a6XIFC0utF9sVOARciwi6XE6+2XNZLILtqot7eR6h+sAEGgLloEQSD3Cypt0UEQSLM4gkD6wCMIFN0E1Jch0Bbfk/CiCcem3oK89PyoIVC7Wo3t8rNIFQoxRrrB3xGJBoFqfezsohXIEcZgqBTs3DUq7bTpktGOTT+mRzqz8J64QKBGpQx7lDeRLQzHMOlKv75uIdDyVhWH5I9wVtoPeLnpbPw+53jkiuHHixUCqaqqRRGo8GGCdCs8QnrQzQwCfVb1ONrVWoz1/AopyLd9eDycoIGIh2RM8txhWw+7b+ce+U00qmVaOkOW1tC4YrVhJwikK5yIEMhTVY/iR9+ArzAHlXf9LMiGeisEqmuvwTb5KSQLORgn3WQ7LsJBIBYJxCKCWAQRiyRiF8+4IAikyx2P+a+1Q464ECIIFJCHIBBBIPNg4XHkEwTSlSMIpOvAYzs8306n/Uh0u16CQNHqRveRAqQAKWCnAEGgLtoFQSD3Cypt0UEQSLM4gkD6wCMIFN0E1Jch0EbfY1DQiRPS7kJ2WkbUEIiBJAaUrA7GRINA1fIPOCCvQoFwDAZKP7U1GDebLuOX8ecU/md8IJC6E3vkt5EtjMYw6VJ/vd1CoMVNKqrVr3BJ+r/wZfsEXJI6EwN1X67tZYVA7ajCdt9zYR3IDAJ9UbkErTiCUZ5rkY5S2+fGwwna2NGAzdpB9lkY75lnWw+7b+c++V3Uq1sxRLoYucJY/32x2rATBNIlTkQIJDa2ovSBv0PJTMOR310dZEO9FQLVtJf/mAqzCGOk623HRfXXHqgdQP6JMqQ01V+GQW8Gvyd4bocHqdp/5xkXBIF0KeMx/xEESsOR2jZXi0GCQASBzIbC48gnCKQrRxBI14HHdni+nW72I64mO0sht3sHdltBdgqa27zo8CquXsVsgi5SgBQgBfqSAgSButjbBIHcL6i0RQdBIM3iCALpA48gUHQTUF+GQAbM+EnavchMS4oaArHzV9g5LNZUQ4kGgcp9/8IR5QsUiyehnzjd1mDcbLo2y4vhU5txWv7daG3xwCsHHKbhrDAnI0kr19ruczRU6y/y69Qt2C//L/KE8RgsXei/3+1G7r4GBV+2N+KB/KfhERR41OswIak4bD2sEKhaXY9D8irkimMxRLw45D4Ggf5V/TyalNB0aubC8XCC1nZUYrvvmZCotCBnj82384DyAWqVDRgkno98UT/Ik12x2rATBNL1TUQIBK+M/n94DvBIOPzHYGDSWyFQVft+7Swz67li5nHx7R888LUDU+7wIaNf4C9bfH+FF8GpHnnGBUEgXct4zH8EgQgCMVtzG/GVliwhNUVCXVOn47rELk1suJt49iMCgNKCNJTXOMM7jyQgLysFVfXtjvVlBdxCClaWx5FPEEiX362+PLbDnsvWlJV1bVAcltaJMKfy2g7Pt9PNfsTVQLAUcrt3YLcRBIpGYbqHFCAF+pICBIG62NsEgdwvqLRFB0EgzeIIAukDj2fTlZ7qQbIkoL7F6zhqeTZdPM4eURRQnJOCI3XuNnOOFY2yQF+FQIraiY3yY5CQguPT7uwSBDIODxfgwWTToeOJBoEO+FajWlmL/uJZKBJPsLUYN5uuHfJzaFOrMC33ZvjacmIOgWqU9TiorEK+OAWDxPP89Xa7kbutRsbXncDszE9xbto6KOoIHJt0RdgRY92w71feR52yMaxubMP+TdXfUa/utD0zyHhRPDbsVe0HsEt+GenCAIySgqM4jHrYfTsPKR+jWlmH/uLZKBKP92sTqw07QSBd4oSEQMy59Z/PAT4Zh++7HkiS/PbQWyFQRfsu7JZfR6YwFCOkWSFjX1WBr+/VwwMn3iQje3jA+7ZVfgqdaj3GSr9GipCrleEZFzzrgliMC6Ox5LB0DweYZm6/L7xLL7amzM9KQaULRz6P7YgCUJxHEIj1B0Eg3SrdjnltT52dgsY2LzpdRDwQBOLTlyBQYJbk+Xa62Y/wzr+8cztBoGgUpntIAVKgLykQVwhU19CEefc+irtvmoWRwwZg4f1LsWD+bIwY0r/Xak4QiHPBShBIs3WCQPqQJwgU3dTXVyGQF83YoqXNysSxabd2CQIx5e0OD080CLTXt1KDGYOlGcgTJtoajJtNV5n8GprVfTgu51qI7f1iDoGqlX/jkPJPFIrHYYB4jr/ebp10V1XJ2OkDJqZ0YH7W35Ai+DBC+gUyhYG2Glg37Nt8z6ADNRgpXYMMIXSNwSDQt9VvoE7ZjEHSDOSH0TYeEMhwdlvPTzI31A4ClSufo1JZg37iaSgWp/mLx2rDHgtnNy9Yj1U6pKKcFO0HBl6fc/qQRIVApfe/ArG5DUfu/QWU7MAZWL0VAh1u34p98jvIEUZpoNZ6eVuBtffpEGjcdQryxgX6jp33xs59Gy1djzShSCvDMy54HPmxGBdGW906hI9mh6VbOMDrKORZfREECqjlNuKBR19W1m0/UyRQQFmCQECSR0RuRhKqGjpcmRzNqbpMPLbD8+10sx9x1VGWQm73Duw2gkDRKEz3kAKkQF9SIO4QyAA/+blZBIHCWFqsNuw8hs2zoXS7oNIWHQSBtG4gCKRbI0EgnlEZKNtXIVAHarHN9zRSUIApaXO7DIE2+f4MGR2Y6LkDEpI1gRMNApV530CjWoZh4uXIFkfaGoybTdc+5R+oV7ZhUtYVSOkcGXMIVKl8i3LlUxQJP0F/6Qx/vd1u5M45IqNeBWZke5Dk+xwXZ3yNNJRgtGeOrQbmb5asdmCT/GcAIiZLd0IQAlERxs3MkbWu+h+oVr7HAPFcFIrH2j43HhDocNtmsP7JFcdhiHiRbT3svp0VCksV+CWKxZPRTzzVf1+sNuyxcHYTBAp0d1aaR8u/1dTqHO2al5mMdq+Mtg7Z/4DiR16Hp7oBlXdeCV+RHv3CrlitKXlACU8/52Ymo9Mr41D7euyXVyJPmIDB0syQcdFeLeDfD+lje+TPZRQfF4gE2ul7MeS8L55xwdO2WIwLo7Fu19c8a3b2bLeO/HjMf5QOjiKBmE0SBNJHvdsxz8ryOPIpEohP36N5TuW1HZ5vp5v9SDQ7X7d7B/ZsgkDRKEz3kAKkQF9SIK4QqK29E3946FlMO348zjzlWIJAYSwtVht2HsPmWfxwLVgJAmndQBBIt0aCQDyjMlC2r0KgVvUIdsovIl3oh4mpc7oMgfznRkjzkSRkagInGgTa7n0ZreohjJKu0c7GsLvcbLpYVA6LzhmTcQGyfJNjDoEqlK9wRPkKJeIpKBVP8Vfb7UbuhHLduX1zYRKerW7F44VPwSO0Y5h4BbLFESEymL9ZTeoeLY0Us5NR0i9tNWNO0B9qVqFCXoNS8TSUmCJpzDfEwwl6oG0dDiofokA4BgOln9rW1w4CVSnf4bCyGoXiCRggnuW/L1Yb9lg4u3ngAGsgRQLp3WwHgYqeXIGkA1WouvVSePsX+u0hVmtKHlDC088GBNrf9h0OKR+FHRfNB4ENj+uRQMMuVtDvlEAk0C7572hRD2Kk9Atk/Bg9yDMueNoWi3FhdJ7b9TXPmp09myAQ39qLIoECerm1HT6FCQLxjnlWniAQRQKZx5nx7XQC67y2w/PtdLMf4Z0bWHm3ewdWliBQNArTPaQAKdCXFIgrBGLCGinhNm7dHVHnSeOG48kH7kReTlZC9welg+P81RJBIM2eCQLpw5ogUHTTW1+FQCydGUtrxs6IGJ86u8sQaJu8FB1qXdC5EYkGgbZ0Pq2lNRsr/QopQr6twbjZdBlQZnj66ciXp8UcAhmpyqyAxc1G7ogMXFgpo78IXFOUjAcrOvEfueswNOlTpKIQYzw3hOhgdoIabWXn5LDzcuwu5sjaUP0JAJgZAgAAIABJREFUWD1ZKjWWUs3uigcE2tv2tRY1VSyeiH7i6bb1sINANcoPP8KjKRgoBc5ditWGPRbObh44wIQhCKSbhx0EKlz6HpL3lKPq5ovhHVzst6PeCoH2tv0L5cpnIdGERsMadgrY/LQeCTT4XAUDzwlAoDJ5OZrVvRgu/QxZwjCtDM+4IAikqxyP+c/JYek2QoTV1833JZpVF0GggGoEgQCBgdSCNJTXtDmaE88ZpexhbsEvK0sQiCCQ2QAJAulqEARynJYStoA5YODyGfb7skSrvPm4k6nHjE206vnr0xu1TVgxj4KKxR0CGZqxAUNnAtlbUKw27Dz2yvOrQq4FK0EgrRsIAunWSBCIZ1QGyvZVCNSg7sRe+W3tjIgxqVd0GQJtl19Au1qB0dJ1SBN0p2miQaCNnY/Dh1ZM8NwKDwLnfJgtxw0EqlF/wEH5QwxMm4pS5ayYQyAWocIiVfqLZ6FIPMFfXTdOus1eYE61jMlJwKzCFPzf8g7MzlBwQfoSTYvB0oXIE8YHDR7zN2u3/Aaa1N1aajWWYs3uYo6szTVf4aD8TxSIx2KgeK5tuXg4QcvaPkWl8nXEiCQ7CFSnbsZ++b2QdFk8zm43tmMIQxBIVyJRzwQqeO4DpOw8iJrrzkPH6EF+e47VmpIHlPDAPsORFRgXp6JEPDlkfFZvELHjFVHvk+kKhl0YgEB75LfQqO7CUOly5Ah6Gk2eccHTtliMC6OxbtfXPGt29my3jvx4zH8EgSgdHLNJt7CPzgQKTIUEgQgCmT+MBIF0NQgCRedbeGvl5/iPB5/139yVH+SzZ61ZtwX3LbgBaal6unW7y1ouXqDC7j1l+w7j94uW4r8XzvWfV8/qt/fAEdx106ywbeCFQHYBEf1KCrDkwbv9742uByPfFS9tu7Pudn3Snc/vy8/qMQh0tIhOkUCcv1oiCKSZPkEgfQYgCBTdTNhXIVCtugkHtDMiJmJU6oVdhkC75FfQoh7CSOlqZAgDtM5INAj0fef/0+o1WVoAgXnkbC43jvx6dTv2yStQnDIBg3FhzCHQQXkVatT1GCCdh0Jhir/WbiDQJ+0qFtQpOCtFwGVFKbjtYDtmpAn4TfZGHFRWIRk5GCvNhSDoDmB2mZ2gG32PQUEnxkk3IVnIsdWMOUG31azFvh/tabA0w7ZcPJygO9tWaan6GIhiQMrusoNAZig6VLrMfxuPs9uN7RgPjoWzmwcOsHpQJJDeG3aRQHnLViNtw27U/fxMtE0JpEzsrRBoV9uHqFLWhYBkwx4rvhFQ9pYeCVQ8VcXIKwPnIxlnoA0RL0auqP8yk2dcEATSVY7H/EcQiCAQszWCQPqYcwt+WVmCQASBzOtFgkC6GgSBbLcRjv/RCmTYv5e/+2lUmZmihUCOlezGAlbAY0Cw5x+7Fyyixy00iRYC3X3TLO097Fr7wzZcd8cDMN7djc30P8pte2Lx7mifSRAoWuWc7+txCGQYvbmqsRwAzpLwlSAIxLlgJQikGRhBIH2cEQTim2+M0n0VAlUr32tnRBSKx2F4yk+7DIHYuTHs/Jjh0ixkCUM1eRMJAh1paMCGzj9DQiomem4PayxuHPnN6gGUya8iL2koRog/jzkEYge616mbMEiagXxhor/ubiDQ8lYVDzYomJUuYGZRKubsa8P0FOCRPAEshV8nGkKAiQGB9tcdxjbf05CQhome28JqxiDQjtoN2OPTI8vMEMV8UzycoNta/wEW1WMX4WTUxQ4CGWcfsXRXLO2VcfE4u93YjvFcgkC6EokaCZT79pdIX7sN9ZecgtYTAxFwvRUCbW97D7XKBgwUz0OBGADJhj0e+kzEvpU6CC6YqGDMLwORQP75R7wA+eIkrQzPuCAIpKscj/mPIBBBIGZrBIH0MUcQSNchLUVCapKEuubOiBulJI+I3IwkVDV0uNpQudX3aI6uZELxAESebyfPmtJVh/1YyM3ewXgeQSAeZQNlreDGnLWJlbrpnodRXlGj3XDjVTP80THGfZmZ6XhtxWpcPmM6vl63xV82XEQRc/Cbn8nKPfJft+Cxp17Xzo9n6eDYsz/87DvtnV98s0H7/8xPzP73M6+u9P/bnIbNHNE08+xpYaORmA/69Xc/9f/9qZffRXpaKiqr67S2WbNWGRDlvY/XaO/90z03aHU0INBPjhnrr1Ok94aDRqw+Dy9Z7odu4d5nB0as99ppwOr8h4ee9WvL/h1OK+MdF557MhY9/kpInz+yZDmOVNZi/+FKsCNeWCTTY3+8FS8uXwWmjzWyKVxb2IPZs5pb29Hc3Bp0b/+SQq2+ht5G3ydyyr3oRl7P3NWjEMhqsEwCY0KYP+cSbWAl+kUQiHPBShBIM2mCQPrIJggU3QzXVyFQhbIGR5TPUSKehCEpp3cZArHUciyaggEABgLYlUgQ6GB9BbZ4lyBFyNXOLQp3udl0tavV2C4/iwxPMcZJ18ccAu2VV6BB3Q7zL/FZ/d1s5P7apOK5ZgXzswScW5SKy3a34dhkAUsLRNQr28B+5c9S442TboYo6AfDGxv2bbXfgTmAs4WRGCZdHlYzBoHKarZhl3bG1BCMkH5uWzYeTtDNra9rqauGiZcjW9RTV1kvOwjEothYNBuLYmPRbMYVqw07QSBd4USFQNkfrEXm5+vReN5UNJ8egCa9FQJtbX0b9eo2DJEuQq4QmtZx/wciDn6iQ6DsESom/joQCcRSX7IUmAOln6JAOEYvk54ERVXR3OZz/PASBNIlisf8RxCIIBCzNYJA+phzCylYWR5HPouiZaBEUVTH+S8vKxntHTLaOgNzqt1NMtqRml6Pto4keOQCx+fmZCTBJ6toaXeegwkC6XIW56aitqlD083pokggXaHeAoG++0HFofLAj1ec+re7/j71GBH9+4VmlrBCIDNs2LXnIEYOG6ilKzN8tYsWztUiWawRNKye0UYCWaNV2HMWv7DCnyrN+i6n6CUGGIYOKrX1KZshT35uFhb95RX87KIz8P4n32LBvNk4XFGNhxYvw6LfzUVqSooGJEqL80MAEbt33r2PgkEgBo+cIm7CQSDzf584dnjY97E+sLbL/G9rBJfxtwvOmhYEgax+eAPssBR+rO0M0M0460R/e1kbjeglVvbbH7b5gRX798rV3/j7if2bXWY97LQz2mK+19ynrB7WFH3dNQ76+nN6DAIZA4QNNivRs5LZRO4kgkCcC1aCQJo5EwTSRzVBoOhmt74KgcqVz1GprEE/8XQMSjmpyxCInaeiR2DM1M5VYVciQaB9dXux3fci0oV+GCX9MqyxuIFAPrUFm+W/IlnMwOSkW2MOgfbIb6JRLcMw6QpkC4HUVG4g0H0NCt5tVfGHHBGnF6firJ2tGOkRsKxId/hu9z2LdlQHnaFjQKB11f/QnL/9xNNQLE4LqxmDQHtr9mC7/CLSUYpRnmtty8bDCbqx9WWwSK2R0i+QIQy0rYcdBGpTK7BDfgGpQgnGSHP89/E4u93YjvFggkC6EokKgTI/W4/sVWvRfNoUNJ4/1W8PvRUCbWpbjiYldA4xGlb2toiKNfqckDEAmHJ7wLF4SFmNau1MsjNRJOpa8IwLgkC6yvGY/wgCEQRitkYQSB9zvQkC1StbsU95F5niIIwQr3Lc0BAESow5lXUUD0Dk+XbyrCkdDcZUwM3ewSjeWyDQkudlrP0+/hDopjkSph4XSKdt6GYFKmYoYD7Xxw7UWM//6U4IZH62FVyY/22AGiOKiLUrkk/Z7IvOz8vGx1+swy+vPA8PPbkMV19+DtZv3uU/D8gu+saAK2eecqwGgczp3SK1PxwEstbHCj/MoMfcrvaODiy8fykWzJ8NI3rGToN7b7sGDzz+sj8SyAxqmFbmNrJ/272f/XcGdqz32sE4o9/sQI65LdZnmdtGEIhnluQr22MQyBpiZ642M0KDvOblZPG1KM6lCQJxLlgJAmkWShBIH6gEgaKbsPoqBDqofIQa5XstFVj/lOO7DIGMX4ubz61JJAhUVr8VZd7XkS0MxzDpyrDG4mbTpaoqNsgPac84IeX/xBwClcnL0azuxQhpFjJ/TLXH3u1mI3dbrYKvO1Q8ni9iWlEapm5vQYkEvFesn//RqO7GHvkNiEjGeGkeJCHFHwn0efUStKsVGCHNRqYwOKxmDALtrz2Irb5nkIJ8jPX8yrZsPJyg37c+q9V5tHQd0oRi23rYQaAOtRbb5KeRjHyMM9U/Vht2gkB61yQqBEr/ZityV3yF1qljUX/ZqX476q0QaEPry2hRD4Qdyzv+LqF6vf5r1tR8Fcf9n8Cv1o8oX6BC+Rql4nQtcpRdPOOCIJBuPvGY/wgCEQRitkYQSB9zvQkCGSma08QijBavd9zQEARKjDmVdRRBoIC5sjHXE1ciRgL9x4PP+qUwpzSzpvNihYx0aHbAwy6qyJz6Ldy9ToDJDQQypw9j9YyUms04F4hFC7GLZaFiUGL6iZO1lHNGFJE1dZ0hEmuHHQSKBJ/cRAIxKGXWy/w+IwWdAX5q6xr9ae1YOWsKNUMDOwhkjpKypv+zQiDzGUq8EChSWwgC9cTsA/QYBKJIoPAdHqsNO4+J8eTC5VqwEgTSuoEgkG6NBIF4RmWgbF+FQObIndLkSV2GQIflT1Clrg36tXgiQaDtdd9jn+9dLUqJRSuFu9xAIHbvJt/jkNGGY1JuhyqnOhof27B7ZRWtLlJ3pKdISE6SUP9j/naWpoylK2Npyli6MuNyA4Guqlaw06vi1UIRxxenY/SWZqQLwOelOgRi1y7fK2jBIRSLJ2qRYeyblZct4uPqRdrfJ0l3QhSSwraRQaBDtVXY5FuMJGRivGe+bdl4OEHXtS5Gp9qAcZ6bkYxs23rYQaBONGOrTf15nN1ubYdViiCQ3jWJCoHS1pch77VP0HrcKNRfebrfjmK1puQBJaIooDgnBUfq2v8/e+cBXkdx9f3/ltvUu+Tei1wxYIrpPfTQDX4JvZdQAgn5kvBC3gSCQwkkOODQmw2E0EvozRQbg3uvsq3ey9Utu/M9s+uV9l7dLXOla0nWzPPkidGdnZ09c2Z25vz2nOO47hghbX5qewpBUqF56VFvvfiy+kkJDet0CCSlAQfe2ekJVKkuQoX6FYrEWRgk6kCMZV6wPFsq5oXxrG731yx7dto2Xf+q6oNwigy1J9Y/DoE4BNLeLwEZgiCguS1iu0YEvBL8Pgn1zfa5YrR1QRRA352VLtYdlvMIXXVK8gMorw06rmeyJCA304fqBue1jzbmds7TuiyG/FSEg6tUv0aF+jU8Qqb2QY5T4RCIQyAnHbH63c3Zwbi2v3gCJSuLVF1n5b1i2GyNcF5OoIb2rzc9gRJFmbKSmQFr6LOd/rNDtXB39G80JBwt1CPICIFn5aCQCOok4wlkBlx1Dc2ODhGGN83WsgoNWtHIWnb29fhx25OeQHbOHRwCpWpG27fbaxDIWCBefuuzjniC9G88JxCQqgM7i4qxbJyZNqwcAmnDwCGQro0sh640vwyvJKCh1f6ASNtlOXSxGHtYDFks84217kCFQEYOH5rrpdA7vtsQiB5e6SG2RDwExeIh2jD0JQi0um4RdigfoUDcD0PEYyzVxK0hf230CYRQiyneKyCpuY5q1x0ItF55VjfgSr9AmtBpwHVzkDu2UkWDSvBRsYhJhWkYsrIFNBr69yUiRGqVBNBGKrBBeRYCJC03kF/KgJhWgSUNNDxaESZIF9s+HzWCltc1Ynn0Ic2jaKp8U8L6e8II+n3rQxqcmyL/EhJ8CfuRCALRePwrow9Dgh9T5Bs7rmMxdrvVHdp4KozdrGsqNWTVNIagOFmvGY1phdk+7d0SiTqH5uirEMi/ehvynv8QwWmjUT/76A59SNWeMlXvTgMC/dD6GMKow0T5MvjQNd/Eir9LaC7bHddeIJh1b6cnUDX5HruUz1AozMRg6ShNFizzguXZUjEvjMFzu79m2bPTtjkEcnz9xVSge8q8TB+qXBjyWXRHFICiXA6BtPcLh0Cazrmd87Rub0OgnepHqFGXQoSMqfItjpOKQyAOgRyVxKKCm7ODcSmHQMlJ2QkCGSHGDOhx7qlHap4zia5LlPc9Ua/i6zkBJjtPIBo9Kj4fDm3v3+98jrNOPgLmkHZGX4xnof89796bQdswbNEFedkdf4sHYbQ+rUdzJR0wozQmHJyVp0/8Pc3h4+hzXXzTvXj6od/EwBwDvJnvd8KRB2hN0fvf94+XtI8naN4iI3qWlQxOOubgmHBw9J533DM/Jo9PRVUdjJxAZk+g+HB4LJ5AtK/mfErxz2IHgWiou/hQe8lpN78qXgK9CoFoZwylN3fMmAD9Ybh4ODjGDSuHQJpacwikz24OgZJb5QYqBNqkLEQL2YbR0mwUeEd2GwJVqd+jXP2sw5uEjkZfgkDL6z5GhRILqRJpjFtD/kblRbSSHZjo+R/4yGBH5esOBDLy9kyQLoVfKOi4l9NBLkoIDqpQQX1+vhskaQaRiatb0KQCHxVLyDGFsTbyDtHE7yM8J6DZswQbWj9GvjAdQ6UTbJ/PMIL+GLlPqzddvj1h/T0Bgb5p1b2Xpkm3aZv5RCURBCJQsTz6VwgQMU3+VcdlLMZut7pDG0+FsZtDoM7RzgzImoXI6Ut4ekVuhhftEQXBUCf48K0vQ/7THyA0bihqL/lZR8P9FQItaX0EEbSgVL4GXnQNDb10roT2ms75cuDdUUi7GaoRpihfmIGh0nGaLFjmBYshPxXzwhg8twZhDoF0iTm9XxxfehYVOATqFIxbgMgqaw6BdIm5nfO0bm9DoG3KW2gga7R+T5VugSjItsPOIRCHQKzrglGfZW3nECg5Kdt5r5jttYOK81GQm4VzTzvKEgKZw8dNLR0d88G/uXfx9R743+vw0OOvdOStie+TEwSibdNrzGHtjNBziaRi3J/+RuEHBUWJgA/9PT4kHpXDY/fdirycTA1UrFizueMWdvc0IJG5vtEW9ToyitX9jDpW/bSSwYlHH6TBGHO+ILOszGHzEoW/M9vnWSCQWaZGqD7z89pBIHqtuY/9iREkNwv33FW9DoH23KOm5k4cAjFuWDkE0hSRQyB9PnIIlNy6NFAh0Ibos2iD7l2S6x3cbQhE8wvRPEP54gwtzxAtfQkC/Vj3DqqVHzBEPA4F4gxLZXFryN+qvI5Gsh5jPGcgg4xzVL7uQKA1ymN6iDPpKniF7I57OR3kKhTglCoFNPLb20U6BJq5pgU7FeD1QglDTTaGEOqxNjpfa3uK52pUiZ+hKrQWw8QTkSdOtX0+w5C1LPIQVIQtvXBSDYGC4XZ83/ZXzQOIegJZlUQQiNZdFtUhlhkgsRi73eoOvUcqjN0cAnWOeHchkGd7FQr/+SYiwwpRfc3pHQ33Vwj0fesDUBDSvNyot1t8+f6PEqItAkQfoIaA/X+rwJtNfQaBOnU5ytT3kSdOwzBRB2Is84JDIF3aqV7/whEFPBwc9wTS3i/cE0ibc/0JAm1WXkEz2aL1e5J0LTxChu2+i0OgvrGm0kFiAYgs706WPaXjIcRUwensYG6LQyAWyfK6XAJdJRDv+cNltPdJgEOgbo4ph0CMG1YOgTSN4xBIn3gcAiW3AA1UCLQ2+i+EaHgg6XJkeQu6DYHqyEqUKe8iV5iC4dJJ2mD0JQi0pPZV1KmrMUI8FTliqaWyuD107VA+QC1ZhhHyz5CDaY7K1x0ItEp5FFHS0sUw4HSQWxEBLqlRMMUDPF2gQ6Cj17VibYTguQIRpZ5YT5ltyttoIKuRK5ZqXmIR0oaJ8hXwwT7cnQGBVkYetfU2SLURtCXcgB/a/g4PMjFJto6pbwWBVkb/tttQ3hlKLlUHdg6B9CnTV8PBydUNKHrwVUQLslF1yzkd87u/QiAnD7lFv9aJcOYQoHknMONmBYESHQLVk9XYrryNHKEUI6RTtb+xzAsOgXT1SfX6xyEQDwdnLFQcAumS6E8QaH30GQRRqfU73us70QaTQ6C+sabSseEQqFND6ZzjhUuAS6BTAhwC7f3awCFQN8eYQyDGDSuHQLrRIs0DEILmYGci426qonY5i7HHI4vISfegujHk6tZuDyYsXzNzCORK9F0qDVQItCr6KKJowWT5eqR7MroNgZrIemxRXkc2JmCkrH8535cg0Dc1z2lfWY6WzkOmMMJSWdxCoArlS1SSbzBUPgL5ONBR+boDgVZE/wYVIS3XDs25YxQnCPRpO8Ft9SqO8guYmytqBpHT1rdiSZjg0XwRB3hjIVAYjVgTfayjfRE+TLXxqDEqGhBodUQHixPky+FHXheZpNoI2hSuwo9tj8OPAkyQL7UcEysI1DknroOMdO16FmO3W92h7XIIpA9PX4VAYlMbSu59EWpGABW/ndOhSyz7AhYjHQsoYfH4ojmBDA85q1wTagT49ncyRC+QM0JA3QaCKVcpyBqtQ6BGsgE0h1y2MA4jpTOY5wXLs6ViXhiD53bfxcPB6RJzer84vvQsKvBwcJ2C4eHgALoLKckPoLw26KhSLDlKaWNu5zyty2LIp/n06HlPdZFPLzfTi/aQgmC4M9xoogddHf0nImjSfhorXYB0YaitPFjeLwGfBL9HQn1L2LbNVJ1l9+Y1lVV3UrWndJw8pgosazv3BGKRLK/LJcAlMBAlwCFQN0edQyDGDSuHQJrGcQikTzwOgZJbgAYqBFoR1UN3TZVuRsDr6wEItBlblFeRJYzGKOlsbTD6EgT6qmY+2ki5Fv4uTSixVBa3hvxq9QfsUj9GsTQTJYKeLN2udA8C3Q8VCqbKt0LUMvzoxekg90obwV8aVZybJuD2bB0CzdnYCgqH7ssVcbS/a86cHcp/UUt+0tdWYRRGS51eEFbPZxiy1kWf02Q8VroQ6cKgLtVTDYFq27djZfuzSBeGYKzUabiP74gVBFqjzEeY1GOidAV8gu79lKoDeyqM3SxwgD4bNWTVNIaguDBksRjTCrN9aGiNIBJVnaZFn4VAiCgYfOdTgCxh192XdDxHf4RAreEmLGl7GBLSMEW+vsuYRJoELP6TBF8OQfYwAVUrgNKLVeSW6uPXRPS13bwesMwLDoF0kad6/eOeQNwTyJjc3BNIlwTLe6u3IZCxJ6f9HiWdiSxhrOOeMqoQtLY7fwDJIZAuyqIcP+qaQ6Bycyr0Awo3aypth0V3WN6dbs8jTs8S/7vT2cFcn0MgVuny+lwCXAIDTQIcAnVzxDkEYtywcgikaRyHQPrE4xAouQVooEIgI//JdPl2Jt2xMmS1Yic2Rl9AOoZhrHy+Nhh9CQJ9XvMwQqQBk+Sr4UGWpbK4PXTRBL40kW+eOBnDxJMdla87EMg8VuYbOR3k/tFM8FSLimszBVyaoUOgqze34s02gt9nCzg9TezS7yhasTryGIgQRYl0KIqFWY7PZkCgDdGFWhi5MdJsZAjDu1yXaiNodWgjVgcXIEsYg1HSWZb9toJA66NPI4gqTJAvgR+F2vWpOrBzCKQPT1/1BKJ9G/yHp4Cogl13XUIXM62//RECNYVq8GPwn1o+MZpXLL60VQr46QEJ6YOAnOECdn5HMPY8BUX76oayFlKGTcpLyBCGYYykr+0s84JDIF3iqV7/3Bgs3cIB2l+n94vji8GiAvcE6hQM9wTinkBUG1SiYIVyf4di0JDKNLSyXeGeQH1jTaVjxCFQp6bycHDJvhn5dVwCXAL9VQIcAnVz5DgE4hAoGRXiEEiXGodAyWgPMBAhkIIwVkYfghHui0V3rAxZ1HhOjegBFGO8fJE2GH0JAn1U/RctpNoU+WZI8Fgqi1sI1EK2Y5NCgcMojHLhLZMsBKIwZnnkAQjEg2mem2P67WSku7tR1YDPndkiTk0TNAj0q62teLGF4OZMEXMyunoCaUZfYSMCAQLSNrgjLJrd7DIMWZuir4OGBRwlnYEsYVyXS1JtBC0PrsT60OvIFUoxfHfukkT9toJAFGJSmDlO+h+kCYO1S1mM3W51h7bLIZA+Mn0ZApX8+QWILUGU//5CkIBP629/hEANoXIsCz4Bv1CICVKnV5MxN5q3CVjxqISc0QQ5w0Vs/Yxg1GkqBh2iewJR774NynNIEwZhnHQh87zgEEiXdKrXPw6BuCeQMafdwr6AV4LfJ6G+2T5MGG2XJaQX056Sh4PTcimujj7asV0ZLB6NQnF/20MNh0B9Y02lg8QhUKeqcgiUnC2CX8UlwCXQfyXQaxCovrEZd/x5Pm67djbGjNANF/2xcAjEIVAyesshkC41lkNXml+GVxK0kD1OhSUGN4uxhzV0kVM/k/19IEKgMJqxJjoPHmRiknwNk+5YGbJCpA5rlX/BhzxMlC/XhqOvQKCiHB8+rPmj1ifq+WRX3Bryg6QK65WnERCKMV7SoZddSRYCRRHEqugjkBDAFPmGmFs4QaAb6lR8EyJ4JE/EwT4dAt29tRX/bCG4LEPENZmJIRCLsYd2yIBAW6Pvop6shNVXrKk2gpYFl2Bz6H3kC/tgqHS85XBYQaBNystoIVsxWjoXmcJI7XoOgXQxsoTV2SvCwdFwefctgNTQgorfXAA1K02TQ3+EQDXt27CqnUKcwRrgjC/1a0WseUpEwWQdAm18j2D4cSqGHqtDoM61rhDjd0MklnnBsi9IBRw1ntetDie7/jlFVUz1+schEIdAhq5zCMT+3mIx5Pd0TiBjjTXGr0ichUHioY57Sh4ODijJDaC8zjmfFBUmDwenq5TT2cGseDwcnNPpjv/OJcAlMNAlwCFQNzWAQyA2Q4uVIaubwwC3RlB6HxYDOosRlOUZOATSpcUhEIvWdNZl0WHtq/W6IJyjSQOsG2c3vU/zSfB6JDQ4JHelbdkZstpRi3VR+mV4ASZIlzLpjpUhK4wWrIk+2gGWaB/6CgTKzVbxWe1fIQvpmCxdZytqt+tfhLRgtfIoPEImJknXOA4fy/pnHudOuWZgknxtzH2cDnJMZHZ2AAAgAElEQVTn16jYECF4qUDEOI8OgR7Y3oa/Nqk4L13AbVldw8E56U6iBzUgUJnyEWrUpRgiHosCcd8uVVNtBN3SugjbI5+gSDwIg8TDLcfE6t25VfkPGskGjJTOQPZuTyYWY7db3aEdS4WxmxWs85xAuorkZnjRHlEQDMUm7i564BXINY2ouvlsRAtztLr9EQJVtW/AmvaFyBBGYox0bpd5UbNUxPqFIgbtT5A9XMTa1wgGHaZi1Ck6BAqReqxV5mt5smi+LFpY5gWHQLrIU73+cQjEIZAxuTkE0iXhFvzSur0JgZrJdmxWFnSszfniDAwVj7PdV3JPoL6xprLqDsu7k2VP6XgIMVVwOjuY22I9y3JPIJaR4HW5BLgE9gYJ9BoEosJ74LGXcdiB0zBzn4n9VpYcAjFuWHlOIE3XOQTSpzyHQMktfQMRArWScmzUwvvoX4az6I6VIUtBCCujf4MEP6bIN2qD0VcgUEZWC76uexR+FGCCfKmtorg9dBFCsFyZCwEipsm/clS+ZCFQpwE2BxOlK2Pu43SQO7ZSRYNK8FGxiBxRh0Dzd7ThzgYVJwUE3J3TsxBol/IlKtVvUCIehmLx4C4ySbURdGPrJ9gZWaQBIAqCrIoVBNquvI16shrDpVOQK0zSLk/VgZ1DIH10+nI4uMJ5b8BTVo3qq09DZHiR1t/+CIEq2ldjXftryBLGY5T08y7TonyRiC1viBh2OEHucBHLnycomkkw9mwdihmhigzPUdZ5wSGQLvJUr38cAnEIZExuDoF0SfQXCNRI1mOr8nrH2pwjlGKETUhbWpFDoL6xptKxYAGIqdpTOh5CTBWczg7mtjgEYpEsr8slwCUwECXQqxBo07ZdeOG1j3DbNbMR8Hv7pfw5BGLcsHIIpOk5h0D6dGcx5PNwcJ1L5ECEQDTkFQ19lSmMwmjpHCbdsTJkGVCEStYIudZXIJA3oxqLG55CujAUY6ULbN+PbiEQbWSV8jCipF2DXhR+2ZVkIVCQVGO98lTCfB52B7koITioQgVNZ//dID2pPTWILNgVxC11Cg7zAQ/m6X+PL8mGQ6pQvkW5+gWKxAMxSDyiS7upNoKua30fFZElWig4GhLOqlhBoB3qB6hVl2GoeALyxena5ak6sHMIpI9OX4ZA+U+9D9+GHai9+ASExg/T+tsfIdDO4E/YGHobucJkDJdO7jItyj4SUfahiFEnUAgkYel8FflTVEy4UPcEUhDEyriQlCzzgkMgXeSpXv84BOIQyJjcHALpkugvEKiWLMMO5QMExDwE1TpkYhRGy+c47il5ODgeDs5WSSx+5BAoGant2WsW/7QWF990r3bTpx/6Tb/+yD8ZydHnv/+xlzHv3puRm52ZTBNJXRNsD+POuU/ioP0m4cyTrCNKJNU4v2ivlUCvQSCaE+ia3zyIFWs2JxTu1NLRe3wSUc+kkcNKYiYQBVVX3X4/yitrO/pp7huHQIwbVg6BND3iEEifThwCJfduGYgQyPjqMEeYgBHS6Uy6Y2fIWh69HwSK5hlDPWT6CgQS07bhx6aFyBLGYpR0pq2isECgjeQJtCq1WogkGirJriQLgdpIBTYozyINJRgn/yLmFnYHuQoFOKVKQYkEvF3UCYHeKW/DFbUqZngFzM/vWU+gauVH7FA/tMzJk2oj6KqW11ETpTmJOj15Eo2JFQTapX6CanUJzEmZWYzdLLrDIZA+Mn0ZAuUu+ASB5ZtRf95RCE4fo/W3P0Kg7W3fY0v4v5bzcsvbIsq/FDH+59ByAn3/sIqsMQRTrtQ9gVQSwQrlQQjwYJp8s/Y3lnnBIZCu66le/zgE4hDIeN9xCKRLor9AoCryLcqVL5DnGYO6yCYEhEEYL13ouKfkEIhDoGROvhwCJSM19muoLfSJl97tuHBQcT4eu+9Wx/zthl331qvO1eBP/H+z9yR1V7z27hf4/X1PdrlBd8EVh0CpGzPecs9LoNcgUM8/SvItmheDP95+aRcI9P/umY8/3XFFwgWQQyDGDSuHQJqicgikz1cOgZJbtwYiBKpTV6BMfQ954lQME09k0h07Qxb9Wpx+NT5ZvhEy/H0GAkUDa7Gq+U3kidMwTPyZraKwGPK3CQvQENmOsdIcpAtDHA/sEYWgrT3qqKjmnEAtpAyblJeQLgzDWOn8mGvtDnIrIsAlNQqmeICnCzoh0OcVbaC5gsbKAhYU9iwEqlFXoUx5x9LjINVG0OXNC1GvbMAo8SxkibrRPlGxgkDl6peoigtnx2LsZtEdDoH0kenLECjnP18hbfFaNJx+CNoOLNX62x8h0Ja2r7A9/Jmlh96GlyVU/yBg0vkEecNFfPUXgvQhwPQbO9eqZdH7tOc3vDxZ5gWHQLqup3r94xCIQyDjfcchkC6J/gKBdiqfoIYswVD/TOxoXwwv8lAqX+64p+QQiEMgxwNFggocAiUjNbZrqD302x9W467bLu2I0ETBRtmuKkcPE/rRvNle2tchUPxzskmK1+YS6P8S4BDINIZWnkAcAtkrOtOGlUMgTZgcAuk6xSFQci+RgQiBatSl2Kl+hEJxPwwWj2HSHTtD1uroPETQjFL5GniR2WcgUND/I9a3fIhC4QAMlo60VRQWQ365+BaqwmswUjoD2cI4xwN7MhComWzBZuWVjtB95pvYHeQ+bSe4rV7FUX4Bc3N12EPfL0urgpqHULEEvLPbQyi+48mGg6tXN2KrQnOPJPa4SrUR9MemZ9GkUih3gRb6z6pYQaBK9VtUaOHsDtLyCtHCYuxm0R0OgfTR6csQKOv9xcj4YhmaTpiJliP08ID9EQIZubJKxENRLM7qMi3WPiuibpWI6ZdBywn02Z0q/HkE+/5a9wSixfDynCrfChES07zgEEiXYarXPw6BOAQy5iuHQLokmM7UWT40BSMIR/QwmHalONeP6sYQVJU4VUVuphftIQXBcOd6Gn/RduUd1JNVmJj+M6xtfR8SCWCK5wbbtnlOoL6xptJB4jmBOlWVzrmBXtyGFDN/OH/yMQdpwGhXZU1M1CQaMWla6Wgt5YdR6Ef2tGwtq8AtV50L437nnHqk5jlEIdLcRxfgnt9eodUzR4sy7kNThxiw6ZTjZuGeR16AEZ0p/ho7r55EsMvoZ3z79O+XnX+S1mejxHtLGf1buXZzRzg4oz+nHHswnn75fS2ilPk56O/xUbHMfbb6zfi70S5t529/vBHPLHyvIxyc8XwZGWlY+MYnWrft2qa/xztBDPT5MBCev1chkLEAvPPxtzDcDQcXF/RaXEM34eDiw9RxTyDGDSuHQNq6wiGQvrxyCJTca2YgQqBK9RtUqF+iSJyFQeKhTLpjZ8haG30CIdRionw5fMjrMxCoybsI9Gt4atinBn67wmLIr5U/wY72JRgqHo980ToHDb1fsuHgGskGbFX+kxCs2EGgV9oI/tKo4pw0Ab/O7oRAG2qCOKJCQZoAfEFjxSUoyUKgRnU7NisLkCEMxxhpdpeWU20EXdw0H21qJcZLlyAgFFoOsxUEqlZ/wC714w44ShvgEEgXI4sxrTDbh4bWCCJRZ2NaX4ZAGZ8vQ9YHi9F8zL7a/2jpjxBofev7KI/Ehjk0T46Vj0lo2ixgv+v1nEAf3a5CSgMOvLPTE2hl9G9QEMIU+ZeQ4GOaFxwC6dJO9frHIRCHQMa85hCI/b3FYsjvaQi0WXkVzWQzZmRdgB+bXtQ6b3hdWm1kOATqG2sqHR8W3UnVnpLlBLw3egJFvv0UyvbEaTFYZMNa13vw0RCHjepyGbWDvvvJd5bh3+LDndH6FVV1HSDIyROIXv/KW5/FgKOTjj5QAyzm3yhMocUcVu7cU4/UvJGMNB3GdbSeAUbMdQyglCg3jxMEomlAjPbjPZrotS+/9VlHyhJzW4kg0PDBRdrz0mLO22PXZ1qXQrBEz2P8ZrRLwVg8wDNAnQF+zOPm9/m0fpQU5cXAOJ5PiHUW9f/6vQqBDOhy4tEHYe68BZhz5rFayDXzQkCVe0+VRBAo/t7mBY/2rbY53OPd83skSCLQGrL+Ase4abpPgqIC7RHnuiwdlQQgK92L+hbn58vPdC+H7DSPFloo4uJLJJb+ZgZkhCIqwi4MODnpXrQEw3BRFamSLw2dBAK02XxlxfL8Rl0W3ZFFAfTL7oa2iKtbuR3nNK8ECECbC/31SgL8PhlNLvpAn00WgRYX7dL5kxnwoqHVWX/pxpLCqOagc8grUQCo/tS5mBeuhJpkJRYdpuNW1xym6uZY6Ea/PRRFWLGoTf8sODYTU8HvESFLIlpchBSzW3fKwp+hPPoNhnuPRol8IFh0h3aZgpJE6/Wq4NNoJeWYErgUaUKxpmMZfk+PzwsqFG39C0VBvWucSrn6Icral2CU9yQUyvoX/VaFZf2rwSJsbvscQ72HY7B8iG27LOufeZzrlNXYGHoDedIkjPWdHnMPjyggzS+jMcGcf6RBweONCm7IkXBltg57jHVn2jZdh5cN90Cklsm4wvLOopdSfWhoDqOZVGBV8CmkC4MwOXBxl3btdCeR8OjcrG2rgUSynIZYW3+/bngYIbUR+6Rdr3miWRWrd2d1dBm2hN9FobQPRvlO1C6n40ZfsXZf8Rr3YdGdgEeC6HJvYjfO5mdkXVNzM7xoag3DxRTq0B3HgQCQk+bR1qho/N6EEN1qYyo9uqaa2mV5d2b6ZYQVVdv3mIv/yxVIf2MRgkftg7aTD9R+YtkXsMz5VL076bxY3fIWKsI/YaT3RBTJXWH14rkCWnYBh94B5AwV8fZ1KiAQHPVApzR+DD6MCGnFPoEb4BUymOYFy7OlYl4YT+F235Xs+ueEPJNZ/5qDYe1c4lToOEcVFe0OXgwBr6RNQTd7SrfrjlPfurxfUrWnpGvP7j2amz6lav2j75dWY/1z2OcZ704XQ+zmkTrquB1nnyzC63LPzjIvempP2R3dode6nfO0LsuekupOY2tY2xs4FbovoN5FIZuD8qr2p9GqluOg3MuxpOE5REkI+wVugST4LJtneb/Qc5lXEtHscHZI1VmWRXfoA7udF31hTWXVnVTtKZ300Pw7y9rueJaNuzGdc71RWh/6AyKLdE+NPVnSb7oLnlnHJLyllZcLtXnS32gxvGLMIeDo350gEAUfd/x5Pm67djaWrdqImrpGbNyyE3fcOAeffv2j1jYFPfHFfN/4sHO0bjycivcyim/PLidQXm5WzHOY25oycXQXRwUnCGTkSKJ9MNuZ7fpM697/2MsdoMnch7GjhmiAyNxuIghkDndn9rKqa2hO+HwcAu3JGdg37tVrEMi8EFDvHzMEMitrIoKbKtG5gUDxfQv1sBGfPpskCRAEAVEXlEKWRRBCoLixiLAIThDglQVXLuY+rwS3cvB4RNB4wMTNLpShvx5ZhKISV27uWh+iRJObU6HyVQmB2sPylSiloOnoe7xd97ojiAJkSUDERRgBKie340z1l5ICxYUVQOuDKLj6+lqUBM3462Ze0Pkjy+6eTRQFUC8CN1+AU0uE23nhpFvd+Z1Fh70eCfRrWzeFziNqBLWanwohkBIY4O3apvKl/3MzbnbyXdf6HnaGf8DE9JMx2DsDLLpDwZVXTiyHpc3PoSG6DftlXYRsaZi29rrVHZZ5Qes6ydcsx1Wt/0ZleA2mZZyDAs8ESxEvbldx7vYQSiQB34zxOw5zeXQp1jS/i2G+mRiXdoJtfZb1zzzO5eHlWNP6JgZ5p6M0/dSYe9itO7+pCGNhk4K5JT6cnaV7Ahnrzr4b21GvEvw4JoCcRM5AjHNTmxdRBUGlHt80/gNpYh4Oyr62qzxsdCe+cm10E1Y0v6oZQQ7JuR4iZEf5flrzV0RIGw7PuQ2yjfHE6t1ZFV6Fla3/QbF3Cian/1y7H8v7heXdyby2u3m/MI+biHCUAC7e327fWdrctNib0Fe09kozFUN33JB1ljnPIl9tbibY80hfroT88hdQDpmM6OwjduuD+30By54yVe9O2odlTa+iMrQak9LPQIl3cpd59NHvVATrgKJJgBIR0LgNiIYJTnxAhLx7GVzU9He0Kw2YlXU9/FIO07xgeTaWcUvVvot1b+JahxnWPzpI1DgfYdlfu9i3p1K+ji/M3RXovsDj8kzEojt2e5NEfaPyTfX657TPc607boW7u57bce6pPWV895j2lFTXvRLCLmwAfWVPyaI7Vu8Xs8zovimo1uPw/BuxuOFZBE1rrdXQs75f3Jwd+JraKW0342bUZtubuLdZsOwpWZYIlnFmeTbjnMHSl56q29c8geKfy/BWOWCfiRr4ibeTmm259FonCGSGGT+u3IBjDtsPb7z/FQ47cBq+/G659v/U+4eWeBhlhGSzgkAX33Rvl2GxCgnn5Alkfo5EEMgIYUdv2B0IZNVn2q7Vbz0BgcxeUm7DAPaUzvN2+o4E+iQE6sueQPEQiIeDYwu5YhXSprtTgiUcEksoLZZwSCzPwMPB6dLi4eBYtKazLosOa6GL6oJu7JXIz/KhJRjp8nV5cr3Ur6Jeb9Ro0ODCe8oupJcRf3y4dApyhUlMumMX0maL8m80kU0YJZ2NLGF0nwkHt118GfXhrRgjnY8MYZjlELzWpuLPjTrQXlQiwusA6dQABRX/Ro5YihFiLKCJvwnL+mce51r1R+xQP0S+sA+GSsfHNGsX0uGGOhXfhAgezhMxy6db3o2QXqdXKdipAG8USRiSAAIlGw4upLZgtfIoZCEDk6WuEIglHFK1ugS7VP2rvhLxEBSL9p5WORlefN7wf1p9pzAqVu/OJrIRW+JyGqUqdAfPCaSrcl8OBxdYtgm5Cz9FcNpo1M8+WutvfwwHt7z5JdQrmzBKPBNZ4tgu6993f5ChhOifdbcFTzpBpFXA/nco8Obo66ER6nOCfBn8yOfh4ExSLMkLoKo+6OgVwLL+0eaLcvyoaw5pH3s5Fbr+8XBwPBycoSc8HJwuCZYwpiwhvXo6HJwRbvPIvNvxff2zaCMVGC/9AgGhxHLq83BwPByc03vB6ve9MRxcsrLYk9eZIce8Z17Xbp2sJxC9lrZHPYBaWoO45qKfg4ZQoyHiaKEeQfTj//ioS248gYwwc24iSHUXApm9ZroDgaz6bGcHjw9PR+XGPYH25IzYe+7VaxDIWAiouxqd9I88+R8tHFxeTmZMHMQ9KepEnkAffPY9xo4aqoWpoyXeFZJDIMYNK88JpOkRh0D6zOYQKLkVbiBCIGropgZvwyjIojt2hqytyhtoJOswQjodOcKEPgOBNuMZNEedc8U80KzixRbd4PZ8gYiJHvt4fVJ6BZY2PosMYQTGSOfZKmCyEKhaXYxd6qcoEGdiiHhUzD3sDnLn16jYECF4sUDE+N3PYRhE5tSoWBchls+YLASKqhGsUB6kZmRMk2/uIg8WI2i5+iWq1G+0NkR4MFG6Eh4h3VLGmekCvmr8i5avhOYtsStWEKiFbMMmZWHMeHIIpEuSxZi2t+QE8q0vQ/7THyA0bihqL/mZJof+CIGWNj2LZnW7lqeL5usyF+oE9s1vZN0bbDf09uUCoXpg+k1RpA/Sa69XnkXQZJhkmRc8J5AuQ5b1j9bnEAhg0R0aDrMoV/9Qx02hhvyaxpAW+cCpsKx/9P3S6DInmluA6NS/+N85BGJ/b/UWBKKRNJYrc7UOH5v/e3xf/xyaVPrR0nnaXsSqcAjUN9ZUOj4susPy7mT5KJdljeAQiEVa7HUpSDBHZaItxMMFCifuuGd+R84gu5xAVh4mtA3q5fLH2y/VQr8ZUMOc48ZsazXaMXLYJPIEis+vQ/tO70OL4VlklkiyEIi2Zb6Wtknz69BC8/4kyglkFQ7Ors+Gt4+RE8j8PN31BDJyAhkgy8ixdO1FpycMxceuSfyK/iKBXoVAhlLHu7xZue+lSqjxsSEHFed3LHDGYmXc++RjDtImukGaOQRiM7RwTyBdkzgE0uXAYsineURozG6avNup0DB3uZk+VDe0O1VlO7CLAoqyfaiod27X8cbdqDAQIdBG5SW0kjKMlc9HOoYx6Y6dIatMeQ91ZAWGSycjV5jcZyDQOvWfaFebMFm+DjKsQcIv61V83a4bhP6UI+KEgD0ESstsxjf18+BHISbIl9hqYbIQqIp8i3LlCxQJB2OQdFjMPewOcsdWqmhQCT4sFpFLrWMmQ/7VtSqWhAnm5YuY6U2QE0gUQN8vlS7nptmQtSx6n3avRN44LEbQHcp/UUt+gkBkECGKfHEGhorHWco4LT2Ebxr/Bq+QjVLpKtuxsHp3tpFybFCeQxqGYJw8R2sjVQd27gmkD1Ff9gTybK9C4T/fRGRYIaqv0fNx9UcItKTpX2hVKzBO/gXSEPtleaQNWHyXDMkPKLtfxYECgmCNgClXKcgara+HG5QX0EZ2Yqw0B+nCEKZ5wWLIT8W8MBYDt4b8ZCG4E0tgWf9onzkE4hAo2a0th0C65NzOeVqXxZDfk55AUdKKVco/IAvpODLvFvxQ/wrq1bUYIZ6OHNE6fDGHQBwCJbs+cAiUrOTcX5coV44Ba4xWzHXMNlGnMG1m6GPkBTJ/YD9yWEkHhDDARHllLahNtiA3CwfMKNU8kBLdh/bNgCor1mzWujq1dHRHTp14CSSbE4hCIANKvfPxt1rfDj9oOjLS/FrfzHl+6D3jc/ckCqdH6yTqs9XzJGqXxROIelqZ5UtD8NFCw+0lAmbutYfX7G8S6HUI1N8EFt9fDoEYN6zcE0hTIQ6B9JnEIVByK+BAhEDro88gCOoZcxECQjGT7tgZsnaqH6FGXYoh4nEoEGf0GQi0IvoAVEQxVboVopAoCY6uO0aYNPrvKzMEXJmp59KxKtlZCr6ou187vE+WrrOvm+5BRCFoc0jMSxsxh4MzPGJKxENRLM6KuYfVQS5KCA6qUEGf9NsSUcvNRIthELmtXsWn7QRzc0Uc5e9ZCGSENZki3wgJsXmVWIygW6NvoBHrMFg+DLuiX2r9nyhfDh/yEsrZE2jEkubHEBAKMV6yB3JWEChIqrBeeRoBoQjjpYu1+3AIpIubxZi2t3gCydUNKHrwVUQLslF1yzmaHPojBPqu6VG0q3WYKF8GH/Jj5k97jYClcyV4swjCTfpaECgmCFYKKL1YRW6pnrKeeshRT7kx0rnIEEYyzQsOgXSRs6x/tD6HQBwC2W4qbH7kEIj9vdVbEKid1GCd8iT8QgEOzbsGyxreQrXyE4aKxyNf3Md6/5nu0UJFtrrYUwZ8EvweCfUOoaRp/pecdA+qG7X4oI7F7b5gbwbrVEgsupOqPaXjYJkqcAjEIi1ed09JwE0++T3Vl2TuY87rZEC5ZNrh1/Q/CXAI1M0x4xCIzdDCPYF0heMQSJcDh0DJLUADEQKtUeYjTOoxUboCPiGXSXfsDFnl6ueoUr/DIPEIFIkH9gkIpBIFK5T7IQoeTJW6higztCZMCGZV6AZPWk7wC/hTrj0Eomvwx7V/1OpPk27rgC2JNDFZT6Cd6qeoURdjsHgUCsWZMU1bHeQqFOCUKgXFEvBOUSf0Mg7sdzWqeKuN4A/ZIk5L61kItDo6DxE0Y5J8NTzIiukvixF0o7IArWQ7JnjnoDq6HHXqCmQL4zBSOiPhRBf9Vfix5WmkC0MxVrrAdjGweneGSAPWKo/DJ+Ro4edoSdWBPRUeDzTxM4t3ZarCIe0tEEhsakPJvS9CzQig4re6Z1h/hEDUQy5MmlEqXwMvMmPmRssOYPkjMvx5QHud/lNaCUFbhYCx5yko2lf3BNqs/BvNNN/b7rxCLPOCQyBdrizrH63PIRCHQMntagEOgXTJuYUUtC6LIb8nPYFayQ5sVF5EujAMB+ddjJWNH6Ei+g0GiYejSDzIUgW4J1DfWFNZdYfl3cnDwSW7AvLr+oMEzF40tL/Ug8bIkdQf+k/7GO8JtacjcPUXOe3t/ex1CGQXiq0/CJ9DIMYNK/cE0tSaQyB9dnMIlNwqNxAh0CrlUURJi+a9Qr1YWHTHzpBVqS5ChfqV5rFCPVc8kgCasLqnvypkOXSF0YI10Uc14yc1glqVTVHgvGql4+dSD/BcgbXXEK1Ideezmr8iijZMkW+AhIDtgT0ZT6AdyoeoJT9qodBoSDRzsYJAqyPAL2oUTPEAT5uewTCI3N+o4qU2gl9li5jdwxBoXfRJtKMGE6RLtS9bzYXFCLpWeRIhUoPJvstBoh6sUR4HgdIRjipe0Kq/DCtaXkKmOAajxbNsFwMrCBQhLVitPApZyMBk6VqtjVQd2DkE0oeoL4eDQ0TB4DufAvF7Uf6HX2j97Y8Q6KvG+6CQsJYri+bMMpfGDQJW/UtCoJAgWK0DYQMCjTpNxaBDdDDeke9td4gilnnBIZAucZb1j9bnEIhDoOR2tRwCGXLrDxCokWzAVuU/2kcuM/NmY23jV9gR/RSFwgEYLB1pu6fknkBASW4A5S7zgKViTWU5j6RyT8myVnBPIBZp8bpcAlwCXAL2EuhVCEQB0MtvfRYTs9EgrPfccUW/iE3IIRCHQMksMhwC6VJjMeTznECdmjYQIdDy6IMgiGCqfAtEyEy6Y2fIqlaXYJf6CQrEmRgiHtUnIFBniK9iLfydVfk4RPDrOhWTfQJWhfSv35cMcoZAX9c+iiCpSRhqyXyvZD2BytT3NC+YYeKJyBOnxnTf6iBHQ73RkG9H+gX81eTNZBhE5jereKyF4PJMEVdn9Kwn0AblebSRXRgn/Q/ShMEx/WUxgtIY+TRW/jTv9RDUNJSrX6BK/RYBFGO83HUcw96NWNP2GnKFSRgunWL7KrGCQApCoOHsqKGcGsxTeWDnEEgfoj4NgeiX5L/9FyBL2HW3HmKwP0Kgzxv+T+t7Im/FmuUC1r8gIa2YoK1ydzi4IiBYBQw/TsXQY3UItF15B/VkFYZJJyFPmMIERzkE0nWdZf2j9VNhsHTrIULvz2IoZNm70zyTeZk+VPV0nkkBKMoNoMKlQWpQrtcAACAASURBVDhVnpD0/dLYGkEk2ulZbCUfcz49Fhk61XU7zgGvBL9PQn1z2KlJsIT0YjmP0FWnJD+A8tqgYx9YcpTSxvoDBKpVl2GH+gHyxemYkXsaNjQtwbbIe8gTp2OYeIKlTLgnUN9YU+kAsXiRsXxAwT2BHJcEXoFLgEuAS6DXJdBrEMhIeHXrVed2gT00sdYrb32Gu267FAG/t9eFZNcBDoEYN6zcE0hTJw6B9FnFcujiEKhzJRpoEIgQguXKXE0A0+XbmXXHzpBVq/6EHep/kS9Mx1DphD4BgZrJdmxWFiBTHIHR4nmWr6AnWgnmNam4JEfCwkYFbQR4v1hCgU1EOKo739U+hWZShjHS+cgQhtke2JPxBNqmvoUGdQ2Gi6ciVyyNad/KSPdqG8G9jSrOThPwm+zOBzAMIi+1EtzfpGJ2uoBfZXV9QBZjD+2Q2ZC1SXkZLWQrRkvnIFMYFdNfFiPosuh92rX7em+HogIKCWGN8hgUtGOk9HNkC+Nj2g56V2J927vIF/bBUOl4272OFQRKNDdSdWDnEEgfoj4Pgf7wFBBVsOuuSwCP1O8gUGa6gK8a/6LBfgr940vldwI2vSYhUAwEK/Vf/fkE7bUCBh2mYtQpuiF7h/IBaskyDJFOQIEwnUMgkyDdGvJZ1j/aPIdA3BMo2UM7h0C65PoDBKIhlGkoZRr6bVrucdjavBIbw9QzaLy217EqHAJxCJTs+sAC+POzfGgJRhCKOENtY84l2y9+HZcAlwCXQH+UQK9CoDv+PB+3XTsb8YmoqDfQ3EcX4J7fXoHc7NhY4H1NyBwCMW5YOQTSVJhDIH0mcwiU3Io20CAQNaKvjD6shS6jIcxYdcfOkFVPVmO78jZyhckYLp3cJyBQA1mPbcrryBEmYIR0uqWS/K5ewfvtwJ+LvXihIaJ5A83LFzHT29VTxmiE6s4PdQtRr67T2qb3sDuwJwOBtiivoYls1HLh0HAh5mJ1kHu0meDJFhXXZAq4LKMrBHo7SPC/DSpOCgi4O6dnIdBW5XU0kvUJ5eHWCGroqCz4Md37Sy35MS3V6g/YpX6s5Roqla6EIHT2vVn+AZvbP9YMKTSWvl2xy6e3Ino/VCiYKt8KERKTsZvlq00OgfQR6usQqOTPL0BsCaLiNxdAzUrrdxAoLS2Cb5oehIQ0TJGv7zItdn4uYtu7IgKFQLBa/9mbDYQbgaKZBGPP1kNk0nlH599g8RgUivsxzQvuCaTL1e36ZwwSh0AcAiW3q+Xh4Ay59QcItEv5DNXkey3v46TcQ7G9eRPWh19EhjAcY6TZtntKHg6Oh4NLZo3gECgZqfFruAS4BLgEEkug1yBQsD2MO+c+iXNOPbKLJxCHQDKo+zh1zXcqLF/VOLVl/p3lq2qmDSuHQJqYOQTStY1DIJZZ2Vl3oEGgCJqxOjoPXiEbpdJVzLpjZ8iisIJCiyxhHEZJZ/QJCFRJFqFC+QoF4gwMEY+zVJILqxWsiQILhvnwfG0Eb7epuCNbxFkJcuYYjVDdWV7/NqqUpZr3CfVCsSrJhoPbFH0FLdiC0dK5yBRGxjRvdZC7u1HFm20Ev88WcHpaVwj0eYjg1joVh/uAB/K6hrxjeWfRDpm/hC9T3kUdWdkRNsrcYbdG0DAasCb6OAJiPiZ5Lu+AQLSt1dHHEUFDlxxJ9dIibA99hcHikSgUD7BdDOwgEAWkFEIZ+VO4J5AuSpa9SWG2Dw0uwyH1dQhU9MArkGsaUXXz2YgW5vQ7CORPC+K7pkfgRTZKZX29N5ft74vY8akIXx5BqE4H3nIaEG0D8qeomHCh/vXvLvVzVKvfdcwvlnmRKghUQT5BSKhCAQ5FOoY6bgDc6nB31j+7Trhd/4w2OATiEMhRqS0qcE8g9vcWS0gvGkqQ5rpUVf0DFbuSm+lFe0hBMNyZc9Jcv0x5D3Vkhfbh1PicfVHeshOrQk/CjyJMkC+2bJrFZhHwSfB7JNS32If988gictI9PZ7Hc29eU+kAsegOy7uT5cMiJz00/84hEIu0eF0uAS4BLgF7CfQaBKLdsgr7RnMFbS2rwC1Xndvnx497ArEZWuwMWd0ZbJZNB4sBncUIytJ/DoF0aXEIxKI1nXVZdFgzWNYF4XzsA1hd6N30Ps0nweuR0OBwkKNtWR262kkN1ilPIiAUYryk57lg0R07QxYNA0bDgWUIIzFGOrdPQKBdyqeoJosxWDoChcKBlmI+uFwB/VTgu9F+PFcbwd8bFZyfLuDWBOHSjEao7qxu+AS7ol+hRDwExeIhtgf2ZDyBNiovodUi3JzVQe7GOhWLQgR/yxVxiL/Tk8kwgi4NEVxZp2KGV8D8/J71BNqpfowak8eAWSBujaCtZBc2Ks8j2zMUY8U5MRCoQV2HbeobkOBHqXQ1JEEPc1sjfYqdocUYIh2PAhsYpx3YbT6goICUgtJS+Rp4kcnk8cDy7uSeQLpm9HUIVDjvDXjKqlF99WmIDC/qdxDIE6jHkub5Meu9eU5uek1E5XcivJlAuHn3LyIBVAFZYwimXKkbLivVr1Ghfq2tcXStYzFkpQoCrVXmI0TqHQG88bwcArn3EKEyYzEUutm/GHV4TqBOabkNJcgiX1qXQyBdYm7nvLYvyPKhKRhB2EXYq56EQFuUf6OJbMIo6SyMyZmEqpYaLA/N0zyeJ8lX2+4puScQ9wRiXRtY13bWsyydc7xwCXAJcAkMJAnsUQhk5AFasWazo4ynlo7GvHtv5uHgHCTF8lWNo9BNFVi+gGHasHJPIE3KHALpysZiyOc5gTon6ECDQG1kFzYozyNNGIJx0hxm3bEz5Me37ZEE5GR4e/yrQpYD+1blP2gkGzBSPh3ZSByurUIBTqlSEBCAVeMCeK0ugl/VRDWAQkGKVaG6s6HhG2yLfoh8cYbmnWJVWCC4GfZtiD6LNlRgnHQh0oRBMc1bGenOr1GxIULwQoGICZ6uEGh9hOCCGhXjPAJeSpD0iOWdRTtkNmSVq1+iSv0GJeKhKBZnxfTXLQRqUjdii/oaCr3jMVw4IwYC0QbXR59BEJUoEmdhkHiodo9y8T1UhVckzJ0UPyZ2EGht9F8IoQ4T5cvhQx6TsZtDIF3Se5MnUP5T78O3YQdqLz4BofHD+h0EEvyV+KnlGaQJgzFO+p8uy9P6FyXULBMg+QmU9tjQl+lDCKbfqEMgI29FoXAABktHMs2LVEGgZVGa246gWDwYJeJhjttyt/vr7qx/dp1wu/4ZbXBPIO4J5KjUFhU4BNIF43bOs+wpad2ehEAblBfQRnZq6/OInFGoa2nF0tADEOHFVPkm2z0lh0AcAiWzRrAAfg6BkpEwv4ZLgEtgIElgj0KgvVGw3BOIccPKIZA2DTgE0lcDDoGSWxUHGgRqJluwWXkFmcJojJbOZtYdO0NWkFRjvfIUAkIRxksX9wlPoHXK02gnVZjg+QX8pCShknwbIri+TsVUL/DGyACWNkdxdnkEQ2Xg9cKu4dKMRqjubGlchk2RN5AtTMBIm5xDyUKgdcpTaCfVmtcW9d4yF6uD3HGVKupVgv8WiciTukIgA3qVSMDbRT0bDi7eWGzur1sjaJ26AmXqexji3wcl5IQuEKiV7MRG5QUIkDRvII+Qjh3C66iNrMco8SxkiWNsFwM7CLReeRZBUoHx0i8QEEqYjN0cAuli35sgUO6CTxBYvhn15x2F4PQx/Q4CEf8OLG+h+SV078z4svoJCQ3rO9eIQB4QrAMECPDlq9j3dh0C1ahLsVP9CAXivhgiHss0L1IBgaIIYlX0Ea1vucIUDJdOctwAuDUIcwiki5LFUOgofFMF7gnUKQzuCUTXGqAkP4Dy2qCjGlHdyc30obqh3bEureB2ztO6veUJ1PHhiXQ5huYM0kKpLmm/V3u+adJtEOjGKUFh+XCVh4PTBZgKsM6qOyxetCx7SlcTYncllrWdQyAWyaamLk37MXfeAsw589guud9Tc8futfrAYy9rDfSHKFTde1J+NZeALgEOgbqpCRwCMW5YOQTSNI5DIH3icQiU3AI00CBQA1mHbcobyBYnYqR4GrPu2BnyQ6QBa5XH4RNyMFG6sk9AoOXR+0GgYKr3RoiqP6GSLGgl+GuTilPTBPxtqB8N7VHsuz0C6gP0TYkIyeIQTnWnrGkj1mlJfIdhjHS+pRImC4GMkEcTpSvgE3Jj2k90kIsSgoMq9Dwei0vEGAOCYRBpIcCRFQrSBeBzSoLiSneMoLXkJ+xQ/ot8YTqGSifEtOwWAtEkyTRZ8ojALBSoh3WBQLRRmnuK5qDKE6djmHgCtmEhGqLbMFaag3RhiO1iYAeBNiovopXswFjpAqQLQ5mM3SwHdh4OTh+ivh4OLuc/XyFt8Vo0nHU42vYb3+8gUMS3GatbX0W2MA4jpTO6zIsVf5fQXKYbGT2ZBIFcEU3b9YCnNDfQAXdGtX/XqsuwQ/2gY76xGLJSAYGCpArrlae1vmUIIzBGOs9xA+DWINyd9c+uE27XP6ONVBgs3XqI0D6wGAodhW+qwCFQpzA4BOIQaGX0ESgIYop8A0qyczQI9FPoEURJKyZL10EW0hNOLw6BgL6wptLBYQGILO9Olj0lyxrMsrZzCMQi2c66iUAIzdP+/+6Zjz/dcQXq6ptw/2Mvx0RqMnK8lxTlxQAUet0Lr32E266ZjV2VNR1tjBkxuOOG5vvRfz/x0rvabycfcxDuuu1SBPx66GyjJIooNag4H4/dd2u3QROHQMnpDL+q/0qAQ6Bujh2HQBwCJaNCHALpUuMQKBntAQYaBDK8LPLEaRgm/oxZd+wOXfTQukr5B2QhA5Ola3sdAtGDNT1gy4IPUz03WSbxvbdRxattBDdkCbi5xI+2kIJjd4RBPWZeKRQxSk78JSbVnfKmXVgV/hf8KMAE+VJLJUwWAq2OPooIWjpy1JhvkOggZ3j5FInAu8WxgMdsBJ1Zrmi5rb4vESHGQa7uGEHryWpsV95GrjAJw6VTYuTh9sBern6uhZ8al3YMspT9E0IgGrKNfkFLCw3dVkbeRqtCPXi6ekzFD4odBNqsvIpmshmjpLORJYzmEGi38Nwa0Gn1vckTKPvtb5C+aBUaTj8EbQeW9jsIFPKuxdq2N5ErTNYSj8eXpXMlhGpEEBCklwCBHKBmrRZlDRAJZt2rewLVk1XYrrzTMa9ZDFmpgEBN6iZsUf+t9c2LPJTKlztuANzqcHfWP7tOuF3/jDY4BOLh4ByV2qKCW9gX8Erw+yTUN4cdb8UyL1jOIwPZE4gQguUKDWupe/3QOU8h0Ir2x2PC0iYaHA6BOARynLQWFTgESlZy7q9zgkAU4MTnbaf//e0Pq7tAG/p3Ws486XCYQZIVBKJ1nUCMAYFuvepczNxnotY+zS9/8U334umHftPxN/dPzGtyCQxcCfQqBKKLwlW334/yytouI8BzAglobKUpv+0Ly4bKqS3z7ywbZ7eHVNq+nSGLpX/xdVm+PGExoLMYQVn6zyGQLi2WQxfPCdSpYSw6rH21XhfU7GNOhfXrKaf26O/mXDFO9a3WnWr1B+xSP0aBuD+GiEcz646dIUslEaxQHuyIZd7bOYHaSAU2KM8iSy7BGPEiSwh0da2KJWGC+/NEnFHg0yDQZRURfBcimJsr4ii/NQSqaW7AT6GHISENU+TrLYeFZf0zj7P5K1EJsQlXEx3kVkaAi2sUTPYAzxRYQ6CjKxQ0EeDjYgnZcWmPWN5Z9IHNXzPTBMc00XGmMAajpbNi5OHWCFqmvo86dTkmZZyKQGRSQghEGy5TPkAdWYYsYQzCQi3a1QZMkq+BB5m208Pu3blVeR2NZD1GSj9HtjCeQ6DdkmTZm+xNECjr/cXI+GIZmk6YiZYjpvc7CNTqWYaNwQ+QL8zAUKlrzrLFf5QRbdGZT+44gkC2iF1LCAQJIApw4N1RSD6ggazHNuV1bU7QudHbEKhW/Qk71P9q2ilAxjT5FqdXouvQUN1Z/+w64Xb9M9rgEIhDIEeltqjAIZAuGJb3Fos3R0/lBDI+VKJ7O+oJZLw7V4eeBc2xSfME0XxuiQqLzYKHg9MlmIo1lbbLojss704WewzLWsEhEIu0kqvrBgIZnj/nnHokxo4agjv+PB+3XTs7xhMnPhRcKiEQfVIKgsweSkYf3/n4W00Qf7z9Ug1G0RJve77s/JM0D6b4Z09kozZAE63b0taOlpY20Hv0lDdScqPGr+ISSE4CvQaBjAl60H6TOiZmco/Qu1dxTyDGDSsPB6cpLIdA+rzlECi59WugQaBK8g0qlC9RIh2KYmEWs+44GbKWRe/T2pwu397rnkANZC22KW+i2FuKwTjNEgKdWKmgWgX+XShhRq5Xg0B3VUfwym7voIvS4yjJblUzdGdJ6C8dz2ylhclCoOWRB0GECKZ5boFA5JjmEx3kPm0nuK1exRE+QYNa5mI2iJxWpWCXArxRJGFIXES47hhBW1GGjdGXkC4Mx1hpdsz9nXTHqLxV+Q8ayQbMyDofYmi4JQSKog2rI49p8jHKFPlmSPDYLgZ2EIh6O1CvB+rFRL2ZUnVg5+Hg9CHq6+HgMj5fhqwPFqPl8Olo+tnMfgeBmuXF2Nz+KYrEAzFIPKLLvFj0azr56TpBUDQDSMsSsPVzAtlPEG0XsN9vFfiyCQzPGwpcR0lnMc2LVHgCVahfoVJd1PE8k+UbISNxuE+jkluDcHfWP7uFx+36Z7SRCoOlWzhA+8BiKGTZffFwcJ3S4uHgBnY4uBCpw1rlX/AhT/NoNiDQ+tAroB/U2OU45BCIewKxrLvmuixrO+sHjfQ92xvl1fpNWEkTGu7hck7eGEz253W5qxsIRC+igGTuowuQlZGGRHZccyg4GtIt1RDI7CE0ZeJo3Dn3SRjh6ehvBqgaXFyg/UYBFvUkorbof7/zOc46+QjMe+Z1TR4UCBntnXvqkZqNOt4Dicrp3U++6whDZ+UNtYeHld+OS4BJAr0GgcyT0uwayNT7PlCZQyAOgZJRQw6BdKlxCJSM9gy8cHA01wrNuTJYPAqF4kxm3XEyZC2PPgiCCKbKt8AneZCT4UV1Y8jV4Lg10tHG3Hx5V6l+iwr1C4wMzEKuclhCCNSmEhxeqXbk/ynM0j2Bnq6PanmCTksT8Id4V5ndT2NAoJ/Cf3cVvz2iELS16zk27IrZE8gM1eKvSXSQo2HtaHi7s9IE3BHXb7N859SoWBcheL5AxERPrKdTd4ygQVKB9cqzCAjFGC9dFNNlJ90xKm9UXkAr2YmZ2ZdAbS+yhEC0foX6NSrVrzvuQ+GjU7GDQDSfEc1rNEQ6HgXCPkzGbpavNjkE0kepr0OgtO/WIOeNr9E2cyIazji030GgenkRtrd/hRLxUBSLOvQ3ihoGvv29DEEGSBQYdiiBP0vEhncJPOlApBXY5+Yo0kqAZrIdm5UFyBCGY4w0m2lepAIClanvgYY2NYqbMJBu3y/dWf/s1h6365/RBodA3BPI6V1m9btb2MfDwXVK0M2e0qjdU55A1Ntng/I80oQhGCfN6YBAm0Jv7f4Y5WQtlGeiwiEQh0DJrg97IwSavflDLKzfmKxIkr5uwejjcF7u2C7Xu4VA9EI78EHbGTmsJMb7xsgr1NPh4GhfzN5JeblZXfIPGf056pAZuOY3D8KAO2YBmJ893rMoEQSi11JgRAut/8pbnyXMY5T0IPELuQRSLIFeg0DmCWvEdUzxs6akeQ6BOARKRrE4BNKlxiFQMtoz8CDQDuUD1JJlGCqegHxxOrPuOBmyVkX/DuqhMVm+HgEpvVchUJn6AerUZSjNPAn+0NSEEGhVBLioRtHy/tD8P4Yh/9PmKG6oUzHdCzyRH+cqs1vVDAi0Mvwk2km1bT6aZDyB6lqCWBG9HwIkTJNv7aLgiQ5yjzYTPNmi4uoMAZdnWnsCGSHw5uWLmOntOQgUIvVYq8yHT8jBROnKmD476Y5Rmeb6oTl/ZuVeh1Bbhi0EUkgYa5XHNZ2TBD+mSDc6LgR2EGiX8imqyeIOSMo9gXRxujWg07p7Uzi4wLJNyF34KYLTRqN+9tH9DgLVSJ9hZ+h7DJGOQYGwX8zcCDUK+OHPEiQvgRIWMPpEwJ8pYPXLBN5MgnCzgClXK8gaRbTQRJqxEkMwTp7T6xBoc/RlNGNrx/OMls9FJkbazn23OswhkC5GFkOh46JrqsA9gTqFwT2BBrYnEM0/SPMQZgljMUo6s+PduSX0IWrJDxgiHosCcd+E04tDIA6BWNZdc12WtZ17AtlLmdUTiHr93PPbK5CbrYetNjx76L/PPe2omIhOiT7yt/MEMsOiZHIC0T6YIQ2FQIlSjRgh4eLDvJlDvNG2KNiJhzocAiU7a/l1fVkCvQaBqFD2Bvc5DoHYDC08J5C+HHAIpMuBQ6DkXg8DLRzcNuUtNJA1GCGdhhxBTwbJojtOhvzV0ccRQQNK5auRLmX3KgTapCxAC9mO/XMuhNI2OCEEeidIcGeDquX9ofl/DAi0Jajg1CoFOaKAj4rtw8GtDb+k3WesdD7ShWGWB3ZWT6DalhasjD4EET5MlX/Zpd1EB7k/NhK80abid9kCfp5mDYFoyDgaOi5RzqPuGEEpjKEgUEI6psjXxfTZSXeMyisjj0ARgjgq/3Y0tQi2EIheQ6EmhZtZ4jCMEs93XAjs3p0VyleoJItQIh2GYuFgJmM39wQC2lGHsGc9BCUbmWqp41j0tidQW1DATz9K8HqB/ffv6qXnW1+G/Kc/QGjcUNRe8rN+B4Eqxf+iIvxTDPQ3BqWtEvjpARlSAFCCwMRzCPwZIn56isCTBUSagNKLFOROIgiSSqxXnoFfKMIE6WKmeZEKT6B10SfQjlpkSYPQpJRjmPQz5AnTbPWNQyDArYcIFSSLodBxopsqcAjUKQwOgQY2BKLejNSrMU+cimHiiR0QqCz8pebhXCIegmLxEMs9ZVQhaHXhXc5zAukiTIV3JW2XxYssVR8WsazBLGt7f4FALM+/J+pSu+zWsooODxd6T6t8OzSkWiKvm0ReMYnAUKK0IMlCIHMf6xqatVB1ZmhlJTvzdU8teE+rZkAgc44hDoH2hPbxe+xpCfQqBEqUdMsQwNTS0Zh3780d1HlPC8bt/TgE4hDIra6Y63EIpEuDxZCf5pfhlQQ0tHbm0rCSPT2w52b6UN3Q7jg8LMYeURRQlO1DRb1zu4437kaFgQaBtij/1mKNj5bPQSZGMeuOkyF/XfRJtKMGE6TLkCkX9CoEMoDUYXnXo6UlPSEEMjxnLs0QcW2m0AGB2sMKDi5XQGfI58Ui0sVYbxkqOEN3Nobf7ALW4lUyGU+gmpYGDajISMfkOKBC2090kLuxTsWiEMFDuSIO9cf22WwEvatRxVttRAt1R0PemUt3IBARolgeeUDLX0TzGJmLk+4YdY0QeMcV/AF1zSFHCESvC6QHIUQztFB+TsUOAlWp36Nc/QyF4oEYLB7BZOzmEAiaFxX1pkoXSjBW+oXTUPR6OLilPwp4/S0Jkgjc+buuEMizvQqF/3wTkWGFqL7m9H4HgXaJb6M6vBojxFORI8ZCuaYtAlb+U4KcRhBtEzDtEsCXIWLxIyq8mUC4GRh3noLCfYnmmUc99IzcFSyGLJZ9gdswiUautKH+mdjRvljLb0fz3NkVDoE4BDLrBw3pVdMYgqISx3XKre7Qhuj7pbE1gkhUdWyXQ6CBDYFoaGYaorlQOACDpSM7INCu8GLsUj9GgbgfhojHJNQj7gnEPYEcFxiLChwCJSs599cZdtl77riiI2eOOb8ObSkeFMV/0B8fCs64O/17RVVdR8g0CmDuuGd+R14dWi8ZCETbufime2F49BhwycgJRNulz7Vxyw4cMKMU7378LeaceZzWLSsIFA994u8R308eDs69jvGafUcCvQaBEhHgviMW9z3hEIhDIPfa0lmTQyBdFhwCJaM9Ay8c3EblJbSSMoyVLkC6MJRZd5wM+RuU59BGyjFOuhDZ8uBeg0CEqFiu/FV7vuMKfoeapkhCCGR4xNyVI+LkQCwEOr9GxYYIwZP5EqZ5u+qXAYG2Rj5EjbrUMXQHqydQVXM11iiPwStko1S6qksHEh3kLqhRsT5C8EKBiAlxuX7Mhqz7m1S81Epwc6aIORk9B4FoJw2IM026DQJVmN3FSXdotShpwyqFgq80HFXwK9cQiOaeCkeUbkMgOo471Y+0ECw0FAuLsZtDIGC78jbqyWp4hExMkq5xXJR72xPopZdFrFmre8z99vYo/P7YLsvVDSh68FVEBuWj+oYz+h0EKsNrqItuxCjxTGSJsXHr61cLWPMMhUBAtA3Y/wYCf5qIr/5CIKcD0VZg1OkqBs1SEUETVkf/CQ+yMEm+mmle9DQEomh+ZfRBCMSDiZnHY03LO8gTpmKYdKKtvrk15HcHgtt1wM36Z74+FV+tc0+gTglzCATwnECd+sDizdFTOYHK1S9QpX6LQeIRKBIP7IBAlZEVKFPe0fIBDZdOTriscAjEIZDjBsuiAodAyUqO7ToDeBhXXXb+STG5b8weMrSOGbpcMvtE3PPwC7jjxjldPuI36r3z8bda04OK87sAoCdeelf77eRjDkqYX8eAMyvWbO54qPh2zH2Kv9fg4gJQqJWoD4nADoVLRn+aWtpw27WzQXMacQjEplO8dt+UQK9BoESugX1TRPa94hCIQ6Bk9JZDIF1qHAIloz0DDwLRkD40tM946WIEhCJm3XEyZG1SFqKFbMNo6TzkySN7DQKFSIOWK4YaLY8qvAnVjaGEEOicahVbogTPFEiY7EGMJ9Cv61V83E7wvzkiTglYewLtiHyNCvUrLfE6TcCeqCTjCVTRvAvrlCfhQz4mypd1aTbRQe64ShX1KsEHRSLyJWtPoMebVTzeQrS8QTR/kLl01wi6MvowFLRjsnwDZAQ6mnbSHVqRhniioZ7oMx9ecN0eh0Dx4Vk4BNKHz60BfT1VlAAAIABJREFUfZ3ylJYfi5Z4CJhoXvQmBFJV4E/3yojsdgC64VoFhQWxXgFSfTOK5y5EtCAbVbec0+8g0FYsRGN0G8ZIs5EhDI8ZgqqlAjYulCD5CJSQgIPvAPwBEZ/+QYXkB5R2YPjxKoYeoyJKWrFK+YcGZ2m+N5Z50dMQiIYcXBf9F/xCHiZmHI+fmhcgUxiF0dI5tpsAtzrc3fXPqhNu1j/ztRwCASy6Q511i3IDqKgLutoMcgjEIZBZUXoDAhl5K40cnUY+vdrwemxRX0OmOAajxbMs95Q8HBxQkhtAucs5n4o1lQ4Oi+6wvDtZPixytejtrsQhEIu0eqcuBUhffrc8Jpxc7/SkZ+9KPYnchpjr2Tvz1rgEUieBXoNABhGmMSVn7qPneOiPhUMg94YWbdOR7UNTawRhFyEHWPSBZdPBEkqLxQjK0l8OgXRpcQjEojWddVl0WDNY1gXhHDwEYI2j7Kb3aT4JXo+EhpawY3UrQxYFIxSQTJSuhE/IYdYdJ0PWFuU1NJGNGCWdhXx5bK9BoGayFZuVlzXD56yCixNCIIUQHFyhggZt+aJYRJoY6wlkhIq7JEPEdZnWEKg8+hN2Kh8gX9gHQ6XjLQ/srJ5Au5q3Y4PyLAJCCcYnCK0Vf5AjhGBmhR6CZnGJGOOFQ/9mNoK+2ErwQJOK2ekCfpUVmzuou0ZQ6jFAPQdoXigvsjrk4aQ7tGIr2YGNyoual9qs/Ev3OARqUNdim/omssWJGCmexmTsZnl3ug17RWXi9sDOGmKzp42gKlGwQrm/Y7wnS9dBFtJt16rehECbNgt45nmpo38XXahgzKjY1V1sakPJvS9CzQig4rdz+h0E2kSeQ4tSjnHyL5CGkpixKP9KxJa3RIgyoEaBI/5E4A9I+OAWFYIEEAUYfJiKkaeoUBDenZ/Mi6nyTUzzgsWQ72ZeNJNt2KwsRJY4AqWZJ+C7xsfhRwEmyJfa6hqHQDwcnFlBenr9M9rm4eDYziN0Z1WSH0B5rTO8YwlPHb/ncdo0sxjye8oTaKvyHzSSDRgpnYFsYVyHJ1BDpAwblReQJgzBOGmO5Z6SQyAOgZz0OtHvbveU9FrWsyx9z/LSfQlQD5nDDpzWr+26hhTosxieSYm8jbovLd4Cl0DvSqDXIBB97Pg4kr0riuTuziEQh0DJaA6HQLrUOARKRnsGnicQ/ZqbftVNv+amX3Wz6o6TIX+b8paeH0c8FYWeSb0GgWrIMg3M5InTsH/+zxNCoG1R4KxqBUUi8G6xbgw2G/LfCRLc2aDiaL+A+3JjQQmtawDEmuh60MN8tjAeI6WfWx7YWSHQzuYtmiEgXRiCsQkMAfEHuQoFOKUq9nnMnTEbQd8OEvxvg4qTAgLuzulZCGR4g4yXLkFAKOzogpPu0IrUIGLI8oD82XscAjWpG/UvcIUxGC2dxWTsHugQiHoYUk9Do5i9Da1W596EQO++L+Lb7zt1/+wzVUybEpfHI6Jg8J1PAbKEXXdf0u8g0Hr1CQTVWs2TkHrXmUvZRyLKPqTPr4OvYx+C9pHBezcqIIoOvYtmEow9WwGBiuVRGl5TwHT5NqZ50dMQqE5djjL1fRRIUzEp+wR8UfdXSPBhivxL200Ah0AcApkVhEMg7glk1ofegEDx4ZkNT6DmaHWHR3QiL3Dabx4OjoeDS+7U6/7DIto+h0DJSplfxyXAJTBQJNBrEChRXEez0KeWjsa8e2/uElOyrw0Mh0AcAiWjkxwC6VLjECgZ7Rl4EGhF9AGoiGKqfCtE6OCDRXecDPk71A9Qqy4DDW9R4tmn1yBQufo5qtTvUCIehmn5RyWEQF+EgFvqFMz0CpiXrxuDzYb8lRHg4hoFY2QBCwutIVBDlH61qXuv0FxLiQqLJ6Th8bWjeT02ad5MIzBGOq9Ls/EQyOjvJA/wbEGnh4NxodkI+lk7wa/qVRzuAx7Ii63bXU+gDcrzaCO7NHBFAZZRnHSH1qO6Q3UoX5iOffNP3+MQqJlsx2ZlgeZBRkNopSp0hxuPB0Nubr/a7G1PoHqyEtsVPQ45LTQ8Fw3TZVd6EwI98LCEhgYB/5+98w6QotjW+NdhdjbnxMISlrAsOQgIqBjBnFDUa0BRxJyzXr3Bqz4wx4sJFHPGnFDEQBKVnHPYnNPsTnfXe9WzPdvT0zPdPWyAR9U/yk5Vd/WpU9VV59fnnL55wOZtwKQTCMaPlYO6m3P/HECSse+flyEuwQ36NTpN/G5VnBjpnIASJ+O8XnkezUodCsRrEIX4gC7v+IzHvl9865orAZjwb6JCoO/vltFcw6lsKG2wgvyLfWBspTRLBUZDxNuQFOuGQgjqGlti6YURhpNnszMvihUafvNXdBHHYUDScVhQ/qDar8HCzeA5V8ieMAjEIJBeORgEYhBIrw+dAYE2Sq/CgzLkC9MQzaX7PYEavbW+8JtcHKhHbag9JfMEYp5AVvsQs9/t7ilpWwaBIpEwa8MkwCRwKEmg0yDQ/xchMwjEIFAkuswgkE9qTgz5sdEiogQOVTYMWU7CLzgx9jgxZEWiF3bbHErh4Gi4sFUyNeQBQ8U7/CJyojtWhvx9yg8oVX5HDn8cclyHdRoE2iHPRzXZqHok5acNN4VAr9cTPF2j4NxYDncmBUOgeoVgQrECalZc3CUYqmi6UyeVY4P8MtxIRX/xipAHdqeeQLtq12O7/KHfK8V4YeNBLhzYoW31RtAVTQQzKhQMj+LwUgsA066/vxBom/w+asl29BLOQSKX5++2le7QisXKEhQpi5DFj8WQ1BM6HAI1kEJsluchluuCvsLFDAK1jJ4dA/pe5UeUKcv9453Ln4RUfnDYpbizIFBZOY+nn+MRG0Mw6TgBH3+uYOwYBSdNMngC0VBFD70Jvq4RRXf9DTGZiQcVBFojPwmZNKteMtRbRl82vyeg5HcOdF7GdQHG3umDQD89qKC+ECAESO5LMHC6D4ytlp6EAnqtm5ASG9dpEEj70KCHaxL6JI7GLxXPoolUIl+8HNEGbyf989rRYVp/f9e/UApvZ/3Tt22P/BXxMaIaJrS2wRpiOjEU2t1v0Xp0T5ma4EZJlceymaM9JcsJ5Jen3XGOiRIQ7RZQWRt5iGGzQXS0pzyEw8H5PfNbQqdqnkDNXtl0r66XtZOPDGLcAqJdAiotQkm7RB7JcS51v2ynsDXVJyUnALG9PiyyM15aHSdrO4NATiTL6jIJMAkcihJgEGg/R51BIAaBIlEhBoF8UnNy6GIQqFXTDiUIJKMJa6SnIJAYDHJd7xeCE92xMmQVyj+jhCxGF34CuroO7zQItEl6DY0oVnPp9EztaQqB/lWt4NMGgtsTeZwX5wt/ZAzpNbFEQYVMMD9TQFcDB9J0p0n2YDWVK6IxSLzBdBmLxBNoZ+1qUJiVxPVHT+H0oOsaD3IfNBA8Uq3g7FgO97RALX0j/YF9o5fgwjIFfV0c3k5v23BwO6T5qMZG9BTOQBKX7++Cle7QivvkH1FKlqOrcCwGpBzR4RDIQ8qxUX4Fbi4d/YVpDAK1jJ4dY89W+V3UkZ2I5pPhUaqQw09ABj8m7Gu9syDQr4t5fPMdjxHDCQbl83j9HYJBAwmmTA72BMp8/H2IZdUoufkcuHPTDyoItFKaqcp/iHB7UI6wDa/xqFjnm/tJfQhGXecLB/fL4zJqtvo8geK6EQy9wSeTtdKzkNCAgcJ1SI1L6jQItE3+ALVkG/q6zkH3xAIsrXgNdWQX8oQpSOB6htQ3OzpMGzMI5BOhE0Ohk707g0Ct0spOjUFJZSMUO4kmHQiZQSCfsOzOeVrXiSG/rXICGddnDQJ5JQWr5SegEG9ID0cGgVg4OAdLQkBVJ2s7g0CRSpm1YxJgEjhUJNBpEIiFgwutYnHRYrsc2J0otZMDpaMNa5IbNfVeNEvBX6466Z+xrpO8Bk4M6E6MoE76zyCQT1pODPkMArVqmBMdVg2WFY0tGRTCa6nTjbMdndfChFVZfM0XypDVTKqxXp6NKC4JBcIM/y2d6I6VIV/vyZHrOqrTINAa6WnI8Ki5j7qmpJpCoGnlMlY1A8+l8hjjNodA08sV/NlM8Ewqj7EtdTTB6XUnnLGV1ney/mnjvK32D+yWv0QKNwjdhZODVMR4kHuhluCVOgUz4jlMTwgOX6d/vxTKwGklMrIF4PPMtg0HR/N10LwdufyJak4mrVjpDq1Hw4nRsGK5winonzKywyGQcY6011ebdsJeaXKze2B36l3Z1uGQKAhV0IRu0aOwx7Mc6dxIdBWOC7u0dRYEmvOagO07OVwwRUFasohnX1TQozvB5ZcGQ6CMF+bDtbsUpVedjqh+Oe2yp3Tk8cBzyExyo6gyvCcFNSBSQyIPEYPFW4LGYc1swQd7OCB9KMGwy3wQaOlsCeWreNUTKCadYMQdPpmsk/4LL2owQLwKabFpnQaBtJxjA9yXoUt8N/xR8REqyVpYeZ7Z3V872bNTudg15NtZ//SDxDyBAEfzgnkC+dWHQSCfKOzOeVq3oyGQ/6MsXT4zPQRaJ70AL2oxQLwaLiQErd8MAjEIZOfcaFbH7p6StnV6lqVzjhUmASYBJoFDSQKdBoFCCbnR04xZL7yDC88+Hr175BzwY8E8gRxuWBkEUnWaQSDf1HZiyGcQqHU5PJQgUCMpxSZ5DqK5TOQLl/qF4ER3rAxZZcof2Kt8j3R+JHq6ju8UCCSTJqyRnwIHAUPEWxHqq80ji2Q0Eh8EoTCEFiME/081wccNCm5N5HFBi7eQJji97qyTnoMX9RggXAMXF5h7g9aPBAJtqV2OvbIvP043YVLQO9x4kPt3NcH8BgX3JnE4KzY8BKolwDFFMugj/aQ9fMsd9tcIuk9ZgFJlBXL4Y5HBH+bvt5Xu0Io0/F0N2aqGkuuTMqDDIZBE6gNi8TMIZM+YJqEea6XnwBEXBiWehtW1H4X0YNMrcmdAoCYPh4dmCeB44N47JCjeKPznUQVpqQQ3XhcMgdLmfA335j0ou+IUuAbkHjQQSEIj1krPwMXFYoBwXdD6sfJJEfWFFH4TZI9XMOhcToVAf7whoWixb/0QY4HRD/jy/myQXkITKtWQlxmxWbYhkOwqhUuU4G1Mh6AG1wxd7MBRDTaOiL4JKXEJWFX5LUqVpegiHIVM7vCQF7drEN7f9S9UB+ysf/q2DAIxCBTpwZ1BIHvvLb18OxoCNaMa66XZiEIKCsTpkOo5RNVFwcN7EZWhYKM0Bx6UIl+8DNHICFIFBoEYBIp0fWAQKFLJsXZMAkwCTALBEjjgIBDt4kdfLsKO3UW4ZcaUA37MGARiECgSJWUQyCc1J4Z8BoFaNe1QgkD1ZC+2yG8ijuuGPsLf/EJwojtWhizqAUI9QagHSJ7rpE6BQI2kCJvk1xHDZaKfcKkpBKpUCE4oVhDDAT/rIIgRAr1RR/BkrYJzYjncZQixptedjfJceEiJej96X2OJBAJtrvkNNMdSBj9SzbFkLMaD3I2VCn71EDyRwuPIaJ9nk74YjaCjCmXVq21ZNg+eDmxL2V8jaJHyC4qV35DNj0cWP95/XSvdoRVpPh6al6cvDeOX0rPDIZDfe4JzqWFYGATyDZ+VAb0WO7BNeg9x6Ir+icdiRc28oHXG7P3eGRBozVoO730ooHcewdSLZEQLUbjjAQX8/3GPf9znAx76kjrvW0Sv34XySydBHNLroIFAFKZSqBrHdUEf4eKg5/r9YQHNVb55nztRQf7JPgi06iMJexb4PIE4nmDcIz4wtkmai0aUqEbJzNgc2xBonfw8vKQOeeK5SEAvMzXw/80KAinwYrX0BDgi4rCY25AY58LGyiXYo3yHVG4ock1guXZxKx1uq/Uv1APaWf/0bRkEYhAo7GQJ8yODQPbeW3oRdjQEakARNkt0n9oF/YSLUfIHhy3vCkjoDgy+VsIW+R3Uk13oI16AOOQGjTaDQAwCRbo+MAgUqeRYOyYBJgEmgWAJHJAQaOvOfZj1/Dt4+J7pSEkKdic+kAaSQSBrQ0vAhpV5AqniYBDIpxVODPkMArXOpEMJAtWQbdguf4BErjd6CZP9QnCiO1aGrCplA3YqnyKZL0Af1+mdAoGqyEbsVHPp9EVP4SxTCERDvNFQbwUuYF56azg0IwT62UNwc6WCUVEcXkgL9K7R685W+T3UkR3oLUxBvEleikgg0KaaRShUFiGTPxxd+KOCXtfGg9zfyhRs8hK8kc6jv8saAlFPIOoRtCBLgJ5v7S8EKlGWoVBZiAxuFHKEY/z9ttIdWnG9/CKaSZUarrBbSlaHQyDaBy2031DxDgaBWkbPyoBeoixFofIT0rhh6Jc0FourXoCbS0F/YXrYbWZnQKCPPhHw1yoOJ5+o4PDRClLio3DTXQpkBbjnTgnR7sAup7zzA2JWbUPleceAH5N/0ECgXfLnqCTr0N11DFLIqKBxWPp3EVKTz5DW+2wZvY7iVQi07isJOz7nVU8pogBj/iVBcFNA+wYayD70ES5Cl7getiCQQiSslh9X792VPwHp/PCw+mAFgZpQgQ3Sy3BzyRjivkqFQFur1mKH/FHQe814Iysd1urv7/oX6gHtrH/6tgwCMQgU6RmdQSCf5OzOeVq3oyGQcT++50ceu77mEZUIHHavhB3yx6gmm9U9LN3LGguDQAwCRbo+MAgUqeQ6p93BFtnp8dnvqYI6GBwQOmdE2V3/v0mAQaD9HFEGgRxuWBkEUjWOQSDfxHNiyGcQqHWxOpQgkB7Q9OBP8wvBie5YGbJqlK3YrnyIBK438qPO6RQIpBmk0/lR6MofYwqBPmpQ8FA1wckxHP6V3Ap3jBBopwRMLpWRJQBfGHLn6HXHb3AVTkUKN8D0wO6VCRo8wZ4GxspaTqANNT+iWPk1yKNGq288yFHPJurh9HUmj3TBGgLRnEA0N9D8TAFddWmB9tcIWkZW+sLY8UPRjW8NY2elO/S51khPgcbKHyTehC7JiZ0CgVZJj4NAUvOoJMfG2DJ20747yadnZezW64TdA3tn5gTaKX+GKrIeXYWJ6Js0DAsrZgLgMVS8LezOsKMhEPVueWimgKYmDrfdLCMxgagQ6B+PKCivAK6/RkZGemCW9uSPf0Hs8g2oOmM8uAmDDwoIRD3a1sjPqHo8IuZayN64gHGgclh8lwhCCDiOQ/9LFHQb4fME2rzIi83vCuBcAPECI++R4U4i2Cq/gzqyC3nC+ega19vWvPCQMmyUX1Xvra3H4RTCal7UkZ3YKr+LeC4XBe4LVQi0q2onNus8P0Nd365BeH/Xv1D3t7P+6dsyCMQgUKTHagaBfJKzO+fV9SnRjZpGL5q91nl2Q4UYNhuvlIQoeJpkNDYHhhqtIGuxW/4CKdxAdBdOwbb5PIp+o3tRgrGPyNhDzHMravdgEIhBoEjXB7t7Snp9lhMoMimbgRD6Yf69D7+E/9w9HRWVNXhs9nt44ZGb/R/pU9jzwKxXkZ2ZGgBQaLs3P/oet199PvYVl/mvoU/1ob8f/f9X3v5S7fgpxx2Of94+DTHRUQEPYpZPvktWGmbPvHW/U4i0FwTS5PPFgiX+Z2mrPuvH5mBIoRKZVrJW7SWBAxICtddEbA8hMgjkcMPKIJCqhgwC+WajE0M+g0CtK9ihBIG0UG1G47wT3bEyZFEjITUWxnPd0T/qgk6BQHvkb1BOVvq/PDc7sD9eq+CtOoKrEzhcHh8aAsmEYGyRAmoW+C2bR5QubJped1rz4Bynhm8zlkg8gdZVf4tSsgxd+AnI5McEXVN/kKPG3FFFPuPF8mxeNewai9EgEspzaH+NoJXKeuxSPlO9wfSw0Up36DOskmeBA48h4m1oDyOoauyxeHeukZ6FjAYMFK9DamySLWM3ve6hDIGooZ8a/PsKF6FHci8sKP8PCBQV5gkIPHzq9bKjIdDu3RxemiOooIcCH1ooBHr8OQXbdwKXXiIjr2cgBEr8ejniF61EzaRRIJNGHhQQqIpswk75EySK3TDQfTEamgINkFI9sOxfIuV0oIvb4KtlZOX7PIG2/+7F+jkChChAbgaG3SwhNluXr4ufjG7x/W3NixqyBdvlj1Q5a56Z4c4PVhCokqzBLvlLFbT3cZ+uQqCiqgo1j5eAGAwSrw95ebsG4f1d/0J1wGr9M7Zrj/XPLhygfXFiKHRyJhQFDqkJbpRUeSybRUcJoB9FVNQ2W9blOSAzJQZFFY2WdWkFui8oq26CrATOd7PGdnVHe79U13vhlaxhQnZqDEoqG2GjC7aeSatkd5xjogREuwVU2pCvk3nhaE8JIDstBoXl1uNGdSclwY1SG7pDZeFo3DoYApUqv7eE+z1MzZ+44XUeFWt9e9HD7pZRlvBjy/7vaGTyo033lJJMUG/jw6IYt4Bol4DKuvDzyCXySI5zobS6yZa+2ZWvE92hN7Y7Lw6ENVWd8w50p71CDNsasJZKTtZ2BoGcSLa1rhUEoqDBmLKD/nvJinVB0Ib+nZazTz4KoWCF8X5W9l8NAt06YwpGDeuvXn/5Xxtw6U2PYO6Td/n/FtnTt08rDQIdPnKAKgtaQsnMaQ8YBHIqMVZfL4FOg0BmNFfrWCgCfCAOHYNADjesDAKpaswgkG82Ozl0MQjUugIeShDIf+g0hOlyojtWh64GUqR+lR3LdcGAqEs6BQJpodl6Cecgkcsz9QTS8uf8TwqP43T5c8wM+ZNLZOyUgTfTeeTrwqzpdadYWYwi5Wdk8WORzR9pemB36gm0tuZLlCl/oCt/PNL5EUHX1B/kimTg1BIZGTzwFXVbMinGA/uMcgUrmoka5o6Gu9PK/h7Ya5Qt2K4Eh2ey0h2aN4TmD3EhHgPEazoNAq2T/gsvalAgXoX02DRbxm4qu0MVAilExmr5MVV9aB6lrOR4/FzxNJpItRoOjoaFC1U6GgJ9/wOPRb/wGD9WwaQTfEZaCoFemqdg1Wpg8lkyhg4ONArH/7QSid8sR91RQyGfOfaggEA0HCYNi9k7ZiIy+ZFBEMhTxuGPWYKa84coHIbfJiOtmw8C7V7vxepnBfBuQGkCBl0lI7EXwQ75E1STTeghnInucQNtzQvtnUPlrOVoC3f+sIJA2jpLoXiPqGNUCEQNwqvkR9Uv6IcIt4GjcexsrH+h+rG/61+o61qtf8Z2DAIxT6BIz+oMAvkkZxdS0LpODPlt4QlUqPyCEjV34pHqvnHVswLqdvv2YYOvkdGQ+5u6pwwVDph5AjFPoEjXBwaBIpWc/XZ2IJAGNc497Wj06dUVdz/0Em6/5vwATxxjKLj2hED06SgI0nsoGb1v/n3HND+AoX2ZccdjKCwuVwVz+QUnqx5Mxmc31qN1NdBE69Y1eFBX1wDq4RPOs8cMAhn7S6+t94TS+qSNHIVGf5/p807XbOT0/6kHlt7DSOufBsZoHX3f9PfQ/12zyY8e1j/AG+uSKZNw0/3PqrLS2+a18Tz1hHF4+Jk3A+RoX9tYzc6WQKdBoM5+8La6P4NADjesDAKpqscgkG8GOjHkMwjUumodShCIhhYrMgkv5kR3rAxZHpRjo/QKopGOQe7LOwUCbZBfQhOpRH/xCriRagqBTi+RsU8G3s3g0VtsBSBmhvxbKmQsagIeSuYxMaa1rl53ypWV2KN8g1R+KHJ1IdA0TYvEE2h1zWeoUFaqIdWo95ax6A9ya73A1DI5KMeRvo3RIHJbpYKFHoJZKTyO0YGw/TWC1pHd2Cq/jTiuG/oIf/N3wUp3GkkpNslz/Mbi9jCC0s5YeQJtlF6FB2XIF6YhM66LLWM3ve6hCoEaSRE2ya+reVr6C1ciI8mNxZVzUK/sQW/hAjV0V6jS0RDo+dkiioqByy6R0avF44dCoPc+kfHzb5wKhigg0pfYpeuRPP9XNIzqD+8FRx/wEEgfCm5s4k2AHBMEger2cFj1jKDmA6Kh4Ub/U0JikqBCoKKdXvwxUwDvAhQvUDBVRsoAAn3Iyx5xQ23Niz3KdyhX/lTFyUHAEPHWsEcGKwi0R/4W5eQvFYznRB2mQiDqzbFeno1mC+ho1yC8v+tfqAe0Wv+M7dpj/bMLB2hfnBgKnZwDmSdQq7Tsejw4kS+ta3ecmSdQq2Q7GgL51zJhItK5Yfj9PwKaa3z7y34XysDgP7FX/hZp3FB0E1rD6ur3lMwTCMhOiUGhTe+/9lhT1T0l8wTyTyT6nu2Msud3gpq91t6Xbd23bqN4JOYER16wA4FoX7Tc7YnxsdB7uGj91IeCoyHd2hsC6T2EBvXPCwhPR3/TQFVOVrr6GwVY1JOIApoPv/gJk0+ZgBde+0TtPgVC2vWmnHa0Co+MHkhUTl/+sNQfhi6cZ08oT6Adu4v84fP07Wkf9OH1jMCI3ruopEL1vDILs0fr3/3wS/6+Udk3eprQNTsdXy5YggvPPkF9Tv11PE1NuPquJ0AhkP75u+dkqvfRftc8sDRAdvKxYwLq6z202lpn2fXaXgIMAu2nTBkEYhAoEhViEMgnNSeGfAaBWjXtUIJA+2QaXmK5Gnoigz/MLwQnumNlyKIeFNSTwoVEDHVf3SkQaKU0K+CrcONXm82EYFyRokZCWpzNQ9CFTjMz5D9Vo2BePcFV8RyuSGj9ylyvO9VkS0ty8j7oJZwdtJRFAoFWVX/kS+wunKLGjTcWvZGOwhwKdY50A0+k2vME+keVgs8bCe5P4nF6bNt5AjWSYmySX0M0l4l84VJ/t610p5bswjY1lGAP9BbO6zRPoM3S62hAEfoKlyA7LteWsZs+5KEKgSqU1ditfIUkrh96CmeqEOj3yvdQpWxED/50JPO+UBNmpSMhUE0th0efEOB2E9x9uwy+ZSpTCPT1AgVffAOMHavgpBYPIa2/MSu3IuXdH9E4JA/Nl0484CEQXTMosKEhOUcmXYJmrxwEgao3c1j7sm+doN5AYx+W1bBbFAKVlTVj2QMiqEMNUYC+58nIGEGwW/nGD6V7xR9ma15skz9ALdl656NnAAAgAElEQVTmH3oaYlFEbEh9sIJA2+QPUUu2qsnSM1z5fgi0RX4L9WSPmq8ogetuen0GgezDASpABoFa1ciu7tAW9CMDFg6OR3yMC+U11mHF6M7jUAwHt0Oej2qyET2EM5CEfCy+i67Hvn1Yz1MVxI5fh53Kp0ji+6Mnf7rpnpJBIAaBIrGbOFnbD5ZwcEtmy9izvOMh0JgZAnJHBXsf24VAdPzCgQ96nZ652QHeN1peoVA5geg1IwkHR9vpvZNSUxKD8g9p/Tlm/HAVdmhwR6+H+nsbwYsZBKJtKTChhdZ//7OFpnmMzHIC0Taat4+Vp9Ccd75S76HdSw/U6N+NcrWSofbM+mekf6Ny0SCOsU/Gf5tBPbv3jWTuszbtI4EOh0DhwsDpH3FwQV5A4rH2efz9vyqDQAwCRaJFDAL5pObEkM8gUKumHUoQiHqqUI+VXP5EpPJD/EJwojtWhnwZjVgjPQMBsRjuvr7DIVAzarBehVAJGCBerT6jEQJt8hLQfDi5IvBxRiAwMTPkf9Kg4MFqgpOiOfw7xRwCNZB92Cy/gVguR82LYiyRQKC/qt/zh19K5voFXVN/kPuggeCRagVnx3K4J8leOKTHaxS8VU9wcwKPC+PbDgI1kSpskF9EFJeMAuFKf7+tdIdCg53KfL/Ro92+2rTwoqVeTNSbiXqx5MTl2TJ204c8VCHQPuUH0LBf2fx4ZPHjVQi0svoLlEp/IIc3z5GlKUVHQqBlK3h8/gWPQYMIppzdmiOHQqBfl8l45wMu6Df13bppN9LmfgNPQXc0TT/5gIdANAcPzcWTK0xCXsIoUwhUtorDpjcE1eYYlUhw2L2tEKiqrhm/3dlqkOx1hoIu4xTskRegnKxQvXDy4sfYmhfrpZfRjAoIXBRk0ox+wiWI4bJDbvWsINBGaS48KEE/cSqSxC5+CLRT/gxVZD16CKcimRtgen27hnzmCeQTnxNDoZO9O/MEapUW8wTyYY9DEQLR3Jk0h2Yf4QKINd2x4qHWvWiXIxWkn7Id2+R3/R/FmO0pGQRiEMjJ2qvVdbK2HywQ6GDxBJr1/Dt4+J7pSElKUIdDgwD0/6ecfowf9tB/6z1vNOATzhNID4usQIJZTiDtnhrEoBBIH+5N0x8tJJwxzJs+xButS2GLEeq0BQTSe0zpocpJxx4e4J2kyVeTOYVAehnp5UvrmkEgfX39XNOHiaN/12zt9P/3FwIZc0VFMsdZm46VQIdDIKvH0+IVMgjEqV9lWRUn8XWtrqX/3cmB0u4hlV7fKqSNkz7q6zoxZDkxoDsxgjrpO4NAPmk5MeQzCNSqYU50WDVYVjTCOo0w4HTjbEfntS+1qZHOqpitOzuVz1ClrA/6Ot+J7lgZ8hVIWC09Dg4iRrpv7XAIpHmTxHG56uGaFiME+q6R4O4qc68Zs/Xvz2aC6eVKUKg1ve7Q8HM0DB3Nf0LzoBiLk/VPG+c/q99CDdmGXvxkJPK9g66pP8i9UEvwSp2CK+M5XKnzVtI3Mr5fXqxV8GIdUb2bqJeTVpy8s2gboyFLIvUtidpjMUi8zn9dK92hYZ5oiJQ0bji6CSd0mifQdvlD1JCtqty7xfe3ZeymD+nk3Wll7NaPm90DO89zyExyo6jSOuG6Ni/aIjG6ZszqKZyNJK6PCoHWV/+EvdIi0NwtXfgJIZerjoRA894WsHkzh7PPlDFsSOsqTiHQ6g0yXnyVQ88eBNOmtgIi2vGobYVIf/kLNPXtBs/Vpx7QEIiCljXy06on5EDheqQnJJpCoOKlHLZ86AsHF5sDDLtR8nsC0ffL8gdFeGvVy6D7JAXdjlOwT17Ykqh8AvrEH2FrXqyUZqpjn+7qjzLvBvQQTkcyF9ozzGperJGehYwGDBCuQZwr0Q+BtL5l80chiz/cVN/s7q/3d/0LpexW65+xXXtAcLthwlS9F3m/fK32G05+ZxCoVVoMAh26EGiTPBeNpAT9hEsh7clS87BpJW0IQe6Fe0G9kmOQpUJvsz0lg0AMAjlZe7W6TtZ2p2fZzgoHF4kc2rONmSE/VL4dGlLNzOvGzCvGDAyZecBECoH0fayoqoURWoWSmb6d3uOmPTyBjGHzNFlfPfVMFQLpfw/VL/ockXoCGcPEMU+g9pxJB8e1DxgIpKeTGpU9GETIPIGYJ1AkesogkE9qTgz5DAK1atqhBIG00Dx54hQkoKdfCE50x44hSzP8Hea+s8MhUAVZjd3yV0jlBiFXOFl9RiMEermO4L+1Ci6JA25ItPYEqiLA8UUy4jiCn7JFv9z0uiPDizXSE+ARhcHiTaYHdq9M0OCRLJc5DQKtqH7d/6UohVrGoj/IPVil4JNGgvuSeZypy1ukb2M0gr7TQPBotYILYjncqvMeagsjKNUBjogY4rrF3wUr3Skmi1Ek/4wsbhyyhSMgx7lRVNeMrpw1dk2OjzI1dpsJ2+oDih3yp6gmG9BTPAO5sYNsGbvpfdoLAilCFZLjYlFTExVWdzoLAq2RnoYMDwrEqxCFRBUCbalZgR3eL5HCD0J33jcPzUpHQSBZBv79iAhFBu69Q4Y7OhAC7dyn4NEngdQ0gpuuDYRArl0lyPjvp/DmZqDh5sntAoGiohRwYg08jfHqvAlXwo1zJVmLXfIXSEAv5InnquuvWTi4vT/x2PWlAAKC5L4KBlyhBECgPx8X0FhMwTCHnCNlNTxRkfwLislvyBaORN+4oyznheaVGYUEZEcPwi7PYhUIUjAYqlhBIO3dMlS8IwBSlJEV2CsvQDo/QvVUMisMArFwcHq9oPuCtoDgRl1j4eCcnUcOVU+gtdLzkFCHgeK1qFmbgA2v83DFAt4GIKEHQf415VgvvQgXkjFAbPWo1vTNyYerMW4B0S4BlRYfkLlEHslxLpRWW4fxo/1ga6pvNFhOoNZVkEEgnyw0L5mH757uz5mjz09D6xhBkTEsnDEUnCZlfQ4amifICCVovUggkGY/1mzHGlzKzkwNCKG2ZfsejB5eEJAXJxRsMXr+GO9h7KedcHChPIFoziEqw/c+W6hGwIp2u4NyAulz/Jjl8tHn4jGDPdoYPDb7PX+ULf096e/74wkUytMr7KGA/djpEuh0CKSPlajFR+x0qTjoAINA9jdU6qbDIqSNA9EHVHViyHJiQHfyJbyTvjMI5JOWE0M+g0CtGuZEhw92T6At0luoxx70ES9EHLr6heBEd6wM+fSiq6UnoaAZI9w3IzU+vs0PlOEOXYXyIpSQJaqhMosbqz6jEQLdVynjaw9wf7KA0w05TEOtf8cUSaglHL7JEpDWEm3NqDt6A6VxDXOy/mkQaHn1q6Bh5mh4ORpmzlj0EOimChm/NAFPpQoY7zZfQY0H9i8agQeqZJz6fzL4R3IrDGsrCER7QY21WrHSHWrEpcZcasRd5BmOh6oV5AjAp5nmOY70T9mWEIhCRAoTKUTsGTfc0tit9cPJu9PK2K1dk8IVmmOLzieaayqR6xPy9dgZEIgasagxS0AUBrXATwqBdtZtxOam91TYTKFzqNJREGjjJg5vviOgey7BFZcFQh7qCVRZI+P+Bzm4XMDf7w4EtWJpFTKf+ABSehLq77mgXSAQDWFJoUkX/hhk8qPCboHCjfM26X3UYrs/j1ioebHrax57fuDVz/AzhhP0PT8wHNya2QJqtnGqJ1DmaII+58goUZahUFmIDH4M+scfbzkvaEhFGloxge+OrjFDsKH+c6RwQ9BdODHk84WbF82oUo2iUUhCgTgjAALVkE3YLn+CJK6vmi/IrLSHwbJUWYp9yk9I5QYiVzgl7LhZrX/GxswTCIiOElQ4WVFr7f3Mc0Bmis9b205hEAiIiRIQ7RZQaUO+TvYFjvaUh2g4uFXex0E4Sd0jFf3GY9t8HhkDgNJ1gDuFYNhdNLTyk+DhxmDxxiCVZhAIqidrdkoMCm3O+fZYU8OdR8zWocRYl+W7M5I9pZ01T6vDPIGcSCvyusaQYXrbrNFDht5FD10uO/8kPPz0m7j7hgv9oeO0nhhz43TJSsPsmbdCCxmnRYKi9U857nDT/DpmKUWM19H36YsFS9Tba3VystJVwGL8O+2DGdi59KZH1Pa0PzV1Dbj9mvPV/kYCgbR7avLQwtNp/9Y/v9EeToHN32e+6u/LP2+fBgrSaNH/poEw/d9CPfsRowejurZehUK0OIVAxpB7B5MDR+Sz4/9Xy06FQJqSmk3gg0XMDAIxCBSJrjII5JOak0MXg0CtmnYoQaCN8lx41PATlyGGy/ALwYnu2Dl0rZOegxf1GBp1LTISUjsUAmkh77oLpyKlJTeEEQJdWKZgo5fglTQBQw3OFaEM+ZeWyVjjBWan8hjp9oVOM+rOOukFeFGLAvFq0K/f9SUSCLS0+sWW8ZqKGC4raHnUH+RojiOa62heOo8CV2toN30joxF0oYfgtkoFR7mBx1PbFgLRvFA0P5Q+EbyV7tBk9jSpfXf+NLxal4+3633eGi+l8RgeZf5M2vO1JQTaI3+HcvInuvEnoFf86HY5sNuFQHuVBShTVqiP2VWYiHRuWMjXZGdAoBplK7YrHyKO64Y+wt988yLJjX11e7CuaY66ztD1JlTpKAj02Rc8lq/gcfyxCo46IjB5MIVAHq+MO//OQVGAe++S4NatC3xNA7IfeQtKfAxq/zW1zSEQIQSr5FmqiKgnYYEwAyJnoNM6AYYaZ4l4sFZ+RvXeGSTcoObhCTUvtn7Eo3ipj2bT/BO9aCJyt4AolwAaDo5+lV6x1vd72iAF+RcrKFVWYJ+yABn8SPSPP9FyXlSQVdgtf40McQhyogdjZd2biOe6o7dwfkh9CDcvNKgUx3VFH+HCAAhUTwqxRZ6n5huieYfMSntAIOp1Rb2vEvgeyOPPC7uFtVr/jI3bw2DJwsG1SplBIAaB9HPOiTeHcU8ZbuKnJETB0ySjsbn14wOFeLFabvUc3/k1h70/Cuh/Ko8Nn/veT2Mf8frfC0OE28HRBURXGARiECjsCyfMjwwCRSq5jmtHIdHPS1f5PXA67s7teyfq6WI3xFz79uTAuDrz/DkwxmF/e9EpEEiflMtIQvf3gTq6PYNADAJFonMMAvmk5sSQzyBQq6YdShBovTwbzaTaH7ZJk4IT3bFjyFovv4RmUonBUVciKyGrQyHQZnkeGkhhgPeM8cA+tpAGbwMWZfGIpZ8P60ooCHR/lYIvGwnuSeRwdpzPOGrUnU3ya2gkxabJzyOBQEuqnkcTKtBfvAJupAYtj/qD3MQSBRUywVeZPDIEexBoRRPBjAoFI9wcXkxtcW8C4OSLX9ops7wGfl0TZiCKS1L7bqU7W+X3UEd2IE+Ygnsqu2Nxkw8CnR3D4Z7k1v6ZvSfaEgK15j45Gn3ix1sau7X+tLUnEJ2rdC4BPqNQFj8O2fwRIV+TnQGBipUlKFIWIY0frkIzdV4kuVFaV4mVTc9CQGBeKGPnOwoCzXpCQG0th2tmSMg28FQNAj30KFBZyeHGa2SkpetCEHpl5DwwBxAFVM+c3uYQyIsa1dtLKxn8Ycjhj3U8zuXKX9ijfKt6i1GvMVpCzYuNbwkoX+lbJ7qfqKDbMYEQaOuHAoqX+X5P6kMwcLqMMrISe+VvkMYNxYCEUy3nRaHyE0qUpch1TUDXmEFYUvMcXEjEAPGqkM8WDgJRQExBcTLfX81rp1//mlGH9dLzELk4DBSuNb1+e0AgmrOjAUWI5lKRL1wR8rnsrH/GxgwCMU+gsAoV5ke7sI95ArUKsSMhkBYqU1sPN7/Lo/QPHiMu5bH6fQXeeuCweyVsivWFWh0oXg8RgR8GMAhkvafsiDWV3sOJ7jBPoEhXtUOrHfVmOXLMEDWU3MFe9J45B7OzQnuMA4NA7SHVjr9mh0MgzZWve06mqatfx4tg/+7IIBCDQJFoEINAPqk5MeQzCNSqaYcSBFrrfQYS14hB4o0Q0BozzInuWBnyqWQ3Sa+hEcUYGHU5uiTkdCgEWis9CwkNAYdmPQQqkoFTS2Sk8By+ywoGC6EM+a/WKXi+luBv8RxuSTCHQFul91GH7cgTzkMC1yNgOYsEAv1W9TSogXiAeDVcBs8ienHNCFpa5cGoIh8oWJ7NB30xqnXEaASl3lDUK6qvi8Pb6W0LgTZKc+BBKfLFyxANn9eZle5oekPbnFOSCjpWtNAURz9m8RANX8LqBdyWEEjLTUTzEvWNm2Bp7Nb60dYQaKf8GarIetU7hIaDS+WGIDdMKK3OgEBaH2m/aP9ooRCoqt6L3z2+8A/6kIDGd3xHQKCiYuD52SISEghuvzkwFBztjwaBnvkvsGs3h8sukdGrZ2Aeqpz75wCSjOr/mQ4xWkR1PcXI4YtdIx0N0UlDdbq4eHhJnXpRNdwZfPDUWEKN81b5HTWHWA/hdCRzPsNBqHmx7hUBlRs5dU72niwjazQJ8ATa+RWPvQt5NRxcXDeCoTfIqpcehTAp3EAMSjjTcl7skOajGhvRx32mmlvrx8oHLfUhHAQqVZZhHw1Hx41CjnBMAASiFw4XjpP+3h4QSAt9yhEXhrh8oUBCFav1z9iOQSAGgazWmFC/Mwjkk4zdOU/rOjHk768nUCNKsEmaixhkoZ84FWtf4lG9hcf4GwX89b6M+n3AkOtk7O7yIppRiQLxSkQhOWC47b5faCOWE8gnuvZYU53qDoNAka5qrB2TAJMAk8CBKYFOg0Cr128LK5HBBXn+5FUHpuh8vWIQyOGGleUEUvWGQSDf/HFiyGcQqHUlPJQgkGYkM4aWcKI7dgxZW+Q3UU/2It91EXITe3UYBFKIhNXy4+AgYIh4q3+Q9Qf2JU3AdRWyGl6MhhkzllCG/B89BLdXKjjSDTzREjrNqDtaaCCaG4LmiNCXSCDQr1WP+4CWcK36hbuxaBBoXWUTTi6WkcEDX2WFzp9jNIgUysBpJTK6CMBnurw7beEJpOkADRFGQ4XRYqU7Wji9PPFqHFMYq7bpJXLYLhHMTOFxbHTokHBtCYFKyTJQb6AMbjT6J5xgaezWxqUtIRCFqBSK0dIzahJ2NH+DBK438oTJIbdxnQGBNkivoAnl6CNcjDiui9o3DQL91fQsJFJnGh5Re4iOgECLfuHx/Q88Ro1UcNopgaHgaD80CDT3TYK163icc5aMIYMDIVD2Q2+Cr2tEzT8ugZAS16YQqIqsw075c2RGDYTXS1TYkswXoAd/mulYm42zl9RjnfwcOIgYJFwPnnOpbUPNi1XPCqjb7ZtPBZcqSCkI9ATat4jHji9862N0GsGIO2RUKRuxU5mPJC4fQxLOsZwXG+XX4CHFGBh9KTJjuuHXqmdUT9T+wnS4uRTTZwsHgfYq36NM+UP1kqLeUsaQNv5wnDrvQ/1N7BqE7a5/XtRhnfS8/xbGjyuMD2i1/hnrt4fB0i4coH1xEjIo5KJk8oMocEhNcKOkymPZjOUEshSR+TyKEdWPQWobwsNq5gnUKr6OhEC1ZAe2ye8hgeuFPOFc/DFLgKeMwzH381j1gYzydZwagrOi/1zV07CvcAliueyAsWYQyHpP2RFrKr2HE91hECiyNY21YhJgEmASOFAl0OEQ6EAVRKT9YhCIQaBIdIdBIJ/UnBjyGQRq1bRDBQIpkLFaegw8RAwWbwmYak50x44ha5v8PmrJdvRzTUH3xPwOg0CNpASb5LmI5jKQr8tDoodANM/MYzVKyBBjoQz5WySC80sV5IrAxxk+0GLUnb3KjyhTliOHPwYZhuTukUCgn6tmqh4gg8SbIMCQvEhnpPuprAlTy2QUiMC8lr6ZraVGI2gNAY4tkhHPAQuz2zYn0Db5A9SSbejFT0Yi31vtjpXurJIeBYGCaNyKC0uB/m4ek6KBp6oD4ZvZs7UlBCpX/sQe5TukccMwIOEUS2O31p+2hECbpTfQgH0qiMpwFWBd82tqXqh+wtSQr8mOhkAKkbFafkztz2DhVvBcy7xo8QRa0zRHhQBmBiztIToCAr00R8Du3RwuukBGv76BcIf2Q4NAH84nWLKMx6TjFYwfFwiLMh9/H2JZNWrv+xv4jKQ2hUAlZAkK5UXoHj0O8d6hWCfPVkMAhpKb2ThTOEIhiRYqTZNvqHmhGR3VsbtWRkL3QE+gkuUctnwgqJ5AYhww+gEJNcoWbFc+UmHksITzLefFKukxEMgYGXMLEqNjsbxqHurITjXcYwLX01SPw0Gg7fJHqCFb0EM4E8lcvyBIsVl+Aw1kn5qbSgPP+pu0NQSqJTuxTX7Xf4t8YRqiufSQ89Nq/TM2ZBCIeQJFciaibezCPgaBWiXsxJC/v55Alcp67FI+QzJXgB7CaVhynwDFy+HkJwT8+Z6EwsUcep2uoPHwd9W9NAVFFBjpC4NA1nvKjlhT6T2c6A6DQJGuaqwdkwCTAJPAgSkBBoF040LjP/bMzcbZJx8VMFoffbkIf5/5qvq3U447PCCMHYNADAJFMrUZBPJJzYkhn0GgVk07VCAQ9SihodLMciY40R07hqwd8ieoJpvQ23UWeiUO6jAIVE02Y4f8cUBODDrS+gP7w9UKPmwguDmBx4WUfhhKKEN+MyEYV6SAfhu/OJuHwHFBEIjmv6B5MDL5MejCTwg6sHtlggaPZLnMaQnaf6r6D6gVdoh4Gzj1zoFF+1L7wxIPbq1QcIQbeLLFS8nsJkYjqEIIRreEkVuWzYNvCbdm90t47R5mOYF2KJ+iWtmgejNQrwZawumOliiZgwtF0k24p1LBKYkCbowDJhbK6tMvyOKRYMjhpPWhLSFQJVmDXfKXSOEGYVDCGZbGbq0PbQWBashWbJc/hIBoFAgzIIgSVjY9B5GLx0DhmpD609EQqIEUYbP8OqKQigKxNR+K5gm0qek91FAQKExGIucDgcbS3hCorELCf2YK4AXg73dJEEwc5TQI9O0PBN8t4DHucAUnTgyEQBnPfAxXYTlq7zwPfE5qm0Kg3co3qFBWol/sSYhpHgwNJsciB33Fi4JkZjbOmuddT+EsJHF9/W1CzYtl/xIh0chzHFQvH+rto607VXXNqFzPY/1cHoQAHE8w7hFZzddF83bFcz0wPOGisPNCIg1YK9OcUNE4LPZm9dorqz9Tn7OrMAnp3FBTfQgHgbRwkZrXmdFTZac8H1VkI7rzpyGlZc3R36StIZAGi7V7hINbVuufmTAYBGIQyHKzEKICg0A+wdid87SuE0P+/kIgDdqn8yOQ1Xw8lj0ggncRnPaMiJWfSNjxNYeuExTgxE9QZdhHaUPOIBCDQJGuD068PNMS3ahr9KLJG+xFHeqcEWm/WDsmASYBJoGDUQIMAgHQQ55/3zEtAAIt/2sDHpv9nj80HQVFtNwyY4r6XwaBHG5YWTg4VW8YBPItl04M+QwCtb5iDhUI5EsyP1sNw0PD8eiLE92xA4G0sGi9XKeid+LwDoNApcpy7FN+VEMF6ROr6w/sV5Ur+L2Z4KkUHuNNwouFM+SfXiJjnwx8kMGjpxgMgSqUVditfI1UfjBy+ZMCZOzUE8jl4rCo6iHVSjtUvN10T6Qd5P5b6MEj1aG9m7TGZgaRo4uocRf4IVtAYgsTawsIROVA5dGNn4Q03mfwDac7NPfROum/auL4nz0z8FKtghvSozAtWsH0EhnLmwluT+RxXpx5SLi2hEDUkEwNyslcPgbbCHulybctIBAhBBvkl9U8AFrYK5fA4fem/1FvYwzlqFeMjoZAmr5TOfUQzvB3RYNA25q/bNGBiUjjh5nqcHtDoJ+XSPjoEwH9+iq46AJzI4YGgX5bpuDj+QIGDyQ4d3Jg7qCMF+bDtbsUdTecBa53dptCoG3Se6jFDgxNuABozIWMJtDQZtQLME84BwlcXoDsjOPsRa1an3oLUq9BfQk1L367k3r5cCoEGvMvCYIbARCodgeH1S8I6u/UG4jW8bj3Yov0JuLQDSMSp4aFQA2kEJvleYjhumBIzKXqtTdW/4x9yk/I4Ecjhz/aVB/CQaC10nOQUI+B4jUQER/kCbRX/gFl5Hc1XxDNG2Qsdg3Cdte/vfIClJEV/tt0F05R8yWFKnbenfq2DAIxCBRSmSx+YBDIJyC7c57W7UgIVEx+Q5H8C2jewYSScfjrcRHR6QSTHhSxcaEXG97hkT6MIHbKVygnf6GbMFH1TNYXBoEYBIp0fWAQKFLJsXZMAkwCTALBEmAQSCcTM08g49+MUIhBIIcbVgaBVI1jEMg38ZwY8hkEal2sDhUIpIVKMwsp5UR37Biy9sjfqgfX7uIk9Esa3WEQiIbwol9nd+WPB/3CUit6CHRisYwyBfg0U0COiVdAOEP+9RUKFjcRPJbKY4I7GALpwyUZc7c4hUC8KOPX6pngEYXBBsOu9lzaQe7fezx4pU7B9AQeM0y8m7T6ZgaRU0tkFMmB8rBrBNWua+YJtFf5AWXK7wGh8cLpTiMpwib5dcRw2ZhTexG+ayR4qqsbEzgZn9Qp+EeVggEu4PV085xHbQmBqPfKdvkDJHJ5qmGeekzVNVp7cLUFBCpXVmKP8o0KwwqE6eA4QTV2r2x+Bs1KPQYI18DFxZvuwTsaAu1VFqBMWYFs/ghk8eP8fdIg0O7mn1CsLEY2Px5Z/HjTPrc3BHplnoI1azk1FxDNCWRWNAi0Zr2C194Q0KsHwWVTAyFQ2pyv4d68B/VXngwM7NGmEGi9/BKaSSVGJ85AU0OS2sUSZRkKlYWIAoX2V6j5PbRiHGcNflPPte7CyQGPaDYvlCZgyf2iWo96+Yx92Pesek+gxlIOfz5KIRBRYdHIe2QoiYX+OXpYwuVh5wXNa7RL/lwNT5cffZZ67W3Vq7BT+VSFq3poqO9wKAhEiIJV8qNqVQ2EGg1ZmhzS+ZHoyh8XNNR2DcJ21z+a04Pm9ogXs1EnFaGLcBQyucNDno/tvDv1jRkEYhAopDJZ/MAgkE9Aduc8rduREEjLb0b3quLWkVj3soCkPIKj7xCx/S8Jq/7LIfphA6kAACAASURBVDGPIH36wpZ3aOA7lvaXQSAGgSJdHxgEilRyrB2TAJMAk0CwBBgE0snECHwaPc14YNarOHzkAL930Nad+3Dvwy/hP3dPR+8eOSiqsE4S6lTxYqMF0CSkNfXWBpzEOBGSGq4n8PDv9J7G+vTAnpYYhdKqJstLZadG25ZDamKUmvTTKwXHuLe8UZgKKfEuNDTLaGq2dv1NS3Kjuq5ZlZtVofKl4ZAa21i+8bEiaMySusa2HTcnuiOKHJJiXSivabYSg/q73XGOj6FGGA51Ddb6G+XiEBftQmWtdR9iogVECRyqbcwLQeDU5NLl1db6647iERsloLIufDJaKgOO55CRGIUSG/PCllAjrOREhylMKKn00A+jLUtKQhTqPV40e81rExBw6mfW9kuMm0eUKNgyQBrXnTqyB5ulNxHP5aKv+LeAmzrRHWrIosap4srQ6/Ve+UfViJnrOhb5iePbfF7QzlODe63HqyZS18pW6X01/BQFMEl8H//fM5LdKKtpRr2k4IgiGTRl+tIcnxHUWMKtf7OqFbxdr+DGRAFT4zkYdaee7MMmaR5iuRzkixcHXNrJ+kfHGbwHv9U8ARGxGOy63rSvLpFTIfjNuzz4uEHBvUk8JscFh43TGputO+eXytjkJXgrQ0B/l08fnbyzaP3MlGiUVnnU0FFaKZR/QZHyqwoAughHqH8Opzs1ZDu2Sr5EyfdVTlb79HmvGORKEmq9ipq7iK5sn2UK6CoGzxtqEGmWZDQ2Wb+3rN6ddWQ3NktvIY7LxcjES1Rjd72N94uTd2dctKDKuVa3titEwlrpBdDQjT2F0/0hreg4r/POQZ1UjH7iVMQZEkRrMne6ptJ5Qd9ZimK9opnpzmb5bdQpu4LmG93vVDd4Udj8O/bI3yOdH45cYaIfKOiVWV1TDboTakW0WlP17ei7UyEc7vmHAk8ThztuUZCYYP6cyXEueCQZu3YrePoFAelpBDddF6hHyW8vQPSqbWi8+HiQUX3bbE9JPb/+kmap7jYTku9ETb3vKQiRsVb6L7yoQ3fhJKTxQ/yPZxznjd7X0YBC9BbPVcGlvpjNi6ZqYNmDgjof3UkEo+71Pav+/eKtB5b+01eHzusRt8jgs8ux3vsy3EjDmKSrws4LOvfpGpDFj0WvmKPVfcHeml3YKL+uJjjPF81zW5nNC9o36slK5RGFBAx0+UIiautfRcu+q1LZgB3yfCRx+cgTzwxSI7v7Lrvr3xrvC6AejD1jxmJH42Kkc8ORK04Mpb5h1z+zRulJblTWNUO2sb+2u/7FxdAxtbenNMo35IM5/IHuKSl4LWvrPSXny9NH92h2yv6uf6HuQd8vNQ1eSBLd5YXf55m9O+303aqO3XGOjuIRHSWgysae3e68oH1ztKeke4jUaBTbsAE4OY/Qftid87Su2Z4ylJy1PSWx8e5MjnfB0yzDoztT75A/Bc0LRN/zzX8MwOb3eGSMIBh3pYjCHRKWPcIhOpWg+x1LQT0caY7JbsKxAd1xYrOIdvOIFgVU1Yc/m7XXWdaJ7tCHtDsv7JxH9EJrjzXVqe4kxIrtsqe0WhP0vztZ253su7Q556QvrC6TAJMAk8DBLgEGgXQjGAoCnXva0Rg1rL9a0wiBqKGlrYtmZKUbcavipK7VtfS/U3MVPXTZeT6ak8FOPXp9WpeKzM6zOeqveuq3d11fH+z1oP3k6zMI2uuFfUk46S+tS8XmZOzs1G2vPji7rn39Va+rGo3szDf717U/as5rOtHhtpyfFJxSQO2k7I98S5s244/qt5Hh7ocRSecH3HbspgZEccCT3aIxPCY0RNAaWclhS/1P2Fr/E/rETUDf+KPbfF6EWv9+KX8O9XI5xqdejXgxw/+M2hivbFRw8rZGDIzm8U3vGFPRq1/ch1j/5lVKuHtfE/6WLGJmV3fLGty68jTKVVhU/jRihGQclXZDwPWdzTkOHlKNhaVPIppPxIT0wBBP2oW1defiHQ1YUKfgtR4xOC4+9PiZjdu52xuxuEHBhz2jMSbO52Xj5J31aY2M1yu8OCZewLXpFK/5yo6GxdhY9x16xB6O/vGthtFQulPoWY1VNR+jS/RgnL1nIjwE2DowHtEtK/v1uz34uEbG9eku3JkVFTR24cbNWNnq3Vkt7cOSipeRJOZgbKovdKKd94uTPkzZ7oHCAS/nRiO5xbmJzhk6dxLEbIxLvdLfbTrOK6reRGnzFgxPOh+Z7n7muutgr9E6h+w8mW+/YXxnLSidCYl4MCH9RkTzPg8W/dwsbFqHldXvI9Odj+FJ56lGUWpk0hertcRY1+6eh8ps4xaCR5+V0C2Hw/13mHuQqfreMufraK6weyS43cAz/xMIibk3F4L7eQ3IBUcDEwbb04cWyB9Owk1KHRaWPQ4XF4PjMu8IeHfu86zC6ppPEMXF4qj0myBwLd47unFulKuxqPwpiFw0jk2/DRwXOP/NdLJmL8F3/5DV3iX34HDsfdq8b31/03f4x1e2flhz1B0C4vLovXzr24S0G8POi9U187HPsxKDEk5Ht5jh6qLSpNTjx9JHIXJuHJdxZwgdNt/PVXp3YVnlXCS7umFMyrSWdSpw31Xp3Y1llXOQ5OqKw1MuD7q+XV2zu/59U/Iv9R4jks/DH1XvIiOqH0YkB75bzdYeO3s/p/PT7trj9D3kZF9rOqAmf7QrX3VutuOesiP2flb7PCd9sCtfv9xsvLfaS77tdyZydm6wO+f17y07b0Qn42Y2N3+vegPlzdswMvkilH3bE+vmK+h3Io8h5wjwegjmXyeBLuWjn1yNNbWfISdmGAYnnB6gAk7nsp2z2YE0bnZtC87H2M4It+4L7NS22lPqB87RuDmwxzhdH+yu7U6eTZtHTvrC6lpLgH5IP+uFd3Dh2cerH80f6MWY7uNA72+k/TNGtIr0OqzdwS8BBoF0YxiJJxALB+fQdZ2Fg1M1joWD8008JyG9WDi41sXqUAkHV6Wsx07lM6RwA9BdONUvgE8bCP5V7fsSfGocj+u1xDAh3sl2QtpooYyyxTEYlDSxw8LBrWz5on6wcAv4FoMpfQwtHNyn9b6wYifEcHg42RyWhAvptayZ4JpyBcOjOLyUxqtfHVfVNqkejrQopBmr5SfBcy4MFm4OkKDTcHCSUIXlNS8gCqkoEK8wHQ0tpMOkrY3Y6CWYl8ajgNK8EMUsNMqtFQp+aiKYlcLjmJYcSXbDIdHb0FxEHzQQDHIBc3Wh2rSwZqn8UOTyk9QehdOdUmUF9ikLEIOR+Fvp0cgSgOX94lBR26R6mv7WRHBDhYKM/zOMfJnJB4THotduy3BwHpRjo/SK6vEwOtHn8dCW4eDKZIITS3xz7uU0HsOiOHhJPTbIL0KBF32ECxHHdfWPIh3nvfga+zx/BeRYMg5zR4aD0/LQcBAxRLwloCtaOLgq725skd9ELNcFfYVAzzitQXuGg/v0K+DHRcBRRyo4/pjQHmJaOLjGJhn/eFCEogD33S0hqpVpIvHr5YhftBKeU8ZAnjjCljemnXA99aQQW+R5iOOzMTrpClQYPHk3Sq/Cg7KAkHv6cS5WlqBIWaTm3aL5t4zFbF7UbOewpiXfT0o+QcG04HBw9DrL/ilCalCZOAZMlRFfUIt18vMQuXiMTbgx7Lyg415P9qK3cAHS3T3VcHD02VZJj4FAxkDxBoiIDupvqHBw2vtLH0rOGNKmGTVYr+YVi8cA0ectpC92Q0PZWf8aUYJN0lxEIwNDU87A0sqXEYMs1VMvVLHz7tS3ZeHgWDi4kMpk8QMLB+cTkN05T+t2ZDg4GvqWhsDtJ0zFvk+6oHgJj15nKBhykkv11vn1Xh6SB+j/j/XY7foYiVwf9BLODhh1O+8XrUGMW0C0i0ZpCB8pwiXyoJ6xpTa89JzI186aqn84sxDDZip/IKypTnUnMdbV5ntKp+sECwfnVGLO65uBEP3H7xWVNQF50ukdtKhJ2Zmp/nzp9O+03ZsffY/brz4f+4rLAqIoaT3T34/+/ytvf6n+dMpxh+Oft09DTHTgx3OV1bW4+q4nsHr9Nv/DdclKw+yZt+43aGovCKTJ54sFS/x9vvyCkwNk5WSkrPqpz3NvvO7ggjxceeGpePHNz/257p3cm9X9/yUBBoF048lyArUKw8nmx9GGlUEgVcgMAvl0jUGgyF4ohwoE0ozyadxQdBN8xkL6pd3ZpQp2t3zwne/i8GZ6eE8gO4cumg+I5gXK4EdgaMopbX6gNDt0NaMW66UX4EIcBojXBiiDBoGeqVYwxyJ3TjgIRHPn0Bw6KTyH77KCIRC96UqJ5q1QMES4Vc3nohWnEKiZL8WK2pcRzWUiX7jUVLm1g9yIzY2okAm+zBKQGWb4zN4vD1Qp+KKR4IEkHqfF+gCSk3eWlieJ8qNfslufVzPaJvH90ZP3fcEaTneKlF9QrPyGJuUIXFM+BmPcHN7Pi/VDIJn4wEmlAsxO5THSHQi72hIC0RBP61RjciIOT7y+zQ/sq5qBaeW+SXdfEoczY3l1vtB5k8D1VsOr6Qsd51LuF+xo/CVsfp2OhEA1ylZsVz5UQ+b1ES4I6K8Ggeq8FSrYonIcIF5lqsPtCYEeeQIoLgGmT5OR2y20d6oeAj3xtIDKKg43XCurYeG0Ev/TSiR+sxxNxw6HdMbhbQaBqpQNap6cFKEfhiVOCYJANNzeVuUd8HChQLgKIhejhhHMTHKjqNKDjfJceEgJ8oTzkMD1CJKx2byoXM9j/Rxe9c6hIYj6nmcOgf6YJcBT5ptntE7qCA/WSE9BgBvjEm8LOy/Wys9DInUoEK9BYlSSHwJp/e0rXKKGhTOWUBColCzDPnkhMvjDkMP7wiIZDVlmeYP017e7v7az/mk5j+j6Niz1JPxU9oQKxwYKwfBJ64Odd6e+vwwCMQgU2a4WYBDIJzm7c95sTxlO9vo8k1ZjRMNpeZpkNDa3elbS/QXdZ9D34pa5yaBrcv7FCvqP90Gg5TN5NBQD/W7bjr0pbyOO64Y+QmAYZwaBWE4gK90L9TuDQJFKzn47KwhEPXooZNixu8gPMei/l6xYFwRt6N9pOfvko4KiKGk9Mt7PCnBoEOjWGVP8EZqoZ8ulNz2CuU/e5f+b/Sdu/5rG1CKhoJndnljJSH+dUGNj916s3v9vCTAIpBtfMwhkdJszTj7mCeRww8ogkKpxDAL5Jh6DQJG9YA4VCKQlzc7gRiNHOFoV1kIPwW2VCqhTTBMBGgnwXbaAlDBR6uwYsirIGuyWv0QaPwjDU87qEAhE87hslelhuavqSaEv2oH9lnJZfeaHUnhMbPF6MWpNOAhE6x5ZJKtyWpgtoleKO8ATiP6uHe4LxKsQhUT/5Z1CIA9XiD/r5qr5hfoKF5kqt3aQ67mhQf399y6hQ17R380MIo/RPEcNBLcm8bggAgh0Vonsh4jzab6eli5okCCBy0OecI7av3C6o0GQQvkE3FcxBOfFcpjVoxUC0faP1yh4q57gjBgOfzd4crUlBJLRiDXSMxAQg3GJt7Q5BPreQ3AXpVn/94XfxXHAVQnV2CC/ogbv6S9cATeXGjDedJxrhJXYWP8V9BDXqBQdCYGKlcUoUn5GOj8CNLm1vmgQqNnrxSr5MRq8FkPF20x1uL0gUHOjCw/OIoiNIbjzNlnVvVBFD4FemiNg924O06bK6NmjFQLFLl2P5Pm/ovnIwfCec0SbQaBWr8lRKEiYFASBaJ+3ye+jlmxHGj8c3fgT/BBoZ0UhNsgvqXnDBgjXBnnH0bZm86LkDw5b3vVN1JyjFPQ8xaeL1FsnykXzg/i+Fl/1nIC6Xb6ww3lnKsga58Vq6TFwEHBE4l0h5wXNbbVaflytN0S8Vc05onkC7ZA/RjXZjB78GUjm84OGJBQEol6C1Fswhz9GzY9Bi5khS4NPA8Sr4UJCwPXtGoTtQKBC5ReUKL8hix+PoWnH4dtSX2i4IUJwSD6tE3benfoOMwjEIFDoVSv8LwwC+eRjd87Tuh3pCbRafgIK8aoe46ufiUH9XmDwdTLyBkWpEGjlixyqNnLofWUxinq8gmguA/nCZQGDziAQg0CRrg8MAkUqOfvt7EAgDWLQVBl9enXF3Q+9hNuvOT/AE8cYCs6YSkPrUVtAIHoto63W6H3z7zumBeR2n3HHYygsLle7oXnlGPtC+6yvR+tqoInWrWvwoK6uAdTDJ5w3kll+edrf9z9bqIKzr35Ygr/PfNU/SHqYZbzPtPNPwqvvfOWvG8pjSqtgBoH0sqL1qGfV6GH9A7ywLpkyCTfd/6wqI+M9jN5YByp8s6/1h25NBoH+7wBkdJ0zTmb978bJwCCQww0rg0DqasMgkG/RZRAospfPoQKBaKLuYuXXgLBCF5fKWC8BNyQLWOkFfqqX8e8UHieFACRUwnYMWVVkE3bKnyCF74+RKed2CASqUFZjt/IVUriB6C6cEqAMGgQ6u1jGDomo3k7U68msWEGgC8sUNfTanHQBx2YEhoOj19ss0STtRTB+6e4UAtVze7Cqbh7iue7oLZjnmaAHuXq3iLFbGpEmcPgmnBtQCIPI7DqCl2oVTE/gMSPemScQ9c4ZW6RAC7SlDylXT/Zgi/xWAJQLpzs0oXs12YgVntPwfG0/3JnE49qcGL8nEJUtlTuVfwwHfJ/Fw62z7LclBFIgYbVEjdgijki8s80h0Gv1Cp6p8QGGI9zATUmfqobxUCG96Dg3ubZiVe37pmFhND3uSAi0Q/kU1coG5PInIpUfEjCVNAjklRTVc0RGEwaK10NEcB6u9oJAf/4h4uPPgaFDCCaf2foFttmc10Ogd9/nsXY9j3PPljF4kA4CrdiE5A8XoXnsAHjPn9BmEGiP/B3KyZ/oEXUC8uLGmEKgRlKKTfIcNUNKgXAlooVk1RNoZfkC0HXdDMRpz2k2Lwp/4bHtUxpSEehxsoKuE8wh0Pq5vPqFOi25ExXkHqdgpTRT/feRifeGnBdaf6ORjnxxWgAE2if/iFKyHF34CcjkxwQNRygItEP+BNVkE3rwpyOZ9+UVNTNkta6/F6kAXV/sGoTtQKCd8nxUkY3ozp+GgvQR+KHkMXhRp37ZTz3fzIqdd6e+HYNADAJFtqtlnkCa3OzOeVq/oyCQQmSslilM5zFEvA3LHxThrQVG3iOjW3cfBNrwLofiZRx6TKlC2dDnTUNcMghk7zzS3muqU91h4eAiXdUs2u1cClTtaaeLh7lsjzFAcregCnYgEG1EAcms599BYnwsDh85wA9YtAvqQ8HRkG7tDYH0HkKD+ufhgVmvQgtPR3/TQFVOVrr6m5brnQKaD7/4CZNPmYAXXvtE7f4tM6ZAu96U045Wn83ogUTl9OUPS/1h6MJ53JhBIK3+XddfhC8XLFbvT+VE//7eZwv9odqM96H9219PoFAQSP/c3XMyVUDlaWpSIZHmeWWUi6YHD98zHSlJgR8wdbxSszs6lQCDQE4lZqjPIBCDQJGoEINAPqkxCBSJ9iAor0u4q6gGy4pGNUeCVUlLdKOu0Ysmb+hcFFbXMP5u/FI7XHujIWuv8gPKlN+Rwx+HDH4kljYRXFvhM6gv7Cri82Ye/y5pxikxHP4ZIl8OvZ8dQxb9ap1+vZ7I52F0yoUdAoG0cGL0y+xsfnyAaCgEKqryYMw+WQUWv2XziArhGmAFge6pUvBtI1FldGmXmCBPoO3yh6ghW9GLn4xEvre/H04hUB22Y3X9O0jk8tCrxZPGON7UCLpDEHD6Dg/6uzi8YRHKz8wgQj1rqIfNBXEcbk30GXztGEFpvb0ycEZJq4H9qngOVyT4rtFISrBJnosYLgP9Wr5gDac7W+V3UEd24eO68/B5Yzc8n8bj1MxACESve04pBXnAQ8k8JlLlbSltCYHoJe0Yu43jYaU7Wn0tjxL99zj3Xlye+I7qNUHDfbm4uKBpTceZuIvxe/UcxCIbfcVLTKd+R0KgDdLLaEKF2hfaJ33RQyCtXr4wDdFcelC/2wsCvfmWiI1bgCmTZQwaGH7F1kOgL77msXQZjxNPUDBubOvaHbNyK1Le/RHeYb3RfNnENoNA25QPUatsRV/3ZHSLLTCFQFRou+QvUUnWIInrhzzXWSoE+rH0aTSjKiiHlF7IZvNi9/c8dn3rg0B9zpWReZhPPsb3y+b3BJSu8HkCUVBEPYZWSU+AwItxCXeokNQsVxYFmtTjJ5HrjV7C5AAIVK78iT3KdyE92kJBoM3yPDSQwoBnNYNA4TyN7BqE7ax/G+U58JBSNadHr7Se+Llkdgv8D4ZP2njYeXfqx45BIAaBnO4RtfrME8gnCbtzntbtKAjUjDqsl3xgp4C7Bovv8Xlljn1ERmayW4VA274C6Drd9bgmVB1LgVFw7j0GgeydR9p7TXWqOwwCRbqqWbRb9AywozVXTDvdJfiyR10H9Bwb9He7EIg2DAc+jJGV2hsC6b2TUlMSg/IPaf05ZvxwFWpocEcvAP2zGz2LzCAQbUvBCS16zx5jHiMjBDKCFH0fjHIyG4/2gEAa5AkVuk4DfaE8rjSo1mH6y27UJhJgEGg/xcggkMMNK/MEUjWOQSDfxGMQKLIF6FDxBNqtfI0KZRVy+ZOQyg/GtRUyljYBU+M53JYqolgQcPx2DyhH+DordFgxO4YszQsknuuGw1Mv6xAItEv+ApVkLXKFk5HKDQpQBgqB/qhowhlFEnJ44NMwz2dlyH+xjuDFWgWXx3G4v3tsEATSjLWanLWOOIVA1diMdfUfqEbfnsKZpspNjaDLIOCK3R4c6QaeSHUeDu6LRuCBKhmnxQAPJPva2zGC0nrLmoFrWnLb0H8fH83hkRQfBGoiVWo+mCguCQXCDPVv4XSHejpQD4JHq6ZivTcd32QJKEiNDvAEoteYVw88VSNjvBt4Sve8bQ2BVktPQkEzxiXcDg4uU2O3cVCsdEerf2OFjF+bfP+6P3keerhKkMWPU730zAodZ1dMA36rfDpk0nvarqMgkPYlM73nYOFW8LrcV/Rvegikwb3ewhTEcz2DHq89IJDXCzw0U4SiAPfdJcHlCv9u0EOgRb/w+P4HHuPHKph0QisEcm/ajbS530DKz0XTNae2GQTSYMKg6GnIiMkJCYG8pBbr5RdBICNfnIq0hGj8VjlbDXlGQ5+FKmbzYsdnPPb98r/snQeYFEXax//V3TOzsznvkmHJGUQBMaEYQUVFUcwJDIg5e3fe6Rk+4xkRMWcxo2I4RYwgCEjOS1hgc96dndBd9V31bE/o6ZnpWXYxdT3PPSezVd3Vb4Xufn/9/l//Oh1woYLsgcYQaMcnAvZ+769XMJqh9xRFlUnkcolj066HiCTDdRGQHm3N3xMqB9fAirFdeVedC3xO6Es0CLReflqNtAmV2TSCQHvoV6iiK9S8QTx/UGgx6xA2s/+tlh9Wx2KoeD0656Th58o3UMdl7sTJyCSRMnfx9j+j8bMgkAWBYu9c0f9qQSC/bcyueV53f0Eg7QMZnu+xZ8NFWH6/CHsaw4F/UwL3zt0/MWx7T1Rztrmm3KdeC99rBCIFBt2CQBYEauv+8KeUg/uDRALxqJ/QaA8NVvCxnHrykWGRQKGRNzyHEC+xIFDPboWB9vEAh1FOIH780N85BNLLuPE6miScXuYtVOKN1+NgRw912gMCcdk4rcSSpwtVozIDgbScSNqxQ+XZzMrBJQKBeP4lfbEk4dq6q/227SwItI/2tyBQgg+sFgRSZ5wFgfwLz4JAbduA/ioQSJNv4k6qUrk/zqvyR3BwZ3tnh4BUpw1jtrhQQYF5eSKKgu+aYYY1A4FaWDk2Ky+rib/HZU/fLxBoi/I6XGyPmjyXJ9ENLRwCvVfuwbXVMg62A0/kRIcl8Rz5X7gZ7qilmOAgeKEoEgLx5OU8ible7ihRCFTLNmCj60NkkUHoLp5oOLn5i9ynPoLbyrw41UlwR4wIrmgOkW89DDfUUIxPInioFeCYcYLy433gYrinnmJUsoDlLoqeEvBunt+2MlxYJz+p5tUZIs1Sf4s1d9bLT8GHZlxXfTkUloxvCyUYOUH5/JxY7p+7ofmr2hsCrVOegsyaMTb1WogkuV0h0JkVCrYpwAGOLZiZPh8EyRgszoBI7FHHOTVZwDc196p/HybeZJj/ZX9BIBcrwxblFTiQgwHSJRF9DoVAO+nHqKMbVIlGLtWoLx0BgdZvFPDWPAF9egPnnyPHvTGEQqBfVxG8/5GIYUMYTj8tGOVm21WBvGfmQ+mRD/f1U9oNAq2WHwGDjFHOa5GelBoVAvGL2Eu/RSX9GcmkCwqdvVDs+gF55CB0Fo+Meo1G60KN8PmFcHU5DLtKQWo3Ywi0+xsBuz4X1Eig3GEU/c+lWC/Phg+NGJ02SwVQRpFAWn4vniuKS9WFQiAPq8FG5Tk4SCYGiDMi+m0EgRhjWK082Dr3gzl3jBxZFXQJSul3yBUOQhch3C5mHcLx9j8NcHPZNy7/VpjtxPKq+aiiKwORtkYDYubeGdrOgkAWBIq7eUWpYEEgv2HMrnled39BoEa2E8XK20glPZC/+yyseVpEaleGYbOCEKhiHcOGF0Sk92YglzwBmTVhkHglbCQ1MOIWBLIgUFv3hz8lBGqrMTqoHYcGO0rKAhEu/DSxoj+Mom6MomKMwJCRTFpbIVBoH2vqGlWpOjMSZaHtXmzNtaNBoIfnzAvIsrUHBIomm8eB1X23TcdBIwZEwDIzECjWVOgICKTlMtJHPHXQlLQO24EWsCDQPhrXgkAJPrBaEEidcRYE8i88CwK1bQP6q0CgYuVdNLJiFIln4K66HvjGzXBaMsHtGUJg7lxd0oKPXQzXpQk4pzU/jN6qZhxZmqMviWTj0OyZ+wUCBROCX6lGS4QWDoEe3NOCx+spzk4huL5V9sxoxsSDQBu8DOdVU/SRCL7uGwmBtETveWQ0Oovjw17YfQqDyx3fKc1lmarZamx2farmW+F5ffIWAQAAIABJREFUV4wKf5F7rgV4vMqnyrBxObZYxcgh8ouX4fJqigMcBM9mJyYH93iDgleagVsK7Pi/cn8y+V86+SEQhaImkedluHSz+v+x5o4mv3ZJ5fUYZCN4JVc0hED8OFdUUyzzMnUc+Xjy0t4QiEddeFkdDky9UnVYGzm79baON3e0+oeUKvCC4tGc55EmNKCZHoNx9pFRh057YV9U/ZAahTFYnAnJQDZuf0GgaroKu+kXam4WnqNFX0IhkCZD2UkYj3xhdETdjoBAH34sYsVKgsmTCEaN8sW9MYRCoK3bCF55XUSvngwXnR+EQFJlHfIffRc0PxMtd0xrFwhE4cEa+TEIsOGg5BtVObaaRv86Mip81myQn4ECd+DP/aQL4ERB1DZG62LjywJq1vvX+qhbFDiyjSFQ+c8E294XwfVPM/oyDJ7Oc8jNhRe1OCh1phrlZ7QuipV5aGQ7UCSdgTT0CoNA/JzaWtf2hdDOG0EgHgHEI4EkpGCwNDNQ3ciRxeH5LuVjZJIB6CGGz02zDuF4EIjfR/n9NA09USRNVSHQ2upF2KN8q85xPteNipl7Z2g7CwJZECju5hWlggWB/IYxu+Z53f0FgeqxCTvkj5BBBiB13SnY/LqA7MEUA86ngUig+t0Uvz4qISmXIfm6Oar0an/xEiSRnMCIWxDIgkBt3R8sCNRWy5lvp0XJaFBCAzVafh1+JD0o0oMGvRScdnb+e1lFjZprhgMEDmBuu29uIK8Or9cWCKRFwmjRKEZ95te1dftujB45EAu+XoJzTjtG7VY0CKSHPvpz6PuZiBxc6GjoI6T0NjGyRywZPv1ItzcEMpKy433mhUMsq/yxLGBBoH0cLwsCJfjAakEgdcZZEMi/8CwI1LYN6K8CgbbKb6AZu5GGczG1soB/BI75eQI6SSQwd94od+OOOoqDHQRPtAIBvVXNOLJkNGOd/JQKY47Iua7DIRAjMlb7HlG7auRY5BBo5k4X5jcz3JYhYEpydFgSz5HvZQzjyii4wtTWgSkRcnC1bD12KZ+oUQ88+kEriUYC8a/Kt7R8jlxyALqIRxtObv4id28jw1t1ctzriuYQ2eRjOKeKoq+N4M3WnELxnKBaZ26qpSpMfKZbEh4u82CLj+HVXAEDbX776p290eaOAh/Wyo+CMjumV83CRCfBXZlCVAj0SQvDP+toWB6k9oZAm+QX4UYlDkidASfJNQWBBGepmgPMGyMPWDMDrq9RMMS+CyckL0GZnIW9yqW4qBVmGQ209sL+Y/VsuFGF/tJFSEJeRNX9BYH2KF+hinHJrSOQJ4yJ6EcoBKpky7BX+Qa55CB0MYhY6QgIdP+DIlwtBLffQJCUkhgEKq8AnnpGQm4Ow9UzgxBIaHCh8P43wFKdcN1zYbtAIC1iMonkYbjz0rgQiBu6kv6CvXShanM7MjFQioymCR0Qo3Wxdo6IhmL/Gh17rwyhNTBSnxOoeq2ATa/6I4HS+JfqVyvQZBsPSJkOp5BnuC64DCSPlhkgXgoHyY6AQFo0EZeJ5CAptBhBoGa2F1uV1yLyYRk5snheMS5ByKOl+ornhB3brEM43v6nyd3lCqPQRZigQqCN1cuwU1kQM3LTzL0ztMMWBLIgUNueagELAvktZ3bN87r7CwJVs1/BoyVzyAgIi48Hl+csHEdRNDkIgVoaKZb+U4JgY8j91ytoNohytyCQBYHauj9YEKitlkusnV5e7JJpE8Ny34RGyPAjh0KXi846Afc9/jpuu/ocZGWkhZ1Yq6fJooXKnvGKHHg8/+YCtc2kCWMDsCj0IBqEWLOhOPCz/jihfdKfq3NBLu588AUY9cEI7GjSZ7w/DU0u3HTlWeASd+0FgfTXPXRAL/W67rltuuF5+N9CbRDNTppx2hsC6c/P/z10YFEgYiqxmWbV/q0tYEGgfRwBCwIl+MBqQSB1xlkQyL/wLAjUtg3orwKBNKf2V66L8GZzNo5PIvh3q/yXNnd21LlxZLkfcHxbKMDOvVa6YsaRpTn1ec6II3Nu6nAI5GbV2KQ8jyTkoL+BPBWHQJO2NmO1F2q0C496iVbiQSDe7oRyBZUU+LFPMlLdXvAIH600YjuK5XeQhiIUSacHfk8UApXTZShu+Srml+X8Re4aDmKaFDycLeCIGNfFO2LkENmrACdXKCgUgU/yE8sJNK1SwRYZ+Kx3Mp4obcECF8M/MwWc6PTbd53vCcikBYOlWZDgjBoJ5EU9Nshz0EIzcFX1pbgyjeDi1OgQyEUZji7nGXuAd3IF9LKRdo8E2qy8ihZWipEpFyNZKIwLgfiXuhvl5xLehJ5oOAWdhT4q9IpWtBf2pdWvohE8wmKqGoWgL/sLAm2V30QzSlAkno40UhTRj1AIVMfWY6fyCTLJQPQQT4qo294QaO9e4JnnJGRnM/z9ZgGNrsQgkMsF3P+QBIcduOPWkKg9n4LOd74ISCKaH57RLhConm3FDuV91YaDnGeagkDcgFqUWgE5GIXiYTHnnBEEWvWIhOZyQJCAsfcEr1EPgTgo4sCIF/5F+gE3cQjUui5SL1blPo0igfTwN1QOjh9Lmz99xGlIId3C+m8EgerZZuxQPkQ66YdeIfnRjBxZXtRhg/wsNKm20IObdQjHg0AlyueoYavRVTxWdeRyCLStZrN6XSmkO/qIZxmOiZl7Z2hDCwJZECjhG0prAwsC+Q1hds3zuvsLAlWwJShVvgPfv92fH4G93wnofjxFzwOBnAo7XA4FjV19WPI3EdRHUHj322gUtqGXOAXppHfYM6WsMDSbiC53OkQk2UTUNkWPNOUHtkkCMlNs7f7MHm9P1c9zvqdW1LaABh+tf7d7aqJzJz3ZBspY3GdKflwz7yNt2SMsCNQWq+3fNhwgff/z6jA5uf3bg445G4/YMSsx1zE9sI5qWaD9LWBBoH20qQWBEnxgtSCQOuMsCORfeBYEatsG9FeBQBuUOfCyetxSMwNVShreyhXQpzViI3Tu8FxBG3zAk9kCxhpABbOOLM0ReHTO39v9hVL/0tXAtmG78h7SSG8UiVMiJgKHQP02NON/AST4Ml9AtrhvEIjLp3EZtVe6J2E4lcMgkAtl2CK/oko0cakmrSQKgUrpYuxoWYQCMg6F4qGGk5u/yHEQs85NVfm0QZzexShGDpEGBhxVpoAryS3iJOh/ST/NvrCPU2XNgA0DUjB7rwuPNzCck0JwXavc3nr5WfhQp0Yr8KiFaHOnhZVhs/IKKpVC3FpzDh7IEnBUEokaCcT7+Ldais/dDBekCJiV3v4QiEcT8KiCoSnnIl3oHveFvZquxG76X9iRBhsyo45CPWXYJgOc+XSxZeGCimMx0Aa8mhs9T5X2wr6i9gPU0rXoJp6AbDI04hz7CwJxCTMuZTZIipRe5J0KhUBaZAZ39nOnv760NwT65lsB/H+HHwKcehJJGALx/v3z3xIoBf55RzBKhv/e+R8vArKC5seuaBcIxKOpeFRVjjASfZKONw2BZNKgOizr6h1xb3pGEGjZv0X4GgnsGQwH3h6MdtJDIFc58OsjEnhOHlsqweh/yAGAMzzlfKQKXSPWhQZ0eYQPj/ThRQ+BSpTPUMPWGM5jIwhUxZZjj/J1RFRkNEdWNLk5sw7hePufFlWrQSzusCyp3YP1vudgRxYGStMNx8XsvVNrbEEgCwLFXeBRKlgQyG8Ys2te/0wZz+78mbKy3gMaj1IAyEqzw+1R0OL177V7lIWoYr+gizgBNW+ORtUqgj5nKuiVISJjhQ1KOkP5cW6seFCEu4qg8G8fodG5LiKvnhUJZEUCxZun0f5uQaC2Wm7/teMRMoeNGfankAYLjUwyijbaf1a1zmRZoGMsYEGgfbSrBYESfGC1IJA64ywI5F94FgRq2wb0V4FAa+Un1Hwis6pm4gB7Ev6THXQ6h86dpxsZXmiiODeF4FqD3DlmHVk8HwzPC3NUzu2oro+fB2dfXtgr6XLspV+rSch5MnJ9EdMcGLnZBR6g8n0r6Ig2W8x8eXdvPcX7POqlwI5TbTQMAnnRoObt4EnTB0lXBE6TKATarXyHEvePKBQOR4Ew1rC7/EVuQqmMSpnh0wIRBdGDSaI6RPgXiaPL/ufxBrC0UIBAiCkIVK0wHFdBwafI+oGp+KDUhVk1VAWHHCDyskl5CW5WgX7iBXCSgqgQqIFuw3b6Hjb7ivB/dadiXp6AIik2BPrJw3B1DUWeACzIF5CV5oDXp8DlCTq1o41xrol7J4eKHC4OSp6KLLFPXAi0Q/kA9WwLiuwTkUaHRN2M3mhmeKSB4uw0ETflShi53RN3Xmov7Gtq/wue+L5QOAwFwsER59gfEMiHBqyXn4EIB4ZI1xheZygEcrMqbFJegAPZGCBdGlG/vSHQM3NF7C0luOISoF/ftkGgRx4TUVdPcM1MBTk5wU+RO931Cojbi+aHZqDe618zsUo8J10wX9IR6J40zjQESmScjSDQkjskUBlI6cIw/OroEMjXCCz7t+S/RMIw7n4Fxco7aGTbMSR5GjLEXhHrgv+N1+FJz3uLZ6pN9RConP6EMvoD8oWx6CQcHmZCIwjE5QS5rGAn4Qjkh8gPRnNkafc6fSJ1sw7heBBorfwkFLgCido5BCqracAq+VFuKAyXbjKcFmbvnVpjCwJZECjeHhPt7xYE8lvG7JrndfdXJNAu5VPUMj/U2fPsMFWac9B0Bd2bJaRulsAEhtIpbqybK6J+K0HhTV+iMfMXdBaOQp5wYNgzpRUJBBRmOVFa02JqqXTEnpro3LEigUwNlVXJsoBlAcsCfxgLWBBoH4fKgkAJPrCacGS1ZUjMOEG14ybiQE/ECZpIvy0I5LeWBYESmTXBuonMYdVhWdPC82THLTnpDjS1+NQcIe1V9F9qxzqu3pGlfR19aeX1atSIlrdFP3eWexguqwnPERN6HrOOLM0Rd0T2TahriB55E3rstr6w76Ffo4ouj3hJ1o693W7DGTvdGGoHXsyJHnHB65vZ/zRH/gVZNlyfwsIgEGMKVisPAxAwXLox7IWdy8a5TEh38HEukb/Gbs/SqNfED2wTCYbv9gO2ZYUCiIF8nxn7ji9T0MSAhYUi0om5SKBVXuCSakWNPvqyXypWV7VgYrkCnlbo8wK/jbcqb6CZ7UZvcRpSSbeoEKiWrcUuZQF+cg/Gi43HY3GhAJHEhkAKYzi+gqKWAk/nCDg2u30h0E46H3V0IwY4T0WONDAmBOKREmuV/4DChxFJV4LJqVGXJgdAfP7cmC1hRpaEMds9qKWxIZ7m7N5Q+5MKO3PISHQV/clYQ0sicIC3418zV9V7oJj4mllbm1rUXSrpjt5RZK9CIRAHz3wviAaN2hMC8TxAPB+QTQLu/xcgiG2DQM++IGL3boKLL1DQs0dwty+893UITS1w3XUB6qQ4YXcA4kEgLnHGpc56CCejMGnwfoFAPL/P4lskziqQOYBh0EXRIZBa99ZWCMTzB90lY5fkh52Dkk9HltgvYl0E8l0Iw9FVOE6dnnoIpOVNyxQGqNceWowg0A46H/V0I7qLJ6o5d7QSDQJp8LmveL4qWacVs/eXWBBIZi1YpzwBATYMla5TD61JF632PQYFnoD8pX59mr13au06wmFpFg7wPiTytXjUDc/gD5JIkJ3mQEWdO24z/dyJ1UAgQH6W/xnNTGnL/mfmuPwjg/pmH3xy/Gc/s7JXZs4bto6ckvo8EE8O02kXkeQQUdsYWyaMHzseHA09fyLvI/zpsDDHidLq+OPG5w7/4KPSxNzh/TG75nnd/QWBtivvooEVo5d4OrY+2BfuaoKRNyrossWGpD3+Z6eyE93Y9LGAyuUEBTO/Q1NnDs3HoZMQjAqPd38JHQ9LDs5vjY7YUxOdOxYESnQ3s+pbFrAsYFng920BCwLt4/hYECjBB1YLAqkzzoJA/oWXyEtXcpIEu0hQ1xw/X0IiL10JvbALBPkZDpTVxncE7OPWErP5XwECUchYIz8CD7NhbsM1mJsTHjISOndkxjC+nMIdRTrNrCNLS/59aNY1aGyML1u0Ly/sxcp7aGRcM/00pJM+EeP9FUTcWurFSckEd2bEDpcxA4F+dDM1F89hKSKezCJhEIiffI3MgYAXQ6RrIcKu9icRCM4h0A7fFyj1rkAX8TjkkuGGc7iWEByzV1bl7bjMXbwSzSFyYoWCMgWYny+is2jO2fNpC8OddRTHJRE83ztF1W/n8nB83iwsEJAuEFWij0ODXsJpSBf6RIVAWqL1L1wHYrHnCHyQ53eExHthf7iB4s1mhklOgse6JrVrJFAJ/Rw1dDX6Jk1Cvm14TAjkYqXYorwKp5CNYUmXwd0q+2I0HjfxHE5uhkfzbZiUJuLMEg9WepkKskbbjWGp5ozdWrcaO5WPkEH6oqd4asTh9wcE0qI48oRR6CxMMJxyoRCIV1glPwSAYph4AwgJh7DtCYFWrCT48GMRgwZSTD9fULVi4jlBef+yUu1w+xS0tEaRvTVPwPqNAqaepmDIkCAEyn/kHUhV9XDdfhbqUqODPs0o8Zx0m+WX0YJy9BHPQ46j636BQHIzsPRffgiUfyBDnzOiQyB+HT//Q4LigfrhA5eOK0udjzq2Af2dpyBXGhSxLoyidvTPBS62F1uU15CMQvSVzg+bQ0YQaIvyOlxsTwAmaw2iQYpi+h4a6TZ1jfC1ohWzDuFYzm4OtTncTiad0Fc8Tz205shf73seHlSjn3gRnCQvYm2YvXdqDePtf6EnMIr4MlqcFgQKWsWCQIAFgYLzYX9BIC4XzGWDOaT+9fYuACUYc7eMwm+TYKvzPwNUHeHBlpXAnoUC8i5YBle//6qyoV2F4Mcf8e4voevfgkB+a3TEnsqPm8jcsSBQvDcV6++WBSwLWBb4Y1nAgkD7OF4WBLIgUFumkAWB/FazIFBbZg/wV4BAzbQJW+nTqKMpsLErMU6X60c/d66tUfCDB/hXpqA62EOLWUfWRtnvEDs48wq4mtJMDY5ZJ53+pWuT/ALcqIrqfHvGI+C5Gp+aO4bnkIlVzECgEhk4tVJBFxvBggIxAgJp+ZcGiDPgIP78MIlCoGLfpyj3rkZ3cSKyiLG82BZKMK1cRn8bwes8BCdOiWbfaVUUW3xMPQY/lpkvfuc0McxtpLg4VcBdPZJVCHRJFVWBxuwcAQfZCbRomu7CScgSBkaFQKX0O1Xm7L3mw9CojMajrVKF8V7YN/oYzq2iqpzaL0VJIAptNzm4PfQrVNEV6J10HApto2JCoHK6GGX0e3RxjFKTxceCQLy/vN/zOtsxwing1r0evN/CcHOGgKnJsSHQzrpibFVeRzLpjL7iuRGjvT8gEIdQdWwTugknIFuIzEvEO6WHQFw+jsvIha4HrfPtCYHenCdgw0YBp56s4PCDxTZDoE8/E/DzMgHHH0sxbmzwa/682R/BVlKJlmtPQ21+drzlFjcSKFS2LM2RsV8gUEsVwcoHuG2ALkdQ9JgYvD6jSNMV/yfCXUNUCjTiBhnVebHhqCaL2EOcjEzSX7WRHgLJrBnrlKcgIhlDpKvC7GgEgaLNn2gQaLfyBarZKlUalEuEasXs/SXW/ldNV2E3/ULdk/nezIsGgbbI89DEdqhf+KeTooj5YfbeqTWMt/+FnsCCQIAVCRScEWZhnwWBgjZLxJG/LzmBNijPwsvq0Mc7A6v+lQvRAYy5S0an95JAqP8ZoO5AL4rLGYo/EJB96lp4DpyPTDIQPcSTAh22IJCVEyjuQ0iUColEeSaqasHvs1axLGBZwLLAX8kCFgTax9G2IJAFgdoyhSwI5LeaBYHaMnv+GhDoneZa9HPMRbWSjaMckXk59HPnrWaGhxooJjoJ7uIZ7EOKWUeW9rXj6IxL4WmO7zDlpzDrpON1Q1/YV8sPg0HBUPF6CCQoX6R1+8ZGYFGTgkeyRRweJyjJDATixx1dqoC7T5d1EUF0qi88KoRHh/QRz0UK6ax2I1EItNX7ISp9G1S5JC6bZFR+9AHXVCk4JIngsay2Q6Dp1X5480yOgAPt5iDQP+ooFvBooAwB07v6IdB9dRTvuBhuSBcwLYWozlLuNNWimaLNnRL6BWroKrzUeCx6isNwTWsuKjNO0NMrFeyQgYcK7JjoRLtBIA1M9XIcic72g2NCoG3K22hiOzE4dQpSab+YEGhCuYJ6CvzQ3Y58m4DZFV482khVAMRBkFHRXtj31JVjo/IsbEjHIOnyiKr7AwJtkJ+DFzXoJ54PZ4jUVmhn9BAouB7OQQrpEtbv9oJAlAL33C/BJwO33qSggIPENkYCffu9gK+/EXDIwRTHHRNc3Dkvfg7Hlt1wXz4JNd07xb3hxHLSUebDGsWfQ2aYeCOcDmm/QKCm3QSrHhdVINtzIkXnI2JDoNVPiOBteCTQsCsU1Hf/EtV0JfokHY8C2wER62Kz8iJaWGUgDxg3klGEcLQ9Ww+BuNTiaoVHkjHVToQE10g0R1Yw59AYNY+QVszeX2JBIC3SKTRXmwaBdsgLwKUtuwnHI1sYFjE/zN47tYZm9j+trgWBLAgUOuEsCOS3htk1r3+mjLe57wsEWiv7ZSOLqq7BmkdT4MxnGHWVgsL5Qed500AZOwUZG14WkT5+K5Rj5iGNFKFIPD3QNQsCWRAo3jyN9ncLArXVclY7ywKWBSwLRFrAgkD7OCssCJTgA6slB6fOOAsC+ReeBYHatgH92SOB9tS0YEZNGa7JeBU+VoADbRdEGEo/d3bIDKdXUnCu8N/W/C5aI7OOrG3Km2hiJRiVcT7k5mBehlij1JYX9mZvA9YrT0MiKRgszjQ8/KlVFCU+hvfyRPSIZERhbcxCoDMqKbbLDPMKRBTpfPdG8nSJQqBN3ndR49uCXuIUpJPehtf1kRu4u1bBKckC/pYRP+9SNPteX6PgOw/wYJaAI5PMQaCLqhWs8UKVFjyh0A+B3mlmuK+eBvoTlIYaj3xhdNRIIC164MmGyTgxqS8mJ/sNasYJ+nIzxRMNDIclC5iTL7UbBNIcyd0ch6K7/fCoEIgyGWuVx1QIeWjGjfD5bFEhkJsxHFpGwQXR1va0QxQFLKjx4tpaqkrBcUk4o6K9sFfWuQzzTWltOhoC7a5qwho13xUwVLwBgk7aTeuHHgJtV95HA9uKHuIpyCT9wi6xvSDQtmKCl18T0bUzw4xLFaQ5ueRZ2+TgVv5K8MF8EcOHMkw5NSiXlvXWQjhXF8NzwdGo7t8z7g0nlpPOzaqwSXkBdpKFgeJ0Q1AS7QSJjLMeDtRtIVj3nMgDgdBnqoL8UUG5O6NIoA0viKjd5I8EGnCRAne/hahky9Ar6Wh0to2OWBca3BkiXgOR+Im7EQTapLwItwqLLoST5AcuVQ+BfKzJv78jGYN1UUPRHFk1dA1K6Gdq/iCeR0grZu8vsSCQkdScBoH2Kt+DRwUWCoegQDgkYvjM3ju1hmb2P62uBYEsCBQ64SwI5LeG2TXP6+6PSCA/1H5Q7Vv3bbeA768ZfRlGnMaQ93XwC6WWbgp2d/Ni1eMSnMN2QzjzlTAJSt7egkAWBIr7EBKlggWB2mo5q51lAcsClgUiLWBBoH2cFRYESvCB1YJA6oyzIJB/4VkQqG0b0J8dAs3Z48K8lhLckvE2Ukh39DFI5m40dyaVKyinCEiEadY168jS8sGMSJ8G5upmanDa8sJe6y2JKZHlZQzjyii4e31xoQCRX0CMYhYCabldHswWcKROXk/LJxP6RXiiEGij5y3UytvRW5yKVGLscJ7rAubUK7gkVcAVaW2HQKFRPTxvkhk5uGPKKWopU+XwhuU6VQi00gNcUq1giA14KVdEOf0RZfRHFAjjUCgcGhUC8RwbPNfG/XVn4db07hjuT6NkCgJVKAwTK/zj+103G5JMJOPmibsbmn3wxqir5SnqYh+Dno4JUSFQI9uBYmUenCjA2KzpKoSKJgdXLDNMraToLgJfdneAO/PXN/hwSqUCntKJ29KohL6wr5UfhwI3hkizICJcdiMROMDPk2hOjC1VXI7uVSQhF/2li6OuIj0EiibPxQ/QXhBowecCliwVcNR4ivGH032CQFu2Erz6hoiiXgwXnheEQJkf/IDkZRvhOeNwVI8Mh1lGxojlpOOJwXmCcL62+RrvqHx6ejhQtZpg82t+ObiBFyvI6h8bAm15S0TlSj8E6jtNgTz8e1TQn9DDcQS62g8JWxcasNHLvBldmwYG9Xl79BDIxcqwRXkFTlKgRheFlmiOLC7Jtk2ZhxTSDX3EaYEmZu8vsfY/HonnYXXoL12CJOSox9YgUKWyErvpf5FDhqOreFzElDB779QaWhDIGCBG23gsObigZSwI5LeF2TXP6+4PCKRJYfKPlnKXX4Vt74nIG8UwbByQtdgOlgwQF+DNpigb68HSuyRInavhmDkn8MGANsoWBLIgkKkXK4NKFgRqq+WsdpYFLAtYFoi0gAWB9nFWWBAowQdWE46stgyJWScoP3YiDvREnKCJ9NuCQH5rWRAokVkTrJvIHFYdljUtqjROvJKojnK84/G/G32pHa0dd2Rlp9sxZrML+eI2XJPxIdJJH/QST4toYjR3/l3P8KGL4up0AeenBAGDWUfWDjof9XQjhqZOgeA2jmTRd6QtL+zl3jXYpXwa8dW3duzNPoazqyh6SQTv5MWXTDO7/z3ZyPBSE8XMDAEX6XK5lNJvUUF/RqhkUCL7Hx/n9Z7XUC+XoI94NlJIV8Nhvq+B4b1milszBJweJZ9MaMNo9uXSf1wC8Pp0AWenxIdAHsZwSBkFZzU/dRIDTtBmheGwcookAvxQKKKS/oK9dCHyhFHoLEyICoG0/FF/q70Ib+fkIpl780xCIF7vimqKZV6Gm7IknJkUf3WagUBVbBX2KF+g0DYSvZNOiAqBtLHOF8ZgcMYxMSHQD26mRv2McRC83NmuQqAGlw8HlyrwcVsWCrAbQMrQF3bNVkbJ5zsaAq3+YD2aAAAgAElEQVSpXKJK/OlzE+gnpx4CaTAwXzgYnYTDwqq3FwR65HERdXUEl18qo3Nn7BMEKisHnp4jIS+XYdaVQQiU/vkypH63Ct6TxqLqYOM8XaEXF8tJV8V+xR7lS1U2jMPi/QWBypYQFL/vh0DDZslIDdlajO4v2z8WUPqDoEKgolMoyFgOdr9HN8ch6G4/ImxdNLM9rUC+E/qK5wVMYXRtfF/g+0Nn4UjkCQcF6uohUD3bAh4pyKMheVRkaInmyOK56Pg6sZNMDBRnBJqYvb9Eg0A86m+N8kirhN8NAWk6DQLV0q3Yobxv2FfeCbP3Tq3DFgSyIJCZ50KjOhYE8lvF7JrndfcHBNIiQJNILpIXXoqSrwR0OYpiSHcRaWsl0L4MwhYCamcom+zGT7eJQFILUu74j/rRB//4QysWBPp97KmJzp30ZBsoYzElhrUxNvs+kug+YUGgRC3229XftnMv7rhvLu65bTp69/DLi/8W5ffSj9/i2q1zWhaIZwELAsWzUJy/WxAowQdWCwKpM6qjIFBluQQwgrxC7p6LXWySgMwUGyrrPfGqJvRikoikjQWBTJk+otKfGQL9LEi4vMSNo50bMS31U2SSQegRIo+jGcNo7nztYbilhjusgad4fo3WYtaRVaJ8hhq2BoPTJkNq8ScIj1WasRtw7AF1FyKN9IhXPfDCXuL9EWXK9ygg41AoHhrR7is3w621FEclETxgIm+O2ZeuT1qAf9YpmJ4m4LLU8CicKvYL9igLkUsOQhfxSLVPiUKgNS0voomWoZ90gRplYlQebGB4u5maynXE20dziDzbxPBsI8WMNAEzUuNDoC0yMK1SQZEEzMsLQiDKgJPLFeylwIf5IpKFNeDzIJsMRTfxhKhO0DW+J0BJC+6smYkP81MCl2rWCaqNRdxJE1LhaCfB/bp8V6Ht69gG7FQ+Rp40BP2cJ0d9Yd8sv4wWlKO3eBa6p/eJCYHec/nl8k51EtxXGIRAZ1Uq2CoDr+aJGGggVxj6wq7lH+otnolU3TrpaAi0rPJjVNEV6CT45f2iFT0EqmGrUaJ8HpgHoe3MQiAFXqSkuEF9qfB6w2FuVbWAx58SkJrKcPP1fmizfr2ETVuACUcpSE+LDQazUu1w+xS0ePxtXS6C+x8SkZTEcPvNQQiU9vUK8P/5jj8QlYePiDvdYjnp9tJvUclBsXgYCsjB+w0C7flWwM4FfvsdeJsCe2bQNunNO2EjMqqTg9B+99cCdn3pr9/tWArnUUvVvc0oQq6OrcdO5RNkkYHoHpLA3AgCVbEV2KN8hRxhJLoKxwRsqYdAfL7toV8hh4xEVzFYjzeI5sii8GGNzPMtAcOlmwPHNusQjgaBPKwaG5Xn4UAWBkjTA8fVIFATK8cW+WU4kY9+0oUR88PsvVNraHb/4/UtOThLDi50wv2RIBDPp5ec4obsKoQdGTH3VUkkyEpzoLLOHXf/jfXMo29M4YU9uQZurwRJzo177LbmBOLPuVvlN5CCbiAfnYvypUSF6/1tIlK2S1AOZRAWExAFKD3FjeWPCnBXE6Tcc2/EfmZBIAsCxZ2oUSpYEKitljPXrra+EVfc+ihuuGwqDhrhz+m67NeNeHjOPMy+/zpkZaSpvz0yZx56divEaRMPj3rgROELP8+F194fdrxJE8biXzddDGdSq8yCucsIq5VoP9pwCquJZYE/rAUsCLSPQ2dBIAsCtWUKdQQEqqsneOQxv+N71uUK8vJjO5EsCOQfuY76mrkt88Jsmz8zBDqrSsEmD8NdWWvQRfoywuGm2cgIAjVShiPLKWwAvg2JUDDryOIOPu7oG5ByAhyeoXGHY4M8B17UQ0QKBkkzIKhnjl60rza3ej5BLV2LbuJEZJPIr/PnNlLMaWK4OE3AlTpYY3R0sxBok4/hnCqK3jaCt3PDndIaQAiFbolCoFUtc+GiVegvXYokZBsa4swqim0+FiHZF81q0ZygrzcxPNpIMS2F4IZ0Ia4c3EI3w821FIc7oAIozQnKIdB1NQq+b80vdIBjM3YoHyED/dFTmhwVAq2SH1C7/GT9jWqOIa2YdYK6KMPRFRTe+EFAgWMbjVuo3bQIhBypPwY4pxhCIC7LxuXZeBlmux45qckxIRDPXcRzGHHpvmtygxDollqKr90Md2UKmOiMlPULfWHnTnbubO8uTkIWGRw21B0Ngb4rfx7ciVUkTUUaoufE0UOgBrYNXB4yDUUokoKJrXnnzUKgesbn0ofIEvqiu3Bq2HX/tETA518KGHUAxeQTKZqaCB54xH//Tk9nuPgCiuys6JNDD4F4u3/c5adx/7hdhtQK5lK/XYX0L5bBN2EkKieMirunxXLS7VI+Ri3boEJ5vk901L1TDwd2fiZgzyL/Ght7rwyhle8L3mYU/vca9feqQ26FN7OP+t9liwUUf+iPBOp8BEXaxBXYrXyJTrZRKEo6LmxdlCk/oJz9FAHkja6tkRWjWHk3Yk7oIdBeugiVdCk6CUeAR9uFlliOrDXyY6DwYLBtFiTml03cVwikzUF9RK22/3lZM9bJT6nn4+fVF7P3zkT3P17fgkAWBAqdb38kCLROfhoympBLDkQX8aiY+2pHQaAathYlygI4SBYGiEHAG60zbYVAwcjGfnC/MgW1GwkGXEDRt1KCo0KEcgIDWwJItQSVR3uwch5BQzFB6t0PgQleDJGuhajGYFs5gbgNfg97Ku9HIlFkViRQ3EenP0UFPeDh/16w8GfMeeAGNaLHCBQZXXii8CUabFr668YwAPWnMLJ1EZYFficWsCDQPg6EBYHMv6SqDx1WJJA64zoCAvHcAjzHAC9TT6cYMojGnN0WBPKbp6McWfu4tcRs/meFQD97gZnVCjj3eD1vOarYItWJxp1p+hItiuyCKgXrfMAT2QIObs17Y/alq5R+hwq6BH2SJyDFG9thqsmGaf3iSbV5cu1YRXvpWu9+Tc0n01uchlQSmXvo7/+T3/qMO9izRExMij+TzEIgLufApc88DFhUICC1VcKMn6GRbUex8k4g34f2wu5TGFxuOW4nuCzTypbZcNM6DBBnwEEyDdvEkxHTN4rmBJ3vYrirnmKSk+BfmfEh0CvNDI83BKFRKAR6upHhhSaKy1MJpqbuUPOepJFeKBLPMHxhV9CCtfITaKRJ+LZlFu7ICEIQsxCIX6dZJ6jZHFHaGGZJRRjkPMsQAtWxTdipfKRG5PDInHhz5/Y6ii9b/LBnapYtIAc3u5Hh+SaKi1MFXGmQ2ynU2b1XWYRKxp3ihyNfGBs2xB0NgT4vvwcMMgaJV8JGUqPOYz0EipXXxSwEKqU/qLloutgORS4bF3buF18WsX0nwbQzKQb2pyjeQfDSK8HoxZRkhosuUJCfZ9xlIwj08GMi6usJrp2lBABS8s8bkPnRj5DHDULFieF9MDpyLAi0RXkNLrY3sG911L1Tvy62zhNQsVxQ4Q+HQFpJ3v0jMle9qP6zfsi5aO4xXv3v6lUEm97gtmQoGA1knforSuhnKLAPRx/HpLB1sUv5BLUqoJyIrBAgb3RtmiySHdkYKF0a6IceAmnHNIL8sSDQJuUF8HPwPEI8nxAv+wqByulPKKM/II+MRmfRbx9etP1PocGk78PEGwNycVo9s/dOrX5H7H9m4QDvQyJfi8e9qYVU4I787DQHKkxEcyS0LgiQn+WX7DVTEs2JZvYdlb+b1Tf74DORny703mmmz2brmB1np11EkkNEbaM37qHN5ArUDmJWmaCGrlH3E16MJB/1neooCMRlTqvpqgipx2hGaSsE4ufg58oRhqPq8UlwlfplOXuvToLYTOA7g4IuBhy7BdSO8WL1j0DlrwTpdz4Jxd6AgeJlsBN/tJQVCWRBoLiLNkqFRPb2RKXN+X3WKsD7C77DjpIyXH/ZVLS4vZj98odITXEiNztDjfzhcOfBp9/CfbdPVyODQiN4hg4sCgAbDQIN6t8Lb3+0UDXtJdMmqsc1KkYQiNfjEIoXrZ0GodZsKFZ/f+k/twailnjd599coP7eqSBHBVe86GXp+DX+/YEXAt3Q+s1/4JFQJx59MF6a9zlKy6vRHtFI1ryyLPB7tYAFgfZxZMw+YCdympQkCfyhkT+QxyuJPFDFO1bo3xN5cDb7ksqPb0Egv5U7AgK99KqI4u1+Z+SE8RRHHG5BIDPyCwm9sAsE+RkOlNWak3VIZM0lUvfPCoEur6H4xcNwaZqAU5z8C+3Fhl9Tc1tFe2HXHPpnpxJcn+aHomYdWRVsCUqV79DLeTjSfeHO6tDx4TJPG+Rn1GT3PZPHYIfrZxBmwyDbZZCQHHUoNQj0a8tT8KERg6QrYIM/xD60nFelYIMPeClXxJDYwUVqs3iO/NBjz2wAfm5W8FS2oOZ50UoLKrBZfilMFijRSKDlrifgZU0YLM2EhKBEmnaOMgU4sUJBrkTwuYlcR7xdtPvLN26Gm2opjnAQPJwdHwLdW0/xvovh5gwBU5NJWCTQFy0Md9RRTEgi+EdWKbbKryMZXdBXOsdw7nhQg43yc9grZ6NGvgTnhERrdYQTlNthSjXFTi/D+3kiuhvIr/E6zdij9j1d7IahyecZQiAeEVHNfkVn4QjkCWPizp2LqhWs8UKNdjosPQiBOKTksJLb7P8MJAtDX9g1qcEcMgpdxQlhc70jIVBWlheLKv8DkTkxxCDKIbQjegjkQxPWy0+r85jP59BiFgLxSCIeUdTXMQXJSlCuzOMmuPdBEUQA7rhZhs0GLP1FwCetkmfauZIcDBeep6j5gvTFCAI9+7yI3XsILrlQQY/u/igi56ptyHr7G8gj+6DijCAEiLZJxXqm5PbgdhkoXQ470jvsAwo9BFr/ooi6jQS2VIaD/h6Uuste/jSSylaol9LcfTzqh56r/nfdVoL1c0UwBuQOoyg4ez120vnIsw1Cv6RTwtaFBrb0ecyMngtC8+sMl24KmFAPgbYqb6KZlaBIPDNCJjSWI4tDeA5yeQ48HrkTa//Tj1+0Z/YAkBKOV3M5aSXUkb9enq3ej0KdtVo9s/dOrX5H7H9m4QDvQyKOwmhrwOh3CwIFrfJXhkCMMWxUnoMXtapB+Mcu/KOXWKWjINBm5UW0sEr11P2lS5CEnJj9aCsE4h9G8Q+k+AccJf8+CnIzcODtMnp+6Xec+y6m8P3EkLxRRMMQH9Ztp+ASnum3PQ8ltRz9xPPhJIVq3UR8Fk6HiCSbiNqm2LCvoz5oTMQPwq/N7Lr4PeypvL9WJFBwufxWEOiTBhkb3bF9NYncp8zWPSlDQn9HZL7ZUMhTU9eI19//CuMPHo5fVm1SQQyHNe98vEiVaVu7sRi33Tc3ECUUCpD4cS67+WFcecFkFR7FiyCKBoFCf+fXxiHN1JPGRwCprdv3BPrF5eN4O16ys9LDIBD/PbTPRsfv3jlfvT5e7nzwBYwdNSim9J1Zm1v1LAv83ixgQaB9HBELApn/UlF96LAigdQZ194QyO0huO8Bv9ODl2FDGE4/LegsMZrmHfXgbOUE2sdNxUTzPyME2uBjOK+KgnOJz/MFNIIn4V6OLsLRyBUOiLBKNAi00sswvZqit0TwditoMPvSpUX3dE8aiyw5ut5xKV2ECrpUBQVHFFyKHypfQyPdhhwyHF3F46KOIH/pqnd58IubS4kRhDoSQxsdXqbAxYDvO/G0uvFLIhDoea+I2dVeVd7rktTgS4AXjdggz4YNqRgkXRl4YU8kEmiZ6xHIzIMh0tUQERnC9IuX4fJqigOdAp7JjJQQM7rSaBBomZfhimqKAxwEz5qAQFdWUyz1MjyeLWCcIxwCbZMZzqyk6CECr+VVY7PyEngS5P7ixYYQSEsmv9nXBZ3I2Tg0qWMjgbhdbmoEvmlS8GiWgMNCzhdqsxZWjs3Ky0gVCzE8+WJDCLRReRYeVoe+4vlIJoVxIdDx5QqqKPBJvog+KVIgEkhbr6HrLLQvoc7YOroBO+nHyCT90UOcHDbMHQmBxNRdWFH3ViDqKdZK0kMgxhSsVh7230/Fm0D4JtJazEKg9fIz8KEBwxyXgyjpgfZr1xHMe09E3z4M553tv0/zKF4ezTt5EsGwYT68/qaA4h0CbDaG889W0EOXcswIAr05T8CGjQKmTlEwZLD/YcCxuQQ5L30BZUA3lJ8ffW/SOhfLSadJIGo5azrqAwo9BFr9pIimEgJnHsPIG1ufa6iMwi+uhkD9DkJvdh9UHXyr+t/Ne4FVj/lJaUYfhm6XbsJ25X3kSP0wwHl62LpYJz8JGa4IcB3t2jQZqFCAr4dAG+Rn4UUdBkrTYUdW2LSLBSl4Diqei6qreCxyiD9/k9mPrKI5LLfIr8CFMvQVz0UyCdLEUIdlAIRJ5yAFXcL6a/beqTWyIFCC0eVWJFBgvpmFfb9lJJAmE8ojW7ysXu17aA4vo3tMR0Agng9ojfyfwOlCwXG0+1xbIdBe5RtUsmXoRI7E1tsPBgSGQ2+nKPw8CUoyAz2bwb2KIm2ZBFcvBRu8MrZ/JCDtutdAc3epuQdTSXf/fpxig6wwNJuILrcgkH8kO2JP5ce1IFBwpfxWEIjnv51fH19pIdqabuvvs7slYXJG5NdkHNbcdu9c3HTlWaipbUDJ3gocechI3Pf467jt6nPw4lufBfIB6aN09ABJH4Gjrx/a92gQKPSYHPSE5ifikUoc0pxx0ni1n/M+XhQhHaeXpdP3wQgCheZEMpP/qK1jYLWzLPBbW8CCQPs4AhYEMv+Sqj50WBBInXHtDYFWrxXw7vsC0lIZGpsIOndiuHy6BYGsSKDW/BU1LTw9QtySaAh93AMC4DJhdpuIujhf891YS7HIzXBptg2XO6gqt8FlN/QyPdo5o0EgmTGML6dwM+DLfAHZIjEdCaTJXnRxHIBc5WjDy/OxRqxX5vwv8wZVHel9cnthe9Ue9etQDnYGiJfAQYzz4fCXrgpXGda450IvKaSdrFJhOKGCqv3+qlAE5Ulr4pREINByUcJluz04JIngsZAIjlCnt+bUSDQSaEnzA2BQMFS6AQKC0lZa9z9wUdxTzzAlQ8Rt0QOmwq42mhN0o4/h3CqKvjaCN3PjRwKdXKFgrwK8lyeihxT+1SaXyRtXRsF3zG8LGrGFPgsb0jFIutxw7tSzrdihvI8Vnj44xnEauoa8S3XUC/szHoLnamRcky7gvBRjgOZhNeo8dAo5OCDlsggI5GUN2KA8AwEODBGvVsFGrLnD19LYMqqO5JJCAWnOYCSQJlHHA9UWd4oc61BndxMrwTblTaSQLugjnhM2vh0JgVxJy7Cl6RvkCgehi3BkzFWkh0C88lr5SShwRUjJmYFAlPmwRnkUAiQc6LwRHl/wa8/3PhSwarWASSdQjDnI//vLr4nYVkww/QKCbj18UBTg7XcEbNwsQBSZKhvXr09wLzCCQJ98JmDpMgETj6cYO9p/XNuuCuQ9Mx+0Zz7KZpwcbyuJ6qTj4JADRG1d8APtLwi04gEJ7mogrSfD0Cv8zzWOynXIWfoolNRCiE1lYFISSo97Uv2bp55g+b3+j2LSujL0mrVVlbrUyyRqkT0EIoZJfukQrUS7tq3K6+AQOFTKUw+BVskPqlJ0Q8XrIJDwUM5YEKiM/ohy+qP6xT2XTuRlXyHQavlhdU8eIl4LkQQTLIdCIJ63iucO6iGcjEzBnxBaKxYE8lvCigQKzgmzEQ9xNxtdhT8CBNKgajfxeFRjGVxKtfqxCP9oJFrpCAjUyHaiWHk7cEqj/GP6/rQVAu2in6GWrkFhy0Rs+/cI2DMZDrmYIec7B7x5FGQy0LxNQeY3NvXfm/N82PiKgNQZ74H12IQewmRkCv3V7lgQyLwygTZ+HfVMaUGg4Ar5rSDQ7y0SiFtEAx9cFu6wMcMwZEARHpz9Fk6beBhemfeFCl0OGjFArafJr2mW1KTVeBSRkQybJjWn35vMRAJxCHThtfdHbLOaJFxofzQZt73lVWH90EMdCwIlepe26v+ZLGBBoH0cTQsCmX9J5aa2IJB/wrU3BJr3roi16wlOnkgwf4HfUXTXP2J/XWJFAvnHoqMcWfu4tcRs/meLBNolM5xW2eps7usEafKqeUt4/pKe4inIIP0i7BFLv/36GgXfeYB/Zgo48X85Y8w6snhuCC6fU+gYggJlouEY7FI+RS1bhwzSHz3FyQEnXQn9HDV0tSrjw7/KNCr8pWtX8yZs8cxDGilCkRiecJ630aJlRieLeCaLtDsEElMdGLnFBc4Rvi0Md96vlR+DgmAkT6IQaHHzfeplR/sylufk4bl5bsizYZpkTgIhmhN0jwJMrlDAL4FHqcSS7lAYw8FlFPyMPxcKEEl4JBDv87Qqii0+hldyPfCRJ9VIJh7RZDR3KuhqlNLP8b17KK5KPSFsqDvqhf2/TMRtZV5MThbw95AcRKEn16K5HCQdB6ZeFQGBNMiZQfqip3iq2jQWBNolA6dVBm2sd3ZPqlBQrgAf5InopvuoMNTZ7WG12KjMhZ1kYqBOOqcjIVCZ+DHKPRtglJtFvz6NIJAmtxOao4W3MwOBNPCVKXVDP9s5AQjEwcS9D4jweAhuvE5Bepr/fq3l87n9JoIkp18KmPPf9z8QwD/yEAjD6VN4rj9/fSMItOh7AQu/EXDoOIpjj/avL6myDvmPvguWn4nSayP3G70dojnpAiAP3dBHmtah9059JNCyu0X4mgiyhzAMOM8PgTLWvoaUnYvgHnQaHNsXgrTUofyoB6A4s0FlYMkd/gmZlMvQ/6ad2Cq/gXSxO4YmnxtYF25UYpP8IpKQi/6SX/5DK9GeC7T9P3ROha4LmbRgne+JwP6ht28sCFTD1qBE+QxZZDC6i5PUpvsCgbjEG5d64xKlg6WrwroS6sjfo3yNKrZcTXDPE92HFrP3Tq1NR+x/ZuEA74MlBxccPbNzh7ewcgJFlxjWLKrJrYpIwVBpJvaIH6HSw59RT0NGq3yjfr2re7BIkJXmgJmP0syu+Qr6M0rpt5CIQ42+ziZD0U0MfxbR96WtEIhHUTawrSioOh3Fj/ZDaneGsScQZC63qZE/tgkEDRUycubboTgZto3wYPUTIlLOXgAM/hXdxOOQTYb7920rEsj0+0hH7qnqmk93oKHFB2/IBypG85f/lp5sA/9YqqklftRKIh+lRTuf0e+J7O2JftD4W0GgRK5/f9Xlsm5rN+1AanISLjrrBDX3D/+tqqYeHMTwiCD+W6woGX0EDu97WyKBQtuEStFxybdoRYsQ4jJuwwf3iYBAvJ2WY8iCQPtrVlnn+T1awIJA+zgqFgQy/5KqvWg0NPvgNZF8NJGhSeShIxEHeiJO0ET6294Q6O57Jfj+92z2z9sIHn6SobERuOFaBRnp0aMILAjkHzELAgVnbqIPzmbmvJlIoH/UUSxoYZicQvBkj2SU17rVL7d5foTe4lSkkp4Rp4oFgea5GB6opzg+ieDfWYLply4twiPfPgCdaORX81x/nTuGecQPd2ZzSRDN0eJjzWqUBf/qmkc78KgHfeEvXVsaf8Yu35fIISPRVTwmos77zRT3NjCcmSnhlhS0OwTi+9/Yzc0oVRCRX4Y76rnDfoB4qRrNlMj+57BTLHU9BAIJw6TrDacGz+HDc/k80dmBg1n8l0l+kGiOrHoKTChXwNPxLCqMDYE0mMEDVj7O94Mv/dfM2hz8ZyZBN9tDah0Os4ycoGt9P0Mh32KxZwwuTzki7Fo7wgnKT1BslzB1pwfD7cDzOZGRN7yODDfWyY9DIkkYk3p9xAs7z4tSRzeiq3AMcoSRar9j3Tu5fB6X0RtpJ2pOID0EmllD8bOHGUrUhb6wK8yLtQqXrhEwXLoxzF4dCYG2sOfgUmqghzhGk9MIAm1T5qGJ7UAvYQrShWBOHzMQqIquwB76Fbo4RqGLcEwAApWUEMx9UUR+HnDVFf41IMvAXfdKEEXgoXsIGl3BfJAcGvFcQcuWc+lGhimnUgwfygwh0IqVBB9+LGLEMIbTTvHDEqHBhcL73wBLc6L0tvAoLCM7RHPSccDNQXcooOioe6ceAi35mwTqAzodQtHrZD/cKvjqBoieejROuBvJa9+GWL4W1QfOgqfA72zU2kjJwJA7d4N/wZ8mdMKwlIsC66KObcZO5UNDcB/t2rRonQJhHAqFQ9Vzha4LTZLRSfLQT7wowsSxHFkNrBjblXdV6SQuoRRr/9Mf2AiCN7IdKFbmIYV0Bc95FFpC9z/NoWwUMWdBIL/VrEig4Oz5q0YCFSvvoZFtU/NUFghjUG//Httd0fNWahbrCAikgZnOjgOw17MCKeiKPlL4GtfvEW2FQJpcZF7xedjxfDfkDKU4aJiI1E2SmgPIOVZEXaMPuW/bQUCw49gW/HKvBMeJ30A6mNvncDW6kRcLAlmRQEbPHWZ+syCQGSvtex0tn88BQ/qquXG0HDs8CkeLsNF+C82vw8/8+vv/xcQJY6GPBDKCQqE9NYoE4gBo6a8bAxJvWl4hLScQb6/l/qmpa0CfXl3Ru0dnxIJA+vOEnoMfj+ccsuTg9n0OWUf4Y1jAgkD7OE4WBLIgUFumUHtCoC1bCV59Q0TXzgzXXUUw+zlgazFwwbkKehdZECje+HSUIyveeffl74mATNVh+TuWg+PyZydW+KW4PioQcUBOkgqBtBfPvuJ5SCadIswVCwLtlIEplUFAYNaRxR2+3PGbbStCNxb51byW8DtX4I5df4L7UEhRSr9HBV0MJwrQT7ogos8cAq1t+ALl8lJ0Fo5EnnBQRJ1HGineaGK4rcCGMyTWIRBoxk4XvnAx3JUpYKIzKC0WTJLuh1iJQCC73Ytlrv+AZzEaIs0ynN5atM3HPZLQyRt0dMdaC9EgEP8qcXSZ3yG8tFCATRTUr5n53NGXxR6GWTUUB9kJZuf48yDpHVkvN1M80cBwTgrB0cn/AYWsyjmJgg2FWU6U1rQEDvuD5xukicuw0jseFyaPDui8xDkAACAASURBVDtdR0EgIdWOA7a0gA/X97oILq0DfBWtkR8Gl7cal3ZLBARaIz8GCk8A8vF2sSDQRy6Ku+uZOkf4XNFDoAcbKN5uZrg2TcC5nMaFFP0LO89fwPMY6PNFdRQE0uTYeJeGijdAIMbgTOuyEQTapSxALVuLbsLxyBaGBa7ODAQqoV+ghq5C/5RJyKBDAxDoq4UCvvshPFqntBSYPVdCYSFwy7XhEEg76VcLCb77gV8Dw4kTKY4bb4Pbp6DFE5R91Z4FinoxXNgaMUNaPOh096uA0469fz8/7m0nmpMuKFU2Dp1a4UdH3Tv1EOjHW0TVudjzRIrOh1HY6nci74e7oTgy0DjpP0hdNw/Sps/QMOA0NPX2R3D+cp8Ibx0BA8Oo+8uxSXkByWI+RiZfGlgXseBHtGurYWtRoixAFhmE7uKJ6rlC14WWMySdFKGXQaRnLEeW9pGBnWRhoDg94v4Sa/CMIJAGInOE4egqhOeDCt3/tAjYDGEAegrhHz+YvXdqfeuI/c+KBAqOPHfkV9V7oJiQibUigRAzQli/nmI9U2pSqwJsGCTOhETs8CVvwLqGj5EtDEU3IXoUTkdAoLW+J6CQFhyYfhF+aXgREnNisM34uUu7zrZCoA3yc/CiBlkrZmD3e7nodCjFqFwJSbtF1I7xInWohLpmH7I/tkNsIig/1o3v7xdgO3Qx7MctQh4Zjc7ieLUbFgSyIFDch5AoFSwI1FbLJdZOgy2jRwwIRMwYARh+VA5VQiXaLpk2UW2jgaTS8urAyTXZNqPe6I/D64QCJ62N1o81G4rVnzT5Ob1UXGg/jHITaTJ2vF5ZRY0Ku9wejwWBEpsqVu0/uAUsCLSPA2hBIAsCtWUKtScEmv+pgF+WCzjqSIpJxwh4fz7w4xJg0vEUY1rzAhj10YoE8luloxxZbZkXZtv8mSDQg/UUb7sYjnL8L4otVww48rnTzs2q0F+6BEnIiTBNrBd2XvnECgVlCvB6nogBNkQ48o1s3cz2YqvyGjKkruiJ8K8qeVQSj04SYMdA8TJIxKkeItTRwiMeeDSQAjd6iJORSfw66FrhEGhF/duoVTarclxclktfrq1R8IMHeL57EkYqcodAoKdK3XigTsHUZIKbM/xQhBft61Ktb4lAINHuwgrXk7AhFYOkKw2n8qGl3DLAmn7J8DT+T6/PRInlyBpfJqOJESwqlJAh+iVtjCDQuy6G++spTksmuL31evUQaLEXmFWtYKwDuCJ9tj9ZvDgTNiElYu586VmAAnEttvlOwGnOoWFX0RFOUH4Cfm3DNzejnhJ8VSAiMzhsYedfJT+g/ntc6m1odgcBQQurwGblpQhpqFgQaE4jxdwmhktTCS5Pi4RAml1PcRL8Tdch/Qu75kjSr+eOgkDaWo4WkaGfekYQiMvtcFBQKByGAuHgQBMzEEjLHTEq/SKIvoIABHpqjoTycuDiCxT07OH/SGP1GoJ3PxAxfAhw4bnGEIjXW7yE4LMv/TBr/PECJh0WDoFKy4DZz0rIy2WYdWXr2PsUdL7zRR7KgL13RUam6O0QzUkXlEE7QZUe4qWj7p2hEIh6gMX/kMARY9+zFOSNZEjbPB9pW+ajuedR8B1wHpJ3/wT70rlo6TwGtSP98GTV4xKa96jMDKPursZGcQ6ShCyMSrkiAIFKlC9Qw1ahq3gscsiIMFNEu7Zm7Fal5ZLRBX0lf2RVKASqZr9it/KlKn/EZZD0JZYjS0v2TpgNw2zXqU3NOvKNINBu+l9U05WGMm+h+18zSrBVftMwmsCCQP4R5I78jFQB1fWxc20mvC4IkJ/l/1DHTLEgEOfZIpIcImobvXFNFksmVt841jOltv/lC6PRSRiv7kf29AosrXkpbhROe0MgL+qxQZ4DkTkxPudGLKp5QJXxHSpdo+b7i1baCoHWyo+rz7RpX1+HsoVO9JhIMcJnh62WoHKCB5m9bCoESl9og6NcQM0hHvz4CgHt+yvskz9DNhkGnkOJFwsCWRAo7qKNUsGCQG21nNUumgW4zF20PEWW1SwL/NktYEGgfRxhCwKZf0nlprZyAvknXHtCoAceEdHURDDzchlF3SX8uJjg/Y8ZRh9EceIJ0fNuWBDIPxYd5cjax60lZvM/CwRqpAzHl/PYBOCtXAH9HcFojvXyM/ChAQOlK2FHaoQ94kGge+so3m9huCqN4KI0wRQE0r7ETpUK0BvBSB7GmCoD50YVCoXDUdAqbWHkpNO+vuYJ1LlkHCFBbz2HQIvr5sBFK9BPvBBOkh9xXadWKiiRgW96O5Hh9nUIBPq2yo3zKxUMlIBX84IRElr0QlfhWOQIIxKKBBJs9VjZMgcOkokBurwv/CJ5xNcJFRRZAsHKfk71a2YzJZYTVAN98/NFdLORqBBIi666Ol3A+TwZkkEkUDkFJpUryPmffv9jOc/Bw+owQJyuOo71kUCfut9DV2kbauUpGJ8UlAnjx+1ICHTq9has9DBVmo1LtBkVLa/TmNQb4HYHx7aSLsNe+k3EV8uxIJAmkfe3DIJTkiMhkCYXN8JO8FxrhJXWJ/0L+zblTfC8Mr3FM5FKegS63lEQqIqtwh7lizD5sljzzQgCVdJfsJcuVKXzuISeVuJBIL5frFEeBgPFEVm3osUNFQI1NBI89KgIh4Ph9psVVWqQl4WLCBZ9J+KYoxgmHiuEycHp+7xipYD3FhD8eIoPXZsIxm/wR8nwoijA7j0EAgG6dQtGAd++5TmITMHef10E2GJHREVz0m1T3kIT24UicSrSWuU5O+reGQqBPPUEy+8RuQInBl2qILMvU6OAeDRQ9ehrIXYdjqSmXUj68k7IaV1Rcfg/VVusmyuifiuPBAJG3FGHrclPw07ScFDqrAAE2qa8jSa2E0XiGUgjvcJMHe3avGjCBvlpSCRFhcS8hEKgMvo9yuliFAqHoEA4JGLKxXNkrZYfAYOMwdIsSHDuEwTSrk8vZ6jf/4I5uzLUDxxCiwWBoDrAq9gv4Pf2nsIZSDGITA61WULrwoJAAdOZjfja3xDIx5qwXpmt9pOveYkkqztudhbFwsqHICIZQ3Q5t0LnQ3tDIC1yL03ojdGZZ2NJ7XNoZqXoI56LFNI56m2uLRDI5ZGxWnlQPabj7VtRs1pA32kKhm53QJAJyk5qQU6BQ4VAyUtFpGyTUD/ChyVfMbSkboRj2gdqTk+e25MXCwJZECjWc1isv8W7d4a2TVTa3MoJ1NZR+WO100cSGUUb/bGuyOqtZYG2W8CCQG23ndrSgkAWBGrLFGovCLR7L8Gzz4nIzGS4/moFKUkSuCTMMy8whErCGPXRgkB+qyT0wi4Q5Gc4UGYgOdWWedDWNn8WCDS7geL5ZqZGXzyZHZ7XRZOuGipdq0bf6Es8CMRzz/AcNAfZgWdyRVMQSPvC0ilko59waeCUtWwd+JegEo9ysc0AYf6k47wYQYoN8rPwog5dhKORKxwQqMsh0Dc194PCh6HSdeDSIvpyIE/WA6BkUAoq6z0dAoHqGj0Yvtufj+THTmLg29FS5TtUsCXoJB6OfDI2IQgEWw1WtTxnmGSdn2elj2F6FcUwOzC/KLldINDZlQo2y8AbeSIG2qNDoBtrKRa5GR7KEjA+yRgC8T4eWSajkRG8mvcqvKhQJf2SSUHE3FngfhVdpFI4cB4GSOFShR0Jga4vcYPnjOJRNzz6xqisk5+GjCYclHoNvO7gV8HF8jtoxHZ0F09CFhkYaBoLAs2opljhZXgqW8QYR7izmx+gigLHlyvIJMBXOok6/Qv7TuVj1LEN6CGehMyQ83cUBCpni1GmfI/O4pHII5Gyi3rbGUGgOrYRO5X5yEB/9JQmB5rEg0Ae1GCj/BzsyMKh2VehqcWnQqClywV88qmAoYMZzpgSjCiY966ItesJzjsLOGBE9EggrQNX7qRYavdDns5bBYz4JmQf4T/rpkZfWgqOokefV4C+vaN/GMKPF81Jt15+Fj7UYaA0Xb2ujrx3hkIgVxnw66P+/Xb41TLScupQ+PWNoIL9/9k7DzgpiuyP/zrMbM6R3SWHhSVLFgMiYEA9AwbOrCAiRsx6p+eZFQUTiphQOVAxKwYQFCRIkrzEJbM5pwndVf+rmu3ZnpmetCwn/u26z33u2Omqrn79KvT71nsPRWe/iuhIC6wiRdSCG/k1hefOAgQRu/4joWyTwD2B+txbj71JL3GoMiTuLjcEYqfp2ZzfQ74JViR6qESgfYHmbafN4XoI1OwxdS6ShV4+QzSYIYvpDdOfXOkGRAqpxwSBtLmghzwJViR49EXvCUQFBZudL7pkLN/ncd1fGQI5UIMS9TeU09/dMmEeDcyzIVAJa09pQiC3KE9UCHREXYoyupZ7QLaVXGHf2BSbmRKFH4ufbgpzegead1Ke2tHaEOiw+hPK6Xq+T8tLOB2/V3+GCnUb2klj+aEHf6UlEKjOUQ/mCcTCzZG37kTtfgG9b1SRuykSVKQovMQGbe2M2CYifrMF9V0UrNlOUMXg/I1zESO0RRdpPO+WCYFMCBRw8gzwY7C1U1/VhEAtlbJZz5SAKYG/igRMCHSMb9qEQCYEaokKtRYEWrxUxLLlIoYNJThnDOEQqKZGwGPPUMTHUdxzl//QFSYEcr25sD7YTQgUtrpHR0iwWiRU1XmG7mggFOeWENRR8DwtLF+LPnSHZmjzNkppHQgGgZiX0RnFBOzc+69tRLRLjvbI62L0IAqtxzb1NVjFGPQQXae8CVWQr77JDess7juL/64vRhBISzguIRI9pJshCS6IFR+rYnnVC35Pju5XKMaVErSVgZXdji8EurJYwVYnPLxKNM8HBq4YwAonHByRi7HFNgfRyERX2Tf3iJZf5rwYEa+2deU1CKUE8gSaWE7wu4PijRQRQyL95wS6vJRgr0Ixl3mbWfxDIK292akfQxSY18oViBPb+UCgRfbZSJcq0VmciFjRZRDXyvGEQC8X2fFilcrzFt0VbxwPboc6G+xk/4CYm6HY43m3KCXYok4HhcrzGViEGHd/A0Gg80tUMCb5aZqE9rIvBGKNnFqkopECyzJERDMXlKbi/cF+hCxFGVnLQ+mwkDpaOV4QaJc6B420GJ3YOxTaBVU1IwjEPJeYB1O0kI2ukiv0FyvBIFAV2YED5Ct+AnpA0uVuCPThPBG7dosYd7GKPr2aPXVee0NCcYmAu28FcnICQ6B36ghm1nrm+utLBNznZCZIAR8tEFHfAFx6EUVcnOu6g4cELF4qoEtngmuubBkEMpqPj9faqYdANQUCts5yeS8NfFhFYtVSJG75ELY2A1Bx0mRo64v1m/sg1xeh5NR/QYnPQcEXIopWidwTqM9kFQU5z0IULBgWe68bAgVaYwI92w71bdhpOXKlGxEppHh4AmkeU94eb/7Ghbdiur2T5EsRh44thkAqnNiqTOcHFvpYpvrov3c4TC3kk3fOrr8iBLKhFMXqag6ttRKBFNhRjlRhALIlVz5AfyWscWFCILcYT0QIxMKsbVdm8oM73eWJiGgC4BoE+qXkTTTSQvjLXckerrUh0C71A35Ptj/pkNAVO2p/wRHnMn5wh4Ehf6UlEKjKUcoPNEQgGfXTJsFeKWDozQQ56yKgJFCUjGmGQNIBAckrrbC3IVhX5UTx3lJETXkbUUhHN/k63i0TApkQKOhmzM8FJgRqqeTMeqYETAmYEvCVgAmBjlErTAhkQqCWqFBrQaBX35BRUgJcf42Kjh0oh0Dsg2PqgxQqAf7xgAKrrxMF77IJgVxvLqwPdhMCha3u/iDQB/UUL9UQdJeBD5tCkmkQqLCilhutmQcQ8wQyKsEgEKtzfbmKLQ7gpWQR49oEh0BaMnkGbXpJrvuWkNUoJMu4h0s36XoIWgynpk75gxS7lDloRDHPJcJyivAxF12GdTXvIFpow40G3oV5qzCvleGRAuZ3ij6unkDPVKqYV09xR7yIq5tCpGlhRhLFHmgvnh8WBFIsR7CtkZ36zEEXyTOfEnvO12op3q0juCVexH1ZrQOBplaoWGYH9/A5M9o/BDq5UAVDkCsyRUQ0vT9vIyjr47PVBJ80UMxI+RxxYgE6ShcjQeziAYFYqL5D9GXECDb0kn1P/x5PCPRVmQO3lylcP15KMoZAO9X3YKMl6BczAdSezFVMgxmRQhpyJc+8MP4gEAtpNrSIgB0jWJ0pQhYED2O3prvXlKnY7gQPB8fCwmnF+4O9lK7BUfVnpIoDkS2OdF93PCAQpSo2qy/we/SW7uLG/2DFCAJpycCtgmeYrGAQqDkk2CnISzyDQ6AGG8Hjz8ggKvDwfSoiIptBzmNPSlBVAc8/DsgW/xBopR24vcJ1sGN+2whAUTGB58UCelqYN6WIee/IYB7CE65T0a6d6x4WUca/ngbsdoo7b1OR7MktPURjZKRzohbbldchC7HoKTXn+zpea6ceAlXmi8h/z6XrQ59SkLbhJUSUbEFlvxvRmD3MDYHEZS8hsnA9KvtPQGPWUBxcJOLwYpF7AnW/XsWhrs/yNobHPcQhUKAQaOy6QM+2T/0UNXQvnx/ihS4e4yJfnQ0HrfSbyy6YIeuguhCVdCu0kJwtzQnUQIuwW30f/nJiec9/O1m4U1qKbtK1iBIy3DrxV4JALNwhC+XHQgSywg5xpAr9kSYNgl0owW7nfMQK7bjxPVAJa1yYEMgtyhMRAhWTlSgiv/Jxzsa7VjQI9FvJAjBP8XbSuUgy8Pxj17cmBHKtbdPZ8SS+tqUnxGJ/3WbsdXzpEXbNSD9bAoHK7AexR53LD0KU/uMagAgYOYUi+TcrbFkqKoY73J5AtJwi/cdIKLEUG2MdOPBrDaLvnQkWGjlPvpl3yYRAJgQKthfz93uwtVNfz/QEaqmUzXqmBEwJ/FUkYEKgY3zTJgQyIVBLVKg1IFBltYDpL0mIsFI8eJ8KUYQbAj31IuXJpydNUJGd5XlqWOuvCYFckgjrg92EQGGruxEEclJXfpgq4jLgayG6NAh0uKIM21X28RiLPLnZ6Ki/eSgQaFYdxexagvExAqZ1iAnqCcTa158OV2gj8tVZPNxHR2kc4oVOPs/vz0hXT4/wj2cBEvcGYt4XSuQebKv7DBpk8W5sTj3BKzUUf48V8Gy74wuBvqkjeLiKYGSkgOeagEId3Y+96sc8Zws7yR6OJ5BDPoB820c8twbLseFd7q8k+MlG8XSKhPFpEa3iCaTlrPlXooi//dfDiOWcK/YK1ajPRbQooxmcGEGgTxsonq4meCxpIXLkfLSTzkOymOcBgZbbCOLlaaAU6GfxDJ3Envl4QqAt1U6cX+hEjgx8ocvlpJf1bnUuGugR9I6+BqIjk//EjFjMmJUmDkSWDsCw3/xBoCIVYDmXWI6kH9JdctOHvdLu6Z03SPu79wd7M2DsjvbiBe4uHw8IpI29WDkNneEJvfxNYEYQiKHDrcoMACL6yve4qwaDQAXkU9QSFyTomNCTQ6DN2yjmzpc4mGGARiuVlQKmvyJxz93HHhK4hai2wenTTeYleHUZ4V5XDySImJgeAZtTRX69gknlBOUEaC8BFyyxYO8uEZeNI+iV5/L6YYdDvv0eWLIMQXMFGhnp6ulh7FH/4wOvj9faqYdARSsFFHwpsQhvOPmJemT+cDtAVRSNeQXUEuWGQOqGBYjb/RXqOp+Dmu6XoHCFiH1fuTyBul2hoqj3CyBQMCzuPjQ0AjW0APvUBYgVOqCzdJmPvAM92xGymOeHYWOJjSn9uNiksPwZ1C98DGbIKiTLUUJWIUM8GZniKS32BKqg23BI/RYJQi46SM2hDLUH9Z7/CtRPUEv3wTt/0F8BAlXTndzzhx3aYIUZrdOlQTzsmztkq2jHJsdLPOQXg/+BSljjwoRAblGeaBCIUJXvQ1U0oqt0DaIF13rKigaBNpb+xNfXdHEo2ojGXjitCYG0tU070MFCDBfWH8Z2+7swOuSh19OWQKBi+07sUz9DHOmCon9eBikaOPMK8LBvdd0U1PR1uiGQ006Q9VkUKCi25Nqx61MFMf98weMwlwmBTAgUcPIM8GOwtVNf1YRALZWyWc+UgCmBv4oETAh0jG/ahEAmBGqJCrUGBFq5SsT3i0T07UNxyYUuo5LmCTT7fYKt2wRcfKGKfn1MCNRqH+wmBApb3Y0g0GcNBE9VU7SVgM/SRLd3jQaBDlYUgoW1YiFYusuuXA/eJRQItMkB3FiuooMsYEVuaBCIeSAxjyB2yrKQLkMZWe8R09y7H4FOau9XP0c13Y1ksQ/aimejzrIWexuXengH6dv7dzXBVw0UDyaIuCU76rh6Ah1wUFxQoiJBAH5qyufSSEuwS33PfXo8HAhkk/dip+1TnxOz2vNdWUaw00kxN0PG8CRrq0Cgaf/1JJtfTzGVeTPFGUMgFi6OhXnrbQXeTXGFlWLFCAJtdgA3lKu4PX4R+kZsRo40BqliPw8INL++Dj0iZsJOYzDY4goZqC/HEwJV1jkw4LACZtpfmSnC6uWVxvrBIB6DeT2jxkN2tuVd261+iAZ61MfAy37zB4E0ufWyAO+luuRmBIHeriN4vZbiqhgBd+pC1Hl/sNfSgyhQ5/uMpeMBgbSwhjlR/ZDiHBPSnGUEgVjFTco0fupa7/UVDAIxrxnmPdNDvhlt4tM4BFrwBbB2vYjRZxKcOrw5JNuu3QI+nCfxHH633WQMgeoIBRs/R1RgbJSAxxJFJMVaOQRqtKsoUiluLic4rAIDV8hI3y7h3LMJhg5uhkB1dcC/nqKQZeDeu1VENqeL8pCPkZFOA3gJYnd00AG8sIzdYaydegh04HsJR5YKkCIpTp+8FsnrZ8KR3BVlw+7n/dbWF9ue1fw3W3ofVAy6HaUbBeyeJ3FPoE4XEpQNngEVNgyOnQq7TUYZ+R1HyCKkCH2RI53loyOBnq05bOYAZItnusdFRUMNtimvBAQFwQxZZXQjjqg/8rCjLPxoSz2BNG80DSZ5P6D3/HeIfI8KstntgaRd//8VArHQmBV0K0rUNXCgkj8u8/ZNl4YiUegOgWfRai7MkL/F+RocpA550i2wCLF+55WwxoUJgdxyPNEgUDndiMPqj4bezRoEyi/93R36s4N0oaFOtCYEKiVrcZQsRbLYF23Fs8AgUFVDI9bbpvEDR33ku/3qZUsg0BHbRhwi3yHe1huFj5+P6ExgxGkCogtkVPd38vw/+rUz8+soiDZgb187fn9bRMwTT3Fi1ke6l+/zTQhkQqCQNmQGFwVbO/VVTAjUUimb9UwJmBL4q0jAhEDH+KZNCGRCoJaoUGtAoHfmSNh/QMAVlxLk9Wg29rAPjs8Xqvj5FxGnnUow6gzjHACmJ5DrzYX1wR6GIaslehFqnbTESFTV2uFUjQGfvh1usKxo5Ceig5VwN87B2mO/e0MgQikuKCVgngbMmMmMmlrRINC+iv08lI2//DLs+lAgEAtpdWoxgY0Cm3Kj4awJnodmm/IqFDTwvDa7lfd517Qk3UbPG8hIpyWIZ/W6yxNQI63DUftGDoQYGPIuDFgxcMVy3IzNOL4QiOnOmUUqqinwTboExoGctI6ffJWFGPSUpoTlCVQv7cQe+5d+vZyGFbIsFcCybAvaxVlaBQIx+MAgxE2xAiYnSIaeQN/813XiX1UE50YJ+HdiYE+gRuLSl8tjlmFMNMtfczoypCEeEGhGbQnOiHoPdpqGwRZfL5PjCYFq6p34W6GCfQrF/DQRXeTmsaPpEju1W0P3oHvUOEQ4O0GlDmxVmTeLgF7SHe78VNr1/iDQwkYK5uUzOkrA001yM4JAzLuLeXmdEgHMSG6GbN4f7Cyfxg7lbViFJPSQJrpV/3hAoAPka1SRfPSMHwu5wX+ibP348weBdqhvwk6r+PhleRFYCQSBFGrDNvVlCJDRR54KbU594jkBtbUCbr1ZQXp68521wxxDBhFccbHo4wnE5sspFQRrHUBfCzArxRWaTw+BWGtVhGJKOYGyRkbuegl5w1RcMdo162uHQ954R0X+ThFnjyY4eZjxvsDISMdCZDGokCYMRpY0wt3547V26iHQno9FlKwXYU0ARo2djejDK1DTYxzqOp3N+6GtL7XFh5Hx80NQo5JRPPI5VO0SsP1tia977cYQ1J7+Kpyow6DY2+GwReIIWYIyss4nR5X2cIGerZruwX52Ol7ojE7SJW4IVFx/hEN0BhNy5RsMl8dghqwasgf7yGduD6WWQqD96heopru4N2OSkOfTF28IpHkLekOj/28QiHn3lZPfwYzpbJ3nOoS2yJSGIM7A01cTHNtX7yOfoMJZwD1dmcervxLWuDAhkFuMJxIEYntH5gXuRA06ihcjXuzi8bo1CFRQdsA15oVUvk80Kq0JgfarX4J5rml7SAaBahqd2Nj4muvggTQJLHypUWkJBDpgW4VC8jPiKgaj6IVRSMylOLWLjIhiEeWn2Hn+H/3ambo0AtYyEUUDHPh1loDoh6dDiG7k+0m2rzQhkAmB/E6cQX4Itnbqq4f7LcvWWbOYEjAlYErgryQBEwId49s2IZAJgVqiQscKgWx2AU89K0H8r+H24fsUWJpSHmjGnl9/U/DJZxKHQwwSGRUTArmkEtYHuwmBwlZ3bwi0qJHiwSqCVJHBB5dBUysaBCqo3I09yjx3WDKjm4YCgVi9eysJltoopmVFYARVgvZfM/pGC1nceyJJ6Il20li/9YIZ6dhJUnailBmYZImgUtmPLtJ47hHhXUYVsxB5FN+li+iVevwh0N0VBL/YKZ5JEjEq0vUe9OHwwvEEqpO2Y6/9GyQLvdFWOsfj0cpVirNKCFjqoVU5FsTHtA4EmltHMb2W4O8xAu5NNIZAGiiaGCdiUmyzrhl5ArFOn1+iYkDkalwUvQIZwjC0kU/1gECPVB/EJTHzQWg79Lf45oY43hDojlKF67P+nemFfUD9mic0z426EJHObjx3CcthEoMcdJF9czX5g0Cap5q1RAAAIABJREFUh881MQJub/LwMYJAexWKy0sJ2srA57oQdd4f7FpoNe88X8cDAuUrb8KBKgxPmYS6amODmPfY8weB9ij/QT0Oo4s8HjFwjdlAEKgeh/jcxQzLXeXxHALt3ufEjNdExMVR3HtXcyg41tZX34hYt0HE2HMIRp3mC4Fm1BB8WE/BIhn+J01EgujSYW8IxP7GIOYDKwQkLJVR2I1g0kUqBkYIbgj0+zYF773vCj13950qizznU4yMdIfVH1BONyFHHI0Usb+7zvFaO/UQKP89CZX5AqIzCc7qeTskZx1KRjwBJcYVmkm/vrRZOAkCVVF41muoLYrA5ldk7gmUdTpB49lvwEGrcFLMZKj2OB7iiMFSdno/QejmI4dAz9ZIS7FLfdcNe7RxcbhuB/aRT/2GxGQ3CWbIaqTF2KXOcXvBBltfvNdOLRwmA64MvHaTrkGULoyVdr33/FdGN+GI+oPba1W77v8LBFJQz71+2FpM+HEEIEHoinRpGD9sEqwwQ36puAwHG1dxEMqAqL8S1rgwIZBbjCcSBKoiO7iHjxVJ6C5N8MkFqUGgI2Usf+WLAb1wWhMCaV6m2sEkDQLl2+ZzD+BAgLIlEKjAtgQl5DfEHh6B4tdPRvogiuExFkh1AkrOtkGJox4QKHGNFdEHJFQOcOCnWUDUXW9ATK10H6IwIZAJgYLNtf5+D7Z26uuZEKilUjbrmRIwJfBXkYAJgY7xTZsQyIRALVGhY4VAGzcJ+OxLCV27Ulw9vtmopEGgHXudeP1NGelpwK2TjQ3fJgRyvbmwPthNCBS2untDoMtLVexVgPsSRFwW7WmF1CDQ7opt3HAdL3RFR+kiw3uGCoEWNFA8U01wQYKMR6KD+0PtUt9BIy1z3zNPngwL4vw+dzAjHTttvN05C1RozvPBwkRZEe/RZj35b7ijYgImkmWZEsL5YPdnyDfqtN6L7N06gtdqKa6MEXBXk6F/q/IyD5vUS74dyTFx3NuswRYcntVKm1Fg/x4pQn/kSKM9br3RQTGhnPDk9fMyWw8CfdlA8Hg1xXlRAh5PNoZA/6gk+N5GfbzO/EGguypUREi/Y3zMEqQIA9BWPtMDAt1WuQMT4r5CJO2GXItv+JfjDYFmVKp4p47g5lgBE+I8QxYxoR9Sv0cF3YyukWMRrfTEYfUnlNP1yJROQYZwso9K+NOdJ6spPm8guD9BxKVN49QIAqmUYliR66DBqkwRUhNZMPpg3+yczsdBb/kud66N1oZATHeZDgtUxtmZDyPUPZo/CLRf+RLV2In20vlIFHrw5wwEgcroehxRf0KqcBKypVEcAn39g4LvFwmG+Xg0j97rrlbRN0/y8AT6sZHgoSoKFrltTqqILpbm+dIIArG+5e8WMG+ehNJsgg3nOrkX1/lJFp6cvLreiZdnSigrE/D3ywm65/oeEDEy0vnLF3O81k49BNrymoTagwLa5e7C4IynoESlomTkM2491q8vaSuehKVqHw8VV4tuWP+sxHN3ZQ6hUC6cDRstQ//om0AcidipvsP/3U26DlGCzjWrqeVAz0ao4mH41cbFvrq1OExYKDdX+E+jEsyQxdYL5o2qeZIFW1+0e2hrJ4NAlBJsVl9oyk00FaIg+3TFe/7TPJC8c7r92SEQC/VWrK5CBc0HwPbKEpKFPGRIQ7mBP9TCxk+jJR/b675CktAL7aRz/VYNa1yYEMgtxxMJAu1U3oENZfw9s/ftXTQIVFjeCHf4Tz9eOK0FgRTagG3qqx45djQIVGBjoP53ZIlnIk0cYKib4ewpk+KssNlV7LItRAXZhOgd56D0g/7IGUUwpMoKAQKOjmvkod70a2fcNhlx2y2o665gyZcE4lVzIOUcRVfpKrCDVSYEMiFQqHOu93XB1k799SYEaqmUW6fe3gNH8fDTs/HkgxPRuX1W6zR6HFr5s/TzODy62aQpAZgQ6BiVIFQDQzi30Qz57IM9WAlnQxWsLf3v+g/KYPVC/Uhl7bDE3SykjUMx9k4Jdi9/v7fUCBrsfuGchA/Wlv73Y4VA8z4Wkb9DxPljVQwa0GzY1nSnosaJx56U+UnfRx9WIPraCmFCINcbCeuD3YRA4ag5v1ZvpFtpp7i9goBFl2LeLhavo+javLOjYj0Oqt8GNLaECoFYvozzSggY4/gpvTn/kL8H2Us+RB05yn/2Dn9kVCeU+a+YrEARWdFUXUBf+V6fprR8ND1k4IO0/w0EWudw5RLpawXebsqXk6+8BQcqkCvfiIyYzJAhUJW4HgccPyFVHIRs8QyP59NCsp0dKeC5NLnVPIGW2CjuqyQYESlgeooxBLquTMVWp+v52HNqxR8EmllLsUvZhOvjfkSS2BvtpXPcEIh5aT1e8zuuiV2MFKEfzxnkXY43BPq8VsWjVQRMlk8k+U7sR8lPKCXr0TFiNOLV/jwEG/MI6CL9nec28C7+1s5bKwhW2ymmJ4k4tclLzAgCsfYuKlVxSIFHiDqjD3Z3aDVpAiIEV2i11oZANWQv98aIFrJxevqEY4ZAR8hilJENyBJHIk0cyPscCAI151Y5CyliXw6BnntZxYGDwNV/V9G1iyeIfvYFGfX1wN13qchJb4ZAO5wU15e5fBamJYlcx/XFHwQqLAI/AIIUioUXO3iVf6fIGJ8kcwi0br2Ar76V0LEDxfXXeHolsWuN9pQ7lLfAQlt2k67n+cK0crzWTj0E+n2ahMZSAYMGfYT2Ud+hruMY1ORd5u6Dfn1J3DwH0YeWo7rXVajJHIHfHnF5AqX0IRCveA8NKELfmOsBexo2Ky+A5YXpLRlDkmDPtk19DQqt5/lhkqISuR7vqluKYrISGeJwZIrDDZeYUAxZm5TnOcBheajapiSGpMP6PbudVmCH+hY/vMAOMRgV7/lP80DyTi7/Z4VAB6sPoFhdyb29WJFgRbLQF+nSYMiI8bf8+/07M+RLURVYUzUbUUIGuknX+r02mO7oKzLHvvQkV8jeUAoz5JdV26GS4AdaQtmbaPdk32ZsfnCG8G3mb+0Mpf+BrjlRIND+6p0oUD/mepInTYYg+K6zegik5eHrKI1DvEFIwdaCQCy8IwvzGCt0QGfJNQdqEOiIneUK+snwEI4m85ZAoPzGBTyvZcRvl6Diq1x0P5+gV2EESBRF0Xk23rQeAkUdlJD0mxWNOSp+Wa/COfJjyN32uvMRhmOziIqQEGmRwHIhBirH61s2HDsI61+o4+JEmFP1uuNwBrfHxEdbwELT1jUGPxAWjj0mnDkjlLVTa8+EQOFI1nVtZXUtJj8wHXdPugyD+nXnf1u7cQdemPUxXn/mLiQluA5DvjjrY3Rom4mLzz3N703ChSvsPtfd2Xy4hzU89syheOzeGxAVqftwC/+xAtYIt5+tfPsWNffZwmVYvX77cZdNizpnVvpTScCEQMf4ukwIZHoCtUSFjgUCqSrw1LMynArwwD0qonXeDXqA+OJLEqqqBdwxRUVKiu8H4/HaOMdFyT55DfzJKFRDPqsfHSnDKgmoCgGOhvPRFdYHuwmBwlZ3vZHupnKCDQ6KW+NEXKcLzaU1qn10ba9YzRPypoonIVscZXjPcHTnwhKVJ03/IFVCj6bQif4eZB/5CDXkAD9tyQwAkuAng3pTA6EYWlheFmYAZ6e8I4VE5Eo3+dz+20bg0SoVZ0cCTyT9byAQ+4Q/pVAF22KvbOPK57JH/Q/q6WF0lsYjO7ZTyBCoQlyNQ45lyBCHIVM81eP5Xq8heLue4qY4EbcmSq0GgVielMnlKgZYgbfSZMOcQKOKVFRR4McMCck6W46/D/ZFNopP63dgcsLXPExUR/lCNwTa6GTeMStxccwKpIsno414is97PB4QqLFRwPsfShg8kELKVXFDtQoNFnp3QEsI3z7idMQovbBdfY173bB8QEbGLH8f7JeUKDigCvgoTULnJkcCfxCIeU8ttwPPJYkY2QQrjD7Y9boV2xQOsbUhEIOtDLqmigMxKG1sSAZ0JkN/nkDFZDWKyDIPIBwIAu1S5qARxegqXY1ooQ2iLRG4558qLDLw0P0KpOa0SbA7gCefkWG1UPzjQRXa2rm/zom/l6ooJ+DzJJsvvYs/CFRXBzz3ooyoKCD5Zgdm17nW/kfTLThfIlAU4NlpEuwOAbdNVpDWzHT4dUZGumYPrjv5vKiV47V26iHQ2iclOGsEjD31QUQJhSgbei8cKbnuPujXl5h9i5GwfT7q241Ade+rsPJ+l+ImdKGwXv8hGnAIfWKuhmqPxzblNUiIQS95iuFSEOzZdqsf8nChXeQrkRHZnkOgbbVfooJuRVvpbCQLvjnf2I1CMWTlK7PBPFhy5QnolJIdkg7rDZZaCMg4oQM6NRmLvR/Se/7TPJBERKC3fIf78hPBYBkqHGCddkiFOGz7GbXCIf4M7B1nSIM5AGIgqKWF7SmT4yKwqOzfvIm+8n1+mwqmO/qKJgRqlkao7znKKiEyQkJlbWA4wN+/KBjuC4xenranXFP5PuroAWRLI5EquMC/d9FDIO2gQLZ0JlIFXy+ccL5H2H387SlZbp4SsoZ79DLPXlY0CFTuKODgKlZoj87S5YZ9bgkE2tzgmjel769CzfJ2GHQZ0L7AAkcqQdkZrhyb+rXTWi4idUkEnEkUywsdqM/7GnLfbW5PWhMCmZ5ALZ2DQ1k7tbZNCNQyKXsDHvbvhUt+w6zn7uYePUagyOhO4cIVf7BpzcYdHgCqZU/lv1a4/Wzt+7ekPRMCtURqZh3DfQxl2Q/N0mIJmBDIhEAtUZ5jgUC7dov4cJ6InGyKm270PMmrh0DvzxWxZ6+Iq8YTdOvqe9LHhECuNxfWB7sJgcJWd81I92ulA8wrI1qgWJhhQazgu/RoH+xbypfxZLTpwlC0kYxPG4UDgZ6tJvikgWJKnIjrDeCT/qGqhE08cXQCevk1AOivDwUCsesr6CZUYgOSpb5IIif5yPG1GoJ36ylujhMxIVb4n4SDY524slTFTsXlfcTAwj71C9TQXTxXRrvYniFDoDJhBY44V/D3xd6bvjxcSfCDjeLxRAl/ixNbDQLlK8DVpSpyZWB+hi8EaqDAaUUunVuW6RkSyR8E2vffg47/qi7A1IQFYEbUzvJlbgj0ZSPFLudPGBO9gYf6YiG/vMvxgEDb80XM/8QFAlj+t93dFBT3pPihu29Sl1LyG46SX5BjPRmSmowD6jfuBPZGg9cfBBpeqIKZeFhoQi1qoz8I9FKNig/qgSnxIq5niZ/8GLsPqF+hiu5Ae+kCJAquk4atDYEKlAWoRQG/R15q/5AM6Kwf/iBQJd3GvRIThTy0l87jfQ4EgTY7XwQVFPSxTOUh6Qr2WPHefwhyuxFceYXnOnzokIDZ70rIakNx88RmCDTukA1bHMDJEcDLyTpqpHuB/iAQu+SRf7t0/d+PKPi0gWJmLcHHORFIYSdHAPy4WMSvK0UMOInib+d57iG8jXQKGrFNeQUSInmISH0JZ+3Mf1eEo0xE9hgVqX0Df3boIdCaR2VYaSnOHXIviByJojEvA7qT+XoIZC3PR+rqF+BI7oKyYQ9gzb8lKPUCYtoAcbf9B7V0P3pF/x02B8ByPUUjG13lKw3XtN1zJVTtFdD5EoLknr77p4Pq16ik+VwncqL6cD3eWDuX36OTfCni0NGw3VAMWXvU+ainB9FJuhy5qd1D0mG9sbuErEUhWcrDWeZIZxr2w2j+0/LBabrLKv7ZINCW4vdBUoqAmiRkxw9Gqtw37D2LUQUNAi0re5V7xXWXJyLCTzi5cMaFCYGapX0iQCBYK7Cm+k0wGNrLMoXP4UZFD4GYpygDQUahcFnd1oJAu5V5HMjo5xcNAtU5q5CvvAEL4pEn32zY55ZAoI0Nb8KGctAPb0JDfipOGw+k77agob2KqsEOxOxfgvi938CW0R+Vva6GaAMyv44CkSlWSQ6UJy+CZeh6937JhEAnxpzKFETTHdMTyGXHMgvAAMP+Q0WYOukyNNoceH3OF4iNiUJqcgL3/GHQ5PmZ8/H0QxO5Z5Deg6d3j05uYKPBlbzcjvjoyyVctDeOP5e3a1SMIBC7jkEoVrR6GoTakl/A//7ejAe415L3dazvjz7/DoYOyOP99lfPCAKxtt6et9Cnzxp8iY2Ndj+Tdn+t/cH9urvrMk+may47C3c+8ioKi8t9PJv89Un7+3mjhuG9j7/3qHu0uAyT7nuB/40VvcxN/TUlEK4ETE+gcCXmdb0JgUwI1BIVOhYI9MXXIjb8LmLMKIpTTvYPgb77QcSq30ScPYbg5KEmBPL3nsL6YDchUNjqrhnpbjxowy926vdkO2tYM2RtLF+EErIKbcTTkC56AgWtA+FAoJ/tFPdUEAy0Am80hT3z9yAWSQAzQpZWu045BiuhQqBgH133VhIstVE8lSRiTOT/DgI9VU3wWQN152hyJ4GXxqBT7KCQIVCJ8DMKnWuQJZ6BNHGQh9iuLlOR7wTeTZEwILr1INARFfhbiYosEfi2jS8E2qEAV5Wq6CoD89I8jemBQndcXnYQDyXOR6TQBt3lq90QaEaNikhxIYZF5qOddB6ShDwf9TgeEOjrb0WsXS8iIZ6iuqYZ/GS1JzhtMJDXo3l+13LStLEMgk1pRCXd6hHKzLvDRhCokgKji1TEixRLMpqNYP4gEINjj1cRnBMFDvpYMTJ2a6Hq9DrS2hBoizIDBA70kCahQ2pmSAZ01l9/EKiGFmCfusAjBI8/CMSMZTuVtxGBZJ4Im5Uvv7Jg/UaKC88nOKm/5zq8YaOAL76S0Lc3xSUXuSDQg6VOfFZL0F6imJNmDMtZu4Eg0LQZEmpqBEy9Q0ViAgWJkJEku3ICsVJdA7w4Q4IoAfdOVRGts394G+lYCLXdyvuIQga6yZ4hsEJdO511AtY+7tKLpJ4EPa4JHH5GD4FWPSyhS8YP6Nt5PhqzhqKyv0uuWtFDIMFZjzY/3gEiWVF09kxooeQiEimS7/uEhwbLi7oMdY56H7Cnb1O1C/jtEVd/U3oT5F7l299CdTlK6CpkSqeic9SpHAKtrXmDG0y1pO1Ga0coEIiB2yq6HW2lc9ErdVBIOqyHQIfU71BBt/BwlSxspVExmv/ylVlwoBo95JtgRSKv9meCQFo+MOqwoOGxexHXniLvRgIp4tjPOmoQaE3ZRzxHWAfpb0gQmj3S9DIOdVywOiYEapbciQCB9qtfocSxPeABJD4uWPivlCiwnEC19AAK1I/8euG0FgTSPDJZmEiJZ4rzNOQbQVy9XrYEAq1reIl7sNun3wmlLBpjrhAQv0dGbZ4TtT2dSF/yEOTGUg7mC895DVSwoM2nkRCIgN/T7DjoWA7ryBXunIQmBDox5lRv3TFcJHR/NMPBBZNQC39fvwc46jLo/0/LgK5Alisks77oIU9FVS3mfrYYI4b1xbpNOzmIYbDmk69/5qHItu4owINPz3Z7CekBEmuHwYpbrv2bB4TRh5rT39cfBNL/nV3PwtVddv4IHyDF+qqHU/rnCFZPn7tI72XD6jGQlJmezJ+d/fbP595xgyejvjEIxK7VQE67rHQuK5vd7hFqT/vd6Fm0/mp1tX5oQMv0BPqfjpT/1zczIdAxvl4TApkQqCUq1FIIxPz2nmEx8hsF3DpZQbpXKBe9J9Ca9SK++VbESf2ZAco39r/pCeR6c2F9sJsQKGx1Z0a6o1TAqAN2MHMyywWUJPl6MLCGNUPWhvJveB6ObHE0UsX+hvcMBwLZKMUpRQTMrLc8U4TVKxeR/gZ/FAS6vJRgr0LxYaqI7pb/HQT6uoHisWqCcyIFPJ4kopD8ihKykue06BY3ImQIVITFKFY2IEccjRSvd3Z6kYp6CizOEJFubb1wcFUEGFWsIk4AlmX5QqDFNooHKgnOiBTwvFf+nEAQ6LaKEkyIfw8CTUVf6w1uCHRHJcHgiAXoZd2PTtKlYEnUvcvxgEAzXpVQUSHg5gkUUdEET/4CWPJFWByucRQXRzFoADDwJAJHzGYwI3CGpR/Knbu4ASeQUdoIArEcSsxrL9ciYG5qcygyfxBoo4NiQjnxCFFnZOwuIb+hkPziEVqtNSGQnVZihzrbnTg7HEDrDwI10hLsUt9DpJDK5ciKPwhURfJxgHyNBLE7OogXgBAWek1Gow144F4GWzyN0ZpHzsgzCEacSvCFQ8AT5QqYMxWTe45sPE+yPgSCQLPeknDkqICJ16to25bCKM/k/I9FbN8hYvSZBKcOb4Yc3ka6KrITB8iXSBC6ooN0kYe6h7p2Hl0mYv+3Lj0SIymGPua7H9E3rIdALKTb6X2eRlriTlT2n4TGLE/ArIdArI3MxVMh2mtQPPJZbHw3DbUHREhRAjIf+RRVZAdyIy9CpaPYPcex/D3epXq3iG1vNev9kMdUSJGe766CbAbL/8SSxufFXMAh0K81z4JCQU/5dsiINFy3QoFAbIywscLm4P5po8KGQFqoOuZJFCe0N+yH0fy3R52LenqEhwLVwjX+mSBQUekOFCd9BbK/I5xzr4DSICAmi6LnBAI55thAkAaBtlT8xPP7+QsHGvae0swJ5NbPPxoCQarFJvvrECDyXF+yEO13v6uHQA5ajXx1lt8cXK0BgRppEXap77PMVujRdMCAdU7vzbFTfRc2WsrzVbG8Vd6lJRBodcPTvJn6hx/k6GvsxSJY3p/KwQ6QqI1IWfuS+zblg+6APb030hZFwlIlYHc7O7YXr4P13MVIFQcgWzzTMNyoPyGbOYFckjkee0pv3fGr6E0/mBAomIRa+Pvs74F1u1tY+RiqTTwbGNjVpwEGJx58ajbuveUKVFTW4NDREpwxvD+efnkuHrz9Srw7/zt3PiBv7xtvgKSHK+xG3tfrb+4PAunb3LPviEd+Is3b59LzR6BX904c2LD/zzyD9EDKu219veSkeGj9zMpI9fAeYv3T11264nePXDz60HhdOmZ7QB5vTyTvfwfqk3dbmuy0PEwmBDoGvTerekjAhEDHqBAmBDIhUEtUqKUQSAsfk5hIMfV2X0OK3thTsF/Ae+9LaNeWYsL1JgTy955CNWSx+uEaLFuiG6HUSUuMRFWtnRvogxVusKxoZPmxg5Zw4ygHbZDlcoqQ8GCFii9rVFwSLeDBBN/8Flo7GgRaW/YZ92BoK41FstDT8DbhQCBmyLqxkmJjI8ErySKGRfg3rv5REGhYocqTwK9sglThfLCHk4jVW3f2KxTjSglyZOCLNInDNy20Sc/4c0OGQIXC9yhxbkZb8Wwki835MKoIxahiwg3bv2RKIeXE0L/wQIZ8lqh2cBHhp3I3ZPtCoPfqCF6tpbg6RsAd8Z56FwgCPVNThXOi34RK4zDAOtkNgS4sVXF97IfoYGE5X65BtJDpo5ut/cHO8rqx/G5WK/DoQwQqIXi6muDzGorrj8jAZhGFRS59FkWgc24V2gz4Fh062FFPiiAjGj3lW/0OVSPdWdRI8WAVwYhIAdN08MwfBGogFKcVE7B0W6uacksZGbtZvpRD6kLuQcU8qVoypwZKjF5Jt+Og+g3ihc7oKF3iN7eCkTD8QSCF1mObyvLHRKGXfBuv6g8CFZJlKCGreU4slhtr334B774vIbsNMGmib0LlufNF7Nwl4vJLCZydVbCcaWyefi1ZxOAAcxTrQyAIpG+3Zw9iCIG0vsXHUUy9U+UeCax4Q6BSugZH1Z+RJg5AlugZWizUtfP3FyU0FjfPuX3vULlx3l/RIFC9TcWahx248OQp/Og9CwVHLZ5hW7whUMpvLyKibDvKB96GzYv6o3yLyL1Zcp78iufr6RZ1Pkpse1BFmTffWCQZrC+Hl0g4+ENzf7teRpA2wNMbqI4exF51PmKEHPSLuQZEcGBV7TQIkNFHnur32UKBQO45WOyLwWkXhg2BtijTQeBEnnwLLIg17IvR/LeffIVqssPDy/HPBIF2FX6HxrQtiNp+JtrnDMTWN0XYKwVEplL0uonAmhDKLsj41WkQaHflFuxXP0e80AUdpYsNLw51XPD5z4RAbhn+0RCokC5Cifo7UoS+yJHOCri91UMgduFm5QVQqOgtTYUoeIaQaw0IxEIUHyaLOHRuJ53r7pseAu1Xv0A13YX24gVIFF3hVvUlnD1lUpwV9bZ6rG2cDpFGovYfUxGRRHH2IBmWCpHnA4oteBGRpVtBo1MgNJSjrsNo1PS8HMkrrYg8IuFoZyd+27UZkeO+4fMsm29NTyDTEyjgwArwYyhrp1Y93G/ZPywc3AnmCcTkp+UFYmHhTh3ShwOW51+fj4vPPRXvf/yDG7Tow6ZpctfCkzHPHG8IpAcz3q85FE8gBoGuu/MZHw3RQrJp7U++9kIPIKQPWaevzOoZQSANJLFr9RDKGwLpYVJLIJC/ZzEhUEtnCLNeuBIwIVC4EvO63oRAJgRqiQq1FAJpJ4dZeDcW5s276CFQbS3w/HSWdBr4x4O+BijTE8glvbA+2E1PoLDVvU4SceZhJ5i2fpUmok2A0+0aBFpdNr8pL83FSBC6GN4zXAg0xynh5VKHIRDQ3+CPgEBaWLN0EViY4QpDFM4H+7FAIHYvvacOhJ1guVsSkIu+CeNChkCH6TcoV7e7EwBrMt3sAG4oV91eIuF8yLE2gnlzsJw/LPcP8wTqmBiB4kqb+3U+WU3xeQPh4JEBSH0JBIHmNtjRy/oSFGrFQOudHAIdKG/AyUUEzybPRqpUw+Pus/j73qW1IdCG3wV88bWEnj0EXD1ehUMhmFdP8UINwbhoAQ8kiDh8WMBv6wRs3SpCbVoW4lPL0GnABvTpY0eXqHP8jlsj3fmgnuKlGoLxMQLu1sEzfxCINc5AHwN+36RLyJSMw8GxZNt7edicdugsXcH7FC5YDwSBjqg/gYXDYyG6MoRhQXVHLxR/EIhdo4XZ0ZLB+4NABeoC1NICdJLGIU7ohB8WiVixSsSZIyhOP833IMZLr0oorxBw+SQnbqMENRTnDNBmAAAgAElEQVS4J0XGFdbgxupAEOirb0WsWy9i7NkEQwYbQyD2XC/PlFBWJuCycQS98lyK422k05KeZ4kjkSZ6JkkPZe1sKBKwcbrEPWmy+4k4uJqiw1iCrNP8h4TTIFBNhYqi19dicI9ZsKfmoXyIL1zxhkDx2z9C7L5FqOl+MTZtPg/Fq13wt+3jC1EhbkTnyHNQaN+IBlqIrtJViBayfMbG9ndEVO0UkdgBqNoPJHYlyJvg2V8narCd5+CIxeDY22GjZVhf/6bPSX3vxkOZ/6rp7ibQ0AnD068OCwIdqSjn0FKEBb3lu/yOe6P57whZgjKyDm3E05EuDuF1/0wQaFPdq0BkA9runYjk3CQ4awVsnS1yAGmJp+g1kSIqPXAoQn8C0yDQocoi7FDfhFVIRA/pJsPLQxkXWkUTAjWL8I+EQAptwHZ1JigIDyVqFRL8jh0+LnTh4Ni/d6nvotGPF05rQCCWl47lp/MO8aiHQEVkOYrJKmSKpyBDPNmn/+HsKRkEqmosw0bbG7Aoiah69BbEd6AYlW2FaAfKRh1B6sr7QEUryOl3Qlr6HJyxbVB6+uOI32RB7C4ZFZ0U/LJ5JyKvXoA4sTM6iZeYEOgEmVOZcpg5gZqHyB8GgQLOMn/MjwymbN25H7HRkbj+inN47h/2t7KKajAQwzyC2N80WMRy7ngXf7l22HVGeYFCyQmkD0UXFWk1vCcLCcdyD323dA3unXwF2HWB6un7+b/2BNLC6nk/i97DiHk1saKXtekJ9MeMi/+PdzUh0DG+VRMCBTfS6UWcmhCBmnonN2S1ZjlWI6i/vjCDCPO2aLD5QpRj6X9LIdDLr0koKxdww7UqOrT3NRR5h3154mkZDifwwD0Kor0iG5gQyPUGw/pgNyFQ2Gr/Qh0wr1Z1hxsL1IAGgVaWvY86lmA7QDibcCHQHqsVl+9v5KHWWMg1f+WPgEAr7RS385xFAt5IcfUtnA/2Y53/bqsgWGWnmJ4kol/Ewab49m1xUvw1Ic9/B+nnqFR385BRLHSUVhY2UjxSRTA6SsDTiWKregKxe4wtUVGsAt9myuiT7AmBbi4nWOeg3LNiiJdnRSAItNJOECNNAwu/2d96H4dAy0sacEUpwetpL8MKJ3pLd0EUmO+LZ2ltCPTJpxK2bBMw7gIRAwcqfO1k74q9M72+sF6wMKErN1Rj7ToRDdWunB4Wi4p+fQQMGUyRnua7ZhjpznPVBB83UNwVJ+LK2GZ4FggCsXBwLCycJmsjYzczlO9U30EEUtBdvpH3rzUhkBYGq6M0DvFCp1aDQNuVmXCizg3+/EGg5usm89BAr8yUUFomYMokgowMzz0PCxX32JMSVIli1wQnClTgnBgRMzKtqG1w5e4JVAJBoJ9/EbHkv/897RSCUSP9Q6D1GwR8+Y2Edu0oJlznglTeEGif+ilq6F50kC5EgtDNo0uhrJ37vxVwdJmEzKEEbXvJWPsWQVIuRY8b/IeE0yBQ8R6CmMVvICd9LarzxqO+o6cnEuuMNwSKPvQrEje/h8asIdhUPAmHl7rm05x/LUKlZS06RY7GAduvUNGIntIUyEKMj5hZPiCWF+i0B0Use9r13gb9U4Ul1nP8bFKe/2/UeIqTYx5ADT2ArQ3z/OYF0W4SCgRy52ES0jAi/ZawINDeit3Yq85DNDLRVb7GrwoZzX+lZC2OkqXu0E2s8p8FAmlzC62LxmBxKhzxDv7sSiOw/S0JdYcFyNEUeRNUxGYHG12+v2sQqKTKhs3KNA4Lekl3QhJ8jVGhjAvtDiYEapb1HwmBNICSbs1DG+LyUg1UvCFQIC+c1oBA+epsOGilT6g3vSGfec8f9PK01T9DOHtKBoFKGw9hm20OLI1ZqHriOqT1pTjdYgUVKRpy30bMgaWo7zAS1pOvg/zRRAiqHUWjpyPycBIS11vQ0F7FD+v3I3Lih4hGNrrKV5oQ6ASZU5lemBCoeXSYEKhZFlo+n5N6deX5bDSQwjxXxp451ONv+pxArIW5ny3CuWcOhbcnkBEU0s9NRhCIgY81G3fg9Wfu4tDJO48Oq8/q8f2ZDpbs3HsIZ40YxPMGsRKont4TqHP7LA67Pv76Z37PyIgIn5xAq9dvdz+/HsZ45/wJFg4uUJ+CeQL5A2bB1izzd1MC3hIwIVAQndAmw8Li5sRtmrsjm5RMCGRCoJZMKy2BQJXVAqa/JCEqiuKBe1T+ce5dvCHQm29JOHxUwI3XqWjfztOAYUIgl/TC+mA3IVBY6l6pUpxbwgLTAPNTRXSx+A/DxhrWINCvZbNdJ7Xla7gxy6iEC4GSEiKRm1/P+7I0Q0ScFv/Iq/E/AgJpnh36cHnhfLAfKwSaVUcxu5bg+lgRN8SW8VOtkUjF4IRJIUOgA3QBqlTmBeGZK0ff9pQ4odUhEAMzexSK+ekShqdGengCnVeiokgFvkyXkO1ysHKXQBComAAH1BcRISjoI9+JrOQEfHC0AQ9XOvFm2gyeM6CPfI+hXrY2BHrqOQk2m4CH7xYRl+CCQOyZ2LOlicB3TZ5jWmca6FHsUuaiaG8X7F13EooLOrv7ydaAIYMI8rpTiE3yMNKdOytU/GoHnksSMTIyNAj0RDXFFw0E98aLuDzG+D0raMQ25RWe1Jolt2altSAQpSo2q9MBbpy9A5IQ0WoQaJcyB40oRhfpasQIbQzDwSnUhm3qy+5nq6wSMP1lCTExwD/vJz4HXxgcYpBoy1gHDmVR5MrAgrZWWEXxmCGQBnf69aW4+G+qYTg4JntFAZ5nodpsAibfpKBNpi8EYvmQWF4ko/CHwdZOSoC1T0hQ6gX0mUKQ09GChfeoEK0UQ/6lQvAak5qiahDo4G8K8g5OgSw5UHTmNJBIF9jUF28IZKnej7Rfn4ASl42NwuPY/43IOA1y/rEEldGrkW0dhiOOVRCojD4WX88iW7mADc9JsMRQnPW8hF9nqKjaJaDD+QRZp3iCPM0we1L0TaglR7Db9q1PuCbv/oYCgZy0jnslSIjEmIz7Q/rO0NbO7eWrcZj86A6/5G/BNpr/3DmthG4c+rHyZ4FAxbZ1KJKXQNnYC2POuBDltS4IxIrqBPLfEVFTIEK0uEBQfAd/kjH+ux4C7VY/4PuTLtJViDHwJAs2LvR3MCFQszT+KAhEqBPb1Fd5CMWB8TfC2ZASVDm8IVCzF85weOcZO1YIpFI7tqov8VCT7PCJoPv40xvy6+lR7FEZcDEGwOHsKRkEKmrYhR32j2Gt6IzKFy5Hl+EU/exWKHEqJDoBAnGgZOTTSMrMAVk6AxGF61HV5zqo1tOQsiwCjjSC7/OLYZn4JqwkBT2sN5oQ6ASZU5mCmxCoeZibEKhZFhqgGNyvu9trxwhasBreodaYFw7z9DGynWph24wmV6OQbXrgpNXR+rElv4D/SW+P1frjDabY3/3VMwpbpw9zpz0Pa4NBn38+9467+/p7e3vvBINAgfrEfpv8wHTcPekyD7il5QTS2v72p9U+zx904TIvMCWgk4AJgYKoQzB6bUIgEwK1ZEZpCQT6daUIFg5OM+wY3dcbAn36hYRNmwX87TwVA04yIZCRzML6YDchUFjqPrOW4p06gpExIp6LDwyAWMOaIeuX0tdgRzm6yxMQgWTDe4YLgZg3x8V76vGbnXKPFOaZYlT+CAj0TDXBggaKqfEi/s6S5/yPPYE0T6RBVgGvJDc25UCJxvCEu0KGQAVkPmrJQY+k4uw5/lFJ8L2N4tEEEedHtz4EmlhO8LuDYnaqhLPTmyGQSimGFBEwP4BVmSIkL2oeCAKxfi93vIp4sQHtpFuQl5KGJw7WY359DaalvOk3ATSr15oQqKgYmDlLRkw0xfOPyx5etFoOqWUZIqJ1QJMZ7JnhnhWrkIQ2tTfht7XAho0i9xRiJSaGYuBJBIMHAu2zLGiwq7A5mj0zNLD2QYqIHtbQINCHdRQzagkujRZwf4J/j69NyjQOavpId0MQpFaDQA20CLvV9xEhJKG7NJE/Z7BQgvrxHygcXAH5FLWEecO4wlMaeQLVUuZBNx+xQls+Blb9JuK7H0QMGShwEGN3egKE7TtEPL6bYPdAFYmiC5J3jLVwq/uxegLt3CVg7nwJnTtRXHuVfwjEnn/RTyKWr2jeV3h7Am1WXgSFwvMhsbxI+hJs7azaKWD7OxLPJTHoIYL0hAh897ATjaUCet+iIs7Am5m17/YE+m4bchunoaYhG3WXPmY4X3tDIBAFWd/dDAoBmzLexJ5PLBwCtX3gV1TEL0OS3AWVyh5EIh258nU+bZZsELDnIwlpvSiG3CJhx89O7PlYQmwORZ/bPL2XCtRPUEv3IS/yMtTTIhywL+O5oFhOKH8lFAhEKcVmlY0TijHpD6G4IrgnurZ2bihfyEO6aXmp/PXDaP6rp4exR/0PD5HHQuWx8meBQDurFsAWWwDpl/Mx4uJ+KKu2ezw6UYFdc0VUbBMhSBS5VxMk9wgedlFrRA+BDpHvUUE2I0c8CyliXx8RBxsX+gomBGqWxh8FgTQPuDipHQYlXIvyGk/dMRpD3hDIKN+dXneS4iJQWtUcqtbvBGGwbtWQvdhHPnWvLfq6ekO+Sh3Yqs7wGwoyXAh0qGET9tq/hnykF6pnXoB+ZwJdqi1Q4oshK1NhT++N8kF3gK2dtm2LEbdpDhqzBqOm2yRkLIwEiaT4oaQSuPYVSCQGvaxTTAh0gsypTIdMCNQ8kkwIFGhGMn9jEjDDsJl68P9NAiYECvJGTQgUfNMajqHFDAfnUriWQKC33pVw8JCA8ZcT9Mg1DqfnDYGW/yph0RIBw4epOGu0CYGMhntYH+wmBAp5DWTJ4s8qIWikwBdtI5DDjp0HKZoha2npdDhRizzpFlgE48TWLYFATx+sx6u1FBdHCXiIWV4Nyh8BgSaXE6x1ULycLOLkprBlidGRqLHZQUhwQ9WxegLVEYoRxQQRAJZlCNhKmAESODX+IbDInaGEw9xLPkAdYXk2rka00MYt2WvLVGxzAm+liOhnbX0IdFeFiuV24MVkEZdmRrk9gQ4owCWlKtrKwOdpvi4HwSDQL47ZSBQr4SQ34vzMHEzYW4+tSjH+lfQBooQMHpbFqLQmBFq9RsTC70X07kUw+XqLBwS6soxgp5NiTqqEnrqodHZaiR3qbN61FKEfzyGglY2bRKxeI+BoYTPY6dMTGDoEyMlpHp/DC1UwM9jiDBGJOsAUKBzcchvFXZUEDCS+nuIfAuWrs+Cg1egu3YQIIbHVIFA53YjDKvOAyOOJ7VkJZ28SCAIdIj+ggmxCtjQGqUI/QwhUStbhKFniDqX1/oci9hSImHithC5dnD4QaNZ6YHYblUPKd1JF9LIKiIuSWwUCFRYLeH2WxMP/3To5MASqrgFenCFxz7B7p6pok2qBolLU2xSosGGr8jI/gd5H9vWaCbZ27p4noXSjgLajCNqfRTkEWvmuA0WrRLQ7iyBnpPE+RoNAjZ9+iDbCT9hdfB5ibnB5pngXHwjEQOzPD0GuL8Hu7MewaV57lyfQ3atRmbIEEWIC7KQa8UI3dGzydtG3WfCFyPvX+Tygx7kiSsscWPNvCVQRcNJ9CiJ1TgKH1UUop7+jU8TZqKfFKHb87tYRf0tdKBCI1WX5hljeodNSb0V1lVcsX4PGtbVzVdmHPC+VUfg+fTWj+c9Oq3i+GxbKME+ezC//M0AgSgk2O6cDooqk5bfjpAsTfCAQexYW3nPPxyJKN4iAQNHtCoLUfsHXV1ZXD4FKyXocJT8hVTwJ2eIon7cRbFzoK5gQqFkafwQEYrqzXX0dCuqRG3E5smO6tQgC1dNC7FE/MPTCOVZPoELyK0rISp6ni+Xr0hdvQ/425VUoaDDcO4cLgfbVr8YBx2JIOwah5oPRGH6OgDalMmjEzxCk2SgffCfsab04BKopK0bKj/eAyFEoGvMy2iyIggABS231sI2fxufgvpb7TAh0gsypTIdMCNQ8kkwI5G/HYv5dk4AJgUxd+P8mARMCBXmj3i6N3q6HpidQeIYWEwK5FC5cCNTQIOCZaS5DzcP3KbD4pqLg7XpDIHbaeP7HIrp2pTypuL6cCOHg6mokfL9YwLiLgwOC6EgZVklAVX3wfAnhfHSF9cFuQqCQ18A59QSv1FAMjBTxQLoV5SG8N1Fk4Yis2FD1Hx6ao6M4zjDvCuuERRYQFeHyjghWmCGLgZINFXY8VU2QKgFPJhrHIpJFIDbKEpKesfumxFtRXtMceiZQX9gp+3q7AkXxNDzdX6miigBPJEpgvKKmFli2TMKY0QTWEJLEx0XL3Mjs8PI2MOoLM7AmOZ1IZhYxXbmkRMUBFZiXKsIuvMpzZgyLuxOg0SFBoN3kXTSQUnSTrkeUkOZueWSxihoC/JAuIkVqfQjE8g2xvEOPJUm4oU2zJ9AKG8UdlQTDIph3ky/wCwaBljvmIF4sRoFyNW7J6oQzd9VDxH7cnbgAsUIHdJYuM3zVrQmBPpgnYfduAReer2LMCKsHBHr4v8/2g43isUQRY3VebVooKdY5f4ZgBglWrRawZasItWlZSE0hGDwI6NyH4pxKhQPBFW08x0ggCHRIAS4qVZEuAgszJL9h/7S8PV2kvyNGyGk1CMRyIbCcCFnimUgTB/B301oQSDPCsTA/meJwQwh0kHyHSrIFbcWzEaf2wZPPyWDh0F58UoJD9YRA+xWK8UUETgm4rkrErT1cUK61IFBtLfD8dJnnAWT5AL33Bd6K+9EnIrblixg5guBv50huCGRDGXYq7yBCSEF3yZXDSV8CrZ2qHc3w5H4F0akCh0Bbf3Fwj4yELhQ9JxrnBdIgUNSCuxAhVmHF/n+i45T2huPNCAIlr5+JyKINKGw7ESvmDmf2R+RMWYeqrB/dbaSJg5EljvBpc9PLMuqPAP2nUGT3lFBR68DOuSLKN4toO5pwoKWVUroWR9WlaGMZDBspR6W6F52kcYgTOvldBkKFQHuU/6AehzEk6VrYajOCLXFuL9qfS1+CA9XIlScg0o8XLWvM3/y3SXmO36uvfB//3z8DBKqjh3geJLUwA13qb0CnIbIhBNKEeOA7AUd+ZnMbReeLCTKGBAdBeghUTw9hjzoPMUJbdJHGhzUuvC82IVCzRP4ICKR58DDPwD5RN/C9X0s8gQgc2KIYe+GE8z1itG7tVT9CHT3g9kTV65C3IV+bN7rI4xGDth7qFi4E2lW7FEeVFRDWno66L4Zj1LkiEkv+u3m2fAAlfj1KRj7FZggOgdh3WdLiBzh8Lx3+DySv6g6pTsAGFsrznOchWBT0lu9CUky0e30JNqlFRUiItEiorAu8vz5e37IaWC+uDH4YNtCc6v2cJ8KcyvpkQqDmN2NCoGCj0fzdlIApgf9vEjAhUJhvlMWKLCqpcCcGU1Tjk4xhNutxuch2CAJCOgHO4umzL1ziZdA7lvu76gqQJAFqCM8nSyJClYMkiryvLNxFaxa2WWMH5kNpl/eBULD/BCtMvqyrobQbrC397/wds6A4Icph5RqK9+cT9M4DpkzwE0if5Vfw0p2iEuBfz6hISwEef9izHosrza5XWYbqEEqo7znUZ9t/CHhllor6BmDKjRJ69wzcCdZf9niheEbM/4zgaCEwZqSIXj2Ct8uGkRqCxwUbF+yDLlR9D0GsLbokHB0O9b2xjgQbnwqhkP3k0tE/iINSDN7diAoV+LBdJB4usuOAI/h4a5EwzEphS+D8eAmvZTMzf3OZetSOBdUqnm5jRUc6G/VqGU5JnoxoKS2k+e+X8hfgoA04JflWRIlJvOFalaLnrkawiGJ7urtOs4cz7yxZTrFxM0W/PgJGnmocvu+RYgfeq1DwaIYVN6VZ3WvWu+xvxQ5cnSTjyUzf5N3BxsW35XNgpQexThmPf2Z3Q4dtdehn3YlJ8d8gM6IXesddZCh3NoZcc0lwfQ+2vtzxgAq7A3jmEQkpyZ5r54xSJ14sc+LWVAvuS2s+FaBSJ9ZUvQMbqcapyXdAFjzfs77TDY3Ab+uAxb+oKK9w/SLJwP7OKmh/ioWDPesGm9s75DeArSb5uVGIlUTD9WVTzQKUOPLRN34c0q1scg5vTpUkBq585buy8nWus4MTb0SCnMWfJdg71svC39ynqECRsh75tQuRHXES8uLGGra7unI2atUiDE2aiILtmXj9XRXduwJ3T7F47HlqWJ60fTYcdFK02yZhzsAIdG7KTxJMvh57iCB7k5unugDLGy9KPvsCb8Xduw94/hUV8XHAtMdl956y1LETG2s+RqqlC/on+Bq7XWPZeO08tIpi/XsEyZ2B0+5jew/Xe26oIVg4VYVoAS541Xgvw8dFxUFI3z4EuzMWK4pfwWn3y4bjbfHPgM1OcMapImKaHGbELZ9B3Pw57B3Pw9dzxvG9XqdbtqAk+xt3Gz1ixyIn8iSPNlUH8HVTyLcLXpVhiXA9W9EmYPVMFTHpwOjHm/tc6tiBjTWfIN2aiwZSiTqlBEMSJyJeNs5jF878t6X2UxTZt6NPwoXIsPQOYY4XIIgqfix5kst6VMpDEARjb1f2bkrygaz+Atr092z65/JpcNJGnJbMAJzLCzfccdRa85/Ws2DjYnfDT9jfsBLO5cMwesxoRMYF39fu/Yliy8euvW/3sQK6X2Asq2bpCBy0sf2ykzTi54ppkIVInJFyr8+7CTQujF5kWPL1M/8dc7u6bzPmCcjGqr8STn9DUFz3JcHes3ZhON8Cgb5l2XfdysqZaCAV6BV3EbIiex/TN5G2B9KPHVefm3UnFHl4y3dJ+bNgod5OT74bVtHTK9B73dpe9zWO2DbCaH7zt3Ya9YnNwdtqvsVh23qQxWejcelJuGisBVIxizP7Asiw3iDdXF5wWh+EtXMg7lwE0vdSCIcuhHAYOJRKsKXvDAjxtXw/Ei0nhGyzCPU9h7OnDG8+C90OEl67f/ycqn9vodg3Qh2brnZDt8eEMh704z5Um0Wwb1nv+7IxZxZTAqYETAn8lSRgQqAw3zbzDHp+5nw8/dBEJCXEoaQqeOzgMG8BdrKRLaK1jcG9I9jJUfbBxWL6t2Zh62FSrBVlIZxwT0+MCFkOSXEW1DUqcHqdhD/WvrMT9iyngXfcfaN2k+PZiWoHmHEnWGHyZYbvxlaWbwwL+0JZyJUQOgHg/bkCduwScMmFFAP6+zcuGunOQ4/+H3vnASZFsf3tt7tnNufEknPOWbyCKBhQTJgD5hwwe816jZj/ZlHMOYNiQEVAVIKAZFhyZnOOM9Nd362e7d2Z2Zndmd2Vz3vv1PP4qDsdT1VXOG+d33FPbh75lzfssdkUEqJtFJY1HUkhzw+2nmOjNHP7aEUj7XfrdoV3P1Bw1t66TQZcf03jMEruCrOrCqVNfBc7dyu8+rp7Adunl+D8cxt3xkpZMbmjuSSIiBIZqZIS5HfRVNtqye+htGG5S0/q4zftkpa5GOxm1Icj4Pcpr9J0bp/Pyg0eKtbpboNvO0Vya56LvY6mYaO8sk2DIuceU0oiVu0Q0EzS+SgXqtJh0VSR15W7BR0ug+1OQZEBnW2KGRHkWyRolKDLGcR15blyZ7e8bjBFSs3J/tqTN1YK2OgQyGCOfrX5V3LzoKLCbWebJsjMJGD0n/sYBclyg4HKK2vc9vqtvZ3a9EPm/39abvBwsc7JsQpnx35CudjN4LipxKudmuz/cvUV7HH9SLSaQl/bpXXOx3UOwXm5LnrbFT5u43biygguueO3KIh+Z/pTCqWlCjYb3HaTIC62YV2/WGLwWpnOVYkqd7WPrhuzHi/W+aDc4OZEjanxDRd4Miq1sLTGqy4863BlzWcItvJV5Unc1X4wozZXMDlmFafEziNDG05H21F+q1xGhpUEOb4kxNhxunSq/Hwbu/YozJipkJoquHmawHfsnFtp8M9CnSOjVZ5O9YnYibaZbaEyiPHFGjvXbhQsWYo5zlilU0fBmNEweKDb7nJ8kd+cHMP9lVNzXGxzCt7PsDEkRvVbz7tdP5Cnr6SDbSJttBGE2qemJUSYO4M996fIxNmrHM/IbRAMi3DnGgplzJLHpsTbzbHFN0pP/lZsbGab8wsS1R70sJ9m7nzOL60xN4jIIp0ofzqeQGAwNOJWZn1lY/lKhcmTBMdNtNX1qbJOrszXWVYjSMlRGP21nbtvE3XwIpix07J7YoydGpfM5eS/75n+pEJpmcI/bxK0zVCbnFM+87xCXr7CBWcrDB2MOae0vut0bSidbMc0qPLGxs41MxSKtyj0Ol2QOVp41fOKp1QqDsDgqwWJ3Rp+0/K7UNZ+SeT6L9iZPZYd9kvof1HD9ywugcefdn/bZ5xqMGSQ+xEj9y8ncflL1KQN5OsvbjadjpkXrKes9+y6d+hlP4t4tZa+1f61ZLvC6pcU4toLxtymeM0Lfr9bxVUNw24QZn4gWSpFLhsdbxCrZlAjSnGJagZFTsNOYPm2YPu/Pa6fydWX0SvuSOKdo/x+b55/lHN2W1QRvxfNMPNiDYi4wu85hgOWPqLgLFeIbQvDb/bJVeV4A5lXrE/EhcQqmebGG7ljPM8nx06gB2qt/s/z+jFRmrl5INCccn3Fm1TbcjA+PZtDL+wS9PiSs0Ih60N3f9f2UEHPKYHnEnJeIqOUrajf1Y4XcIlyBkVcg12J9zJHSHNKGaWc4J6jBVP89X+Bzgt2zi7Pl+OLXHO6+7/G53lNjZ3BvIe/Y5qqZ+ucKLtKZJBz9sbWsiXGFrY6P8dOHAMjrkHWm1QcKC5vek0kW01akszzU19vWY73kVFpveznmPMmq8i2kxAbQWEQ62l5jme9VRn5bHDOJFJJZECEW6LRsyTH2Smvrl9TZ7uWsE9fQIY2io62I72OlW2nsNxhzhWbKnJesKb0M/JdG6n+8BT0dX2ZcjioFXZE7L3kH3cLQnNvErHGTnXfnyQtfQ5nam9ckXcRvVXjQLrOyl6voGbk0y/iYjJi2gXtsy4VoZgAACAASURBVIiKUIm0aZRUNl4ff9VaNhQ/iLRDsN/F36FPNb95n7bTWJuQc/ZQ55TB+GOaaoeevwc7dspzml7Let9ZfnPhErZA2AJhC/wvWSAMgUKsbV8IFJaDC01yJSwH525wocjBOV3wyGM2U7bnn7foZpLwQMWf7MuzL6oUFKhmbgCZI8Aqf1UIfVOSNmvWKXz2hdtJ16mTID9fobISTptiMGhA4NVJsHJwM2Zq7Ntf78i841ad6OjANgvLwdW3ptSESMqrGuavCKWblAuFE/MMsnV4NEnlpCQbEXaN4iYkHeQ9JPyOj3ewsOAZr7wE/u7fnJxABwqr+KxSML3E4KhoxXw+33KwcwL9UCW4s9jgiCiFJ5LdzzP9CY3KKsWEHuUVitl+LzjPoF1b/+04lJxA/yyDeeU6dyYqTImpf3+ZX0bmmen6b0jzZMrXFIss+sacQpLat1E5OLlDdaP+ipk/pH/sGdhq6h2r31cJ7i42mBCl8FjtuwUrh7Rjp8qb79Q/36gRBpOPa9g/vF8ueKbM4Nw4lemd6nMC3VCo82sNPJmsMj6qIbhsSg5uhz6HUrGB18omcUPmcM7aWcUV8YsZFfW7KQkmpcH8ldaSg1uwSOPn+QqjRhpMnmSYDgYpfWgBx81OwTm19fVpunc7lk50+R0GgjWez+3bdt45AHOXQvfNGlS77SbHnGFDDcb/w0ZqCpQGcMrcVmTwc7XggSSVk+M1EmLtDZybOcZiso1FdfkNJFSSMmHZQUquSEkb6TD1jNyUUjlSMieGTHrazq97vdaSg6sU+5Eydtb126ZEk11UVQeBqkU+WfobRJJKH9slPP60Rnm5wo3TdHp0iqjrU58uNfigQpCuwOC3I0hUFe64tR6oNTV2etab3KRT7dQDAtpXZmrs369wxSU6vbprJihubKPDylUKs77SaN8WbroOMyeQlDqTkmdt1fFkqA1BRKCxs6YEVjyiIQNRRt6rY4t2A3urnnd+rbL/V5UOEw06HdXwm5ZycJE/3o9WuJ3f109D7zqE7qc3PG75CoWvvnHPJYYNEZx8ontTja08m4yFd6NHJfPlD0+7JYtOy6Jy6Od1Juxru4IIEr0+4X0LVXZ9q9LmEIP+Zyom9JRycLJs+1wjZ5lC27EGXSe7n0XHyTrXM2bOJIELRdgYZG+YO8nzJsH2f/liBfv0eXSKGUmy44gmh2A5drqitpmO2wSlB121KX7P2f2jyt6fPPrV+11m/Vhlu/6ZmVOoq3YqCUr3v70cnEupYr3zeYTDTsysWxhwvvDb7wQyYOFGhax3VYSukDrYoNeZBrUM2esUTzk4+cN21yeUsZNu2hnEK94wMaQ5pQIZydFkF1Y1WcfyAH/9X6ATQ+n/5Pgi+wdnEBtamho7g3oRPwcdbDk4S5pU5nWS+Z1CmlNKScXUaA4U1Nfbbv17isQaOmrHkqLUEunaTTrJ8RIYBScr5llvhWIte/TvSFL60lk7oYHVfCW9SsVWduhfmN+u/IY9S6hycCtL3qXU2EX16+eh5HTipL4aCirl/d6ltP9pdZe25OBcNVW0nXud+ffSbq+SsDaaonSd3zq8jdZlD1Kirl1st7AcnAKZydHI9UgwpbXmlL73CsvB1VskLAcXTEsMHxO2QNgC/00WCEOgJmpz7oJl9Ojage6d3fIiUg5OlpuucOcDCEOgMARqTocQCgTamKXy4ccqHToILr+48cghfxDog49VNmWpnHW6Qb++9Y6U/x8QyEp0Lm3Wt7fBhefBsj9sfP6VQXLivxOLXx/4/YKBQOs3KHz8mUZsrCAjVWXHbsGJxxuMGB4YLoW0YA/RYdmcthHMOelJURSX1QQVrWI6LAurgooEag0INLdKcFexQaYGX6WryDwioUCg6Lhyfit8kSjS6G27OKA5Qlqweyy6drtgSp5OnAIL5EP6lIMNgV4rM5hRLrgwTuXaeIXsHIWXZmimNNO1Vxm89a7C/gOKmRvovLMEXbo0bMuhQKClqo1r9tUwJEJhZmq9M1BCg7HZBnJf66fpP1PKn/SIOoZ02/BGIdABYxG5xmLi1PYMT7jIC/ZZ73ZRnMo18W6gEKwT9IvZKqtWqwwdqPDnWjf8uuFanZQUbxA2u9LgwRLBCTEKL3WJwdJvPy3PQOZe+ShdpYctdAi0V/+BArGK98om0D1mJDMLndydPI+utlV0UI8iVfXRUaptR621YH/9TQ0ZDXT2GQZ9+zSEQFJy8dBsA1mDizNVtFqJUfkYLYFAT5cZfFAuzPoatt3Gkj8U9u2rt9+AfoKhQwU9uzdshy+WCd4sN5D1fWOyfwhUaKxlj/EdycoAOmnHtUpOoBxjCdnGL6QqQ+mg1UdoheIEtRxZ/pygDlHCRn1GHZj2hUBFYgO79TkmMLXnnMgrr2mkphpmdKvVp35e4uL+EmHmWnrYofHz2zZkpNWlF9WPea0Jgd7/UCVri2q2nxFD1CYhkMsFTzytUVWtMO0qSEt3sUufbcLgzuoJ5rv5lkBj5/4FGju/U0gdaND7PHc78YRARRtVNr6lEt9VMPDKhmN+kr2GmFnXYBgas39/iXbj7XQ8pmF7s3IZyesnJghuvqH+Wm2/vQJF6Hz1xys4qqJImbSNmsM+rn0FhUGajBjzhqeb3lUpXKeaIKDDId4QqHS7yroZKrY4wah76u+zzvW8mT9NlkgliT7a5Y0O4cH2f8VGFruM2WRE9qKtfnKT0wIJgUrsS9hWsZB0ZRTttIb5jmT0z4rpGoYTYtKgMh96naOTNri+T91rzKXAWF3Xx/0d8lc0Bgesb8+1uTvtik+n8zgZddEQPjdmwNLtChvecNslqbdBv4sbtjVfCLTPmE++8YdpZ2lvzxLSnDIMgepMdzAhUIXYy1b9AzQi6addbeaeDGlO6QcC5RpLOWAsJE0dSXu1Hty2JCfQHmMuhcZqr1x3nm3N15FfTQFZrteJUJLpq13m1S5DhUDLSmaYeR4rn7uMFHsqR2RGglJCzuQKE7BbxXPsTFvyOBEFmynrci/xG3pTlWLwU8bH2Ppupot2Cp3i+oUhUBgCNTme+Tsg2LFTnhvqWjYMgZpVJeGTwhYIW+A/2AJhCNRE5f2xahMX3jC97qjjJxxSlw9I/jEMgcIQqDnffygQ6IvZGqtWKxw1wWDsPxqP4/cHgeb+qPLbYpUJ4w0OH/f/DwL9ME/h19/cTvchgw1OOdHAHe5v5+6HXGbEg9zpL3f8+yvBQKCnn9MoLlY4cbIgMVbj3Y8NM9ro0gsDw6WQFuxhCNRkcz87T2eLC+6RUUDRbkdaKBDIHlPA0uKZxCht6alNDXi/kBbsPouuybm6Gan0YbpGT59UEwcbAt1TrPNdFfwrSeP4aMxvVX6zo4apnHiik+oawXsfquzcKSWd4KwzDXr39P5GQoFASYmRDMyqpErA7HSV9h6A5IoCnRUOmJG6BJv6G50jD6OdfVxACOQUFWYUkEBnYNRFpES194JA9xXrfFMF9yZpnFi72zyYhZx0SE9/wobDKfPh2PlwloPVaxT69zM48zTvd59fLbi1yB1J9U63egh06AEduYf/17YaUX5aUVO7maUzRzp1Pq8Yy5+O0RxwCZ5J/YYEdROd1RNJUvv4bZutAYHke8voTynbcudtOlFRokEkkLz5iTk6+w34MkOjowfPbAkEkraUNn04WeWY2giqAzkKS5cqrF2v1kl4Shg3aoQwIzDk88nyXTXcU6QzIVLhmQybX2dsqdjODv0z4pQudNfOaBUItFP/khKxxYRKEi5ZpbUgkBA6a/SnzMsO0m6lXWqMVySQ1VbaquNYv+hQ5i9UGXOIwaSj3RBocYmTc7LdkjaPJ6vErdOY863KsKGCk0/4ayDQV3NUlq9UOX6SwZFjm4ZA8tl++lnll19Vhg2Gk09yscX1DpVk01M7jxjFvRHKswQaO/98UqMqT6HPBQYp/RpCIL0Glt6rSfU+DnlQR/Xpg9NyfyPijzfJLhrIr2tvptspOpmHeMNfKcX36OMa1TX1gHLaNTppqe7j0hc9iL10F79uvYPs/b1JGLcT/ZgPzN+kXFofHwep/Puyf2m4KhWG3qKT3F71igSS9/vjQQ1XhUK/y3SSerjvY9lI/nec0pHuWsPcSZ42C6b/k8db0Wcyv1BX6qPbAg2IEgLtV74hu2YdHdVjSVHrIxGsc7bPUslerJLcx6DDADtrP9PJGCnocVp9G8wxfiPb+I026hgy1bF/+0ig3fq3FIl1OL6dSN+hw0npqoQMgaR9yvfBhpnu+o/vLOh3iU6t2pVpPl8IJO8p723B7GC+C391J2Vtw5FAbsscTAi0Q/+cUrHNjOiVkb1mv2CXEqZ2CkqbluaTvY5vJFCJ2MpO/Qvi1e50U+ujcFoCgbL0N6kWefTQphKrtG3QhHwhkBCGx1jlDbpDhUC/Fz+LQ5RROf06umXoDE1Ox4jcT/aJ9QDI7GsTIymujSKL2/oNCVlfUtX2VKK3TcEVK/g2bRb2YWvooB5Lt/jhYQgUhkCBhrFG/x7s2CkvEoZAzTJx+KSwBcIW+B+yQBgCtbCywxAoDIGa04SChUDS8TBdOlSqFK67Wic9rfH8J/4g0Mo/FWZ9rTFogOC0KfWL/YMVCSTf4cuv3Lv6ZTnsHzpHT3C/h7Xo+mGBg9lzNFP+6qbrdTMHiG9pCgItXqry3VyVpCTBLdcbxEVFctNdLtORessNOgkJ/m0XhkD1lg514uxbR79VC64vMkhTYU6Gik0JHQKp0ftZXvJunZM40PcV0oLdZ9ElI0dkBMn1CSpTPRPjyJw1moKUIwo2B0IojmZ/8gtT83Q2uuCNVI1BETL/l8bWbTI3h0rP3k4MmUNIh48/V9m4STWdcvI7Hti/vj2HAoFkFNlNu6v4vMLg8jiFyz3y5TxfKni7wuDexFV0jphH24ihdImYFBAC7TG+p9BYQ5LSm74xUxrAvosKdNY64NUUlWGRwUcCrVqj8MUszZS/e+D2CDbtrObpZzXzW77yMt1LFm+ZQ3B1gcHwSIVZ3d0QSAI+CfpkO/y+jf/k801BoBzjd7KNX5lTOYovK8aazfDVtM/QlF10084kXunst2m2BgTavEXhvQ812rcTXHGpu8/2J6V6XaHB4hrB0yka4zwkzVsCgabm62x0wuupGoMjvF9Rw4aU4Fq42KCwsDZnlQ0G9TcYfYigKEVwfr5ON5vCrLb+IZDMN7JZf4soJY3e2sWtAoGsaAwpxSYl2awSyrfZWCSQvN4613NuyUPtWjqmpnpBoHoJrdP4YGZPM3Lvgqk63bsK9JgIjt1RZeYhsyLivv1eRUbFHnOUwT/G1EPN1owEkiBK/jNurMFJk4KDQOXl8MQzNrOPueUGF7uiXsBFJf1sV5t5M3yLv7GzYi+sft6GFiUYdZ9uSsLJ4iv7t+Y5jfJ9Cv0u1Unq6T02t/nzBbT9q1i59QK27z+CvhfrJPf2PkZGp814XTPnRB07qKxcJbw2kSStfpOYvb+xLvs8Nm2eSOywfXDq2+azxCtd6aad7vU6NUXuKBktUjD6Ad3MB+QpBycP3jFH5cAi1Quc7DS+osTYZF4rWelHJ21yo1PCYB1ZTsrY4HqZCCWGvtq1TU4zJQTaYrxNmSubHtq5xCrtvc6pLoSVj7v7wqE36yRHR/Hzgy4ikgQj7qifF8ooIBkNZMGNv3sk0DrnC+hKJdXPX8bIaclERarNgkDSLlX5sO4VDWeZQkymoP/lOvZYtxl9IVCVyGaz/g7RSht6aRd42TqkOWUYAtXZ7mBBoBpRyCZ9pinjKKOAbIp7m0hIc0o/EKiGAjb5icJpLgQyhJO1ujvX3SDtxrpcd56Nzd+ccpP+GjWiiD62S4kkpe7wUCHQwqJHzDx3Fff+k+Fdd9E1qTc1bQopGOehH+kDgezFO0n/7SFcMR2w5T+GQDCn3ffYRi8jw3EEfdIPDUOgMARqcjzzd0CwY6c8N9S1bDgSqFlVEj4pbIGwBf6DLRCGQC2svDAECkOg5jShYCHQzl0Kb7ytmWDjpmmNS8HJ5/AHgXbvUZj5ptuhKh2oVjkYEEjmM5KSLZu3uD1Bxx9rMHpUvdPLWnTJ5KrPPq9RVKJw9ESDww5tGA3UGASSu4GfeU41YZmUvZPAS2pwP/+qgw2bVCYeaTDuMP8RRiEt2MORQI0298sKDP50CG6MVzlX6q3VJpMPJRLIiNrBqtJPSFR60UULLIMT0oLdZ9Fl5aoZE6nwfIq3JNDBhkDjsnUqBSxsoxL1b7fEQ4/YzKT3Tzxgo8aoMSGQLBKmzp6jsvLPht9SqBDo54JqLsrVaScl+zLqIYkVVXNe3GaOiP6aNHsfekZO8QuBLEeKzLfRV7ucpKiUBhBoYo5BsSH4to1GRq2Zg1nIvf2exrbtCpOOMTj1uEgz4va7H1UWL1bp1EFwqYcs5kanYGq+QW+7wk893RBoRY3gikKDoREKr3lI3nk23qYgUJ6xgv3GPOZVDeWDcneC5bfT38VFLr20C4lWMvx+C60Bgax3lX2W7Ltk8QeBrBwz1yUoXBBb345bAoH81Zn1olLaUTrzZe6IbdtVli2HrM1qXW6ctu0E3/fSyemm80dnGzJvjW/Cc5eoZL3+AhrRDLBd12II5KCMja6XUYlgoO0GrzppTQgknXvSyddLu4huqZ28INAG14s4qaCL81qeeiIBuw3uut2FSxFcWiTYUCM4NBKeTZYQV8Fq3+eepdO7Vz3caE0I9McKha+/0Rg6RHDeGUqTcnCW4b6YZWfVGsHh42tIO1RGP0nptFvM5/YtfkHJ1yoHflVpe6hB15Pqx1xfCCRz78gcPO3HG3Se5DE2Gy7azr0GxdCZs+Rpqh0pDLlZJybDGwItXKQxb77C2DGCDu1VPvxMmHK3cvyXJW77DyRs/IQ95UewdOUFRPXKRbtgpvmbr2yg/FvBaoWsDzSS+gj6XeQfApXvhTXP21AjBKPu11E1OGD8Qq6xxLxuhjqaturhjY6RwfR/7v5esEZ/wryW2/4N89d53khCoD8dT5pRmQO0G9AUb4Kb9b5GwRqF9OGCnmfoyP5v9nUO9GqFoTJvYu0GI99Ivb8zBKoSeWzW30SUx6B9cD0Dr9aDlhsNVEk1xbD+VY3qAoWoVDcIikxqCIEMobNWf8rMkTLQlBas/z5CmlOGIVBdVRwsCGRFj8k8QDIfkFVCmlP6gUCBonCaC4Hqct0p7cxoTH/FHwTabnxOmbHNzAsm84NZJRQIlBAHi4ofR9EjKL/3Fg7vu4X02H6U9XVRNsAd1WoV7w0Ugsy501BdVRj6u6g1KvMzFlP9jx9ILD+Ewe0nhCFQGAI1OkYG+jHYsdMc40PMbxuGQM2qkoAnyfzpdz36Gg/fcVldOo3WvUPrXO0/5Tlb523DVwlbwNsCYQjUwhYRhkBhCNScJhQsBLKcgXK3sNw13FTxB4EcDnhous2Ukrrv7vok1H81BMordPH2eyr79iuoKpx6inf0gnwXz0XXuvUKn3yuERnpjuSJrJUYst65MQhkydi0zRRcdbluOrwkBFq42MFHn6q0yYBrrqx/d087hrRgD0OggE3QcsZL9vO9BBq1TpFQ5eAcUZtYVzqbZHUgndRJAe8X0oLdZ9FVZgiOyDGwA4sy3RFLVjmYEChPF0zKNUhUYV4bjR07Fd58R+YTETxyt92MRrIgkPV8Py9QWPCLG9yM/YfOURMEoUIgmU9q4n4XeQZmXiCZH0gWCWwkBBgcsZdpiR+TqHWkX/RUvxBISnpJh6HlSPGt53JDML7Wxovb1oOmphZyFZUKjz2pmdEId9yq0619lAmBJOB9+lmVGofC1HN0etbKMe1xwSl5OvIWy3rHmhDIyhM0OVrh/iT/ztOmIJCVu+b36v68Xnas2VZeT5+Bk/KAkRHShq0BgV6aYSM7By6cqtOtq9v57Q8CfV4peLTEMPMh3ScbUW1pLgSqFoLDsg1kbS3JdAMLz2JBoNLKeidQSYliwiAJJ2XdyeKIFIwaLjjtSDuG6i2t43ZuS7hgmHlZNM1GRmIk2UXBJc32TYxeIjazU59FnNKZ7tqZXs/bmhBom/4x0iknI0h6pfarg0AuUc16/Tkzt4Rj7Q1m1G3/vgZnnm5wR5HBj9WCLjZ4J1UlRmo//RtQPPl/GqWlCtdfo5vfulVaEwJlbVZ4/yPN/E6uvDh4CFSQZ+fZlwXp7fIZd+Grjea58R07hQF/POSWTBt0rU5cx/p384VAxVnuPCzxHQUDr63fnBKVs4qU5S/giu/CrG/uNwHjqHtc2OO9h4KZb2ns3q1w8VTo1EHh/kcFUZGCO27Tzb4jMn89qUufocTZkx8X30VEx0LsV75iXqSdegTp6kivC+78WmX/ryqdjjboMEFK1TaMBJInrHhMo6ZQofdUg9QBhpk/R0bOyGIlmA84aIWQE01eY4PrJbO/kXmGZL6hxopLLWO942U0Yhhg844csuCVYhMMu00nMhETAv3ygoP81QrdTjHIPMQ9v7Qi9WREnYys+ztDoDzjD/Yb83GtGERK3nF0nWy0GAJJGzgr3NJwFfsV7PGCAVfqxLdRSImPJLe4vp/a5JpJDYX0tl1ClEcEYkhzyjAEqmvWBwMCOUU5G/SXJWY1o4DsSn2EY0hzSj8QSL5IfRROfVRqcyFQjrGYbGMRaeoI2qvujSi+xR8E2mf8TL6xnLbqeDLU+nxVoUCg6NgqlpQ8j1KRSPkj1zBp8E5i7T0pHuGgsqv3hkTfKNrkP18lev8ydO1FtLIklqdsIO/wT4ktHsLwzseHIVAYAjU6lgX6sam1g+d5YQgUuomLSsq46vZnuPmKMxg5xC13LVNiPDXjE16efiPJie5JmMyN3qVjJlOOGxfwJqHCFd/UG/LCvuk3Qn+jps8I9TmbvuJff8QX3/7CkhUbvFKT+N7Vnz0vOfu4unz2LXlKWf+y3HTFGS25TPjcv4EFwhCohZUQhkBhCNScJhQsBLJy3FxyoU7nTo1Lwcnn8AeB5N+nP2mjshIzcbJMoCzLXwmBSssVnn9FJ79ANaXdzjnToIefROK+i64XXtbIzVNMCZuJR3hDr0AQqLRMRgFp6DpmhICMFLAWXTkF1TzyuDu3yLVX6WSkN7RhSAv2MAQK2NxvKNT5tQYui1e5ojYKSB4cKgSqjFjDpvLvSFOH016dEPB+IS3Y/Sy6zs432OIUzEhRTSkxqxxMCLTcIbiywDBl4KQc3LwFKgt/URk10uCSc9ySdL4QSD7nipWqGRUki8yvdcm5NqocOtWOpqMFpRychEDPFRu8Xm4wJVrhTg9QImXUFAp4KOUtotVUhsRc0QAClRu72WZ8hIqdvtqV2JToBvVsQcEeNoWP0usBRVMLOSsnUq+eBuedbeDpyF+4SGXefNX8juX3LIsFruIV2NDXDYFeKhO8UW5wVbzCJXHNg0DFYjO79FmsqunB86Un0dOucEfS06Y8itz5rSr+ZeZaCoEk7Hr0Cc2E9nff4UKrvY0/CGRFPA2MgDdT65+nuRBoh0twep5BBxvMSm/4fv4gkPXdyP53/UaVD38He7bb5tKBLPv9Q0a5/20xJSlzJeWu+mpXEKUltQgCWfl4rBwmnh1Ga0Kg3focZBJ6mXeoX+rIOghk7daWEGrZ52ebko1TTtJZ393gmTIDqbb4caaNDEkzAJnv6oFHpOSa4L67dHODhFVaEwLt3w+vzLSR2QZuvd4dySAjuJoqibF2Hvs/gR69ncPO+sgvXLOu4Tt2Fm1S2PimRmSyYPjt3n2RLwQyXLDkHk2yQFN+zcq/krTmbWL2LKKkw8n8+IE7EnTMdFdd25H/Lze2PPKYu30+eC/Ex2rc/6hOYZFiyidKGUW1upjMebegiwi+XPQqamop0Te9YJ7TRZtCoscOefm3NS9qlO9W6H+pTmJPERAC7flJZc+PqgmAJAiy6t993VNIVHo2auKm+j/Pk7fo71IpDph5hmS+ocZKBTvZ6vqEWKUDPbRzvA5d+5JG2S6F9ocbdD7OPa+SEGjN3Gq2fqbVvYv8u04VUl5RQs0Btuv/1hBou/4pZWIHNR+dTLdBvUkbJFoFApl2cLhBkLSbLUYw6AqDTn28IdAufTbFIqtBjriQ5pRhCFTXVg8GBLIAiT/pxpDmlAEgkBWF49nHNBcCbdc/p0xsazQHoT8IlC9Ws0+fa+YFk/nBrBIKBNJiClhZ+jrktaHi/y7hpOH52JW25B9egyPDe23mC4GkDKeU49S1u9DK+rEpeQ87xr9BZEFfRnebEoZAYQjU1DTE7++hjJ1hCNQsEzcAPNLh/+3PS5nx+M1mRI8/UOTvTqHClUCwadmqTV4AqnlvFfisUJ+zte/fnOsFC4E84V2w9RbM84QhUDBW+s84JgyBWlhPYQgUhkDNaULBQKDcXHjhFRvR0YLbb3Hvbm2qBIJAr7+lsWu3wgXn6XTv9tdCoJpKOy+8ZiB3iMtongvPNWjf3j/A8l10yVwoMieK3e7O4yPf3SqBINCXX2n8uUqhbx+Ds89wL048F12zvtJYuUph7D8MjprQMJoqpAV7GAL5bYLbXHBmno4UoPmujY1E1aPeIrUGMmGB2rGUtCm1/8HWip/JUMfQVnXnYvFXQlqw+1l0PVNq8H6F4JJYhasS6j2xBxMCfVkpeLjE4MRouDdJ49U3NPbuVcx2PH5MYAgk7bFxo2rmCZJ5cgYPgLNOFzilJ76JYkGgnTUGJ+UZ/DtYhvlt6qOh7iwy+N1RybOpL5la+SNjb2oAgbJcb1BNvpk4XDrfZfGFfTICQkZCHBGl8ERy8BDo+ZdU8vJVzjhVZ0B/4QWBpANd5gYqr1CYcrLOkEHudjbigPu99/RzQ6C7igzmVgseTlY5Jsp/x9lUJJB0Lkon405XJx4sOp1JUU5Oi3/Or+yYp8lbCoHWrlP49AvNjACSkUBW8QeB0IAO2wAAIABJREFUCg04OkcnXhHMz6xPpNZcCLTYAdcV6IyMgJc9oJL1DI1BIOuYx0sMvtsLJ2yxUblJNR32skhJ01EjYPhQg70R75jObSlxE6e1DwkCfY+N41UdvVYmcZv+EeVit1/HfmtCoP36fPLEH6bc1+C08XUQyIpGSGUkbz5+FFIC9ejrdW6odEeevtsxiiGKTo3TPfbIfEGvvKaRni64rhZkWrZrTQhUVubO7xMTAw/eHRoEWvKHYOm2Pxk66TtSlIF01PxHZPqOnVJOTcqqdTrWoIPPJg57lUpadAQHqI+kWPuyRtlOhT4X6qT0FabmZZsfb0RzlrOn8/0sfbeLVKPj0OneUbybslQ++FilSxeDay9TzPHlnY9dLF+hmvkGZd5BWdyyRJV8s/RJqm2xxNwp82tAH+0SIpX63FEy59rSuzUz6mj0gzqanYAQqLpA5taxoahuSTg9soSNrhnmdXvaLiCGNo32wKE4snbosygVm+mknUCy0rfR6xawkr2un0hRBtFRq3f8WhFXMtfR8Dt1bO70JyYE2r29iuWP1uZvur9+jrna9bh5zEDbjWiKnczkaA4UVjV6f+vHlvZ//m4SCA6scT6NUFxUPnwjw6+PMPMbSfvm59lJSPaOQAzq4X0OkqAy612Vok2qKQH4j+tt6Gn1180Ri8nWF5GhjKGtVj9XCWlO+R8IgaLjC6gpT6W2C26Oaf2e81dDIJ0a1jtfNNuMzEcn89J5lpDmlAEg0D59PvnmOHEEGbXRhs2FQFYeun62K7GT4Ndm/iBQhdjDVv1DYulAD1s9EA4FAhG9j9Vl78OOjlTMnMqUUQaqEUnO5Gp0j3WZfChfCKQ6ysj88UaEfgZKzUnsTSpg7REvoOV34R/dzw1DoDAEalafEcrYGYZAzTIxEjDs3JNtRnlUVTt4+e1ZxMVGk5aSaEb+SGjyxEsf8eidl5mRQZ4RJwP7dqsDNhZc6de7Kx/P/tl8mMYiUfxBIHmOL3CwYMbajdvNa771f7ebUUu+x8lnv++JNzhkeD/zuQOd5w8CyWu9/uG3DZ7Zgi9xcTF172Td37r+qCF96s6VkUznn3EMN9z7AgdyChpENgV6JuvvkyeO4a1Pvvc6d39OPlfc9pT5N3OO5mFzzxr3taevPeSx8t2ta7Vtk1oH+uRvgZ7NN8LIitaS50h7fzPPLY1s1bXnPXzbgLTnDwuXm8cvWrqmrj7lf1v297WvP5tER/kkr21e0/+fPCsMgVpY7V9+V8PAgYIYn0lRSy4byJHv75py16ZLF1RU+5e6au5zSGesdDpJh1pTJRRHiz9HVlPXD+b35sghOfWmI2ukfeVxla1s32Ag0C+/avz0s8KwwQYne2jrN2aPQG1HRg3I6AHPnDx/VSTQE09rlJUrxMYKLr5AkJ4WWMbO36JL5kCSuZAOGWVw3LH15/qDQLm5Ci+84t4RfMO1Oikp7jr1XHRt36Hy1rsqiYmCm69v6CQPacEehkB+m989xTrfVcE5sQo3eQAVeXCokUBFtt/YUfmr6WyVORYClZAW7H4WXZbDe5Ad3kirj3o4mBDIAlHXJaicZVd5eLr7Oe78p07nzMiAkUCWTWTbfv9D1XQ89+wuOPMMnQipW9ZIsSCQ7NcuzNdZ54TpySoTa2HJR5WCJ0t0ZqY9bYLnQ2LvoKqm/ruR0RAyKsKGTFh+Jarihg++9fxmueDFMoPzYxWmebSJxhZyObkKL77iloS865/ue/qOL1J2bNbXqleetHHZLiqFwoY+sVSWVHN+vs4GJ7yTptEvgD2agkAVYj9b9fco1DO5tfBcrksoY0jkq0QoiWYES6DSUieofDf5jkdPFBx2aOMQSD7D+GwX5ULhp0yNpFre1VwINKtK8FCxwUnRCvf4kdELBgJ9Wil4rMTg1FiVh9KjmPerkyVLFDNKwyo9Bu6k4/CFDOs4kmStd9AQaKVDcHmBYeYbk3nHpLScTJwtcNFfuxabEuNVLaHMTXwdWb71a8GedHU4w9Mm10EgK7+E2HUmX7zfnYx2gs8m15h1cmOCyrS2UZRXOesg0Jp1Cp99oXnlr7Hu1ZoQSF7z3gfc3+ZTj4QGgaprBB8sXECP0b8TVTaW3slu0OtbPMdOmVtm2QMaQocRd+pEJHrPrxLX2YndaKM6U6e8nwtHqsGeHxT2zNNoN9agy2QDe/F20n97BCMqiQ2J/8emT0F2L2Me9p7fzvlW5qNy5/o7doIbAv26zMUnn6le8DRtyZNEFGzit3U3kF0+gJj73HBjkP0mFFEPTcv3KKx5QSO6jWDoTe5vrrF5weoXNCr2KPQ8w8DWzWB3vPu6aTnX0r69dxv0tVkojqx9+s/kC/ciOdjSTjuCdKVe6m71s25Zsy7HG7QbVz+fsvq/P6a75e0GT9OJrd2ss9H1Gg7cieWjlJS/JQSS4FcCYH1PW/QPLmTkXRIMwxdfamzMUrj6Chdp9ZwvWPP5PW7LJyp5K9wbGTJGGnQ9TqDFCErFVnboX5Cg9KSrdkrduSHNKf/DIFCR2Mhu/Wvaa0eQ5tHOWmTg2pP/agiUK5ZwQP+FOLrS3XZ6g0cOaU4ZAAIVijXs0b/3grHNgUA7Cw6w0fUqNmLpb7smoHn9QSAXFax3vWjO0frXSkOW71Vw7LChphkk9W16s5AzcgsbKr5EX90Hx6dTmDLcjkBw4PSGPgF/Y2fGL/dhK+oCjqspSqhkyYQnUAsyOazbJUH7LKIjNaLsGkXltTtJAljhr1rLhuIHkY/W1JzSevy/g8SmOV4lRFJa5cRRu0GlsW+4uXPK1ugXrGuEMnb+p0Cg7JoNlDlzW9NMQV2rbVR/4mzpDY71hDyFxWW8/8VPjB8zmOWrs0wwJCHAp18vMKXI1m3azh2PvlYHDzwBkuX8v/qCk7wgjKfUnOfNA0Egz7/L46Vc3RknjG8ApOSzesIpz/do6jzP3EWeUTbyPAk2MjNSzHeXv93z+Bt14Mnfs0kIJI+1IEqndhmmrapraryk9qzf/b2L9bzWudZzWECruZFAdzzyGrdefZbfiC75LlZdtmuT5gXQrLp89I7LGgVulp3k885dsIxxhwzhlyWr6NG1g3lP3+vI93jp7dle7cfTvp7vadkvkE2CavThgxpYIAyBWtgoLr3eiSVb08JL1Z0ehkChW/K/EQJZUQFSSq1P76bzAUmrBWo7i5eqfDfXLTM1uTYJ818xcd66TeWd91VTcu6yiw0SaqXnAtWov0WXzCE0Y6bbGX7T9TpJtc4kfxDo3Q9Utmz1fi95nu+i64lnNMrKlDq5OM/nCWnBHoZADaoyWwcpISbL92000nzUt0KFQHnaz+yp+oMO2tGkKkMCdgYhLdj9QCC5n/cftREkCzNtxCq1EXKaQlKcOwonmBKKo9l30WVJ6D2ZrNJ2j2YCnQ4dBJdfrBPsrk0ZWfDOexqVVZgySOefa3hF0Pm+gycE+qxSML3EYGwkPJPi/uYkFJJw6Lm0l4lVKhkeOw1XjXv7uBA6G/QZuCg3ZUak3IhVfOv5X8U6X1fB3UkqJ8two9rS2ELu+x9Ufl+iMnyYwUmT3X2eP/s+96JqSk1KSCxh8fG5Ojk6LOkZg628hiNzXJQaCvN8otI8bdHUgr1a5JOlv4HMjXFExrVsK9jBFv0dYsikp+38gE2jpRBIRjoVlyhceZlOu7b1jvRAGyguKtBZ64DX0lSG2t12bu6C/cVSgzcrBFfGq1zqIelovWwwEGiZA64u0BkaofBlt2jya78jCSyX/oEpl2aV9MwKDjskmomHRlBQ3vSGkweKdb6qDUiQ0XO3JhaaieHtxNPPdlWDOgnl22wKAlnwM1Htw5i0M+sgUJb+NtUih10/TWP5sjhyR+ssH+RiUjQ8mKQ1SFD883yFBYs0Dj9MZ8KR3qCktSHQ409rlJcr3PtPhdQUgpaDkxuL5m+fRWTGBvavOIFJo/1HoXiOnbnLVbZ+qpLYw6D/ZQ3nK23mRKFV1fcDNek6uckGSz/AhA8SQiRkfUnc1m9wdZ/A6n1T2fEDaNGC0fd7Oy3/73nNhIpXXaHTvZNqQqD9uU6mP6mZ8on33eWGRonrPyR25zzW7TiVjbsnc+TDGvYEg/Iqb6iU/ZvK9q9UMkYZ9DjV/eyNzQus46M7C/4shD5l7vdaHw1Hnm/QvVvg+VoojiwZeSYj0EIp3bTTiFe6mafkr1LY/KFmAjkJ5vz1f1s+V8lZqtL5OEH7w93HbHV9SAV76K6dRbza6W8JgQ4YC8g1luFYcCgJ2ePofZ5hjp9ZW9z9S5sMwTVXNu3sDta2u79V2bvQfW0pD9d1siBxeKHpqI8gib62y+suFdKc8j8IAlmAw3rRXrYLiG4i8i1Y+8rj/koIlF1czgbHy7iUKnpoZxPrR14xpDllAAgkvxv5/XhG4TQHAq3PX2nCtgSlF101tyymvxLIkb/W9QwGTgbabjCjlze9q1K4TkW1Y0p12uMa3wQpZZm3VH6PY/EIYudPZGLfSFxxBrmTGs6L/Y2dCRs/Jm7rDqj+F1XRLhYc+zCiLInDO1wThkDhSKBQuoW6Y0MZO/9TINCqks84UL2+WfZoyUlDEk9DgiDfIuGEBQsKi0rZsz+XI/4xlEefe587pp3Lmx99V5cPyDf6xhcgecIVeZ/GZMQCQSDPa27dsc8rP5EV3XL6CeMZ0KebCS7kf8vIIE8gFSgqRh6bkpyA9Zy+8EM+s+e583/70ysXj6fEWo+u7b0gj2/kje//N/ZMvteybGflYQoWAl14w3Sv6vWM9mksUmhw/x51NpHwxrfu/NW7b137a5u+NvB9D99n8gfZPCFiMHZoyTfyv3BuGAK1sJYlBJLl+EkGo0cG56hv6pZhCNSUhRr+/t8GgaTjRjpwpEPjrn+6zLw6wZRAbUeCEglMunU1uHCqu53+FRDoy9kqf65WmTAeDh/XdHRaoEXXB5+obNqkMnSwwSm1UVC+EGjHTpU335EOILjpBt0rGs930TX3R4XfFmuMHG5wwvHe32lIC/YwBGrQDOWuf7n7P1D0QKgQKFv5nv01q+mkTUbqtgcqIS3YAyy6Ls03WOUUPJ2iMS7SfaeDGQl0Sq7OHh0+S9fY8JPKkmUqh4/VmXCECBoCyWd21UTy7MsuSkoV0lINLjpfEB/vf5HvCYHKDMHEHAN55Lw2KvG1ieulvNoDKW/RXitgcMyl4EgxbWNFQ0SQTB/tUhQPjUrfer4s3+BPp+DVVJVhEcFBoMee1KioVLjkIp3OtUnl/TnyJUj48BPVhF03XW9wfrGLbTr80D2aiAqnGR0joZ6Ee4FKUxBI5qyRuWvsxDEh42ayCtazQ/+MBKUbXbXTAl63JRCoqNid3ywqSnDnbd4OzEAQyB9say4EurtI5/t/s5j7kzQmRzd8xWAgUJ4Bk3J0UxJyda/YOghkXU3mcFuwbC9rV6VSU+FOyh0dBYMHGRwyWpCS7L/dStfTUbURXxJJSmR0Sfw6Do2aS6LSiy5+HGWtCYHKxC626x+bzsOx6RebEEjm61qrP2XmiZr30u0UF6ssmuKgQxvBzHSZVYUGEOjjz1TWb1C95Awt27Q2BJKycxISX381dOscfE4gCYFWlr5NtbqPX94/j/NPaUeiHzUiz7Fz3QyN0u0KPU7XyRjhXYeRuRqpCyMgHsq6uIjN0lAd7j6hqFKQdUCn3TQn7Zbfh61sHzXjbmH59/05sFwhIglG3FE/lygpgaeetREVKcyISc9+5+XXbBw4gCmjKOUUY3b/QtLad9iTO5olG69i7F0Qk0kDCLT5A4381Qo9TtPJGOl+9sbmBc5y+ONBzew3q1CwYn/yVVgZKzjjVIN+Ut7OTwnFkSVPD7YN++5alxJ3fz6hUVOk0OMMnYzh3s9j9X95qxSkjF9iD0H/y9x9zi79a4rFRnMMTlH7/S0h0GbXW1SRS/Xr59G2Zwd+2K2we7e39OeY0QaTjmmddZmcUyr5ESx7w0VVrvs+8Z0F4tInEap0tt9o5shrqu34Ngk55GYkR5MdpNye3BwiwbolhxlwIAqh7chryPFF5gxzuvzbSwI3Cd5kSbJ3oti5GztJ9LZdhFb73o09SzC//ZUQaEPhEvbqP5jQSsIrfyWkOWUACOQvCqc5EOiP3K/JFyvxjezzfe5AEGiL6x0qyaaXNpUIR1uW3a8hDHe7bTPaoPuUxr+LUvtidlQtwjlvHG03H8rIzEiq2+gUjmsYleMPAkXmrSN16etQ9QqGKph70gOI6igOb3NzGAKFIVAw3UGDY0IZO/9TINDfLRJIGl06+SVwkLJwY0cPMgHLEy9/xJTjxvLOJ3PrQIunbJpVWZY8mYzM8QUDnmDGt3KDiQSSEMgXbMjrWJJh1vWvuuBkLyDkK2Fm3Vue5w8CWSBJHucJoXwhkCeEag4ECvQurQWBPHMCyXfxtLG0pRXRZcmpWfUuIZBnVJU817PuGoN/UiLQs1g2smTi5G8P3naxGcnVUgjkGZUWloRrVpdKGAI1z251Z33ydQ0//KSianD1ZToZGU1LjDV1yzAEaspCDX//b4NAf6xQ+fobld69DM49K/hFbKC2I3fNyt2z8XGCW2vlTlobAkmnwyNPaDgcCjdPg8Sk5kMguctf5gaR5bqrDdOx7QuBnn9FIy9X4cjxBuM9ZE7kOb6LLitJtnSuyvxKnsm4wxCo/nsKdeJcpAsm5RpI19Hn6SqdbA3zr4QKgfYqs8mt2URX7VQSlO4BO4OQFuwBFl2vlhm8Wi44M1bh1lrJsoMFgXQhGJNtyLzoLM1UefkVO7l5cNH5Ol27hAaBZP+Xk2/w8kzDjJCREXgXn2/UySN6GtETAsm/31pkML9acHOCytmx7vqTkUDHxn5CX/se+kafTYSzI7qoYYP+MgYOuqqnkqB6141vPR+Ta1CgC+ZkaGTWq+0FTNy9ZavCux9oJry69cZ6ABLICWo5uA8fa/DhIBerHIJPOkdRXeE05eD62BXe8w1L8zBEUxBI5g9Y53rW3EV7dMYdrC9Yzh79G5KV/nTSjg/YLlsCgax+v39fgzNP9+73A0Ggt8oNXigTZt3JOpSluRDo4gKdNQ6ZD0hlpAe4s142GAgkjx1zQEduj1nZMxrDj5RLgbGa3c6fKN0ykW0rhpnyn1bp0c1g9CjMCGvPPHjfVwvuLjI4NEblKpnHK1/nlNgfGR+9hjRlPO21UQ3qJFgHujyxqUigagrIcr1OhJLMkenTTAhUaeSZkUg1BT2ZM+N0qmMEK6c6+ChNJU1zv5Nvn/riKzZycuGKS3Uzcs+ztDYEeu9Dlc1bVC46F4YMCg0C/VH+PBKEfv/i1Qztn8DREwPn0zuw28mKWinL0Q+60HwkupP+sBOz04YYJjjQvRrFgJgdNuI22dAq3XaqiXARqbyKYV9O9ZSXWfqSSsEmCW0EQzz6A+sbGTRAcNoUbwgk5+K//q7W5f+z5OVKK9ozd/lDjLlJJaGraACB5LNLWDL0ZoPo2qTnjc0Ldu2CNa9qpLrksytEJhnUFLvfY36MQo1icOJkgxHDGq4HQnFkyesF24Z9IdCB31V2zFYb2M9qb1b/56xQWPovzUt2b7++gDyxjEx1HJnaIX87COQUFWzQX0Q47VQ+cDNb26lsLYLYGBlFK0iIs/HwEzou3TsPZugri/oz5JwyJT6S3OJq9v+ismuuinBB1JVvoXXcTw/OI9bm3jUb0pzyPwAC7TcWkmcsNd+tvXoU/VPH8Gv+q1SK7AZSeC2x8V8FgVITIliQ/yxOSumsnkSS2tvvY4Y0pwwAgeSFrSicAdoNaEpEg/VIUzaS3/zCnBkmxOmhnUOs0iHgKYEgkJTsldGrHbXjca0YaEZpxqRDZZ77UkNvMYhOD7y2LKj6gL32vdR8dQx9ykbQJ8ZGRXcXJcPcG189i7+xUxFOMr+7DqXiNSCCecc9iSOygrEJd5qyjcFI2Ifl4NxWbsmcsrG2FpaDq7eO/ObCxW0B6Zxfl7WTuJgoLjprkpn7R/4tv7AECQ9kRJD8mwUNpEPftwTKtSOPk3JpviWYnEBNOf0tYCPz0Xw3fxm3XnUWEg40dp7ncx7sSCBfCGPZxDPCSEY1yeJp62AiYPzZ0zfKyxMSeUbptFYkkHVNSyYuHAn09+thwhCohXWyL78KmcNk124pt+GWHwg2aiPQrcMQKPRK+W+DQNIZKp2iJ5+gM2xo8GCxsbbzr4ds5uT77ttdRES0fiSQlaw5LUVw120qZZUNFwu+NdvYouuL2RqrViv062Nw1hneEGj1WoXPv9TMRf/NNzT85vztvJM77OVO+3PP0undq96mIS3Yw5FAXlUonc/SCT0hSuGxZB8duNojQ4VAO/mEQscOU4omTukUsDMIacEeAAJJcHBpgUEXm8Jn6e7nP1gQaIdLcHqeQQcbvBdj4/GnNDQV7r7TZf47WDk4+cxW/1dcavD2eypSUlFGyVx8gWHK4ngt2JOiKC6rMXOdySIBkARBfW3wbrqb1jxVapCgfc2oyCx6RJ1ErKu3KUsk5YliaEdP23kN6sWznh1CcGi2Ye4PXtzWgwBJd4BNJSHW3iBCROZJkflSDh9nMGF8vXMikBN09x6FmW+6oyWLL3CwSBPM7BBJbrmTO4sbb5Py4ZuCQDLfzBr9CfM9j824jzX5i9hv/EyaOoL26pEB22VLFuxWlIiMVpRRi54lEARaUC24RcKRSIXnUloGgY7L0ck1YHaGRnvvajMfJVgINDVPZ6MLPukcSTdHw80ApcY2dhifm7JVPeyn46qK4JufnMh+XW4ikEXKgI4cDsOHG2aU53WFBotrBE+2i2SCorPNYbDB9Tbtbbl8WH4mdyV0qotks+wWrANdHt8UBHJRzXrXc3VQUEKgQsOdH2vDkhPZ+PMA9vTRuflkgwEeAM0XAv3rYQ1dV7jrdheRPrCktSHQ7DkaK1YqTDkBDj8seAjkdOksrpiODHX5YvrtREUq5uYR37mtNXaunuVizw8qaUMEvc72keDSIXN2FKquYJwlyNY9ZP8EVH9nJzVfI7FWMlLYinGOSmTBl05K9ygkdIUBV9a3oY8+UdmwSeWUk3SGDhZekUDbtiu8/Z5myihKOUXFVUPbudcghMLnv7zO8Ks0Uvt5QyBnBfzxgA0tUjD6gfpnDzQv2LZD4b0PVNpVK/SXm+IFDL4YDiyD3PVQ0UWwKM/dhseP1TnyCO/+92BAIN0BKx7RcFUp9L1YJ7l3wzmkZ/+3+jkbFfswI4FkRFCesdzs61LVoXTUjvrbQSBLmtG1qQfV757OjzEK8YlyvNNpk+4eX779ycmc71R333GNTmzjqZqaXHR4QiB5sLNUYdsshfJe32MfsQp97iS69hxEci/xXwOB5Bi4z/iRArHKtE8ndTLJMjIsJZq9hblsdL2BQU0DadgmjRnggL8KArmitrKm9HPsJJj5/DwjmD0fJaQ5ZSMQaLPrbarIoYc2lVilbcgQKDMlgrm5j/w7q5vBQO1GVCVwosdAjvwc4zeyjd/IUMdQ+PrhlGxVGXKOxoGtLnKWKaT0N+hzfmAIlJP7ONkpUPPRyYywD6CDqlE62El5r4bjeaCxM3Xp00TuPQ+Mzvw+5h1KMncwQrmJiNioMARKjuZAkNF/LZlTNvYthiFQvXXCEKjeFlbulmEDepr5bCyQIiNXjp9wiNffPHMCySu8/8WPHDfhEHwjgfxBIc+26Q9aSPCxbNUmXp5+owmdfPPoyPPlebJ4wpKsbXs4ZvxIM9pElsbO84wEktJnErB88vUC855RkZENcgItWbGh7v395ayx5MqakoNr7JmaigQKBMyasmdj+ZX85QSy4I2/XD6edvAHez7/ZiHHTRjD9Offw8pl5PvOLYkE8gfKmjvv+F8+LwyBWlj7+wuqTM31515Sqa5WTEk4KQ3XkhKGQKFb778JAjmd8PDjNmRkjYxaiYlpHQhk7UC+/FKdDu1Eq8vBWU7cY46EY49WWgyBSksVnn5OwzAw4WrXThoRmkJhqZOnnnPn+DnxeJ0RPjInsvX4g0ALflH5eYGKtYPYamVhCFT/vYUSCVRpCGS0R5XA3PneozYfie/XGyoE2ma8S4lrP72084lWMgN2BiEt2ANAIJcQjM8xqBbwQ4ZKiqYcNAhkwRfpvL9kn2ZCzZ49BFPPcTsimwOBqh06Them9OPOnSoREe4cQZ1qpdXkdX0jgaQNpCRcuYBP01S62hXmVgnWu35iQvSfdImcSIyrp5kLSDolemrnE+OnXjzrOcspODffoJtN4ZNauGZVpD8nqMMBjz5hQ9fhxmk6yUn1fV5jjvx3P9TYskVBDDT47hAnT7ePZGupg5fKBBfGqVwb3zAyzXqOpiCQPG6t/gyGcDIx/XbWFiwkx1hMpjqWNuqYgO2yuQt2IaQNNHMecf01Oqmp3v1+IAi00yU4Lc+gnQZfZbjJTXMigcprXByS7Z67LMlUsXmG4dS+bbAQ6J4ig++qBY9mRnCU0jAvR5XIZrP+DtFKBn3sF5GRGEl2UTU1DoXVqxWWLlfIq3Wkyyjrnn0M3u6uU97GYE2fGKrKHDh1R239wNX502in2ZmRWh+BIx+5NSGQvN5q15PmN3B0+t3kFjvY53JHTHz+9tWwL4mep7iYOtC7aXj2qVZEbkK84BaP6BbrjNaGQD8vVFmwUOWoI2DyscFDoHJnISsrpRRiPAtev5bsHP9jrTV2/niXbkbS+AMO0bs1kpdG4EwVaKdi1rNnKdupsPZljaNHfEmCOhSMnubP1S7B5gOCwjQnvWqdlfIbeWi6htOpcNvNLuJi8YJALhc8/JiEbHDHbbopM9hm/h1olXn8uOJBOp3akbYjvOXgCterbHpHJamnoN+ljUOgjVkKH3+qYhgKI6IFafnu/uWwe6B8L6x6E6LTBYXDDBb+6v4Whw91RwVZn9PBgEC7f1DZO0815coGXu2eVx6YAAAgAElEQVQ/L45n/7fzG9WMbmk/3qDzJINiI4tdxmwSlZ50tZ3yt4NAu/VvKRLrcHx9NPnLRpDV3g2AEuK9NxlIWLd5q7cMcuirC/cZvhDIus6u7BUUp83DuXgEjjlHk9LPoN8ZKkkZKoVljSe0l9f4u8rBSQC025hjygKCShf1JBJV97dptZ1i3Q3zFTR6axcRqbhlY5tb/ioItFl/g3I9j/ba0aS1Vp7JRiBQfRTOcaQoA0KGQNEJ+SwpfMOc/8p5cGMlkCO/2NjILuNrEvTeHLh3igxY5PinbeQVO/jjYRnFpjDgKhcJXRpe3V66hx1Vr1OQGkPVm2dzRGoPknWVwjEOqjs07E8CQaC4bXNJWN0e9JGs7jeX/b2X0LfsSpLbpoQhUBgChdxNhDJ2hrKWteaKIT/Qf+kJloN91JA+dVE7/qCFfH1fqTUZhSMjfSxwcCCnoM5KlmybP7P5k2zzBE7WOdZzrN243fyTJT9nyZB5wgwrn408LtB5/mTrPGXurPeR15DQ4p7H36h7fM97+0KJpiBQY88kf7vq9mfwzH/jGQnkKbHm+/7Ww/mzp++xnnXkmS/I37N51p2nLa06qq6pMZ/ZqhfLbp7PIe+RlpzAGSce0Ww5OOv68hktWbn/0s/woLxWGAK10MwSAskiJTek9IYsF5zXeGLYpm4ZhkBNWajh7/9NEGjdeoVPPtdMx+2lF4WW2LaxtiOdF+s31uciaE05OOl4fvRxG9IJc9ctCmlptBgCyVr+bq7K4qUq3bsJrrpUMSHQNz/qzP1JNSPvpl2je0kGWS3DHwSyHHC+eZbCEKj+ewpl4vxmucGLZYJDIhVeqI1A8PflhgqBsvSZVOgF9NEuI1JJDtgZtAYEkhe/oVDn1xr4V5LK8dEHDwJZMl7nxCp0mW83o96OmWjwj0PdjvjmQiB5rgTIH3+uInPnyKiis8406N3TfV1fCCT/Nr3E4LNKwQWxKtclKOzX4dWK3zgl5jfa2w+l0lVsSoskqX3prJ7gt0486/mnasHt/5aZOzxS4SmftuFvIffnKoUvv9Lo0F5w+SXefV5jjvyCArkBQzMl9Rae6eSfPe2sKHXwVaXgrkSFU2L8R6fJFwgGAq3XX8IlyhmfdhNrC+ZRIFbTQT2aVHVIwHbZXAgkc5nInCaJiYKbr2/Y7weCQJ6ygr9nqkQoSrMg0NZKnZPzdDJU+LaNnzCgECKBXi83eLlMcGmKjSsjG25icIpyNugvYSOGgRHX1UEgT6NKibilyxQ2Zkmnu/sXkSY4/0gb3Xs5qFL2slV/Hzvp/KvofLa5oI0Kr6WqtKuVpWxtCLRRn4FDlDAu9TpKS6PJcn5CaXU2s5+50dxdft8dLjMyzbN49qmbtyi896Fm5quReWt8S2tDIEs6bdQIOPf04CFQgWMn66veN2WIytefyxezNNLSBNN8gIIcO2sOqPz2uMAWKxh5t47i88ml/hJJZI5K6TAncSNsDSCQ0GH5/Q5OHH0NKIKioS+SuDMRbZ8bsDgRVA/QqejhYlc2vPamRpsMuTHEvSPdd3x58x2NHTsVzjpd5uUxSFn+AlE5q1i28QqiDz2UzhO8I4F2fauyb6FKx4kGHY+q38DlOy+QUWpffKkiUOjb3aBbloJe437G7se6//npNoHhUBh8vYuN2QpfzZHGUOjbxzDzBMm2EYojS1472DZsycHt2V3Nysc0DKfCoOtcxAVQkvLs/4qzFDa8oRHXQTDoOp0Ksc/8tmLIpJf9/L8dBFrreAFDraTymSvIrUnlqJtcxNRG+njat6oKnn9Jo7xC4dijDA4d0/wNeoEgUJnYzXb9I2xFnSh55jykNq5qh96TVZJGORp8D77f/N8RAgmhs9OYTanYioLNlH+NVzvXPbpn25F5dmSkUCSp9NIuRFX8jx0BB0yPH/4KCFTBLra6PkYjmn7a1Y0+X0hzykYgkBWFIzeLyE0joeYEqolexaayH0hVhtJBO6pR0wWCQFUih83629gq0yl5+DKS+wjG32Qnr6SGnd8q7J2vEttOMNjPXCN51eus7LSP0oQoql68hOM6tSfKpZA3sRqnn5x9gSCQrXQvGfOywDWZrZ2Xs2XYN3Q+cDHte2aGIVAYAgXTJXgdE8rYGcpa1hpnQ36g8An/UxYIRobtf8ogB/Flw5E/f42xwxCohXa1IJC8jMzhIhfdUn5g2rVuCZPmlDAECt1q/00QyIqokRr8h9U6hIO1SGNtZ958lYWLVMYdZjDxSKNVI4HWbVD55DOVjAy440bp92h5JJB856oqhSf/T+78hWuugM7tFO552DB3jMtcSTJnkr8SaNH16usae/cpZi4BGREkSxgC1Vsw2ImzU7hzARUb8Eqqygg/+UOsq4YKgda7XqLGKKO/7VrTSRyohLRgbyQR6wcVgqdLDY6LVnggST1okUAPlBgmrLg9UWX7yzbTUXXV5S7a1gY/tQQCSZvJXfOz56is/FM1Qals8wP7C78QSOaBkflgZNDOtxnyeIW7S/7k9NgfiVDb4TD2m9XQ13YFEST6rRLPerYA4bmxCjfW5qmxTvK3kLMct5MnGYwa6f1NN+UEtWQjD3TVOfJslfmlTlbWiIB5baznCAYCbXLNpIZCxqZey+rCHygVm+minWLukA9UmguBZC4TmdNEyn9KGVDfEggCyeNOzdXZpcMHaSq97M2DQIvKXVxVYDA4Al5PbRkE+rFKcEexwRFxGk945wmte63VrsfN/x4a8U+/EMg6UEZa37oI4tepRFW5ne5RkYI+g7NpM+wrOqW2J0U5hmmFBqudIFUpX05xRyY21XY8bdyUHJw8dov+HpViP6OTL6ayLJUljpcozOrEsi9PoUd3w4y68y2efervi1W+/1E127hs676ltSFQ1maV9z9S6dMLrrokeAi0v3o1W2vmkKz0o70ymcef1KiqVrhgqk73rt5Sqttnq+xcIGg31qDLZO93UmugzVdR5i703JNrSE93R3z5loL3ljMw+RUqI7pTfNQdJMVF8Pvtgt7pKh1lhSogbIINETozVwkGjTI4phbY+I4vco4j5zpSTlHKKsZvnkX8ljlk7Tmess5n0GuKNwRaN0OjdHvDKCbPecH/Y+8swOSosr/93qrunh73mdjEXYgSIUCCJcHdFpcAGxZ3WFh2lwUWd5fg7h4gkBCIJ8RlkklmYuMuPd1ddT9u9XSmZ6ZtkrD7Z785z8MDTJfcOvfWrarz3nN+i5YIPv/SB3T2G2oyxgk752jEZUvqiwSx6TDpTsHy10yr1JLfF2vXqQU9vsyhXj1MzjrTJCEueDnMUPNJtGPYD4F+eclN0QKN9OGSAU1ZpcGOHTj/mV5YcLuuktwYe6eBGVvNOu8z2ElgiH3G/ykItKO8hNKkl/FWJdJ43xX0PNmgy9jmMdn6+bI1H156xYauSS67xLAA4p5YKAjklS7WGI+hE0OfiqvY9J5OTZPGWWyWpM/JRtBsC38b/q9BoEZPo5XdUysLrNKXvfXTiBc+raNgz05TetlgvIybiqigRTjf/x4QKM98hxozP2IGr2pXu94pw0CgSnM9+eanpIgB9NCPbzcEKtI/RwnGK+1BpUEYzkJBINUvq4yHwNCpu+Mm+p1hMPTQGAsCeVxyd7nIAWebpA9rnrc1dzWdvrueHw7qgSvWTv39l3Niv3Q0Kdh5UgMEeTUI9+zs/PmHiIaz2Jm1mRUTXycr70z67terAwJ1QKB2T8MdEKjdLuvYYR96oAMC7UNntvNQHRConQ6LcvMOCBSlo0JtFgiBVBbEk8/olJULevcyOf+cPVt11gGB2t8p/ysQSK14vuc+3YIc11xlkJrcPpAYbuz4dXT8Gjv7MhPIn2WktDyOmaqCNvsGAqmRMPtHwY9zVZYA9O8Ds+dCTjfJ9AtDZ0mFgkALFml8+bVGv36Sc5q0CzogUPP9Fi0EUlkjKntkoNKzadKRCXXXthcCrfA8jCHdDLNdi4Yt5GTQrg/2MBBok1dyRolpBY+/zdb/YxDoojKDFW64H50fnrcR41RaWs1jem8hkN9x/vtH/f/R00yOmeJooQnk3+64YsPKAHoyTWNcjODRmvVMjv10t/8ztTF0CaOFE9jP/6ySfFJvWoDrlLiWJdlaf8hV1wgeeFhH03zlL53OlnNepCCo2v/BR3QLemWcZ/K102Pp2nyepdMpzKLkaCDQRu+rNFDIhNTprKz8mjq5jT76mSSInJDjck8hkNIyUZompypY1wSoA08SDgJdV24yp1FyT4rGEbF7BoHerfSiwOQ0p+CuEPpe0ZaDy/VIziw16eEQfJAePBtrrfdJPNQxxDGDbskZQeGAun5/acEUAY9U2Pl1uSrx1OyZnJ7VHDg2gV79DK6rNFnoBjXknkrTmNI5jsB3tHBvFtFAoK3GR1TJXEYkncqDu7I5LP4JFnx6AjtWD7agTmuAqc4XOKf6NXrUfThu7O8PgZQ22LMvKI0cuOnq6CHQloa5bHP/ZJU9VCvZVRlVVU5VLbpQiy/8FmPT+emvAm8DVvZLfMtYMQkbbSStsOPqYlB5kCck7Iv55gXSvQvY6j0Zx/FHkhRr5+srffPA4ONMesToxOXbECa4TSjN9qKP82LEttQEUturRR5qsUdauuTqyw2cu5aQtuwZCsv3Y3PMtQw7r7kcnDRh4e06plcw9u9ebM7mEeJ/L/jwS4PZP/jmMAWWphxkWpk2qpySyrRREEll/0y4QVBT7fv/wKyovK2CN97SrBJ2nTpJpp8v6ZzZVhMt1NiMNP/591MQKNbjYNZtvgypUTcaOMNU52o9/615VqcqTzDgHJO0IV5WGqr0IQy33UDntLj/qn6FHw5s2ORhzrqlDJ70Pe4lI/B8dBSjbjBwZoSGQOoavp6l8YsCY2mSP19iWJqY7bVQEEgdxz+XDbbNsMBZ5QobuZ+A0ptSljXGpOdRvmy51vZ/CQKV19ayofFt6tmFjtPSZVQlO1tb67HjkqVW1onEsLKGkrQ+7XWvtf2+hkANsoSNxsvWe+Rg/S/oInzHt+udMgwE8mfhxIpM+usXtBsCbTCfwWVWR8yGVz4Lp+uyxv0UXq2WhodnMPbqBDpnOS0IZJqSXT9rbPlUIyZVWnOFP4MzceOnJOZ+yjdHDMDUJMZdN3LMkFhMBxQe76t80trCPTvTfpmFc8fxVCUU88sRT5Oy9gQGjx3cAYE6IFC754gOCNRul3Xs0OGBDg90eCCkBzog0F4OjtYBhpJiwePP+CJP06aYHDC+/SCoAwK1v1P+VyBQ3haNma9pZKSbXHn5vh07O3cJnnleJzNTcsWfjX2WCdRaz6O7EoLfhxBIAbGHHtWsrCC/KdFnJf4cykJBoLp6wb8f8N2ft9xgEBvbThFfTYRdtd7+kbtnewQr6RXqSJ3TYiksb1D61REtGghkSslxJSaFBlapL1XyK5y1FwItc//bOtxw241hj9uuD/YwEEid5IgigwoT3svU6B+jWSvR1cdyNBZtkE4dK/CDXenwVJqSf2+3M+crzcrSOfXkfQ+B1HkXLdYskWxlUw8TTD7Yi8doOSJeqDF5plbuzoh6r76A/o63rX3UimAlqGwTsSFdEtjPl5SbVjaOHygF7tT6Q+6neTrfzhYMHGjyp9PaznnR+PeJLwXFS3S0HMnn03w6DEvUPBTGooFAm423rRXRY1PPZWXFl7goZYB+IU6REfLIewqB/nm3zdJzCqUDFw4CPV4teaXO5NIEwfREbY/KwT1a7uX5GpMLEjQuD6GlFC0EckvJAU36Qv4Sda0d5hfPHmA7h56pvUJCoAerTd6qk/wpQXBtomaVSVy32c2XC1aRt2IQXo8vsJeYKBkzRvJtb4NZmkkMMLOHk35uTzS3MdFAoO2GEklfjks/gifLk7ku+X0+e+g63K4YS+NHaf20tsA59cWZOvkFgvPONqwSp61tX2cCKd28+x/WSUyQ3HW7RlVdZF8kx9tZX/c5xd4V5OjTSBP7UVuLBWpNCdddbZCc5Gt5zUYbq1706eCMvD6IVsSsGOxVGhUT3DR2N4M/O6VJ9tdXopsuftz8L/pfmY3T42D2X00L7A46T0EJE6NGsP4NO5NSdRxNXLG+hxfvCIktTaOy1nffB+oGXXuVlwx9F1lzbqfBlcaCqocYfXkzBKrbASseswVtv4JAX34t+HGe71rHjzM5aqrJ5o80X6bNMBO1ij73XZ2SpYKeh0CXaV6W3K3jrhIMvsgkpSlTWZV6nPm6br3DKBBx7eU6hoisF6POG838p7ZTECjvbRs7lko6H2DS6/jw74/OGifuJJfVp8q2fa+xbZZG9niTPiearPY+iUEdQ+0z6Jaa+V+HQHlb4dmXJONOfpvs3ltofOtkyOvP2L+1HHfBAoVeA555Tqe4RITMtIw0SYSDQHnGu9TIrfS2nUYiPa3scoehs+xdL8WLfIPVFifpcZQke4xpZbb5rd0QKM5JqasRw99xYRoe7dhRh0hONFhc+RoNstjSAutjO50YglPEYM9OVSp1u/GN9a4w0HaRdYz22r6GQFuNT6mS6+kRO54Uj08kPJy1650yDAQy8bDK+zBC2tjPfm27IJCXOtZ4n7Qg3FDblZGaHB4ClbyDNzWfmLlnMvDQnBYlhhUAX6YWHFYIeh9v0qmp6kSnb69Bc9fw1dT+1rmd99zGIQNtuNNMSg8L/k4c7tkZv2UFyUvG47bV8/2x9xO7chojDxj1h4FAKUmSssqI3WBtEM07pdpOZeZ3+p0gUGKCSZ27FtPd9JAO0/RwALH1bnuiM6k0SveldUCgfenNjmN1eKDDA/+/e6ADAu3lCAi2ynThIo0vvva9+M+41KBTdjTh1+aGdECg9nfK/woE8mvgHHSgwRGHtm/cKK+FGzsqFnbXPb7Min/c4d1nEGjVGsF7H6jVxhIFZ9oTyIr2o0vpAinfKBs6RHJaQLA82GgJV4P71Tc0Nm3WOO5okzGjzT9MOTilf7Jtu/pHrXbWGTbE5MCJkV+y9zUE+tol+WuFSS+bgiaR67+3BwKheVjhfjiqD+Box040H123Vxp81QA3JGmcnfT7Q6Ayt+SQQi9q4fnl8+ysW6dxwvEmo4Y3B+72VSaQ//5YvVbw7vu+/urZXXLh+S3HTrEhOarYRIXUf+iksdZbiSaet7bvrE0mSxsbdmIO7OcjiwxKQmTj+D/kyiqrkMLJ409plJRqnHmaaWlntLZoAlmzKuGHp3XsHsGiaV4Sehm8H2FsRvPBvsX4iGqZy6iU01lZ+Rle6hlivwKbDA3D9gQCrcs1UYBAvSuod4ZgFg4Cff7bAt07Kw2mOeGuVH2PINCtxW4+bYDbUjROjA0OdqOFQKr9Sl9ouxfezdTpHSShb4vxAdVyM31sJ9M3dUhICHREoUGFhDczdfrbfFpZRVVVrHA/iuGOw1x3JQsWCSvA6zdbf5N5AwzKO5ncnaoxxRkeVKv9ooFAxXIBu4y5fFE/jloZyxGVufzwynlkZ0kuvyx4vwVCoPse9OmT3HCNYUGr1pborYWk1Kj09FITHLg8Bg2N4Z8Bd/zD5/y//60QKZPRsIe9jxUEWlH7OlVGPn3000kQPi2Q9z/SWLlKY8J4kyOn+O7TrR/r7JwvrDJwqgRaoCn4kzkrBtMuKTzBhRZiAYWjbD0ZCx6gzpXBV4seYMytBk5pZ949vuMNvdQgqbe09M3eeldjaF/JRSM04nN1NLevX719JMWjmsvMqe3U9icebzJyPy+dvvgzmjD4vuBZ9r82htoGX7ZM0UKNzR9qZI026dsKQH8/W2fOPN/x1buYeidrLBMsvc83h46+0SAmXVK1SWPN8xp6DMR1kTRWYAVW7QmS2IAkClXStqgIvIZAt0kmXilJzoy80Cea+U+1Z83POlWfCgwN8vqCVw/9/hjbAD23ChIPkgw7xjd+agsEK5/UrawalV3jh7T9befSO63XfxUC5W+x8+Jrvus58cb70Gxe6v95HSm97Aw6v6UPQwUK1fvTk8/qlm7lmaeaDBoU2feB4zkcBNpp/ECJXEwX/RAyxf4t3imVX3Pf12go8o2lhO6SfqeYxDZ9F7orBHFGDA3ORmvMhDOzpoYus9IpGLycgn4rw26rflTvSI2e6K7TIypxyxocpNHXdnpIiNNQrFHwmSrRbLZZWGQe/gH03AiF3dA+Pydi+1pvoEBmQhZ0OcIImjXl3z7WoeOM0amoCQ1S3VSyzvuctcuk9GuorAo/76nt4ut14rBTGuNCRni13f69TuEvwpqbMkZIC/gqLSi/rfU+jYcaBtsuI1ZPJjUxhpLKtqUwW/ugsvRH8lMWkVSfTq+kiyL6MFwgf/mS79BGLCO1ZArdO49oozNZtkpjw+uaBShH32ySUDqf1F9foC69O3PHODErE8l68Sr2763T0M2wYH5r27lJZ/3LIDOh1xRJ78GtSoJ66un0cbq126zj7kasnMjYgw4IC4G0gly0vLXYt6zBecWdVDQB/mDO8NQKds0VVG7QGHCub06OZNHMqVqjQMstJWFbPGUH1KInh1744z9fNO+UatvfCwIZ3npKq3+gMdVNd3FiJDeEBYitd+6AQBHd2bFBhwc6PNDhgT+UBzog0F52V6hSI/5Ac1qaLzhgD13VqE0LOiBQ+zvlfwUCPfSoTmWVYPoFBjk5kV9mW3sq0thR+jrV1YKr/6JqowtS4n1CodFYqBfnN9/RWL9BY8rhkgMP+H0gkGqfEtQ2vILjjjVITQnvm3AQSAWyVECre47k4guM/7MQaMcOQcE2wdZtkL9VUB+QCaX8oUqaXH912/JZrftyX0Og04sNNhvwz1SdIwPK54QaQ+2BQKZWxyr3k9hJsj6ew9m+hED+IPpkp+DRDP13zwRaVm9yfqnBIBsMfNFhlX+87iqD5IDyj/sKAqng49LlGvN+EVRXK2FzJW0OmRkmV8xo+cE+vcxkuVtyZ4rG4UojqWoZ3fUdTHIeySBb+IeYv58La90cuMsXWAyWjRPv3URi0dPUOUexwX22lZ3YuhReYL9H88G+WJXV+14wcLFOdZqEP7l5JG3vM4Hyjc+plGvZL/kEVlZ9bDUrUobankCgz742mfOTzsQJBlOPCD63hYNAazxwXtN4ei1zzyDQBbvcKD8+kaYzXqXRBLH2QKC/Vpl8XS85N15wZStdKHXobcY3lMsV5NimMTh1bFAINN8NV5QZ9NHhnSxff6r7Iq9yPZs87xJHDv1sZ1p/Vxk2qtznmrXNwKc6VVIwxODM0ZJTk8ODoGgg0ErPKqT4inmuIQyyS3b9lMmGXyZagCDUog0/BKqqkdx9n47DIfnrzW3Bjb5uGY5n7kA/7VJqJx4b8ZEcLQT694M6XeKKGXbeazg8mQxMPtVarR/KFARaVP0kLlnJINt0HKRam6rn0bMv+u5VBbHMWsGye319sv/tRpsAtioDp8rB1fX2UjXaExICJa99m/gt37Gt4QgWLj6L/qebpGbZWPi4ygSSjLzWJK6T3K25eeRUkwnjTIQB8VtsJGywodULKsd6UJlByhYt0SwNn2FDTU49ySTpk3+QYCtg/tZbGXJ9/90QaNO7GsVLNfqebJIVUJ6vtEzjsSd9i06UrpAqA6ds41sapb9qZI8z6XNS89y55C4dd01k0Bjo8/ouJodfFTlAH838p4771e06yb9pJeY6BJvt4d+PxjVAatOpe0yTdD3ENx4X/E3HdAkLxO1IUJB2E71sJzIgbb//GgRauVrj/Q99fXHQlC1kjXkLraILNQ+cT2Db/b4Nt1p86TLN0smLiZH85TKzxfM20g0XDgJVyDUUGF9Y+i1KxyVYieGdczXyv9GQviFK10kGOUdIfn1Ix1UuSBtsMvC80OOhnkKS5nnJ2uXTo6tNKGX1qM+oSC+I1PSof1el33rrp2Mj9CKHda9qVKwJXuJTxLpw/uV5tJQa3LMn4vl+UtTnDtxQQYlex0gym+671geJBgJtN2ZRJn8lTRvGmPQTKQqiRRZ4XBX0z/7Cac0rNQM91Axr6qhWJ1fQd/OHAldZ2/tdgaCM/SB1sKTAqbKI8y1/ptp6Rg2BNhfdS226xqD1JaQmHkVdj0PC+jAUBKrdIVi3eDmOY2aRIUbRVT+8DQRSB175hE7tNkG3Qw1Gx/8De1U+6yYexdaETXi3dKffd+cyMEMP6pP8lRpb3hQ4ZLMvSmMheX/J8ANNUpreZzt/WIcwMph32NNU5/Zi4qTDdkMg0ViPlrcebdMqtLw1aFvWIxqby87Z//EcVZm92vhAgfYdcwSF85vHoho3Q6abxHcJP/+Fm1P1BkH8ehtxeRqa6Tu2x+ai8OAi9PTwgmL/TQjkbawmZQ7E1acw/+CX6JI6jVjRJDAaYgR1ZAI1O0aNiQ7r8ECHBzo88P+TBzog0F72digIpAK2TzylWas+R48yOb6VYG6400YK5Afuqz7YvYaMKrW6PZfqF5mN9OKsjhntR6raNlwgqz3ta73t/wIEKioWlqZUQrzkxusiZ3gE81eksfPK6xqb8zRLoHjoIPYaAjW6BP9qWhl77ZUGKSnyd8kEUtca57Th0AWVUZS0CQeBVPm6u+71BbSvvcqgU6aGCmCXh1lV6Pd1qNXMezN21b4KAhQUKOgjyS/QrIwfI8gQ6NxJWvCqYJvOrkIZNmjsb9O+hEA/uSTXVJiW1srHmRo2taQtgrUHArlFOes8L+AUmQzQLwh75H0JgcoNyZRiE5UwsKCL7vtg30s4Gqzx/o+uD6sN7qw0mVatob1jt0oEXfWXlh2+txCovl4wfyEsXKzhcvn6SY2djFSNZSukVZJGla+68i8GjqYVrB/Vm/yrSrK/Q/B0usYbbsHDZV72s8NLGeGhir+fF1c0WnowPW2C9zPbBotivfmkbLsNic7Mdc/xy5L43SLuwXwWzfNlnVtyXpHJ5HccOH8r+Rg7zcst4ROXogjFxyMAACAASURBVCrdsd38ljJzOf0SDiG39oeoMtT2BAI98jRs3y449yyTvn2CBwLDPTvrTcnBRaaV4zG/855BoKnb3ewwsPpM9V0waw8E2mwKTi/yWmXZvs7WSFR1jwKs0PyZIvNnOukHMDzt8KAQ6JZKk28bJFclaZwT79tf3Reryr9nl/Gzteperb4PNPXOpaDnwkVQW9uUKWKTpAw1uXCisEqtBrNIEGhRo+TF2s3MSP6QatmbbK2Wz144lqqibGsxgbq3gpkfAm3Kkzz/cnPGbIttTRPnXZei7dqKOGU6dYedFmlaJVoI9PSzOgnucoad/ToisY5YsuhtPz1kNpt6p5xb9S/r/KqUkSpp5LdnXtDZuVNY+kcpuYLSFYLeh0OnI9oGTLM/daI3CkoPbcSdboaEQFmzb8bWUMrG+BtY+dUQKyuny346v76scDWMudmwdCseflSnokpwxWUGmVnNvk7Z6SDuZx0jTlJ0tG+lvcr6ePRJnbhYyc03GNg+fYks/RdWbjubntccvhsCLX9Ao6FEY8Q1hgWa/PbWOxrrNmiMGi444XhfCb36QsGvD+sIHcbcYmAPyOQSFTY8DYJ6l28OVyXjGooF3Q5RJeFajouKQsGOT3zjsufFJl36hQdB0cx/Cz7TMecJPBp0v8hEhOH1jfmCsi9b3otdJhmWZs36VzXK12j0PdXEPfJrK4jeTT+CoekH/Fcg0JJlGp9+7nuGHHIwDDjoWyvjRi45kPqPDrYCvsl9o8sEat23/kVAEW+0pg3CQaAGitnonWndW/1t54dcWOSpEZYOS+lKn/91p8RwqevzjZGhfzZI6tl2HlEwobJ4MWPn+rJrvPEebHW+h3Z1jypKh5diONq+MKYnOSirjq7soLrvTXc6pjd0xkzdNsGKJ3zvAUNCjLNG53Z2Zr1ubdO5+E84Xd2jdTEK7mz/RbJrqW8X1bd9T5bEqIUdARYJAnlpYI33cWuPwY6L6ZbcJSIESlpuJ2GT78aRGhQf5bI0x/ymMk62fCYsCKzMkSIZeZqN4iIPFWuhMrflu07cn75GDFlGVt0R5KSNigoCFeZ+RVGvVcQ0epn801Y0w6RmwAnU9D0mpA9DBfLVOCspySfmvLdIFD3prZ8WFALV5AtWPaUjbCZHj7kWLcXkxwN7YYgGXDPPZKy9D13jdKrGeKjr1TzPb1yos+sjgeLNDU6wZ0rEdoE/AbFUk7hyoP9EyZSdZdhqu7Bs/DvsLLRzkD0Wz4bVaJtWo23f3ObaZEIyZp8h6AOGEXPwVCr05tKCCr5t+15QsrTZ39ljJe4SQcUW0GOklR2oMrRCWbA51VajkbBeJ25r8+S5I2cF8a50Ukq6YegedkwswJbdSvgu4CT/LQjkra8g40cncXVpNMRVsmjia4iEePo2LZAJ5YcOCNTsmQ4IFPU03bFhhwc6PPA/4oEOCLSXHRlOdFgF21XQXdnZZ5r0j/Cx529KpEB+YJM7IJDPG/8LEOjHORqz52h7XLNc+SHS2PniK80KCk853LQ+qvc2E2j5r4KPPtXp1lVyyUW+j9DfoxycOu6+gkDqWO9+oLN6jeDwQ02mHCr+4xCoslJQsF2BH98KdlXKSGkZBJrSK8rpJumRI8jJMenaVe7OKKyuiOGBxw103afRoMBhKNuXEOjsEoP1XrgpWeNUpb4ehbUHArnYxQbva8SJLvTTzw579H0JgdSJTio2KDDg1UydSem/LwR6uNzg5VqT09fZqZmnBYUgewqB1Nj66WfBsl+13SCxX191v0u6dZMoPanPvvHw5TfqqgXOGAWgTOJ/g88KJiitIhU2+jJLo3uCnYO3NlJuwkNpOgeHyBCx7s8YHYdd56PSRm6oMDkwhqDZOGqldmrpU1D+C1e9+zIud0zYIHo0QdBtXjixxCBnnc6weTZsCb+VLLzKQAvDraL5YN9pzqHEXEhX50h2uJYTQyoDbdPDjsv2QqDaeoNb7xRoGtx+i9e6p4NZpAUUCmIqmPl5lk7/RDtKu8tf9ipcg9Wzs87lZUSBBzWDz+uk4QwBd9sDgVQ/X11hMrvW4MIEjRmtdIZK5Qp2GN+Qrg1nTPrxbSBQ4Fj8NksjVW+GQAtKX6da5tFDO44UbWDQyzNNKNnl5I1v3VQUaLtlOHr2MBk3FgYOMNED4nbhINAcl+TGCpNu9mLuSHmNRFs2xZUNfPnYX6ysgluVsHaI6dAPgeYvknz8mc5+QyWnnNQyYGubPwvHq/dDSgba/W9S6408t0YLgVQG7caNgmMyKrGf/jpaSrWV3dNXPxO7SGjjO2esi4U1j2ET8QzRL2/x+4pVgg8+0ukaJxlWIqyA2+F3a9R4W2oNxRTppM914I2TFDeBmWALKGy1O8macwemzUnefo/z6yN2K6Oo3zSdte+rclOS8X83qazDgjrxcZKbWmkPqXkn6Qs7WoWgeqSH2r6+QKXS/lMagDMu9ZKx/Fu6G++wpegQ0i8/z7ovvC5Y9Dcbmk0y7p/NwugF2+CFl21omuRvN2kIu+/a1r6kWSWHVNaMykAJtNb3ReEvGnmfaFYQW4GKQFP3xTf/1okpltSmwJRbgmcc+PeJNP+pRS0/3qmTYAgyD9Ho16SJFuqeX3a/hqtUI3G0xtJVkv6/ZX4qy9pfraCHLZ9oVnmr5NN/otCcR5Y+jlHp0/7jEGj+AsFXs3yT4dFTBYcfAktrnrc0a1zPn4OR383qN70Vs4ikG9HQAI8/5SvLeMgk0/onGgsHgUxpsMp4EIHGMP06YmNsYd8pqzYJNr2n0Vjpu89tseBtgISukv2ubDk3VJobyTc/5YAfLiK5sgvGfialg9zErbGRuNoXsDYdkur9vNQHBOnV3yONncDrVs8XpRnm8Yb2x6qndWq2CvpP08g61L1bT6q1//yA30a8tZjHJuKicTF+TaBtv3ot/7irhQU0ux8uUaBSNM3XkSBQofkTReZ8EkUf+tlPsRYfhlvQqNcJsr/0pbWb6RKtTFhZhSq7UJm6n7d+I6wsOWVdJxv0OELSOTuWXWW+rBXTjTU/lK2D8tUCMXoJMUd/i2fBaLT5U+g2SsPZxxsU8qn9lcbTppp7cMXbcM3rjm1THMd2/tQ6dl3PQ6ka8qegPgwWyFffEov/qWM4Kom7/undmfWh3inXv6JRvlajZ/ZcYs5bx/bkMuJcPSj551kcPlInRdcom+SmMcs3NlfP/k3n7RsNdXfWxUtO/IdOI14aqiWbvtMoXQSax+crl2hkcp9CuqX0Zf2wb8l1lzL+mVexy5rd12N07mFBH9lnqPVvM9MHWmJjdJx23SoHpyB8wbfCgtSKmapxoTIycw6RxKUKEh025j3htfpA6JIB55ikDQr+XRR4X9grNBLW2Yjd4ZtrTM2koNditvT/hcyE/RmQMp6qL3eQscNXFnXbuM3o3YODoGjeKdUx9mU5OG9VCdlz04hxJVCbVEbjNIPFnueReK0stMSmcq7BBk8HBGr2SgcEimqK7tiowwMdHvgf8kAHBNrLzgwHgdShv5qlMX+BhtMpuXKGSUKEms9qn0iB/MAmd0Agnzf+FyDQ08/bUALCZ51hMqBJULi9wzPS2FEASIGgUSMkp54k9xoCvfamTu4mwbQjTA6Y4Pt4/CNAoA0bNd54W7NKYt1w9e8LgdQHWWGRIH+boCBfZftAdZDSMZmZTdCnO3TvJkkPU9taBfIfftrDxlzBmFEmx4XJNNxXEEiVCVPlwlI0+CpLwx5FFpAaD+2BQPWigFzP2yTQiz62U8MO/30Nge6tMnm/XnJ5ssaNnZ2/aybQVcVefnBJzpzloCpfcMapJoNbaRS0FwJtzjeYNRvWrvMBRdU9QwdLDj7ItDRL/KbGTmVNI0uWCz74WH2oC+w2yeV/NklLldxcafJdg+TyRMHV2TG8UenlzlIv3XVflogWot/9/fxYUSOPVZv8KV5wbZAyYFaQzl7Nmm9e5MkfryM12c01VwUvL6PaHE0gq7IJXgkJB79rJ75aw182KtQgiuaDvdhcyC5zDqn2nlR4thJHV/rZzgo7LtsLgZavMHn5DejZQ3LheaEzQCNBoEvKTZY1Sh5P05ia6mgXBMqr83L4Dg8pmuC77NB90V4ItE3XOXqrCyUxpKBiYDaQ0gNSukBJWh8mpJ/VBgL5s9LGxwieSAtY9Zvq5PuS+zBwMch2GQ5CCyD7x86PhYKZv0g6b9SxN+nIqHcxNXeOHYP1XhYKAn3VYHJHpS8r5c6UenLsT1v9n7dsFMu/nhYU6gQOED8E+vRL+Hm+xmGTTSYdHBBo9bhx3n4uWlUZ2sU3IQ46cp9qAn3yuc7SZYITRwtcy6txXvI6WlqFT/xdP5MYkdJyPDuLWFH7CnF0op/t3Ba/GSY88LDO0FJhlRPrcywMOlJrk0WbusBB7DadmiFeagb7AqnBIFDC5i9JWv8hDV3GUjHyEhbeqWM0CDqNgsJlvgSJA+7zsmixxudfaYwYLjnp+Jb3iJp3YgttxHynWfpDRce4UMlLH36i8+sK37vJCGM1faseoqy6H/YLb7MgUMV6wbqXdZL6SIZe0nzMp59TWbaCieMlZ57syxCu3gKrn7FZ0Gv0rQa2VmVQW98XKqC/6O+61X61fUxysxvV/NdQpjP/bhOFJrNO89J3dOgpJdL8N+cNDftKjUa75PTHbRSHyWAtWijY/KFu6a1M+00f8s4HvDgLBUMtECRI7qs0joT1e9+//so28ytStSGMyzjlPwqBvpstmDtPBWUlxxxlcuhBOh5Zz6LaRxCmndq/XUdclsrgagvQIkEg5emt+fDSK7oFhqdfaNCtW+Q37XAQSO293vsijZQxwHYRKY6siAuL8r8S7PhRlWcVVjt8PSAY8Ccv6cN9z+sycwXbzW/otH0wIxefao1veRaUNjRa0ECvEaQssRNT6gtgu9MNKsZ6MJq+MyONncCrjgSBKjcI1r6kW9lLR/3bTkWjKyQEUmUcc43XaKCQBNGdPvoZkR2s9JJibQghrPlPQZWtX2m+cl8SK1Ov76kGCd2wMoZCaQKZ0sMa4wlMPPTV/0SSnhMRAqUsshOXb6Oxu4EYK7C/7wMYBSMbWfuFRt3OJj2nbpJ+ZxjEZlqJ1HRKb4ZAgRcoTSjctZXi7Hcx83vR8JyvZKkye7wkdZAkbQikDjCtzEJl2za8TXmfApy1Xib3/Bu33msySM7h3O4zrd8bOqs5crrvxS7AggXyq3IFa17QcSRJ7Dfda42uYfq1dE5LsN5rTbMlHGncWcvSR5MQSTXE3/gMUhh0WT+d3NcyOW5/Ow4JRSozKl6y7EtB/RzNmrvqUySTrzPonBljVWjw1tZZJd1E7joKVydSUDkRl9aZ/tmC/XJsFPRawsrklfR+bRdJQ1NxDB6CoeBPbHzQ8aEgkGuHzupPvFRt9L0DaA7oPMGgyySfLy2f2jTrW7a4opHcd3wlOxFqvJhkjW4LgtR9UbbOTcI6BeOb4I9dsrP3Otb3+xyPvYEcbRqZtuHW2Cksa8CxuJjMgp7WwoTtY3LRe+W0aXM075Rqp30FgdylO+g6rxt2j5OqtEJqDoolLS2BTXXfscOzACcZDLBdGPLe64BAza7pgEBRTdEdG3V4oMMD/0Me6IBAe9mZkSCQKun01PM6JcWCHkqM+7zQK0b9TYkUyA9scgcE8nnjjw6BVNma+x7SrUyPW28KvRo80nCNNHbytghmvqZbekMzpu8dBGpoENz7gG4FnFX5On82yh8BApkG3PugbpXJuuYvkj499l05OKXBUrBNszJ98vMl27druFsulLZ0IVT2lII93bsLK0NDZWREayqQv36Tm0ef0qwPiquvCK2TtK8g0FUVJj+7pLWiX63sj9baA4Fq2Eie92OSxQB66seHPcW+hkCzm1b7j44RfNgr9neFQCfs9LK1UXLUzBhUxoLKJFALBQItWgi0abPGwoUaGzb59lbZDSNHmBx0oAyqneWHQB5Dsmmz4LU3dCsApVa+T7/AJC/dtEr+9bTBtz2dNHpNjtrmtrKkbk0WnBQXvO/9/XzDjkZUAD9Utpg/SPfcU5v5dXNPjho1m/HHHByyr6MJZKmsl7GFvsB69lad0d/aUJl0KkvOX+qu9Qmi+WAvNZexw/wOp5aMy6wiSfSll35S2HHZXgj0zkcGP88XHDrZZHIgHGh1lkgQ6O4qkw/rpQXeLstsHwSaV+3h3EIvg+zwWpiyf+2FQEnxds7a2mDNGxclaPw5IBuoXhaSa7xKnMjmoIxL20Agvz7VP1I0jlIUqckSk+qZV/4EOrEMtV0Rti8Cx856j2RGsUlyrs7gtTp6qe+YKgNrYH+TqYfYyercciX8+3Um91b7NLT+kSKY5hSsNO639vv53VMp3NSPU08yGDY09Nzth0AvvQobcjVOO8VkaIB4tu2bt3B8/BJm557Y/vUiQtf3KQT6/keNOXM1ph4GCcsldaUNJF39BkZCCTbirACtUzSLXjc6NrK+PvQcPOc9HfsSgccmmXq/D/IHllIVXuj0iRNhit2BQ5+fBVkqoBagzZHxy904KvKoGDGdhq7jWP+aRvlqzRJYNz1YWR7j7vLi1x0M5mv/vGP7WOCo0CzopOCTP2upfz/JicPL6LfleryGg/rTn7Mg0LZZqqyQ3iKzZ+06jbff04hxSG65HjJSfde24jGduh2CHkeZdA2SORLsvlg3U6NinUaPI026Tm6Gfv757/17PDjyNWpjJVPuDA1/w81/9Q0w/+86sVLQ6TjJhGPsITMelD+X3KPjrRP0Oclg+JFO5sxv5I13NHKEZEi9WgYvrFX00hD0v2kTO5LeJUHrzoEZF/xHIJB6l1RaTouXqhCz5KQTTYYPkxYcKPGuZmPDp8SU96f8wVMsDSel5dTaooFAap9Z3ymdPI2kJMkVfzaICZPlqraPBIG2Gp9QJTdY2YmdnEPCQiBPra8vpFcw8CyD0sU2Sjf65hChSQZdZNLQay7Fcj5IwWGzbsRR76RqhIeEsTZKq3wQyG8KYCT9akNzC6uUWW1/D7VDvHTOjCXSN6r/GJEg0IpHdQuG9DxSMuokB8UVDSEhkDqmW9awwXgJk0a6aIeQqe0f8ZUxEAL5N64tEOS+K6yyjco6TzAZcLwgPkmnIkgJ5xJzMTvNH4glm/6284hU2lyBtKyvfZ1feZybuEw7ntkmCVtsFFZJ5uV60eOkVS4xe4zpoz8WsAsNgXzXX8U641krC6dP+Qzqc+0ULPVa84jf1DyndIRSB9ZQNuQxPDE6aZuGMG7iKfy4wGXpoE7MXMD5PZ5DSBNX1n5UjL4cGZDiHCyQr7KoipdoVvZU49QXcclS+uvn0zOte1AIlLjxY3K/SGfHxFpso1aRKgbj+PEE8mbBKWPsFvjYdYqLhR9qeBcpVCmoz5Icfu4ObFvWErdtLZ51qxA7t9CypIFGYfIx1KVfwOiemZRm5bGw79dseXI6652CLr0MRo2AQYPMNrrJau7cNVdQmddUOjFG0nmiSZeDQGn/BJofAvlLOBd8I9g+2wd3WuuGxW7XSd3kgBLfEcwYSW1/L+t6fUq5vtrq2R7asVaGceuxI1bupPOGPtZ+O4ZuRAxqCYKieae0xo6ATqmxezWnuncVkPNLb3TTTnmn7dRPSEaz2Sw903p3HUvrn0Tl9PfQTyBF9A9673VAoGa3dECgiNNzuzbYnL+T2+55nn/dMp0+PUKXUGzXQX+Hjf8o7fwdLv0/dsgGl5u/3f8S40cP5qSjQn/r/8ca1HGi3R7ogEB7ORiiecFW9cmfeEa3SvOo8lMHHxi+/ECkQH5gkzsgkM8bf3QItHCRxhdfawwaYHLm6dGVpwg2dCONnaoawYMPq7JN8Pfbzb3KBFq8VPDZFzrdu0suPr85iPFHgEDKd599rrF4mcbkgySnHLfnEEgBvK2qrJuV5SOsrJ/Wpd1SUxTsUZk+Pl0WlZkRZSJN0BnKH8h/6z2NlasFQ4dKTmtVYsi/476AQJs8kjNKTWtF/zdZGnGt9D3CTaPtgUBVYg1bPUpgeT+669PCzs77GgLVmJJDikyrxMW6/rFUR6ERpRoYDaTwX4j/o2t0gYfEHRrjv7TTtYvk0ovbBgHDQSAFjlavFcz7WbPGmzKHA/YfbTDxAMKWBwyEQGq/nYXw3Is6pqE+7SVnnWUwI8Gg0oQPu8Uw0A5fVnq4vsIkVYPPszRiggxefz+fke9iiduXkTIhpm1ZKxWki7HZue6vhgXA7jnxSrQ+59IYNyJof0fr34OKDBqaps6LPnewa5dg0kEmhx0SfD6N5oPdL/jtb1iaGEaOfmTYcdleCPSv+w2KSgTTLzAsOB/KIkGgN+skD1WbnBQnuLdzTLsygd4t93BzqZdDnYL7VCeHsD2BQPNKXZzdNHcEZgN5qWWN9ynsxHNo5nUt4ECxITmq2DffqMykwPFmxm1iVfWHUQG51mNnq1dyaZlJmQn7l2lM3qizfq2GynBRlpkhGTtGMmKE5E23yZM1vvlA+WSSEgwD1nifwG028vF91yOlxm03mMS0AriB7vNDoH8/IigvE1x+mZdsv750XTWxfz0H4aqn8S//Im7MAVaESK2Ej2TRloNbtFTj8y80JowVTBzoYfXTNrQEF2k3vUWDtguNGPropxPXJCJdZVvMVtcPZIqxdNEnt2iGWuG+9H4dd7lgpUNyzk2Q07nlszNui07KEoelA6T0gPzWGgJp7hqyv73GCroVTnkMaY+1Vv3nfdw8/hwJMPI2L3f/W0ctrrjlRoPYVlk4/nmnfquXjB9iMHVfNlCNB+570IbdLrnmvN80bxZdicNeT9URD1DnSGHtCzqVucLSj0gdZFpz0SOP61RWtSwTu3mhh3Wv6FaZutE3Gxagam3B7gul+7LxDZ3YTMnIgBJ2fkiRX9DI0rt1bAhiDzEZOS34PBVu/vv+eZ3YTYLGWMnh/zDDZjxs/06j4FsNZ4ZkpFq9nxFrBfKfek5n5y7BoYNNnMsFpirjJKDbScVUjH6BGJHGIZlX7FXAMtRYVgFLt8egvtGwgMKHH6n3Gc1akHD6qSaDBvjmQwUHNro+o8SzCvvSqVR+OJq+pxhk7d92vowWAql7/tkXdAoLBYMHmpxxWvj37kgQqMj8xVc+TzuAXs5JYSHQpvd1ihcL0oaYDD7PJCs1llXfNVqww3qWH/8V9v1/tTJgRmw5n84reuCNMyk+spHsdGcbCKT2UQBIgSAFhJSp7W2Haex0+sqVRbJwEKhshWDDm833QJds39hplVDS5hTV5ma2mB9Y93h//VxiRXbYZgSDQNYOBmyfo7PtO4E0wJEoGX6Ohr1Hy3lSSpO1xtN4qaOnfhLJom9ECJT2swPnTt0qpdcwwaBmnY117xkc0ctugb9fpZu0o00rOy7QIkEgte1K74NIDEY6riM9KZ6SShdKW6hslSprBpV5v9WANdS99iwVo8tIKDOI3XAbgw+OoZIGXn5FY0u+xiljVzJVPo4wPTSmD6B87FVIlRKjdHaTYqhu8OD2+MavWuC26E4d0y0YfpWXkuyPqJK59NCOZ0D68DYQSEgP2d9eR4XmZOGkDFUPjR7Fl1G9MJXqVZKpQ+1WBtD7hR70Db7xme74keGeJ6zs1ZZOEdZiBqOvKu02DKPPYGR6J2xVgqxZTurjKvhxwsvU3XuFYpvsssEWO3ickiFDJKOGSxKqBNtmi93ZV/Z46HygDwCpTMxg1hoCqW2KFgs2v6+eJcICh0OG+zR/bLW+54vSkKsd4KWuVyN5fEiN3IL4Taeyp3YiSVpva5tgAFFu3EmXFb0tEFbYezPGqM5W9pqyaN4p1XZ7C4E8+QXkLO6HJjWKe27FMzoL0fRN5p9TtzT8TKE51yphPEC/eHcbA/3XAYGavdEBgaCiqoY/3/ww1116GvuP8JVZXvzreh589l2evvcaUpN92lwPPfsuPXM6hQ3otxeuqPOcf7XKWmy2ow8bz99vuJBYp2+u+z2sve38PdrQ3mN++OVcFixdG9Y3rf3ZOTudZ++7bo+AXCQfqd8vvfFBdhW1eh40Xdiz/76OT2f93AGB2tvR/4HtOyDQXjo5GghkTaRNAXO16lQF/JTAeyiLFMgP3K8DAvm88UeHQCo7R2XpnHicwcgR0WeEtB5D0Yydv99ls4Jet91k0i3LvscZDy+/qrNlq+DoaUpjofkD+o8CgbbmC6skSHKi5F93RAeB1Mu+t8HB0tUe8gtg2zZhBY0CTWl6qMB+TjeT7jnCgj9Ky2Bfmj+QX1wGjz6hWwGsyy8zWpT98p9vX0Cg2ypMvnFJzk/Q+EsrbY9I19UeCFQul7HN+I5MbQxdtEPDHnpfQyB1snNLDdZ64NWcGAZ7w2s1+BsXLaRQ26uPrrU1Ho7a6WHEEp0uy23WogC1OKC1BYNAHi8sW6bxy3xhiaQrU+Lnhx6sM3Z/A7TQK8r9x28NgdTfKyqwFip4muq4e87x8K3T5JwUnVtSbdS7vFxYarDSA5clCC5ObAsK/P08Ma+BIgM+ztTpFkSgXAXpVq608eb7Jr06l3Pr4TPw2jpR0u0+tQy6jR+i9e/RRQZFJmTr8HSjjRde1sNqZkXzwa6CJ1uNj3a3KUsbR2dtUthx2R4IpOPgtn+Y2O3w15u9YcFwJAiksm1Utt5oh+CtnPZBoEeK3TxWafCnBMG1QfrWf8F7AoHUqvUry01+aZRckiC4pOn4qmSQP6tmSsbtFFU2A4Pna0yerf2t7FCsQGUCBVqFfQ4FDQvppB1ItnZA2L4INnYKDcllZSbbDRhggwfidDYt95VMK69sOpxNkt/PZNcQg7v6CMYGwMwNxky25Cbxy7unkdO9gennhxZSV0dTEKi6zmPpPkkpuONWL7am+8Lx3lPYZn+E0X84jdc80K5SqtFCoHUbNN56R2PwQDjjNC/rXtKp2CDoPKkRc+p71MoCNOyWfkC8xxww1gAAIABJREFU6EKx9i273Mvpqh1OhjaqhX/95cQ8sZLvhWDCBDjr5Jbl4DJ+jMFRolE5ykN9n+Y5tDUEits2j5SVM3GnD6R0/PXWeRqKBcsfbBbFis2AtNMNXpyp06Wz5LLpbee3wOdL+rwYYnZp1PXzWlkTTzxto7gEzj/VYMCy+8hM2UDViKup6zqUhXfoGI2C/e/wogKNi5ZoVhZKYqK0MmsT43Ri7Rrf32niKhX0OdlACZAHs2D3RYtg7BVe4ptKjgVCip9f1RFrBA26ZNLfDWxBhlKo+a+iFFber2NHkPMnLz1HipAQyFOPBZwU4Bl4vmFpZfjnvy358OJMHyy77FSDTS/pViaQntSA86aHEdiYmnXb7wqBauoN3nlPY/1GDZtNctaZJn16NftawQFVCk6VhPM8dxnu/DRGXOslLghTiBYCtX7unXCsYelxhrJIEMj/rFDZooNiTw0JgRpK2D3GR91oEJeOBYEKyxso+dWkwPYxtoGbkF4d8/2TmRY7EJspKJ/gxtXNQL0XtM4ECmyzuvdUiTh/sLshx6BqpMfKeAhnoSCQAr/L7tNprBD0PsGk0wQz6mC3Ot92YxZl8lcrI2aAfiG6CB3QCwmBmhreUAq5b+vUbvO9+6QOMel7osSe6Lu2cnOVVcJQaZ4NbAp8h8sEspcLMr93IjVJwQEucj/XqdzkO/awPhoDUnU8SSYlU5ufTX4fRgOBVCaUysIZ7LiALkk5FgQKNMMNZasKKR4yE8Om4XzlEMo2TrA2ic2WxPymX/fVKp0am+Tm8zfRc81DaN4G3Cm9KB97DaY9rg0EKlulseF1jdgsH+zdZc6l2FxgPS/3Sz+0DQSK2/4zKSteZsGEflQkCTw/jcO+8lCcsSb2UhsH9rNRUVXO97mJVpbPINeDdPV8YbVRxsRi9hyAc8hwXDmDcPccjHTGth1mBnT5MBaJyVdH3Yt49nrqioWvBiJQoktqNI0swyTBbMr8iZf0PlzQZ7JGtRI+C2PBIJDavHKVwPudnX5ZGrEO33G9iSa2MRo70xowhceClP5nYC/9FBJEc3ZPqLFj5BfSbVFPCwQVd8/Ds382QtOivi/2BgJ5N+aRs2Kwde5dA/OQwzq38IwfAtW6GllnPIOXenK0I0nThrXxYAcEanZJBwTy+aI14FH//+XshbsBQjBQFOzWjAQOWu8TCjYt+nV9CwAVdiLYgx/b2849OMU+3yVaCBQI75R/b7nn+T0CQe3xUXu23eeO6Thguz3QAYHa7bKWO0QLgdRer72pkbtJIzVZcvmM0GVqognk+1vRAYF8nvgjQyBXo+Ce+3xl1W6+3iBuL4BBNGPnmed9Kz8vudBk5JA9g0BKVPe+pmBNYCk41Rd/FAik/P3gI7qlz3PNDEFqRtvV14oDqHJu+btLuwlUfwWa0pNQZd16dMdayd+lkwwrSL+XU461e2AgX2WQqUwyVfbm7DPbBsn2FgLt8kqOK/GtiFdaQH6B9mivoz0QqEQuYKcx1wruqo/WcPZ7QKAnaiQza00uSbNxSZTl+aKFFOpa1EfXlxVuZhR7OeITB/ZiwXnnGC0CXv5rDoRAqvTigsWq7BvUN/jGnypjc+ABktGjTLJTHdZqapd7zyCQOl5dHTz2lI46V2W65JeT3Kh4/S/dHTQ2GqhyWiqjQyVEfJGlkdwqG0z1s9Q1hmx2ocL28ztp6EEyhlSQ7vmXdTZvkRx7tIejsq7B5i2lKuNi6hNbZh6odkXr39NKTPK80oIgz6ZrvP6WxsZcjTGjTY47ui1kiwYC1cqtbDbe3T0MO2uTydLGhh2X7YFAGzfYef0daWnAKS24cBYJAu0w4Phig3RdML9n+yDQTbvcvFdjcH2SxhnxbbO3/O3aUwjkHzsJTdpA/kzCNcaTeGUdk9OvpaKqmRgeV2ywU5XSTdcY2xS88bchX7xJpWc7vfVTSRS9wvos1NhRGlIqI2izF7rp8EK6xsBUJwuWeXl9nsQoUOWofNYjRzJ2rMmQgb55Pc94n7lf9bc0gQ4/zM3BE8OXxlQQaHO+h4ce1yzNLQUYlImyQpx3nI8wDRpufw7ZpVe7np3RQqDtOwXPvaDTrYvgkos9NBQKlj/sAy3732awPf4DquUmhLTR23YK5WIxFd7N9NJPJkn4St8oUxodS/6t460VdDrRZOYszQIHd9+h0aDSdFQ2QgNkf+60MkkKj3MhA+K9rSFQ2pIncBb9StWg06nrfcTu8yy+S8fTpJmX2B2Kh5hWObtQsDzw+eJfcS6FtErRffGTxvyFGpMnmYzf+CZ9u3xHdY+TKck6muUPasSkS0bfaKBijA+rkm/1ghOOUyWKJE6HTsUKjeUz5e7smSCM2mp3qPti8wc6RYsEnQ806XWs7/4OhBSqOsDc23ViDIE2WjL+tLbzd6gxPOtxnYTtAleq5NCbjbAZDyq7SmVZJfU2GXqprx2B859f23H8WJOJfSVrnveVCI2/8z6E3cvhmTdRUhHdQpb2zH8qYFlXb/D8TEneVl8ZvnPPNqyM6UATMeX8WvcCNjORqtuvQHdIxv0z+LOuPRBInUPBX6WbpcbyXy4zSE0NPqVEgkCNspL1xnM4RDIjY2eEhEBKh0rpUSmYoqCKeowqCLSjrIo84z3q2YFsdOB553T61/RkUBeNKo9JyaFuSxcnEgSy5pbftLuU2H3ielVXEUtLqGaYl7oAKNv6KkNBoOJFGps+0IhJ9WXCtR47wb3V/FdTetlovGLpJSWJfvTSTwy5SyQI5N+xfKmN3E/AaMTKDulxpCR7vMF64wXcVFh6Lmnaftbm4SBQ+mwHMWU6u5wGv8w3rSwjzQbdDpN0PdCg09dO9EZBxTg3Dd1bjrdoINBW42Oq5EZ62Y6nT8rwNhBItW9L3mNUd3eRsEsjo/FGytZA9QaN+oBF1S6VT5QFB07dSc/C+9Abq/DGZ1N6wM2kZWS0yATyl9T0l0Hzg7FUMYT9M05uA4Ey5/6dKkcZi8d0QzM0XP++BE9dmuW7PlkaI7vr5BWbLM93M0A+RqcBVZh9h2L2HoLZrTfqoRhKTy+wozt9FovmgjlTHsP+7dl0PiyO7T8IihbrWKvYmp64HiSbHBoFDknf3pKJ4zR69PJYC3pCWWsIpHkE8bk24nN1K0NOWUWdZLtmkH6ux3qn3FZaSZ7xLvW0zYb1nyfc2DF2FNF1QTc000Zpl3xc49PokpkYVYbcnkCgsmoXxrICuuQOsMrz7Ri1Ba1PSwCk2h2YXVlmLme7+S12EhikX4rwC1A1XWAHBGoeUR0QyOcLBRi2bivk2ktPQ5XxevqVj0mIjyUjLdnK/FFB/vufept7bp1uZQYFZpwMG9R7N7Dxw4DBA3rxziezrWNfdOZR1nGDWTAIpLZTEEqZfz8/hFq1Ls/6+8xHbrayllpv17oEWaj9gkELdawX3/qyTZv98CUhIW73NfnP7z/+2BEDd++rMpnOPW0qV9/xhJUl0zqzKVSb/H8/5vAJzHz36xb77iwqbZF1E+jzQL+29qffH6ceO5m01KQWxwjsl9bXeO6pUykrr+KL7xfsPrz/moP1YzB/tu4LdY5Zc5ZYu/+0cOXuflT/7fd74Dn8+/vb8M8bL+woKxf6cdiuXzogULvc1Xbj9kAgFVx77CmNujrB8P0kJ58Q/CMmmkC+vyUdEMjniT8yBFq5SvD+R23Lqu3J0Ixm7Lz/oW6VEDvxOMmUSbY9ygTyl6/r1VNywbktx/EfBQIp//rrwh84QTDlCI8VBFJl3VSWjyrtpgSire+TJlOZfCqY1rmzsbu8W0pydMGRPenPUPsEQiA1rzzwiK9czkUXGFbQMtD2FgL5tUZOiRPcnBy9FpC/De2BQIVyDkXGQqsMkSpHFM5+Dwi0yC2ZUWYy2KnxamroYHhgu6KFFGof9dH1VHEjD5aYTHnZgU2Dv94SXANMBXs2b3Mz5ydYtlxDZQFZx0hXej+w3zDT0v/Zl/OfCoY+/rRGVZXGnFPc1KVKnsy2M07z3QQ3VJj84JIEGwuqn/Ol4Mj8RnJs8FFm8K/2hgade+4XlhaLgt6p3p9JKXkKQ0uiOOcRn/JvgEXr34vLDH51w/FxGrcnC1QZVgW1lAXTzIoGAtXLXZbAtd9CragMbG97gqCff2ln0RLJUdNMVAA2nEWCQGrfCbsMVDh+ea8Yq5Sa0j6JZOrZec62Rn5uMHkwTWNSkBJ+/mPsKQRS+19RbjK/UVq6QEofSJnKqnHJYsanTqehxhd9XeGGi8oMMjVQ5eP8pVbUb1IarDIetlYUD9WvQhfhhTzCjZ06KbiyzMsKjy977O2esdy/08WXDZKMWsE5m20UrBIWFFWmNO9GjzTpOno2H744HldtIlfMMMnMCN9vCgItWOLltbcF/fpJzmkC9Y4X7sK2dA7G2MNovOBm6xzteXZGC4GqqoW12CExEW64xjceNirx7GUaWfub9D3FJN/4nEq51vpN+dSQjZagtBKW9tv273UKZgmSekuGXmpYJSS37xCcdKxgxEgfBFKB56TVdlxdDcoPaLl6uwUEMr10+uZKNNNN0SH3YMRl7j7PxreahL3Ve91gk7leYZ1HvWeo943W1vr5krrAQew2nfqeBguTPbzxtm6VYD26ag6j+82kLnkcubGXsuldjYxRJv1PN5k9R+PHORpZmZIZlxlWYD7GprPgbkFDGQw4xyR9aOh+DnVfVOcJVj+rW6Wk9v+rYSU6toYUyz7TcM3TaBSSCbcbOFtppAcbw0UFgo1P6tbCjP6XmmT0Vs+C4JlArnJfJoeqvzTiGi9xnXweDJz/iorgyWdtVhm2a6402PysbmU/Oa95Bj2jnFFiBoaeEGkqsX5vz/zntNl54nnTetdSGm6qjzsFye6pti1li+t74itGUfzANFL6mQy+OHh/tBcCqTa//qbGxk0anTpJLrnIwBbk0RUJAqnjrPQ8jBQe9o+7joSY2BZaWer36q34yjHaJaNvNbDHYY21lGSTBaWv0kAxuhFL7VNn4ajM5KihdhSOnr3OS3mdpNMBJvuf4aCysaUmUKiO6aLH0vidQUyp74LcKSaV49x4k9reR8EgkPTCknt9ULb/nwwyhvv2i+bZGdgmlyxjg/Gi9acc/SjSxNCgTY4WAsU6dESjztJXvJbuljX3HJSLnPYeNuIZYrt89/FD3RcxhRrpP8XgMSVfrPDiNSClr2T0+ToNdt/cFZenk7LUgeGUFB3twlrd0mTRQKBdhtJ1WkBX28EMSpncBgJVF61nS/qnPr8UHUdaV18JJnXPb1rtomytRslKcBU2v4smJJQxefjdOPUyvM505NTbqRJJVjk4wyVY+DdfXytgp8BdvdxJrvE6saIzB2VM90Egjxd9Wy4xG38ixbOQnyZ0pzbJSc+PN2LOHca62OusYwzP0emXrbFym5fSAaUMPDo5aL9FA4FUqU5HqcbiA16n6ouDSBnYiR1zhFUez2dqbPn+24iRbNEFW4RVLY+YGMnQpnJxwUrm+iFQeZGb+PU24vNsiKbP0sYMk7JsL4vfB0+dILGHZNL1JguqZ9JAETYZSx/7mS2edf6LjKQnZZSW0PmnbGzeGCozdhF3XDrltb7SluGs3RAoyUnlNwVkbO+BKQx2jt+G1i14acVACKTasM77LG6q6KofRoYY3aJZHRCo2R3/NQikWEZ5+PHyu/yqKh76WG8LC4Q85ZU1vPHhd0yeMJwlKzZYIEbBhfc++9EqRbZ6fV6L7JJAgOQvETbjvOOtgH2kDKJQECjw76qhqlzdacdObgOkVFsD4VTgdUTaL1C7KDDLRu2ntGw6ZaVZ165+u/2+l3aDp2BtUxBIbeu/3u5dsixfuRobW5Ta8/8e7Fr87fXv62+HX1NnTzKBAv1fXllN317drNJw/n6655bpFkxrfY3q3O3J7okWAj31yie7s5JanzNcH6jruOXu57lhxhl7VNrud7mX/sAH7YBAe9l57YFA6lT5BcIqbaHstFMMhg5u+7YQTSDf3+wOCIS1ijN3g4OySgOvv7h/mH6Nc9qsFfNmpDc19fLp0MnOEvTtG7lGf3uGUmKc3Uqtr2nw8t4HOqvWCKZNMTlg/J7rAanzRzN25s7T+W624MADTM46ec8ygV58WSd/m+D4Y0wrEyHQ2hPIak8gX/WbQxdU1kXuC/XBnpoYE3TlXWBbS4oFjz/jux/T0iTl5S0D/06nKuumsnwE3XNMcnKga3pLcev29Pu+2rZ1Sa8f5ur88KNqo+TiC1pCub2BQEo7Y6qq7YXSgtHpFGY1XrBrU1lT+Vs1KyAfTZZKtcxDCcYna30sYd9wpusCh02noTFyoFt9WyY47dQ2RB47L9VK3HbBwcNN7K3qwAdrj7qXpwqD9Cj4mProummHix/WCMbMstG3t8m5ZzffPwr0FBcJqyzb5s06c35ufj6oEqKTD5YMGth2jtjXEPzp523MyzLYMNbLoAqN1wb77ottBpxY7BsPH2Xp5ASMBxWM/cktuHRnIxNj4NG04INl3s82Zn0PQwaZlu6Dsowdt/P/2DsP8Diqc/3/zsxsU5dW1ZKrLPeGjQuYGkoCoZMQaiC5yR8S0iD1pt6bHkISSCc3CTUJgRAgCaHHdNuAe5ctW5Ytq63qSto2M+efc1YrrWQ1Y7g3xd/z+JGlnZ05c+bMmTPf+73v64nvozv/PYTzzh/UzeMFgW5ud3ghCh/JNrhOUU6ARx41WL/JYO4cyXveNfi+GE8iK0YbO+1f9rdnKDsi9UE4nPQCq26J8Ve5m4IJccYDDiuWQjSG9qEZTTJSPdb27jW19F8wKFHz0nDxUK/UfjeX5ZgUm/T7BKS2FTKOcHsw3AiG2wtuBA+9tFPBQ+Icfl9kUjmMhF/q+0cDAm2Jw/taHXINyZ+LLTIE7LUfJMw+luReid2TLP9Pgc7XZgk+OkSarpcmdtt346OAWdYHxpxOxzN2Ptnm8nxsoD8V9ntHock0CxQTdMs2xbQUmj2bHpm53Xz240MMaoZpkQKB/vykwxNPw8oTHN5+lkTU7SbwrQ9rg+/oN+5D5iXBliN5do4XBFL7/fJXkxf1q19OzpVK2mndt5P35+JPO5rpkpJtSp3CPOsmlNiYCpWoW/cd5TMBCz7mkFUu2bpN8MBDJoUFkvdf56IYscWP+7QMVdvKONEJg++3dBDI37KFgldvx84qo/nUrw3qtabXjD4vBzRIc98uA69X8sU+FsLQLh4KApm9gpLHktel/m0xvvKT5MR8lbeG0+d/jZhVzqs9X6NpraGZGFkLJD+43dQg+zVXuVRVJuek1tcsdv0Bfa7qnEeLgjovRkwQqjpcNur1b5nEOwRz3u+SN9M9DARS+33mSxYZcbCrJKek+cMpIGbfHyymvsvW1ygVT9xqktMiSExwOfXjyfaOlLBU0lBKIioFeKX2MXT+S61DFy10Ue5sja8YTLjyaYJeL9mbVhBf5sE7bez16XhBoN5ewX2/MTnYgB47779W6gKHoZEgzAH5J8JOPRkbL6HlwVlMPMNh4tmHz4Eq8Zuzz0ugzSBcYBMvdEnkjd3maFTw458ZmhWeukeHtmM8IJBKtquk+1z/dRQHKg4DgTYptlm9YNLbJRVvS44pm072yQfpddrwkkel9R723pvPlLCHaUUGvSUOaw84tG5Ozj/+XKi63CV7jGuhCpq2b/Vof7HKmMmSsIVXGbGoxHDAZlOmjZ02pQ33XmTtM7B2CtxsSTzNyzYr4KEnmjjM+3K0e8RXtomsyieQjkXnxvfhRA7PQHo9SQ8X5RM1UhS5NUxy1pNndeGpWkBj23HsedSLddU9mJPqCew5nRmzlvZ/fbj7Qs1nwb96yRIGWw+67Om2mXa+S/lSgTq31q6B+7j4SR9Wl0HXwgTdMwbWmuMBgVKeggXGXBYXXHrY+8jeA7cSLnPJ3p/BtMqP9Ld56HPr6ccM6taYTPS4ZPUIfJ4uTp5/K3lZdcScXBpnfBbPrGKaXzfY86ChgY75H3Y021R2N7Op/AlM1+KU9TPofflZRG01wo6TsbiIlqWlbJ5Xirc9xqLfdeNWzmPtxsuJdgU4odKkPN9gW6FN/unDr52NRDfF2+8jjoeELxfXX4Drz8Px5+P0/VQnlveqR/tVbVv0V3b96Tjc5uQzT81rE98mKZjv0rTGpP4F+pmg6vHTlSdpTsm0avljNFCsAFvFHFThzWxnQkxS0jpgQB/KbmF/aS1dGZ16G9eGnkaBTIBnwU5EUQjLzmZK/Aoyc/KGHW5jgUB6vx0dlDyXjyfhp6ugie7TfIqeNurzQvl57qm2mDTZYdYsqdd1I4Xr2GSu7iC/YSKOGafhpGaM4uCI2xfvuA/XjhMLFGNnFNGcE2Wvf60Gu2Z7btDSr6l4K0Cg9g7B6xsS5GX7WbTQ1lLHb1YcCcCf8mKM9XlljdWG/zMQ6GmVZR+rdW/B52f+vfph+uH7TU+yt7V3ceBQM6evPI5v/fA3/OfHruLO+x/v9wMayr4ZCiClgyvqSEO3Tz/6SCBQ+j737Ksf5E+Uzm6ZN2uaBmwU0yUFZqQYTWOxYlLtnFBSqPeRAltU+9K/u+rlDYO8eNKBlelTyweBPEPZL0N/H61NQ/eV6ruUD9MbAYHUdx7483OHSesNx9IZ6jf0VoBA6ccY2hfpvytwb7hxNJYn1Vtwx/xL7vIYCHSUl/VIQSB1uKefFbz4sqkXMDfe4JKXN3gBMJ5EfqrZ/84gkHrJefmVpJZ7vI/yfZSXc8Svq2t00gmSZUvHfqEcTxvSQaBvfNskFhe6AjN/yFgYz77StxnP2Nm+w+D+Bw1mVkk+ccORM4G6upLMExXDydcdSSLr/xoEUufwk59bNDUne1FVdStZt4oKqCiXujI4PYZK2hzp9Xmzth8KAikg9Pu3m1oq7JorXaqmD4zTowGBfhR2ubtbck4AvpY3PgSou1uwfadgx06oUca3/8RxYKZDzUKX3tzR7/syU0lXDQZFhjtt9dL1ntoI3X8zmbzdZPYsyM5yCbVCS0igwIShMWWKyykrYXpfcnK4/b7ZIJA6xo8fNLnrpMHV/BOSORoOuTDPY/DtPNEPDKpk7H098M2WOJdnCD41DGus7qDgnntN4gm0/JmSQVPhje0ieOhrSOGledLtuEbSgFTFeBL5arvn4nDQMFiOS1UfkKGSerf2SV8pPxHlK5KK8YBANt1ss3/a/50q82p6WitoaJQ0NqKZgg0NgkZPmM1zNrNrxs5/2tH+PsPLZydeRbYYOSFxNCCQ6piPtDmsiQ0AdQecx2mTW5ibfT5WZLbuu9MbbcJS8IcikylpgJRDlBr7ASI06kpyVVE+Vox37Hylw+GxCHos/2yE+/jgQaG9HTdsSs5pi5d2cNE5Y7MjVDLiV/farN8kuPB8V7OJfN/9OObe7STOuozEJR/sP40jeXYeCQi0caOHvFzBlKkD9/PePxk0vmwQXCCZeVUy6XrIfZ4Wdy1BcxYV4oL+dqXkxAoXSGb0bas+vOX7Jmq+V/GOhfCuuAfXK2m8cLD3hfo8/dmZu+VeMuueJ1z5DsKz3jXoMiqAatfdJt2HJL55kkdrjVHlEodjmuau95BZYxEpd/juTgc175zvxrhw6fX6WNWhi9m8/UIWfsxh1Sah15Bqnn3/e5PzUdtWAyWrpEKxnhT7aWhoyaEai8xdA5JDPVNtOo8fnCyte1Jw8G+mZlEoNsVwiazql01CfxKoFPOCT7rkFbsaLNj2SwO7V+hiBCXjpnxC9m83qL/b0BXyiz7lkl00MgjUc0Cw6cfJ5/bxn3fwprGWh85/na2Cp+72UOmHUyoEObHBz+6YLWk4LoF31uiA2HhAIPWcu/MeQajVIJgvufaawe9BMdlKB9V0Ors0OyYVxt2fJFztY85/uOT1PTvUZ8IWZO2xyNxpoq5LekhLEg+6xIuTP2NFw7e/tk7w674CvWuvdqkcArKMBwQ64DxBm9zMVO+5TMlcPAgECm0SVP/W1P41Sz7rYHggSoga+37t2+GnmErrMiwycA4YTFyTTCTXLY1hTXHp2G1Q85DQAK6K2de55M8efl2ifCrvvtegNa2oKcuEdxebrOzzWOu0Jfc2uGzsHn4fHgknR0Dl2V/3C0Lm0TPeV1z6B8pnVtPZXMQzvxyY98aax+fkbGdR7usszltHnjeZ1E+Pg+WL2DKvFxn1EfnOR/Fmeah6lySn8nCGXNMaA/sVk6UTLaIJyYaMOBXvkJh+yXDvI/4Gk4KXvKhx1PTOmJ7f9JhTjKhggIbWyIjNTzGJM0QZJwY/OAgECtWuob7iBUzHZWrv+8nML+7fz9DnlmKjfu/25Hvu+88NkdMVo7PaZWbOvRTmVhNPZFJ/6Dj2HjqZ9sRMZto/ZWLvg/37e/2bp5LI9nL855/HE+57BpSVkLfEz6pTpxH1W0w2zydPzKan3eDVWw18CcmZcz3kZQhazoyRyD98nBjxMIWvfBurp2nUS+j4csG5FLPrDPZOf4X2vfvwNmZSMD2Od8UC7KxSZBpw0rzOoH4VRFpGf39QbZs9JUG5Qob64lDFVmpmvUB3dsvobQoVEP31VdCRA0LiD0otD+ovgEBQ4C+Q2q+rfJqX1sjhz7NBc0x3mOCqAP5oNt05rXScBoYv47Djv/qawUurBR0dg+eoigrJ7Bkwb547KAfgJqJkvxAjt62UuLeX5lM7MfKGB6yEE6PgtR/ia9112HFfOmEy4Rwf0w/YVLTlaeatk1lMZtEEwlYBEc/IoFJqZzkZHlwpR2SXNzULLdvqn/YXsgtbeeE3V2EJi+OPdznpRN4UX9x/SRDoH4wJpK53yhdIgSgnL1+AAli++7P7ueTck7nngSf7gZZ02bTUOEnJkw2XvE9nCg0dpONhAikQ6LpPfPuw8Z2SDkvt/0PXXjQIEEqXrEv/svqekkYbCgKlgCS1bToINRQESgeh3ghVPq+IAAAgAElEQVQINNK5vFkgUPr+02XjhsqrqfNMSawNBzANBYGGfj9d5m68TKAjAYGu/8z3tCReehyThBtr1TS+z4+BQOPrpxG3eiMgkNrZHb8yqVcVYcNU7o8nkZ9q0L8jCKReHF96GdZvHFggLl8iyM5x3xImUG2dZFd1ctGmKnZWLIflS10tX/FGIwUCbdjqcs9vDA0+KGmZo43xjJ3mFlX1aGp/gm988chBIFW9/viThk5Kv/eqw9t8JImsfwQQ6OBBC8swyC9I4Buhwj51Xf5RQSDVvpREX2mJ5MPXDyQ63igI1K2kvZpsIhIeKEpWxo8U6p7cuVOwbQfUHxp4wVGg5rzZkJk5OhMoLjtplzu0zFOepwK/M2nMW+GtYgIpgKMpYtC1GWRfQsk3zSH7eImv/PDxvtYRbI645An4SaGpzeZTodgDrW3Q2mpog/IulZw5JcbSv3rI6jDSBDAGvqMA52CBZOokk6oZDmWlY88LbwUIpFp02wsmq8MO4aBLT7GkZxjPXwUazPIILaFXbQtW9zp8OsfgPUO8ZZSk0133JAGg5ccL3nnu4GRpftP38feupzv7bMKF7+3vkPEm8keq2nzyacHLq81BSV6187FAICWv2Ngcp63ktv62PPOLG+gMDVQwhwpDbJy3gf2T9uttfLaHhQdnkuhMlj/OmiFRDK6hoZifoVahde4XzVf+TsNfY8UI27RZEO6BDF+c8uJeensieEUvfk8vGd4eMnwRMn09eIzDWQgj3URS+HCNTJQ+1W5p8ICbBDNu98O7Sq8b8d47WhAoxQZS98pfSk3a3RdpdlczPfNUMmPL+VtU8pl2l9kW3JsmJxiXXdQ49xOnA7+RS6V5BZbMGXOOGO/YUTv6vW1wpgeCygl9lFAMhj3VXvKDce0BN1YoEOjbt9kcOCj4wPsdpra9gu9nX0ZmZBP5+r0QGND/OpJn55GAQMOtCxS4oFgqit2z8OMOmROS5+LPiGK6WfREk1XvKhG34dY+4OtzDv78gXNuOGTx1DNQUwuXlxicWWCyCQfnlATqOZQe6c/Okmc+qX0tQis/Rzzv8HLUpmctap6C3inwQgucd447YgHOcCCQYuUobyLljfJEMMEfXoKzbcn0gudZXHWXblZNwxlELrmS2/pAkg9d71D292dnygNFbTP7YoP8FYOBcDMiBiSH+oaKE5SYrcnnXqTCof2Ege9EW4WWY1N2DMu+7BDIEuRkegh1Dr5fn/66SWZYECmTLL3AZcedBk5acZMZkMz7oMuLdxrkhAVuleSkNNbQcPPf1p+ZdNUKJpzmMOWcwdej1B+ga08cT7OBt9XA0zF8wrUjvx5/VyF+x4ciaNTPSuBdNDL7diwQqK1dPQcMFFBRWgrXXwem16aHejqdajrlbn2fp0JID/nWNEp881n/mRm46vnxFQczQ2q/j8xqk8w9Vj/442RLRCa4vVIzOIYLDQoFnX5gKJXYTxXoZWZKvR5Pr9AfDwgUctdT7z5DibWEOdnnDAKBFPNOATjT3+1SfLxLDwfZZ/8Bhzj5nsmUy4sxSUqhKtBBgQ+7Gx32Z9qaRZaK6l95CFUnr+XMqx2C8wdfVwX83Hl3ktWkpIunTx98rUoSBivCHrKdPnav1+G1bBsyzEEKCWa1wFNj4BRIEssHz4lvhAmk2mtYMXIW/QrTHybasJiemgEvMPV5OhNoorORCns9E+31eBkAWnrIp96zhO5EBjnhHUzP3s264ybQXJxF6Q5ofPh6enqSSe2iJS7TL4DSMi/7tse0t1H3AcE75llk+QXN02zsJQPrkJHeR4KrfPhCBt0zEnQtTPbneEAglxhb7Nsx8PK2ws8NAoF2N3+H3gJBzr4g08rehdHZDl1tiHAHuXYXnc0hjPYWRFfy705bB97o4QCYs+wEgsWH6I6U8MRr39FtOzV8ER7ZiZtTADl5bL12Mj2lFsetD2JaVTjT55F5aJUG/HfNKCRAMTOs6+hoNFj3I4OADRFTctUSL0oJuPGiqPaVSg8z0kpw9a1YkdHBlv7vOCdC7EaaynYifD+guLl70P4UCKSZQ4ECFGjk+AuIdgXp6cqnx8lRdwlxkUdHl0C0GszwmExJYwrvz6tlf7AeJ2tkUE4fUIITNul8cjGyqw+oUQaxw/hXphqo5hp/EPx5irnkEigQ+ArQQJGvINkvMtJL/guCjK4CejM7aDs1hpGZoz1kX19n8MpqUF66KhRL/ISlJrUHbe0TrRjHqSgqksya6TKvsoeZOyGrK0gko5OO0+PIjOGLToxELwVrv4+3s3bY+a6lMJPXl5Rj2i6nv7gPzzDeoXZAAUNFmj3kZJbgZBRi69+LNUA3Egi0d18yH7Nnr0EK5FWNqH76Wra8Vt7fnsXHuZy8Mvlu80bjXxIEeqOd8RZ+TwEBW3fVkpXh532Xn6O9f9TfQm2dKCBGMYLU31JgkZJ7Gxojee2o7YbzBRqPJ1C6FF3AP1g2XO03Bdgoj5vHV73Kpz90OWq70b6X3s7/bSZQSlZv6LkMJ52X3tdvhAmUuj4pACclcffPwARKl/l7C4f9v+Wuj4FAR3nZ3ygIpCizKhGvEk3KtPZtpw4ssseTyE81+98JBFK64S+9Iti5K/lipyRCli5xWXkCTCrzHLUx+nBDQfVvwpHUHnB0lYuicav1oqI4L16UXNQog/YjjRQI9LuHXF2FevJKl7POGDvZO9ZxxjN2lBnxf38jman+0XdM2nvGlzxMJdSUybQym04ZKA9t05Eksv4RQCBlAK0SSW2pCrlROvkfGQRyHfjeD03NJnnXxQ4L+pIDbxQE+nW3y0/DklN88P0h0l7qHlBgz/adaPBHgUCpUEnv2bNhzkyX4mKp+9brMenoHpxMS23f4Vaz31W66C4V5pnMKTiRpvbRK+/Ud49k7ByJBrfHFNpc9VAoxuvrDV5ZI+jsTL68KSaJklGcM1tqTxsdhp9rD/SyzZB4Hbhgg4l3r6mTXEPDMSTPXZngjPu8+p1z7hxXy00qGZzCQuX3I/sNcJUnkNZvH4ds5VsFAqn577EnJU/+LZn0CBRJ3nadwz0Rydqog1ckq9eHzlxqdlFsnBkeof/ldwpe+a2FUiBbNF/ywWutQZIrqp/MRANFBz+ju6yl4vs4nqRPyHgT+SN6YsQE3/uBodmW11zpUDX9cF8D9XKuWD1NjUr2CxqalDSkoef6Sz//zf7L+Kfv30wi5qdt5n42zN5EbXaySr1EZHBD/lyuyZ7JxNxM7rg7waYtyQFy9hmSk1YmQVnVhnvvMzQzQRURfPR6k+Iih95YAtNuw7JDmHYrptOKHQnRtD9EtreVYFYrPmvse0Ido5MM2gkyIaOQhFmAtApxrCC2p0D/dEyVIBu4Xw96LL5ccx9Pusn9f8Gb4MNl70dnrYfE0YJAanfKc0t5b300R3BeYJM2Lq7wLyFon8FNbQ4vxuDmHIMr+0BE5SehACCVJlYeNcuD1xIOWzjjuC/GO3ZUu8bja9A/xxUEaGyPjEsOSYFAN33e1lXcn7s5RsF3/wOjuZ74pTdgn3npoB4+kmfn0YJA6sAHnjE48LRBbpVkbh+gMHRNufMeg7ZthvYjmXbh4Ds99ezcsjPB/Jd9+IXgG7U2+yJSF4mcerKSUk3eb6lnZ2vtTope+jqOJ4ums34wbPLt4J891L0k2ZsjqXYEH7vR0XPjcDHS8yV7q4fsHRZdWS43v+Zwagyd3Jw+83UWFP0Mw3DYaS/j+5uuZ948g3dd4mjGjmLuqMrw2ZdD5ckD6wIrbJC1wyRwwNLgkpoQIxU24TkO/mIDT6OB728GhiM026TtpDiyryBg849NnXyuvNRh4onDg0B12+HA3eqeE33OGGhZp1Nu9PLcj+IoVg9qfzYkhGT5Fx38aTnBofNf23aDnXcbWAHJ4s85BGJ9YE+L0B4xSjbvsOeTR7KlTbJHseJwaZ/wOtb5TzJZrKD8wbPINQ1939VNTuBbMTyjZjQQSBVC3Hm3qb0Xy8sd3vvB/XS4O2m1d+PQ098cJV2UY0wn15hBtjGFbL+P8AFY/d2kfNTxH3PJ2qXAH0+/94diKoTn2LiTZD/IpkAiDXCFBN6Qibfd6N8+/dwTOa6WjosFJb9+BnYegmlTXa67ZmC8jwcE6pZ1eq7KMSaxJPe9/WvKQy8Y1D5m6LYf90mHMHuodR9F4pAjKlleeDnN7UkwwhMyKFrlw7Ukj21MEIsK5v4/h9zK5PgvzPLx4g9t2nclx2nVe1yKjkt+1tgEd95jah+zsjLJf37MQ8cwLAY1fpV/V9ZOjx7L0gT3eEnb1DgJxyUeRstFSluw4KM2WUmlzv4Yq4Bi2Bu174/pPntTjUvJMSr1J8KJkte+Fat+HVbDZhSzIRV2ZgmR0iVEJywhkTMZ5Qnk95kcaEiwbsNBclf8Rp/Hqatq8duS7bUXsOvguUhp4vHFKK0Mc2BHoQYAKksFx1VY2BkuzefGUjY0+lAjrSk97YKiZ/xIkfQGcgNjg0AiGkGE29ic86CW8Tpx8yziB0Ia1GkrbKXmrDy8MZtFX3kZs2f4tfHQflTrkV4jB3Lz8ZfkI3MK8AWLiER66egsY/PeK8guaGfBjS4yUzFc+oA+93Ha3C3MyT4PX2wu0olTsOpTPH9iKY5lUmlcTk/dJLb9wsTvCHotyekfF0x83qPHYePFg9ceZqSFwpe/rYF815uNe/YXaDeLSdhpzwfp6s/NaAdGtANvSJK1YyXhnGbaq37BhP0hzEgbQo7OLBzoAwHuUqR9EcKerP/smAnqpqxjq7OPXS/Noz2Rh5GVx/yFPpSspZKZHC7UuuBgY4TGNQaHXhTE+9bqCmjPnSrwZrtEO5KyqbE2oaXkRgrt85abZBIVVNhUiQg54UJivm6ezA7z5NqgXvepKCmWOmcwf56r17UNbRHU+7hSTFDvUtXVQgNFU4rbuXmCn4xYDl2ZrdTO91M00UTqsrHBofo4uPoWzcZSYE38tM8QyZ2m8yE61HWItlItHqXbaqO8PZeqOqnBO08kBPGBeXekc1TXWGYX42YWE/UVamBoT0sJq9YXU12fh2ElOOk9D1A0eT8KtF+UfQVet5z9B12dN9m2I5k3UTF7psspJ0vK+4pORpsrhn52DAQ6kt5649umfGIWz6vSfjYpIEUxS9JZHwpc+c9v/U+/t4s64m/++DTnnrGCoUygsSTFhgOBFPDx6sad/RJmQ3101PHU91QoCTgV6ju7ag7w9tOWat8gFaN9L50JpDxy0mXT/D7fYZ5A6QyWdDBmqOfPWHJwo7VpLCbQSIBZ+hUfaZuh7RrajuEAprH8nNKP+2YzgYZeA3UsdYw9+w7y9tNG941+43fAv883j4FAR3mt3ygIpA67YZPg4UdNvU774PsdLT+lYjyJ/FSz/9VBILVw2FmtKk2ErqRVoarzTliRZOOkvBHeyiSoAoF6+6piFY1b0bmVUbuq3lGJ4LmzJaecrJK54weDUiDQl74htZyKuv7Ke+ZoY7xj57YfmaiKzC9+0sCbOb4XELVo3bE3yvduN/V5/+dnnH5N5vR2H0ki60gS+W+FJ5Bq978KCKTOZeNmwR8fMcnPlXz8o46+Tm8EBOqOO5zT7NLhwr2FBrM9AgUy7a1Nvqzs3CX6ZYDU/KUSfQoYmTVTHuaFMhoI1OqqJPCTevhMNM6lyJqPMij+RwCBFACjwnVh8xaDF15KsjdUeDxKx1uZxkviCYErJBvOsGma6mI4sPhpi+IDpu4LlbwMBqGoCNxJJt/aEWfh8x7mzpW859KRX4D/UUAgNf+tesHlsSfUuQsyMiTX32hzaadL198B8W/kG0xUJr5S8J02mx5X6mTwUGhZzeX5MViSJ1iUbVHhuMywoCQNa8gN/YqM8CqimctoL/6Y7uvxJvJH029/4SWDZ/6WNH6//DIl5Sbp6vBQs9/WXi89fRWaQ+dfBfa/8xO3YnriJFzBq40Xcb+xhRq7S286w5PLh/Lmc0nGNCyVDUgzRn/8KbTsq4qTlndz6vI2fvXbIhpDAXKzevj4+X+gPKcG4iEMW1W+j10EIIVHgziOlQJ0CggniqmpL2RLdZBX2otYdRFkdhic8UePZj/NmQ2zZ43sObRWmNx4KM5Z7mPcG29FCsH7zF6+Vv4BhDG42u7NAIG2xCXva3XJFfD74hrq3Uco9s0kK3EBZzQl++DJYoN8U6AShjXOA6iK6gzKmWa+mwkFOZpF8c8CApnSxxe+5uD9eyX1f530KN7f3o5bUEL0q3eBOZheeSTPzjcDBFKsinXfMrVhdkr2LH1NGd4v2PJTEzUMlNH4UI+01LOzd5dDwcte4n6XX7oJNm419PNChZK6OfUk5WUmKc710bP292Tv/jO9FSfSsfD9wy559v3eQ8N6ySYv9AQln/rEyPPkSM8XkUCzgQxb8MP6BP4mSYErMDySYMZOVi74AZaIs61rLubbb6R5lV+zgIQhmflelwkLDV3A0L3P1glzf2PyXpYG9E616Z5t4/SxwVP3Re8hm8LnfJqVorxoQqfEkD5oeMVg36OGlpVbfOMASDH05Fd9w8TXpRJmkoLZkpnXuFSUBDjQGGHHrw06awz9vmBUSVaksYDUfgbNfw7s+4mHXMdgYiVkS6FZM0PDzlHAh0uiSEmlOdhZkqeeMXjpFYMlfsVi3IXvyj9S7JtBafQiAg/7KBCGlgXaX5rAd8rh12UkEOjQIbjv9w55FXuZftwuiqbswWVg7ekllxxRRZ45g0xUBflAe7MCFvUvC2r+CMctEEwwzSQQB8QLXLrn2kRLk20ZNVHogrfDwNtmJBlQbQaK2TU02m1JdY/EN9Wl/HiHRK7LeEAgW0bZ5vwQEz+n5H9Kg0B2FNZ908SJCWZd58DMLRxw/6oPmS/mMtk8l5KCDBrbkgyGwqd9uo1dCxLsPOhS95ShZQCPuzl5fmpdoOa/HfcZKIk5FZWXuMTLXe65LyktPWmS5L1XOkwpCzDaO6oZFuS97tGgoAo1HtqXxdn1vKBxtUHBHJdZ1x7+XDoaEEgdp8l9mUb3ZUzpZWHzfHLrt+Br3YFITRrKhyxnEtGyJURKF2vvsPRIgUDt4Th1zl9pl1uJNS3ipftPZ7p3K8flraPS28Km3VfRHlYO6BDM3cXkKTuZknEhRsJD+/I4kUmDx+9o7yP5a7wEDphESnvomlitwZw8J0xnQzOisw262vVP9XehGD2J5Apo601LCU/LY+7tr5GzpwNpCDZ//WR6s33MeGYvwUdrkL6ABnTIydfsncySIrp9OfpvMkeBPfmQU8DGugL+8IhXS2vd/AkHjwUpX5fXv9xOd3eQZTN/QXzSYjLOVM5eyWh219DgvsCUwInkOyfjr32ehsTj1E7OJ1tMxbfn3ey+09SeUT1eybKbHKZlePH92SSRL2k5cwAEssKHCK75LmY8jO0voPWET1NQVqG9WgeBQENuKiMKpX8O4Bg2uy9bS46zWG/hCR8ke9fD+Js2J2k6GCSyJuBkFGA5vZiRMCI8B+LngEwySyQ97Kt6jb0zX6W0oYF5OwYkI9XnETtAeyKfmJWHNy+f7JJcZEZBv0dRUVkph3rV2iZ5/ygvpYOrIBpKruFMn6TkBJdJpwrKJng5WBcj0oYGhKLqX6tEMTyjbWn+RX3na/rinLyii8KeMhJWlFWNbTQ3FpFb6hKcpOTmBIEgVEz1ETYikLb+VWvk5ppW5m4N4k0EaMhq4Nubs+mJ+fB5oapKMmeWy4wqidcLZiRE4SvfwYy2azCudcWnyCybqj21+kGgvnYpr9Xdzj0ITGabN+ARmXrshMNduJ1NWD0ten9mTzNWbwtmrwLpWscE6XqFj3XLKujOMzEdwdzQLIpzq+j1FtJr5WvfQyUh/+LLQqu3qMJnFZMqVHGU1FKvo5CwBo2iYyDQkJvqLfo1lfRftmhWP2tnONBCHX6o1Jpi4SimTwpISpfxSsm2Ddfs4STb0gGn1HdS7diyQ+noQbrMWao9Q4Ep9feRvjeS58yvfpd8RqfOR/1fASRfuuXX/c1PP/ZQoGQsEGi0NqnPPvS5H/DJ6y8bBG6lfHDS5diGnn+qcaMBRel9XVYSpDA/h8suOF2DZiOxjNLPfbTr+GaDQIpxNlR+TrX5jls+iQLtjsXR9cAxEOjo+m/UBfZ4dv27Bw127DA0m0TJDyifoPEm8tX+/1VBIFUds2mzwYuvJKWU9LnmSlaeKLWmvlr8psf/FgiUOqaShFm9Bta+bqBMZVUoDXGlfTtUS3y4caBAoLoDkh/8BF0Rrrx1xrsQGm1cjXfs3Ps7k927BR+4RjBp6vCGn0OPo5Kx9z8a08nUGVUuV18xfNLySBJZx0Cg8cwSh28z1BMotYV6ifjJz02U5N/573Q1U+6NgED3djrc0ulyvDD4SFtyjqreA7FYcqxbVtKjRnnaKMmr0aQRR0rSNTov0iRX65e+ycYF5BkzRjS3Hq6XjmTsjJcJpKrw2tsEPd0W++rsfq8exQRKVrKp8+8rA+97ZbUMSWGhoLjY4bk5LmtzXb3Vl7IFF2QNlqN5RVj86rcu5bsNLninw/FLRgZ+/5FAIAWCb9su+P1DBkihE9pTPuBwm+2g/JAeKUomTOfvT2iOyculBgcdwZoQPLpF0pEvtZxcZBiT2FxDMsNKMoZmm1FWtH6bGW4tbWX/je2b+oZBIGX03twkaGgSHKyHjZsErpu8jsPNtTnZkpKSpHxbWWnSfLigQLIu8VMe6ZE82p1BW5+EzlJvMTfmz+eswEQ9Hky7XbN3TDtErqeLaLgBkQgRD7ficVvpSWRz65NfpLWnmNKcej519tfJDbQPGdYGjplHTBawq66I5q4C4hRx/Io8PNmF5OWX0RkLEE+vth2yh7YwnN3tqAJx3nmXFzfN+VsVmcyeiTYiVvKjqfijbfDNlgSXZQiWO89xXWctcWFwoejlhxXXYZkD2vZvBgikX3BaXV6LSz6f20il9zfkWhNY3XMV3+tyWekX3J5vEHb3sc99GIlNtqhkinEhhrD6k6D/LCBQqMnLD+9wmTqhlw/vugrR3UH8/Z/HXnr6YdPakTw73wwQSDUgBVBklkvtkZO+ptx0u0nPIcGks1wqzjz8eZ8CgXgK/AdNwnMTmo2hClteXg2vrRvwa1Ss0PPPtjj+4BfwhOtoW/JhoqXJRODQqL7TIrQTXvfB1GUu5583MkA6WpFBVrVFziYPLdLlwY0OxWk538iU/Vw84RayrB66ElNZ9eqncYwAs9/natZFTpOHjO0mRij5zFNySD2VNj0zHFzf4Hk7/b4wu4UGghS4YGe6hE6LExeSV//b1DnOE74sKZpwuBxcwytCA0WpxGTRZTZVSwZA8PWPG0Sf63ueGJLZ17rkz+rzJ0kIAm0mOV0W9kGJ1WpgDHm0KPBKASbxQodEoSSvyktzT4ShhLpoFF3ok9krWFF4iMCH7iLHKmMq1+hHn+ePXoqkqYGqunwbz1mDy+SHgkDK72ZfaA/7WndTNLkWwxq4CJlmCQXmDDLc6fhJMj+HixzXQ/dDBsWu0c/AjRW5dM+xiaVf1LFAoGF2rhhRii3kDSX/eTrVM27whuraJwpdPBNN2jJjJApcDQYOF9vtn5CghxNzP05Pj08zgBQTSLG6Sm54hQb3ef21YrGCMvMUDAHF+QENAimQQYENjl/SdG5UF6AoyUa7R1B1uaMZPykQyHYkNX8wdAJbxQ6/ZL8pqKp0ueI9rl6jjbeAIqPWInezB9FXuVHT4rC13mHeJxwCw1yWowGBVMLa37iOLXnrCWdBbmeEE9Yc0Pw3Ozgdp2IpHcGFOCpTPkKkQKDmrja2Oz/TK7FZ5gcwnAItvfXai4LKNpdZOTvwmBEa2hbiuF5mlkrmV3iRxkEi0/5IrOw4osF5iEivBnF8Pe34ImF6m5qRGtBJgTqtmHEfOQt/hTAsutZeg9uzb8T2qQ+k5dVSbDXvrqRlXhZVGzzkNuZTP6GNhoU2/m6bGfFrMApKkdbghdFo100piKj1/RmnuZx6iqsT+U0HEqz9pgKwHS468QZMkaCGawmcd7Juo5JYrHUepsg3gwp5MZmvfJGXF2fpgo+M3e+j4Z5SLCkIZ0hO+aSSrITCFh/e5wyiFQ5tffKWVtcBClffgmFHNBskdMJncP1542bRlj6k5OVMdlzwIrm+4wf1n9XbTNbuP5NRv1azV8CPnX0dZteJiEgSKXG9DuFJtayb9RAxT4SSjgBz9oEV79CsIxFRcnnjLKYURp/sXL4Gh1xfHt1dQZqq8+loKCASyyNiF1Bxgo/giTa+NBnU9IYrIlO01aBxn2D3RpPQAYcsHM5fGaK8eyK2GeeltmZCu0sOHy8iySLy5UOgQJJf3sTsplIsx0uo9AAHZhSwa7eH3bsN9h8YOC/DhOXT6rg677v43LC+V0InfBonUKhVDIYDgdTB9zoPEZY1BMUiKsyz+wHEeGKE56uUmNE2ZFeIpuo2WmqbyKGFIl8LJf4mLH+EV5dOJJzt06y25a8dJGsQq01oeT9bSctlFBP3FbO9oYTV24rY31FKxAloFYSVJ8KiBW6/CsJIN9YxEGjUKefYh29xD4xHhu0tbsKx3R/rgTe1B46BQEfZnUfDBFKHVlVbP/qpoSslZs92ueLd7r81CKT0c197zeCVtfRXZ6uE1ckrYf58ZfI5/AX73waBUq1QVS3qpePlNUJfQxVKV37lSpd5c9Iko4Y0W4FAjz8peWoVLFksufC88VLiRx+w4wWBnnhKyVwZnPcOg2XLxs8E+sI3EzQ1wSUXOSxaMPxi+0gSWUeSyD/GBBq49iOBQGoL5V/1m/tNsjIlN3/cYWJxMsEwnlcjJV10sDnBh9a6+GsEpYdMnYhQoVh3M2dI5syE6dNdLYk4nhiapFPJI8X+UQbKAotpxrvIMpIeQKOxOYYe60jGTjoI5Lhoqa9QCHR7sp0AACAASURBVEIhQUurpCWkWD5o6ZWRQoHQitVTqLTB/aDkKWv3J0EF9VK2YJ7LKSfBwz6HO8LJTvtQjsF/pHnj3Bc32HK7wBcR+tooptBI8Y8GAql27qsV3HWvSgCCaUo2XpHgQEDy2VyDk7NMzqtPUGEpUMhEGcX+8k5DA4dK/uJdF7s0u7BXJllD67ttquMS5cE0NLwkmCFDVGZMYGmel5JEghmWQaZCN4YJJS+kAB/F7qnea9PYJLVEYUqCYvBXJKXFMHWySX6+TXEJlJfJw/zAmpxe7ujcxr3hrfTKpETT2z1+bvJKVkol3dbWB/y0jcriOdg+ie8//QXCsVwq8g/w0Qv+iC8rU8u0+bKKiYsCetw8ze5pbjH41V1JOZ/SUsn73usQ8CdbrxhyXT2JUUEgtd15zQ6NDjxc7KF9h2THToPde9ByZKlQuuxKd17JNj4ShHs6bD6eY3BNpmBD51oub99CNxanil5+NeEKAp58/dU3CwRKsYGmWF18Kf9/8BnZfKP1/7HDhm/mGSz17aTO/YtO6KhqecUSFH3IXSoJ+s8CAm3b4uX3D7tcm3kX8/fcjTtxOtHPq8Tl4XEkz843CwRS+TblWaOkb2a912XqMhOVYN7/qkv1bwysTMnx/5k0sh8aGgTCxPdbAyEFjedFtFRSKlLrudVrk34IuZ52vrfgJgWbUn/mDzF9vmH7YdtPPXTul6zxwzsuV2y2NwYC4UDJY37MmOCxfQ6R1oH9PJsBpVmNfGb6dwhY7YQjpbQs+TQFBMnaaWJ1JxebKiHfM9OhZ1qiX95taKOH3heq6j34vA9Pl6G/Hzo9xtY/CNp3GEx9h2T+RdYgT6D9TwjqV/UlOvMkRoegxyc566uOTuQfaIqw6ismGbbAKHTxdZoU5ULlIshxDX2coaFM72P5LmK68r9xiee56SqQo3qiKebks88anO3pJOszP8ErMplt3pg8hJr7/+KlJJps7wGfjXnBQCGRAoEau5ppdXbR6eymm3pE3+pDSkGWqCDPrCJXzKAoq3DEhKXat9UtyNpukVFn9ed2e/IcIottfU7DxZEkCof7vnDA22qy63mTnB7B9AwD/5BlgRRoIEjJ/ikWlWJTyT7PlL3Og4TlPhZmXUmsqYL1SlbNhbIvPEFXxgZ9yHLjTAqNJADaDwKFIhQ/7sPqNTQbJzI5+U7Q9Kqg5iETb05S1q+sMMkESs1/6+42iG1PXv+uCXDWR+3+96TxgkDqu0U+H85LEn9t8rrGpaTnhASRiYe/mxwpCKSkqgIN6zT44+lM+udFfRYvrpyM7TGpCE+gKPNCMnLz9Twf7h29MC0FAm3tfIKQ+zq5ooop5sWohPyhF0zqnhFIWw0ZSYfRhEsN5dYU3j5nMh5LsL6ukSnlP6IguxbpSOxQBLspQrwpgkzJaA0zOAIzPo6v4t0kenfQ1XUH/uIienw5iFzF2Olj7WT3/ezzb2l212rgb3LgRDI6F7JH/piEz6Rg3wImVr1j2DE82nXbq9Zg95iajf7JTzhMKvGx6WGb/U8JggsllZNeZGLHnQgh2e9cinX+OcQIscv5NZlmkHntJ1HXey8NpTkYLfPouO18TAThXMnpNzt4+9YbRXt9eNYpHySbroUJPJ21BNfcimFHSWRXEFrxKaQ3qUc5XinV/KdcAp2ZVL/tZbKCwxcAeMLt5L1ej6d1Fsjs5JRjddIzI07LrDi75X04RMkTs5lknKfHi8cyyMv00NIR6Zegc7s7aK7rpKO+A9HbQb63jTyrg3x/BwGjd9h+H+6PCTtAJJaP7c3DKs1H5OXiKt8i5V/kz6e2pYBn1uRQszd536gchcpVnHqSS+meJorqpuAq9tPUejo7yjSLSDGKEp2CXrV07FvSViysZ5l3IoY02Z9Zy2vPT8DwKO8hSU6JQGZIQlE42KH8zmq5oeo7+M0oB3sr+G33Z5hcla0LfKqmWCPOqVHZxi7nl7rQYJb5QcpzS+iKJBgJBFLral3M8XpyHa9CS9qd5DJ7Tjd73PuI04nX8TG/cRqZXZ2aReSNtiB6W+mnA4/Q271OBk3REkKxIjpkMXkTi6mYU4iRU4gTUGvOwRPvkczt6l22O5IgNhLANaRN6p47Fsd6YLQeOAYCHRsf/2o9cAwEOsorerQgkDq8Msz+n18nE2uXXOiwcrmppQc6e8ZmaPyrMIGUj4mSWVu3XvQnq8rLJaesTCarxmLJ/F+BQKnhoxLLW7YYvPgytPRRypXB+4knDM9cUiDQLbdJGhrhqssdnVx/M2K8IJDq50f/YrJ0seD888YeZ6ptlhvg819PjCoFp7Y7kkTWkSTyj4FAAyNkNBBIbfXLX5vad+TsM13efZ5vTBBISQNu36GSxYJ96h29bzgqdoR6sZgzC6ZMdgd8cI5gsKaDQK60qXP/rCsTDXxUmpeRIQakPt5MEKg3ImjpA3pCIUm40+Jgo0t7+4A+9dDTUMBWUVAyodQgO8+lKOgSLEz+TVXWDg01b23c4OH5V5z+eUsxpFji8sPcZPLkooDgC7lCv6x+tU5g32Xq6r8vfnx04PcfEQRS59PUIrjjFwa2I3R1/AsX21j5Dv8V9HBzi80KL3zJsfj13YYGM1IAUGoOH/oi1y0F1QmXXTbsjLvsSkhqEy72MJ405SZMkYLSXkFWi4FRJ+ipG5AmHHp9lHSoAlNKSmBCKTy7SmivpnPe7nLxOT6a23sRdkfSh6fPj6cmHuJ70SgPOAqKEniQXCEb+E/2MzPNtyL9WBJvUqLNE8QTKCJCAbYZZG/jJH75h0ricSXjJFFJ0KmTXa6+MgmipldtKrkkBbCpxLna5qorXC35kYrxgkAfaXNZE5P8uMRiRR8dQDFrlYHvth0DuvOp/W48J8GhCpePRkyunqzAPdjdvZV3h1bTgoeFRPht2SXk+UreNBBIHfuGVocNcYdfFN2mm/IfLTcTEIIHizbSJJ/VfysyljPBOHXQZf1nA4Ge/ZuHdc+38cXWK7GcKNFP3YZbOXfYGfRInp1vFgikGhLaIKi+39SeJad9WWA78OJXpQaGpl3iUjrEGD7VeAUCZe+z8LxiEC9SrJfh/QXV+Nu4yURufZYLgvextXM+v2y4mROWw7JlSQZ8emy81aK3BV70w01fsAfdB4fd42N4zmXsNclb56UjJnlmS5K1ErPgJS+8zSMJRDo5bdFtZFnzwT4H3Fy9jZMtkQuhpSQ6Iusj1ZbhwFElRxd8wYu3zcT1SvaUJdj8kNBm4md/MwkCqTX/ngcMWtarJL7Usl5Zs6Rmf3j+Lq8ZOE3yzqu9PPOLOMF9Jnk5gknlYlg/HzvXxSgX1NY57FIE26DLwlGeMaMl8hWL8vu3m8wKweSvfkun4hZYn0L0SV6q8xbPeihrSz4U63GIXHqQLllNj7GHbmdAnslJWDTVTsXsmcHpSyrxiL4sszJIH6Fq3eoyyN5qEagf0Eo61O6ys9lh5udt0ppx2H10JInCYW/Cvj/GYvCjnyU9Fs9aBOfMF2R2mLiHwBpGPlT7ChW5NAW3sr/gb1QEl3Ho3mW0bJTkfPBRnEk7dFJTJa7zjdn9h06BQOG1CXI3elD7aXn7wH2kAKQN3zOJhgRTznU57iJvPwi0aYvgjw8bVMYNpieS91DZSpepFyQBsiMBgdTzpX5Pgro7TJZMNsnqQ74U0NWxNIGTOXCPjgcE8nTtx39oHYGm9Vjdjf3nqyRNY8VziZYuoak0j738WX9WaV5JacaUUUEgYccR7SH8vZ0QbWHNlLVIUzL7SRN3Vw47Wi4m4pbq/eXaW5kTvYVM94D+3T/tg/inXEt7T4Jn1aVAMi34JAtmPoxl9fW3BMf2E6WIWMYU7NxyZHY+Mjfpv4M3l5K/BrTEZNvJMfLn+mhoTcr4jRQpFk6hdwbxnSG6prUR6HCZUfi5Eb8z1nW797emXqsvW+py3Xs8PPVFW8uTzb7OJX+2S2LdFiYe+gmGYVMfPwMuuoLNzi36eEt3B3itKoJwDMLfuxHRmU1XkeTMmxysNGmykk1+zGpBx+IEdv52Cl69DcOJE8+bRuuym5CegaT5eEGgrNVRcg7ms3fZq/gnzx90/mZUkLnLIrPG6vftkr52BA+A+RLdmSZrlk8l4UEDyJONC/sLQ/pBoD4J56EdqzyY129QctmG9vf0GAnyve3MndzG/KntTCpoS7KJosl/ysNI/RRyfO/GrjToTOTi+AvwF+RCZj5uIB/Xn0+0qZDSmnkakDy4bC/m5Ak6n1GaH6ChJUK0Q0DdQabuqdRsuJqCfVRvLddSc84wRWkl+Vs5cc7tmGaCUNd0HttxMx1OBhEhiRgCbz5MmQXT5zpUTJSH5U7qnL/QLreTL+awOP/SYUEg1V9K/nrjRuUBl+zNyqlwxmmCiokJ4rKLGud3SQCIfKabV+ARAwZ1Oh8TtUl0tWBpWbkWzO5mLCU319uipeeMRPeo940UFk5GEDujCCejGCerGLJLCBSWEXJzUfPIaHEMBBq1e459eKwHjvXAsR7gGAh0lIPgzQCBVBOee97gb88bOjH0mU8Iigv5twCBFK1dacVuURryqcXGtGRF/dQpY3skpC7f/zUIlD6MdlUbvPiS0El4FUoqa9nxrk54KD8NFYmYl699Jylr9/nP2mPSoMc7TMcLAu2vE7rifGKF8iMa30J33Ws+Hn3cYfYslysuG/naHEki6xgINN4rO3i7sUAg5XPy8/8x8fkk3/0vL52Rw5lA9YcEO3bCjp0KLBmoJFYVw3VTXC5bABdNeWPtS/9WCgRqDXejqmR7qccig0rzCvxisOTHkYJAGT4Pe/bH+5g8glCLpKU1yepRAMRIoeQ3iwqTrB79r1D9lFpy0mMKnZxKeQKN1QPqhX3voahmMK5+lX6vpKxiyUtzHRoqHd4egK/nm3z0OUH+CyZTF7m8ry9RM9L+/1FBINXezi740U9NDXwlPJI1FyTIKJI0OXBprwF/tIYFgNR3x5Oks7pW0dD+LBuN+axyLmNHwqXBD/YwQJwnCjmtguJeVd1oUeWVLCyAsmJJbnYcMxHSAI/ltLJ1h487Hz+ZDF+EW674Mj6V0eszJn5e5HMLk3mCIBJBFjYflIe4mTqCpkPcysFjVeFYQVxL+fIU6v8rjx7XHHgBTskhbdspuP/3yZdoNWeeforLXfeZKClRZYr73qtVVXdSumNXjaMBoERCaKlNNb8qMCY9xgsC3drpcn+v5FNBi8uHJNfV/lTiWfnrJe99g0dPTxAOSlY+4qWwQyRlHmdC7uQarup4mv14qSTKAyVvZ3p+FYYh6BqjUns813ljQvKBkMsPgz8l04jwidYP85Hs15jufU2fdnq1fHo//LOBQL+938PcV7/HCZE/48xbTuzGr484pRzJs/PNBIFUgzZ83yTSJFhwjSDWK9n1EP1G9iMl3RUIlPeMF6MJOpbE6Z02MrCtxk3Ja7chGrfwl86reWTPmbof1DNKJTNPXIH2ulCx9r8snAjsmi553wdHB8tHk4PTO5NQ/Nckw2JdrcO+kEuTCTmKZWYYzJ4smBo0MPqkHqWxn/B8D/a8Qi1xqXxdxooRGXIOWt4roBi1puSlapvmdjj5cwaJnLhmWrVtS/oQzbjKJThPaq+b6gc8BBsN8rKgvNBAAUrpIU3oEi71dZLWbknO6TalJ0GO5eXxz9i4CcG8D9nkjPL8HiuR/+rrBtseNVh00w8xcrqZY30ID8nK/FTEXutkSm2JTl4eKt/KpqUP6eJtEx9ORxVr/jaDxppKFi8wOe/cw4u5hoJAnnaD7G0W/oaByS9S7tCaL1lzl9SeSsq7arQYz/NlrOuZ+vzgQZIFegjee5XDiUt8NHdEMWICn5KOCykpORPV7pRHUX/fBHpprPfSNf91OmZtoCe7nanWxWSLwRdFg0BZAbhXai+p0Kkx4sWD19dtOwQ77zK1V8k5t1h0xuN6rfGXvyblA1csd1mcI9n7SPL3khUulRcnzefH+46qni8v3W6jjlV2osuCSoOsXR59Xkr6TknvhWcmNJts2LEjJd723fgb1hNo2qD9RFIhLT/R4gVEyxYTLZqvDez7+zjxFK1iIx7Hz3EHluBp7yEWaunz2WlDdPZ57IQ7ELEBwKX+7KnUnT+d7D1hxB2n0+A9W+/SIzupit5BmfFc0k8ntwBfsIKMjM9pOdG/7FxNqGcyWTKpc2dlOMw7bTMT/U/ha63uXw+ozxLZE4iWHKdlKxO5k/X2WTstcrYkwTrrCoOGPi+nkcZUjDZ22r/EQyaOE8Y1DUrrT6Nk8sim1mNdt6Zm+OnPTX2vffoag80/k5gBydIvOZqVrtu+tYbymh9gWVEaYyey7QKbOB1k9CTozfRgv7iU2BNn0TMZzvyQfRhYUPqSH6NB0LlgNzl7v45wbWLBWbQu/RiYg70CxwsC+Tf3ULCrkIOzN2PMq0r2f7cgc6dFxn5rsM/XLBsxDQJuN13bH2TLhHriPpPSxm7mHMiie/o7iRUliynGAoH6x6FUbHaDnTssXt/oal9fFUrlYME8yXGLpF6bpcJj9xL09tC8p5muzZ0kDnXi97QT8LXj9bbj9bWT5enCGIGhntpPa/aFFDS9W/8amvgwOWIH3pxCuo1sIt2zKN67WINEhxZVI6qUxHDy3cXpFUTawR/1Eqq3CbSvY5b5U4RwtcTh6u0fwXWHB0McqYodJGYO5JZB6VSJPwhWcQf78n+u97889wbceF4/E0ix9597XrB95wCLXhXhnnqyZPZ0S3vBhSLN1Ni/w6aHAMVUWpdrD7T0GE8+RjixpPdQTwtWpIVIcwu9TSECiRYKvSEsY7DM6ND7SzOxAkXYmUU4mcV9YJH6vRjXk8UxEGikGenY34/1wLEeONYDyR44BgId5UgY7wJ7rMOoxMwvfm1S/3dWUHkZfPJjQlNZx4p/VibQrj3KNBv21CSTz6oyRhkennJy0pPhSGM8i47UPsdKoKcfW/WvMkZXVS1HGkouSoFBu3Ynz1ExCY5bqKTtJHv3WjzyF2WWPDqgcqTHHC8I1NMD3/mepSu/vvyF8Z3bj39q0RyCyy5xmDdv5Gt0JImsYyDQkV7h5PbjGcO//b3Bzl0G7zzbYMWKOMpKpLbWYMcu2LlT0BUeAEkU627uLGCuySciESabkoeKh8m4v4HmqkSasGJs6PwNEZrwilwqzffgJe+wvY0EAil2REszhNoEzS2S1lah/7W1if5KtaE7UwBrUMm3KYCn0GXGFC/KtLWwUB7mKZb+3TcCAqU/B5T56cuvDDACo5mSffNcShY5uE+aFNaanHeJw7JR7iHVnn9kEEi1T1VKf/9HFkpOXwFBr7/DJu6Ht/3Z0hWMaj5/z7sPT/wNl6RTwEhDo6CxSXCoQdLU6PKxlZ+iJKeR+9Z8gOd3n6nfi3tyoLfEITFREi50acly6VJZtCHhw2aGe4i5spZ57n7myDrmygNkyQhff+yb7G+bxnnz/8gFix7kIWMS35UTea3vRbZIGFyfUcD7sivJtIqpEc/TKff066iPdQsoEOjZF+P84ZHki/Ti41wuPC/ZDx0dgjvvMVCVlkoL/aYbLeoOOvzqHrBtwby5Lu+6xNUSQUNjvCDQQ72Sb3W6XJxt8IWskYHQ1P7f1ujQJeGqp7y07x/YXrW3YmYjDyx9iO3CRylxHplwKnPz5r0pIJA6/vWtDhdk3k2FFWJHYiKzPcmq7cnm+VruZbj4ZwOB7v5uA9fvvU4zwaJf+TWypGLEIXQkz843GwTq2G2w/ZcG/jyJkxAketDycAVzR5Fii5vkPepFCknjRdER5dLUCRtunJInblQvHTSecSt7Ggr0GrBm78D6SN0rJ50o2f7NZCYzdq7L6aeOXgw0JgikCnEOmuSv9qIk0h7fYuPxCOaWGkwuNPrvtViRSoQ+gLf7MVzTS/cJn8BbMe/oQCB1EhLyXvegfFdcJGv2OJhzoKvFoXO3gc8Piy6APC/4Wkw8bUpab/AQ6Y1LmiKSgtMc4oUuiVxXz4eNq42+xD9MfadE9BrsXSUJzneZefXo/TYWCKSKsv7nByZLL70bs+IQVebVZIgJdMk9dLrVdMjduMQoaqhi8auXYbgWzVlNyPN7ePXVch79i5pLBKed7PC204dfL6ZAIKdeatk3n0LnVAjonWjTPcfBznZpWmVS84Sg/HSHye8Y/f3gzQSBVFOeXWXw/IuGThR/+dMWdso4J+0SKaBEAUHekIkZiuMJgTc+4KWmNnW8LomgJF4kk75M+UlfITXXl+wJINZDtMyl7aTh2XRb7zDp2iuYfragOuDy1DPJufqstyl5piQw1rLOYPcDyfupeKnLKdf7xg0CmSEfL37XQVho+UdPlsQMCz12faHkdbGzXNqXJgjOUCzaCNJx8LXuwNcH/BjxcH+vuFYG0ZzpxD0VJOxM6OqEzlZEVzsinPLaaYN4L5s+vZxIWRZ521qY/fONI86P0vRoVg7BIOs/WE7i7yzrxH2XEt8xM3nOM9qY9vYIZml+0pOnT2K4eKsfsS3Zv1umxXnhRUHLdpO5MZeA0vZTQMBUl+OvjlIY30Ji31r8LdtQiepUKOmvaOlxRAsXk/fqQsyogTwdGgpHZwKp72+ykywcFZmNFtMrbh7xHNUHY4FAapuH/2SyYaPg5Gy1TyhZ7momYXokdh+ibPt38Fo9vLxoNl0lyXFiRA26v3sT8Uovp753eFC17PEAohtk4NMIcYhIySLaF98AxuHvBeMFgax93RS/XkTzxD2IWRP1PZ/O9lP+Xt2znX6fr4DPRJodrOu6G+UtVtCdwbI1O/qvSzx3igaDnIolSTm4EZhAQztb9e++hijbtgnWbRD/v713gbKsqu5+56l39YPuaqDp5v0QafwEW7wIXgMaMfdLIF4NRoSQLxoMIiSfQ+RrYpvhNVxHbEJf1OFN6KCfRO8NgYtDEkVQ7xcjghrUEBEV8AHypt9d3VXd9eqquned06vOrl3nnDX/6+x5zt6n/mcMh9q19tpz/eZ/z7X2mnutVf4oxv/c9vOvXl+S9a+akRXLK9vwPr99vHy+3Q+/0yVHDM/KcVNuI+vKr3/VtJz4G3tl7X/aJYf3jcnIzu1SOrC7sqpoYli6JiqrivYOnitDW99TvmbX6q/L4aP/t+xe8meyaufryv82fNTfysqR78lsqVtmBtyqopUy3V85r2jJqtUyuft5GXj6wXLZA8ecI8Ov+hMZH+6SiV0lmdgtMrZrVsZ2d8mBHSUZ2zkrpan6Y7++3/2G9L7uYSk9c6os+cHvy2hpVn69vSTP7uoS9+3ceM+snHnGjLzxvNnyuZjud9iSXhmZ3io/2X97eTu+JXKMnNzzDumW+QlBVxaZj0n7xo2NH/yOyNOP75NV3dvlyIEd8vKjtsnLj9ohK7sqq4lK4/saPj8u6SzLVsvU4BEyOeiSREeVk0QHlx4h0y4TVuOrFm4H1xAp/0gCJNCBBJgEatKpv9z5iyZrqF6+b2+P3HbrMTIx0SXnnDsip5y6P1j3QF9X+WDXugf7BWuoXcD1kS6hMHognCA4bGmP7NsfLufuNH2wT+7/1jLZtrU6cDhj/Yi87vV7ZWhVOOlVrznLl/SU937VcHAvnqMHKpPiod/Sge5yuYnJ+DN7du7ole9/b6X89NHq1+L+vhe9dYe88szGy6JDNib/7r7MdXsS7x8P2/vp/+N4GRvrlt+7ZLsM9jeGMTLaLff805HS0zMr7/9vz0pvb+M9+ssv8Qob3P7cg/1OP2Hf9/d1S6/7IlFRr2OwfEmfDI+Gv+Lt6+0Sl4waUWi9PHac7JOXdobtRfyGll022CtjE1N1EyCuvr3DffLPXzy6XPWJJ43KC88vkamp6oqftceMyfEnuv8ckCVLKs/v53qn5VmZlbdOd8tZM+EJZI3dPb2zMrr8a3Kwe1i6pg6XZTv/QErTS2te2tUlMtjXJ7/49ZTs2FlJ9uzYIeK2dqv1O35mpxw+OFk+W2fFCin/Z+UKEbeN3bLE4+YmtN2Lya59YT30dIk4vsMKTTqbDj+sdr0uCfzTn5Zk645DX/V1z0r3oa/NL3/ntNQ5DmOumUPL+2R4/2TljNzAD4l/K9Yslz3Ll5WT26FfOQn+sx81jH9fvLskI/78jENtdIn8V9c5M8wl+mbFbVc4JW4bwl27SzVXbZ18xK/k7a/+R5mYHpQn979JVi7bJ8v79kp/117pnnb/GS6bv61nSB7rP0F+OnCi/LTvRPnZwAnybG9lS5j079iDe+WkA/tl6vFeOdC3U356+lbZ0V3R/hEHe+R3xlbJG8Yq20H538js0zI5u1sGS2vKk6ChX9cekWe/XZkYOmv9bPnA2+RvfELkG/9vl+zaM1/TLml27mvr+8T5Yv/4wfJ5LY1+blu9T+ydlmN7S/LOJXUO0TtUgYtin947LT0lkb9d1S3u44BnnivJM8+KvLT10LWDo/JPb3tYfrh0qayYmZK/2nuEDEzVOOQ4ZVRXqSQuto436Du3ui1Mlv5I1nbvOXR1l/TtP1O6DtY/FHxJf4+MTR6sc97TfCPcGMYx0/zcORNuDOG+dg39XL3uw5BQSVfV5IP/KsdPPSHTZ5wrB99c+Rq43s8lNLR955FL++WMnsNlrMEZFv4+2o9Dfnprl+w7lJRZdvysnPmnjccRQz/vk8FHu2Xs2GnZc+jw8Lpt2/YfsvLfb5Gpw46THed9dK7YS9tK8sADJfnZ4xW9uenm39ov4rx28vun5dhjGlN2zAb2PS37Rxuf89D/7dNk2fSgjIzNyvLB6rM3ceSwjJ+4TQ4urzyzy371VenfWd4vSqZP+8+yv3vhxwrpNvb3dJfnlRppvf/F08T9x/22jz4lXaVuWdY/JAM9hy1ANr1kWPZMjMj252dl39gBmZiekuPOf0GOOGZh/zX6QunQdnLVao5707T01O5i5wqVJ/XGpho+Wd4l8wAAIABJREFUR2674qdXviQzp26V3tElMjU4LtJdjWe9+5fI0p1DcuRT6+Sk3edKd1ePjEztkcdHfl2+j5tATPbD6Yb2lfpk6YHjpH+6ynik7wXZN/C0TCXO7djxyyE5MNwvx63fIctWN34vcivO+nu6ZKyJMXvazp891iWj+0VWHiayNrFSoJ7Wf3new7Js9AhZuftYWbnjeFm97WTpn5jfr7hrxwd2yeTAsBw2fEq5qheO/ZZM9dV+H5geLcnojyu6fb5HxA3PTjxhtnxGR/K3b9tSeeHHlVUuq449IMvXNp4w9dfu/NWQ7N/TL0ecPCxHvqzSt/rf4OhxsnTXf5KuQ6sOppY+KbMz/yJ9M7sluQRq5mCXTO3vkcm9IlP7U0tZ68FyQ+ojB+XZ/2VJ+eFf9VSvDOwbEOntE+nplVn339294vaEnO2uTL2P9e+VvSueldLwUun7+mukd9mMHPGqWRlYtfAmXTPdsuyRk8p/GD7nCZleOl7533tL8uijIpM/L8maQ+Myx/SwV5ak2yVZRWTJ+POydOJ5GRx/Qbpnq89eb+lsWSIXy3TXuLy49GcNWlb50/bTfy7T/ZV3hjVPvVIGehrHFE2/5c6jfeTHXbJmUsoJiaVnzErPYQtjZff+UVm755vy4kl9snVNZSXfwKPHyvDYGll5Wp3x8KzImT99dcX4JZfL02vPkodf8fa67XQJmFHF2OSoXdPyG9+raD35e2nNbvnFy1+UPSvna7+3Z1q6Zr/rPC4HZ46RyZk3S9/UATnt1/fLyS/+QHqmK0xHlq6WZ097k+ySQNA7dNOXr1whvQeq+tw3IvLzX4o8+WTXvHeNY4+ZkaEVXfLzX83Obfe8csWMnHl6l/TvHZJnvn+4TB2oaLJn8KCc9j/vk/6j9tWNqb3Tw3L8U2dXNLxkjwweGJKD3ROyd/U/yGGjP5Ke6REplXu+8G+6a4kc7FkpB3uGZKp3pRzsHZLp3iHpXnqUjCx5pYyNzcjO50qy7Zku2bNN5OCoSP/MrPTPigwuOSCD/+1vpNR3UCa+9L/K7J6FfVDvUrdKblZ6loj0Li1J/+FjsvdlX5WZ7gnp3XuirPzF70upziqk5Uu7pcedQ6c8j6dWa904+bHHRB7/eVf57Gz3c9tyv/H13bLisFHpndwhvVM7pG9qh/RObJ/7332T1a0n61E8WE4MHVlZPeQSREtXy6pXVJJx/JEACZDAYiHAJFCTnv7athuarGH+5c8/cbp8/+7fy7TOPFbW3TMlJ531H3LauT+QgWXVr8fyaGtWNo2NHCY//7dz5NePvFpmDu1r9JYPflL6BsJfkmVlQ7Ke+7/wR7LrhfpfJde657GveEzOeds/W5jDOg0I/Pu9F8kzP35VuWb3zK055Vdy9LpfytpTfiW9A5WX4Vb9dr+4Vr7z/1wmU2Pztw7Q3t8lFlYNzcqRR7pt3EqyZnVJzvjyl6X76fCgX3uPxVBu9lUny84/uECXBJrZL1N/+rbCYTnQNyiPrzlZHltzqjyx5iR54qhT5PG1L2tJO377Z9+WT3xpU0vu1cqb/NHbzpN7Tju+lbfkvRoQOLlvufz7SZdkmgRyCYVHP12ZHDvjmmlZfkLjBMzynb2y9LFuGT51SsbXBrbpGn1BDv/1vTI6eLSMvOx3F7Ss/AXwd0vyyL93yamTs9LfVZKLPxaeEHNJoBVf3yClAzsb6mX24KukNHl9tUzPt0R6vypSqtF/uOxd6CDKGHUe/E2RyT9JXTku0vVLke5fiHT9vPK/S+GPFWJuH3PNY6evlmeOr05arxwek6O27Zc120dlyYGEnTPH///LQzeKzC6cUFTdt/ubIn1fESk19qOqrjYX+rdzjpPhlYOydHRSXvvw8zJQTkQvEZl+ucj0qSIzp4nMuP4osZWTa3//bW22vMHtZ5eJTF4uMn1+fm1sZFn3d0T6t2Rn+/gmEaf5jv7tlE8d+9dy7dqTM2nlmVPL5MeP/Je5ul449lF5at13ZHT5job1/3iiT/5y10qZSHxPMzR9UK7d9YL8110vysqZ8EePmTSgRiVPvniB/Pz535YD45XEa+h31Mt3yOuGjpCe6T6Z7DsgDz43KnueG5q7rK9nVAb7h2Wgb1gG+/bIYN+wDPS7/94tA/37ZLBvlwz27617m/GJw+Sr3/90yAzpveDb0vcml2DDflM/PU0m76ifEMRqsynttutbc/J2Wffb22Vm77bKOUQHdknPgW2SXK047+5/dLuNMayVBEiABHJKgEmgJh3zwLbsB+2PfPvVsu25I1Vfuvr3VMXHq1BLyxs5lKS8yij0c9sZaMq5elzZtSduk5f/T09I/0DtbQ9C96v1d7eF0/Ts7Ny5Qo3qcNtFHJx2X/yG79TTXTlEflpTOFxducTEeL/88uF1snvbCjn/4geUV+mKua/snd9CX4u72n72b2fIC0+uVXHwvjvj9T+RtSe91NCYHudkpQ2uaHd3SaYOhp2BtM0x6O3ukknFci+3+qS7VFJNirt6R0dLMjIStlfnsbhSpZJbTTFb3mqm0W/8wBJ58j/Wy+oTnpUjj3s+eDNtvcGKEgUcs6mxw+Tph367vBKw0c+VHewvybLlM27HDzlqtciqw2dlaMXChrrVWyu/8j05+Hx17/l6dbt45lYluC/9Qz+nSffcTyo06epydmjqdfNAw/tKMthdWbUU+rk4NTU9o+oHkPjXc9oxsvs3X63S+4quCZn6xF+o4t/WnSWZGnf7swdEWXL9QEl6e2fLB767c/Dcf9f6dc2OSe/0Lpme7akcBFvqFXdgrPvf6YNhNc/846uOkZ+vPFp+dthaeWzZGtk72CuHKVYWurq1fexZzz0pf/rY/5DB+bsB1WyfW+k20C+ydFk4nrhVk9PTs6p4/eTBWXFK19js2rakJHJMd/2Vf66esTGRG9YfIT8eipzkbSD4Upc7eML1tdmsPvS3QvwWeh6Tf0frPTi4QgbWHhG8BdJ3Hj+wTP5uzRsyTQI5A5d198q+bbPSdUQ4AeNWHmvPzXErNFav6Jetexp/fDC6vyT/8XC37B2ZlbdcFJ7cc/df9sO/k+n9fjVZfcy9Oy6Vqdk9UjriezLb1fjjo96JPVKaHFU/Q+6umudNJs4SmTpLSn1PinT/Uma76/fL09Pd5cPP3QHvoZ9bMTozdei4DsVjpB23/+roVbJzaFBWvThT/k/PRP1Y1S2rZIm8VcqbJSlscG06KC/JxOy3ZUYa+8Odg7F0MJwg8rcNR9QQ0dTf3XALqHTb2iUytGdceibrjzm6Zk6QrtmXSWn6VDnY948yK+FVOy5Ult/7Anynp/tlrMbqo0at7uvdL+4/jX5dM6dJ18ELZXamT2bcfnbukKCkMa6vDBlX5wbjS0VmlAuIXPOXue/nFDpzWp9c9c/lrcXq/dz2hyPbSzI74exv7OgumZV+OUGWdL1RL6Kyz7qCY3ZXoSuqlZp77l23Geo63RtDb2lCJrq75dDCp6DtTy8dlveeUdmitaFuekrld07Na/ID3/td+cUxj8kjL/uB7Busn8woc3DvW7O98pWRY2WqrLWFvyXTU/L7O5+U1+3dqrq/q2Ft3xIZSp1jk67Zcd1/QGRyolQen4VW7r/0wunyzLPrZfpgWMDL1kzIy49cJY89Pyzje2qf6ZO0x+n3YP9Kme6rnsnW3z0sA927pb97rwx075G+Q//fKfOJ4f/ScJeI8nhuelK6f/tL0tUzXd49ZMHPx7u5/y7JzNbVMvWN3wrJQXr6SjK4WjcfE6wsUcCd83rYclHNFxx+fJec9NbpBe9mpZlJ6dm/o3xmWc/+beUziUoH98uSC96PmMKyJEACJFB4AkwCNenCrM4ESpqh3brDXVPUM4E0k/OIa5A9aDXnqfh7N3MmUCP7ly/pLb9RjoyFX+4RDoh2tIdp+vtr9ql2ZZFzDXgmEOLdallEw2tXDcrW3WOql0r0ME2N9ZozG3w99c4EqnUfRDvuZXLN0GDwEF93n2bPBGrE5IjD+mXf2JRqm4S8nwmUbqfWz+iZDdq4g2jH2R46E8O3D9GOu8adCbR7ZEKViE8fjN5QOyv6y9tmavpOt9WT29ZsVNG/IH3nsoEecZP5+w6Et8PU+lmbHPBsinYmEBJTkb4z6zOBkmMeN6Gn2UbPIgnk7ECeC23ccfUizwXSNuS5mBnplqGhHtl7UPcRFBL/Vg70y64DuhW+RYp/ywZ7ysmwkQzjjmbskizjPgxZtbxftg+H+SLacRO8q4cqYzTNzyr+ubNP9u6fkinFh1Na7Wjakyyj9bPbunOgv1v2jIRXzCHjAmhM6cYQhw/KS7vCfnPaGVreLzsU2nE8tM+8KwuNKZeXZMd+kRlFtsZtRzw+Ma3aVlF7JlA5tvf2ylS3rn9xZwIN9HbLnsC23lbvsoh2CjmmBN5HkL4TGVMiMUI7pnR1IuMu/8whtrAsCZAACRSdAJNATXqQSSBwwApMZCGuQQYdyAQ6k0BVL2hfTJCJLOSla8lAj/R1l1RntSAvXdALu/JrZkS7MWURDTMJVPmikEmgitIQ7SDxTzsZi7zIIRMiHf/CDvSdVi/syGS31s9MAlV7AKTvZBKowk0bd1xZ5LlAxgUWz4VXhXbc1cnxT5sccMy0cQcddzEJVCXGJFBltU7hkkBDA7Jj70Rbk0DIh6tMAlWeObMPi5gEmgtqrp/ljwRIgAQWEwEmgZr0NpNATALFSIgrgSrUmASKUQ82kc8kEJNASZUxCVShoZ3IQhKIpi/sTAKV/Wb1JTzyNXM5pu4ZU20PhXyRyiRQ5dns5JVAaJKCSSARJoGqPbhV/ONKIOx9hEmgqiaRvpNJIOx9xHRMySQQk0BxUxC8igRIoAMIMAnUpBOZBGISKEZCTAIxCRSjG38NMpHPJBD20sXt4KrK5EogTDumL+xMAjEJlOg0uBKoAoMrgSocuBKowgFNsmnHYVwJVCWl/YBCy9aX0yb7uB1clSy0HRxXApXBMbFe0Q+iHWQVLbIzCxIjkNiOfHzjNYHYwrIkQAIkUHQCTAIpPHj3fQ/IR266rVzyogvOlRs2XCGDA5WTrJkE0g+oyoMOYCJL4Zq5IsigA5lARyZBEXuZBKrQ4kogRDXVsoiGmQTCJvKZBKrqDIl/2slY5EWOL+yJyR6g77R6YbfY9orbwVV9zJVAFRZcCVTVBCcsuRIoOUrkSiARJoES4wJgNQdyzqTVmUBcCYS9jzhPczu4it6RdwcmgeLmFngVCZDA4iHAJFDA1z985Am5+da7ZMuN18rQiuXyiVvvKl/xwasuKf83k0BMAsWECyaBmASK0Y2/hkkgLIGIbOnFJBCTQMlnE9GO6Qs7k0Blt1hNgiJb2nA7uMoTgpybgyT7mARiEigZg7UrRNCJQmQMxpVAVVpcCcQzgZLPDtJ3MgnEJBASd5NlmQSKJcfrSIAESGAhASaBAqpwSZ8Tj1sjF194frlkOinEJBCTQDGBhUkgJoFidMMkUJUasooMmchnEohJICaBakcnrgSqcGESiEmgeUmKgR5xSa59B6aC3ToykeUq40ogrgRKisoqCc4zgcAPi9y5gocPyku7xoLPvEsgDi3vlx3D48GyyDPvyiJbenElUAU/Y2qFA6Idq9XlqgfiUCGk7+RKIIQsy5IACSxGAkwCNfD62PikfHTzbXLua14xlwR68pkX5S82fVb+auOVcsoJR3MlEDCgKg86gK+ZkQeS28FVaC0d6BH3wrF3f3gyorenS1Yu7ZUdeydUqLUDZ2RLG2Qif8lAj/R1l2RY0Tbkpcvqa2YV1MhCXAkEvrCXRNYMDcpLu8Mv7EwCVUXJ7eBy9NUm0HdavbAzCVR5NpgEqnCw6ju5Eqgag7XjLp4JVGGGTBQiwy+uBKrS4kogrgRKPjtcCVShoX0ukI/SXL3cDg6P7UwCIb0by5IACSxGAkwCNfC6TwK94y1vlLPXryuXTCeBFqNo2GYSIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESIIH8E2ASSJEEarQSKP8upoUkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAKLkQCTQAGv80yg8B7G2u0qHGpuB1cRHM8EqnDgdnBx3Q63g8O0g2y/wO3gqprkdnDcDi4ZobgdXIUGt4OrcOB2cBUOFs+Ff+6042tuB1chxu3gqhFbqx3/bua2kZ46OBMclGq3vQpWlCqwbLBHSqWSjATO1hrs65aB/m7ZMzIZvAXyXCDvIyWeCTTHntvBVVBonwvkfcTVy+3g8NjO7eCCoZEFSIAEFjkBJoECAvjhI0/IzbfeJVtuvFaGViwXlxRyvw9edUn5v19UHAqJagw518VN0h2cnpX94wfR2zQsjwyc0ReNffunZFLxooE0iGcCVWgh2uGZQBVmVhNZiH7RskwCMQmU1Ewe4t+S/m7p6+2W4dHGEzPoJJ22f0H6rEK+sPNMoLLkrQ5GRyaymASy7Tt5JlA1ujP+iWiTA44a2r9ox148E6hKSjvZrWXry2n9zCRQlewRh/XLvrEpmZwKJ+9c3+nOgJ2ZmQ26Zmh5n4xPTMvY5HSwLNJ3InMWg/3dMtDbLXsCY0qrd9mOH1MC2rE6ZzIorkQBJLYzCYSQZVkSIIHFSIBJIIXX777vAfnITbeVS150wblyw4YrZHCgr/z/mQQS0b6kOl5cCVQRHFcCVTggX94tGeiRvu6SDO+fCj617oV9aHm/7BgOr2RjEqiKEx04Bx0hItrkgKsLeelCtIN8eceVQFWvciUQVwIln3GLFQ9dXSVZvaJftu4Jx2pnC5NAFY8MLeuT8alpGZsIT9IhH4cgk3RWfSeTQNWnTju+RvpOV7t2Ih/pO129Fl+ta5MD7v7IRKFm/OLLMAlUpaXVDsLXldX6mUmgKlkmgUSYBKrqAek7Ee0wCYRGM5YnARIggXwTYBKoSf8wCcQkUIyEmARiEihGN/4argTCEojIRBaTQEwCJZ9NRDtWk6CuXuQDCqsXdiaBKsrgSqAKByaBKhwsngsfg5gE0icHHDMmgaq9l1Y7vn/hdnBdsmywV3btmwgOz7kdXBURVwJVWGiTo7kZU3Il0JyIXazkjwRIgAQWEwEmgZr0NpNATALFSIhJoAo1ZDUHVwIlXrpWDsjwyIRMTYe3dShPWO4ek3BJEa4EEmESqKozrgTiSqBk/2Yx2c2VQFXCywd7yoILnYnhruBKoAo3ZKUpkhxFElwWzwWTQNXnQrtChEmg+W8jTAIZri7nmUBzYmMSiEmgZORBtqdG5k+QBD/6LsskEOIJliUBEugEAkwCNelFJoGYBIqREJNATALF6MZfw5VAWAIR+fKOSSAmgZLPJqIdd53FdkiuXq4EqniF28FVODAJxCRQMk5xO7gKDWSiEBmDcTu4Ki3tigeEryurTfZxO7gqWWRLL54JVOGmTY52ckwtjym5EmjuQWISCI3WLE8CJFB0AkwCNelBJoH0Ayp0IgtxDfLlCTKBjnwJj9jLJFCFFlcCIaqplkU0zJVA2GoOJoGqOkPin/aLfHSSji/sFX8wCVThwCRQhQOTQBUO2rjjynIlUDW2ayfy85AE1yYHXOvQ/kU7AmMSCNeOlq0vp/Uzk0BVsshEPpNAFW4cUx4aUzIJNPcgMQmERmuWJwESKDoBJoGa9CCTQPoBFTqRhbiGSaAKLeQAaKvDNJEtbZgEQlReLcskEJZARCaymASq6oxJICyB6MhxJVBFP9rJWG4HV33ekL6TSaAKNyaBKhw6+at1bXIAiTvoyItJoCoxbQIRZaz1M5NAVbJMAolYvct2ckwtz8cwCcQkEBqkWZ4ESKBjCDAJ1DGuZENIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIoEqASSCqwZTAnr0jcvWHPlm+x5Ybr5WhFcszud/Y+KRs3nKnXH7xm+WUE45uWCdS1sreTBrdZCUIhyZvVfdyK75I25CyriFWNlsxRupFWSB1a8pastW2TVvOt8fSZg0zyzIoCwtbrPgibUPKWtlrwRatE+GA1q0tb8UXaRtS1speLS/LcggHKzus+CJtQ8pa2WvFF60XYYHWrSlvxRdpF1K208eUGp9ZlrHSg7NZ62dtOY4pLZVQrdtKE4ifkbJW9raGdv7vQr759xEtJAESsCfAJBDI+O77HpC77rl/LqHhO5OfPP6UnHH6yVGJjmQd9czxdbu/u6SKu1+oLJJwsbbhE7feJZ+7476yye+57EL54FWXgOTnF3f2bvr07bLx/ZfXTCwl/+6u1Jb1zLK211vvBoIf3Xyb3PvNh+YadNEF58oNG66QwYE+mAnqN4SDtu5NH75SNn78s5AmNXy193fJRcTHSNnkM6SxGXag8gKUhTZGxLJoZDZiK/K8ofVqY8TV736rbPn8l1WxJEYPaJ+hiREIC6TPQPSgrTcmPri6Q88bwsD5TasH16cgHBANu3oXux58vNbGKIQvognEx0hZxN5O1oN/5jR+jokRofjg2BZRD6gmNP1FDAuN32LGXpp6rfSgHG6Vi1n3F5o+zttbpD7D4r3TSg9IfEDGEBxTytx8CNJ3ckw5f05D08eh/YUrr+kzkGdD6zf0Q2BrG7R8kX6DZUmABEigKASYBAI85TvOd7zljXL2+nXlK10n4n4uqeEG6k8/t7XpBEfaJHePHzzyRDnBhAyokMF4LQzuvuedc2a5raEXouT1SXuTNjg+/veRm26TtUcdLrfedF1wJU8t22r5Ilkuae9Af3858ZL0W72yVva6+/3wkSfk3R+4UT52/RVy8YXnz5nguDgen//Uh+Z0pZVlyC9ZcEj7FtWElR6S9SI+Rsqmn6EsNaz1saZcbIxohoXGrnpxxcezLJ+3tM60MeID732HfOozX4Tjg3/5ahTT0D4jqxjRLj3E9Bn14oOGbyMNxurBJYFin4tQfKAe6n+40YoxRKv7DOph4ROaZYwI8Q31UXnTg7MXiRFZ9Rf+XSbmPSM2Vnrf5EkPSb1oxw/N9BeaPg7RQ5bvGbFjiHa8d7biHcO1S6sJjimrH2nmKT5onjeOKXXzEEWKD+n+Lcv3ztAYg38nARIggbwSYBII8IybUHcrHjZcc2k5cZH+/08+86JsvuVOcV8tNTsQ9oMVlxxIrhRBJv2btQF9OfPJjHSSwyP2L+w+AeIH1M++uD1qBZXjfdX1N8tL23bV9GJyZRZS1sLe0MuDe5n/4j33wyuCUD3EcIhNAlnpoV69SNuQssn2Z61hIPzULOpZNBMjYlmgtrdaD84+bdt2D4+oYwmiB1dW22eEXpY1MaLdekD6jJAeki/sSJ/RqF6tHlzfiZTV9hnUQ+MkUEgTsfG3XX1GyN7Fpgc/GaP9kGSx6cGvNtD0Gf/bB9/V8OMFTX+R1XtGTKyMSQJZ6aHeWAZpF1K208cQ6NiwKO8YHFNWdqxo5Xsnx5SVj2frjYGLOIZoVXxI9m+tmpdqpm28lgRIgARaSYBJIIB2KOkTGhhpb+W/7qu1vVxoX1n3InL73f8iG66+NGp7sZjBuH/5OeuVpzZMYqQnRBq1U8vKslyW9oa0Efp7vXa2Ug/aCRwrPWjrLYommrEzLzFC0wat39DnTVuvxsbYMiGb0y9o6Q8Fmt220tudFz1oXtgRv4X4Jj90QOqN9XfoupC91EPtJJDWdyG+6Q9ftPWG/Br795C9i00Pi30MEdJDrSRQvT4jdsupTu4zNHxjn2Wr60I2L7YYkeUYIsQ2b/2Fn7R2/+0n/dNjO+ph4RgC6ecRTSD1Mj7UP6OZ81JW6mC9JEACJBBPgEkgkJ0boJ543JryAM0NJh56+LG5xIf2y7t6t/QDDvf3RtukJW1I1+VsympLOs1g3N2/3pYUtWzbuXuv/Ot3f1Q+P6aZ7eBAt0UVdyyzstdqJZCfVPGatNSDdgLHSg/aeqOcrbwoS00obzmvWN5ihKYNWr+hbLX1amyMLaOxWdtnOBsabVtZq3/Jmx40fQbiNw1f7zuk3lh/h67T2Es9LDzHT+s7Dd+kj7T1hvwa+3eNvYtJD4t9DKHRQ3pMV+8940P/9Q/lxv/zH+puY1rvfaST+wwt39jn2eI6jc2LKUZkOYbQsM1Tf+Fs0dhMPcwfQyD9vIYvx5TVM4qL2F908ryURR/EOkmABBYnASaBQL8nD9RLJjH8v69ZvQo+Eyh5+J3mXBhf/pK3vHHB2TJ33XN/1NZqIQyalSp+q4ZabXCD1s/dcV/5Nu+57EKYUci+rP9uYa8fqKb51Pt3bZvaoQdnW0gTVnpoVK+WWUw5C01o7ShCjAi1ZbHqAekztDGiCHpoJj74idCYPiPv8YF6WJgE8rGjk2KEtr9YrHpYbGMIrR4cF60mtP2FZ331hz5Z/gCrqO8ZVvEhNHax+rtWE1o9JCc/Q+8ZnT6G0LKt5VuOIcLnwrTjvZNjyktqhiLGh9aPKa36BNZLAiRAAq0iwCRQq0g3uE9yMF6vWK2t4ZKDXHdd8lyQdjUrfc6Ps8O9eLrflhuvzeSsJN+2entw12KlLet9YWGvq7OWHVmtiNLoIXl/t0fub77+1eVD0N0+zxY/Kz3UOk9K6+N6fnD/Xks71prQcLeMEa3URCv1gPgZ0Y61HjQxolP14LdDarbPqHfeHOJnbVnqQRPB9GVaGSO0PkZiCfWg97WmJPXQmJKmv3A1dGqfUbR3jKQv2vmeYakHzXOdVZlWxgekH0D6FvYZWamhmkBPnjWcBV+OKRf6iPNS2emWNZEACZBAqwkwCdRq4jm/n/8CyptZ64vB2JeHLJuOrLxCymZpY97qSn655ZI/7vBhtyrr5lvvkteuX1d3dVZIE1Z6QOp1iSy3lZZmJR71UFVmrCYaaRvxW3pP9izr1fpZWy5vz7OFPTF6KEJ8cDpD/IyUtfBDXuq00EMzE9IhLkjsYZ8Rornw7zFNNcm3AAAgAElEQVR6cLUUIUZQD7geks+y25lAO65slx6QFiJ9AFIWsWGxlG2XHpD+AhlDUA/NvWN0mh4cDWoiPpqF9GA5poy3mleSAAmQQL4JMAkU4R9NhxRRbdsv8StJ3AoRd67Q6iOG5PN3fV0ufNM58PZt6OAabXxoWXiyPqSsuw75ggu1u53l0xycjt3Pvbhv+nTtA7uz0kSR9UBNLM9cttZ68C8F9XTdTHyI0UNR+gw0RmQVH1rxEof0A0hZ6qEaH6iHSmRBxxCdGh8ci6w0Yd1nIM88UjZGD+6aTtUE9dDZMQIdLBZFDxxTop6tlOeYsjaHEM1OHUOE2p3+e1bxoRXvGGjbWJ4ESIAE2kmASSCQfpYdUvrW6Zc+l4y5+MLza1qY9QuiG6i5lSEbrrlUTjnh6PKL+3nnnCkvO+mYugkCLbrkQZ/+Gmf/cUevlrPXr9NWM6+c+6pm85Y75fKL31y2t9EPLatdURJluNFFWj24PeQf/P6j5aSe+9/Pvbi97Icv3nO/3LChehikHzBZaKJIenAc8vQFl0WMQDRhIV8LPXi/aWIEEh9i9FC0PkOrB/YZlacBjQ/UAx5FLGIE8tyjZZExRKfqgWOIuPjgrupUTVj1GUWKD4uhz9BG+CLpgWPKhV7N+r3TSg8+pro5jeScQ6fMQxStv2h3fLDSg7ZdLEcCJEACeSDAJBDgBesByg8eeWLu3JxGE0sWHX69trkkwUMPP7YgQaA9R6TeF5Pol5S13ORs+OaDD8t7//AtQS9qy2ZhVyNjtIPmYIMSBbR6aPQlbb1t/2olgWppwkoP2nodDq2P0bLWmtD62vk56xiBakJrq9ZvaHzQ1uvt1GpCW85PbGpWGMVOgmpjRLv1gPQZiN8QTSD1os+9VhNIfIgZQ3SiHrwvrrr+Znlp2y5pdD4dogekXuqhGs05hqiw0D7zSFkkPsT0Gdr44Ce+2jmGsOgz0PigHcMgPkbLIpooWp+B8M2DHqzGEEgs6WQ9IO8YFnpoNGavxd1KD0iM6GQ9WMUHZOxn2Wcg7WNZEiABEmgnASaBAPrIAAWodsFyaX9trY4q5oVAa4ubCHA/t0rETwrUOvjPD+o0e4DXS2a5F9e77rl/LumltTHJxh0e/pPHn1pwadrmRoPQdFnki1/U5vSkbZJjvRVfoXtY6sFPGoQ0YaUHpF7Ex0hZ13ZLTYT82ygW1Hu5sdZEyGbEb0h8QOr1bDQxwlIPaJ+hjRHIS4ylHjR9Buo3rSbQehE/I2WR+EA9VKIH4jutHtB6ER8jZamH+T1E1jGik/XgNaz9+EbbX9QbK7RjDNFOPYTGLsm/I888UhYdU7LPyEd/wTHl5eLP8OSYcv44pp3zEIwPtmNKpM9gWRIgARIoEgEmgUBvaV5gwCrntpNx1/ktufyLbvLf0BdE1A5t+fQEJHK2jL9HreSS9v7W5ZAvuLS2pAdq/jp3r8233CmbPnzl3ABbW2en6yFGZwg7pKyFJpD714oHeY0RMX7zSedG8SGmXoQxUhbRg7bPQGJEp+vB+SKkCeqh2mcUSQ++30qupstqDJEXTTA+INEUPzdCEx9idYZZriuN6MG3zf13ow+ykP7C1VWkGBHzHIf6C52nWlcK0QTHECPztiXvtP7CqY560D97MfFB02fE1qu3XF+SetCziu3ri9ZnYERYmgRIgAQaE2ASKCcK8S9o937zoTmLLrrg3AXbsGlfEK2bpT03wsoO5Mu7RmWT9rnElEvGuK8wNV/2IG1DX9iRupEXRM3KCOTevqyVHrT1Wulhy43XlptoxQ1hbREjEG6IrVq/IXW6ski92rYh8cFSD2iMoB5s9OBfKOs983ntM4qkB/RZRuKENkZo4wP1sHwOP8IM8Rn1UGWs5Yb2F67eIsUI7XOs5YWWQ7TOMQSuX9QfVnpA6tVqgnqw7zMQvyFaQ+rV6oFjCPv4YDmGQPTDsiRAAiRQFAJMAhXFU8Z2IoPWRomSWmfLGJs+r/rP/MM9csF5r5FTTji6lbdV3SuZrPEX1Po3VWUZFqrHTKuJ0089Xkqlkjz2i2cWWNWMHhrdX1tvnvWQoQszr6oZbln4rVaDsqq3mbZlDjpVYZFiRCfEB4efesBVXYuZVg+hjy20sd0qRlAP2egBmfh6xctPkNnZWXn8l89yDAHgz2t/US+uamOElR4AtHWL5jk+OKPzrIk01HbrgWPKS7J4JKLqaGYMked3To4po+RQ8yJtfLAcU2bXGtZEAiRAAvkiwCSQwh+ajijP25spmlgu4l4ezjvnTDl7/bq5S9yy++OOXj3v37T1taOcW0J9+93/IhuuvlQGB/raYQJ0z/Tyc+jijAo3YlZ0TRRNDxm5tOlqOplbK9qWZZ+R5xhR9PjgHhTqAQ8X9ZhRDzqWiyU+dMK4shXxwXHKShN56C8axdWix4ii6cFrK7n9pi5KtaZU0fXAMUScTjiGiOPmr8qqv2B8aM4PvJoESIAEikqASSDQc60csKYPfQVNhYrXe3Fs9oUSWS4NGVyncLP2+mrTe8V+7Por5OILz2/KRLfM/N0fuLFuHfW2/2vqpoqLUd83w7ioevCTWZ+74745olloQuGehkWsYkQzPkba1Go9ZPnCo40RSJ/RbIxopR7QuKHVRas1kZXWqYf55zYkJyuamYCkHqpPTpHiQ6NY28wz1+l68GMNzQdZzerB3+sHjzwhbqtTf/C7NlY3KlfLxxZ9RlH1gIwpO2EMUUsrnaAHjinjokWr4oP3Tyu39G6mf0vSXExjylbFh3boIe4J4VUkQAIkYEuASSCAr8WANXn79Avdey67sHwwbK2fW6HzkZtum/tTM1uouEr8XuFrVq+ad093n7vuuX/eC2IWL11WWyq4QdPW7btrnqXUyNWu/Zu33CkXX3ie/F93fUPc2UyeqWfdyB8hGXm+577mFfOSSVkNFpvRQz1mWk20Wg+1NFmPf6we/DNhqYmQZmr9vVUxohluedaDn3hpVYxA+oyYGNFOPbQyPji/afsMJD5QD3FjiFrxQauHrF7CtXpw90M0ERv7YsYQnRwfkHFlnvuMVuqh0YRyWisx/YWrf7H0GUh8QMZisXqIHVN2SoyoxVjbZ+Q5PnAM0foxRBZ64Jiy+lFro3mIVvUXzcSHdowpkT6DZUmABEggjwSYBAK8oh2wAlWWi/oBzWvXr6ub9EnWmf7a219/yVve2NRqlVqHxiLb3CEvXc1uqVBvELj2qMPl1puug88E8oOga9/7DvnsP94rl1/85nl1NJusQV7kUP1o9RDDrBlNxOphfGJC3Fdb1111ydw2hMkvomqtmIppW4iztSZC90/+3SpGWHCr165W6qHRS0ErYwTSZyAxIi96aFV8cP70fcaf/MFF8sG//FsoPlAP859Kqz6jGT0gkzJJPbitX/PQZ8T0F50eH5KJIPdhjf9px5Wt7DOy7gtj9JDkFfogC+kvLN8zUG7NxIhYPcRsDY22SzOei9FE0WKEhkOyTDv0ENNfcAyR/zEEEh84plw+59BafYnVO0Yr40MzY8qYPgNtG8uTAAmQQDsJMAkUQT+9RFf7Qhu6leaLC9cxb/z4Z2XDNZfOS1K4CbLNt9wpmz58ZaZbOoRsTv4dSezkwd5aLyJupY47A+nB7z86LyHnfJP+N4SN/0rYIrnUqXpIPmfNrnRDfOXLJr+0tdBEjE1FjhHNxoci60HTZ8TEiMWiB//CnuzjqIfLF/T1RdZDOrETegmvNYZopyaa6S8YH2r3hkXuM5rRg6MR0kRMf+HqLXKMaFYPMWOuLK9pRhMhPTg7YzSxmPXQzv7C++ujm2+TmPdO6mHhk4nEB44pj26YBPJ/LHJ8yGJMmWX8Z10kQAIkkCcCTALlyRspW2qd75D3JFC7E1HNuNMNIK+6/mZ5aduumtVklexrxsb0tYtFD6GVQFkyTdaVd00UKUZkmfilHmornnoQaeXZaowP2UbeoscI6oF6KNL4wSeb0mcC5XVcmWV8yFap+toYI/SsQiWz1APHlBxTJglQD8XXQ61EXyim8O8kQAIksFgIMAlUQE+7wYn7Jc8LqvVvBWwaTY4gsNj0gJzvEIGzIy5ZTJqgHsKSpR7CjBZTicWkB+dXxojG6qYeFtPTr2vrYtOEjsriLbWY9MD+Iqxz6iHMaDGVWEx6WEx+ZVtJgAQ6lwCTQJ3rW7bsEAH3VePf3/k1ufpdb5P0FjON/kaAnUmAeuhMv8a2inqIJde511ETnevbmJZRDzHUOvca6qFzfRvTMuohhlrnXkM9dK5vY1tGTcSS43UkQAIkQAIWBJgEsqDKOnNFIDT42vTp22Xj+xeer5CrRtCYzAhQD5mh7IiKqIeOcGOmjaAmMsVZ+Mqoh8K7MNMGUA+Z4ix8ZdRD4V2YaQOoh0xxdkRl1ERHuJGNIAESIIGOIcAkUMe4kg2pR8ANvq7+0CflJ48/VRdSHs/7oUdtCFAPNlyLWiv1UFTP2dlNTdixLWLN1EMRvWZnM/Vgx7aINVMPRfSanc3Ugx3botZMTRTVc7SbBEiABDqTAJNAnelXtipBgFu+UQ5JAtQD9UA9UAONCDBGUB+MEdRAPQKMD9QG4wM1wPhADWgJsM/QkmI5EiABEiCBVhBgEqgVlBfxPUJLoOud1RNChtSbh8EXYm+o7bF/72QbkLblQQ+xPsz6OoRb1vd29VneX1v3+MRE3TPDLNocM3HQKs1qmaXPVsuSk5UNSL2t4h2biGqVfQizLDWgnWBthgPStmbukxUXxN6s7pmup5NtQNpGPVSVgXCz0KXV/ZF686AH6/GUhe8s6kT8ht5fWzfHlPmJD5bPhVYPbrychxiB2Is+G0UqTw5F8hZtJQESsCLAJJAV2YLVa9UphuqNPY/Hql4rt+XBXtSGUPmYBF6ozsWiByudofVa+UNrh+X9LevWtg8plwd7ERtCZWPig+aFfbHEiBDfWA5WmgzZSz0g5BeWDfHNmx40z3KMJqw4WNXbnNfrX50XexE7QmWph+bUEuLbihiBtCBkb570oIlnRePbCntDPk7aECobowdLv4XsbQXfLJ+3otmbNz0gvmBZEiABEmg3ASaBAA+EOvzYDgkwwezL+VDbYgdqrl6L83g09b78lONkeN+o3PQXV8nZ69chmDMvq7E35lyikN+SmkRtCNXtNeFg1dN+ug7UBq0jNPWeevKxsm/0gPz1h9/bdj1o2xVTLuS3ZjShsafd9/c2hjQxOzsrvX298smPXiNv+o2zNE2Dy+SBhZUNoec+Jj74F/Z29RnWMcLKF0Mrlqu1aWWDVg/OVisbUA4hnVEPI/P69lBMdRpIjmNCfo6JEagN2gdDU6+1HjQTlr7/dqsNQvqNGVMiNvgv3LV2aGNEqJz1GEbbD+VJD6gv0FipHeNrnzeNzvIUH7Sa6Onplk/+5Z9yTPmutwmqydBzH6MHrd9iYqWmz7Cehwj1sa2Kle2MD3kZUyKxj2VJgARIoN0EmAQCPBDqbGO/ogjVm+7EG3W2zdiQ9YtcqGMG0C8o2ohZsvCTz7woV11/s7y0bZe857IL5YNXXdLwtogvEPu19iJ1Ii9RMb7QDHDdwHnTh6+Uf7rvQbn60KA/2QZXhzaBiLY9fR9NEhbVg4ax5r7NtA21IaRha3+0+/6eteaZs9aDFYtQvbF9hoZZkq+mz0DiQ0jrzTxH2rahmsiLL7Qv4SF7Y+ODtr/YcuO1ZTdqxzFav6Ha0NZLPdwuG99/uXAMUVGYpR5C8S85nmr0DNV6FkLPfVH7DO1znJf4oPFxq3xh0WcgnLV9BjKGsNJDyG++3Wh8CNWbbk/oOW6m/7bQA+IPCz2E+CJ6TZfVtg3VRMjHjA9VT/jkXR7GlM1oideSAAmQQKsJMAkEENcOUNwkR5ZfWaUHdZqJtyxtqDXw0dqAvqhq3aEdfPn6fvjIE/Lg9x9tOgnUTJLNIlmAaBL1hZaxlQ1ZDYRraUqrh9ALRDrJpdUvWi7EIjZGoJrQ2J0HPYT8lm6HlR7axaIVerCID8hEc+iZSMdbrb2WfQb1UKHbLg7ayZNm+oyQLtv9bKb7LCtfIDHYyoaQL/KmB+TZaDQxXku/IRbt1mXSZis9aMYvvoxVfxF6Llr1fFrpIat331boIcSgmTEEx5QnS+iDj1pzC5r3ZCQ+cExZXZ2LvO+Fno3Y/sIiPiD9JqpJpM9gWRIgARIoEgEmgQBvoS8F2qqRAQ3SiWvvH3opiR2oIffPS1nEF8hgxqp9VppENGFlAzIIteKLDi6tNIHo0ipGaBlTD3EvXVq+qCat9KD1s7Yc0v5QfGpVcjZPvijShxmdrIk8xOo82BB6RtOTvJrJvyLGCMQXyIRlDIuixAir+IAysyqPaMKy/17seijiOwb1UPmIpFP7C44pq1EX8TNS1iqus14SIAESKBIBJoEAb1l1Mki9SFmgaVDRPNgAGQwUzrptfhn4po1XmpxDo7E3DzYALpgrirwoWyVfkImsmDZqr9H42delKWupCc39te1OTxRqJy3yogcNixhfaOqlHuafTxKjOc01efBFHmzQsEI0idSXrLfdMSIPvsiDDYj/EHvReoukB814I6a/0NSb7mtDk6yxdmj8Z6UHzb1bUQZpn6ZsjC809VrHay1rxFZtnf6ZaHd8yMuziTDWlI3RpNZ3mvtr6+I7Rm1SCGOkbIxfNNfkwQaNnSxDAiRAAnkhwCRQDjzRzs7LaqBWtHotX3bQ/YAtJInYYOG7mDo1z0VMvShfjR1onWh5CxsQTaD2hsrH+E3LIKbukL3oBBlSnyuL+kLLArFDa4MVX7ReLQO0XoQZOoGjrVvrizz0W1Z8Y+rVaCKmXq3fqIcKKQvGMXVSD1XlalggOkf6rRjfhWyxqNNKu+m2tNMXln1GyGf+7xa+i6lT64eYurUs2GfY9BcxzzL1YNtfaJ8Jq+fNql5tu1iOBEiABPJEgEmgPHmjTbZoJ5zQDlRbL9psq3pRO9DyyB7RaN3a8lobNIyt9YAOyF/atkvec9mFwXOftKwWSzmtJkI88qIHZHIq1KZW/z0rXzRjt8YGi/iA+k0bH9B6m2GX9bUaX2R9z3R9Ghs0eoiZlNHW623WagKt15qxtn6NL7R1xZbT2qBhnJc+Q2NrLC/L67S+sLTB1a2xQ8PYWg9aDhpbtXW1upzGF622qdb9NIyt9aDtLziGaE4xGk1a6AH1G/XQnJ+zvFqjh1aMKbNsE+siARIggTwRYBJI4Q10IKqoslwEqRcpq71/ulxWA7WYemNs1tirrbcVfLW2aMq1yt4QY+1ALdmmUJ2a9tcqk3W9rWLcqL2IDUjZWMah6/KkB2drlppA+CJlQ0yTf0fqRcoiNiDPcowesvYbYi/CAeGLlC2aDSjfGE1k+Ryj9mr9gfgYKau9fx7HlJpnmXqoeHixaCL0LHeqHlAfUw/znwvkI6+QxpCYavk+i/gYKYu0D6kXKYvYgPTJMfFB0w9Z2YvUi/BFyhbNBkQPybialxiB8GZZEiABEmgXASaBlORjBx6h6pF6kbKh+zb7d8tBdrO2xV6fJ76aNuTJ3iz1YDW41TBNl8kDY8QGpGwMD+011AO+xZuWLeJjpKz2/jHlqAfqIS+TaTH61V6DPG9IWe390QkRKxsQe33ZTowRKF+0vJYzUi9SVnv/mHJZ6iHm/lbXIHyRsoi9SL1IWcQGtGyWeijqO4aVL5B6kbKoj5Hy1APHlJZjSkSLLEsCJEACRSTAJBDotSwHHslbI/UiZcHmdWRxt8TbHf752vXram4VNjY+KV+699vy9oveIIMDfZmuHmgF0E7Ug+WLBqoH58M8MEZsQMq2QqPN3qPIerDyBVIvUrZZX7Xieks9OPvRGIHwRcoiLJF6kbKIDe0sa6kJ6qGdno27d1H1YDneQJ57pGychzrnKjQ+oD628gVSL1K2CJ7NU3ygHtqvGEs9cEzZfv/SAhIgARIggfkEmASiIjqegHtB2/jxz8rw3hG57n3vlLPXr5vXZvf3TZ++XTa+/3IZWrG843kUqYEWL57UQ5EUMN9W6qG4vrOw3EIP/oWdfYaFx+zrtNAE+wx7v1ndgXqwIst6PQHGh+JqgfGhuL6zsNxCDxxTWniKdZIACZAACTRDgEmgZujx2kIQ8Eme973rrXLT394hG665VE454eg525kEKoQbMzOSesgMZUdURD10hBszbQQ1kSnOwldGPRTehZk2gHrIFGfhK6MeCu/CTBtAPWSKsyMqoyY6wo1sBAmQAAl0DAEmgTrGlWxIPQLJJM/u4RHZfMudsunDV86t+nHLwNP/RpqdS4B66FzfxrSMeoih1tnXUBOd7V+0ddQDSqyzy1MPne1ftHXUA0qss8tTD53t35jWURMx1HgNCZAACZCAFQEmgazIst4ygZi9sjXokHrHJybmbffmlntv3PRZufWm68orgu6+7wF5+rmtNc8L0tiiKYPY684lsvh1sg1I2/KgBwv/xtSJcLPQpeX9tXW/6TfOkk995otz20G2Iz5YxkpEF1pm/vw0pG5tWSsbkHrzECMQey2ezU7XJMKXeqg8vQizomkSaRv1UI3mCDcLTVjdH6k3D3rIy/Op7eetyiF+Q/WorZtjyvzEB8vnQqsHN17OQ4xA7EWfDavn2aJecrCgyjpJgASKRoBJoKJ5zMheq07R1WtxtgJSr0OWPvMneQjkGaefLFtuvNb0PCDEXqtziVAbLDSB2qCVO1JvHvSgbZd1OYSbhS4t76+t++p3v1W2fP7L884Ea3V88C+qFrES0ZCWmTs/zf2u/tAn5bXr19VMoI+NT8qX7v22oAkjxAZEk0i9eYgRiL0IB+qhmtDQPm/UA87MaZJjCLszJvMQH9B+y6LPsOKA1JuH+ID6wqrPQPuXrMcQiN9QBtq6OaacnwRC+tms9WD5XGj14MfLnIdAooPdRyeI39AYgbWQpUmABEigfQSYBALYW7zQArcvF7WyAekUkRc5//VL1ufxOHvdgCrrelF/aMtb2YvoAfWFVhPuhccN8jWTwagN7earvX+eyllqQtPOdt/f22j1zGkYJG3QvtRaPhsWNrg2al7ukfjgvj608ptVvdTD7eUEqlYPaALR8rlo9xgiD7HS0gaOIZDoUCmr9YdfbWAxBtbakPzCXWOHNkYgfUYnxwdED6gvkMlNRA/ICoIixQfvC/YZ+hiFatIiPnBMWf0YyzJWat8xLOJDXsaUeG/PK0iABEigfQSYBALYawesrkOyGmC7Tlwz8RZjg3Zwqx2opb9+yfI8Hj+h5+6Rdb1Wgxn/FVDW9mr14PyG2KCdNHUv7H/9N3fI8N4Rue5975Sz16+b91QlfYXaoH08rfSAvoQjA1xt21AbkBhh4Q8kTlrcP50EameMsPKFa6M2TlnaoOkzkPjgVw8gcUr7HFnFCGSCzNIXRdFDTMKIeqgk2bQc8hAfks9yKEGAxAiEAzoO1/JF69U+m37CUjOmS6420Iwp8xKnsu4ziqaHvIznrGIE+mwURQ/JJBDHlPp5COT59GWz7C84pqx8MIvOxxQpPuRlTKl9F2E5EiABEsgDASaBAC9oJ8VjEjCal75kJx4aJMXYoH0B1g7Uai2Bzuq8jeSEnhvkaep1Z/985KbbFnj8Y9dfIRdfeH7535EJ7JiXHe8Xjb0aaSKaTA7GNcy0k6Z//meXlbfT0mgSsQGdtEgutdfw1ejBUhMa/yYTGhYxAvGH1l4rTSJ6SH79p33mLPRgFSuROGVpg6bPQOJD+oW9UZz640t/R50Ii9GD46bRRF580e74oO0vNn34ynIo0Uz+oWMIJEbE7NFPPczfWjfUz2o1gcQIpM8qmh7QxFlyG1ONL4oSI6z0oB3DpCf8NeNlbX+BjiktY6WFHmLfixolMq30gMSHmDGEpr/odD2g8ZpjSmwegvHhTrEcUyJ9BsuSAAmQQJEIMAkEeEv7Qus6pJiBMDqJrvn6T9s8JKmCcEgPAN3/z+K8jbS9oXo/cetdsnX7brlhwxWSXK3hzq346ObbZM3qVeVzLZAJ7BgfJ5NzWXMI6QH1hVYTbjJWM3BPDtQ0HGImVzX1Og5aPSQnAzTPJ6IJ7bOJ2pD0c9aa0NhsFR8QPdRKJjSKEVZ6sPIFEqesbQgl2ZD4gPjNtUs7iYXU659hrSby5AtNjGq3HpL9rOaLaqTfQmIEUi/SZ1AP1fMVOYbAx5Ta/tNPjGvHPHnSZZZ9Bvoca8YwyTGXlq+2v8jLeM5KD8gYuEjxAR1DUA/zJ+c1z5GFHhC/cUxZPR+5SPHBckyp7S9YjgRIgASKRoBJIMBj2gGK65CQn/alr9YkeujrP60dSFLFioPWVrScnxjacM2lcsoJRy+43CVjNt+ycMAamkBHXnZQm7XlLX2h1UT6JTxrTWomNhFfIHqw3EpA6+P0hERIl1b+0NprpUnkpSQverDyRZH6DGsGWccH/7y5BFPWfYY1i5ikStbxOsvJntixVNaaQPqMpI/bFavzEB+QiXTr56IoekBWQsY+G0WIEVZ60I5h0HJIfEDHlFYs8hAj+I5R+WA0b77IQ7/lx/C1Ppa0fiay7i84pnxAnn5ua/lDW+SnjQ+W/SZiL8uSAAmQQJEIMAkEeAvpkIBq5w0AQ9sOWNnQjL3u2ixWtSA2IGWRFzSrwSViL1I2Rg/aLQq0dsTYoKkbeTFq1aR/6PnUtCumDJJYifFHlpqIub+GSRH10AoWIU3G2LCY9dDMC7uFL9Bnw8KGLPWAJAeQuJ6uNzSRhdRtNYaIeTapBw2BSpk89BnomJKamO+3RpPByDOsVw1eEokP6IRlUfWAU6x/RSsYtKu/WCx6yHIMUTQ9cExZXWGUZVxI1mWlCSt7WS8JkAAJtJsAk0Dt9kDqRbXdLzxZDtSSaNtdr3ZpvvVAwoqDVsZaDta+03BAEh/eXk29rizCwVoTGt9Z2oCw0NgaU0bjtxg9OLelbNYAACAASURBVFs0dSMMLH2htdfSBoSF1l4LTVjqAYkRlr7Q8rW0oSh6SE/6h5JhVn2GpS+KqAetzWiM0MT1mBihqbdo8aHWs+H+LauPt/IQI7R+s9AZogdrX2ifN+s4hXC28J2mzpj4oOWLPBPWvohh0WnxQeM3Sz0gMaLT9YDEBo3f0PrQsV9s/byOBEiABPJMgEmgPHunxbYhg1bEtLzUqxkII+1Cy1px0NqBfq2IDFq1NiB1ogNhlG+79YAwsyobo4msbdH6DdUDojXLFw2El5YFUidSFtWDlb2aepNnDWk/ntDUm9yyot0xArUX8bWmbJH0kN4XXqMJlC/1MFI+h0uzTSJ6tpZGj76M1m9on6GtNy+TSKi9CGNt2TzECCsOaL3tjg/omEfrY8tyKGONLdo60fiA8qUeKqv6kD5D6zuNDpJlNPVyTFk9Hxnla1Ve4zd0mzn0ObZqG+slARIggXYSYBIogr7VwA6pFymraSI6UNNOmsbUa2Wvpl6rl3srDoi9qA1oeY0m0Tq1PrOqN3l/Tfu09saWQ2zQlLXk1u77W7ZNG/8sn8922+Duj7zca/Tg6rTym1W9iI+RsjH2ahlrtYPYgOrBwgZkeyikbUi9iI+RsjH2tlMPfpujrGNEDAdNf2tVL+JjZLwRa287NYHGCI2tsRxCmrCqF/ExWjbGZg3jWA1nzVhjawyDkJ3+75Z1a/tDxBcx9moYW9lgER84prxCLr7w/LLL8qAH7bNmaW8MB8RuliUBEiCBIhBgEgj0Uh6+SrCwAe0UtTag9WrdYVWvu7+2bVpbYwcz2voRe5GyCOO/v/NrsnX7brlhwxUyONA3Z/rY+KR8dHP16yKkTmTizape3xCEm9ZvaDnEBquyWpu197f0m2Xd2vYh8QS118IGK3u18cEyVqJ8tVpHmCFlUXuLpAcX27X2ohy0frOqF/ExUha1V8sXsQEti9isjRFInVZjCMfh6g99Ul67fl3Nw67duOdL935b3n7RG8rjIcQXWsbuq3Ukwaat139VjdisLYv4rpP1YOULhC8Sg1F7LWJwu/WAjE3+/M8uKz+b2viA8rV43iz1YGGvVg+I3zZ9+EopYp9hwddSDxbxAbEXjZNae1mOBEiABIpEgEkgwFtWHQdSrzMXffHTNjEPAwmtrcig2fF1A8ar3/W2eQkKPzhM/g3xBTJYROxFGMTYi3zppdEEOhmhqTNmSyZtvYgeLF8grPwcEyMQTYTsRjWp9Zu/L2Krpm6nX218QPWA+kJjr9/2StsPoDa48lrGGnvR+IDGSq2tSL1IjED0jvpCw7doekDtRV7u0RiB8NXGCOqh8tWx/2kYozFCU6f1GMLF3+G9I3Ld+94pZ69fN6/NTgObPn27bHz/5eV/18ZqdPWU1UQoanO7+wxUD6ExDKLdZDzT6AH1MeoLLQvLOKXlq+2T8xIfUHuph2pSRTtO0+gX1YPWb77P0NqK1OufN40mkGceKYuMpYoUH1oxpkRiGsuSAAmQQBEIMAkEeAnpFJEEAVIv2uEDzSsX1Qx+EHs9B029qK2IvY0mcPzLOvpyhvjYty1rDjG+QDmHbI6xIVQn+hKO8A1N8Cb14OqNaR/KOFQescE6RmRpKxofNC+I6f2hQ1qz1EOML0L2opqMsSHk4+TfQ/Yi2k3G1FC9yAs4Yq/na9FnxPhCwwFhHGNDlnpA9WsdI7R8qQfsK2nkmUP0mxc9uHHC+971Vrnpb+9YcEZSq5JAjoVGv+gz1+4YYakHJJYh7xhaPaDvGTG+0GgCYRxjA8I5ZC9iq3V80GjCP/+a+EA9LFSKhR40frMeU2pjBPK8IWWRZwN55mJsyDI+oP0bwgGxk2VJgARIoEgEmAQCvRUzCam5BVIvUlZz75gyebBBa7cbzLitO37y+FN1Lznj9JNly43XlpeCF6ltsYNWLTttOQtmyCAUSciheigiYwt/aLVgxauoerDyBVIvUhbxs7asxf2t9OBfKK36DAsW6DNnZYNWD6i92nqtNIH2GQhfpKyWA8rXygYre7X1WurBfyyye3hENt9ypyS3EnrymRfn/RvKFy2v5YHUi5TV3h8p1+77I7Ymk34aPeTl+UQYI2URdtqyFvfPS3ygHrQqqJYrkh78mNKqz7BgkRdNIsqw4oDYwLIkQAIkUBQCTAJFeCr0lUpEleVLkHqRsrH2hK7Lgw0hG/3gq95XvPWuL0rbvP15sDdrGyxf0FA9oM+nRpcxZRDGSNkYW0LXZH3/IushaxYxz72VDSEdxNiqqdNKD63oM6x8gdSLlNX4I6ZM1jZYaaLRasEsxhBZc4h55jQ2+GQYctYFoguNDUh9iB5cvdpzfsYnJua2e3MfoPzwkSdk46bPyq03XSennHB0eSz/9HNb550XhLYtVD7WF6F6k3w1ZWPt0PhRc39NPTFlkHbF6AEdU2pYIDb7szs19cbEkxjmoWsQW0N1+X4e3apREyPe9Btnyac+88XydpDa+NCpeojRpMZ3KC9NnUh/4VdwafTgzoaLiRGI3jVlY3yhqTcv8cFCExrdsAwJkAAJFJEAk0BF9BptLm/RhezRHzPpnyVmxN4s75usKw82oG3TftmDtC1mQg+1uyjlEW55aJNWD/4FXxMj3MtZu+MDYq+fvLHwB/VQOTcuDzEiD77Igw2ozrUxAmkb9VDxgp8k05xrgE6SaeMaOpGF6AE55ye9baxb/XPV9TfLS9t2SXJlOapfbXnUF9p60XKIHa5u7aSplR607UPb1W49xDyfWhZW5dBnWWMHWqc2PiB8r373W2XL5788lwRy17Y6PiD2+mSVhi9aBn2Oso4PnoO23i1f+GfZun233LDhinlnCI+NT8pHN98ma1avmkvuo21rd4xA7EV210A1oS2PPsvtrld7f5YjARIggTwQYBIoD17IgQ3IhAhibrvqTQ+2EJstyoY4tMJe1IZQ+ZiJ85g6NV8iheptBV8L3VjX2W5uofvX0phGD/7FT3uOhzVnTf0hFq3QMGJDqGxMfND4LV0v9bBcI6+oMiEfp8/T0yRdtZO73uCQDbExIlRvK543xCl5sNfZoD3XIHnWRShp5CZNXQJGs8LIJe21yRpk73+0bYjvLMpa2otMvvkv3DXnnzgOGt9Z60HjD0u+mvvHlLGyGdEDEt+1k9LWekDGEEj8i/FhltfkQQ/tjg/+ox5N3PHJMOqhsoJN+2t3fHB+cz9toi9mDKFlwXIkQAIkUBQCTAIVxVOH7AxNBFhNvMVO9oTsjZ1o8YMO7Tk/7Xazlb0hvkk9oDaE6va+c2y1k3/aOpEBqJ84Rs7waLceLO8fYtyMJjR2o/e3StSgete0zbKMlb2oP7TPUei5j4kP/lm20IQVXytNWNnbbj345AD7DEw5edEDcq6BdhLSTfL+9d/cIaFkkZ/ssZiI9ba6e2jPddF4EJ0g05ZPbjmlsVdbr9+6SDtp6hhoNeHLhhJGnayH5HhVm/REJjcRXyD1avWAjN2LFB+837R8UQ6IL5CyWnutJtHbHR/8eKNT+wyX0CiSHtDnQus3pzNtjNL2Q5Yr5DRjB5YhARIgAUsCTAIBdJHJE6DazLY2S77EIh0tOomunfxLbgeSdbKmkS9qsXdL/t3vg1ddUv7v9Jc+fvuOUNsskmyIVtJlQ5rUJu9q2aCddHIHIv/TfQ/K1e+qbKWU/KU1qa1zy43Xwl8iob6p9bXXRRecu2AbgBBj9L4x/kZsCJVtRhMa29H7a5MOMTEtC9/U0nBWE9jphJzW3hBjbb1I22rFHo3vkPiA9kWIJtA+IxmrfP/wre/+SD5y023ztnvK0hdav6H9gLbeVujBxfZQP5uOURqdtaLPSHJ3Y4rP3XFf+Z+S/Uan6yHpm9BZONrEyp//2WXl7ZNCyYFkEkiTrHG+iZkg057jofli3DHQTk6hq6eSW05pfKG1w3FDJt+0mmi3HtD+QtsuzbgoPS5GfIGU1dqM6BLRQyzjRonMPMQHv6JEw/ePL/0dddxBV6o4XxRJD147mvORLOJDMgkU6jOczrQrUhE9+HmH9DxEejzh5yjQZ7NIerCID+4dA4lRSU1qPqBA4zvLkwAJkEARCDAJBHgp9HLfzKoW7ZfPeZhER2xoNNkDoF9QFJnQc3v5bt5yp1x+8ZvLh/a6n3thfvD7j5aTQsmBJzI5hdiP2IvWq50gQ32htdlKD6HnTTuxWYtneh9w9//PO+dMee7F7XLLF748d8CzuzZkR+xzj/rZIkagmtDYnAc9hPxWa0JmwzWXzsWH9N+1iTNkEh0pm+aOaLId/kjz08ao0CqRdL3aZByiB38PFxNOPG6NXHzh+eUY4Nrgfi7Z8KtfvzCv/0CezSzKFlkP3hdaTSAxKvRcxPYZflLGxwg3+f/Qw4/NfTCQnNwJ2WARS1qph3R/1+isi3SMq5eocJOmyBfrmolYP7aLnSBzTBu1TXuWiGegSXAhX62j544gdri2x/qjEbd260EzfvFl0raG2oX2RWiSTaOfpN/8ZGs9DVvpIXaSt1HiNQ/xIZ1MaMTX+UEbd5BnHl0JmQc9xNgQShgheqjlt0b9UIzfkitG6j1vteYhkvHIXXf73f8iG66+VNAt9NBYorG3SPEhPY8TSuykNRn6gALpN1iWBEiABIpCgEkgwFPIZBo6ELaYEAGaBh2ErU0OxEy8ITZry9Z6mWuUBNL6AvGx1la0HOILq7oRG7IqW8un2valJ/TcdUk9JP83OmFppQkk9iCTplpmSLmsfJy+JzK5itibnNxx//vWm66blwyqlazRxghXn7Ysop086EHrZ2057zNteUs91IovbuL/uKNXy9nr14l7oXcHCLvJCMTHSNlO1QM6LtDqIVRvs31GMvHgPxpwWvDxY/Mtd4r/IlX7zHeyHrw/NEkjVxZJ7GjqRCdX0efNTRbW+3DATegl9aBNqCBfrTutoTZr7UD8gfS12sQKcn9tnQgrpE0xcSdpMzJhGSqLtDHWBu0qOQ1Dre+s9IBMdMew1STu0Gc+yYJ6qJxdE5rER3Wm9ZtG48lxbbrfSo4jkjYiPkbKxmg4tHoquQonlLzzK6K03LR+QxJ96YRRKFmutZXlSIAESKBoBJgEAjyGTEYA1ZolYBAbkLJWHBAbkLK1Jv3dhN7Tz22FVgIh92xV2Tz4wsoGZKIbHdymJ3DqJQWRlQmWPkcYI2UtbLa6v5UekgycDt79gRsXbPel/Xo/zdOSRRZbx1n4v5UMtJPtSHyoNamXfhlNJ4Ha7QtEZ0hZK31Y2WAZI5ITNqEkEPWAKQeZ7EFqRia6kRhRa0yZtKteEihmwjI0wanlkWbcqF4rf8Ta6q5rtCpLW69VOTTuNOML6qFyYH0WerCMD9qEa7MT2NRD/vXgx5Tp987kavPYPgOJJUj8Q+ptd3/h+Wo/DkE4sCwJkAAJdCoBJoEAz1pOXGgnDQBzc1NUex4P8hLuGofUm076uMnD6666pPxVd/oLHCtfIPZaOk97Fk67bYh53rRtS/rCTeh+dPNtcu5rXlHe+ik5GC9iEihLv9Ua3GdZf6guy2ezUduSyaCPb7xS/u4LXxb/lRuiS6RsO1kk752c0Gp0Fk7I3mb+rrHB1Y/Gak29vh9KTvS7uHLXV74l7jD29/7hW8pfnn7xnvvL24G5rTu0dqB60NqL1tuMb+qdhdNMnei1MefxaO7RqG1+0nHTxsr+8347Wd9/rFm9au6jEis9pNtgxSHESnMWTqiOZv+usQGZyPL2aOr148+t23cvOEOwlh6QySl0Qk1rL1pvs/5ZTNej8RfxBVIWYW5VL2KDRVnfZ752/bq5M2CT93HP55fu/ba8/aI3zG27pV3BoK3bjRM+9Zkvzo0ZQ4kaxBdo2dgz0RyzLBJttd7Vk/5odE5OlvrQnMeT3GZOk7BH25a0wbH98te/I6uPGCpr8Wv/+tDcFrN+Ozhk2zZNWcReRGdZ+qnVdfn+82PXX1F+/+ePBEiABBYLASaBFounFe20SFIg5/EgSaCYepMTJskOvxUT3TH2KlwGF0HOwmk0KZI8CBs1QmsD+mKtrdfZ6ydq7v3mQ2Xz33PZhTVfGNG2Fa28Y9xoWxvrZwO5v2OrnVx1ZZG668WeWiuDrHychb1Z2KY9C8cz9qtxskwYaWxwL+yIHvwLsOacn3SMSLdt7VGHL9g2MAv26To0HNAtNhA705psdBZOrXqzSBghNiB9BlKvb1u63/D/3ooJhBh7EV9ry2rPwknWp01UZG0DOpGFti3rdmnb78uh9qL1a8o3euaQ51Fzr1plrO6P1NuKdmr4IDZr6rMuo02quEnywYE+lTk+Tg7vHZHr3vfO8od+yV8yJrh/RxO0mjNj0PO6VA2LKISwQN6/EVOQs3CcjzXJGnTMo7XhT/7gonnJO9fORokwbb3unB/XtuT4wY8hd+/ZV959oBVjStRexM/WZa2SNf4DYWd/rY86rNvF+kmABEigXQSYBIokb9UhIeZkaQOapNAmjGoNshttvaVtf62X+yzq1d4fLWdpL+KLRtugpc/CcW1EEiuaVTi1Jrobncej5WxVr/b+eSyn8UfyJcf979B5OFm0M/0s+Jcsi/tb1l00FvXsDU2K1DsLx00aaJMUfrLnJ48/NbfV3re++yP5yE23zdt6z9lYK1Y2skHrB6t6tff35bQsLO2NtSG0DVqyf8kqYZTm0MgGZCLLql5UD+nyjVb3aM8lQjjUsreRDdqzcJIr6jQrZpwdmqRKKFmeXsmr9YdVvdr7p8uFWLTC3pANPl7XS8annzGLJEWozvQkv9YfVvVq7x9Trmg2a5MULqni4g6yusfyXBeLurX+RhJnfkVJ1vbG2JBcqZLsw5MxYqC/XzZvuVMuv/jN887l9GxcbL/97n8Rl1RxZzK6X62EUPqduNZYqp4NSN9pVa9WC76cNnFmaa/WBrRtvjySrEHmxpK7xLi5iJtvvUu23HgtdN5ebJt4HQmQAAm0kwCTQJH0kQ4JuUVM5+Xqb/YLBiRJUWugVi8B42xLTxrUO48HHXxZ1Ovs1SZV8mAvkryr5YvQWTjapJE2WRRK1tTSoeb5sao3eW9tUkVjb2wZrQ1afyTt0JyHo7E7NDlVz8dZ3b+WjZZ1p++XTqrErLRq1t5YG1xbkhN6aV+lz8JJT7DVS9a4OrUrcNITWY1sQGOwtm1IvY6ZNqni+xcNC5SDhQ3e3vPOObP8RXUoCaRNUqT7olDCKHnfrJJASNtQPaRjgjapYskhCxtCsb3WVqrapJF7NjXJItQGTZ/ln2GtrTF60CRUkpN6IRZuJWSMvVo7tKuMknGnHmu/kjLdvyTLp/usRomldBy3OBsOaVeMHhBd5oGF1gZtu/wz5/qMUJLCJYH++m/uEHR1z+7hEdl8y53iDq9PHgCf/jetzUmNZlk3mlTRrEZySRf3055N5MoiW8chNsSehZPuoz3/D7z3HfLf//FeVbLIrcCp1WckP2DK8sOBLOqtNQ+R1GhyjgJZ3eOSglpf+I+83H1DiTbEBu2KvvQziSRrkPm5ZL3unsltf9OrCLVxguVIgARIoAgEmASK9BLSISG3iO28mv2CodYgqV6yJjmw9APrRsmEdD31zuNBX6Qs6kWSKnmwF0nepQd1mrNwGiWB/L39C9qGay6d+3qr0eqe9AC20Xk8TmtI4sMPWENtQ55JPyBPTsr4icjnXtwut3zhyy3bGkpjQyghVmvFV5JHo/NwtNyaWYETe39NAjG27vRkFZLYsWDh7LGyITnJ7p497Vk49ZI1v3fhebLl89UzlfwzfdzRq8uJhWRiKeY8HmQ7Om3b0BdVZEWUNnHm47VPwDTyhd9GRZtcQmzQnoWTnrDJKmHkOCA2pGNUveRH+oXf/f965/xo454rl46/jRI76WcmlODScrC0QZscqMUizdFPvv35n11WnuRNjiGSZdOTdIgN9cYQ7t/T2/ih9Wp1gdSLJLm0iTNvp9YOxAZXt3ZbTm1ixU3a/9N9D8rV73rbgm3A0s9MOlmu9UmonFW9/rnQJlUa2dEMi1C96USbdrVXiGt6LKVJUrj44MYQoWRROvEROtcFSb74ZEKy7wyd9aNl4Z83JMllwQJJ7GiSd371T/KdL3QWjiZJ4fWgWV2UHFP698NGNiArjPyYR1MvMqZEkiq1zg9qtMpJ6wvXJu2qLNQG7XORLIcka0Lzc9p+iCuCYjzFa0iABIpCgEmgSE8hHRJyi1DnFdspamzQJlVcXegqnORETJbn8WRdL5pU0XBNlrGwF/EFehaOJmFTawKnUVIQsQFZ0YLUi/it2aQKcq96ZREbQmU1yRJnRxbn4TSzoiV9ba24U29CIZSgbbZtMYmdLFkkJ8YdA+02fhobks9R6CwcTVLFfbV55z9/c25Cr16yyH3Z7v2mtUGbfPE60daLPLO1nqd6K6JcvchqJK29ljY4m7Vn4WiTFH7yRLPCqJYmkv5JjyfQLem0bdNqAk3soKucNPZa26BdTeL9bLGqRWuDNvHh/autF9EDsmIHScC4Z0NrL1JvqK9NJuXSMa0RF21iBZmkQ+6v9Zkrp7UVqdOXDSVgkokGKxZWNoTGXo3GbPWSKm5soEkWueSh+2nP+UGSL65dtfrZRmfGaLXh60UTO6HVSCgLbWInWW/IBscNOQtHk6RwY8r//RNfmPfRQGgFjsaGo486Qp348EkdTb2nnHC0VgrlcrV0Vi+xUytWN2KhtdfSBi0MJPYl4w4yP5cuq7WN5UiABEig6ASYBAI8GNshAbcov9A9/dzWueW36aWp1jZokxTahBHyQoBwsipb60W53oqovLTN0hfaxIomWZTckkHjv1AyI7SiRXMPTZmQHdqkiuZe9cqgNlj4oxn7s1iB4+4fk3xpxu7QtZqkSrqOrFj4ettpgzZJoUkW3bDhCvXhz/VelOslXyxjdXoyLZTksmKBJJcsbPB61CQpks/ypo2VibusVuFot6Sz1ASS2EESZ6F4lPx7Hmzw9mgSFWiyRsMCSXxY6SHGhjywsLJBs2rIMgGj0Y11GeQ9ztmiYYbanBcbNAkb1zarFTjaxIdVfEiPZUJJFWsWbnVNu2xwbdMmKTTJoizGlI1W1aDPnLZ8rT6jUWLHioVmVZZ/r7ewIckrlKxB4lmjhJHWRyxHAiRAAkUnwCRQpAdDHRJSbVE7L23CCGGRh7KWSRWr9rXbF9pkEdJ+NPGB1I2WzUNSBbHBwh8os1rlm12B4+uMSXxkYX+9OmISO1mxqMXk4xuvlL/7wvwt2Cz9EWKrTRaF6kn+HU2+IHWjZZGkigULZ28ebEC5aRNGSL1I8gOpFymLJnYsOOTBBoSZK6tJFiF1xiRgkPq1ZWMSKlmz8DEitCoref6DhQ0aZoshCaRN7FixQOpFymr8i5axXoGjSXy0Kgmk2cJOkzhD7U0zbrTVnZU/EF1ok0VInWjyBakbLYskVSxY+P7C/bfrExptoedWRVnZ4Lkhc25IWdQvLE8CJEACnUKASaBIT1p1Mki9SNnIZi7ay9qdVFm04FMNRxIflszykFTJgw2WjGPqjkm+xNxHe03WiR3tfZPl8mBDjN0x1yCJj5j6tddYJXa093fl8mADYq9VWTT5YWWHRWIHtTUPNqA2Z10+JgGTtQ2uvnYlVNJtyYsdFoyLUme7kyqOUx5saLe/kMSHpa15SKrkwQZLxtq6keSLts6YctZJFY1NebBBY2etPi65o05MHbyGBEiABDqdAJNAOfMwEzs5cwjNaSsBJj7air8wN19MiY/COKUFhjLx0QLIBbwFkx8FdJqhyUx8GMJl1SRQUAJMfBTUcYZmFzXxYYiEVZMACZAACXQgASaBOtCpbBIJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJMAlEDZAACZAACZAACZAACZAACZAACZAACZAACZAACZAACZAACZBABxJgEqgDncomkQAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkACTQNQACZAACZAACZAACZAACZAACZAACZAACZAACZAACZAACZAACXQgASaBOtCpbBIJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJMAlEDZAACZAACZAACZAACZAACZAACZAACZAACZAACZAACZAACZBABxJgEqgDncomkQAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkACTQNQACZAACZAACZAACZAACZAACZAACZAACZAACZAACZAACZAACXQgASaBOtCpbBIJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJMAlEDZAACZAACZAACZAACZAACZAACZAACZAACZAACZAACZAACZBABxJgEqgDncomkQAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkACTQNQACZAACZAACZAACZAACZAACZAACZAACZAACZAACZAACZAACXQgASaBOtCpbBIJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJMAlEDZAACZAACZAACZAACZAACZAACZAACZAACZAACZAACZAACZBABxJgEqgDncomkQAJkAAJkAAJkAAJFJvAnr0jcvWHPinXXXWJnL1+XbEbQ+tJgARIgARIgARIgARIgARIgATaRoBJoLah541JgARIgARIgARIYPES+OEjT8i7P3CjfP5TH1qQ5PjErXfJDx55QrbceK0MrVjeUkju3p+74z752PVXyMUXnj/v3o3+1oyRd9/3gDz08GNyw4YrZHCgr1wVk0DNEOW1JEACJEACJEACJEACJEACJEACngCTQNQCCZAACZAACZAACZBAWwi45Mdd99w/L9nz5DMvyl9s+qz81cYr5ZQTjm65XT7Rc9EF585Lyji7rrr+Znlp266aCaJmDGUSutqymQAABh5JREFUqBl6vJYESIAESIAESIAESIAESIAESKARASaBqA8SIAESIAESIAESIIG2EBgbn5SPbr5N1qxeJR+86hLx///c17xibhWOS5B85Kbb5uxLrhzyq2V+8vhTc39/z2UXlutyP//3a971Vvnq//g3ufebD0k6uZNuuEsCjR4Yl9HRA/KOt7xxbpWS+/dlSwflX7/7I7nkLW+cs8/b7Op2vzNOP3leUssneH73t15X3t7N/dYedbjcetN15SSXXxGVtMOtQvrN17+6XD5puyuTbF9bnMabkgAJkAAJkAAJkAAJkAAJkAAJFIoAk0CFcheNJQESIAESIAESIIHOIuBX2GzaeKU89+L2eSuD0itkkmXdOTkuyfP3d35Nrn7X28rbqPmkj0/S+P+/c/feuaRLiJ5L9rjficetmduibXxiQjZ+/LPlBMzNt941lwRKJ7HcdenVTT6JlUzeuHts3b57bqVRo5VASdvT7Q+1hX8nARIgARIgARIgARIgARIgARIgASaBqAESIAESIAESIAESIIG2EvBbsDkj/Eofl8BxiZcN11w6b1s4n6Txq33ShruEytPPbS2vBoo5V8fX/8eX/k55Jc51V11STk65Ov2/+SRTra3r0vesleBxq39cMsmfeaTdDq7WSqm2Oo43JwESIAESIAESIAESIAESIAESyD0BJoFy7yIaSAIkQAIkQAIkQAKdTcAnTl67ft3cVm7JM3jSrU+uqqlVzm/55lbw+ESOWznkf+lrktuzJZNM5VU9X/lW+TJ3RtGqlcvL9fkkkEvmfPGe++edHeTKujrcSqKLLzy/vDLooYcfm1eGSaDO1jNbRwIkQAIkQAIkQAIkQAIkQAJ5IsAkUJ68QVtIgARIgARIgARIYBESqLXCpdYqmzQav9Va8pygZNKlXhKoEeJkEiidnEpvN8ck0CIUK5tMAiRAAiRAAiRAAiRAAiRAAgUjwCRQwRxGc0mABEiABEiABEig0wjUSgJptnJLrrjxTLJMArk6v3H/D+RlJx1b3pIunQTKaju4WsmkWu3ndnCdpny2hwRIgARIgARIgARIgARIgATsCTAJZM+YdyABEiABEiABEiABEmhAoF5ywyV57vvX78utN103dy6QS5i4M3rcVmvu71u3757bas1v83bWK08t/1uzK4HSJqeTQN7uNatXzW1jV95C7p77G573k94Ozv3/jZs+O6+dTALxkSEBEiABEiABEiABEiABEiABEsiCAJNAWVBkHSRAAiRAAiRAAiRAAtEEGq1w8Vu++cqT5/f46+795kPlP7uzgM58xSny6GNPtiQJ5O6ZtuGM00+eSwC5v2vOBHLlXELrc3fcV27Hx66/Qn7z9a9ecJ4RVwJFS4wXkgAJkAAJkAAJkAAJkAAJkMCiJcAk0KJ1PRtOAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiTQyQSYBOpk77JtJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACi5YAk0CL1vVsOAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQQCcTYBKok73LtpEACZAACZAACZAACZAACZAACZAACZAACZAACZAACZAACSxaAkwCLVrXs+EkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAKdTIBJoE72LttGAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiSwaAkwCbRoXc+GkwAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJdDIBJoE62btsGwmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQwKIlwCTQonU9G04CJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJNDJBJgE6mTvsm0kQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAKLlgCTQIvW9Ww4CZAACZAACZAACZAACZAACZAACZAACZAACZAACZAACZBAJxNgEqiTvcu2kQAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJLFoC/x//5wYu3oxMkQAAAABJRU5ErkJggg==",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import plotly.graph_objs as go\n",
+ "\n",
+ "# Create a time-series plot of comments over time\n",
+ "# Step 1: Filter for Ironhack comments\n",
+ "ironhack_comments = comments[comments['school_name'].str.lower() == 'ironhack']\n",
+ "\n",
+ "# Step 2: Create a new column for year_month from the created_at column\n",
+ "ironhack_comments['year_month'] = pd.to_datetime(ironhack_comments['created_at']).dt.to_period('M')\n",
+ "\n",
+ "# Step 3: Group by course_name and year_month to count the number of comments\n",
+ "trend_analysis1 = ironhack_comments.groupby(['program', 'year_month']).size().reset_index(name='num_comments')\n",
+ "\n",
+ "# Step 4: Plot the time-series data using Plotly\n",
+ "fig = go.Figure()\n",
+ "for course in trend_analysis1['program'].unique():\n",
+ " course_data = trend_analysis1[trend_analysis1['program'] == course]\n",
+ " fig.add_trace(go.Scatter(x=course_data['year_month'].astype(str), y=course_data['num_comments'], mode='lines', name=course))\n",
+ "\n",
+ "fig.update_layout(\n",
+ " title='Trend Analysis of Comments Over Time',\n",
+ " xaxis_title='Year-Month',\n",
+ " yaxis_title='Number of Comments',\n",
+ " xaxis=dict(tickmode='array', tickvals=[str(x) for x in trend_analysis1['year_month'].unique()], tickangle=90),\n",
+ " width=2000, \n",
+ " height=600\n",
+ ")\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1ae86828-8e26-4048-9e77-1bd57bc17940",
+ "metadata": {},
+ "source": [
+ "## Price Comparison Analysis\n",
+ "\n",
+ "**Price Comparison Analysis**\n",
+ "**Objective**: Compare the pricing of Ironhack's courses with its competitors.\n",
+ "\n",
+ "Analysis Steps:\n",
+ "\n",
+ "- Average Price Comparison:\n",
+ "Compare the price_min and price_max for each school.\n",
+ "- Price Range Analysis:\n",
+ "Analyze and visualize the price ranges of courses offered by Ironhack versus competitors."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 248,
+ "id": "310d9ff1-463d-4295-8248-f5060887876f",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Average price comparison\n",
+ "avg_prices = schools[['school_name', 'price_min', 'price_max']]\n",
+ "\n",
+ "# Plotting average prices\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.bar(avg_prices['school_name'], avg_prices['price_min'], label='Minimum Price')\n",
+ "plt.bar(avg_prices['school_name'], avg_prices['price_max'], bottom=avg_prices['price_min'], label='Maximum Price')\n",
+ "plt.xlabel('School Name')\n",
+ "plt.ylabel('Price')\n",
+ "plt.title('Price Comparison of Bootcamps')\n",
+ "plt.legend()\n",
+ "plt.xticks(rotation=45)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ed57ae3c-eb02-4aec-9c26-46d8748725f2",
+ "metadata": {},
+ "source": [
+ "## Value for Money Analysis\n",
+ "\n",
+ "**Objective**: Assess whether the prices charged by Ironhack offer good value for money compared to its competitors based on ratings.\n",
+ "\n",
+ "Analysis Steps:\n",
+ "\n",
+ "- Price vs. Rating Correlation:\n",
+ "Analyze the correlation between course prices and overall ratings.\n",
+ "- Price per Rating Point:\n",
+ "Calculate the price per rating point for each school to understand value for money."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 271,
+ "id": "800382b1-6b2b-490c-b5c0-87339d108741",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Merge schools with comments to get ratings\n",
+ "merged_df1 = pd.merge(schools, comments, on='school_id')\n",
+ "\n",
+ "# Calculate average rating per school\n",
+ "avg_ratings = merged_df1.groupby('school_name_x')['overall_rating'].mean().reset_index()\n",
+ "\n",
+ "# Merge with price data\n",
+ "price_rating = pd.merge(avg_prices, avg_ratings, left_on='school_name', right_on='school_name_x')\n",
+ "\n",
+ "# Calculate price per rating point\n",
+ "price_rating['price_per_rating'] = (price_rating['price_min'] + price_rating['price_max']) / 2 / price_rating['overall_rating']\n",
+ "\n",
+ "# Plot price per rating point\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.bar(price_rating['school_name'], price_rating['price_per_rating'], color='green')\n",
+ "plt.xlabel('School Name')\n",
+ "plt.ylabel('Price per Rating Point')\n",
+ "plt.title('Value for Money: Price per Rating Point')\n",
+ "plt.xticks(rotation=45)\n",
+ "plt.show()\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 301,
+ "id": "85114b06-bbd2-4708-9fa5-1cf7f8573520",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Scatter plot of price vs. rating\n",
+ "plt.figure(figsize=(16, 10))\n",
+ "avg_price = (price_rating['price_min'] + price_rating['price_max']) / 2\n",
+ "plt.scatter(price_rating['overall_rating'], avg_price, color='blue',alpha=0.5)\n",
+ "\n",
+ "# Annotate each point with the school name\n",
+ "for i in range(len(price_rating)):\n",
+ " plt.annotate(price_rating['school_name'][i], \n",
+ " (price_rating['overall_rating'].iloc[i], avg_price.iloc[i]), \n",
+ " ha='center',fontsize=10)\n",
+ "\n",
+ "plt.xlabel('Average Rating')\n",
+ "plt.ylabel('Average Price')\n",
+ "plt.title('Price vs. Rating')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "aeb447b1-32a6-4fc4-9bd4-3d052e058060",
+ "metadata": {},
+ "source": [
+ "## Location Analysis"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 312,
+ "id": "74a978a1-094a-4ac2-b01c-97e9f17dd5d1",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Count locations by school\n",
+ "location_counts = locations.groupby('school_name').size().reset_index(name='location_count')\n",
+ "\n",
+ "# Plot location counts\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.bar(location_counts['school_name'], location_counts['location_count'], color='green')\n",
+ "plt.xlabel('School Name')\n",
+ "plt.ylabel('Number of Locations')\n",
+ "plt.title('Number of Locations per School')\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d688071e",
+ "metadata": {},
+ "source": [
+ "## Data Quality Testing Functions"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 447,
+ "id": "04a0839f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Missing values:\n",
+ "comment_id 0\n",
+ "school_id 0\n",
+ "school_name 0\n",
+ "user_name 0\n",
+ "anonymous 0\n",
+ "graduating_year 0\n",
+ "tagline 0\n",
+ "created_at 0\n",
+ "overall_score 0\n",
+ "overall_rating 0\n",
+ "curriculum_rating 0\n",
+ "job_support_rating 0\n",
+ "review_body 0\n",
+ "program 0\n",
+ "program_cat 0\n",
+ "dtype: int64\n",
+ "Duplicate rows: 0\n",
+ "Missing values:\n",
+ "location_id 0\n",
+ "school_id 0\n",
+ "school_name 0\n",
+ "country_id 0\n",
+ "country_name 0\n",
+ "city_id 0\n",
+ "city_name 0\n",
+ "dtype: int64\n",
+ "Duplicate rows: 0\n",
+ "Missing values:\n",
+ "badge_id 0\n",
+ "school_id 0\n",
+ "school_name 0\n",
+ "badge_name 0\n",
+ "keyword 0\n",
+ "description 0\n",
+ "dtype: int64\n",
+ "Duplicate rows: 0\n",
+ "Missing values:\n",
+ "school_id 0\n",
+ "school 0\n",
+ "website 0\n",
+ "description 0\n",
+ "price_min 0\n",
+ "price_max 0\n",
+ "dtype: int64\n",
+ "Duplicate rows: 0\n",
+ "Missing values:\n",
+ "0\n",
+ "Duplicate rows: 0\n"
+ ]
+ }
+ ],
+ "source": [
+ "def check_missing_values(df):\n",
+ " missing = df.isnull().sum()\n",
+ " print(f\"Missing values:\\n{missing}\")\n",
+ "\n",
+ "def check_duplicates(df):\n",
+ " duplicates = df.duplicated().sum()\n",
+ " print(f\"Duplicate rows: {duplicates}\")\n",
+ "\n",
+ "# Run data quality tests\n",
+ "check_missing_values(comments)\n",
+ "check_duplicates(comments)\n",
+ "check_missing_values(locations)\n",
+ "check_duplicates(locations)\n",
+ "check_missing_values(badges)\n",
+ "check_duplicates(badges)\n",
+ "check_missing_values(schools)\n",
+ "check_duplicates(schools)\n",
+ "check_missing_values(courses)\n",
+ "check_duplicates(courses)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "85b21cbf",
+ "metadata": {},
+ "source": [
+ "## Potential plots for the presentation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 109,
+ "id": "bd99c524",
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAA90AAAJOCAYAAACqS2TfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC7VklEQVR4nOzdeVxN+f8H8NettGmhVEJUIkrINmSLMJYZY9/Gvu9L9i1jxr7GMLJnGWPLzpAhUbKXNVuWDGWJLCEtn98fft2v60b30nU6zev5eNwH93PPvb3OXeq+z/ksCiGEABERERERERFlOz2pAxARERERERHlViy6iYiIiIiIiHSERTcRERERERGRjrDoJiIiIiIiItIRFt1EREREREREOsKim4iIiIiIiEhHWHQTERERERER6QiLbiIiIiIiIiIdYdFNREREREREpCMsuomIcqjAwEAoFAoYGxvj7t27ard7e3ujTJkyEiQDjhw5AoVCga1bt0ry87V1584dNGnSBFZWVlAoFBg6dOgnt3V0dIRCoVBejI2N4eLiAl9fXzx58iRbc2W8xnfu3MnWx81uT548gZGRERQKBc6cOSN1HI04Ojqia9eu2fZ4d+7cgUKhQGBg4Ge3u3LlCn755RedvKbR0dHo1KkTnJ2dYWxsjAIFCqBChQoYOHAgXrx4odVjde3aFWZmZtmeURPe3t7w9vaW5GcTEUmBRTcRUQ6XnJyMCRMmSB1D1oYNG4aTJ09i1apViIiIwLBhwz67ffXq1REREYGIiAj8/fff6NOnD5YuXYqGDRt+o8Q5y7p16/Du3TsAwMqVKyVOk7NduXIFkydPzvaiOzIyEhUrVsSVK1fg5+eH/fv3IyAgAE2aNMGBAwfw9OnTbP15RESUfQykDkBERJ/XsGFDbNiwASNGjEC5cuWkjvNNvXnzBsbGxlAoFF/1OJcuXUKVKlXQrFkzjbbPly8fqlatqrxep04dvHz5Er/99huuX7+OkiVLflUeuVm1ahVsbW1RrFgx/PXXX5g3bx5MTEwkzfT69WuYmppKmuFb8vf3h56eHo4cOQJzc3Nle6tWrfDbb79BCCFhOiIi+hye6SYiyuFGjRoFa2trjB49+rPbfa77q0KhwC+//KK8/ssvv0ChUODChQto3bo1LC0tYWVlBV9fX6SmpuLatWto2LAhzM3N4ejoiFmzZmX6M9++fQtfX18ULFgQJiYmqF27NiIjI9W2O3PmDJo2bQorKysYGxvD09MTmzdvVtkmo6t1cHAwunfvDhsbG5iamiI5OfmT+xwbG4uOHTvC1tYWRkZGKF26NObOnYv09HQA/+sGf/PmTfz999/KLuNfchbS0tISAJAnTx6V/WrXrh0cHR1hYmICR0dHtG/fPtPhACdOnED16tVhbGyMQoUKYezYsUhJSVHbLjk5GcOHD0fBggVhamqKWrVq4ezZs5l2l46Pj0efPn1QpEgRGBoawsnJCZMnT0ZqaqrKdkuWLEG5cuVgZmYGc3NzlCpVCuPGjdNov0+ePIlLly6hU6dO6NWrF54/f46goCDl7S9evICBgQFmz56tbHvy5An09PRgaWmpkmXw4MGwsbFRFogHDx7ETz/9hCJFiii78ffp00etG3/G+/XcuXNo1aoV8ufPj+LFiwMAUlJSMGrUKOXzVaNGDZw6dSrTfdH0+Xrw4AHatGkDc3NzWFpaom3btoiPj8/yuQoMDETr1q0BvD9Qk/F++/AzuWrVKpQrVw7GxsawsrJC8+bNER0dneVjJyQkwMLC4pNdwj8+MLV//374+PjA0tISpqamKF26NKZPn652v5s3b6Jx48YwMzODg4MDhg8frvaZe/r0Kfr374/ChQvD0NAQzs7OGD9+vNp2b9++xdixY+Hk5ARDQ0MULlwYAwYMQGJiYpb79zXvUSKinI5FNxFRDmdubo4JEybgwIEDOHz4cLY+dps2bVCuXDkEBQWhV69emD9/PoYNG4ZmzZqhSZMm2L59O+rWrYvRo0dj27ZtavcfN24cbt26hRUrVmDFihV48OABvL29cevWLeU2ISEhqF69OhITExEQEICdO3eifPnyaNu2baYHCLp37448efJg3bp12Lp1q0qR+6HHjx/Dy8sLwcHB+O2337Br1y7Uq1cPI0aMwMCBAwEAFSpUQEREBAoWLKjSZdze3v6zz4sQAqmpqUhNTcWrV68QEhICf39/VK9eHU5OTsrt7ty5A1dXV/j7++PAgQOYOXMm4uLiULlyZZXC8cqVK/Dx8UFiYiICAwMREBCAyMhITJkyRe1nd+vWDf7+/ujWrRt27tyJli1bonnz5mqFS3x8PKpUqYIDBw7Az88Pf//9N3r06IHp06ejV69eyu02btyI/v37o3bt2ti+fTt27NiBYcOGISkp6bPPQYaM7uTdu3dHu3btYGpqqtLF3MLCApUrV8Y///yjbDt06BCMjIzw8uVLlQL4n3/+Qd26dZUFYkxMDKpVq4YlS5YgODgYfn5+OHnyJGrUqJHpAYkWLVrAxcUFW7ZsQUBAAACgV69emDNnDjp37qx8vlq0aIFnz5590fP15s0b1KtXD8HBwZg+fTq2bNmCggULom3btlk+V02aNMG0adMAAIsXL1a+35o0aQIAmD59Onr06AF3d3ds27YNCxYswIULF1CtWjXcuHHjs49drVo1xMXF4eeff0ZoaCjevHnzyW1XrlyJxo0bIz09HQEBAdi9ezcGDx6Mf//9V2W7lJQUNG3aFD4+Pti5cye6d++O+fPnY+bMmcpt3r59izp16mDt2rXw9fXF3r170bFjR8yaNQstWrRQbieEQLNmzTBnzhx06tQJe/fuha+vL9asWYO6det+9uDZ175HiYhyPEFERDnS6tWrBQBx+vRpkZycLJydnUWlSpVEenq6EEKI2rVrC3d3d+X2t2/fFgDE6tWr1R4LgJg0aZLy+qRJkwQAMXfuXJXtypcvLwCIbdu2KdtSUlKEjY2NaNGihbItJCREABAVKlRQ5hFCiDt37og8efKInj17KttKlSolPD09RUpKisrP+uGHH4S9vb1IS0tT2d/OnTtr9PyMGTNGABAnT55Uae/Xr59QKBTi2rVryrZixYqJJk2aaPS4xYoVEwDULlWqVBFxcXGfvW9qaqp49eqVyJs3r1iwYIGyvW3btsLExETEx8erbFuqVCkBQNy+fVsIIcTly5cFADF69GiVx/3rr78EANGlSxdlW58+fYSZmZm4e/euyrZz5swRAMTly5eFEEIMHDhQ5MuXT6N9/1hSUpKwsLAQVatWVbZ16dJFKBQKcfPmTWXbhAkThImJiXj79q0QQoiePXuKhg0birJly4rJkycLIYS4f/++ACCWLVuW6c9KT08XKSkp4u7duwKA2Llzp/K2jPern5+fyn2io6MFADFs2DCV9j///POLn68lS5ao/XwhhOjVq9cnP18f2rJliwAgQkJCVNqfPXsmTExMROPGjVXaY2NjhZGRkejQocNnH/ft27eiWbNmyvejvr6+8PT0FOPHjxePHj1Sbvfy5UthYWEhatSoofLZ/FiXLl0EALF582aV9saNGwtXV1fl9YCAgEy3mzlzpgAggoODhRBC7N+/XwAQs2bNUtlu06ZNaq977dq1Re3atZXXv+Y9SkQkBzzTTUQkA4aGhpgyZQrOnDmj1i37a/zwww8q10uXLg2FQoFGjRop2wwMDODi4pJpl+kOHTqodGstVqwYvLy8EBISAuB919WrV6/i559/BgDl2ePU1FQ0btwYcXFxuHbtmspjtmzZUqPshw8fhpubG6pUqaLS3rVrVwghvqpXQI0aNXD69GmcPn0a4eHhWLlyJR4/foy6deuqnMF+9eoVRo8eDRcXFxgYGMDAwABmZmZISkpS6TIcEhICHx8f2NnZKdv09fXVzp6GhoYCeN8D4UOtWrWCgYHqNCx79uxBnTp1UKhQIZXnNeO1y3isKlWqIDExEe3bt8fOnTu1moF98+bNePHiBbp3765s6969O4QQWL16tbLNx8cHb968wfHjxwG8P6Ndv3591KtXDwcPHlS2AUC9evWU93v06BH69u0LBwcHGBgYIE+ePChWrBgAZNrl+uP3Rsb7LOP9laFNmzZf/HyFhITA3NwcTZs2Vbl/hw4dPvtcZSUiIgJv3rxRGyLg4OCAunXr4tChQ5+9v5GREbZv344rV65g/vz5aNeuHR4/foypU6eidOnSys/R8ePH8eLFC/Tv3z/LuRAUCgV+/PFHlbayZcuqfNYPHz6MvHnzolWrVirbZexHRu6Mz9vH+9e6dWvkzZv3s/v3Ne9RIiI5YNFNRCQT7dq1Q4UKFTB+/PhMu95+CSsrK5XrhoaGMDU1hbGxsVr727dv1e5fsGDBTNsSEhIAAA8fPgQAjBgxAnny5FG59O/fHwDUvmBn1fU7Q0JCQqbbFipUSHn7l7K0tESlSpVQqVIleHl5oXv37tiwYQOio6Mxd+5c5XYdOnTAokWL0LNnTxw4cACnTp3C6dOnYWNjo9L9NyEh4ZPP1cf7BEClOAfeH/iwtrZWaXv48CF2796t9ry6u7sD+N/z2qlTJ6xatQp3795Fy5YtYWtri++++05ZDH/OypUrYWxsjIYNGyIxMRGJiYkoW7YsHB0dERgYiLS0NACAl5cXTE1N8c8//+DmzZu4c+eOsug+efIkXr16hX/++QfOzs7K7vnp6elo0KABtm3bhlGjRuHQoUM4deoUTpw4AQCZdp/++PXOeL4+fh6/5vlKSEhQe/4z+xnaysj6qfespu/X0qVLY+jQoVi/fj1iY2Mxb948JCQkYOLEiQDeD7sAgCJFimT5WJl91o2MjFQ+6xnv3Y8LeFtbWxgYGChzJyQkwMDAADY2NirbKRQKld8Jmfma9ygRkRxw9nIiIplQKBSYOXMm6tevj2XLlqndnvHl+eOxk19TfGYls8ml4uPjlQVPgQIFAABjx45VGf/5IVdXV5Xrms5Ubm1tjbi4OLX2Bw8eqPzs7FK2bFkAwPnz5wEAz58/x549ezBp0iSMGTNGuV1ycrLa8k3W1taffK4+3g54XyAWLlxY2Z6amqr2OhYoUABly5bF1KlTM82bcfABeD9OvFu3bkhKSsLRo0cxadIk/PDDD7h+/bryzPLHrl+/jrCwMABA0aJFM93mwIEDaNy4MQwNDVGjRg38888/KFKkCAoWLAgPDw84OzsDeD+h3aFDh1R6Vly6dAnnz59HYGAgunTpomy/efNmpj8LUH9vZDxf8fHx2fZ8WVtbZzoRmyYTqX1ORtZPvWe/5P2qUCgwbNgw/Prrr7h06RIAKIvej8dvfylra2ucPHkSQgiV5//Ro0dITU1V5ra2tkZqaioeP36sUngLIRAfH4/KlSt/9ud8yXuUiEgueKabiEhG6tWrh/r16+PXX3/Fq1evVG6zs7ODsbExLly4oNK+c+dOneX566+/VJYqunv3Lo4fPw5vb28A7wvqEiVK4Pz588ozxx9fPlz+SBs+Pj64cuUKzp07p9K+du1aKBQK1KlT54v3KzNRUVEA3p/hA94XPEIIGBkZqWy3YsUK5RngDHXq1MGhQ4eUZ/4BIC0tDZs2bVLZrlatWgCg1r5161a1GbZ/+OEHXLp0CcWLF8/0ef2w6M6QN29eNGrUCOPHj8e7d+9w+fLlT+5vxmRpy5cvR0hIiMpl3759yJMnD1atWqXcvl69ejh79iyCgoKUXcjz5s2LqlWr4vfff8eDBw9UupZnFHAfP39Lly79ZKaPZbzP/vzzT5X2zZs3f/HzlbE83K5du1Tuv2HDBo0yZezPx2fqq1WrBhMTE6xfv16l/d9//8Xhw4fh4+Pz2cfNrFgH3hfsL168UOb38vKCpaUlAgICsmUZMR8fH7x69Qo7duxQaV+7dq3y9g///Xj/goKCkJSUlOX+ZdDmPUpEJBc8001EJDMzZ85ExYoV8ejRI2XXWOB9EdOxY0esWrUKxYsXR7ly5XDq1CmNi4Uv8ejRIzRv3ly5lNSkSZNgbGyMsWPHKrdZunQpGjVqhO+//x5du3ZF4cKF8fTpU0RHR+PcuXPYsmXLF/3sYcOGYe3atWjSpAl+/fVXFCtWDHv37sUff/yBfv36fdVa2omJicpuzikpKYiOjsa0adNgZGSEAQMGAHg/a3etWrUwe/ZsFChQAI6OjggNDcXKlSuRL18+lcebMGECdu3ahbp168LPzw+mpqZYvHix2uzM7u7uaN++PebOnQt9fX3UrVsXly9fxty5c2FpaQk9vf8dK//1119x8OBBeHl5YfDgwXB1dcXbt29x584d7Nu3DwEBAShSpAh69eoFExMTVK9eHfb29oiPj8f06dNhaWn5ybOPqampWLt2LUqXLo2ePXtmus2PP/6IXbt2Kc9s+vj4IC0tDYcOHcKaNWuU29WrVw+TJk2CQqFA3bp1le2lSpVC8eLFMWbMGAghYGVlhd27d2vVpbh06dLo2LEj/P39kSdPHtSrVw+XLl3CnDlzYGFhobKtps9X586dMX/+fHTu3BlTp05FiRIlsG/fPhw4cECjTGXKlAEALFu2DObm5jA2NoaTkxOsra0xceJEjBs3Dp07d0b79u2RkJCAyZMnw9jYGJMmTfrs4/bu3RuJiYlo2bIlypQpA319fVy9ehXz58+Hnp6ecklBMzMzzJ07Fz179kS9evXQq1cv2NnZ4ebNmzh//jwWLVqk8fMLAJ07d8bixYvRpUsX3LlzBx4eHggLC8O0adPQuHFj5YGU+vXr4/vvv8fo0aPx4sULVK9eHRcuXMCkSZPg6emJTp06ffJnfMl7lIhIVqSbw42IiD7nw9nLP9ahQwcBQGX2ciGEeP78uejZs6ews7MTefPmFT/++KO4c+fOJ2cvf/z4scr9u3TpIvLmzav28z6eKT1j9vJ169aJwYMHCxsbG2FkZCRq1qwpzpw5o3b/8+fPizZt2ghbW1uRJ08eUbBgQVG3bl0REBCg0f5+yt27d0WHDh2EtbW1yJMnj3B1dRWzZ89Wzoie4WtmL9fX1xdFixYVrVq1EpGRkSrb/vvvv6Jly5Yif/78wtzcXDRs2FBcunRJFCtWTGXmbCGECA8PF1WrVhVGRkaiYMGCYuTIkWLZsmUqs5cL8X6Wal9fX2FrayuMjY1F1apVRUREhLC0tFSbpfvx48di8ODBwsnJSeTJk0dYWVmJihUrivHjx4tXr14JIYRYs2aNqFOnjrCzsxOGhoaiUKFCok2bNuLChQuffA527NghAAh/f/9PbpMxW3XGDPjp6emiQIECAoC4f/++yn7j/2e6/9iVK1dE/fr1hbm5ucifP79o3bq1iI2N1fj9KoQQycnJYvjw4WrPV2avgSbPlxD/e13NzMyEubm5aNmypTh+/LhGs5cLIYS/v79wcnIS+vr6avdZsWKFKFu2rDA0NBSWlpbip59+Us6c/jkHDhwQ3bt3F25ubsLS0lIYGBgIe3t70aJFCxEREaG2/b59+0Tt2rVF3rx5hampqXBzcxMzZ85U3v6pz3rGc/2hhIQE0bdvX2Fvby8MDAxEsWLFxNixY5Wz1Wd48+aNGD16tChWrJjIkyePsLe3F/369RPPnj1T2e7j2cu/5D1KRCQnCiGyoe8RERER6czx48dRvXp1/Pnnn189izYRERF9Wyy6iYiIcpCDBw8iIiICFStWhImJCc6fP48ZM2bA0tISFy5cUJttmoiIiHI2jukmIiLKQSwsLBAcHAx/f3+8fPkSBQoUQKNGjTB9+nQW3ERERDLEM91EREREREREOsIlw4iIiIiIiIh0hEU3ERERERERkY6w6CYiIiIiIiLSkf/cRGrp6el48OABzM3NoVAopI5DREREREREMiSEwMuXL1GoUCHo6X36fPZ/ruh+8OABHBwcpI5BREREREREucC9e/dQpEiRT97+nyu6zc3NAbx/YiwsLCROQ0RERERERHL04sULODg4KGvMT/nPFd0ZXcotLCxYdBMREREREdFXyWrYMidSIyIiIiIiItIRFt1EREREREREOsKim4iIiIiIiEhHWHQTERERERER6QiLbiIiIiIiIiIdYdFNREREREREpCMsuomIiIiIiIh0hEU3ERERERERkY6w6CYiIiIiIiLSEUmL7iVLlqBs2bKwsLCAhYUFqlWrhr///vuz9wkNDUXFihVhbGwMZ2dnBAQEfKO0RERERERERNqRtOguUqQIZsyYgTNnzuDMmTOoW7cufvrpJ1y+fDnT7W/fvo3GjRujZs2aiIyMxLhx4zB48GAEBQV94+REREREREREWVMIIYTUIT5kZWWF2bNno0ePHmq3jR49Grt27UJ0dLSyrW/fvjh//jwiIiI0evwXL17A0tISz58/h4WFRbblJiIiIiIiov8OTWvLHDOmOy0tDRs3bkRSUhKqVauW6TYRERFo0KCBStv333+PM2fOICUl5VvEJCIiIiIiItKYgdQBLl68iGrVquHt27cwMzPD9u3b4ebmlum28fHxsLOzU2mzs7NDamoqnjx5Ant7e7X7JCcnIzk5WXn9xYsX2bsDRERERERERJ8gedHt6uqKqKgoJCYmIigoCF26dEFoaOgnC2+FQqFyPaN3/MftGaZPn47Jkydnb2gimZqsyNmfhUliktQRvqmc/HrwtchZ/muvBxHlXvx9m3Pwtfh2JO9ebmhoCBcXF1SqVAnTp09HuXLlsGDBgky3LViwIOLj41XaHj16BAMDA1hbW2d6n7Fjx+L58+fKy71797J9H4iIiIiIiIgyI/mZ7o8JIVS6g3+oWrVq2L17t0pbcHAwKlWqhDx58mR6HyMjIxgZGWV7TiIiIiIiIqKsSHqme9y4cTh27Bju3LmDixcvYvz48Thy5Ah+/vlnAO/PUnfu3Fm5fd++fXH37l34+voiOjoaq1atwsqVKzFixAipdoGIiIiIiIjokyQ90/3w4UN06tQJcXFxsLS0RNmyZbF//37Ur18fABAXF4fY2Fjl9k5OTti3bx+GDRuGxYsXo1ChQli4cCFatmwp1S4QERERERERfZKkRffKlSs/e3tgYKBaW+3atXHu3DkdJSIiIiIiIiLKPpJPpEZERERERESUW7HoJiIiIiIiItIRFt1EREREREREOsKim4iIiIiIiEhHWHQTERERERER6QiLbiIiIiIiIiIdYdFNREREREREpCMsuomIiIiIiIh0hEU3ERERERERkY6w6CYiIiIiIiLSERbdRERERERERDrCopuIiIiIiIhIR1h0ExEREREREekIi24iIiIiIiIiHWHRTURERERERKQjLLqJiIiIiIiIdIRFNxEREREREZGOsOgmIiIiIiIi0hEW3UREREREREQ6wqKbiIiIiIiISEdYdBMRERERERHpCItuIiIiIiIiIh1h0U1ERERERESkIyy6iYiIiIiIiHSERTcRERERERGRjrDoJiIiIiIiItIRFt1EREREREREOsKim4iIiIiIiEhHWHQTERERERER6QiLbiIiIiIiIiIdYdFNREREREREpCMsuomIiIiIiIh0hEU3ERERERERkY6w6CYiIiIiIiLSERbdRERERERERDrCopuIiIiIiIhIR1h0ExEREREREekIi24iIiIiIiIiHWHRTURERERERKQjLLqJiIiIiIiIdIRFNxEREREREZGOsOgmIiIiIiIi0hEW3UREREREREQ6wqKbiIiIiIiISEckLbqnT5+OypUrw9zcHLa2tmjWrBmuXbv22fscOXIECoVC7XL16tVvlJqIiIiIiIhIM5IW3aGhoRgwYABOnDiBgwcPIjU1FQ0aNEBSUlKW97127Rri4uKUlxIlSnyDxERERERERESaM5Dyh+/fv1/l+urVq2Fra4uzZ8+iVq1an72vra0t8uXLp8N0RERERERERF8nR43pfv78OQDAysoqy209PT1hb28PHx8fhISE6DoaERERERERkdYkPdP9ISEEfH19UaNGDZQpU+aT29nb22PZsmWoWLEikpOTsW7dOvj4+ODIkSOZnh1PTk5GcnKy8vqLFy90kp+IiIiIiIjoYzmm6B44cCAuXLiAsLCwz27n6uoKV1dX5fVq1arh3r17mDNnTqZF9/Tp0zF58uRsz0tERERERESUlRzRvXzQoEHYtWsXQkJCUKRIEa3vX7VqVdy4cSPT28aOHYvnz58rL/fu3fvauEREREREREQakfRMtxACgwYNwvbt23HkyBE4OTl90eNERkbC3t4+09uMjIxgZGT0NTGJiIiIiIiIvoikRfeAAQOwYcMG7Ny5E+bm5oiPjwcAWFpawsTEBMD7M9X379/H2rVrAQD+/v5wdHSEu7s73r17h/Xr1yMoKAhBQUGS7QcRERERERFRZiQtupcsWQIA8Pb2VmlfvXo1unbtCgCIi4tDbGys8rZ3795hxIgRuH//PkxMTODu7o69e/eicePG3yo2ERERERERkUYk716elcDAQJXro0aNwqhRo3SUiIiIiIiIiCj75IiJ1IiIiIiIiIhyIxbdRERERERERDrCopuIiIiIiIhIR1h0ExEREREREekIi24iIiIiIiIiHWHRTURERERERKQjLLqJiIiIiIiIdIRFNxEREREREZGOsOgmIiIiIiIi0hEW3UREREREREQ6wqKbiIiIiIiISEdYdBMRERERERHpCItuIiIiIiIiIh1h0U1ERERERESkIyy6iYiIiIiIiHSERTcRERERERGRjrDoJiIiIiIiItIRFt1EREREREREOsKim4iIiIiIiEhHWHQTERERERER6QiLbiIiIiIiIiIdYdFNREREREREpCMsuomIiIiIiIh0hEU3ERERERERkY6w6CYiIiIiIiLSERbdRERERERERDrCopuIiIiIiIhIR1h0ExEREREREekIi24iIiIiIiIiHWHRTURERERERKQjLLqJiIiIiIiIdIRFNxEREREREZGOaF10r1mzBnv37lVeHzVqFPLlywcvLy/cvXs3W8MRERERERERyZnWRfe0adNgYmICAIiIiMCiRYswa9YsFChQAMOGDcv2gERERERERERyZaDtHe7duwcXFxcAwI4dO9CqVSv07t0b1atXh7e3d3bnIyIiIiIiIpItrc90m5mZISEhAQAQHByMevXqAQCMjY3x5s2b7E1HREREREREJGNan+muX78+evbsCU9PT1y/fh1NmjQBAFy+fBmOjo7ZnY+IiIiIiIhItrQ+07148WJUq1YNjx8/RlBQEKytrQEAZ8+eRfv27bM9IBEREREREZFcaX2mO1++fFi0aJFa++TJk7MlEBEREREREVFu8UXrdB87dgwdO3aEl5cX7t+/DwBYt24dwsLCsjUcERERERERkZxpXXQHBQXh+++/h4mJCc6dO4fk5GQAwMuXLzFt2rRsD0hEREREREQkV1oX3VOmTEFAQACWL1+OPHnyKNu9vLxw7ty5bA1HREREREREJGdaF93Xrl1DrVq11NotLCyQmJiYHZmIiIiIiIiIcgWti257e3vcvHlTrT0sLAzOzs7ZEoqIiIiIiIgoN9C66O7Tpw+GDBmCkydPQqFQ4MGDB/jzzz8xYsQI9O/fX6vHmj59OipXrgxzc3PY2tqiWbNmuHbtWpb3Cw0NRcWKFWFsbAxnZ2cEBARouxtEREREREREOqf1kmGjRo3C8+fPUadOHbx9+xa1atWCkZERRowYgYEDB2r1WKGhoRgwYAAqV66M1NRUjB8/Hg0aNMCVK1eQN2/eTO9z+/ZtNG7cGL169cL69esRHh6O/v37w8bGBi1bttR2d4iIiIiIiIh0RuuiGwCmTp2K8ePH48qVK0hPT4ebmxvMzMy0fpz9+/erXF+9ejVsbW1x9uzZTMeNA0BAQACKFi0Kf39/AEDp0qVx5swZzJkzh0U3ERERERER5ShfVHQDgKmpKSpVqpSdWfD8+XMAgJWV1Se3iYiIQIMGDVTavv/+e6xcuRIpKSkqM6oTERERERERSUnrort58+ZQKBRq7QqFAsbGxnBxcUGHDh3g6uqq1eMKIeDr64saNWqgTJkyn9wuPj4ednZ2Km12dnZITU3FkydPYG9vr3JbcnKyci1xAHjx4oVWuYiIiIiIiIi+lNZFt6WlJXbs2IF8+fKhYsWKEEIgMjISiYmJaNCgATZt2oSZM2fi0KFDqF69usaPO3DgQFy4cAFhYWFZbvtx0S+EyLQdeD9Z2+TJkzXOkZNMVuTs3JPEJI22437onqb7kFvk5NcC+G+9Hnwtcpbc8nrk5P3IDfsAcD9yktywDwB/3+Y0/7XXI6fTevbyggULokOHDrh16xaCgoKwbds2xMTEoGPHjihevDiio6PRpUsXjB49WuPHHDRoEHbt2oWQkBAUKVIky58fHx+v0vbo0SMYGBjA2tpabfuxY8fi+fPnysu9e/c0zkVERERERET0NbQ+071y5UqEh4dDT+9/9bqenh4GDRoELy8vTJs2DQMHDkTNmjWzfCwhBAYNGoTt27fjyJEjcHJyyvI+1apVw+7du1XagoODUalSpUzHcxsZGcHIyEiDPSMiIiIiIiLKXlqf6U5NTcXVq1fV2q9evYq0tDQAgLGxcaZdvT82YMAArF+/Hhs2bIC5uTni4+MRHx+PN2/eKLcZO3YsOnfurLzet29f3L17F76+voiOjsaqVauwcuVKjBgxQttdISIiIiIiItIprc90d+rUCT169MC4ceNQuXJlKBQKnDp1CtOmTVMWx6GhoXB3d8/ysZYsWQIA8Pb2VmlfvXo1unbtCgCIi4tDbGys8jYnJyfs27cPw4YNw+LFi1GoUCEsXLiQy4URERERERFRjqN10T1//nzY2dlh1qxZePjwIYD3s4cPGzZMOY67QYMGaNiwYZaPlTEB2ucEBgaqtdWuXRvnzp3TLjgRERERERHRN6Z10a2vr4/x48dj/PjxyuW3LCwsVLYpWrRo9qQjIiIiIiIikjGti+4PfVxsExEREREREdH/aFR0e3p6ajQxGgB2+yYiIiIiIiL6fxoV3c2aNVP+/+3bt/jjjz/g5uaGatWqAQBOnDiBy5cvo3///joJSURERERERCRHGhXdkyZNUv6/Z8+eGDx4MH777Te1be7du5e96YiIiIiIiIhkTOt1urds2aKybnaGjh07IigoKFtCEREREREREeUGWhfdJiYmCAsLU2sPCwuDsbFxtoQiIiIiIiIiyg20nr186NCh6NevH86ePYuqVasCeD+me9WqVfDz88v2gERERERERERypXXRPWbMGDg7O2PBggXYsGEDAKB06dIIDAxEmzZtsj0gERERERERkVx90Trdbdq0YYFNRERERERElAWtx3QTERERERERkWa0PtOdlpaG+fPnY/PmzYiNjcW7d+9Ubn/69Gm2hSMiIiIiIiKSM63PdE+ePBnz5s1DmzZt8Pz5c/j6+qJFixbQ09PDL7/8ooOIRERERERERPKkddH9559/Yvny5RgxYgQMDAzQvn17rFixAn5+fjhx4oQuMhIRERERERHJktZFd3x8PDw8PAAAZmZmeP78OQDghx9+wN69e7M3HREREREREZGMaV10FylSBHFxcQAAFxcXBAcHAwBOnz4NIyOj7E1HREREREREJGNaF93NmzfHoUOHAABDhgzBxIkTUaJECXTu3Bndu3fP9oBEREREREREcqX17OUzZsxQ/r9Vq1YoUqQIjh8/DhcXFzRt2jRbwxERERERERHJmdZF98eqVq2KqlWrZkcWIiIiIiIiolxF66I7ISEB1tbWAIB79+5h+fLlePPmDZo2bYqaNWtme0AiIiIiIiIiudJ4TPfFixfh6OgIW1tblCpVClFRUahcuTLmz5+PZcuWoU6dOtixY4cOoxIRERERERHJi8ZF96hRo+Dh4YHQ0FB4e3vjhx9+QOPGjfH8+XM8e/YMffr0URnvTURERERERPRfp3H38tOnT+Pw4cMoW7Ysypcvj2XLlqF///7Q03tftw8aNIhju4mIiIiIiIg+oPGZ7qdPn6JgwYIAADMzM+TNmxdWVlbK2/Pnz4+XL19mf0IiIiIiIiIimdJqnW6FQvHZ60RERERERET0P1rNXt61a1cYGRkBAN6+fYu+ffsib968AIDk5OTsT0dEREREREQkYxoX3V26dFG53rFjR7VtOnfu/PWJiIiIiIiIiHIJjYvu1atX6zIHERERERERUa6j1ZhuIiIiIiIiItIci24iIiIiIiIiHWHRTURERERERKQjLLqJiIiIiIiIdESjortChQp49uwZAODXX3/F69evdRqKiIiIiIiIKDfQqOiOjo5GUlISAGDy5Ml49eqVTkMRERERERER5QYaLRlWvnx5dOvWDTVq1IAQAnPmzIGZmVmm2/r5+WVrQCIiIiIiIiK50qjoDgwMxKRJk7Bnzx4oFAr8/fffMDBQv6tCoWDRTURERERERPT/NCq6XV1dsXHjRgCAnp4eDh06BFtbW50GIyIiIiIiIpI7jYruD6Wnp+siBxEREREREVGuo3XRDQAxMTHw9/dHdHQ0FAoFSpcujSFDhqB48eLZnY+IiIiIiIhItrRep/vAgQNwc3PDqVOnULZsWZQpUwYnT56Eu7s7Dh48qIuMRERERERERLKk9ZnuMWPGYNiwYZgxY4Za++jRo1G/fv1sC0dEREREREQkZ1qf6Y6OjkaPHj3U2rt3744rV65kSygiIiIiIiKi3EDrotvGxgZRUVFq7VFRUZzRnIiIiIiIiOgDWncv79WrF3r37o1bt27By8sLCoUCYWFhmDlzJoYPH66LjERERERERESypPWZ7okTJ8LPzw+///47ateujVq1amHRokX45ZdfMH78eK0e6+jRo/jxxx9RqFAhKBQK7Nix47PbHzlyBAqFQu1y9epVbXeDiIiIiIiISOe0PtOtUCgwbNgwDBs2DC9fvgQAmJubf9EPT0pKQrly5dCtWze0bNlS4/tdu3YNFhYWyus2NjZf9POJiIiIiIiIdOmL1unO8KXFdoZGjRqhUaNGWt/P1tYW+fLl+6qfTURERERERKRrWncvzwk8PT1hb28PHx8fhISEfHbb5ORkvHjxQuVCRERERERE9C3Iqui2t7fHsmXLEBQUhG3btsHV1RU+Pj44evToJ+8zffp0WFpaKi8ODg7fMDERERERERH9l31V9/JvzdXVFa6ursrr1apVw7179zBnzhzUqlUr0/uMHTsWvr6+yusvXrxg4U1ERERERETfhFZnulNSUlCnTh1cv35dV3m0VrVqVdy4ceOTtxsZGcHCwkLlQkRERERERPQtaFV058mTB5cuXYJCodBVHq1FRkbC3t5e6hhEREREREREarTuXt65c2esXLkSM2bM+Oof/urVK9y8eVN5/fbt24iKioKVlRWKFi2KsWPH4v79+1i7di0AwN/fH46OjnB3d8e7d++wfv16BAUFISgo6KuzEBEREREREWU3rYvud+/eYcWKFTh48CAqVaqEvHnzqtw+b948jR/rzJkzqFOnjvJ6xtjrLl26IDAwEHFxcYiNjVX52SNGjMD9+/dhYmICd3d37N27F40bN9Z2N4iIiIiIiIh0Tuui+9KlS6hQoQIAqI3t1rbbube3N4QQn7w9MDBQ5fqoUaMwatQorX4GERERERERkVS0LrqzWhebiIiIiIiIiN774nW6b968iQMHDuDNmzcA8Nkz1kRERERERET/RVoX3QkJCfDx8UHJkiXRuHFjxMXFAQB69uyJ4cOHZ3tAIiIiIiIiIrnSuugeNmwY8uTJg9jYWJiamirb27Zti/3792drOCIiIiIiIiI503pMd3BwMA4cOIAiRYqotJcoUQJ3797NtmBEREREREREcqf1me6kpCSVM9wZnjx5AiMjo2wJRURERERERJQbaF1016pVC2vXrlVeVygUSE9Px+zZs1XW3CYiIiIiIiL6r9O6e/ns2bPh7e2NM2fO4N27dxg1ahQuX76Mp0+fIjw8XBcZiYiIiIiIiGRJ6zPdbm5uuHDhAqpUqYL69esjKSkJLVq0QGRkJIoXL66LjERERERERESypPWZbgAoWLAgJk+enN1ZiIiIiIiIiHKVLyq6nz17hpUrVyI6OhoKhQKlS5dGt27dYGVlld35iIiIiIiIiGRL6+7loaGhcHJywsKFC/Hs2TM8ffoUCxcuhJOTE0JDQ3WRkYiIiIiIiEiWtD7TPWDAALRp0wZLliyBvr4+ACAtLQ39+/fHgAEDcOnSpWwPSURERERERCRHWp/pjomJwfDhw5UFNwDo6+vD19cXMTEx2RqOiIiIiIiISM60LrorVKiA6Ohotfbo6GiUL18+OzIRERERERER5QoadS+/cOGC8v+DBw/GkCFDcPPmTVStWhUAcOLECSxevBgzZszQTUoiIiIiIiIiGdKo6C5fvjwUCgWEEMq2UaNGqW3XoUMHtG3bNvvSEREREREREcmYRkX37du3dZ2DiIiIiIiIKNfRqOguVqyYrnMQERERERER5TpaLxkGAPfv30d4eDgePXqE9PR0ldsGDx6cLcGIiIiIiIiI5E7ronv16tXo27cvDA0NYW1tDYVCobxNoVCw6CYiIiIiIiL6f1oX3X5+fvDz88PYsWOhp6f1imNERERERERE/xlaV82vX79Gu3btWHATERERERERZUHryrlHjx7YsmWLLrIQERERERER5Spady+fPn06fvjhB+zfvx8eHh7IkyePyu3z5s3LtnBEREREREREcqZ10T1t2jQcOHAArq6uAKA2kRoRERERERERvad10T1v3jysWrUKXbt21UEcIiIiIiIiotxD6zHdRkZGqF69ui6yEBEREREREeUqWhfdQ4YMwe+//66LLERERERERES5itbdy0+dOoXDhw9jz549cHd3V5tIbdu2bdkWjoiIiIiIiEjOtC668+XLhxYtWugiCxEREREREVGuonXRvXr1al3kICIiIiIiIsp1tB7TTURERERERESa0fpMt5OT02fX475169ZXBSIiIiIiIiLKLbQuuocOHapyPSUlBZGRkdi/fz9GjhyZXbmIiIiIiIiIZE/ronvIkCGZti9evBhnzpz56kBEREREREREuUW2jelu1KgRgoKCsuvhiIiIiIiIiGQv24rurVu3wsrKKrsejoiIiIiIiEj2tO5e7unpqTKRmhAC8fHxePz4Mf74449sDUdEREREREQkZ1oX3c2aNVO5rqenBxsbG3h7e6NUqVLZlYuIiIiIiIhI9rQuuidNmqSLHERERERERES5TraN6SYiIiIiIiIiVRqf6dbT01MZy50ZhUKB1NTUrw5FRERERERElBtoXHRv3779k7cdP34cv//+O4QQ2RKKiIiIiIiIKDfQuHv5Tz/9pHZxdXVFYGAg5s6di9atW+PatWta/fCjR4/ixx9/RKFChaBQKLBjx44s7xMaGoqKFSvC2NgYzs7OCAgI0OpnEhEREREREX0rXzSm+8GDB+jVqxfKli2L1NRUREVFYc2aNShatKhWj5OUlIRy5cph0aJFGm1/+/ZtNG7cGDVr1kRkZCTGjRuHwYMHIygo6Et2g4iIiIiIiEintJq9/Pnz55g2bRp+//13lC9fHocOHULNmjW/+Ic3atQIjRo10nj7gIAAFC1aFP7+/gCA0qVL48yZM5gzZw5atmz5xTmIiIiIiIiIdEHjM92zZs2Cs7Mz9uzZg7/++gvHjx//qoL7S0RERKBBgwYqbd9//z3OnDmDlJSUTO+TnJyMFy9eqFyIiIiIiIiIvgWNz3SPGTMGJiYmcHFxwZo1a7BmzZpMt9u2bVu2hftYfHw87OzsVNrs7OyQmpqKJ0+ewN7eXu0+06dPx+TJk3WWiYiIiIiIiOhTNC66O3funOWSYd/CxxkyZkz/VLaxY8fC19dXef3FixdwcHDQXUAiIiIiIiKi/6dx0R0YGKjDGJopWLAg4uPjVdoePXoEAwMDWFtbZ3ofIyMjGBkZfYt4RERERERERCq+aPZyqVSrVg0HDx5UaQsODkalSpWQJ08eiVIRERERERERZU7SovvVq1eIiopCVFQUgPdLgkVFRSE2NhbA+67hnTt3Vm7ft29f3L17F76+voiOjsaqVauwcuVKjBgxQor4RERERERERJ+l1ZJh2e3MmTOoU6eO8nrG2OsuXbogMDAQcXFxygIcAJycnLBv3z4MGzYMixcvRqFChbBw4UIuF0ZEREREREQ5kqRFt7e3t3IitMxkNo68du3aOHfunA5TEREREREREWUPWY3pJiIiIiIiIpITFt1EREREREREOsKim4iIiIiIiEhHWHQTERERERER6QiLbiIiIiIiIiIdYdFNREREREREpCMsuomIiIiIiIh0hEU3ERERERERkY6w6CYiIiIiIiLSERbdRERERERERDrCopuIiIiIiIhIR1h0ExEREREREekIi24iIiIiIiIiHWHRTURERERERKQjLLqJiIiIiIiIdIRFNxEREREREZGOsOgmIiIiIiIi0hEW3UREREREREQ6wqKbiIiIiIiISEdYdBMRERERERHpCItuIiIiIiIiIh1h0U1ERERERESkIyy6iYiIiIiIiHSERTcRERERERGRjrDoJiIiIiIiItIRFt1EREREREREOsKim4iIiIiIiEhHWHQTERERERER6QiLbiIiIiIiIiIdYdFNREREREREpCMsuomIiIiIiIh0hEU3ERERERERkY6w6CYiIiIiIiLSERbdRERERERERDrCopuIiIiIiIhIR1h0ExEREREREekIi24iIiIiIiIiHWHRTURERERERKQjLLqJiIiIiIiIdIRFNxEREREREZGOsOgmIiIiIiIi0hEW3UREREREREQ6wqKbiIiIiIiISEdYdBMRERERERHpiORF9x9//AEnJycYGxujYsWKOHbs2Ce3PXLkCBQKhdrl6tWr3zAxERERERERkWYkLbo3bdqEoUOHYvz48YiMjETNmjXRqFEjxMbGfvZ+165dQ1xcnPJSokSJb5SYiIiIiIiISHOSFt3z5s1Djx490LNnT5QuXRr+/v5wcHDAkiVLPns/W1tbFCxYUHnR19f/RomJiIiIiIiINCdZ0f3u3TucPXsWDRo0UGlv0KABjh8//tn7enp6wt7eHj4+PggJCfnstsnJyXjx4oXKhYiIiIiIiOhbkKzofvLkCdLS0mBnZ6fSbmdnh/j4+EzvY29vj2XLliEoKAjbtm2Dq6srfHx8cPTo0U/+nOnTp8PS0lJ5cXBwyNb9ICIiIiIiIvoUA6kDKBQKletCCLW2DK6urnB1dVVer1atGu7du4c5c+agVq1amd5n7Nix8PX1VV5/8eIFC28iIiIiIiL6JiQ7012gQAHo6+urndV+9OiR2tnvz6latSpu3LjxyduNjIxgYWGhciEiIiIiIiL6FiQrug0NDVGxYkUcPHhQpf3gwYPw8vLS+HEiIyNhb2+f3fGIiIiIiIiIvpqk3ct9fX3RqVMnVKpUCdWqVcOyZcsQGxuLvn37AnjfNfz+/ftYu3YtAMDf3x+Ojo5wd3fHu3fvsH79egQFBSEoKEjK3SAiIiIiIiLKlKRFd9u2bZGQkIBff/0VcXFxKFOmDPbt24dixYoBAOLi4lTW7H737h1GjBiB+/fvw8TEBO7u7ti7dy8aN24s1S4QERERERERfZLkE6n1798f/fv3z/S2wMBAleujRo3CqFGjvkEqIiIiIiIioq8n2ZhuIiIiIiIiotyORTcRERERERGRjrDoJiIiIiIiItIRFt1EREREREREOsKim4iIiIiIiEhHWHQTERERERER6QiLbiIiIiIiIiIdYdFNREREREREpCMsuomIiIiIiIh0hEU3ERERERERkY6w6CYiIiIiIiLSERbdRERERERERDrCopuIiIiIiIhIR1h0ExEREREREekIi24iIiIiIiIiHWHRTURERERERKQjLLqJiIiIiIiIdIRFNxEREREREZGOsOgmIiIiIiIi0hEW3UREREREREQ6wqKbiIiIiIiISEdYdBMRERERERHpCItuIiIiIiIiIh1h0U1ERERERESkIyy6iYiIiIiIiHSERTcRERERERGRjrDoJiIiIiIiItIRFt1EREREREREOsKim4iIiIiIiEhHWHQTERERERER6QiLbiIiIiIiIiIdYdFNREREREREpCMsuomIiIiIiIh0hEU3ERERERERkY6w6CYiIiIiIiLSERbdRERERERERDrCopuIiIiIiIhIR1h0ExEREREREekIi24iIiIiIiIiHWHRTURERERERKQjLLqJiIiIiIiIdIRFNxEREREREZGOsOgmIiIiIiIi0hHJi+4//vgDTk5OMDY2RsWKFXHs2LHPbh8aGoqKFSvC2NgYzs7OCAgI+EZJiYiIiIiIiLQjadG9adMmDB06FOPHj0dkZCRq1qyJRo0aITY2NtPtb9++jcaNG6NmzZqIjIzEuHHjMHjwYAQFBX3j5ERERERERERZk7TonjdvHnr06IGePXuidOnS8Pf3h4ODA5YsWZLp9gEBAShatCj8/f1RunRp9OzZE927d8ecOXO+cXIiIiIiIiKirElWdL979w5nz55FgwYNVNobNGiA48ePZ3qfiIgIte2///57nDlzBikpKTrLSkRERERERPQlDKT6wU+ePEFaWhrs7OxU2u3s7BAfH5/pfeLj4zPdPjU1FU+ePIG9vb3afZKTk5GcnKy8/vz5cwDAixcvvnYXdO4t3kod4bM0fQ65H7qXG/YB4H7kJLlhHwDuR06TG/YjN+wDwP3ISXLDPgDcj5xGk/3IDfsgtYyMQojPbygkcv/+fQFAHD9+XKV9ypQpwtXVNdP7lChRQkybNk2lLSwsTAAQcXFxmd5n0qRJAgAvvPDCCy+88MILL7zwwgsvvGT75d69e5+tfSU7012gQAHo6+urndV+9OiR2tnsDAULFsx0ewMDA1hbW2d6n7Fjx8LX11d5PT09HU+fPoW1tTUUCsVX7oV8vHjxAg4ODrh37x4sLCykjvPFcsN+5IZ9ALgfOU1u2I/csA8A9yMnyQ37AHA/cprcsB+5YR8A7kdOkhv24UsIIfDy5UsUKlTos9tJVnQbGhqiYsWKOHjwIJo3b65sP3jwIH766adM71OtWjXs3r1bpS04OBiVKlVCnjx5Mr2PkZERjIyMVNry5cv3deFlzMLCIld8EHLDfuSGfQC4HzlNbtiP3LAPAPcjJ8kN+wBwP3Ka3LAfuWEfAO5HTpIb9kFblpaWWW4j6ezlvr6+WLFiBVatWoXo6GgMGzYMsbGx6Nu3L4D3Z6k7d+6s3L5v3764e/cufH19ER0djVWrVmHlypUYMWKEVLtARERERERE9EmSnekGgLZt2yIhIQG//vor4uLiUKZMGezbtw/FihUDAMTFxams2e3k5IR9+/Zh2LBhWLx4MQoVKoSFCxeiZcuWUu0CERERERER0SdJWnQDQP/+/dG/f/9MbwsMDFRrq127Ns6dO6fjVLmPkZERJk2apNbVXm5yw37khn0AuB85TW7Yj9ywDwD3IyfJDfsAcD9ymtywH7lhHwDuR06SG/ZBlxRCZDW/ORERERERERF9CUnHdBMRERERERHlZiy6iYiIiIiIiHSERTcRERERERGRjrDoJiIiIiIiItIRyWcvJ9LG27dvYWxsLHUMIsomt2/fhpOTk9Qx6P8lJSUhNDQUsbGxePfuncptgwcPligVEVHul5iYiHz58kkdg3SEs5fnYkeOHIG3t7fUMb5aeno6pk6dioCAADx8+BDXr1+Hs7MzJk6cCEdHR/To0UPqiFkKDAxEmzZtYGpqKnWUbPHu3Ts8evQI6enpKu1FixaVKJF29PX1ERcXB1tbW5X2hIQE2NraIi0tTaJk2klLS8P27dsRHR0NhUKBUqVKoVmzZjAwkM/xVH19fdSqVQs9evRAq1atZHtQ7d69e3BwcMj0thMnTqBq1arfOJH2IiMj0bhxY7x+/RpJSUmwsrLCkydPYGpqCltbW9y6dUvqiF+EB2uJMvfixQscPnwYrq6uKF26tNRxPmvXrl0ab9u0aVMdJskeM2fOhKOjI9q2bQsAaNOmDYKCglCwYEHs27cP5cqVkzghZTcW3bmYsbExChcujG7duqFLly6f/EKY0/36669Ys2YNfv31V/Tq1QuXLl2Cs7MzNm/ejPnz5yMiIkLqiFmyt7dHUlISWrdujR49esDLy0vqSF/kxo0b6N69O44fP67SLoSAQqGQTbGqp6eH+Ph4taL7wYMHKF68ON68eSNRMs1dunQJP/30E+Lj4+Hq6goAuH79OmxsbLBr1y54eHhInFAzly5dwqpVq/Dnn38iOTkZbdu2RY8ePVClShWpo2mlVKlSCA8Ph7W1tUp7eHg4mjRpgsTERGmCacHb2xslS5bEkiVLkC9fPpw/fx558uRBx44dMWTIELRo0ULqiBrLDQdrgff7cfPmzUwPctaqVUuiVNqLiYnB6tWrERMTgwULFsDW1hb79++Hg4MD3N3dpY6nke7du2PBggUwNzdXaU9KSsKgQYOwatUqiZJprk2bNqhVqxYGDhyIN2/eoFy5crhz5w6EENi4cSNatmwpdcRP0tNTHRGrUCjwYQmjUCiU/5fDdxFnZ2esX78eXl5eOHjwINq0aYNNmzZh8+bNiI2NRXBwsNQRP0mbvwXbtm3TYRJ54ZjuXOzBgwcYMmQItm3bBicnJ3z//ffYvHmzWpfBnG7t2rVYtmwZfv75Z+jr6yvby5Yti6tXr0qYTHP//vsv1q9fj2fPnqFOnTooVaoUZs6cifj4eKmjaaVr167Q09PDnj17cPbsWZw7dw7nzp1DZGQkzp07J3W8LC1cuBALFy6EQqHAihUrlNcXLlyI+fPnY8CAAShVqpTUMTXSs2dPuLu7499//1W+Dvfu3UPZsmXRu3dvqeNprEyZMpg3bx7u37+P1atXIz4+HjVq1IC7uzvmzZuHx48fSx1RIzVr1kSDBg3w8uVLZdvRo0fRuHFjTJo0ScJkmouKisLw4cOhr68PfX19JCcnw8HBAbNmzcK4ceOkjqeVKVOmIDAwELNmzYKhoaGy3cPDAytWrJAwmeZOnDgBFxcXlC5dGrVq1YK3t7fyUqdOHanjaSw0NBQeHh44efIktm3bhlevXgEALly4IJvPBgCsWbMm0wOyb968wdq1ayVIpL2jR4+iZs2aAIDt27dDCIHExEQsXLgQU6ZMkTjd56WnpysvwcHBKF++PP7++28kJibi+fPn2LdvHypUqID9+/dLHVUjcXFxypNhe/bsQZs2bdCgQQOMGjUKp0+fljjd51laWmp8oQ8I+k+IjIwUgwYNEgUKFBBWVlZi0KBBIioqSupYGjE2NhZ37twRQghhZmYmYmJihBBCXL58WeTNm1fKaF/k4cOHYu7cucLDw0PkyZNH/Pjjj2LHjh0iLS1N6mhZMjU1FdHR0VLH+GKOjo7C0dFRKBQK4eDgoLzu6OgoSpYsKRo0aCBOnDghdUyNGBsbi0uXLqm1X7x4URgbG0uQKHu8fftWzJs3TxgZGQmFQiEMDQ1Fp06dxIMHD6SO9lnp6emiZcuWombNmuLNmzfi8OHDwszMTPj7+0sdTWMFChQQ165dE0IIUbJkSbF//34hhBDR0dHCxMREymhaK168uPjnn3+EEKp/N6Kjo0W+fPmkjKaxcuXKidatW4srV66IZ8+eicTERJWLXFStWlXMnTtXCKH6Wpw6dUoUKlRIymgaef78uUhMTBQKhULcvHlTPH/+XHl5+vSpWLNmjbC3t5c6pkaMjY1FbGysEEKITp06idGjRwshhLh7966svk+5u7uLY8eOqbUfPXpUlCpVSoJE2rO3txfh4eFCiPe/bzdv3iyEEOLq1avC3NxcymikI/IZ+EdfpXz58hgzZgysrKwwY8YMrFq1Cn/88QeqVauGgICAHN29y93dHceOHUOxYsVU2rds2QJPT0+JUn05W1tbVK9eHdeuXcP169dx8eJFdO3aFfny5cPq1atz9Dh8Nzc3PHnyROoYX+z27dsAgDp16mDbtm3Inz+/xIm+nKurKx4+fKj22X306BFcXFwkSvXlzpw5g1WrVmHjxo3ImzcvRowYgR49euDBgwfw8/PDTz/9hFOnTkkd85MUCgX++usvNGnSBD4+Prhw4QKmT5+OgQMHSh1NY56enjhz5gxKliyJOnXqwM/PD0+ePMG6detkM1whw/379zP9HKSnpyMlJUWCRNq7ceMGtm7dKsvP84cuXryIDRs2qLXb2NggISFBgkTayZcvHxQKBRQKBUqWLKl2u0KhwOTJkyVIpj0HBwdERETAysoK+/fvx8aNGwEAz549k9W8BzExMZmeRbW0tMSdO3e+faAv0KJFC3To0AElSpRAQkICGjVqBOB9jyM5fuYfP36Ma9euKT8nNjY2UkfKeaSu+km33r17J7Zs2SIaNWokDAwMRNWqVcXy5cvFq1evRGxsrGjfvr0oXbq01DE/a9euXcLS0lLMmDFDmJqaitmzZ4uePXsKQ0NDERwcLHU8jcXHx4vZs2cLNzc3YWxsLNq1aycOHjwohBDi9evXwtfXVxQtWlTilOo+PKp/6NAhUa1aNRESEiKePHmictvz58+ljvrFUlNTRWRkpHj69KnUUT7rw+d67969wt3dXWzZskXcu3dP3Lt3T2zZskV4eHiIvXv3Sh1VY3PnzhVlypQRefLkET/99JPYvXu3Wq+PGzduCH19fYkSftr58+fVLmFhYcLBwUH07dtXpV0OTp8+LQ4fPiyEEOLRo0eiUaNGwtzcXHh6esqmZ1SGihUrinXr1gkhVM+u/vLLL6JGjRpSRtNYnTp1xN9//y11jK9WuHBh5Rm9D1+Lbdu2CWdnZymjaeTIkSMiJCREKBQKsW3bNnHkyBHl5fjx4+L+/ftSR9TY4sWLhYGBgciXL58oW7as8nftwoULhbe3t8TpNFezZk1Rt25dlR5QcXFxol69eqJWrVoSJtPcu3fvxOzZs8XgwYPFuXPnlO3z588Xy5cvlzCZdl69eiW6desm9PX1hUKhEAqFQhgYGIju3buLpKQkqePlKCy6c7GBAwcKa2trYW1tLYYMGSIuXryots3du3eFQqGQIJ129u/fL2rVqiXy5s0rTExMRPXq1cWBAwekjqWxH374QeTJk0e4u7uL+fPni4SEBLVt7t+/nyNfC4VCIfT09JSXj69/2CYXQ4YMEStWrBBCvC+4vby8hEKhEHnz5hUhISHShvuMzF6LD9s+vC4XLi4uYtq0aSIuLu6T2yQnJ4vAwMBvmEozGc91xvP+8XU5fjZyi9xwsHbbtm3Czc1NrF69Wpw5c0btAI9cjBw5UtSoUUPExcUJc3NzcePGDREWFiacnZ3FL7/8InU8jd25c0ekp6dLHeOrnT59Wmzbtk28fPlS2bZnzx4RFhYmYSrtXL9+XXmwtnjx4qJ48eLK71g3btyQOt5/Su/evYWzs7PYt2+fykmB4sWLi759+0odL0fh7OW5mI+PD3r27ImWLVuqTCTzodTUVISHh6N27drfON1/S48ePdCzZ09Uq1btk9sIIRAbG6vWjV5qoaGhGm8rl/dR4cKFsXPnTlSqVAk7duzAgAEDEBISgrVr1yIkJATh4eFSR8xUbnwt5Ozu3bsab5vTPtf/BQcOHMC0adNw9uxZpKeno0KFCvDz80ODBg2kjqaRj2drBv43Y7OcVotISUlB165dsXHjRgghYGBggLS0NHTo0AGBgYEqE6TmZKtXr4aZmRlat26t0r5lyxa8fv0aXbp0kSiZ9t69e4fbt2+jePHislpi8kPp6en4559/cPXqVQgh4Obmhnr16qnMYp7TrVu3DkuXLsWtW7cQERGBYsWKwd/fH05OTvjpp5+kjqeRAgUKYOvWrWpDI0NCQtCmTRvZTIb6LbDophyve/fuqF27ttoftBcvXmDo0KGyWKYjt4iNjYWDg4PaHzUhBO7duyebdbqNjY1x8+ZNFClSBL1794apqSn8/f1x+/ZtlCtXDi9evJA64n/K27dvceHChUyXRZLDequ5xcOHDzFixAgcOnQIjx49wsdfD+RS5OUWWR3UkduBnJiYGERGRiI9PR2enp4oUaKE1JG04urqioCAALWZ40NDQ9G7d29cu3ZNomSae/36NQYNGoQ1a9YAgHIpvcGDB6NQoUIYM2aMxAmzlpqaCmNjY0RFRaFMmTJSx/liS5YsgZ+fH4YOHYqpU6cql8MNDAzEmjVrEBISInVEjZiamuLs2bNq67xfvnwZVapUQVJSkkTJch4W3bnc/fv3ER4enumX2cGDB0uUSjt6enowMTFBjx494O/vrzz6//DhQxQqVEg2XwSTkpIQGhqK2NhYtWXb5PJa6OvrIy4uTm1964SEBNja2srmtShWrBiWL18OHx8fODk54Y8//sAPP/yAy5cvo0aNGnj27JnUETX2+vXrTN9TZcuWlSiRdvbv349OnTplOqGSnM7mTZ8+HXZ2dujevbtK+6pVq/D48WOMHj1aomSaa9SoEWJjYzFw4EDY29urHVyTy5kXylmOHj2KUqVKqf3dSElJQUREhGzWGzc2NsbVq1fh6Oio0n7nzh2ULl060+XEcpohQ4YgPDwc/v7+aNiwIS5cuABnZ2fs2rULkyZNQmRkpNQRNVK8eHFs27YN5cqVkzrKF3Nzc8O0adPQrFkzmJub4/z583B2dsalS5fg7e0tm0lrfXx8YG1tjbVr1yon43vz5g26dOmCp0+f4p9//pE4Yc4hzz4lpJHVq1ejb9++MDQ0hLW1tcoXKIVCIZtCDwD27t2LXr16ITo6Gps3b5bdrNORkZFo3LgxXr9+jaSkJFhZWeHJkycwNTWFra2tbF6LjG6NH3v16pWsZj7t1q0b2rRpoyws6tevDwA4efKkbNbpfvz4Mbp164a///4709vlUqwOHDgQbdq0gZ+fH+zs7KSO88WWLl2a6QzN7u7uaNeunSyK7rCwMBw7dgzly5eXOsoXyZ8/v8ZdS58+farjNNkjJiYG/v7+iI6OhkKhQOnSpTFkyBAUL15c6mga8/b2hp2dHbZt26YyxOrp06eoU6eObH5X2dra4sKFC2pF9/nz52FtbS1NKC3t2LEDmzZtQtWqVVU+K25uboiJiZEwmXYmTJiAsWPHYv369bCyspI6zhe5fft2pivwGBkZyers8IIFC9CwYUMUKVIE5cqVg0KhQFRUFIyNjXHgwAGp4+UoLLpzMT8/P/j5+WHs2LGZjg2TEzc3N5w4cQItW7ZE5cqVsXv3bln9oh02bBh+/PFHLFmyBPny5cOJEyeQJ08edOzYEUOGDJE6XpZ8fX0BvD9YM3HiRJiamipvS0tLw8mTJ2X1Rf2XX35BmTJlcO/ePbRu3RpGRkYA3p/Jl0P3OgAYOnQonj17hhMnTqBOnTrYvn07Hj58iClTpmDu3LlSx9PYo0eP4OvrK+uCGwDi4+Nhb2+v1m5jY4O4uDgJEmnPwcFBrUu5nPj7+0sdIVsdOHAATZs2Rfny5VG9enUIIXD8+HG4u7tj9+7dyoOFctCuXTv4+Pjgjz/+QNeuXZXtcnq/tWvXDoMHD4a5ubny7HxoaCiGDBmCdu3aSZxOM48fP1brcQC874knp7HQCxcuxM2bN1GoUCEUK1YMefPmVbn93LlzEiXTnJOTE6KiotSGifz9999wc3OTKJX2ypQpgxs3bmD9+vXK8fXt2rXDzz//DBMTE6nj5SgsunOx169fo127drIvuDP+EFhbW+Off/5B3759UbVqVcyZM0fiZJqLiorC0qVLoa+vD319fSQnJ8PZ2RmzZs1Cly5d0KJFC6kjflZGlzMhBC5evKgyMZ+hoSHKlSuHESNGSBXvi7Rq1QrA+/HEGeQ0Ec7hw4exc+dOVK5cGXp6eihWrBjq168PCwsLTJ8+HU2aNJE6okZatWqFI0eOyOrMXWYcHBwQHh4OJycnlfbw8HAUKlRIolTa8ff3x5gxY7B06VK1s3lyIKfPrybGjBmDYcOGYcaMGWrto0ePlk3RrVAoMHbsWNSsWRNdunTBhQsXlAcG5VToTZkyBXfv3oWPj49y8rH09HR07twZ06ZNkzidZipXroy9e/di0KBBAP73/C9fvvyzE73mNM2aNZM6wlcbOXIkBgwYgLdv30IIgVOnTuGvv/7C9OnTsWLFCqnjacXExAS9evWSOkaOx6I7F+vRowe2bNkimzN3n/LhkXADAwOsWLECbm5u6N+/v4SptJMnTx7lHzc7OzvExsaidOnSsLS0RGxsrMTpspYxoUe3bt2wYMECWFhYSJzo66SlpWHatGkICAjAw4cPlZPJTJw4EY6OjujRo4fUEbOUlJSkPGNhZWWFx48fo2TJkvDw8JDFUf4MixYtQuvWrXHs2DF4eHggT548KrfLZehFz549MXToUKSkpKBu3boAgEOHDmHUqFEYPny4xOk+7eMu2UlJSShevDhMTU3VXgu5dMkGkOXvVTlM+pgxnOpj3bt3l9VZ/Yy/4S1atFDOynzlyhUsWLBA4mTaMTQ0xKZNm/Dbb7/h/PnzMDExgYeHh6wmtJs+fToaNmyIK1euIDU1FQsWLMDly5cRERGh1eoYUps0aZLUEb5at27dkJqailGjRuH169fo0KEDChcujAULFsim50SG3DAM5ltg0Z2LTZ8+HT/88AP279+f6ZfZefPmSZRMOyEhIWpdyX19fVG2bNkcu7TTxzw9PXHmzBmULFkSderUgZ+fH548eYJ169bBw8ND6ngaW716tdQRssXUqVOxZs0azJo1S+XorIeHB+bPny+LotvV1RXXrl2Do6Mjypcvrzw7GRAQkGk355xqw4YNOHDgAExMTHDkyBHZzj0xatQoPH36FP3791dOamdsbIzRo0dj7NixEqf7NDkVb9pwdHT87FlUOYwjtrGxQVRUlNos31FRUZl2EZYDT09PnDp1Cs2aNYOPj4/Ucb6Io6MjhBCyXG7Ly8sL4eHhmDNnDooXL47g4GBUqFABERERsvouklv06tULvXr1wpMnT5Ceni7Lz3VuGgaja5y9PBf77bffMGnSJLi6usLOzk7ty+zhw4clTPffcubMGbx8+RJ16tTB48eP0aVLF4SFhcHFxQWrV6/O0TNwtmjRAoGBgbCwsMiyG/y2bdu+Uaqv4+LigqVLl8LHx0dl1tCrV6+iWrVqspi9/M8//1SufxsZGYnvv/8eCQkJMDQ0RGBgINq2bSt1RI0ULFgQgwcPxpgxY2Q/FAZ4P6lgdHQ0TExMUKJECeV8AfRtnT9/XuV6SkoKIiMjMW/ePEydOjXHD+kBgF9//RXz58/HmDFj4OXlBYVCgbCwMMycORPDhw/HhAkTpI6okW7dumHhwoUwNzdXtiUnJ6N37944evQobt++LWE6zeWG5bZyi7S0NMyfPx+bN2/OdPUOOfXKkTtPT098//33mQ6DCQ4OllXPO11j0Z2L5c+fH/Pnz1eZtEQufH198dtvvyFv3rzKSbw+RS5n7OXqwy9M3bp1++y2cjkTbmJigqtXr6JYsWIqRfeVK1dQpUoVvHr1SuqIWnv9+jWuXr2KokWLokCBAlLH0ZiVlRVOnz7NbmgS0WZNerkPKwHer4Qxe/ZsHDlyROooWRJCwN/fH3PnzsWDBw8AAIUKFcLIkSMxePBgWY2Hzg3kutxWbvyM+/n5YcWKFfD19cXEiRMxfvx43LlzBzt27ICfn1+O7SFVoUIFHDp0CPnz54enp+dnP8NyKVaNjY1x8eJFtR45169fR9myZVXmzfmvk1e/GNKKkZERqlevLnWMLxIZGYmUlBTl/z9FLl86li9fDm9vb7VfSnLwYSEtl6I6K+7u7jh27JjaWLwtW7ZkuoSHHJiamqJChQpSx9Baly5dsGnTJowbN07qKF/t9OnT2LJlS6ZnXnJqL5B8+fJp/HtUDl2ys1KyZEmcPn1a6hgaUSgUGDZsGIYNG4aXL18CgMrZYrk4evToJ29TKBSoWbPmN0zz5eS63FZu/Iz/+eefWL58OZo0aYLJkyejffv2KF68OMqWLYsTJ07k2KL7p59+UvZ+yg2TwQG5cxiMrrDozsWGDBmC33//HQsXLpQ6itYyJu76+P9yNXfuXPTt2xd2dnaoXbs2vL29Ubt2bdmsCZ3bTJo0CZ06dcL9+/eRnp6Obdu24dq1a1i7di327NkjdbxPyqrXx4fk0gMkLS0Ns2bNwoEDB1C2bFnZzj2xceNGdO7cGQ0aNMDBgwfRoEED3LhxA/Hx8WjevLnU8T7pw9+vd+7cwZgxY9C1a1flTMYRERFYs2YNpk+fLlXEL/Lx2T0hBOLi4vDLL7/I8uCnHIvtDN7e3mptHxaBcin05LrcVm78jMfHxyvHoJuZmeH58+cAgB9++AETJ06UMtpnfTgBXG6YDA54Py69d+/euHXrVqbDYOh/2L08F2vevDkOHz4Ma2truLu7q32ZzalnXnKr+Ph4hISEIDQ0FEeOHMGNGzdgY2MDb29vbNy4Uep4GklISICfnx9CQkLw6NEjpKenq9wup3FUBw4cwLRp03D27Fmkp6ejQoUK8PPzQ4MGDaSO9kl16tTRaDs5zdnwuX2S036ULVsWffr0wYABA5RDFpycnNCnTx/Y29tj8uTJUkfMko+PD3r27In27durtG/YsAHLli2TRZfsDHp6emqFkBACDg4O2LhxoyyWR/pU91OFQgFjY2O4uLiga9euGv9ekEpGQZQhY3z9xIkTMXXqVNlMqFa7dm20atUKgwYNgrm5OS5cuAAnJycMHDgQN2/exP79+6WOmKXc8hl3dXXF2rVr8d1336FmzZpo0qQJxowZg02bNmHQoEF49OiR1BH/MzgMRnMsunMxOY+/1WaSG7kdPEhKSkJYWBg2btyI9evXQwiB1NRUqWNppFGjRoiJiUGPHj3UJucDct86uUSayps3Ly5fvgxHR0cUKFAAISEh8PDwQHR0NOrWrYu4uDipI2bJ1NQU58+fz3RsXvny5fH69WuJkmnv4+WP9PT0YGNjAxcXF9nMOD127FgsWbIEHh4eqFKlCoQQOHPmDC5cuICuXbviypUrOHToELZt24affvpJ6rhaO3r0KIYNG4azZ89KHUUjx48fR8OGDfHzzz8jMDAQffr0UVluq2LFilJHzFJu+YyPGTMGFhYWGDduHLZu3Yr27dvD0dERsbGxma5tnxN9vFxjho8PqmX1XT4nkfMwmG9BHn956Ivk5KI6K5aWllJHyFZ///238gz3+fPn4e7ujlq1aiEoKEg249kAICwsDGFhYTl6tnWSp5s3byImJga1atWCiYkJhBCyOkJuZWWl/MJRuHBhXLp0CR4eHkhMTJTNF1kHBwcEBARg7ty5Ku1Lly6Fg4ODRKm+TO3ataWO8NWePHmC4cOHq3WXnTJlCu7evYvg4GBMmjQJv/32myyLbhsbG1y7dk3qGBrLDctt5ZbP+IdFdatWrVCkSBEcP34cLi4uaNq0qYTJNOfn54epU6eiUaNGyoNqp0+fxv79+zFgwADcvn0b/fr1Q2pqqsrSpjkZi+3P45nuXC41NRVHjhxBTEwMOnToAHNzczx48AAWFhYwMzOTOt5/RsZZluHDh6NPnz6yPahQuXJl/P7776hatarUUb5KZl1PPySHMYZJSUmYMWMGDh06lGlX/1u3bkmUTDsJCQlo06YNQkJCoFAocOPGDTg7O6NHjx7Ily+f2pfDnKpDhw6oVKkSfH19MXXqVCxYsAA//fQTDh48iAoVKsiiR86+ffvQsmVLFC9eXPkZP3HiBGJiYhAUFITGjRtLnFBza9asQYECBdCkSRMA79dRX7ZsGdzc3PDXX3+pTaKYE1laWuLs2bNwcXFRab958yYqVqyI58+f4+rVq6hcubLygE9OdOHCBZXrGePrZ8yYgZSUFISHh0uULGsfrqRy9OhReHl5yaanRGZy02dc7lq2bIn69eujb9++Ku1Lly5FcHAwgoKC8Pvvv2PZsmW4ePGiRCmz9vDhQ4wYMUL5XeTjslIO36e+FRbdudjdu3fRsGFDxMbGIjk5Wbmm5NChQ/H27VsEBARIHfE/w9/fH0ePHsWxY8egr6+vnEzN29sbpUuXljqexk6fPo0xY8bAz88PZcqUUZsnQC7LjezcuVPlesYYwzVr1mDy5Mno0aOHRMk01759e4SGhqJTp06wt7dXO4gwZMgQiZJpp3Pnznj06BFWrFiB0qVLK5dvCw4OxrBhw3D58mWpI2rk6dOnePv2LQoVKoT09HTMmTMHYWFhcHFxwcSJE5E/f36pI2rk3r17WLJkCa5evQohBNzc3NC3b19ZnQUD3o/5XLJkCerWrYuIiAj4+PjA398fe/bsgYGBgSwOgtjZ2WH27Nno3LmzSvvatWsxcuRIPHz4EFeuXEGtWrXw5MkTiVJmLeMg58dfN6tWrYpVq1bl6AlF8+TJg3///Rd2dnbQ19dHXFyc7Gdk/vfff/HHH3/I/jMeExMDf39/REdHQ6FQwM3NDUOGDIGzs7PU0TRiZmaGqKioTA+qlS9fHq9evUJMTAzKli2LpKQkiVJmrVGjRoiNjcXAgQMz/S4ix144usKiOxdr1qwZzM3NsXLlSlhbWyu/zIaGhqJnz564ceOG1BE1tnXrVmzevDnTpXjkspZhhosXLyI0NBQhISHYvXs3rK2tZTHeEwBu3LiB9u3bqy3jltEVWO5HNDds2IBNmzapFeU5Ub58+bB3717ZLguYoWDBgjhw4ADKlSunsmb67du34eHhIcs100l6pqamynXrR48ejbi4OKxduxaXL1+Gt7c3Hj9+LHXELE2ZMgXTpk1Dr169ULlyZSgUCpw6dQorVqzAuHHjMH78eMyfPx/79u3DwYMHpY77SXfv3lW5ntHzy9jYWKJEmitRogTatGmDBg0aoE6dOti+ffsnD6DVqlXrG6f77zpw4ACaNm2K8uXLo3r16hBC4Pjx4zh//jx2796N+vXrSx0xS0WLFlUuCfih+fPnY/78+YiNjcWFCxfQoEEDxMfHS5Qya+bm5jh27BjKly8vdZQcT759ZChLYWFhCA8Ph6GhoUp7sWLFcP/+fYlSaW/hwoUYP348unTpgp07d6Jbt26IiYnB6dOnMWDAAKnjaSUyMhJHjhxBSEgIjh07hvT0dBQpUkTqWBr7+eefYWhoiA0bNmQ6kZrcfffdd7IZO5U/f35YWVlJHeOrJSUlwdTUVK39yZMnyvVM5SI9PR03b97MtLu/XL6QHzt2DEuXLsWtW7ewZcsWFC5cGOvWrYOTkxNq1KghdTyNmZmZISEhAUWLFlX2mgAAY2NjvHnzRuJ0mpkwYQKcnJywaNEirFu3DsD7M/jLly9Hhw4dAAB9+/ZFv379pIyZKSsrK1y/fh0FChTA5MmTsWDBAlmO95w9ezb69u2L6dOnQ6FQfHL5PzkddE5MTMTKlStVzhB3795dVsPexowZk+mEaWPGjMHo0aNlUXRPnDgR/fr1Q0hICKpUqaI8qLZv3z5lT9SDBw/m+PkpHBwc1Hqx0CcIyrXy588vLl++LIQQwszMTMTExAghhDh27JiwtbWVMppWXF1dxYYNG4QQqvsxceJEMWDAACmjaezHH38U+fPnF/r6+qJixYpi+PDhYvfu3eL58+dSR9OKiYmJuHr1qtQxdOL169diyJAhomTJklJH0ci6detEq1atRFJSktRRvkrjxo3FhAkThBDvP9+3bt0SaWlponXr1qJly5YSp9NcRESEcHJyEnp6ekKhUKhc9PT0pI6nka1btwoTExPRs2dPYWRkpPxdu3jxYtGoUSOJ02mnQ4cOokKFCqJHjx7C1NRUPHnyRAghxM6dO4W7u7vE6XK/vHnzKt8/enp64tGjRxIn+jovX74UCoVCXL9+XSQmJmZ6kYPTp08LKysrUbhwYdG8eXPRrFkzUaRIEWFtbS3Onj0rdTyNGRkZievXr6u1X7t2TRgZGUmQ6MuEhYWJdu3aCU9PT1G+fHnRrl07ER4eLnUsrRw4cEA0aNBA3L59W+ooOR7PdOdi9evXh7+/P5YtWwbg/ZHYV69eYdKkSbKaLCM2NhZeXl4AABMTE+WEMZ06dULVqlWxaNEiKeNppGTJkujduzdq1aolm3HPmalUqRLu3bsHV1dXqaN8lY+X6hBC4OXLlzA1NcX69eslTKa5uXPnIiYmBnZ2dnB0dFQbXy+XYRezZ8+Gt7c3zpw5g3fv3mHUqFG4fPkynj59mqMnWPpY3759UalSJezduzfTcW1yMGXKFAQEBKBz587YuHGjst3Lywu//vqrhMm0t3jxYkyYMAH37t1DUFAQrK2tAQBnz55VW6OYsl+1atXQrFkzVKxYEUIIDB48GCYmJpluu2rVqm+cTnMZE6mZmZkhJCQETk5Osp5IbdiwYWjatCmWL1+u3I/U1FT07NkTQ4cOxdGjRyVOqBkbGxtERUWpLX0WFRUlqzH31atXl+UQsY+/QyUlJaF48eIwNTVV+y7y9OnTbx0vx5Lvbw7K0vz581GnTh24ubnh7du36NChA27cuIECBQrgr7/+kjqexgoWLIiEhAQUK1YMxYoVw4kTJ1CuXDncvn1bNl1a5syZo9aWmJiIfPnyffswX2HQoEEYMmQIRo4cCQ8PD7VfrmXLlpUomXbmz5+v8gcjY4zhd999J5sJr5o1ayZ1hGzh5uaGCxcuYMmSJdDX10dSUhJatGiBAQMGwN7eXup4Grtx4wa2bt2qNimOnFy7di3TbvAWFhZITEz89oG+Qr58+TI9IDt58mQJ0nyZtLQ0zJ8//5PzmeTkL7Pr16/H/PnzERMTA4VCgefPn+Pt27dSx9La77//jtGjRyNv3ryoW7eu7CdSO3PmjErBDQAGBgYYNWoUKlWqJGEy7fTq1Qu9e/fGrVu34OXlBYVCgbCwMMycORPDhw+XOp7G0tLSsGPHDpWu/k2bNoW+vr7U0T7L399f6giyxInUcrk3b97gr7/+wrlz55Ceno4KFSrg559//uQR55yoZ8+ecHBwwKRJkxAQEABfX19Ur14dZ86cQYsWLbBy5UqpI2Zp5syZcHR0RNu2bQEAbdq0wdatW2Fvb499+/bJZt1rPT09tbaMWWnlNKaNKLvVrVsXo0aNQsOGDaWO8sWKFy+OpUuXol69eiqT2q1duxYzZszAlStXpI6olWfPnqmMXS1VqhS6d+8um7kQ/Pz8sGLFCvj6+mLixIkYP3487ty5gx07dsDPzw+DBw+WOqJGnJyccObMGWVvAznJbROp2dnZYd26dWjQoIFK+4EDB9C5c2c8fPhQomTaEULA398fc+fOxYMHDwAAhQoVwsiRIzF48GBZ9DS6efMmGjdujPv378PV1RVCCFy/fh0ODg7Yu3cvihcvLnVEymYsuinHS09PR3p6uvLI7ObNm5VL8fTt21dtoricyNnZGevXr4eXlxcOHjyINm3aYNOmTcozGMHBwVJH1MjHs9B+TA5r3wLq68Z+jlzO3stJbnn+P9yPmJgYTJgwQda9QGbNmoU1a9Zg1apVqF+/Pvbt24e7d+9i2LBh8PPzw8CBA6WOqLHQ0FA0bdoUlpaWyjN4Z8+eRWJiInbt2pXjJycC3h8EWbhwIZo0aQJzc3NERUUp206cOIENGzZIHTHX27FjB/r27YtHjx5luuxZBrkcdB48eDC2b9+OOXPmqJwhHjlyJFq2bCnLM5gZQw7lNlFf48aNIYTAn3/+qTwQmJCQgI4dO0JPTw979+6VOKFm9u3bB319fXz//fcq7cHBwUhLS0OjRo0kSpbzsOjOZXbt2qXxtk2bNtVhEvqQiYmJ8gjmkCFD8PbtWyxduhTXr1/Hd999h2fPnkkd8T8lY93Yz8npZ+8/HlOVQaFQwNjYGC4uLujatSu6desmQbrP+3Dd3o/H1gNQacupzz/w6fWHM8ixF0jGMlQZXYGNjIwwYsQI/PbbbxIn006ZMmXg5eWlHLYAvH8v9e/fH+Hh4bh06ZLECbOWN29eREdHo2jRorC3t8fevXtRoUIF3Lp1C56ennj+/LnUETWycOHCTNs//F1Vq1atHN2l9tWrV7CwsMC1a9c+2b1cDrN/v3v3DiNHjkRAQABSU1MBvF+LvF+/fpgxY4bsVox49OgRrl27BoVCAVdXV9jY2EgdSWN58+bFiRMn4OHhodJ+/vx5VK9eXTbLZZYtWxYzZsxQmytq//79GD16NM6fPy9RspyHY7pzmY/HeWb2hTDjC61cvgRmNbGHHLp05c+fH/fu3YODgwP279+PKVOmAHhfZMjldQCANWvWoECBAmjSpAkAYNSoUVi2bBnc3Nzw119/yeZM97Zt2zBixAiMHDkS1apVAwBERERg7ty5mDVrFjw9PSVOmDU/Pz9MnToVjRo1QpUqVSCEwOnTp7F//34MGDAAt2/fRr9+/ZCamprjlkG7ffu28v+RkZGffS1ysg/3I7eYOnUqxo8fjytXriA9PR1ubm4wMzOTOpbWYmJiEBQUpFLI6evrw9fXF2vXrpUwmeaKFCmCuLg4FC1aFC4uLggODkaFChVw+vRpWRVH8+fPx+PHj/H69Wvkz58fQggkJibC1NQUZmZmePToEZydnRESEgIHBwep42Yqt0ykZmhoiAULFmD69OmIiYmBEAIuLi6ZLtuYk7148QIDBgzAX3/9pVyeUV9fH23btsXixYtlcQDEyMhIeZb+Q69evZJFD84MN27cgJubm1p7qVKlcPPmTQkS5WDfbqJ0+tYOHjwoKlSoIPbv3y+eP38uXrx4Ifbv3y8qVaokgoODpY6nsY+X38lYgifjIgcDBgwQxYoVE/Xq1RPW1tbi5cuXQgghNm7cKDw9PSVOp7mSJUuKQ4cOCSGEOH78uDAxMRFLly4VP/74o2jevLnE6TRXuXJlsXfvXrX2vXv3igoVKkiQSHstWrQQS5YsUWsPCAgQLVq0EEIIsXDhQlGmTJlvHU0rueG1kLPmzZsrly5s3rz5Zy+dOnUSM2bMkMXySF5eXmL79u1q7du3bxdVq1b99oG+wOjRo8XUqVOFEEJs2bJFGBgYCBcXF2FoaChGjx4tcTrNbdiwQXh7e4ubN28q227cuCHq1q0rNm7cKO7duyeqV68uiyUCb968KcaPHy/atWsnHj58KIQQ4u+//xaXLl2SOJlmEhMTRUJCglp7QkKCrJYwbd26tShRooTa91tXV1fRunVrqeNppFOnTsLd3V2cOHFCpKeni/T0dBERESHKlCkjunTpInU8jdnZ2Sm/F37o4MGDwsbGRoJEORe7l+diZcqUQUBAAGrUqKHSfuzYMfTu3RvR0dESJdPOx13oUlJSEBkZiYkTJ2Lq1Knw8fGRKJnmUlJSsGDBAty7dw9du3ZVnkn19/eHmZkZevbsKXFCzZiamuLq1asoWrQoRo8ejbi4OKxduxaXL1+Gt7c3Hj9+LHVEjZiYmODcuXMoXbq0Snt0dDQqVKiAN2/eSJRMc2ZmZoiKilKbLfvmzZsoX748Xr16hZiYGJQtWxZJSUkSpcxabngtMly/fh1HjhzBo0ePlGdfMvj5+UmU6vO6deuGhQsXwtzcPMuhCMnJyYiIiICHh4dWQ5mksGnTJowaNQqDBg1C1apVAQAnTpzA4sWLMWPGDJX3mxzG2wPAyZMnER4eDhcXF1kNDytevDiCgoJQvnx5lfbIyEi0bNkSt27dwvHjx9GyZUvExcVJE1IDoaGhaNSoEapXr46jR48iOjoazs7OmDVrFk6dOoWtW7dKHTFLjRo1wo8//oj+/furtAcEBGDXrl3Yt2+fRMm0kzdvXhw4cCDT77cNGzbM0X/zMiQmJqJLly7YvXu3cg6Q1NRUNG3aFIGBgbI4Ww8AvXv3xokTJ7B9+3bl5G83b95Ey5YtUblyZaxYsULihDmI1FU/6Y6xsbG4cOGCWvv58+eFsbGxBImyV2hoKM+EfWM2Njbi3LlzQgghypcvL9asWSOEeH/0P2/evFJG04qnp6fo0KGDePPmjbLt7du3okOHDrLpeeDg4CDmzZun1j5v3jzh4OAghHj/Wbezs/vW0bSSG14LIYRYtmyZ0NfXF3Z2dqJcuXKifPnyyouc9iMrly9fFqamplLHyFJmPaQ+7i2V8S/plomJiTh9+rRa+6lTp4SJiYkQQojbt2/n+L8hVatWFXPnzhVCCGFmZiZiYmKEEO/3o1ChQlJG01j+/PnFlStX1Nqjo6OFlZWVBIm+jIODwye/3xYuXFiCRF/u+vXrYteuXWLnzp3ixo0bUsfRWmJioqhataowMDAQjo6OwtHRURgYGIg6deqIZ8+eSR0vR5HvwBTKUuXKlTF06FCsX79eud5tfHw8hg8fjipVqkic7uvZ2Njg2rVrUsfQSFZjCDt37vyNknyd+vXro2fPnvD09MT169eVY7svX74MR0dHacNpISAgAD/++CMcHByUy7WdP38eCoUCe/bskTidZiZOnIh+/fohJCQEVapUgUKhwKlTp7Bv3z4EBAQAAA4ePJjjZ2nODa8FAEyZMgVTp07F6NGjpY6iU66urjh+/LjUMbKUG8bbFypUCN7e3vD29kbt2rXh6uoqdaQvUqdOHfTp0wcrVqxQ9vKKjIxEv379ULduXQDAxYsX4eTkJGXMLF28eDHTGeNtbGyQkJAgQSLtJScnKydQ+1BKSoqsehVNmDBBOT/Dh99vR44ciYkTJ0qcTjslSpRAiRIlpI7xxSwtLXH8+HEcPHgQ58+fh4mJCcqWLSuL+Za+NXYvz8Vu3ryJ5s2b49q1ayhatCgAIDY2FiVLlsSOHTvUuqXmVB8vLySEQFxcHGbMmIGUlBSEh4dLlExzH6/rmZKSgtevX8PQ0BCmpqZ4+vSpRMm0k5iYiAkTJuDevXvo16+fck3iSZMmwdDQEOPHj5c4oeZev36N9evX4+rVqxBCwM3NDR06dEDevHmljqax8PBwLFq0CNeuXYMQAqVKlcKgQYPg5eUldTSt5IbXwsLCAlFRUXB2dpY6CuUSf/31F0JDQ3HkyBFcv34ddnZ2qF27trII/3hIRk4VHx+PTp064dChQyrdaH18fLBu3TrY2dkhJCQEKSkpautH5yRFihTB5s2b4eXlpbKO/fbt2zFixAjExMRIHTFL3t7e8PDwwO+//67SPmDAAFy4cAHHjh2TKFnWPD09VVa2uHHjBpKTk1W+3xoZGaFEiRI4d+6cVDE/y9fXV+Nt582bp8MkupWYmIh8+fJJHSPHYdGdywkhcPDgQZUvs/Xq1ctyuaSc5FPL8lStWhWrVq1CqVKlJEr2dW7cuIF+/fph5MiRausbEpG89OjRA5UrV0bfvn2ljkIfuHLlCmJjY/Hu3TuVdjmNiQaAhw8fIiQkBHv27MGmTZuQnp4uq5UvAODq1au4fv268gCh3M7cjxo1ChEREdiyZQtKliyJc+fO4eHDh+jcuTM6d+6MSZMmSR0xS+Hh4ahXrx4qV66snA/n0KFDOH36NIKDg1GzZk2JE37a5MmTNd42p74WderU0Wg7hUKBw4cP6zhN9pg5cyYcHR3Rtm1bAECbNm0QFBSEggULYt++fcoebMSim2Tg7t27Ktf19PRgY2MDY2NjiRJlnzNnzqBjx464evWq1FE0duzYMSxduhS3bt3Cli1bULhwYaxbtw5OTk5qk5rkdHL7Qv7ixQtYWFgo//85GdvJhdxei49Nnz4d8+bNQ5MmTeDh4aE8o5dh8ODBEiX7b7p16xaaN2+Oixcvqhy0lduSma9evUJYWJjyjHdkZCTc3NxQu3ZtzJ8/X+p4/ykpKSno2rUrNm7cCCEEDAwMkJaWhg4dOiAwMDBHrzP+oaioKMyaNUulK/DYsWNl3cWZpOPs7Iz169fDy8sLBw8eRJs2bbBp0yZs3rwZsbGxCA4OljpijsGiO5dLSkpCaGhopl9m5fIlcO3atWjbtq3auqTv3r3Dxo0bZTMeOjORkZGoXbt2lgVUThEUFIROnTrh559/xrp163DlyhU4Ozvjjz/+wJ49e2Qz86lcv5Dr6+sjLi4Otra2yh4gHxNCQKFQ5Nh9+JhcX4uPfW48qkKhwK1bt75hGvrxxx+hr6+P5cuXw9nZGadOnUJCQgKGDx+OOXPm5Ogzehm+++47XLhwAWXKlIG3tzdq1aqFmjVryq7bZlpaGgIDA3Ho0KFMZ/aXyxm9DLdu3cK5c+eQnp4OT09PFqv01f79918oFAoULlxY6ihaMzExwfXr1+Hg4IAhQ4bg7du3WLp0Ka5fv47vvvsOz549kzpijsGJ1HKxyMhING7cGK9fv0ZSUhKsrKzw5MkTmJqawtbWVjZFd7du3dCwYUPY2tqqtL98+RLdunWTRdH98fI6GePSFy1ahOrVq0uUSntTpkxBQEAAOnfujI0bNyrbvby88Ouvv0qYTDtDhgyBk5MT/vnnn0y/kOdUhw8fhpWVFQAgJCRE4jTZQ66vxcdyw8RduUlERAQOHz4MGxsb6OnpQU9PDzVq1MD06dMxePBgREZGSh0xSzdu3ICpqSmcnZ3h7OwMFxcX2RXcwPvPeGBgIJo0aYIyZcrIanhbZpydnREXF4dKlSqpnQyQg5iYGKxevRq3bt2Cv78/bG1tsX//fjg4OMDd3V3qeBrJnz9/pu8jhUIBY2NjuLi4oGvXrlkugyil9PR0TJkyBXPnzsWrV68AAObm5hg+fDjGjx8PPT09iRNqJn/+/Lh37x4cHBywf/9+TJkyBcD777lyOWj+zXzDmdLpG6tdu7bo1auXSE1NVS5vERsbK2rVqiWCgoKkjqcxhUIhHj16pNYeFRUl8ufPL0Ei7WW2XI2dnZ1o3769ePDggdTxNGZiYiJu374thFBdMiUmJkYYGRlJmEw71tbW4vz580IIISwsLMTVq1eFEEIcOnRIlC9fXspo/zm58bVIT08X6enpUsf4T8uXL5/y95Ozs7M4fPiwEOL98oYZy1TJwfnz58WCBQtEixYthI2NjbCzsxNt2rQRS5YskTqaxqytrcXevXuljpGtzM3Nle8vOTly5IgwMTER9erVE4aGhsp9mDlzpmjZsqXE6TQ3b948YW1tLTp27CgWLlwoFixYIDp27CgKFCggpk6dKnr27CmMjIzEsmXLpI76SWPGjBE2Njbijz/+EOfPnxdRUVFi8eLFwsbGRowbN07qeBobMGCAKFasmKhXr56wtrYWL1++FEIIsXHjxly1XGZ2YNGdi1laWiq/wFpaWirXZjxx4oRwdXWVMppGMta31dPTEx4eHsLT01N5KVu2rDA3NxetW7eWOuZ/irOzszh48KAQQrXoXrNmjShdurSU0bSSG76Q//333+LYsWPK64sWLRLlypUT7du3F0+fPpUwmXZyw2uRYc2aNaJMmTLCyMhIGBkZCQ8PD7F27VqpY/0n1ahRQ2zfvl0IIUT79u1Fw4YNRVhYmOjcubNwd3eXNtwXOnPmjOjataswMDCQ1fri9vb24tq1a1LHyFYf/v2Tk9yw1rgQQrRo0SLTA08BAQGiRYsWQgghFi5cKMqUKfOto2nM3t5e7Ny5U619x44dsnot3r17J2bPni0GDx4szp07p2yfP3++WL58uYTJch52L8/F8uTJo+x+Y2dnh9jYWJQuXRqWlpaIjY2VOF3WmjVrBuD9pB/ff/89zMzMlLcZGhrC0dERLVu2lCid5lJSUuDq6oo9e/bAzc1N6jhfpU+fPhgyZAhWrVoFhUKBBw8eICIiAiNGjICfn5/U8TRWpkwZXLhwAc7Ozvjuu+8wa9YsGBoaYtmyZbJZ8mnkyJGYOXMmgPfrx/r6+mL48OE4fPgwfH19sXr1aokTaiY3vBbA++VdJk6ciIEDB6J69eoQQiA8PBx9+/bFkydPMGzYMKkj/qdMmDABSUlJAN4Pi/nhhx9Qs2ZNWFtbY9OmTRKn00xkZCSOHDmCI0eO4NixY3j58iXKlSuHIUOGaDwLck4wfPhwLFiwAIsWLZJ913K5yw1rjQPAgQMHlH//PuTj44Phw4cDABo3bowxY8Z862gae/r0aaar75QqVUo2y8gC72uNESNGqLUPHTr024fJ6aSu+kl36tevL/78808hhBB9+vQRVapUEevXrxfff/+9qFKlisTpNBcYGCjevn0rdYyvUqhQIWVPA7kbN26cMDExUXaVNzY2FhMmTJA6llb279+vHGIRExMjSpcuLRQKhShQoID4559/JE6nmbx58yq7+k+aNEnZNfDs2bPCzs5OwmTa+dxrcejQIYnTac7R0VGsWbNGrT0wMFA4OjpKkIg+lpCQIKtu//r6+qJSpUpi+PDhYvfu3eL58+dSR/oizZo1E5aWlsLJyUn88MMPonnz5ioXOfrzzz/Fq1evpI6htcKFC4vw8HAhhOqZ7m3btglnZ2cpo2nFwcFBzJs3T6193rx5wsHBQQjxfmhGTv5bWKVKFTFo0CC19oEDB4rvvvtOgkRfT67DLr4Vzl6ei505cwYvX75EnTp18PjxY3Tp0gVhYWFwcXHBqlWrUL58eakjauT06dNIT0/Hd999p9J+8uRJ6Ovro1KlShIl09yMGTNw9epVrFixAgYG8u9g8vr1a1y5cgXp6elwc3NT6YUgV0+fPv3k5Cw5kZWVFcLCwuDm5oYaNWqgc+fO6N27N+7cuQM3Nze8fv1a6ohfTG6vBQAYGxvj0qVLcHFxUWm/ceMGPDw88PbtW4mS/Tc9f/4caWlpyokHMzx9+hQGBgayWFLvwyUC5Syryazk0isnN8gNa40DwPLly9GvXz80btwYVapUgUKhwKlTp7Bv3z4EBASgR48emDt3Lk6dOpVje7aEhoaiSZMmKFq0KKpVqwaFQoHjx4/j3r172LdvnyxWWPiYubk5zp8/L6teat8Si27K8apUqYJRo0ahVatWKu3btm3DzJkzcfLkSYmSaa558+Y4dOgQzMzM4OHhgbx586rcvm3bNomS/Td1794dCxYsgLm5uUp7UlISBg0ahFWrVkmUTHNNmzbFu3fvUL16dfz222+4ffs2ChcujODgYAwcOBDXr1+XOqJGckNxBLzvJt+hQweMGzdOpX3KlCnYtGkTLl68KFGy/6ZGjRrhxx9/RP/+/VXaAwICsGvXLtksb5ihf//++PXXX1GgQAGpo/yntGjRQuNt5fB3PLesNQ4A4eHhWLRoEa5duwYhBEqVKoVBgwbBy8tL6mgae/DgARYvXoyrV69CCAE3Nzf0798fhQoVkjraF2HR/XksunOx27dvIzU1VW0NyRs3biBPnjxwdHSUJpiWzMzMlGM+P3T79m2ULVsWL1++lCiZ5uR8pD+3fekAVNe7/tCTJ09QsGBBpKamSpRMc7Gxsejfvz/u3buHwYMHo0ePHgCAYcOGIS0tDQsXLpQ4oWZyS3EUFBSEtm3bol69eqhevToUCgXCwsJw6NAhbN68Gc2bN5c64n+KlZUVwsPDUbp0aZX2q1evonr16rIavwoAFhYWiIqK4pfZb0ybJady8t/xj8XExCAyMpJrjVO26tevH3777TceHPwE+fdzpU/q2rUrunfvrvbL9OTJk1ixYgWOHDkiTTAtGRkZ4eHDh2pfNuLi4mTTVVtOf4w/Zmlpqfy/EALbt2+HpaWlslv/2bNnkZiYqFVxLpUXL15AvF+1AS9fvoSxsbHytrS0NOzbt0+tEM+pihYtij179qi1z58/X4I0X+7kyZOYN2+eWru3tzfGjx8vQaIv07JlS5w6dQrz5s3Djh07lGctTp06BU9PT6nj/eckJydnevAsJSUFb968kSDR15Hb+ZEKFSrg0KFDyJ8/Pzw9PT87VOTcuXPfMJl25Py3+3OKFy+O4sWLSx3jq6Snp+PmzZt49OgR0tPTVW6rVauWRKm0k5iYiFOnTmW6D507d5Yo1ZdbsmSJ1BFyNHlULPRFIiMjUb16dbX2qlWrYuDAgRIk+jL169fH2LFjsXPnTmUBmJiYiHHjxqF+/foSp8v9PvzSMXr0aLRp0wYBAQHKbmhpaWno37+/LLoB58uXDwqFAgqFAiVLllS7XaFQYPLkyRIk+zIxMTFYvXo1YmJisGDBAtja2mL//v1wcHCAu7u71PE0khuKo5SUFPTu3RsTJ07E+vXrpY5DACpXroxly5bh999/V2kPCAhAxYoVJUr13/HTTz/ByMgIwP9WIskNUlNTceTIEcTExKBDhw4wNzfHgwcPYGFhIYu5TdLS0hAYGIhDhw5lWugdPnxYomTaOXHiBDp06IC7d++qHZBSKBRIS0uTKJnmdu/ejZ9//hlJSUkwNzdXOTClUChkU3R/qledQqGAsbExXFxcUKtWLVkNXdAVdi/PxSwtLXHkyBG1syxnz56Ft7e3LLplA8D9+/dRq1YtJCQkKPclKioKdnZ2OHjwIBwcHCROqJmtW7di8+bNiI2Nxbt371Ruy8lH+j9kY2ODsLAwuLq6qrRfu3YNXl5eOb7LZmhoKIQQqFu3LoKCglTGERsaGqJYsWKyGUsVGhqKRo0aoXr16jh69Ciio6Ph7OyMWbNm4dSpU9i6davUETXi7e0NDw8PteJowIABuHDhAo4dOyZRMu3ky5cP586dY/ffHCI8PBz16tVD5cqV4ePjAwA4dOgQTp8+jeDgYFlOUkTSunv3Lho2bIjY2FgkJyfj+vXrcHZ2xtChQ/H27VsEBARIHTFLAwcORGBgIJo0aQJ7e3u1Hghy6SlVvnx5lCxZEpMnT850Pz7soZdTlSxZEo0bN8a0adNgamoqdZwv5uTkhMePH+P169fInz8/hBBITEyEqakpzMzM8OjRIzg7OyMkJEQ239d15hvPlk7fUJMmTUTr1q1Famqqsi01NVW0bNlSNGzYUMJk2nv16pVYunSp6N+/vxg+fLhYs2aNePfundSxNLZgwQJhZmYmBgwYIAwNDUWfPn1EvXr1hKWlpRg3bpzU8TSWL18+sX37drX27du3i3z58n37QF/ozp07Ii0tTeoYX6Vq1api7ty5QgjVpV9OnTolChUqJGU0rYSFhQljY2NRs2ZN8csvv4hffvlF1KxZUxgbG4ujR49KHU9jXbt2Vb4elDNERkaKDh06CDc3N1GxYkXRrVs3cf36daljaeXmzZti/Pjxon379uLh/7V352E1p///wJ+nxdai7CIlTYisk0GfQYXQUMnMhyJL48MYy6AJM2OdMPZ1ZjANhRKFxi5bIY2lvREhWctSk4Ysdc7794ef85ViQrnPOT0f1+W6cp9TPc9l6bze9+t9v+7ckSRJkvbv3y+lpKQITvb2nj59Kt24cUO6du1akV/qwsXFRRo8eLD09OnTIv/nRkZGSpaWloLTlU7NmjWlvXv3io7x3qpVqyZdunRJdIz3Uq1aNY0YrxUcHCx169ZNunz5snLt0qVLkoODgxQSEiLduHFDsrOzU441rcjYXq7BFi5ciC5duqBp06bKq/onTpxAXl6e2rQQvaCnp4f//Oc/aNSokXKXeP/+/QCen+Ks6n755ResW7cOgwYNQmBgIHx9fWFhYYEZM2YgJydHdLxSGz58OEaMGIHLly+jY8eOAJ63ef30009vdeCMaGZmZgCejz4rqfOgVatWImK9leTkZAQHBxdbr127tsp3HLzMzs4OMTExWLRoEbZt24aqVauiVatW+P3339XqcB9LS0v8+OOPOHXqFNq3b19sQsH48eMFJau42rRpg6CgINEx3tmr3Sx+fn6oU6cOkpKS4O/vrzbdLGlpafD29sapU6eKrEuSpDatwABw8uRJREdHo1KlSkXWzczMcOvWLUGp3k6lSpWKjTVUR5988gkuX76s1q/FyckJ586dU/vuqB9++AHbt28vckaApaUlFi9eDHd3d6Snp2PhwoVwd3cXmFI1sOjWYNbW1khKSsLq1auRmJiIqlWrwsvLC2PHji02nkeVpaenw83NDcnJyZDJZMof1C+oww/s69evK8dYVK1aVdnaP2TIEHTs2BGrV68WGa/UFi9ejHr16mHZsmXIzMwEANSvXx++vr6YPHmy4HSld+/ePQwfPlx54eZV6vB3ysjICJmZmWjcuHGR9fj4eDRo0EBQqnej7sURAPj7+8PIyAixsbGIjY0t8phMJmPRLZCzszP8/f1Rv3590VHeytSpU+Hn54dJkyYVGW9ob2+PFStWCEz2doYPHw4dHR3s2bOnxFZgdaFQKEr82XDz5s1i4ydV1eTJk7FixQqsXr1abf8cAGDcuHGYPHkysrKyYGNjA11d3SKPq8OFc2dnZ3z77bc4f/58ia9BHTaUgOeHGpd0LkthYSGysrIAACYmJmpzS2t54j3dpPL69u0LbW1t/Pbbb7CwsMDp06eRk5ODyZMnY/HixWpxb56FhQXCwsLQrl072Nra4ssvv8SoUaMQERGBgQMHqtVu9wt5eXkAoBYHqL3K09MTGRkZWL58Oezt7bFz507cuXMHfn5+WLJkCZydnUVH/Fe+vr6IiYlBaGgorKysEBcXhzt37sDLywteXl6YOXOm6Ihv7fHjxygoKCiypo5/v0i1qOvsWH19fSQnJ6Nx48ZFXkNGRgaaNWuGJ0+eiI5YKnp6eoiNjUWzZs1ER3kv//3vf1G9enWsW7cOBgYGSEpKQu3ateHi4oJGjRqp7Ennr04WOXr0KGrUqIEWLVoUK/TUZeynlpZWsbWXN2XU4cJ5Sa/hBXV5DcDziwdZWVnw9/dXnrsUHx+PkSNHol69etizZw92796N7777DsnJyYLTisWd7gpAnVtoASAmJgZHjx5F7dq1oaWlBW1tbfznP//B/PnzMX78eMTHx4uO+K8cHBywe/dutGvXDt7e3pg4cSLCwsJw7tw5tRi19ap79+7h4sWLkMlkaNq0qdrNZDx69Cj++OMP2NraQktLC2ZmZujRowcMDQ0xf/58tSi6586di2HDhqFBgwbK8VSFhYXw9PTEDz/8IDpeqeXn58PX1xfbtm0rsS1eld94TJo0CT/++CP09PQwadKk1z5PJpNhyZIlHzAZaQJN6WaxtrbG/fv3Rcd4b8uWLYO9vT2sra3x5MkTeHh44NKlS6hVqxa2bNkiOt5rvXqomJubm6AkZefq1auiI7y3V0+OV1e///47hgwZgvbt2ysv4hQWFsLR0RG///47gOcXEPkzkEW3RtOEFlrgec4Xozhq1aqF27dvo2nTpjAzM8PFixcFpyuddevWKf+DHT16NGrUqIGTJ0+ib9++GD16tOB0pffo0SOMGzcOGzduVL4ebW1teHl5YdWqVWpzAuejR4+U87hr1KiBe/fuwcrKCjY2Nmpzkryuri6CgoLw448/Ii4uDgqFAm3btlWr+6AB4Ntvv8WxY8fwyy+/wMvLCz///DNu3bqFtWvX4qeffhId743i4+OVO/Nvuvinzm2cmsDMzKzYjp468PDwwJQpUxAaGgqZTAaFQoHo6Gj4+PiozTghAFiwYAF8fX0xb968Etto1aWbxcTEBAkJCdiyZYvy/1xvb294enqiatWqouO91ss78I8fP4ZCoVCeOZGRkYHw8HA0b94cTk5OoiK+tRfnspB49erVw6FDh3DhwgWkpaVBkiQ0a9asyJQbe3t7gQlVB9vLNZgmtNACwKefforJkyfD1dUVHh4e+Pvvv/HDDz9g3bp1iI2NRUpKiuiIFcaoUaNw+PBhrF69WjkD/uTJkxg/fjx69OiBX3/9VXDC0rG1tYWfnx+cnJzg6uqq3OFeuXIlwsLCcOXKFdERS/Sm3dRXLV26tByTlJ1GjRph48aN6NatGwwNDREXFwdLS0ts2rQJW7Zswb59+0RHJBKioKAAw4YNQ0hICCRJgo6OjrKbJSAgQG3m3r5oo3314pM6tQIDz7ty1OXC8uv07NkT/fv3x+jRo5Gbm4tmzZpBV1cX9+/fx9KlS/HVV1+Jjvhau3btQu/evaGrq4tdu3a98bnqcj/0kSNHXjszff369YJSUXlh0a3B6tevjz/++AMdOnSAoaEhzp07BysrK+zatQsLFy7EyZMnRUcslYMHD+LRo0fo378/0tPT8dlnn+HChQuoWbMmtm7dCgcHB9ERS5SUlFTq56pLq3+tWrUQFhaGbt26FVk/duwYvvjiC9y7d09MsLcUFBSkfEMbHx8PJycn3L9/H5UqVUJgYCD++9//io5YolevFsfGxkIulyuvKKelpUFbWxvt27dXmwkF+vr6+Ouvv2BmZoaGDRtix44d6NChA65evQobGxs8fPhQdERSY+p+exXw/DBRde5miYqKeuPjXbt2/UBJ3o++vj5cXV0xZMgQ9OjR44335KqqWrVqISoqCi1atIC/vz9WrVqF+Ph4bN++HTNmzEBqaqroiK+lpaWFrKws1KlTRyPuh549ezbmzJmDjz/+uMQDBnfu3Cko2duRy+UICAh47cUDdXkv8iGwvVyDaUILLYAiLU8WFhY4f/48cnJyYGxsrNJtm23atFEe7PEm6vIDAnj+BrZu3brF1uvUqYP8/HwBid6Np6en8uO2bdsiIyMDFy5cQKNGjVT6/vRjx44pP166dCkMDAwQGBgIY2NjAMDff/+N4cOHq8Xhgi+8OBjKzMwM1tbW2LZtGzp06IDdu3fDyMhIdDxSU+p6e9W/dbP8+eefyo/VoZuloKAAs2bNwtq1a2FlZSU6znvZuHEjtmzZAjc3NxgaGuK///0vBg8eDFtbW9HRSi0/P1950npERAT69+8PLS0tdOzYEdeuXROc7s1eLuY04X7oNWvWICAgAEOGDBEd5b1MmDABAQEBcHZ2RsuWLVX6fbloLLo1WNOmTXHx4kWYm5ujTZs2WLt2LczNzbFmzRq1G53yKnUYeaYJB328qlOnTpg5cyY2btyIKlWqAHh+j9js2bPRqVMnweneTNNas5csWYKIiAhlwQ0AxsbG8PPzQ8+ePdVmhNvw4cORmJiIrl27Ytq0aXB2dsaqVatQWFioFn8OpJq++eYb/P333/jzzz9LvL1KVZX2YFB1eWOrq6uLlJQUtcn7Jv3790f//v3xzz//ICwsDFu2bEHnzp3RuHFjDB48GDNmzBAd8V9ZWloiPDwcbm5uOHjwICZOnAgAuHv3rtrcW19QUICePXuq/YWcZ8+eKUfJqrOQkBBs27YNffr0ER1F5bG9XIOV1EKbnZ2NSpUqISAgQGVbaDXR/PnzUbduXYwYMaLI+vr163Hv3j1MmTJFULK3k5ycjN69e+PJkydo3bo1ZDIZEhISULlyZURERKBFixaiI76WprVmGxgY4I8//ih2e8XRo0fh4uKitjMxr1+/jnPnzqFJkyZo3bq16DikpjTl9ipNMHnyZOjq6qr8wYjv4vz58/D09ERSUpLKdk+8LCwsDB4eHpDL5XB0dERERASA5+9Rjh8//trOEFVTu3ZtnDp1Su1utXjZlClToK+vj+nTp4uO8l5MTEwQGRmp1hdAPhQW3RVIfn6+WrTQaiJzc3MEBwcXu6p5+vRpDBw4UK12xR8/fozNmzfjwoULylFVqn5666uWLl2KyMjI17Zmq8MusZeXF6KiorBkyRJ07NgRwPPW02+//RZdunRBYGCg4IRv7+bNmzAxMVHLeyVJtRgaGiIpKQnm5uYwNzdHUFAQ7OzscPXqVbRo0UKtbodRdy8mXlhaWuLjjz9Wnpz9grp1tDx58gS7du1CcHAwDhw4gDp16mDQoEFYsGCB6GilkpWVhczMTLRu3Vr5f+2ZM2dgaGioNrPU1fVCzssddwqFAoGBgWjVqhVatWpV7FR/dfl3sWTJEqSnp2P16tUa0dFSnlh0VxDR0dH4+OOPUblyZdFRKqQqVaogNTW12LzV9PR05cxPdaApO/YNGjQocWc+JSUFPXv2xO3btwUlK738/Hz4+Phg/fr1yrFVOjo68Pb2xqJFi4q9sVUHhoaGSEhIgIWFhegopObUdUKBJnrTuCCZTKYWnUXA83ugg4KCEB4eDm1tbQwYMACenp5qcxCcJlHXCzmlHZ2lTv8u3NzccOzYMdSoUQMtWrQodvFgx44dgpKpHt7TXUH07t2bb2YFMjU1RXR0dLGiOzo6GiYmJoJSvb21a9ciODi42HqLFi0wcOBAtSm68/LycOfOnWJF9927d9WmLbtatWr45ZdfsGjRIly5cgWSJMHS0lIti+0XeA2Yyso333yDzMxMAMDMmTPh5OSEzZs3KycU0Ifz8gGQ6szV1RXOzs4IDAyEs7OzWs5+1xQpKSlo164dgOe3hr1MlXdbNeXfwsuMjIzg5uYmOoZaYNFdQfDNrFhffvklvvnmGxQUFCjvwT1y5Ah8fX3VopX5haysrBIP4atdu7byDa46cHNzw/Dhw0tsze7fv7/gdG9HT09PrcYfEX0I6jqhgFRXVlaW2hw2puk0oXh98OAB5HJ5sYOBc3JyoKOjozZ/1zZs2CA6gtpg0U30Afj6+iInJwdjxoxRzoutUqUKpkyZgmnTpglOV3qasmO/Zs0a+Pj4YPDgwSW2ZpMY3333nVpMJiDVpGkTCjTJ2bNnERoaWuLMdHVpPzU0NMSVK1ewYcMGXLlyBStWrECdOnVw4MABmJqaqvRBoprsxo0bkMlkaNiwoegob2XgwIHo27cvxowZU2R927Zt2LVrF/bt2ycoGZUX3tNdQQQHB8PFxUWtW081wcOHD5GamoqqVavio48+Urt77BcsWIBFixZh0aJFJe7Yq9MFBOD5LHtNac1WV7NmzcLw4cNhZmYmOgqpOU28X1IThISEwMvLCz179sShQ4fQs2dPXLp0CVlZWXBzc1ObnbKoqCj07t0bdnZ2OH78OFJTU2FhYYGFCxfizJkzCAsLEx2xwigsLMTs2bOxcuVKPHz4EACgr6+PcePGYebMmWrR+l+jRg1ER0ejefPmRdYvXLgAOzs7ZGdnC0r279q1a4cjR47A2NgYbdu2fWNLf1xc3AdMptq4011BeHh4IC8vD+Hh4WjatGmxf+T0Yejr68PW1lZ0jHemKTv2L7A1W7zdu3fDz88PXbt2hbe3N/r376+cAU/0NjSh5VQTzZs3D8uWLcPXX38NAwMDrFixAo0bN8aoUaNKvF1JVU2dOhV+fn6YNGkSDAwMlOv29vZYsWKFwGQVz9ixY7Fz504sXLgQnTp1AgDExMRg1qxZuH//PtasWSM44b97+vQpCgsLi60XFBTg8ePHAhKVnouLi3LTyNXVVWwYNcKdbg32xRdfoEuXLhg7diweP36M1q1bIyMjA5IkISQkBO7u7qIjkppS9x17Ui1JSUnYsGEDgoOD8ezZMwwcOBAjRoxQ6wtURPScnp4e/vrrL5ibm6NWrVo4duwYbGxskJqaCgcHB7U5D0RfXx/Jyclo3LgxDAwMkJiYCAsLC2RkZKBZs2ZqM4VEE1SvXh0hISHo3bt3kfX9+/dj4MCBePDggaBkpdetWzfY2Nhg1apVRda//vprJCUl4cSJE4KSUXnhMFQNdvz4cXz66acAgJ07d0KSJOTm5mLlypXw8/MTnI7U2Ysd+5YtW7LgpvfWqlUrLFu2DLdu3cL69etx69Yt2NnZwcbGBitWrFCLN1BEVLIaNWoop0I0aNAAKSkpAIDc3Fy1mpduZGRU4gWC+Ph4NGjQQECiiqtKlSowNzcvtm5ubo5KlSp9+EDvYO7cufD390eXLl0we/ZszJ49G126dMH69esxb9480fGoHLDo1mAPHjxQHkp04MABuLu7o1q1anB2dsalS5cEpyMiKkqhUODZs2d4+vQpJElCjRo18Ouvv8LU1BRbt24VHY+I3sGnn36KQ4cOAXjegTdhwgSMHDkSgwYNgqOjo+B0pefh4YEpU6YgKysLMpkMCoUC0dHR8PHxgZeXl+h4FcrXX3+NH3/8EU+fPlWuPX36FHPnzsXYsWMFJis9Ozs7xMTEoGHDhti2bRt2794NS0tLJCUlKTfMVJWxsTFq1KhRql/0f9hersGsrKzg5+cHZ2dnNG7cGCEhIXBwcEBiYiIcHR1x//590RGJiBAbG4sNGzZgy5YtqFy5Mry8vPDll1/C0tISALBkyRIsXLgQd+7cEZyUiN5WTk4Onjx5AhMTEygUCixevBgnT56EpaUlpk+fDmNjY9ERS6WgoADDhg1DSEgIJEmCjo4OCgsL4enpiYCAAGhra4uOWGG4ubnhyJEjqFy5Mlq3bg0ASExMxLNnz4pdyFGX0/HVSWBgoPLj7Oxs+Pn5wcnJqcj99QcPHsT06dMxceJEUTFVDotuDfbLL79gwoQJ0NfXh5mZGeLi4qClpYVVq1Zhx44dPHSGiIRr1aoVUlNT0bNnT4wcORJ9+/Yt9ub13r17qFu3LhQKhaCURETPpaenIy4uDgqFAm3btsVHH30kOlKFM3z48FI/V5VPx38xgi49PR3Lly9XyxF07u7usLe3L9ZhsHr1ahw+fBjh4eFigqkgFt0aLjY2FtevX0ePHj2gr68PANi7dy+MjIxgZ2cnOB0RVXQ//vgjRowYwXsiiTSYus635ux31fT48WMoFArlmM+MjAyEh4ejefPmcHJyEpyudDRlBJ2+vj4SEhKUnWkvXLp0CW3btlWOdCPe063RkpKS0L59e7i5uSkLbgBwdnbGvXv3BCYjInpOkqQS20sfP36MOXPmCEhERGUpKioKNjY2OH36NHbs2KF8E56UlISZM2cKTvdm8fHxpfqVkJAgOmqF4uLigk2bNgF4fiBfx44dsWTJEri6uuLXX38VnK50XoygO3ToUJHD3+zt7RETEyMw2dupWbMmdu7cWWw9PDwcNWvWFJBIdXGnW4PVr18f0dHRsLCwKLK+fft2eHl54dGjR4KSERE9p62tjczMTNSpU6fIenZ2NurUqQO5XC4oGRGVhU6dOuHzzz9Xzrd+MWrr7NmzcHV1xa1bt0RHJDVTq1YtREVFoUWLFvD398eqVasQHx+P7du3Y8aMGUhNTRUd8V9pygi6gIAAeHt7o1evXsp7uv/8808cOHAA/v7+GDZsmNiAKoQ73Rrsq6++gqOjY5ERF1u3boWXlxcCAgLEBSMi+v8kSYJMJiu2npiYyJNPiTRAcnIy3Nzciq3Xrl0b2dnZAhKRusvPz4eBgQEAICIiAv3794eWlhY6duyIa9euCU5XOpoygm7YsGE4deoUjIyMsGPHDmzfvh3Vq1dHdHQ0C+5X6IgOQOVnxowZyM7ORvfu3XHixAkcOHAAX375JTZt2gR3d3fR8YioAjM2NoZMJoNMJoOVlVWRwlsul+Phw4cYPXq0wIREVBZeFBeNGzcusq5uxQWpDktLS4SHh8PNzQ0HDx5UnpB99+5dGBoaCk5XOi9G0IWGhqr9CLpPPvkEQUFBomOoPLaXVwBDhgzB6dOncevWLQQHB8PFxUV0JCKq4AIDAyFJEkaMGIHly5ejevXqyscqVaoEc3NzZasaEakvX19fxMTEIDQ0FFZWVoiLi8OdO3fg5eUFLy8vlb+vm1RPWFgYPDw8IJfL4ejoiIiICADA/Pnzcfz4cezfv19wwn9X0gg6uVwODw8PtRtBJ5fLER4ejtTUVMhkMlhbW6Nfv35q9Ro+BBbdGmbXrl3F1goKCjBx4kT07NkT/fr1U66//DERkQhRUVHo3LkzdHV1RUchonLA+dZUHrKyspCZmYnWrVtDS+v53bJnzpyBoaEhmjVrJjhd6an7CLrLly+jT58+uHXrFpo2bQpJkpCWlgZTU1Ps3bsXTZo0ER1RZbDo1jAv/uP5NzKZjAcUEZEQeXl5yhbAvLy8Nz5XXVoFiejN1L24ICpLc+bMgY+PD6pVq1Zk/fHjx1i0aBFmzJghKNnb6dOnDyRJQlBQkPIcluzsbAwePBhaWlrYu3ev4ISqg0U3ERF9UC+fWK6lpVXiQWovDljjxUEi9cP51kRvpimTO/T09PDnn3/CxsamyHpiYiLs7Ow4p/slPEitgnjy5AmqVKkiOgYREY4ePaq8In7s2DHBaYiorMXHx5fqeSVdcCOqCDRlckflypXxzz//FFt/+PBhkfnjxKJbo8nlcsybNw9r1qzBnTt3kJaWBgsLC0yfPh3m5ubw9vYWHZGIKqCuXbsCAAoLCxEZGYkRI0bA1NRUcCoiKiu8mEZUMk2b3PHZZ5/hf//7H37//Xd06NABAHD69GmMHj2aZ0e9gu3lGmzOnDkIDAzEnDlzMHLkSKSkpMDCwgLbtm3DsmXLEBMTIzoiEVVwBgYGSE5Ohrm5uegoRERE5UrTJnfk5uZi6NCh2L17t/JA1MLCQvTr1w8BAQFFXl9Fx6Jbg1laWmLt2rVwdHSEgYEBEhMTYWFhgQsXLqBTp074+++/RUckogrO1dUVrq6uGDZsmOgoREREH0RUVBTs7Oygo6MZTceXL19GamoqJEmCtbU1LC0tRUdSOZrxJ00lunXrVol/6RUKBQoKCgQkIiIqqnfv3pg2bRpSUlLQvn176OnpFXmc7WlERKRpXtxmBQDOzs7w9/dH/fr1BSZ6P5aWliy0/wWLbg3WokULnDhxAmZmZkXWQ0ND0bZtW0GpiIj+z1dffQWg5BOMeXo5ERFpuuPHj+Px48eiY7yTAQMG4OOPP8bUqVOLrC9atAhnzpxBaGiooGSqh0W3Bps5cyaGDBmCW7duQaFQYMeOHbh48SI2btyIPXv2iI5HRASFQiE6AhEREb2DqKgozJw5s9h6r169sHjxYgGJVJeW6ABUfvr27YutW7di3759kMlkmDFjBlJTU7F792706NFDdDwiIiIiogrNzMxMeQiZunndaDBdXV3k5eUJSKS6eJAaEREJM2fOnDc+PmPGjA+UhIiIiN6Gra0t+vbtW+xn9axZs7B7927ExsYKSqZ6WHRruNzcXISFhSE9PR0+Pj6oUaMG4uLiULduXTRo0EB0PCKq4F49X6KgoABXr16Fjo4OmjRpgri4OEHJiIiIysf06dMxa9YsaGtrF1l/8OABRo8ejS1btghK9nZ27doFd3d3eHh4wMHBAQBw5MgRbNmyBaGhoXB1dRUbUIWw6NZgSUlJ6N69O6pXr46MjAxcvHgRFhYWmD59Oq5du4aNGzeKjkhEVExeXh6GDRsGNzc3DBkyRHQcIiKiMmVmZob69esjKCgITZo0AQBERkbCy8sLDRo0QExMjOCEpbd3717MmzcPCQkJqFq1Klq1aoWZM2cWOaGdWHRrtO7du6Ndu3ZYuHBhkTndp06dgoeHBzIyMkRHJCIqUUpKCj777DP+P0VERBrnwYMHGDVqFPbu3YulS5ciLS0NK1aswNSpUzFz5sxiO+Ck/nh6uQY7e/Ys1q5dW2y9QYMGyMrKEpCIiKh0cnNz8eDBA9ExiIiIylz16tUREhKC77//HqNGjYKOjg72798PR0dH0dHe2ZgxYzBnzhzUqlVLdBSVxKJbg1WpUqXEkwMvXryI2rVrC0hERFTUypUri/xekiRkZmZi06ZN6NWrl6BURERE5WvVqlVYtmwZBg0ahNjYWIwfPx7BwcFo3bq16GjvZPPmzfDx8WHR/RosujWYi4sL5syZg23btgEAZDIZrl+/jqlTp8Ld3V1wOiIiYNmyZUV+r6Wlhdq1a2Po0KGYNm2aoFRERETlp3fv3jh79iw2btyIAQMG4PHjx5g0aRI6duyI2bNnw9fXV3TEt8Y7lt+M93RrsLy8PPTp0wd//fUX/vnnH5iYmCArKwudOnXCvn37oKenJzoiEREREVGF0qNHDwQGBsLExKTI+t69e/Hll18iMzNTULJ39/L5UVQci+4K4OjRo4iLi4NCoUC7du3QvXt30ZGIiAA8P0xGLpejRo0aRdZzcnKgo6MDQ0NDQcmIiIg+vPv377NFWwOx6CYiImF69+6Nvn37YsyYMUXW16xZg127dmHfvn2CkhEREdGbxMXFQVdXFzY2NgCAP/74Axs2bIC1tTVmzZqFSpUqCU6oOlh0a7BXDyh6QSaToUqVKrC0tESXLl04loCIhKlRowaio6PRvHnzIusXLlyAnZ0dsrOzBSUjIiIqH3K5HMuWLcO2bdtw/fp1PHv2rMjjOTk5gpK9HVtbW+VZUenp6WjRogXc3Nxw9uxZODs7Y/ny5aIjqgwepKbBli1bhnv37iE/Px/GxsaQJAm5ubmoVq0a9PX1cffuXVhYWODYsWMwNTUVHZeIKqCnT5+isLCw2HpBQQEeP34sIBEREVH5mj17Nvz9/TFp0iRMnz4d33//PTIyMhAeHo4ZM2aIjldqaWlpaNOmDQAgNDQUXbp0QXBwMKKjozFw4EAW3S/REh2Ays+8efNga2uLS5cuITs7Gzk5OUhLS8Mnn3yCFStW4Pr166hXrx4mTpwoOioRVVC2trZYt25dsfU1a9agffv2AhIRERGVr6CgIPz222/w8fGBjo4OBg0aBH9/f8yYMQN//vmn6HilJkkSFAoFAODw4cPo06cPAMDU1BT3798XGU3lsL1cgzVp0gTbt29XXoF6IT4+XtkGcurUKbi7u6vlKYlEpP6io6PRvXt32NrawtHREQBw5MgRnD17FhEREfj0008FJyQiIipbenp6SE1NRaNGjVC/fn3s3bsX7dq1Q3p6Otq2bYsHDx6IjlgqDg4OMDU1Rffu3eHt7Y3z58/D0tISUVFRGDp0KDIyMkRHVBnc6dZgmZmZJbZtFhYWIisrCwBgYmKCf/7550NHIyICANjZ2SEmJgYNGzbEtm3bsHv3blhaWiIpKYkFNxERaaSGDRsqN7wsLS0REREBADh79iwqV64sMtpbWb58OeLi4jB27Fh8//33sLS0BACEhYWhc+fOgtOpFu50azBnZ2dkZWXB398fbdu2BfB8l3vkyJGoV68e9uzZg927d+O7775DcnKy4LRERERERJpv6tSpMDQ0xHfffYewsDAMGjQI5ubmuH79OiZOnIiffvpJdMT38uTJE2hra0NXV1d0FJXBoluDZWVlYciQIThy5IjyL31hYSEcHR2xadMm1K1bF8eOHUNBQQF69uwpOC0RVVRXrlzBhg0bkJ6ejuXLl6NOnTo4cOAATE1N0aJFC9HxiIiIytXp06cRHR0NS0tL9OvXT3Sct3bu3DmkpqZCJpOhWbNm+Pjjj0VHUjksuiuACxcuIC0tDYWFhWjRogWaNm0qOhIREQAgKioKvXv3hp2dHY4fP47U1FRYWFhg4cKFOHPmDMLCwkRHJCIiKlPHjx9H586doaNTdJBUYWEhTp06hS5dughK9nZu3ryJQYMGITo6GkZGRgCA3NxcdO7cGVu2bOF0pJfwnu4KoFmzZujXrx8GDhyoPGGQiEgVTJ06FX5+fjh06BAqVaqkXLe3t0dMTIzAZEREROXD3t6+xFncDx48gL29vYBE72bEiBEoKChAamoqcnJykJOTg9TUVEiSBG9vb9HxVArndGugSZMmlbgul8vx008/oWbNmgCApUuXfshYRETFJCcnIzg4uNh67dq1kZ2dLSARERFR+ZIkCTKZrNh6dnY29PT0BCR6NydOnMCpU6eKdNE2bdoUq1atgp2dncBkqodFtwZavnw5WrdurWzzeEGSJKSmpkJPT6/Ef+hERB+akZERMjMz0bhx4yLr8fHxaNCggaBUREREZa9///4AAJlMhmHDhhU5qVwulyMpKUmtTv1u1KgRCgoKiq0XFhbyZ/grWHRroLlz5+K3337DkiVL4ODgoFzX1dVFQEAArK2tBaYjIvo/Hh4emDJlCkJDQyGTyaBQKBAdHQ0fHx94eXmJjkdERFRmqlevDuD5RpiBgQGqVq2qfKxSpUro2LEjRo4cKSreW1u4cCHGjRuHn3/+Ge3bt4dMJsO5c+cwYcIELF68WHQ8lcKD1DTU2bNnMXjwYPTt2xfz58+Hrq4udHV1kZiYyKKbiFRGQUEBhg0bhpCQEEiSBB0dHcjlcnh4eCAgIADa2tqiIxIREZWp2bNnw8fHR61ayV8wNjYu0jH76NEjFBYWKg+Fe/Gxnp5eifetV1QsujXYw4cP8fXXXyMhIQGbN29G+/btkZCQwKKbiFROeno64uLioFAo0LZtW3z00UeiIxEREdErAgMDS/3coUOHlmMS9cKiuwIICQnBN998g3v37iE5OZlFNxGpLLlcjuTkZJiZmcHY2Fh0HCIiojJ3584d+Pj44MiRI7h79y5eLcfkcrmgZG/H09MTXbt2Rbdu3WBlZSU6jkpj0V1B3Lx5E7GxsejevbtatrIQkWb65ptvYGNjA29vb8jlcnTt2hWnTp1CtWrVsGfPHnTr1k10RCIiojLVu3dvXL9+HWPHjkX9+vWLHXDs4uIiKNnbGT16NCIjI5GWloZ69eqha9euyiK8WbNmouOpFBbdREQkTMOGDREeHo6PP/4Y4eHhGDNmDCIjI7Fx40YcO3YM0dHRoiMSERGVKQMDA5w4cQJt2rQRHaVMZGVlITIyEpGRkYiKikJaWhrq1KmDzMxM0dFUhpboAEREVHHdv38f9erVAwDs27cPX3zxBaysrODt7Y3k5GTB6YiIiMqeqalpsZZydWZgYABjY2MYGxvDyMgIOjo6yp/t9ByLbiIiEqZu3bo4f/485HI5Dhw4gO7duwMA8vPzeXI5ERFppOXLl2Pq1KnIyMgQHeW9TJkyBR07dkStWrXwww8/4NmzZ5g2bRru3LmD+Ph40fFUCtvLiYhImFmzZmH58uWoX78+8vPzkZaWhsqVK2P9+vX47bffEBMTIzoiERFRmTI2NkZ+fj4KCwtRrVo16OrqFnlcXUZtaWlpoXbt2pg4cSJcXFzQvHlz0ZFUlo7oAEREVHHNmjULLVu2xI0bN/D555+jcuXKAABtbW1MnTpVcDoiIqKyt2zZsmKHp6mj+Ph4REVFITIyEkuWLIG2trbyILVu3bqxCH8Jd7qJiEgl3Lx5EyYmJtDS4p1PRERE6iYxMRHLly/H5s2boVAo1Gb02YfAnW4iIlIJ1tbWSEhIgIWFhegoRERE5aZbt24YMWIEPv/8c1StWlV0nPcSHx+vPLn8xIkTyMvLQ5s2bWBvby86mkrhdgIREakENl4REVFF0L59e/j6+qJevXoYOXIk/vzzT9GR3omxsTE6dOiAoKAgfPTRR9i4cSNycnJw7tw5LFq0SHQ8lcL2ciIiUgkGBgZITEzkTjcREWk8uVyOPXv2YMOGDdi3bx8sLS0xYsQIDBkyBHXr1hUdr1T27NmDLl26wNDQUHQUlceim4iIVML8+fPx1VdfwcjISHQUIiKiD+bevXtYu3Yt5s6dC7lcjj59+mD8+PFwcHAQHY3KCNvLiYhIuGfPnqF///7Q19cXHYWIiOiDOXPmDGbMmIHFixejTp06mDZtGurUqYO+ffvCx8dHdDwqI9zpJiIiYfLz8zFu3DgEBgYCANLS0mBhYYHx48fDxMSEY8OIiEjj3L17F5s2bcKGDRtw6dIl9O3bF19++SWcnJyUo8QOHz4MV1dXPHz4UHBaKgvc6SYiImGmTZuGxMREREZGokqVKsr17t27Y+vWrQKTERERlY+GDRvC398fQ4cOxc2bNxEWFoZevXoVmd3doUMH2NraCkxJZYk73UREJIyZmRm2bt2Kjh07FjlI7fLly2jXrh3y8vJERyQiIipTx48fR/v27aGnpwcAuHbtGnbu3InmzZvDyclJcDoqD9zpJiIiYe7du4c6deoUW3/06FGRK/5ERESaws/PD5s2bQIA5ObmokOHDliyZAlcXV3x66+/Ck5H5YFFNxERCWNra4u9e/cqf/+i0P7tt9/QqVMnUbGIiIjKTVxcHD799FMAQFhYGOrVq4dr165h48aNWLlypeB0VB50RAcgIqKKa/78+ejVqxfOnz+PwsJCrFixAn/99RdiYmIQFRUlOh4REVGZy8/Ph4GBAQAgIiIC/fv3h5aWFjp27Ihr164JTkflgTvdREQkTOfOnREdHY38/Hw0adIEERERqFu3LmJiYtC+fXvR8YiIiMqcpaUlwsPDcePGDRw8eBA9e/YE8PxUc0NDQ8HpqDzwIDUiIiIiIqIPJCwsDB4eHpDL5XB0dERERASA591fx48fx/79+wUnpLLGopuIiISxt7fH4MGDMWDAAFSvXl10HCIiog8iKysLmZmZaN26NbS0njcfnzlzBoaGhmjWrJngdFTWWHQTEZEw48ePR2hoKHJzc9GnTx8MGTIEffr0QaVKlURHIyIiIioTLLqJiEgohUKBw4cPIzg4GDt37oS2tjYGDBgAT09PdO3aVXQ8IiIiovfCopuIiFTGkydPsHv3bsydOxfJycmQy+WiIxERERG9F44MIyIilZCVlYWQkBBs3rwZSUlJsLW1FR2JiIiI6L1xZBgREQmTl5eHDRs2oEePHjA1NcWvv/6Kvn37Ii0tDadPnxYdj4iIiOi9sb2ciIiEqVq1KoyNjfHFF1/A09OTu9tERESkcVh0ExGRMBEREejevbtyXAoRERGRpmHRTURERERERFROeJAaERF9UG3btoVMJivVc+Pi4so5DREREVH5YtFNREQflKurq+gIRERERB8M28uJiIiIiIiIygl3uomISLjY2FikpqZCJpPB2toabdu2FR2JiIiIqEyw6CYiImHu3r2LgQMHIjIyEkZGRpAkCQ8ePIC9vT1CQkJQu3Zt0RGJiIiI3gtntBARkTDjxo1DXl4e/vrrL+Tk5ODvv/9GSkoK8vLyMH78eNHxiIiIiN4b7+kmIiJhqlevjsOHD8PW1rbI+pkzZ9CzZ0/k5uaKCUZERERURrjTTUREwigUCujq6hZb19XVhUKhEJCIiIiIqGyx6CYiImEcHBwwYcIE3L59W7l269YtTJw4EY6OjgKTEREREZUNtpcTEZEwN27cgIuLC1JSUmBqagqZTIbr16/DxsYGf/zxBxo2bCg6IhEREdF7YdFNRETCHTp0CBcuXIAkSbC2tkb37t1FRyIiIiIqEyy6iYhImIyMDJibm4uOQURERFRueE83EREJY2Fhgf/85z9Yu3YtcnJyRMchIiIiKnMsuomISJhz586hU6dO8PPzg4mJCVxcXBAaGoqnT5+KjkZERERUJtheTkREwkmShMjISAQHB2P79u2Qy+Vwd3fH+vXrRUcjIiIiei8suomISKXExcXB29sbSUlJkMvlouMQERERvRe2lxMRkXA3btzAwoUL0aZNG9ja2kJPTw+rV68WHYuIiIjovemIDkBERBXXunXrEBQUhJMnT6JZs2bw9PREeHg4TzQnIiIijcH2ciIiEsbU1BQDBw6Ep6cn2rRpIzoOERERUZljezkREQlz/fp19OvXD4sXL0bnzp1x69YtAMCmTZtw8uRJwemIiIiI3h+LbiIiEmbHjh1wcnJC1apVERcXpxwV9s8//2DevHmC0xERERG9PxbdREQkjJ+fH9asWYPffvsNurq6yvXOnTsjLi5OYDIiIiKissGim4iIhLl48SK6dOlSbN3Q0BC5ubkfPhARERFRGWPRTUREwtSvXx+XL18utn7y5ElYWFgISERERERUtlh0ExGRMKNGjcKECRNw+vRpyGQy3L59G0FBQfDx8cGYMWNExyMiIiJ6bxwZRkREQn3//fdYtmwZnjx5AgCoXLkyfHx88OOPPwpORkRERPT+WHQTEZFw+fn5OH/+PBQKBaytraGvry86EhEREVGZYNFNREREREREVE54TzcRERERERFROWHRTURERERERFROWHQTERERERERlRMW3URERERERETlhEU3ERGRGggICICRkVG5f59hw4bB1dW13L8PERFRRcGim4iI6AO4e/cuRo0ahUaNGqFy5cqoV68enJycEBMTIzraW4mMjIRMJkPLli0hl8uLPGZkZISAgAAxwYiIiFSUjugAREREFYG7uzsKCgoQGBgICwsL3LlzB0eOHEFOTo7oaO/kypUr2LhxI4YPHy46ChERkUrjTjcREVE5y83NxcmTJ7FgwQLY29vDzMwMHTp0wLRp0+Ds7Fzkef/73/9Qt25dVKlSBS1btsSePXuKfK2DBw+iefPm0NfXR69evZCZmal8TKFQYM6cOWjYsCEqV66MNm3a4MCBA0U+Pzk5GQ4ODqhatSpq1qyJ//3vf3j48OFbv6Zx48Zh5syZePLkyWufs3TpUtjY2EBPTw+mpqYYM2ZMke/1omV+z549aNq0KapVq4YBAwbg0aNHCAwMhLm5OYyNjTFu3Lgiu+rPnj2Dr68vGjRoAD09PXzyySeIjIx869dARET0IbDoJiIiKmf6+vrQ19dHeHg4nj59WuJzFAoFevfujVOnTmHz5s04f/48fvrpJ2hrayufk5+fj8WLF2PTpk04fvw4rl+/Dh8fH+XjK1aswJIlS7B48WIkJSXByckJ/fr1w6VLl5Sf36tXLxgbG+Ps2bMIDQ3F4cOHMXbs2Ld+Td988w0KCwuxevXq1z5HS0sLK1euREpKCgIDA3H06FH4+voWeU5+fj5WrlyJkJAQHDhwAJGRkejfvz/27duHffv2YdOmTVi3bh3CwsKUnzN8+HBER0cjJCQESUlJ+Pzzz9GrVy/l6yQiIlIpEhEREZW7sLAwydjYWKpSpYrUuXNnadq0aVJiYqLy8YMHD0paWlrSxYsXS/z8DRs2SACky5cvK9d+/vlnqW7dusrfm5iYSHPnzi3yeba2ttKYMWMkSZKkdevWScbGxtLDhw+Vj+/du1fS0tKSsrKyJEmSpKFDh0ouLi6vfR3Hjh2TAEh///23tGbNGqlGjRpSbm6uJEmSVL16dWnDhg2v/dxt27ZJNWvWfONrGjVqlFStWjXpn3/+Ua45OTlJo0aNkiRJki5fvizJZDLp1q1bRb62o6OjNG3atNd+byIiIlG4001ERPQBuLu74/bt29i1axecnJwQGRmJdu3aKQ8eS0hIQMOGDWFlZfXar1GtWjU0adJE+fv69evj7t27AIC8vDzcvn0bdnZ2RT7Hzs4OqampAIDU1FS0bt0aenp6RR5XKBS4ePHiW78mb29v1KpVCwsWLCjx8WPHjqFHjx5o0KABDAwM4OXlhezsbDx69Oi1r6lu3bowNzeHvr5+kbUXrzMuLg6SJMHKykrZQaCvr4+oqChcuXLlrV8DERFReWPRTURE9IFUqVIFPXr0wIwZM3Dq1CkMGzYMM2fOBABUrVr1Xz9fV1e3yO9lMhkkSSq29jJJkpRrL3/8qtetv4mOjg78/PywYsUK3L59u8hj165dQ58+fdCyZUts374dsbGx+PnnnwEABQUFb3xNJa0pFAoAz9vwtbW1ERsbi4SEBOWv1NRUrFix4q1fAxERUXlj0U1ERCSItbW1cte3VatWuHnzJtLS0t7paxkaGsLExAQnT54ssn7q1Ck0b95c+f0SEhKK7DRHR0dDS0vrjTvsb/L555+jRYsWmD17dpH1c+fOobCwEEuWLEHHjh1hZWVVrDB/F23btoVcLsfdu3dhaWlZ5Fe9evXe++sTERGVNRbdRERE5Sw7OxsODg7YvHkzkpKScPXqVYSGhmLhwoVwcXEBAHTt2hVdunSBu7s7Dh06hKtXr2L//v3FTh9/k2+//RYLFizA1q1bcfHiRUydOhUJCQmYMGECAMDT0xNVqlTB0KFDkZKSgmPHjmHcuHEYMmQI6tat+86v76effsL69euLFPNNmjRBYWEhVq1ahfT0dGzatAlr1qx55+/xgpWVFTw9PeHl5YUdO3bg6tWrOHv2LBYsWIB9+/a999cnIiIqayy6iYiIypm+vj4++eQTLFu2DF26dEHLli0xffp0jBw5ssjp39u3b4etrS0GDRoEa2tr+Pr6FhmV9W/Gjx+PyZMnY/LkybCxscGBAwewa9cufPTRRwCe3z998OBB5OTkwNbWFgMGDICjo+MbTyAvDQcHBzg4OKCwsFC51qZNGyxduhQLFixAy5YtERQUhPnz57/X93lhw4YN8PLywuTJk9G0aVP069cPp0+fhqmpaZl8fSIiorIkk169GYyIiIiIiIiIygR3uomIiIiIiIjKCYtuIiIiIiIionLCopuIiIiIiIionLDoJiIiIiIiIionLLqJiIiIiIiIygmLbiIiIiIiIqJywqKbiIiIiIiIqJyw6CYiIiIiIiIqJyy6iYiIiIiIiMoJi24iIiIiIiKicsKim4iIiIiIiKicsOgmIiIiIiIiKif/D2Gv5jNqsld5AAAAAElFTkSuQmCC",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\guada\\AppData\\Local\\Temp\\ipykernel_29168\\3790897034.py:86: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
+ "\n",
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+ " ironhack_comments['year'] = pd.to_datetime(ironhack_comments['created_at']).dt.year\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAABjUAAATdCAYAAAAHC9TPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3gU5fbA8e9s303vDZKQhN4RqYIgKIpi7xW7XstPsWC9IHbEiu1eG/ZeLqIiqIAooCC9Q4BQ0nvZbJ35/bHJJksSktBCOZ/nyZPszDsz7+xutrxn3nMUTdM0hBBCCCGEEEIIIYQQQgghjnC6tu6AEEIIIYQQQgghhBBCCCFES0hQQwghhBBCCCGEEEIIIYQQRwUJagghhBBCCCGEEEIIIYQQ4qggQQ0hhBBCCCGEEEIIIYQQQhwVJKghhBBCCCGEEEIIIYQQQoijggQ1hBBCCCGEEEIIIYQQQghxVJCghhBCCCGEEEIIIYQQQgghjgoS1BBCCCGEEEIIIYQQQgghxFFBghpCCCGEEEIIIYQQQgghhDgqSFBDCCGEEEK0mRkzZqAoCsuWLWuT40+ePBlFUSgsLDysxx0/fjzBwcEHtI+FCxdy8cUXk5SUhMlkIiwsjCFDhvDGG29QVVV1kHp6ZNmxYweKovh/dDodERERjBo1ijlz5uz3fj/55BNeeumlRtcpisLkyZP3e9+Hw4YNGxg/fjzJycmYTCaio6MZO3YsP/30U1t3LcD48eMDHr+mfsaPH8/8+fNRFIX58+e3dbeFEEIIIcQRxtDWHRBCCCGEEEK0zqRJk5gyZQpDhgzh8ccfJz09HbvdzqJFi5g8eTKbN2/mxRdfbOtuHjJ33HEHl19+OV6vl40bN/LYY48xduxYfvvtN4YPH97q/X3yySesXbuWu+66q8G6xYsX065du4PQ60Pjm2++4fLLLyctLY1HH32Uzp07k5eXx3vvvcfYsWO57777mDp1alt3E4BHH32UW265xX97+fLl3HbbbTz11FOMHDnSvzwmJoaYmBgWL15Mt27d2qKrQgghhBDiCCZBDSGEEEIIccSz2+3YbLa27sYR4csvv2TKlClcf/31vPXWWyiK4l93xhlncP/997N48eLD2qfq6mosFktAXw6l5ORkBg0aBMDQoUPp2LEjJ598Mu+8885+BTX2pfY4R6LMzEyuuuoqevbsyfz58wkKCvKvu+iii7j11lt57rnn6NevH5deeulh65fb7UZRFAyGwK+b6enppKen+287HA4AOnbs2Oj9fCTf90IIIYQQou1I+ikhhBBCCHFEqU3NtGbNGk477TRCQkIYNWoUAMXFxfzrX//yp1xKS0vj4Ycfxul0BuxDURRuv/12PvzwQ7p27YrNZqN3797MmjWr0WPm5eVx2WWXERYWRlxcHNdddx1lZWUBbV577TWGDx9ObGwsQUFB9OzZk6lTp+J2uxvsb/bs2YwaNYqwsDBsNhtdu3bl6aef3ud5//nnn0RHR3PWWWftM33UlClTiIiI4JVXXmk0iBASEsJpp53mv+1wOHjwwQfp0KEDJpOJpKQkbrvtNkpLSwO2ayrNUmpqKuPHj/ffrk0ZNmfOHK677jpiYmKw2Ww4nU4KCgq46aabaN++PWazmZiYGIYOHcovv/wSsM9ffvmFUaNGERoais1mY+jQofz666/7vH/2pX///oDvcayvJY/ZiBEj+OGHH8jKygpIgdTU/VJ7/vPmzePWW28lOjqaqKgozj//fLKzswOO73Q6ueeee4iPj8dmszF8+HD++eefBvep3W7n3nvvpUOHDlgsFiIjI+nfvz+ffvrpPs/7xRdfxG63M3369ICARq3nn3+e8PBwnnzySQBWrVqFoii88847Ddr+9NNPKIrCzJkz/cu2bNnC5ZdfTmxsLGazma5du/Laa68FbFebJurDDz/knnvuISkpCbPZzNatW/fZ9+Y0ln6q9rVh48aNjBkzhqCgIBISEnjmmWcAWLJkCSeddBJBQUF06tSJ999/v8F+c3Nzufnmm2nXrh0mk4kOHTrw2GOP4fF4Dqi/QgghhBDi8JGZGkIIIYQQ4ojjcrk4++yzufnmm3nggQfweDw4HA5GjhxJZmYmjz32GL169WLhwoU8/fTTrFy5kh9++CFgHz/88ANLly5lypQpBAcHM3XqVM477zw2bdpEWlpaQNsLLriASy65hOuvv541a9bw4IMPAvDuu+/622RmZnL55Zf7gwOrVq3iySefZOPGjQHt3nnnHW688UZOPvlk3nzzTWJjY9m8eTNr165t8ny/+OILrr76aq677jqmT5+OXq9vtF1OTg5r167lkksuadHMFU3TOPfcc/n111958MEHGTZsGKtXr2bSpEksXryYxYsXYzabm91PY6677jrOPPNMPvzwQ6qqqjAajVx11VUsX76cJ598kk6dOlFaWsry5cspKiryb/fRRx9x9dVXc8455/D+++9jNBr5z3/+w5gxY/j555/9AazW2L59OwCdOnUKWN6Sx+z111/npptuIjMzk2+//bbFx7zhhhs488wz+eSTT9i1axf33XcfV155Jb/99pu/zbXXXsvnn3/O/fffzymnnML69es577zzKC8vD9jXhAkT+PDDD3niiSfo27cvVVVVrF27NuB+a8zcuXOJi4trckaDzWbjtNNO44svviA3N5fevXvTt29f3nvvPa6//vqAtjNmzCA2NpaxY8cCsH79eoYMGUJycjLPP/888fHx/Pzzz9x5550UFhYyadKkgO0ffPBBBg8ezJtvvolOpyM2NrbF92VruN1uzj//fG655Rbuu+8+PvnkEx588EHKy8v5+uuvmThxIu3atWP69OmMHz+eHj16cMIJJwC+gMaAAQPQ6XT8+9//Jj09ncWLF/PEE0+wY8cO3nvvvUPSZyGEEEIIcZBpQgghhBBCtJH33ntPA7SlS5f6l11zzTUaoL377rsBbd98800N0L744ouA5c8++6wGaHPmzPEvA7S4uDitvLzcvyw3N1fT6XTa008/7V82adIkDdCmTp0asM9//etfmsVi0VRVbbTfXq9Xc7vd2gcffKDp9XqtuLhY0zRNq6io0EJDQ7WTTjqpyW1rzzEoKEjTNE175plnNL1erz377LNNtq+1ZMkSDdAeeOCBZttqmqbNnj270fP7/PPPNUD773//618GaJMmTWqwj5SUFO2aa67x3659zK6++uoGbYODg7W77rqryf5UVVVpkZGR2rhx4wKWe71erXfv3tqAAQP2eT7bt2/XAO3ZZ5/V3G635nA4tJUrV2qDBw/WEhIStO3btze5bVOPmaZp2plnnqmlpKQ0ut3e90vt+f/rX/8KaDd16lQN0HJycjRN07R169ZpgDZx4sSAdp9++qkGBNynPXr00M4999x9nntjLBaLNmjQoH22mThxogZof/31l6ZpmvbKK69ogLZp0yZ/m+LiYs1sNmv33HOPf9mYMWO0du3aaWVlZQH7u/322zWLxeK//+bNm6cB2vDhw1vd/9ptv/zyyybXzZs3z7+s9rXh66+/9i9zu91aTEyMBmjLly/3Ly8qKtL0er02YcIE/7Kbb75ZCw4O1rKysgKONW3aNA3Q1q1b1+pzEEIIIYQQh5+knxJCCCGEEEekCy64IOD2b7/9RlBQEBdeeGHA8to0PnunLxo5ciQhISH+23FxccTGxpKVldXgWGeffXbA7V69euFwOMjPz/cvW7FiBWeffTZRUVHo9XqMRiNXX301Xq+XzZs3A7Bo0SLKy8v517/+1Wx9CU3TuPnmm5k0aRKffPIJ999//z7b74/aWQP1Ux2Br95CUFDQAaV82vvxARgwYAAzZszgiSeeYMmSJQ1Scy1atIji4mKuueYaPB6P/0dVVU4//XSWLl26z9RbtSZOnIjRaMRisdCnTx/Wrl3L999/T2pqakC7ljxm+6ux5wzgf34tWLAAgIsvvjig3YUXXtig1sSAAQP46aefeOCBB5g/fz7V1dUH1Lf6NE0D8D8fr7jiCsxmMzNmzPC3+fTTT3E6nVx77bWAL2XZr7/+ynnnnYfNZgt4rMaOHYvD4WDJkiUBx2ns+XAoKIrin00CYDAYyMjIICEhgb59+/qXR0ZGNvh/nzVrFiNHjiQxMTHgnM444wyg7jETQgghhBBHNglqCCGEEEKII47NZiM0NDRgWVFREfHx8Q2CBbGxsRgMhgapeqKiohrs12w2NzpgvHfb2pRMtW137tzJsGHD2LNnDy+//DILFy5k6dKl/voCte0KCgoAaNeuXbPn6HK5+Pzzz+nevbt/ULU5ycnJQF26peYUFRVhMBiIiYkJWK4oCvHx8c2mN9qXhISEBss+//xzrrnmGt5++20GDx5MZGQkV199Nbm5uUBdzYsLL7wQo9EY8PPss8+iaRrFxcXNHvv//u//WLp0KX/88QfTpk3D7XZzzjnnBJxPSx+z/dXcc6a2L3FxcQHtDAZDg21feeUVJk6cyHfffcfIkSOJjIzk3HPPZcuWLfvsQ3JycrPPhR07dgDQvn17wDfYf/bZZ/PBBx/g9XoBX+qpAQMG0L17d3/fPR4P06dPb/A41QYUCgsLA47T2PPhULDZbFgsloBlJpOJyMjIBm1NJpO/GDn4nn/ff/99g3OqPe+9z0kIIYQQQhyZpKaGEEIIIYQ44jQ2yyEqKoq//voLTdMC1ufn5+PxeIiOjj5k/fnuu++oqqrim2++ISUlxb985cqVAe1qgwe7d+9udp9ms5l58+YxZswYRo8ezezZs4mIiNjnNgkJCfTs2ZM5c+Zgt9ubrasRFRWFx+OhoKAgILChaRq5ubmceOKJAf3Zu+A60GTgo7HHKDo6mpdeeomXXnqJnTt3MnPmTB544AHy8/OZPXu2/zGaPn16k3Ug9g4CNKZdu3b+4uBDhw4lPj6eK6+8kkmTJvHqq68CLX/MDpXawEVeXh5JSUn+5R6Pp8F9GhQUxGOPPcZjjz1GXl6ef9bGuHHj2LhxY5PHOPXUU3nttddYsmRJo/en3W5n7ty59OjRg/j4eP/ya6+9li+//JK5c+eSnJzM0qVLeeONN/zrIyIi0Ov1XHXVVdx2222NHrtDhw4Bt5ubmXQkiI6OplevXv7C6XtLTEw8zD0SQgghhBD7Q2ZqCCGEEEKIo8KoUaOorKzku+++C1j+wQcf+NcfKrUDtvWLamuaxltvvRXQbsiQIYSFhfHmm2/60/7sS9++fVmwYAG7d+9mxIgRAemumvLoo49SUlLCnXfe2egxKisrmTNnDlB3n3z00UcBbb7++muqqqoC7rPU1FRWr14d0O63336jsrKy2T41Jjk5mdtvv51TTz2V5cuXA74ARHh4OOvXr6d///6N/phMplYf64orrmDEiBG89dZb/nRDLX3MatsczJRPAMOHDwd8s1fq++qrr/B4PE1uFxcXx/jx47nsssvYtGkTdru9ybZ33303VquVO+64o9G0Xffeey8lJSU88sgjActPO+00kpKSeO+993jvvfewWCxcdtll/vU2m42RI0eyYsUKevXq1ejj1NhMqCPdWWedxdq1a0lPT2/0nCSoIYQQQghxdJCZGkIIIYQQ4qhw9dVX89prr3HNNdewY8cOevbsyR9//MFTTz3F2LFjGT169CE79qmnnorJZOKyyy7j/vvvx+Fw8MYbb1BSUhLQLjg4mOeff54bbriB0aNHc+ONNxIXF8fWrVtZtWqVfxZBfV27dmXhwoWMHj2a4cOH88svv+wzfdVFF13Eo48+yuOPP87GjRu5/vrrSU9Px26389dff/Gf//yHSy65hNNOO41TTz2VMWPGMHHiRMrLyxk6dCirV69m0qRJ9O3bl6uuusq/36uuuopHH32Uf//735x88smsX7+eV199lbCwsBbdR2VlZYwcOZLLL7+cLl26EBISwtKlS5k9ezbnn3++//6ZPn0611xzDcXFxVx44YXExsZSUFDAqlWrKCgoCJgx0BrPPvssAwcO5PHHH+ftt99u8WMG0LNnT7755hveeOMNTjjhBHQ6nX8myP7q3r07l112Gc8//zx6vZ5TTjmFdevW8fzzzxMWFoZOV3d92cCBAznrrLPo1asXERERbNiwgQ8//JDBgwfvczZOeno6H374IVdccQUnnngiEyZMoHPnzuTl5fHuu+/y008/ce+993LJJZcEbKfX67n66qt54YUXCA0N5fzzz2/wOL/88sucdNJJDBs2jFtvvZXU1FQqKirYunUr33//vb9ey9FkypQpzJ07lyFDhnDnnXfSuXNnHA4HO3bs4Mcff+TNN99sUeo4IYQQQgjRtiSoIYQQQgghjgoWi4V58+bx8MMP89xzz1FQUEBSUhL33nsvkyZNOqTH7tKlC19//TWPPPII559/PlFRUVx++eVMmDChQT2M66+/nsTERJ599lluuOEGNE0jNTWVa665psn9p6Wl+QMbw4YN49dffyUtLa3J9lOmTGH06NFMnz6dhx9+mMLCQqxWK927d2fChAncfPPNgG+2wnfffcfkyZN57733ePLJJ4mOjuaqq67iqaeeCpjFcN9991FeXs6MGTOYNm0aAwYM4IsvvuCcc85p0X1ksVgYOHAgH374ITt27MDtdpOcnMzEiRMDiqBfeeWVJCcnM3XqVG6++WYqKiqIjY2lT58+DQqat8aAAQO46KKLeP/993nwwQdb9Zj93//9H+vWreOhhx6irKwMTdNaNNOmOe+99x4JCQm88847vPjii/Tp04cvvviC008/nfDwcH+7U045hZkzZ/Liiy9it9tJSkri6quv5uGHH272GBdccAFdu3Zl6tSp/vRVISEhDBgwgB9++CGgqHZ91157LU8//TQFBQX+AuH1devWjeXLl/P444/zyCOPkJ+fT3h4OB07dmxyn0e6hIQEli1bxuOPP85zzz3H7t27CQkJoUOHDpx++unNpn8TQgghhBBHBkU7GJ/WhRBCCCGEEEI0a9GiRQwdOpSPP/6Yyy+/vK27I4QQQgghxFFHghpCCCGEEEIIcQjMnTuXxYsXc8IJJ2C1Wlm1ahXPPPMMYWFhrF69GovF0tZdFEIIIYQQ4qgj6aeEEEIIIYQQ4hAIDQ1lzpw5vPTSS1RUVBAdHc0ZZ5zB008/LQENIYQQQggh9pPM1BBCCCGEEEIIIYQQQgghxFFB19YdEEIIIYQQQgghhBBCCCGEaAkJagghhBBCCCGEEEIIIYQQ4qggQQ0hhBBCCCGEEEIIIYQQQhwVjrtC4aqqkp2dTUhICIqitHV3hBBCCCGEEEIIIYQQQojjnqZpVFRUkJiYiE7X9HyM4y6okZ2dTfv27du6G0IIIYQQQgghhBBCCCGE2MuuXbto165dk+uPu6BGSEgI4LtjQkND27g3QgghhBBCCCGEEEIIIYQoLy+nffv2/jH8phx3QY3alFOhoaES1BBCCCGEEEIIIYQQQgghjiDNlY2QQuFCCCGEEEIIIYQQQgghhDgqSFBDCCGEEEIIIYQQQgghhBBHBQlqCCGEEEIIIYQQQgghhBDiqHDc1dRoKa/Xi9vtbutuCCGEEEcFo9GIXq9v624IIYQQQgghhBDiGCdBjb1omkZubi6lpaVt3RUhhBDiqBIeHk58fHyzBb2EEEIIIYQQQggh9pcENfZSG9CIjY3FZrPJwIwQQgjRDE3TsNvt5OfnA5CQkNDGPRJCCCGEEEIIIcSxSoIa9Xi9Xn9AIyoqqq27I4QQQhw1rFYrAPn5+cTGxkoqKiGEEEIIIYQQQhwSUii8ntoaGjabrY17IoQQQhx9at8/pSaVEEIIIYQQQgghDhUJajRCUk4JIYQQrSfvn0IIIYQQQgghhDjUJKghhBBCCCGEEEIIIYQQQoijggQ1xBFvx44dKIrCypUrAZg/fz6KolBaWtom/ZkxYwbh4eFtcmwhhBBCCCGEEEIIIYQ4nklQ4xDxqhqLM4v438o9LM4swqtqbd2lJs2aNYsRI0YQEhKCzWbjxBNPZMaMGW3drQOSmpqKoigoioLVaqVLly4899xzaFrrHofU1FReeumlgGWXXHIJmzdvPoi9FUIIIYQQQgghhBBCCNEShrbuwLFo9tocHvt+PTllDv+yhDALk8Z14/QeCW3Ys4amT5/OXXfdxcSJE3n99dcxmUz873//45ZbbmHt2rVMmzbtkB3b7XZjNBoP2f6nTJnCjTfeiMPh4JdffuHWW28lNDSUm2+++YD2a7VasVqtB6mXQgghhBBCCCGEEEIIIVpKZmocZLPX5nDrR8sDAhoAuWUObv1oObPX5rRRzxratWsX99xzD3fddRdPPfUU3bp1IyMjg3vuuYfnnnuO559/nr/++gtVVWnXrh1vvvlmwPbLly9HURS2bdsGQFlZGTfddBOxsbGEhoZyyimnsGrVKn/7yZMn06dPH959913S0tIwm81omsbs2bM56aSTCA8PJyoqirPOOovMzMwDPr+QkBDi4+NJTU3lhhtuoFevXsyZM8e/PjMzk3POOYe4uDiCg4M58cQT+eWXX/zrR4wYQVZWFnfffbd/1gc0TD9Ve14ffvghqamphIWFcemll1JRUeFvU1FRwRVXXEFQUBAJCQm8+OKLjBgxgrvuuuuAz1MIIYQQQgghhBBCCCGOFxLUaIamadhdnhb9VDjcTJq5jsYSHNUumzxzPRUOd4v219pUSa311Vdf4Xa7uffeexusu/nmmwkODubTTz9Fp9Nx6aWX8vHHHwe0+eSTTxg8eDBpaWlomsaZZ55Jbm4uP/74I//88w/9+vVj1KhRFBcX+7fZunUrX3zxBV9//bW/RkZVVRUTJkxg6dKl/Prrr+h0Os477zxUVT0o56lpGvPnz2fDhg0BM0MqKysZO3Ysv/zyCytWrGDMmDGMGzeOnTt3AvDNN9/Qrl07pkyZQk5ODjk5TQekMjMz+e6775g1axazZs1iwYIFPPPMM/71EyZM4M8//2TmzJnMnTuXhQsXsnz58oNyfkIIIYQQQgghhBBCCHG8kPRTzah2e+n2758Pyr40ILfcQc/Jc5ptC7B+yhhspkP3EG3evJmwsDASEhqmxDKZTKSlpflrR1xxxRW88MILZGVlkZKSgqqqfPbZZzz00EMAzJs3jzVr1pCfn4/ZbAZg2rRpfPfdd3z11VfcdNNNALhcLj788ENiYmL8x7rgggsCjv3OO+8QGxvL+vXr6dGjx36f38SJE3nkkUdwuVy43W4sFgt33nmnf33v3r3p3bu3//YTTzzBt99+y8yZM7n99tuJjIxEr9f7Z3zsi6qqzJgxg5CQEACuuuoqfv31V5588kkqKip4//33+eSTTxg1ahQA7733HomJift9bkIIIYQQQgghhBBCCHE8kpkax6jg4GD/zy233LJf+9A0zZ9yqW/fvnTp0oVPP/0UgAULFpCfn8/FF18MwD///ENlZSVRUVEBx96+fXtAKqmUlJSAgAb4ZjlcfvnlpKWlERoaSocOHQD8Myb213333cfKlStZsGABI0eO5OGHH2bIkCH+9VVVVdx///1069aN8PBwgoOD2bhx434dNzU11R/QAEhISCA/Px+Abdu24Xa7GTBggH99WFgYnTt3PoCzE0IIIYQQQgghhBBCiOOPzNRohtWoZ/2UMS1q+/f2Ysa/t7TZdjOuPZEBHSJbdOz9VZvaCSA0NLTRNp06daKsrIzs7OwGswZcLhfbtm3jlFNO8S+74oor+OSTT3jggQf45JNPGDNmDNHR0YBvpkJCQgLz589vcJz69SeCgoIarB83bhzt27fnrbfeIjExEVVV6dGjBy6XqxVn3FB0dDQZGRlkZGTw9ddfk5GRwaBBgxg9ejTgC3r8/PPPTJs2jYyMDKxWKxdeeOF+HXfvgueKovjTZ9WmEasNENU61OnFhBBCCCGEEEIIIYQQ4lgjMzWaoSgKNpOhRT/DOsaQEGZBaWpfQEKYhWEdY1q0v70HwVujdjA/IyOD2NjYRttccMEFGAwGnn/++Qbr3nzzTaqqqrjsssv8yy6//HLWrFnDP//8w1dffcUVV1zhX9evXz9yc3MxGAwBx87IyPAHPhpTVFTEhg0beOSRRxg1ahRdu3alpKRkv8+7KREREdxxxx3ce++9/mDCwoULGT9+POeddx49e/YkPj6eHTt2BGxnMpnwer0HdOz09HSMRiN///23f1l5eTlbtmw5oP0KIYQQQgghhBBCCCHE8UaCGgeRXqcwaVw3gAaBjdrbk8Z1Q6/b/2DFwZScnMzUqVN56aWXePjhh9m4cSOZmZm88MIL3H///dxzzz0MHDjQ375Dhw4MGTKE66+/Ho/HwznnnONfN3r0aAYPHsy5557Lzz//zI4dO1i0aBGPPPIIy5Yta7IPERERREVF8d///petW7fy22+/MWHChENyvrfddhubNm3i66+/BnyBn2+++YaVK1eyatUqLr/88gbFyVNTU/n999/Zs2cPhYWF+3XckJAQrrnmGu677z7mzZvHunXruO6669DpdAcUuBJCCCGEEEIIIYQQQojjjQQ1DrLTeyTwxpX9iA+zBCyPD7PwxpX9OL1Hw6Lcbenuu+/m22+/ZeHChfTv358ePXrwySef8MYbbzBt2rQG7a+44gpWrVrF+eefj9Vq9S9XFIUff/yR4cOHc91119GpUycuvfRSduzYQVxcXJPH1+l0fPbZZ/zzzz/06NGDu+++m+eee+6QnGtMTAxXXXUVkydPRlVVXnzxRSIiIhgyZAjjxo1jzJgx9OvXL2CbKVOmsGPHDtLT0xvUAmmNF154gcGDB3PWWWcxevRohg4dSteuXbFYLM1vLIQQQgghhBBCCCGEEAIARTvOEvuXl5cTFhZGWVlZg1oTDoeD7du306FDhwMebPaqGn9vLya/wkFsiIUBHSKPmBkaou1VVVWRlJTE888/z/XXX9/W3RFCiIPiYL6PCiGEEEIIIYQQ4viyr7H7+qRQ+CGi1ykMTo9q626II8SKFSvYuHEjAwYMoKysjClTpgAEpPASQgghhBBCCCGEEEIIsW8S1BDiMJk2bRqbNm3CZDJxwgknsHDhwn0WURdCCCGEEEIIIYQQQggRSIIaQhwGffv25Z9//mnrbgghhBBCCCGEEEIIIcRRTQqFCyGEEEIIIYQQQgghhBDiqCBBDSGEEEIIIYQQQgghhBBCHBUkqCGEEEIIIYQQQgghhBBCiKOCBDWEEEIIIYQQQgghhBBCCHFUkKCGEEIIIYQQQgghhBBCCCGOChLUEEIIIYQQQgghhBBCCCHEUUGCGuKwmzFjBuHh4Qdtfzt27EBRFFauXHnQ9nmkUBSF7777rq27IYQQQgghhBBCCCGEEEcEQ1sefPLkyTz22GMBy+Li4sjNzW1ymwULFjBhwgTWrVtHYmIi999/P7fccsuh7uoxx+V14dW8oMGcX+Yx/aWXWL5sGY5qBympKYwZM4b77r2PpKSkg37sSy65hLFjxx70/baF+s9hRVGIj49n5MiRPPPMM7Rv375V+/nuu+8aBGZycnKIiIg4mF1uFdXlAq8X0MBdDaoHdAYwWgEF9Hp0JlOb9U8cOeq/plS7vXhUDYNOwWrU+54qih6TXp4rx7sNWXnkllSgqh4K9izC5SzCZI4iJmkIOp2B+IgQuqbEtXU3RRtbte5vcvN3o7o8FC3egreiGn2IlajBHdGZDMTHtqN39wFt3U3RxhZtWcGugj3g9hD8xyysVflUB8VSedJZYDTQPiaJIR37tnU3RRurKHbgqHTjVb1sLN5IiaOECEsEXSK7oNfpsQQbCYm0tHU3RRsrL8ynurwcTVVxrN+At6QEfUQElm5dUXQ6rKGhhEbHtnU3RRuT54loCXnfEeLwadOgBkD37t355Zdf/Lf1en2Tbbdv387YsWO58cYb+eijj/jzzz/517/+RUxMDBdccMHh6G7z5j0NOj2cfH/DdQumguqFkQ8e/n7V4/K62FqyBQ344v0veOL+Jzj7krN5/t3nSWqfRM7uHL7/YiZTn5vKyy+9vH/HcLkwNTLY7Xa7sVqtWK3WAzyLI0ftc1hVVTIzM7ntttu4+OKLWbx48QHvOz4+/iD0cP+oLhfOLVtA05pupCiYO3aUwMZxrv5rSlMUICOiowQ2jmMbsvIY++ZSNE2pWRJX8wOQCYCiaPx4y4kS2DiOrVr3N99+Pgt09SYThxgAN1sXr/fdVlfCJUhg4zi2aMsK/nz033QKLuCUuExCjC4wAW6omPM/fstL58/KGHh8igQ2jmMVxQ4+evgPVK1+cgIz2dhZx3IAdIrKlU+eJANMx7HywnzmX3g+Gipb4yIbrM/IK0ZBx4ivvpEB6+NYeWE+b99xE5rqabKNojNww/T/yvPkOFZR7ODDhxaiUX9cM/B9R8HLVU8Nk/ed491RMHZ8NGjz9FMGg4H4+Hj/T0xMTJNt33zzTZKTk3nppZfo2rUrN9xwA9dddx3Tpk07jD1uhk4P8570PQnrWzDVt1zXdNDmcPFqXjQgNzuXpx96mituvIInXnmCAUMHkJScRP8h/XnspSk88MgDgG8WQZ8+fQL28dJLL5Gamuq/PX78eM4991yefvppEhMT6dSpkz8t1BdffMGIESOwWCx89NFHjaafmjlzJv3798disRAdHc3555/vX9dYCqbw8HBmzJjR6Pk1tv/vvvsORVH8t2vP6d133yU5OZng4GBuvfVWvF4vU6dOJT4+ntjYWJ588slm78/a53BiYiLDhg3jxhtvZMmSJZSXl/vbTJw4kU6dOmGz2UhLS+PRRx/F7Xb7+/vYY4+xatUqFEVBURT/udU/99r785tvvmHkyJHYbDZ69+7dIHjy1ltv0b59e2w2G+eddx4vvPDC/qX78nr3HdAA33qvt/X7FseU2teUfdFq2onjV25JRb2ARuM0TSG3pOIw9UgciXLzdwcGNBqj0/naiePWroI9dAou4OykDQQbXAHrgg0uzk7aQKfgAt9MDnHcclS69wpoNKRqOhyV7sPUI3Ekqi4vR0OlU24JGXnFAesy8orplFuChkp1ve924vjjm6HRdEADQFM98jw5zjkq3XsFNBrS0Mv7jjgqxo6PBm0+U2PLli0kJiZiNpsZOHAgTz31FGlpaY22Xbx4MaeddlrAsjFjxvDOO+/gdrsxGo2HrqOuqqbXKXow1kRZT74fvC7fk9DrgpPuhj9ehN+fg+H3wZA7WrZfU9DB6XdjakYf58ycg9vl5rrbr2u0WXhYeKt2++uvvxIaGsrcuXPR6g2GT5w4keeff5733nsPs9nMnDlzArb74YcfOP/883n44Yf58MMPcblc/PDDD6069v7IzMzkp59+Yvbs2WRmZnLhhReyfft2OnXqxIIFC1i0aBHXXXcdo0aNYtCgQS3aZ25uLt988w16vT5g1lFISAgzZswgMTGRNWvWcOONNxISEsL999/PJZdcwtq1a5k9e7Z/1lJYWFiTx3j44YeZNm0aHTt25OGHH+ayyy5j69atGAwG/vzzT2655RaeffZZzj77bH755RceffTR/byHmhumruGqAr3q+z9QdL7BKEUPyr4HL8UxpIVPlRa3E8cktZkvgrUc1VVUlZej0+kwGOo+prhcvoFLo9HoD1J7vV68Xu8BtXW73WiahsFgQFczmK6qKh6PB0VRAj5bHAltPR4PqqoGvM+0pq2maf6gev0ZlQezbWP3e0vbOivttIS7uIrK3AL0BgNmm9m/3F7u+1xlMJpQau5Lr9eD6vGg0+uxBFn2r22lHVQNvdFU9xh5vXg9bl/KiWDrfrV1VDpQVS96gxFdvcfT63ahKDqsIS1ri6JgC7HVtbU7UD1edAYDer2h1W01VcXj9v0fWUNs/sfIWe3E6/ag0xvQG/ajrabhcTkBsARZ0el994/L4cLjcre4rbewlFPiamd4EUBRfNdcjIzbxk/ulr3uiGOTV23ZxRQtbSeOTZpaN0OjU24JoXYn22IjiK600ym3hM3xEWyNi8Q+7X1UzUtqdBSdYn3vO+XVXpZsz0On0xMf2cO/z9KKndidJbSPjKBrvO913O708kdmHoqikBDVy9+2rHI3VY4iEiPC6ZHge212uFV+3+JLyZ0Q1RNF8b3+lVdlU1ldQHxYOL2SfG09qsZvG3MAiI/sga5mIKzCnkuFPY+YkFD6tg/2H2/uhmw0DeIiu6HX+T4zVFbnU16VQ2RwCP2TQ/xtf92Yg1fViI3ogkHvO+eq6kLKqvYQbgtmQGqov+38TXm4vF5iwjthNNScs6OY0spdhFiDGNyh7vvtgi0FON1uosMyMBl94x7VzlJKKrIIMlsZml6XfvmPrYXYXS6iQtMwm3x9c7jKKS7fjtVkYVhG3eyaRduKqHQ4iQxNxWLyHc/prqCobBsmg4kRnaL9bf/aXkxZtYOIkGSsZt/xXG47hWVbMOiNnNK57mLbpVml5JcV0hKaqraonTg2yfuOaLHaGRrzngRnJZw2pS6gMfLhxmdwiAbaNKgxcOBAPvjgAzp16kReXh5PPPEEQ4YMYd26dURFRTVon5ubS1xcYEqKuLg4PB4PhYWFJCQkNNjG6XTidDr9t8v3N3L+VGLT6zqeBld8WXd78Wu+378/5/up9ftzkLUYrq03YP9ST7AXNdzn5LL962cLVLt9L6BZ27IIDgkmJr7x2THVbi/WVsSJgoKCePvtt/0DHzt27ADgrrvuCph5sbcnn3ySSy+9NKC+Su/evVt+4P2kqirvvvsuISEhdOvWjZEjR7Jp0yZ+/PFHdDodnTt35tlnn2X+/Pn7DGqsWbOG4OBgVFWluroagDvvvJOgoLrA1COPPOL/OzU1lXvuuYfPP/+c+++/H6vVSnBwsH/GR3PuvfdezjzzTAAee+wxunfvztatW+nSpQvTp0/njDPO4N577wWgU6dOLFq0iFmzZrX+DnJXt6xZdg6KXsNo81LzeRtN880yQVcT6FBqAh26en8ruibW11sWsF4ngZIjVO1rSnNK7C6MwWYM+jafJCjaQMGeRdSlm2raHz//h79+jsVYUoAlN8u/vKJzX9DpCdq6Gl3NAKorIhZnfDKGsiKs2dv9bSs79kYzGLFlrkXvcvjahkfjTEjFUFGCdXdmXdv0nmgmM7bt69E7fAPq7tBIHElp6CvLse3a7G9bldYd1WzFmrUJg903o8QdHI6jfQY6eyVBWRvr2qZ2RbUGYd21BUOl7z3dExRKdXIndA47QdvX+9vakzvjDQrBsjsTY0WJr601mOrULiguB8GZa+vats/AGxyOJXs7xjLf5wev2Yo9rTuK20Xw1tX+ttVJaXhCIzHnZmEqKQBANZqpyugJXg8hm1fWtU1IxRMejTlvF6biPF9bg5Gqjr1BUwnZuNzf1hGXjDsyFlNBNubCbAA0nZ7Kzr40P8Eb/kGpiWI6YtvhjorHWJSLpWZ2hYZCZdcTfG03rUCp+WLnjE7EFbOPz1v17J69if988Tk2LYkRq3/3L/+xd2fAgyn0enR634CGx7EcT/V8LCRyyqqF/rY/9e6OhgNT6NXo9L6BDo9zNR77L5hIYPSqP+ra9umFplVhCrkcncH3Xu11bsBt/wmjEsepKxf52/7cpy9erRxj8EXojb76Wl7XVtxVM9HrYhizYom/7Zze/fFQgjH4XPRG30U9XncW7sqv0ekiOX3FUn/bub1PxE0xxqCz0Js6+R4jzx5cFZ+j6MI4Y0XdY/Rrr4E4lUIMtjEYzN1r2ubjqvgIlCDGrqx7nszrOYhqXQEG6ykYLH18bb0luMrfA8XMmNVb0au+/7kFPQZRpS/AYB2GwXIiAJpagbPsLUDH6PU5mNyVAPzRbRDlxgL0lkEYrUNq2jpwlr0OwMmbSghy+K6KXtx1ICWmQvTmEzDaTva11bw4S31pUIdk2gmv9A3a/dV5ANbITEJSAmdo1KcoEGp0Mnz+Q+BeCZHpEJXu+x0cK58njhMbizc236imXXxqyy5gEscex/oNoGlUWEy49Driy+3EldtRgM1xEf6AR05ZIZpnF+qeeCI3/wlAYWgcuR2CQTFT7B3p36er6h9U13o8OYnEfO173ymzRZDbMRLQUaKO8rd121fjda7GmZdE/De+9zO7yUZuV9/YRok6EkXR17Rdj9e5GntBOxK/WwCAR6cnt2dqTdthKIov+OCu3oLXsZqKwiTaz6x7n8zp3RFQKfEOQtH5gh0exw481aspK0oi9fu6tnt6dwVcFHtOQKePqGm7B0/1akqKE0n7oe49dVefHmhaNcXu3ugMvvEFjzMPj301RUo8HX/8s17bPqhaBcXubv62Xlcx7qrVGJQ4Os/+xN82q3c/vJRR5OqI3ljT1l2Bu3I1Ol00XX/+1N92R+8T8VBMkTMVvam2bXVN2wgK537ub7u91wBcShFFziR/W9WTg6tiNYoSSuEvX9RrOxCH0rKghmP9Bsjo1KK24tiztnBt842Q9x1R4+T7wW33XQj/1xu+C+MloNEqbRrUOOOMM/x/9+zZk8GDB5Oens7777/PhAkTGt1G2etLSO2MgL2X13r66acbFCM/HgQH112NceWVV/Lmm2/6b3tU332maVqT91v9di3Vs2fPRuto9O/ff5/brVy5khtvvLFVxzoYUlNTCQmpuxIlLi4OvV7vv6qydll+fv4+99O5c2dmzpyJ0+nkf//7H19++WWDtFVfffUVL730Elu3bqWyshKPx0NoaGgTe9y3Xr3qruypDeTl5+fTpUsXNm3axHnnnRfQfsCAAfsX1GjhVdWqVwGvgjEE0FRAw+PQ4XXoMFhUDFZPQFtFp+3/WEJAQKR+AGSvgElzwRP/9jK4fjC09LWiqMpFYUU5JoMOm9GA1aTHZtJjMerR62SA6VjnchbRkqBGiMWIw3Ho+yOObjpFpn4dz/ZOOdWUBG2P74tifaZgiEyrC3LU/22LkoDHMaTEUQKYW9hOHK/cmzczYFsO0ZW+C7o0fLXgNCAnou47dYTOjBqUQWJCBOEnXOpb6NQIzy1Fp+iJs2X725ZqIVQbM0iIjyC8r6+twa0Rnl2KgkJ8vbZl2LAbMkgIDie8t6+txasRvrsUgHhbTt1MDcVClSGDOFsY4T19bT2qRvguX9s4Wx46xTfEU6EYqdRnEG0NJfyyS+vOI6sUDY1YWyF6ne+Cz0qdjgpdBpGWkIC2UTvL8GoqMbYSDHrf/VOlh3JdBmHm4IC20bsqcKseooPKMOp9szHtepUyJYMQU1BA25jdlTi9bqJslZgMvvui2uCmlAxsRltA29g9VVR7Yoi02TEbfW0dbgclWgYWvTWgbXy2nUp3JBFBTiw1bZ1uO8VaBia9ObBtTjXlrgjCbR6sJl9bl6eSIjUDg85E+GWd/W0Tch0UlBuo9OTSHG+JvJ4cb1RV5a/NK5hb8gOLVi1nHHc2u4287wi/0ZNh0XRfQENvkoBGK7V5+qn6goKC6NmzJ1u2bGl0fXx8PLm5gW8k+fn5GAyGRmd2ADz44IMBAZLy8nLat2/f+s49lN30OmWvXGf3ba1LOaU3+Z6cw+/zpaLaexD1rjWt70sLrFy50v/33oPnhprBw9T0VCrKKyjILWh0tkZtO51OF5BOCvCnjaiv/syEliyv1VzRcEVRWnT8Wi3t797pyvZO21G7TG1mCqnJZCIjIwPwFQ3fsmULt956Kx9++CEAS5Ys8c9EGTNmDGFhYXz22Wc8//zz+9xvU+r3sTYoVdvHxgJVe98XLaZr2cuDIToCxWBBia75H9RUtN270arLfVdDRoSC6kXzenBu9/0fWZKjUVBBU1EdLjSvimIAnU7zFUTSVNBqf9e7/+vfPigzNpXmZ4w0OXukifXH4WCIoYUBCaNOxaWCy6Pi8rgorZkMpABmox6bUe8PdJiNenTH4X15LDOZG3+f3luK2plBnh7EPtoLU3Bd+h9JP+VzNKWfUlWNrfllrN1VyvrcSpblVLAppwKX14ve7nst97bvDSjEh1pon7Cbrmvno4Zl0JxC205m9cqlIutCXkoe4+ujQUffWCu9ksLpkhpF7+QIwiwmvN6+qJ5rGqSUat9o+qm+qJ4rGrZtNKVUP7yeixuklGq67XkN2qY0mlLqBLzusxqkn2q67ekNUkqlNJl+alSL2vpSSg0HAlNKpTaZfmpIy9pqGh6Xb4ZH/ZRSHWrST1VU5bF79yIKCmLYuXs3JXm9ycj4i6r4nax3K/ynwESoupJbdzadprO+9bredDvhRCjKhOJMKN0FrkrIXe372Zs5DKLSGgY7ItPA1rCAsDiyRVgiyKb5lHYRlohm24hjk6e4GM+MD4j2ePAqCqU2M1FVDlR8xUcTSiv9MzVGXjSS1LPPCdg+AejaiuN1bEXb6w9R28YTTzdufCvaXt2Ktle2ou3lrWh7SSvaXtSKtucDO2b+j68/fqvZtvoIeT05Xuwq38XMNT9R9VUURqeVb/v/j0E7opvfEHnfOa6pXlj4AsR0hm5n1xQF99SNHS+YKoGNVjiighpOp5MNGzYwbNiwRtcPHjyY77//PmDZnDlz6N+/f5P1NMxmM2Zz81foNKs1NS4Wv+YLaNROG6rNi9ZY1O0Q1c6oHWRvjNXo+yJ86rhTefHxF3n31XeZ+MTEBu2cVRVgCyYmJobc3NyAAfP6QZMD1atXL3799VeuvfbaRtfHxMSQk5Pjv71lyxbs9qa/oMTExFBRUUFVVZU/oHIw+9ucRx99lE6dOnH33XfTr18//vzzT1JSUnj44Yf9bbKysgK2MZlMeA9Cwe0uXbrw999/ByxbtmzZ/u3MuO9gUy19WAQ6a93gCIoOY2IShugYMBig5n9TczhQ9L5aG0poXZotT8VuvKWlGOLi0EX7gmua14snLx/FbEIfGYlSG8zQvKCqgUEPtV7wY+/16l7Bkdq2/uIOmm/9wSx23mBGSFPptFqajuvIn01S+5rSLEMhaSGxaPpwql1e7C4v1W4vbq+Kw+3F4fZSO/agUxQsRl+Aw2rSYzXqMRt0+5xdJo5sMUlDgMxm21l0GQSnRRIUHe5fVvHHHkztQzAlhwQ8B5rKkGi0WBoua0VbaPza3iOibaMtW9fW1MjFBAfaVtM0CpywelcpK3eXsnpXGWv3lFHh3HvWn56wIAu92oXRp304vdqF07tdGLGhFqrcVVz/2nd0KW2iM/XkdDHQIakPI3sPZ+mOYv7JKqHcNJfFLjO/r+oFK3xpIjrFBdM/NZITUyPonxJJO6vV/xwKttn2dYgAh6qt7Shraz3IbQsLt7J9+88UFy/Bq27EbPalo1q99VzKXCacwU5cxo549LF0jjoBc/U3xId1oDT9VCrm3UuwwdXotQSaBhUeM2tOm0C3k8+tW+FxQsmOuiCH//c2KN8NzjLIXuH7aXBCETVBjoy6QEdt4MOyf7NvxaHVJbIL61jebLui997D2bUHZmtws23F0a/+d1pDZCTmM04n6/d52I0G0grL/DU0aouEAxQG2/DOm4966mnomrkgTxybLN1aFr5qaTtxdMovKWLu2vnMrviOlQUrQYPL1EcxoXBOxCWcdO4ANs1ovq5Kl8guh76z4shTng3f3AQ7FoIlDPYshz9fbDh2DBLYaKE2DWrce++9jBs3juTkZPLz83niiScoLy/nmmuuAXyzLPbs2cMHH3wAwC233MKrr77KhAkTuPHGG1m8eDHvvPMOn3766b4Oc3g1VtilfgGY+rfbSs2Xv4SkBCY+PpEnH3iSyopKzr74bJKSk8jNzuX7L74nITKBl198mREjRlBQUMDUqVO58MILmT17Nj/99NN+p0/a26RJkxg1ahTp6elceumleDwefvrpJ+6/33c/nXLKKbz66qsMGjQIVVWZOHHiPovCDxw4EJvNxkMPPcQdd9zB33//zYwZMw5KX1siLS2Nc845h3//+9/MmjWLjIwMdu7cyWeffcaJJ57IDz/8wLfffhuwTWpqKtu3b2flypW0a9eOkJCQ/QrG3XHHHQwfPpwXXniBcePG8dtvv/HTTz/t50BwS7dp2E7R61H2+sCvs1gwd+niCzTUb2s0orNY0NU7X83pwlNchGIwYIiKqpkNpcedV4zmcKCPikIf7LtKs7kUdI3yBzmaCHr4AyZN/B0QPKm5vfe+OVjFSRubTdLYjJHm1tefUXKQAwMt3J2GhtlgwWg2EmKpd5W6V/UFOFwef6DDq2rYXR7srrr7Ua9TsNabzWE1GjDqFQl0HCV0LZz9FX56GlHdOvhve8qclP2wDTTQR1kI6huLrW8shigZVGhLJVUuVu0uZdWuMlbvLmXV7jIKK50N2lmMOnomhdGrXbg/kJEc6buav8xZxrxd84gNPReAIGMQF3W9mDWLtzV7/LM6j+PUEeeiU3TcMCyNanc1J3/xCNUeOyd36MG2XUFsK6xic14lm/Mq+eSvnQDEhZp9QY6UCPqnRtIlPkTq/BwmmqZRUlJCVlYWe/Z8i17/PSazL/WJwVj3pcTpiEbXGX6u+Jlukd245qyP/Pv4X59ribRE8syvX/NbXjpnJ22oqeNV/zi+3/Py0sC41+uOwey7Mi6mMw24q6F4e8NgR3EmVORAdQnsWeb72VtQTOCsjtpgR2QamGWgvK3odS276KL94u08+9z5XP1//yU1LPXQdkq0Kfs//5D3zLMkPPEEls6+uge2m26gfOmfAUXBgYDi4an6Mlxb97Bj61YSn38eSyepmXC8UXQt+6zQ0nbi6OH2ulm4ZyG/LFpE/IIBlJtdrOyzEp1Ox6DEQfTWChh63qmEh59Bwc4KNrG02X229P1JHEM2/gj/+5fv86QxCDqcHBjQgCNv7Pgo0KZBjd27d3PZZZdRWFhITEwMgwYNYsmSJaSkpACQk5PDzp07/e07dOjAjz/+yN13381rr71GYmIir7zyChdccEFbnUJDqrfxwi61t9WDeEX4ftIren+e0Euvu5SU9BRmvDaD/xv/fzgdThLbJ3LyaSdz8+2+XIBdu3bl9ddf56mnnuLxxx/nggsu4N577+W///3vQenPiBEj+PLLL3n88cd55plnCA0NZfjw4f71zz//PNdeey3Dhw8nMTGRl19+mX/++afJ/UVGRvLRRx9x33338d///pfRo0czefJkbrrppoPS35a45557GDp0KH/99RfnnHMOd999N7fffjtOp5MzzzyTRx99lMmTJ/vbX3DBBXzzzTeMHDmS0tJS3nvvPcaPH9/q4w4dOpQ333yTxx57jEceeYQxY8Zw99138+qrr7b+JLSmU3z5KQroW/6GrDTS3hgXB3F75dnX6zBER7P3aLlaVYVqt6MLq0s7oTkcOLdtR2ezYu5QNxCqOp2+D5UGQ8NBb//Af4u7vm+aVi/A0dTskX0sayy4clhmk7Qg3dY+C7j7ftd/TWnykEA7awxGc10dmyp7IVZLBEa9njCrjjBrzaweTcPlUal2+2Zz2F2+WRxeVaPS6aGy3pXfBr0uIG2V1aiXAcojVHxECIqioWlNB6EURSM+IgSdqd7rhEfF1jeW6rWFeIsclP+yk/JfdmJKDcXWNxZbz2h0tqYD3eLA2V0e1u4pZ9WuUl8gY3cpu4qrG7TT6xS6xIfQq104fdr7AhkdY4Mb/Z+scldx/v/OJ786n/igeAYl+IolZrTrwhp1q+91pwmKqhEf2w5dvZlsGhq39fkXS3OX8sopF6FTdBRWOnnx73dYkbcSb+lQMnfFkFfu5IfVOfyw2jcDNMikp1+KbxbHiakR9EkOx2Y6oiYyH7VUVWXPnmXs3PUr5WXLyMpKJzfXN3sjKmo33bqXo2kKTmcsHn1nQiP60a/zBYSFJXJCVR6ffP0rLs2F3W3HZvRtF2mJRNM0Frgt6CtjmLkHTonLJMRYV2OjwmNmXl4amytjGBqT1PIOG60Q1833szdnJRRvqxfw2FYX+KgqqPvZtaThtsHxDYMdtbdbOCtW7B9LsBGdoqJq+3g9wcOKzi6+TC5k1qyLeWTQI5ydfvZh7KU4HNy5ueQ/N43yH34AoOCVV2j/mu/7kS0iAgVdQECjVu3tIKeH9jojzi1b2XHRxcQ9+ADhl1wiF9YcR6yhoSg6A9o+6k4qOgPWg3Thp2hbqqqyaOUKFmb/zo+V31DqLMXoNXO10h+DUc89Pe7njA7D8b74FmVfvYq7UoM7bscSbETBi0bTYyQKXizB8t3luOF2wNx/w9//8d1O6A0Xvgerv4D4nkf02PHRQNH2O+H+0am8vJywsDDKysoazDRwOBxs376dDh06YGkiFcSxwuV14dW8oOFL/+Iso9Bbig4INiRRUuVFrxjoGBuCySADhEezG2+8kY0bN7Jw4cKWb6SqULgJ1enAqwWhegwYo0J9g+s6Q82XcF+AQtdIcfhDxVtVheZwoAsJ8R/XW1aGa9cudFYb5vQ0f1vntm2odjvGdu0whIf7TsvtRq2qQmc2H/lTxzWtiXRbTc0YaUE6rkNGQVN0aIpvVomKgoovAKLT+wIfiq4mV3tNIMTlcZDrLEEPxAcloDcF75WOa6+AlqbhdHuxu73+1FVOt4rWSChFCpG3nebeRzdk5ZFbUoGqeijYswiXswiTOYqYpCHodAbiI0LomtJ4MXHV5aV6XRH25Xk4t5b6o2gRF3YkqH98o9uI1nN5VDblVrBqd6lvBsauMrbkV6A28mkxLTqIXu3C6F2TRqp7YiiWlqajA5766ymW5CxhypAp9Int41++at3f5ObvRnV5KFq8BW9FNfoQK6mx3QjeZcJsNtPp3uHog5t//zl/5vlsKdnCY0Me44yUc1i1u5S/txewLKuUFVkN02PpdQrdE0P9QY4TUiOIDTm2PxMeLF6vm507F7N7929UVC5Hp8vEaHT412ft6MXu3X1JSkoiJSWG2NhK0tJOY07O7zzz9zOcnno6U4ZO8bffWb6T9iHtGx00LHN7mLRkASfq7Bg8XoL/mIW1Kp/qoFgqTzoLjAbaxyQxpGPfQ3/ijvLGgx1FmVBdvO9tQ5MaL1gekeqbVSIOWEWxA0elG6/qZWPxRkocJVT8bqNih5fUnlEMv6wzdnMZD/7xIEtzl2J1aNy/NpUxj79LSHhsW3dfHCDV6aT4vfco/M9/0aqrQVEIv+giYu76PwyRdQGM8sJ8qsvL0VQVx/oNeEtK0EdEYOnW1VcLKTQUm85A9oMPUrXgdwBCTj2VhCceR1/vYitxbGv4PClm7bdz2GquAHSc/+AzdOjTSGBcHDX2VO5hVuYs1v2aS+fNw9gRsYbZXd4mxhrDmWlnMjrydHqndcexcSN7JtyDa9s2UBSib72VmDvvAKAkv5KVy9awbfs2UgekUu4uJ8ISQZfILuh1eizBRkIi5bPlccFlh3dPg9yaWsqDb4dR/5bPeC2wr7H7+iSoUc/xFNTYm+b1sLFkI3oNUsMzyCpxU+3yEmQ2kBYdJFehHEWmTZvGqaeeSlBQED/99BP33HMPr7/+OjfccEPLd1K2B6ryfQGMmK6gP3KvWtVUFc3tBlUNCFQ4MzNRq6sxp6Whq8nrXRcAsWJOT/e3dRcUgKahDw8/rEGaw0rT6gIlLUm3tff6vYMnexdxP+h0jdQcCUy3paLDo4HLq+D0gsMLLi94a4Iqvh/f3yajQQqRHwaH633UW+bEvrIA+5oCYm7oic7ie42qWpqLK7uSoH5xGNsFy3tXM1RVY1thVU3wwpdCan1OOS5Pw//t+FCLP4DRu104PduF+WdXtYRbdfPJhk84O/1sf3FEu9uOQWfApG/idVf1QtYiqMyD4Di0xEHkvb4aT54dS/cooq7sus/HWNM01hev56dtP3FjrxsJM/sGnuZmzeXpv57m0s6XMSz2EpbtKGbpjhKW7Sgmu8zRYD8pUTZ/kKN/aiTpMfK5CMDtdpCdncnu3aVkZWVRWLic7j0C02uqXj0ud3sslp4kJpxBevpIPIoHDY0go6/u2Yr8FVz909X0jO7JR2M/CpiBs8/jZ2fjKSnB6/Xyz8b1FFTYiQmxcUKXbuj1egwRERgTEw/6ebdKdUldCquiTCjaWpfWylnW9HaKDsLaNVKwPB0iUkAvV3geiLzt5az6bRd9T00mJtk3g9Srenl7zdvoprzCSetUCqIMRD37JN1PklkbR6uK+fPJe+JJ3Lt3A2Dt14+4hx/C2r37fu9TU1WKP/iA/OdfALcbQ0ICqZ99hjFOAmDHq5LPPueLbxfjChlE9+G9OeVqqalxtCkqK+HHX/7gD+8cFlXPByDcHseFa+7FmVrA0MvTGJQ4CL1O70ul+fEn5E+diuZyYYiJIfG5qQQNGtS2JyGOXD/cC+u+hXPfgE6ntXVvjhoS1GiCBDWa5nFVYjDaQNHhdHvZkl+JqmnEhVqICz3+7o+j1cUXX8z8+fOpqKggLS2NO+64g1tuuaXlO3BW+L50gy81guXovfpIU1VfYfKawSdvRQWewkJ0FgvGhAR/O8emTWhuN6a0NPS1AZDKSjz5+eiCgzHG1n1RqV9c8LjnT7u1j6Ls+yjgrqke8Lp8heDxXXh/qO5ZTQMVXUDAA50OnU6PTqdHr9ej0+tRWpBuq269PA/21tL3Ua+q8ff2YvIrHMSGWBjQIfKgzKbJe3k57pwqAAzRVmz9aupvRMh7mKZp5JQ5WL27lJU1dTDW7G6skDeEWY2+AEZNHYze7cMP+HPA/Qvu56cdP3FO+jk8cdITzW+wfibMnugrqFcrNBHXidPI/ykMVI2IizsR1K/xmT378uDCB5m1bRbX9riWCSdM8C/fWb4TvRrDsh3FLNtRwtIdxWzKq2DvT8oRNiMn1Aty9EgKxWw49nMjO52VbN/+Gzk5v2OvXoXRuJOCghS2bB5S00JlwMDv0LQEgmx9SEgYTocOIzGZ6gqGf7DuA15f9To39ryR63teD/iem2sK19Azuuc+31/znG42VzkYFhmCOzubzNPP4I+oTrzZ61wKreH+dtHVpdyy+jtOKtpM+uyf2j6w0RhNA3tRIwXLa2Z7uCqb3lbRQ3hyIzM80iAs+Yi+EOVosPLXz6h66Akiy7x4dJB91UhG3/+Kb7apOKoUv/8+eU8/gyEujtj77iP0zLEH7TN89dp17LlnAuaMjrR7dbp8NziOqVVVLD3jKpZ1ux1FgcsfG0R4rK35DUWbcqtuFu1ZxPfbvkebm0haYR9WJcxjSer/GJAwgHFp4zg5fiThwXVjhp6SEnIeeZTKX38FIHjECBKefgpDRERbnYY4EjnKwOOE4JoxJLcDHKUQIpkFWkOCGk2QoEbLldhd7Cq2o6CQFhNEkFk+zB/zVC8UbASvC5fThi4iDn1Y2DH9QV3TNDyFhWhOJ8b4eBSD73nuKSjAnZeHPiwMU/v2/vaOTZsBDVNKCrqa1wnN40HzelGMRikOtz+cFVC6izw8FOn1RKInPrxDC2eUNBYw2SvAcsgoexVo1zcyu6S5+iR71zA5uv/XWvI+OnttDo/NXEdOeV1R6YRQM5PO7s7pPRIa3aYlNE3DuaWUquV5ONYVobnrHntTh1CC+scTdELrB8CPViVVLlbvKWPVrlJ/IKOpQt49En31L3q39wUyUqJsB/11f1XBKu787U7u6X9P8/nq18+EL66mYaUeX5/Ku3xB+UorikVP3F0nYAhv3RRut9fNn9l/khaWRnJoMgCbSzZzwcwL6BXdiw/O+MBfwLGs2s2KnSX+IMfKXaU495rJYjLo6NMunP6pEZyYGkm/5AjCjoE6Ly6Xi507d5K1czoOx2pMpt3odIHnXlUVTVXlXaSkpJCSkkJcXBwGQ93nRYfHgUFnwKDzLft2y7f8e9G/GZo4lDdPfbPFfdE0javWbOeXonIey0jk6vICPr59Mk8MuMbXoJFK4Y/8/T5XvDr5gK7KbhOaBpX5jQc7ireB2970tjqjL3VV/UBHbeAjtN0+a9WIOiUFu1h851V0WJEHwI5uEZww/X1ikzq2cc/EvnjLy3Hn5PoLgGtuN8UffkTEpZf4Z20f1ONVVoHX408/5a2sRK2q8tULFMeV3ClTmL8mnKKoHmScGMWY63u3dZdEI1RV5a81q1myYD0/RL5Pntd34UxKcQ+G7Tmf8P4a54wbTnxQ44PPzq1b2X7hReD1EnvfvURcdVWDz8vZ2dlkZ2fTtWtXgoKCDvk5iSPM7mXw1XUQ1h6umekbCxD7RYIaTZCgRuvsKrZTYndh0uvIiAvGIF+Gjm2lO8FehKqacJZqoCiYO3VCZzz6B2daS3W5UO12FIMBfXAwQE3+1PUAWDp3Rqm5XzyFhbhzc9GHhmFKrguAeEpKUAxGdEE2CXY0R1XJL9tBobea9qYwQkLbHZz91i/iXhMc0TQvbo8Ht9uD2+PB4/Hg9frmcPiSWmk1czk09IqKQdHQo6Ggomgqyj5Loh+gptJt7R0w2Tt40uSMksP7vGvufXT22hxu/eifmnuw7ktA7X36xpUnHFBgo5bq9FC9tqb+xrYy0MDaI4qoK+vyHGuqhnKM1FqpLeS9ercvhdSqXaXsLG448KnXKXSOC/EHL3q1C6dTXOOFvA+Epmn8nPUzekXPqSmn+pc7PA4shmY+X6leeKlH4AyNAApaSDsKLB/i2lWJOSOc6Ot6HPBj+d3W73hs0WMMbzecl0952b/8jz1/0D2quz9llsujsi67zB/kWJZVQnGVK2BfigKdYkP8QY7+qREkhVuP+AsEKiry2LZtDvkFm9mxPZmcnBxUVaXfCTMJCvKlSnK7rahqR0JDTqB9u1No134AekWHPwClaf6//7P6LT7Y+DFTBj7CqPYjAY1qdzUrC1czMO4EdP7XAC1gu4Z/g0vV+HdWCZ8WVDK7exztt21mxCe7KbSENR4M1jRiqkuZd0Mvgnv1OgT3VhvRNKjICQx21P5dvB28DQOXfnozRHZoGOyITIeQhOMy4OGodLNmwW5soSa6DwssKq+qKr9Nn0jMW7MweaAsWIfy3MMMHHl5G/VWNEXzein9+msKXnwJfWgoad/PRDnM6WQ1TSP73vuo+vNPEp56ipBTRh7W44u25di8mZWX385fPU7B4/iH8+5/grR+ndu6W6JGTmUOP2z/gZmZM+n/+8VE2RNZkPY5eSkbGdthLOPSxtElsgu6Rt4H987SUP7TT5hSUrB0a7x2yvfff88///xDv379OPtsSV943FBVWPQy/PYEqB7fzNlrf/DNrBX7RYIaTZCgxj6oXnJKMqnU3CSHp2E2WPGqGlvyK3B5VMKsRpIjD/7Vm+II4SjzXQEIaOFpeCqd4FUxJsg0uVqapoHXi+p0obPVDVC58/PxFBZiiIryX51VPwBi7tzZHxjyVlT4ipUHB/uDJaKO21WJ0RjkH6SqsheiKDps1shmtjww/kLkLi/V7n0XIjcbFIKMOmwGsBoVzHrQ1a8z0toC7od6NklzM0ZanG6r+dkk+3of9aoaJz3xAzn2mn416KlKvE3hj0fOPKiF3T2lTuwr8zG1D8GSHg6Au8BOwX9WY+sdg61vLMako6f+htvjZVNOKWt2FbN2dzHr95SwLb8cRasNyvl+61FJibTQLT6IrnE2usTZSI+yYdFrgSnjVO9evxtZ3qDNPtpqXrYUb+KXHT8TpLdwcccLsOgMLT9eRR7sXNT8/RB1CvnZd6BpRsLj5hAcvrxmTXMD5E3/7VE9qJoXk84ImoZXU9lSshkF6BDWwb+8/nYaGm6PSrXbg8PlweFW8Xi9QF2wTkHDqFMwG3VYDDrMBgWjXudbr7Fffa3LibWvv/e971K9hcyQcIpCTbjDnJiDKlAU8Hr1LF50CZqmJ4xyMuJWEaWUkFJWTEJ1KbomArtuoP4lEC9FhPFOeBhnVVbxdEFRo9u0lFMzUEowG40pVG/V85e3K+8lndnsdu/3q+Dkiy89oGMfNVQVynfXC3jUq+VRsgNUd9PbGqy+lKN7Bzui0iE47qifRdiU9X9kM++jjQRHmLnyicHoGwnwbln2K3vumYCxysV91+u5aMD13N73doy64++CnyORfflycp94Auf6DQCY0tNp/+YbAbOsDwdvZSU7r77G/9k/4qqriL33HnRmKQZ7vNhx5ZX86DRSrSsgOvUkrnn2gbbu0nGtrKqcWXN+Z9vafL5s/zKa4vu+1SdvJD09A+k5sh2nDhzqn0naGHdODtkPPEjM//0ftn59mz2m1+tl2rRpVFdXc/XVV5OWlnbQzkccwSry4NubYds83+3u58FZL0G91Kii9SSo0QQJauyDprG9cB12RSHREkVEsG8w2+7ykJlfhYZGuwgrkUHy4eyY4/VAwQZfVDkoxlecUrSKVlOIu3ZGhubx4N6zx1erIz29LgCSnY2nuBhDdDTG+Hj/tq7MTBSTCWNSEoreN01x75ogxxtV9bC1eBNuoJ3eSlhYymGdwqmqmj/AUe3yYnd7Gi2grOAbrLSZ9FiN+1GIvP5skkYDIq1Mt6V6aZi25yBS9polUi9g4vBobN+dS4fyv7AYAFOw78cczOICE5f92LB+w94u6BZCr3gL4WaFMAuEmyDc7PsdalLRNRgYV5sYdG9iueqlfGMU5RvrAraGYDu2hHxsCbkYTPam96F6Wnk8da9tWxdM0DQVzetBq9leqZlBJHwqPWdR6rkFBQexpjsx6pqa3SEAygkii3ZkkYQjo4SIxF0N2jjtQejKzMRtV+jgySacimb3qwGvhofxVWgwb+Xk08ntGzzP1evZYjIypNpB/Vduh2akmBBKtJofgil0hlHoCqHSGkSpEkwxIRQ5QynyhFJuslGt37/P5dM65nHh9dft17bHFK8HynY1DHYUZ0JJlu81pymm4JqAx941PNLBFnVUBzw8bi8/vbmGzoPiyegXi66JWWv2ihLe+vkJ3q6aA0Cv6F483eMBklN6Hs7uinrceXnkPzeN8lmzANCFhBBzx+1EXHaZfyb14aa6XBS88CLFM2YAYO7alaTnp2GWgc3jQtmsH1jx5AvkJnbmnPeewxoqqYcON4/qYXH2Yr7f9j2/71jIxX89jNlrY2a36SR1jmBc2jhGp4wmxBTS7L4qfvmF7IcfQS0rw9ypEx2++7bZzAtbtmzh448/JigoiAkTJqDXS+qhY97WX+DbW6CqwHeByBnPQr+rj+rPRkcKCWo0QYIa+1ZRtAXNbScoKA59vUI2BRUOcsoc6BSFjNhgLEZ5gT5maJrvCj5HKRgsEN35uExBcLh4y8trZmqEoA/xzdRQnU6cW7aAomDp1q0uAJKTg7ekFENsDIboaMAXANGqq1HMZn/w41jl9bjIKdtOleomw+1GrzP6Am5NpRs5DDxeda9AhxePt2GgQ6coWGoCHFaTHptRj8mgO3wBKn+Ao6kC7vUDJo0Ve68fMFH3PeBVj8OjsX1PAR3+vAdLZeCA6aeekTzoufGATktBJYwqwpUqwqgkXKkknKqa3zW3a5aF1SyLUCoJpQq9UvdxR9P0ONS+2L2nUK0OAmrTVKiYdWuIML6EQSk4oL62Gf9sHH2937q9btebrdNgeWPL9r3PYlc5e6py6BHbG6Vmvaro0ekM+zh+E8tLtsNfLai1MOxetJiuFP4ajjPPjCnaTcxppb6Ma4qCb5ZS7f9bY3/X3G7ubwXsnmpsBhsoCpoGD/7xEIWOIm7ufQsnxvVvdh9Oj8qW/Eo25FawIbeSTbkV2F1etJp2GqDT6UiLCaZrQijdEkPpmhBOhM3YwnNpeF6qppFXvJ2svCWUVq1BU7axYuVoXE7fIEu7dmvpkLYCpyMKvZJBVGhfOrQ7iajw9i26bzTN97varVJs9zJpxRT+LvqTYVHnMiD4MkqqPZTY3TW/6/1d6aLau39fPfQ6hQibkVBnFYrDTqY+rNltjquZGvvL6/alHy3a2rBweeku9hkkN4c1PrsjMg1sh3aGZVuYmzWXSYsm0eefMq6fq1J591WcPP6htu7Wcce1cyfbzj0PzW4HRSH8wguJufsuDJFHxnOucsECsh98CG9xMYrVSvwjDxN2/vnH7UVKxwvV5WLriJF4i4tJmv4Koaee2vxG4oBpmsaq7euY/8NqcgoK+TH9Lf+6UYWX0CWyM6eNGUhaYsvSAKkOB/lTp1LyyacAWHr2JOn5aZiSm9/+22+/ZdWqVZx44omceWbzs0nFUc7rgTdP8l0cHNsdLnwXYru0da+OGRLUaIIENZpRmefLY20J830hqaFpGtsLq6h0erAY9WTEBKM7RnKRH/fsxVCaBYAWkYG7qAxDVBQ6q7WNO3b80LxeVLsdzePBEBHhX+7MykKtqMCYmOj/oqa6XDg3b24QAPFWVoLXi2K1ojvMeYQPNY+jDEPZHn+u8CKzjZCQdphMbX8FlKZpuL2+GR3VLo8/fZVXbfjWqtcp/pkcVpMBm1GP0XCUBBADZpM0PaPE4XSwfeduOuTPxVKdC84Kiu0e3snvxDslfXDQ/HPzFN1KLHovpVowJVoQZVoQpZoNu3ZgswRD9S7C9S7CDS7CDG4iDG7CjR5idCod3aEkV0URWh2GqvPgPmER4WYPYSYNXEHorW5fELHB4P5+DNrX7KPSpbG1qJotBdVszq9mU34VRXYvXnR40aGi4EWHXm+gY3wYnRLC6ZoYQbekCJKjglH2Dj7oDM2mBzsUSh2lnPrVqTi8Dp4d9ixj08Ye2A79NTVyaHwwVYHQRLhrDej0eEod5L24HM3pJXRMKqEjD23KkWpPNdNXTGfh7oV8Oe5Lf42QuVlzWZG/gnMzzqVTRKd97sOramzKrWBZVjFLd5SwbEcxOWWOBu06RAdxQkoEJ6ZG0D81krTooCYHxTRNIydnPdt3zKS8bBkoWzCZqgLabNp4Enr9EFJSUkhOjiIpKYmwsET/9lUuLyVVLkrsLoqrXJTa3TW/XRTbXZTY3RRV2dnpnUmlcSmOrNtxuXznr7PsRmcow1PZBQLmZTTOoHmJCLURaTMRbjNi2biGkIpiEocMILZjKhE2E3qPg7uyi3Ca9DzdPZlrUmL857990VIu+nxzszU1vri0Mx2GnNhsf0QTPE7fhS97BzuKtvlSXe2LNaLxYEdUuu97xlFqT8UeVl51PmkbywHIHNaBEdM+JDgsqo17dvzQNI1dN96EWlVF3MMPY+3Rva271IA7P5/siROxL16CPiaa9B9/RB/S/NXh4uiW//wLFL31FkFDhtDu7bcoLywjPDai+Q1Fq+VW5PJj1o98n/k9uXlFXLl8MgDfD3qRk7sOYVz6OLpHdW9VMNG5dSt7Jtzj+64NRF5/HbH/938tqtHjdruZNm0aTqeTa6+9lpSUlP06L3GUyVsHyz+A0ZPBKONnB5MENZogQY1muKqgcLNvcCSuR8AXRbdXZUteJR5VJTrYTGK4/NMe9bwuyN/oG5QMjsddrcdTkI/OasWUliZXFLUxTVXRXC4UgwHF4Mv3qdrtuHbuBL0eS8eO/raurCy8FRUYExIwRPm+WGtuN+78fHRms3+mx1FLVaEyj0p7PlkGAzo0OoamYTDZ2rpnDWiahtOj1gQ66up0NPZ2a9Tr6gU6fOmrDnbR5sOp/vtopUfhrYXb+HBxFnaXb6aHAQ8e9DRZU4Ni/rixA/r04Q3WOz1eyqrdlNndlNjdlNpdlNbcLq32DcCW7vV3WbWbSmfzKa9qxaPQAT2LqdvmMyWYIBSWBSmsjzRQHW4m3GYk3OobjA23mQi3Gmv+NhJmNRFmNWKqF7CqdnlZm+0r4L1qdxmrd5eSVdR4Ie9OcSH0bhdG7/bh9GoXRqe4EIxH+HPiv6v/y87yndzT/x5/Qe0Dsn4mfHF1zY36/zc1z5uLP4BudcUXq/7Jo+TLzaBXiL2tD6bEQ1+vaO/CkTfNuYnFOYu5o+8d3NTrplbvb09pNct2FPuKj+8oYVNeBXu/ZEQGmfxBjn7tQwjzbqAgv5JduyrJysrCFrSerl0XomlQ7bFQ7gyh1J6Ck67orT0wBnfB7jH6AhQ1wYuSKrfvt92Fu0UzKDRsHV5Gb8nFkXsO7pLBmHQQUlVGmM5LXNeORAaZiAgyopvzE9YdW0i+8FyShp5IhM1EcGkB2tefEdExnagrmi+4/FdpJV/nlfBsp3YB9/faeX+xZMo0nhhwjW9B/c8rNXfcI3+/z6B/30uPkQNbcF6i1dzVvuLkewc7ijN9xcz3xRYNURmBgY7Imr/Nh7/emOpV2baykJzMUoZdvO+gJIDb5WDupBtJ+XYZOiAvxkjctGfpOvCMQ9/Z45AzM5OCl18h/rHJ/ot/vBUV6IKP7HpYmtdL0dvvYO3Vk6DBg9u6O+IwcO3eQ+app5IT0Y61HZMxWoK59T8vtXW3jhl2t50fF81j669l7FS2sjDtSwBMOhPnld5I726dOW34EMzG1l8I5czMZPsFF6I5HOijokh85hmCh53U4u03btzIZ599RkhICHfffXejRcfFMWD1F2AvgkG3tnVPjnktDWo0XRVHHJ+MVlyKjkpUzM4ygizhdav0Op6ceDs5+UW89M7HBJsNhFqlSN7hNGPGDO666y5KS0sPfGea5ks3oHl9UeWQOPRGJ5rLiT409Ij+knC8UHQ6lL0CrDqbDUuXLr56G/XbWizoPN6A9qrTibekBNVkCghquLKz0VwuDDEx6IN8sx32rglyxNHpIDQBozkIW8VuLIoewxF6NYRSk3rKYtQTURNzCShEXpO2yun24vaquL0q5Y66Aq5mgw6ryVAX7DDqj6qZcV5V4415W/nPol043L7naffEUO48JR3vzLu4rfxqQEWj7rmmoAIKk0J/QN/h00b3azboiQ3RExvSuosO3F6VsuqaIIg/8OG7XVbtG9CtDYCU2t3srnYRYocKh4c4FII1CEfh1Eo4tdLD1p1OfsbNp7gp2kdaFrNBh16n4FV9Qa7GxIaY6BgbQo92YfRPjmBAhyjCbEf2++ruit1MWzaNe/rfQ/sQ36yIG3veeHDfM7qd7QtczJ7omz1aKzQRTn8mIKABYOsXS/W6Ihzriyj5YhOxt/dFOcSzoPY+3yu6XkGYOYwzUusGNVfmr+Spv57igo4XcEmXS/a5v6RwK0l9kjinTxIAZdVulu8sYen2IpZsK2Z9dhHRbMJblMuGqjI2bXZR7bWSU5RMUWUsTq09rtIOeHLHYvdY8WqNnX9Ws+dlNuiIDDIRpniwZm+mOmEVzuQKzoyZTHSQBc+Mt9m9SyNy7GWMu+E2YoODULZsZNf1N2Dt3p3km67y76s63ZcSy9whFV3New3tw6Hno832o9bA8GAGhjcyyB0Wzon563nk7/d5s9e5FNYrxhhTXcrNa/7HifnrISy84bbi4DBaIa6b72dvrioo3uYLdhRtrfu7ONOXd9pe6PvZtaThtsHxDYMdtbcP5H1f9ULWIt+s9OA4SBnir9NVVeZizjvr0FSNLoMSiEne9xX1RpOFsU9/yPLh7+P891TiCty4r5vAnGt/ZvSEF2Qw6yDxlpdT+NprFH/8CXg8GKKjiP/3vwGOilkPil5P9M2BQe6yWT/gzskm6vrrj9zP3GK/mdolETx8OObl63E78nE7iti6LJOM/ult3bWjltvj4a/sv/ghaxa/7vyViKJ2nJ1/O+n6EOwDtnFWx7M4LfU0Qk1ND3q2hCktjaChQ9Gqq0l89hkMMTGt2r6goABFUejRo4e8BxyLnJXw432w6hPfLPnUkyBe6modCWSmRj0HY6ZGTmUOJc6SJtdHmCNICE7Yr30fCoqi8O2333Luuef6l+UWbqAIlQiDlcTwwMJm48ePJ7egiKn/+RCDTkfHuOAWXUH6n//8h9dff52tW7diNBrp0KEDl156KRMnTjzYp3TIpKamctddd3HXXXc12y4ryzdwYLFYSElJ4frrr+fee+9t1aBPY8errq6moqKC2NjY/TmFQFWFvqKRKBDTWabLHYNUpxNvaSmKThfwwcy5ZQuq04kpJcX/pdBbWYUrawe6oCDMqal1+3A4QKdDMRqPmECXpmloqged3jf46/E4KCzfTUxYMnr90ZN6y6tqOFpbiLymPofFqD9iHo9abo9KTnE5mzO3Mem3fPZUeOndLow7R3XklC6xvv6un8nsT1/hMffV5FCXqiOBQiYZP+T0y+5sMGDdVjy1wZBKJ9UbS9BvKCZoVyW6modIBRbEG5lpUckrd1Jid2F3evEe4Mcqm0lPuNVIWMAMkJpZIda62SDhNiMRNcvDrMbDVuvqtl9v4/fdvzOi3Qimj5p+aA+2j0HIvXkrXeS9uBy1yk3Iye0IO6PDoe1bCzz111N8uvFTxqWN46lhT+FVNcqq3eSUlVPt0vnqTNSme7K7KK1y+37bXRRVuiiudFDm8Phrb7SW1aj3z5qIsJkIU7wE5ewkTK/R7uTBhNtMRNpMVD/1GOaVS+n02KPEn+3LAV29bh2bL7mQW+4wUmnReH3U6wxrN4zijz7GnZ1N6Nix/pQve89aOVBbqhxEGg1EmZq+9mrtnjJueusBoq0LcZUMIKoyA4NOxaPqKAreiinibwqrh/HfG5+hR9LRm+romOQorze7Y1tgaqvq4n1vG5rUeNHyyA5g2MeVuetnNhEkfdb/nvP7Z5sxBxnoNbId1uCWf5YoytnO33dcTeraQgC+fGAAd176MuH1LgwTraN5vZR+8w0FL76Et9j3nAg+5RTiHpjYorz2Ryp3fj7bzhiLWlVF0JAh+zVwKo58FfPns/uWW/mnx1hKI0eS1DmRcyf0PeI+tx/pNpds5sdZi/EsDWdFwi+sTpwPQHJwMmdWXM2oESfSOTVt3ztpRvWqVZjS09EH19S5tNtRLJb9DjhWVVWhqiohR0HQVbRCzir46jrfRRqKDk6eCMPva/I7iTg4ZKZGG8ipzOGs787C5XU12cakNzHr3FlHVGBjb0EGKw53FRZd41eLmo2+K4er3V52FdvpsI8czwDvvPMOEyZM4JVXXuHkk0/G6XSyevVq1q9ff6hO4aByuVyYWlmjYMqUKdx44404HA5++eUXbr31VkJDQ7n55psPqC9WqxXrwah14XFC+R7f36GJEtA4RunMZnRxcQ2WG5OSUJ3OgLopmstJg1wngHv3blSHIyAAorpcqJWV6CwWdLbDn/5JURQUfd3rU15ZFqWaB2fxZlKC27aQeGvodQpBZgNB5rq34gaFyF1ePKqKw+3F4fZCTYr8+oXIa2dzHNZC5PW4PCoFFU6K7S5UtwtNg64JoTx5YQYnd4oJ7FO3szn9Mhj90wMsLQ0ln3BiKeXE8AoMZzx9xAQ0AAx6HVHBZqKCzRAfCiNSyMmtZOeiPRg3FhNb7mFOUQVL3b73/CQUOqNjOV5sZj2d40JJjbaRGG4lMsj3HlI3I8SXOqvE7qasNo1WtRtNA3vN457dSI2FfbEYdfVSYtWlxwqr93dEvYBIbRuLsXXPm/v634dX9XJ3/7tb1b/94UXH32o38r1pxKoWBqBrslqDPthExHkZFH20gYrfd2PpFoU55cCu2tsXj1f1z/gprk3hVOWrO1H7d17FCCJLezA/10zfeXMorXmMW8f32Fj0DoKNVdgMXsKsJmLDoggJjqHK4aEyv5jSwhI26OoG769fM5OTctbwzYnno4wYRf/UCPo781CmPoY+JppOD1zmb5sdF0x+jJnvqueTu2gpk4dMxpyWRvqbb/MvVhCWkMyJ8b66FJFXXtGwhwfxdafaq3Ld2u2Uery837MD/UKbrp2U7TydwmAr5q5z2VYQjqtwFKboXzHHLMVZcBoux6iD1i9xEFlCIbGv72dv1SV1Kaz2ruPhKPN9di3fAzsW7rWhAmHtfUXLozICAx65a+Cra2lQo6c8x5fmriad3fBLm0871ZiohA6M+WIBvzx/N0s3/caXynIWfH8Bzwx7xv9/I1rOvnwFeU8+iWPdOsB39XTcQw8RfNLQNu7ZgTPExBD7wETynnyKqkWL2Hbuea1OcSOOfMHDhmFMTKT7lkUsGTKW7C2l7N5YQvuuR0Yh+yPZrrwcfs2bw6wd37OpZBPdcocy3HUx6aV96DoyjnHp4+gV3euAP3doXi9Fb71NwfTphJ5+OonTnkNRlAP+XhsU1Pb1HsVBpGmw5A34ZZIvbXtoEpz/FqQe/e9HxxKZqVHPgc7UWF+0nktm7Tu9AMDnZ31Ot6hGpmq3gb1naqxZs4b/+7//Y/HixdhsNi644AJeeOEFgmui1+PHj6e0tJSevXrz+uuv43Q6Of+ii3n7zdebHPg/99xziYiI4L333muyHyNGjKBPnz689NJLAduFh4czY8YMwDdz4frrr2fDhg3MnDmT0NBQHnzwQe64446A83n99deZOXMm8+fPJz4+nqlTp3LRRRf527T0HAcOHMj06dMxmUykpqayYMGCgD439a/T2AyLE044gdTUVL7++msAMjMzmTBhAkuWLKGqqoquXbvy9NNPM3r0aP/90djx9k4/NXnyZL777jvuueceHn30UUpKSjjjjDN46623/FcIVFRUcMstt/Ddd98RGhrK/ffdx/++/pw+XdN56ZnHICoDb2UlanU1hshIf+0GcXzRNA3N4wFVRWeuu9rRmZmJ6nBgzsjwL/eUlODeswddcHDArA53bi4oCvqIiMNarLyyKp+c6gKS3G5smgbmUAhrt++rNo8SdYXIPf5AR7Wr8dkADQqRm/SHtBaDy+Mlv8JJid3tfz20KF6qinLo0jG9yQDslr8WMW/GfwhzZBJscFHpMVFmSWfk+JvpOHDIIetva5XaXayuqX+xcpfvd36F078+EYVcNIwGHd0TQ7nRbaRnjhMt2EhIv1iC+sVhjG/5lxtV1ahweCitdvlrhtSmxAqsFVK/lojvdiN16VvMZNARURPgCKs3GyTcZsJqUvmn8HcSQ8M5t9OpvvU1M0hspkM4W2je08zOD+exbZ0CCmgnhFmYlLaZ02NLYeSDjW5a/MUm7Mvz0UdZiLuzHzpz81dRub2qPw2ZvzB2I4GKunUuyh0tr9XSgK4aq9FDu2ArFoqw6gsItRQQYqoi2FiJUdPYk9mXCJuRjikJZCTnk9q+L+Fbq3CuXEPwKSOx9fUNCFevXceOCy9EHxNN+I9zWZ5VwtIdJaS99Rz9Ni3h3W5j+bLTKQAEu+z8a/0sDElJuC4fzwmpUfRpH47FqCOnKofTvz4dDY1Z580iJbRtClxmVTu5avV2Sj0e5g/oggUXuyp2sbNiJ1nlWews9/3eVppFcaVKVebEmkDGXDRVj6Lz4iw4FVehL6Ax646TZKbGsUDTwF5cE+TYulfAYxu4Kvdzx4rv4p671hyUKy43Fm/kvgX3saN8B/GlCncV9uO0R9/EaDpOazXuh5zHHqP008/QBQcTc8ftRFx+OYrxyE7L2FrOzExfMeJNmwCIvO46Yu9qWTFicXQo/O9bFLzwAtsG3cIOS08iE71c8sgoSUvUiGpPNb/t/I0Vn+cSlpXCz53fJityHQadgZGxoxmuO53Th52ExXJwvte58/LJnjgR+xJf+sPQM88k8emnDuj/r7q6+uBceCqOHJrmu/Bhw0zf7c5nwjmvgk2Ck4eLzNQ4yOxuX0FPq8Hq/xLv9rpxq24MOgOm/Ux5Urtfi8GCTvG9yblVN8YmZkkcSna7ndNPP51BgwaxdOlS8vPzueGGG7j99tv9gQWAX3/9FYvFwvc/zWX5+k38+57beSQmhqnPPt3ofuPj41mwYAFZWVmkpBzYl+TnnnuOhx56iMmTJ/Pzzz9z991306VLF0499VR/m0cffZRnnnmGl19+mQ8//JDLLruMHj160LVr11adY2hoKHPnzkXTNBITE+nduzc33XQTN954Y4v7q2kaCxYsYMOGDXSsV9S5srKSsWPH8sQTT2CxWHj//fcZN24cmzZtIjk5mW+++abFx8vMzOS7775j1qxZlJSUcPHFF/PMM8/w5JNPAjBhwgT+/PNPZs6cSVxcHP9+aCLLV6+jT7cMCE9GAzz5+ajV1aBpGBu5sl8c+xRFafRLozk9vUEAT9Hr0QUHB1zNomka3uJiNFVFHx7uX+4tK8NTWIguNBRjvSn2mqoetFzCwUGxZFijUCrzoDIfnOWUFW7CbQklKjT5qM5ZrCgKJoOCyWAirOazsr8QeU0B8tpC5F5Vo9LpqSmM7Rt8PxSFyJ0eLwXlNcGMmitfg8wG4kIs6DU3O8qbHuze8tciZr7wFAAVhNetsBcx84WnOHvCQ20S2Kh2eVmXXcbKXaX+QMaORgp56xRqCnmH+wt5d473FfIum7ODytIcqHRT+fseKn/fgzExCFvfOGx9YtCH7Ptzgk6nEFYzsyIlap9NA6iqRqXLQ2lVvcBHdc0MkNqi6tWugCBIbbDEo2q4PL70WXnlziaO4Ev18cXvfwUsNel1AUGQsHqzQcJtvmLpgQXVfcuDWhAMmZ0fzq0r2qNRTf2i8rll1dy6oj1v9IXTm9jWekYq9i0leIscbPpsPdv7RTcMVNQPVlS5qGhFMfm9hVmNRAb5zjHSZvKldAoy1vw2EVGTJsykVWIvLackdxeZO/aQljIDm608YF/VDhuqlkGkuTdBc/4htLKK9Af/51+/57X7KZ/5PfqwUH9Qw5iUiGI2ow8NI8Zq4PQeCZzeIwFHxwewl5ZzvimS9sUqS3cUszyrhKl9LgadA+Oy91GWu1BLRtIjKYwTUyMYFncBJyZ1JsZ6eNOhVHuqfYGL8p0UO4qZ0/9Ctlc7iTQauPLH8awqWNXodrdVllFt+IrphRdiivoNRedFU/W4Ckdxh/4b9IoKyBXQxwRFgaAo30/7AYHrNM333t9gdsc2KNwC3qZe2wA038yPeU9Bn8shMo3CPVWs+m0XQy/IwBLUuu9jXSK78PlZn/PMkqfo/++vScv5i3nLhtF9+lskZfRp9WkfD1SnE7W83J+GKebOO1F0eqL/dSuGqFa8GR5FzOnppH7xOfnPTqXkk08ofvdd7MuWkfLRh4f1oiBx6IRfcD4F06eTtPwTtvYdTfa61fz1ncLg80e3ddeOCF6vl/nL/2Ke80fmZs3F7rEz2HUuvelAT3UgVw08jzGpYw56Gr+K+fPJefAhvCUlKFYr8Y88Qtj55x3QRToOh4Pnn3+exMRELr/88v1OYy+OMIoCKUNh888w5kk48YajIhPE8UiCGi008JOBACy4ZAGRFl907r117zF9xXQu6HgBk4dM3q/9nv716ZQ4S/j27G/JiMgA4H9b/8eFnS48KP1ujY8//pjq6mo++OADgoKC0FSVl15+kfPOPZ9nn32WuJrBbpPJxLvvvovVaqVdWidys/fw4pOTePLJxzE2cpX/pEmTOP/880lNTaVTp04MHjyYsWPHcuGFF7b6aoWhQ4fywAMPANCpUyf+/PNPXnzxxYCgxkUXXcQNN9wAwOOPP87cuXOZPn06r7/+eoNzBHj11VcZN25cwDkGBQXx9ttvB8w+0ev1hISEEB8f32w/J06cyCOPPILL5cLtdmOxWLjzzjv963v37k3v3r39t5944gm+/fZbZs6cye23305kZGSLj6eqKjNmzPDPzLjqqqv49ddfefLJJ6moqOD999/nk08+YdSoUeCu5r2pD5DY7zcwBfuuZNc09FFRUFSMIVIiz6KhvT/o6UND0e8dLdc0DLGxqE5XQHBEdThQq6tRLPVSXWlazdVpCqb0NP8XONXlAq8XxWRC0bfuiklFp/ddbWmNwFO2ixxceD1V6Mp3Ehme2qp9HekCCpHXLGtdIfK62hzWVhQid7p9MzNK6wUzgs0GYkMtBNek0HLs4+p1VfXy24z/7vMY897/L+knDkR3CHOUur0qm/MqWFUz+2LV7jI251XgbWS6Q0qUjd7tfMGL3u3D6Z4Yiq2JPP9hp6USekoyjo3FVC3Px7GpGHd2FWXZ26hcuJv4BwagHIKC7zqdQqjFSKjFSDItnzavab4gWP0i6b6giCtgdshfe9YSpIvB67H40mVVu3B7NVxeX9qxgop9DRg2ZNAp/jog4TZTYEosq5FQq4EXN6aj4YK9akn4akto3Ls+jUX/W1tT6L2uLkVJlYsql5f+6HmJIEI2lDJjwx7+xttsvxQFwq1GIoJMRNhqf2oDFr5ARYTNVG+97xyaChIWFm5l+/aZFO35iyJ1I3p9BYsXXQz42peFx6LX61ALozCuqGS1CWb1NfLLRV+glFWy5fYhuIB12SvoltAHRVEIHjYMfUgolm51s3314eF0Xrmiweu0pXNnLMDgmh/wpczamFvBtxvm88WemaCaqSgZzMpdGit3lQL9+QH4IPpvX7qqlEj6p0Y0m2a0tX7Y9gNLc5eys2InO8t3kmfPqzsfRc95Hc+ja7DvPSMlNIUd5TtICUkhOTTZ9xOSjMcRRe4nb3KP4RtiLbl87UwETQeKygXBr3KVZxH/cV/UVBfEsURRICTO95OyV1B89ZfwzQ3N72PhNFg4Dc0ShseZTnhFB3brh5Ix7gzfZ4tWsBltTBn2BAuuslD90se0315JzoWXs+P+Gxh6+YRW7etYpmkalfPmkffMs5jat6f922+hKAqGiAjiH32krbt3yOnMZuL//ShBQwaT/fAj2Pr3l4DGMcQQFUXoaadR/sMPhOurKURjy98rj/ugRmZpJt9vnoXr03YEVUewoM9i7FY7ScFJ9B7VjhEJ7emefspBP67qclHw/PMUv/8BAOYuXUh64XnMaQdWkwNg06ZNeDwe7HY7ZvPRnyXguOb1QEU2hNfUbhp4M3Q6zVfLSxyxJKhxjKpNpQRw5ZVX8uabbza7zYYNG+jduzdBQUFUle9mp6uM5B6JqKrKpk2b/AP+vXv3xlZzhXZShIX+Jw7EXlXJ0rVbGdy7c4MvvgkJCSxevJi1a9eyYMECFi1axDXXXMPbb7/N7NmzWxXYGDx4cIPb9VNWNdVm5cqVDc6x1tChQxucY8+ePVtdR6O+++67j/Hjx1NQUMDDDz/MKaecwpAhdV+0qqqqeOyxx5g1axbZ2dl4PB6qq6vZuXNnq4+VmpoaUIwqISGB/Px8ALZt24bb7WbAgAGgqVCSRVhoMJ0z0sDgu4pAURQM4eEY6l1dL0RrKTodhujoBsv1ERHoLJbAWSBeL5rXN8hYP92Zt6QET0EB+ogITElJ/uWewiIUkxFdcHDzsy6MVvRRHYmr2E2pq5zwkKR9tz9G6BQFq8mAtd6Ae2Ahcg92txeXR8Xp8eL0eCmtaaegYDHqfIEOkx6r0RBQZ8FRE8wos7v8GclDLEZiQ8wB9UCas2fDOiqLC/fZpqKokDW/zaFDn/7YQsMwHOAXfFXV2FFUxerdZazaXcqqXaWsyy7H2UhB9pgQs28GRk0Ao1e7MMJtrTu+YtBh7RGNtUc03io31asLsK/Ix5Qc6g9oaKpG2axtWLpHYe4QdkgCHS3qq6IQYjESYjHSHt8s0Y/Wf8S8knm8O+ZdDLrax7ZPwHaapmF3eetmfdSbDRJQM6RB2iw3Lq+KR9UorHRRWOnCXySm8R42ubzS6eGDxVlNbrlCpzJL5+Esj4F/64P4b4YFa4iZiKB6syhsdQW0I2wmQq1G9K18LDRVxZ2XhzsvD0e7dmzdOpPi4tmo3o2YrRUA1H/pi1N3E7LVSe/77yO5w52EhUWS/+JLlC76nH7jr+HiM87AqDOihYfT7vXXmJQ5nV9+vorJJ03h/I7nEzZuHGHjxgXeG80EG+xuOz9u/5FgYzCndzidHklhdE88m4J5vzIoYRAnnjmCdXuqWbqjmGU7StiUV8G2wiq2FVbxxbLdAEQFmeifGsGJqZGckBJB98QwTIaGr8Uur4vdFbt9aaJqAhZZFVlkV2Yz89yZ/ufUwj0L+WHbD4HbRl1Dkt5Of1sVdredMLMvZdTkwZMx6hteLb87qxin5zrKNBtX8TFn77qCCu9lhOg/Jcz4MWXuKxjtvRSzp/mAljiGhTR/IRIA0Z2gJAvFUUY8y4kPXg5bvoYXJkBwPCT1g8R+kNTX97sF6SdOvu4Rsgadypb/+xdJu+wETXmLWX/M55SpH2ALDj+w8zrKOTMzyXvqaar+/BMArboaT34BxrjYNu7Z4RcyejRpPXtiiIjwL3Pn5aMPDkIn+fmPahGXXUr5Dz/Qfd1S1Puf4MTzhrd1l9rEnvxc5ixbyGz1K9YX+Wqqnm65EaPLwtjw8xgzcgh9Yw9tIXW1qoryH38CIOKqq4i9956AdMsHYu3atQD06NFDisEfzUqy4OsboKoAblkI5hDfRRMS0DjiSVCjhf663Jd2wWqou9r42u7XcmXXK+t98W+92RfMBnzpp2qdk3HOfu+vVu0gPrDP/GP1aZrmfyE26UyogFurGXhs4gVar9MRH+bre4XTN7BRWxB1bz169KBHjx7cdttt/PHHHwwbNowFCxYwcuRIdDpdgxQ3bre70f3srSVvHrVt6p/jvvZzoEWeoqOjycjIICMjg6+//pqMjAwGDRrkr5lx33338fPPPzNt2jQyMjKwWq1ceOGFuFxNF5lvinGvlEGKoqCqvgG72vtUURSoyAVPNSh6NL1Rps+Jw0JnMsFeA9OKwYCla1c0t7tBkELR6wOuVNM8Hty5OQBYunb1L/eUlqLZ7ehCQ9HXC+KC7/keEdqe8Hr/75qmkV28mRBTKCHB8cfFh87AQuQ19VCaKERe7falsCquV4jcbNChar50U7VCLUZiQ81NzlbYl8rSkha1++Wt1/x/m6xWbKHhWMPCsIX6fqyhYdhCw7GF1f5dt7ygysOq3aW+GRg1MzEaq30QYjHQq10YvdqF16SSCiM+1HJQnxf6ICPBgxMJHpyIVm8WiDOzlMpF2VQuykYfZsbWNxZbv1iMsQdWnPBAVbgqeHvN25S7yvl5x8+cmXZmo+0Upe55lRTe8vzBmqbhcKv+IEeJvX5KrJoUWVUu1m/fzeqi5vd3qrKMgSGFhEdGERmdQHhCByLbdyEiOoEQiwE8KvmvrCC8sJrJ1hAiL+zS4r42xr5sGVV//YW1Vy9sQ4eyZ88ysrb+yNbPtpIXlki1zUb75NWkpq6qOV8FR2UEZlsfoqOH0KHDaXSZ/TLGE+KIyuiIPtj3OSPm/+4k9u67Ao6lKAqWEcPQ63/Cujub4e3qBkJW5q9kVcEqTk89nbig5tNFzto2i8eXPE5qaCpjUsf4Ug0qCq+c8oq/TcdYOLevLwBcZnfzz05fgGPZjhJW7i6lqMrFz+vy+HldHuDBYislPdHBiPbDODE1mn4pEby66jk+3/Q5qtYwYAiQU5lD+9D2AIxOHk274HakhPpmX2SrMVy7Pp9y4PX+nQkz1z2vGgtoAFjsvtl+ld5zUHAQZvyYUMPnKIqHMrcvwGH2txvc6D7EcSBliG+mRXkODQqFA/6aGv9aAqoX8tdD9nLYsxyyV/huV+bCph99P7UiUmuCHCf4Ah4JvcHU8LtDSreBJMxcyNxHryVt1mrSf9vCX2eNoN1/3qRj50GH6qyPWN6KCgpffY3ijz8GjwfFaCRy/Hiibr7Z/5p4PKqf+ldzu9lz5514y8pIeuH5gJl54uhiPeEEzB07wpYtxFXtbLOLWNqCw+Ng/q75/LxqHmmzR+PVhbClfyYGg4GT2p3EiL5dGNFpGEGWw1OHwhARQeK0aahVVYScMvKg7ddut5OZmQlA9+7dD9p+xWG27juYeSc4y3y1OfPWQ/LAtu6VaCEJarSQzdhwsMGoNzb5ZeuA9nsQ6mlkZGS0eptu3brx/vvvU1VVRZA5hPSKbH5dtAydTkenTp387VatWhVQDGnV8mUEBQcTl5BEdmk1QSY9ZuO+U4d0q/mAVlXlG0GLiYkhJyfHv97r9bJ27VpGjgx801lSU9Cp/u0uXbo0WHb11VcH3O5bk3s64BxrAhd//vlng3NsjMlkwutt/RV/ERER3HHHHdx7772sWOFLEbFw4ULGjx/PeeedB/hqbOzYseOgHK++9PR0jEYjfy/6nfbDfPd5uS6MLVu2cvLJI/AUFKCYTOhCQ4+LQV5x5FD0+gYppoxxcRjj4gICnJqmoQ8LQ/N6A9qrlZV4S0sxGI3+oIbm9eLMzERnNmNs394fMNG8XsrteZRqHsqcxXR0VWEMSwbD8TfN36DXEaLXEWLxvc/4C5HXzOSoDXSomka1O/D1R68oqJpGebUHt1drdSHy4PCI5hsBluAQXNXVqF4PrupqXNXVlOblNL8h4NCZqdZbqNZZCdVb6ae34jLaCI+MIDEuhrT2sXRNS6Jjcjy2sNBDmuaqvvpfZPWhJoIGxGNfXYC3zEnF/F1UzN+FsV0wtr6xBPWNRWc7PHW13F63/3NMpCWShwY+hMvrYmyHsQf9WIqi+NKdmawkhDXyJVZV4e1RLC6v5jIebXZ/1xl+YrBrA+Ti+1lbsyI4DkZPhj6XE3FxJwreWIV9ZQGW7lHYegbWilCdTtzZ2ehMJow1s8NUu52dN96EOyeb9Nmz0ZlMeL1utiz5ij15C1Gjv8IwNx+j0VfAvLLncKoLbeh0OkzGE9C0BCIN3WmvZBA+qHfAYFX41KkN75cmZp8ZdUaeO/k5nF4nZn3d1YRfbPri/9k76zCpyv8N32c6dma7O+juTlFQQVHBQlARuzCxxRYVu34GqF9RDMQAFBAlFFS6WWq7e7rP74+zO7vD7sLSoHtf17l258x7YurE+7yf5+Gngz+Rb87n0f6PBizj8DhYlrOMREMiPaKk654L0y7k273fcmHahXh8niNetwbrlIxsH83I9tHsqtjFP0X72FK8n30V2ZQ48nGKFSD4yAXe/UOH+HsYggCxKdX4ND5UMi1JhiTSQ1NIMkh2UcnGZKL09SOwRyWPYlRyvQVHR5/I/SkynD4f7fUt6OAQRSj5h1DFH2jlq7F5hyKKCgTBgygqMHuv8jd1uyuPvL5W/r3I5HgGv4Rv0Ux8okC5OwW7aEQrmIhQZiMTRGSDZ6KQyaWg8Lju0tR7qrS8ywpF2xoIHZukrI6qbGna+Z3UTpBBZPvAao7ozqBQodLquPCVr/hnyAf4nnkDG06mrLuDe4UZTGgz4T9z/e3I3Evu1Kl4KyTVOmjECKIfmoHqOPMW/224Cwtxl5TgKS4m+4oriXrgfkInT/7PfE/+TQiCQMhVV1Ly9DNUffUVoZOvwVpjofhAPhm9Ohx5BWcZXq+XVevXsy7nHxZ5v8TitoAIV2q6I9cI3NPuAS7sda7fyv2k7ovFSvHTTxE0eDDBF10EgL5f3yMsdfTs3r0bn89HdHQ0kZGnNo+slROAywZLH4aNn0iPE/rAZR9JAxdaOWtoFTVa8TNp0iSefPJJrr32WmY++SRlmRu467FZTJ50ld+WCcDlcnHDDTfw2GOPkZOTw5NPPskdt9+OUavC4vSQW2kjPSoIWe3F16233kpcXBwjR44kISGBoqIinn32WSIjI/1WUSNHjuTee+9l8eLFpKen89prr1FdXd1oH//8809eeuklxo8fz/Lly/nmm29YvDjQwuCbb76hd+/eDB48mHnz5vHPP//w8ccfN36NM2dSVlbGnXfeyeTJkwNeY1OkpKSwevVqrrzyStRqNRFNWO00x+23386sWbNYsGABEyZMICMjg++++45x48YhCAKPP/64v7riRGyvDoPBwLVTpvDAgw8R9srjRMWn8OSrz0mWX6KIu7QURBF1WhqC7vSOEm6llToa3rjJlEpUiYmN2siNRgSFIqA0X3S6EF0ufIeEkLuLilDV1BAXrMCrdKL0mhFLd+NThSMERyFT/vfEjToaBpErXR6cbh++BqKSSiFDJgg4PT68YsMgcolDg8gFX9OjtAHiO3QiKCzisBZUhvAIpr39MYIgw2mzYqupwW6qoaaykgN5JeQWllJWWoGpuhqfzYzWa0frs6P1OpAhovE50fichFITuOJKYD8UIU2/SS8ebZABXXAIWqNRqgipq/wIDkHXcF5wMBp9C+zPWoAyWk/opW0IGZeOfXcFts2lODKrcOdbqMm3oEo0oE46+aLGsuxlvLT+Jd4Y+QadwqXRZc1VZ5w0XDZQ1Z57ZDJI6EOP7K+IsFdTrgluuqJQFIl01NBj6gcgK4Xi7fVT+T6wlPhHTKuTjBi6ejBvVVD5v42YzB8Tfe15CAk9IaoD5e/8HxUffEDo1VcT84QkpAhaLbZdu6jUailatowSxxaMxnkoOrpQNxgw6/PKcbkT6dixO6mpFxEfH39ctpXN0VDQAOgb25cCS0HAZ5VnzmPWP7OQCTJ+z/udYQnDePuctwHQK/V8Pe7rRuv1+DwUWYrINef67aJyTDnMHDDTXwGyPGc5H23/KHBBAdRyDcGKWAZ0CiEzT0dOhY2i3F5AT0RvEBUIlIZocaeEEpoShjYoFKXQ/HujlAncn9oCmyB7lZSRsPETIkp3+u9iNLINfkFDEDwY5F/6hQ2lsjUr7L+Mp9pB8Y+h4HndP09be1gprysI/1Egpq0DRUhguKvD6mbH6jKik9uR2NDa1l4lVXEUbISCzZLQYS6SqjpKd8GWz6V2chXEdKkVOnrSd8BQSr8bwoI/X8Di2szT657m77y1PNbtfkIi/v1WmerUFOQGA3KjkehHHiFoyODTvUtnJKrkZFIXfkfRY49jWbGi1qZrLbEvPN+afXgWEnzRRZS+MhvXgQNs/mQBK5d9jUyh4Y6PP0ahOjUDWE42WTVZ/HTgJzavO0Dv7RcjqKOx9LAQGxTL2LSxjD6/D+2ij37A7bFi376Dgvvuw52bi2XlKoJGjmxU1X+iaGg91cpZRsku+HYqlO0GBBh8D4x4BI5z0Horp55WUeMEEqoORSVX4fI2byGkkqsIVbdstOrJpq4TXVHraa/T6Vi6dCl33303ffr2RafVcNkFI3j1pWcCljvnnHNo06YNQ4cOxel0cuWVV/LUU08hkyvZV2rG7vZSUuMgttaWYtSoUcyZM4f33nuPiooKIiIiGDBgACtWrCA8PByAqVOnsnXrVqZMmYJCoeCee+5pVKUBcN9997Fx40aeeuopDAYDs2fPZvTo0QFtnnrqKebPn89tt91GTEwM8+bN81eGBLzGPn3Q6XRcdtllvPrqq0d8v55++mluvvlm0tPTcTqdjeyyDkdkZCSTJ09m5syZXHrppbz22mtMnTqVgQMHEhERwYwZMzCZTCdsew15deb93FJZyNhrp2MMDubBBx8kLy8PjUaDIiIC0eFA1ipotHKW0VRYuaBWoUpJkUZ8N0B0uUAUMRpikOtUUJOHaLPhqqzGV1qNLDUerVY6LntNJkSvF5le/58JbLS5PJSanAFh4iFaFVFGNZraqjufKOVz1FVy2JsJIhc9LqpMDr5cvIuU6FB/uLZGKUcmkxM6ciLmb98DAhMT6o5uISMm4hMFMotNbMuX7KO25NUFeWuAJGkKBoIhKUwn5V/EG+gUriRZ50O0W7GZqrHV1GAzSZO9phqbucYvktgtZhBF7GYTdnPgsbc5BJkMrcHoFzy0tRZYOkNwgDBSZ4ul1h0+XFlQytB1jUTXNRKvxYV9axnObBOqxPqMpOrFBxEdXnQ9o1AlG0+odcGvub9SYithzvY5zB4++4Stt0VYSuGv92DDxzDpW0isHT03bAZi7GXccu8rPNv3WmlEfsP3sPY8ePO27xFd3fEm9MbljEXT/04pn8dlpeaLj6h4ZA5BQw8Sde89GOO24NgWiluWjsM2DNc3M1AbvCDIUBYlI2jUOEUXu3f/SHHxKmz2bRTd1p78grawYQNqtYW+/Vx4PUrcnmT0uu7Exg4jNXU4KtWpP3eOzxjP+IzxuLwufs76mc7hnfk5+2dW5a+ie2R34oPi6RHVA1EU8fq8FNuKidBG+G1OF+5byJwdc8i35OPxNbZmyzJl+UWNrhFdGZU0yh/OXVd1EamNDPhul5ocbMiR7Ko25FSys9BEQbWdgi12fthSCEiWb72SpVyO3snSsaHY4yFZo2rZCOTlT8Lf74NHqpAR5WpsrkGIopwgxXK/5VRdpgYgPTa0Wrf8l/FZPeA5wvWzR5TahQTO3rwsl01Lc4jNCCaxY4POZG0opI+UpjpMRYHVHAWbwFFdK3xshPVSsyhVEC/FdmOKOp3PqneSNH8xOx9dRtBzT9LtnMtPxEs+Y3CXlFL1v8+IvPtuBKUSQaUi8cMPUEZHI/xHrq+OFUVoKAlvv0XVF19QOuslLKtWkXXxeOJefhl9/1ZLlLMJeVAQwePGUf3VVwRt/hMQ8Xm8bF2xm17ndz3du3fMFJWX8fOvf7Le8Sd/CJKdukKroqNqBKpEDx+O+Ji+Sb2RCcc/GKiliD4flZ98Sulrr4HbjSIulvhXXjlpgobZbPY7bbSKGmchvz8nCRpB0XDpB5A2/HTvUSvHiCAea0/pWYrJZCI4OJiamppGWRMOh4OsrCxSU1PRaDTNrOHwFFmKqHI27xseqg4lNij2mNZ9oikuLiY2Npb169fTu3fvRs/7zEWU2cqwKZQkhbZF3gKbDpPdTXaFZCmVGqH3W5ycCFJSUpg+fTrTp09vto0gCCxcuJDx48efsO2e1TjNULFf+j8sHTRGrFYr8fHxzJ49mxtuuOH07l8rrZwCRFFEdLkQFArJwkoU8VYWYS+txC2DmjCBlIiOIAg4Dx7EZ7OhTEhAERICSBY1nrIyZLVC4L8Fq9NDqdmJuVaQEIAQnYpIQ72YcTi8PsmiShI6PJLQ4XBQWpjPzN9LKTBL9lUKmUDbaANdEoL5ZUcxEeWZDKn4A4O3PiTaLA9iTfggco3pyARwNtEJFRGkpntibQ5GYghd44MJbSbD6Uj4vF5J0DDVCx+S4FFd/3+tCGIzVeO0Hi7QumlkcoUkfgSH+HM/dMHBaGtFkID/jUaUGm1A567o9lH43F+IDul9lIfW5m/0iEIZefSd6W6fG6/P6+/cLreX8+3eb7m+8/WNqgFOGhUHYO2bsOVL8DqleX2mwYX1oop9506yL5vAn7Gdeb/reMq1If7nIm1V3Lz9BwYV7SDl22/JueYaRIeD9GVLUSUlAVA1/yuKZ84kaPhwEt9/D3xe3Hv2UPJpGQhyjKFLUAkL2K9SUBKsxxGlRaUuQiarF0MrKhLIyhxBUpSR5LQ2xKToSUwZhFJxit6nFvDQmodYfHAxkztOZnTyaL7Y8wU6pQ6NXEOeOY9sUzY5JilM/d1z3mVIwhAAFuxdwMx1MwEpP61OsKjLtxgSP6RFWR2Hw+r0sCWv2i9ybMqpwuo6xM5OJ8cxMJoE5DwUHcHQ1HDCgxq8v9YK0BjrR8z9/gKsehGiOkGv63BFXoD94+f9oeANLacahoVrb3sJVfzJ6dBo5czHkWem/J0tR2wXcXt3NA0EZQBrtZMl722j68hE2vaNPjr7H1GEqixJ3KgTOoq2gtvWqKnHIcNeqaQ4Lp20yx9FntQXgs7ewGyfy0Xlp59S/t77iDYbUQ/NIPy66073bp21OPbsoeDe+3AdPIimUydSvvn6hFSNtnLqcOzZQ9b4S0ChoOTe19jxt4gxQs+kp/ojV5w9n6XL62JV/ip+PPAjtrV6euafR27ILpZ2/IiBcQO5KP0ihsYPQ6c6NTkZDfFUVFD40MNY16wBwHDeecQ+8zTy4OCTtk2Xy8Xu3bspKipizJgxJ207rZwkLGWw/HE49xkIarUOOxM5XN99Q1orNU4wsUGxZ4xo0RyiKJKTk8Mrr7xCdHR0s8qyoAyiRlaBW/Rh99gJUh35ptCoVRIepKbC4iSv0k6b6KPzXG/lBOLzQFUOm3fsYU9uBX1HGKmp2c/TTz8NwMUXH38gfSutnA0IgoCgVjecgTw8DrUxlBpTLrG6KP9ocJlOB4KArIGwLToceKurEbXaAFHDlZuH6HGjiIlBXlvtJNZWiZzJN5xWp4cSk8NvIyUgEKJTEmVQHzEPqSFymUCQWkFQgyByi1WBz6Ti2gEp/JVrZlt+NeUWF7uKTOwqkioiavRpHNSlEOcoQue1YZPrKNTEIgoy8EpihkGtoEttkHedkBEbfOKCvGVyOfqQUPQtzPnwetzYTabAyg+TyV8RIgkg1bVtqv2ZIJaqSixVLfP0VyhVgYHohmDCYmIJtYWjrdDgrXJi/i0P8295KBP0GAYnoOveso6vneU7eXLtk/SL7ccDfR4AIEIbwS3dbmnR8sdNwUbENa/D7p8QBOkzdmq6Y5X1R6EYScPL1IL77gdgUNEO+hftZGdEGpVqA2FOM53KDyKvq+sRQBkfj7e6Gm9Nvd1Y0JDBJLz3LurUVGmGTI4jMQJ7zxK0m+VUVo9mocZI555zkMkqqfulu91afNZwjGVm+tXkMcHzGrJCoBD4J0jyx7/0/+p9dg+tIjmJuLwufjzwIxHaCEptpeSacukR2YP1ReuJ1kWzt3ovS7KWNLu81V0vynWJ6MIH535AijGFaH30SRlFqVcrGJQRwaAM6Xjp8frYU2xmfXYlG3KqWJ9VSZFWwAvkWhxMX7EZQYT0CC1XROQwxrWUxOIVMHEOQodx0kp7T4U250rBzIIABRYEwddI0AD8jwWheTu8Vv4blOeaW9wu4RBRQx+iZuLDfY5tw4IAYWnS1GWCNM/rgfLMgGoOsWQHCo0HQ5wTA7vg60lSW2OCFEAe31Oyr4rrDpqT1zl3IhBFEcvvKymZ9SLunFwAtN26oevVeOBcKy1H0749qd9+Q+krswmdfM0ZfX3ZStNo2rdH26MH9s2baW/fz8HgzpgrHOxeW0TnoWe29ZwoiqzZtIF/Vu3l96DvyFXvBcAYEUEbUw/adovjgfG/EqE9fYO+vGYzWeMvkbJC1WqiH36YkCsuP+k5NCqVim7dutGtW7eTup1WThA562D/cjjnCelxUCRc8v7p3adWTgitosZ/kJqaGtq1a0eHDh2YP39+s1UpgkpHhKBEUGjQHMUozlijBqvTg8PtJb/KTkq4rjXc7HRQUwA+N8iUvPLeXDKnP4RKpaJXz5789t13hJ2kUsxWWjlbUCq1xIe3C5hXo3FgUziIkXmpqwEQNBoU0dGNgs19Nhuixx1go+SzWHDl5iIzGFA3CL/02mxSOLpSeVpuSEVRlMQMsxNrAzEjVKck0qhGrTgxgdkKuQyNUs6UgSncNFKDKIoU1jjYmlfNgk35rCmbB8hwlZ9DgTbwRk4VsQLwcX/fu5g2OBXZCbRaOl7kCiVBYeEEhYW3qL3H5ZLED38VSHX94wYiSF1ViMflxON2YS4vw1xe1nj7goI4XRtSgjoRo03FnW/lzw8/I0e2W8r8MISgDw5BE2ysrwoxBvurRMotpWRWZVJmL+PWbre2aJBCS/DZ7Qgqlf+34di9G8uq1SgTEggeW5v54PNy4NJrcJlE0sbIUfcZBYPuxvZXPiVPPknQcBPGBjaSosPh/18QIEZmIljuRiuzSxpCgyKetO8XIigDK0KV8fFY9V62H1xKxd6/cHt2oVaXYtOEEic8SYwYwmBHJ3KqM9AHBREc3Ifk5FHExnRH5rZKHrvF2+pzOkp3gcsCeX+BrsHnv+wx2L9C8syP7Sr9jekKumPzPBdFEa/oRSGTLs23lm1lzvY55JpzOVB9AJHA6qWZA2aydMJSFDIFG4o3kGJM8VdbJBuSSTAkUO2sRilTcl7Kef5tPLD6AXyij1eGvXLKBuEo5DI6xwfTOT6Y6welIooi+VV2fjhQym6rifIINz0rf+YK0++kWEr8y83/eh4r0+LonSLZVnWM64mywfWkyTOp2W3WCRvHVnfdyr8Fu9VFS8YM263NWwefMOQKiO4kTT0nAyC4HfiKtrH/m2eJ2PEP+hA3KqMHwZQPpnzY/WP98uFt6kWO+J7SMUd56kdEN4XzYBYlL7zgHyWtiIwk6v77MI4b19oJfwKQ6XT+3Kc6Kj7+GGV8PMbWEeJnBaFXXYl982bM335Nr0fPZ803+1n77Qoyek1Eoz8zfscNyTXlsujgIn468BPtNo2kTUUvEmM64+xUw9i0sYxLH0d6SPrp3k0A5AYDxnHjsK5ZTfyrr6Ju0+Z071IrZxI+L6yZDStfANEHsd2h40Wne69aOYG0ihr/QUJCQnA6nUduKJMTFtHuyO0OXUwmkBSmY3+pBbPDTbnFRaTh+C0b6jwLD8d/zE2teezVYJdGB/cYMoaNGyf4n/JUV+POz8eVnY26bdvWm41WWqnF63VT5rHiAwxVB1DpY0AfiUytRhbZuCxVlZyEz+kMqAIRXVLHyKG/K3deHqLbjSo1FXltuLnP4cBntSJotMj1J8ebX6wN9y41ObG6asUMQRIzogxqVCdIzGgOQRCID9ESH6IlVKdizUIZ6sjlALjKz/G3U0WsQB25HGfZuXSJDz6jBI1jQaFSYYyIxBjRsnJmt8MhVX2Y6nM/6sSQhhZZm00r8RUuI0HTlgLbPqyeGmpKS4jTZdA1oj951j3ssKyjwlnQaBvXazIICg7jpx1P+cPPdcaQeossQzDaoCA0ggx9XDzy2u+1ffsOzL/+iiopiZDLLvWvb9/wEXiKi0lb9BPqDCkA0r5jB2Wvv05Qz3YEn3+eZB0kk0se9DVVeMa8j3r0RADUFZsxnD8GbZdAT+moGQ+y59e7MAUZ2WQ/B3uDzCetzUZP7QqMFqnqp07QMJlM5OTkUFDwHj5xPWq1dP6TK6RJ+kygvIeX6G0Q6wmlfcxHGAYfMkJSbYCkftJUh9cDFfskK0d1g5HchZslL96y3bC9QRC3MV7qbJz4KSgDu9RFUaTcXh4QzJ1nzvP/faz/Y1yYeiF/F/8NIvyW91vA8mGaMDqFdyLZmEx6SLpfAOkd05ufLvmp0Wd+KMXWYgosBYiiSFxQnH9+Vk0WOoXuuG2nWoogCCSG6bjDEA0HHwPrz6CUjk9OuY5VquG8axrCFm8y7Czml53FAGiVcronhtAnJZR+EQYSZQIyX/PXfT6ZgEzfeqvzX0bbQovCw7Xz+USytpRhrnTQfVTSido1CaUGWVJf2t73Iwe2rWHL9LuIL7Uhi3RTfG1HBmlDkBVuhZrc2uPQPtj2lbSsTAFRHQOFjsgO9Qe9U4hf0FAqCb/uWsJvvgV5kP6U78d/Bfu2bZTOfhV8PqyXryP64YeQac+8jvFW6jGMHo38+RfwFBWRLB5gtftnzNV7WP6RyLi7rz3duwdAtb2aH35aTeFWM9+lvoVDKVV5qmM3Ex8cy4RhoxnR54kWWZKfbFz5+QiCgDJeuo6Lmn434l13BlTan0y2b9+OyWSic+fOBJ9Ei6tWjhNTIXx3E2RLgjtdr4T0xrm9rZzdtF7pt3JS0CjlxAZrKKi2U2xyoFfL0alav26nBK8bavKk/4OiQB04Ilem0SA3BiNoNK2CRiutNEAuV5IalEC1pZAQrwtMBWCvxBeciEzV+OZcptU2uomUh4cjDwkJEFhFUUSQy6UA8gYCiM9iwV1cjNwYHCBquAoKEGQyFBERjUaht5Q6MaPE5MTWQMwI06uIDFKjOg0evn1Twwh3X0hFGQHCRkNBI9x9IX1Tj22k+9mMUqMhWBNDcFTMEduKoojLbq+3vjLVIKyzoS5UkmHsQYaxByaxmn327VS786muykPpdOHwiZgdJZhLSgixOlBVWyhSK8mNqL8ZO2dnFmqPj9XtEvFEhKM1BpNQXk3i+q04UpOxee3ojFJYulh7/rDm5aJMS0XmcaBx7yS4nYBG+Bu2fwvdpdHyiZ/NR6bVIg+r/2x1PXug69mj0etTJSVhCjIiG1ZNRNY+8vLqy/oj2u1DllpN5YZQNuXNx5R3kL2Zvamqkuyn2rbbR3S0JGg4HRHIFR0ID+tPaup5hIenAWBJKqL6+/3U/JKNpm0oyqgjCIpyBUR1kKaGXPYRFNVVdNT+rcpCNBVQIXrIrdxFrjmX9mHtaf/bS2AqYm1YDLfUbGh2U9k12Vy+6HL2Vu3lteGv8VDfh0g2JhOjiyE+KB7tcY7Kjg2KZeXlK9lduRuDql6geX3j6/ye9zuPD3iciW0nHtc2DodXFHlhdyaTU1NJ1qqlUeY1BZJdZkIf6Hkt6s6Xcp5Kz1C3lx0FNbUB5JJtVbXNzbqDFaw7WAFANALBNC2ACoBKr+J745mTg9LKqSciyUB5C9pVlViJ8/qQNWGZW3ywhl8+2IFcKaNdvxi0hpMTcp3edQgJi9ewfMYUliky+V3IoYNOx0tTfyJFrpeE1IZh5Nay2mPPNtj4ibQShVaqHIvvVS90hKWdcKs80edDdLn8HYjRDz5AqUpF9AP3o0pJOaHbaqUxmg4dCJ82jYoPP6T666+xbdpI/OxX0bRre7p3rZVmkKnVhEy4jIqPPsb01Zdk9B7JrlX7sVU3ztk5lbg8LtYUrmHRgUWsyl/FRVvuJtKaSIaxJ8E9fYxNH8vIxJHolCdn8NWxYFqyhKInnkSVnkbK559LVfAqVTNXAyeHdevWUVhYiEqlok+fY7QpbOXksmcJ/HAb2KtAFSTl93W78nTvVSsngdag8AaciKDwfyNutx2bswaNNvSowkRFUSS30kaN3Y1aISMjyoD8LB99e8ZTF0zoqAGFBiLbQTN+2aIottqCtdJKU4gi2CrAVIgoejmoVKKTq4kKTkEuPzaRQVqtdLqt+915TSa81dXI9HoU4ZKtjejz4di1CwB1u3bIakUNT2Ul3ooK5CEhKBpUjYgeD8jl/nWKoojZ4aHU7MBWG8wrayBmKE+ymHGk8+gvO4q49fNNKGuFDNEnR5B58diS8VkzuKR7Kt0TotEpdWgVWrQKLanBqcQHSSOxPD4PNo8NrUKLUnbsn8XZTt33QZmcjEylQvSJmJb8jeXPHERiQKz/nL012djWzCb8/97CFRaK3WTCsXQpii++xpGWTP55I2ozQmro/Nta9HYn69LjqAqSOtCNNicJlSZMWjX54fXXTWq3B49MhlcmIMgENHIPOrkTndyNVi1Dl9oTXXo/KRC9zg7LKAWja3T6ZkV1644dvP3ZZ0S020dK6jays7tSXpZCatomwsPz8XiUKBRuf/tNGy/EZgsnNjaW5BQfUZFq0tJGExwc1+T6RVGkfO5OnHurUCYEEXVrN4TjyP4qsZbw9d6vyTXlklOTRa4pB6u33kLr1m63ctuvb4ClmDyFgrEJscR6vCR7PCQqgtAaEugz6AGSDEnEB8Uza/0sfs76mRl9Z3BR+skvj/eJPm5afhN/F/3NgosW0DZU6hTLMeWwq2IXwxKGHX9nhtcD+5eT9cf/EVH4NxcMXcivQ/qilskg929p8EV0p8Pvp0/kQJmF9bXh43/sK6fUfOSq48n9kxnRPpKUcD2JYbrWnLf/GM58M2Vvbzliu5VmN4oYPUOvakdcRkjAc6IosuitrUQmG+g+KgmN/uSfe1blreKxPx+j2llN10Il08LGMuzGmcjqjpuiCDX5ULCxgdCxBVxNZIhogiGuR73IEd8LjE0fH1uCfcsWip97Hm2XLo0skVo5tVjXraPgwQfxlpVLWQIPzSDkyitb7+/OUFx5eRw4bzSIIok/LaLKoyKxQ+Ip3w9RFNmYu4VVC3fhyBP4qsuLiLV5Z0PsF9JD35fR5/YnKebYjxMnA5/NRvHzz1Pz7QIAtD17kvD2WyjCTu1gqMrKSt58800EQeC+++4jqNXS+8zj9xdg1YvS/7HdYMJcCD8z7NJaaTktDQpvFTUa0CpqNIHXRV5FJiaZjChdJJG6loWS1uHx+thXasHt9RGqU5EYduao/P9KbBVQnQsIENEWVK3vdyutHDNeN+aaHHJ9TuSIZBhTUTRRsXEiEX0+vFVViG63lONRe2PqLizEU1mJIiICZYw0ml8URRy7diEIAqo2bTB7oNTkwO6uFzPC9SoiDOpT1pF3pPOo2WXmgV9nsXFPFPbQOQgyL6IoO2yg790972Zal2kA7KzYyZWLpFE2CpkCnaJe/NAqtFze7nImtJXs9srt5by/9X2pjVLbqG1acBppIdLofY/PQ5Wjyv/c6SitdxcU4KmoQN22rX/0q/Wvv6j+dgGa9u0InzbN33Zv/wF4q6tJ/eEHNO3akmvKxbh8A0WPPop+yAjMk67DkAmybCc+WzG2358lae4cdL164co3463Jx/zLEtRt2xI8bpx/vd7qatBpcTocjayvpKqQQyyyKopwOL1H/VplcjlagzFA6Kj731Jt4o9cyT4rMWkbKSlbGy3v88lw2KPR6roRH3clqal9juq6zVvjpPi1TYgOD8ZRSRhHJTdqI4oi1c7qAIuoXFMuOeYcLki9gGs7SXYR2TXZjPt+XMCyAgKx+liSjElcmHoh441toHg7vqJteEq2oSrajs1ZwxVxMeQolfw84Re/cFf16QVolQY0sd1rczq6QEjSSQ8lL7YWE6OvrxR6beNrzNkxhzEpY3h52MvHttKqHNj8P9j8OZiL/LP/OPdtBg+afFz7+8OWAu6ev+WolpHLBBJCtaSE60mN0JMSriM1MojUcD1xIRoUrYLHGYHb68bqtmL1WFEICr8tmsfn4acDP2Hz2KTnayebW3rcMbwjN3e7GZDEusHzB6O3qfm//Y+jEpsXIkQZrHKK1FilqsZ2/WMYeGkGOuPJqchoKSXWEmYue4CrX1hPhAkO9Etg6Gv/wxjWTEWfzyfZ5NWJHAUbpQoybxPiX1BMA9uqWsHjCHlA7tJSyma/Ss0PPwAgCw4m49flyA2Gwy7XysnFU1lJ4cMPY121GgDjuHHEv/zSad6rVpoj98absK5ZQ9gNU4l+4IFTuu2cqlx+zl3CooOLyKvOZ8rGZ9B49KzpPo8+vTsyNm0s7cKO3nr8VODYs4eCe+/DdfAgCALht9xM5O23IyhOvRPI6tWr+e2330hLS2PKlCmnfPuttIC9y+CLy2HA7VIwuKK1avdspKWiRqsfUCuHR65Ch4BLFJH7jr7jQiGXkRSm42CZhSqbiyCNglDd6b1J+NficUk2DgCGmEaChs/hwGsyowgLPS0XAK20ctYhV2IIyyDZWorX6woQNLxe93FVbTSHIJP5qzYCdiUyEpnBEGBHJbrdIIqYlVqqKh046sQMINhhJkKvRBsiWQuJooinrAxBpUJuNJ5y6zlRFFmStYSyJffS2WNnW0wCDrcXuaDEi5vukd25obICr9fFoqQu2D12bB4bdo+daF29z7/dbff/7/F5MLlMmFwm/7wqR5X//zJbGV9lftXsPt3Q+Qam95oOQKGlkAsXXuh/TiVTBVSLXJxxMVM7TwXA5DLxyvpXAgQSrULrF05Sg1PpGN4RANu+vZTkZRLUvQd6QxgahQbbH2upmj8fTccORN5+u3+bWRMm4q2q8gsVAO7CIkyLFuGtrg4QNRSRESCK+KxWZv0zi3m75/F/GY+ScdedqDMySBreF4aD1+TEXWZG/foEBEHA5/BQ+v42ZCoZ2m4Xo+0eHVC1Jw8JAUCnUqMztsAj+JOxeLP+wBHeDVunydgie2Izm2srP0wBFlk2UzV2kwmnzYrP68VaXYW1uqrRKt3GMIiXxKa83K4kJW1DJhMRRcjN6UpNTTRmcwTxMgVt0lKwWEvZV7wabZARjcGANsiI1mBAE2RAJm9anJIHqwkdn07l/ExMv+WSH1OJKt5ARqiUDVJgKWDiTxMxNzXqGcgIyfD/H2+IZ2LbiVJItyGJZKMU0q2SB17riFEdKUofIokXooiuJp/o3++izJrH3sq90nynhdCstYAIe3+pX1gdLIkb7c6HgXcc+XM5BhoKGgCR2kjig+L9IeMANc4a3tr8Fuennk/PqJ7NjwYuy4RfHoYDv+FPdteFQ7er8PacwqCI47dIiTK0TMTqlxqKyeElu9yK3e0lp8JGToWNVXvLAtop5VLOR2q4npQIaZL+1xEXrD3rc35OJh6fB6/o9Vdzu7wuNpZslMQGT9Piw8UZFwNgc9u45udr/M9Z3VbcvvpKrIaimoDAE2ufaHY/XL76sG+ZIMPj81CsMDMtfSZGTxBauZagmgg0Hj1OhY1ng2/HdaAadVowc1T3MzD/YmJzO5D5VzEHtpTQ/+J0ugxNaNKS6lQQrY/mrbEfsXzrrYR+tZb0v/PZOvZcQmc9Q+ch4xsvIJNBZFtpqrPY8LigdFeDao7NULobLMWQuUSa6ghNqRU5ekmCR2w3UOnxuVxUffYZ5e++h88mWeUEX3opUfdMbxU0zgAUYWEkvvcelZ99RunsV9H16X26d6mVwxB61ZVY16yhZsF3RN51FzK1mvw92eTu2MfACeee8O2ZXCYWr19B9hIHFpeZHzu/A4BWpcXWJ4tOqT24aeD/oTxD+wZEUaRq3heUvvQSosuFIiqKuJdeQt+/35EXPkns2LEDgM6dO5+2fWjlEERRsl8Pqc29anse3P6PdD5s5V/PmXn0auWMIkyhJ9xRDZpju6HTqxVEGTWUmBwUVtnRqeSoT3I47X8OUYTqHBC9oNRBUOOwT095Od7qakSXE1VCwmnYyVZaOTsJ0gdWqNntVWRbC4lSBhFmTERoxuLtRCJTKqGhoCGKmDxQGpGMw+MFtxe5IBAepCLEbgKPDYW6gU2V242ntBQEAXmDQDtPRQU+hwN5cDDyk1Q+fbDmIM//9Tx/F//NzR47d1RL+QeKEY9wS7dbeH/r+3h+f57h1TUw4lHOGfZgs+vqHdObTdds8gseNo8Nu7teAEk21o+4D9WEcnPXm7F77AFt6x4nGOqPgw6vAwEBsbYD1uVz4XK6qHZWA1DtqPa3rdyynpyfF7AzWcCpks6LPfb7uHC9yJY42HTjVXQcIIkaeVOuxVdVzR03yMmNktqO2qngphUONuT8SXZ/F/f0ukd6P+JiqcHO//3zJvaaBLQKLWFaO9HXjUJMiqW0eAO9Y6TOitTvv+eAKYsqpRbndiciIn+pCxlw2z0B75fcqEbeIFPAU2ZHppXjM7uxrivCuq4IRYQWXY8odD2iUIQ101EsipC1Gv56Fy56S8prAhj1FHKnCX3acPQtrCTwuN3+ChB7TTU2swlbrf2V3VRDTk4OhbVtE2sFDZ9PhkzmQ0SgpkbqfC/PyqR6e/P5FABqnR6tQRI7FEE6DoRWUa1xUqm0Uk4Nk4wXMMDUjeqv97Fo8AaeGvY0SrWGSG0kVrcUkBmtiybZmEyiIVESLoxJtA2pv0lSypQ8MaD5jlaQqiBu/fVWSmwl/DbxNzQKDYQkMnPUW4RpwurtneQquG5RbU5HbVZH6R5w1kDOHxDaoKLE64Y5o6Vg4LqKjpjOktXMCeCajtcwqcMkfGJ9FdWK3BV8lfkVG0s2svDihYELeFxSGjuA2ggHVwIipA7D0n0yQZ0uAoWaE3X11zc1jNhgDcU1DpoqOReAmGANX9w4ALlMQBRFSs1ODpZZya6wkl1uJau89v8KGy6Pj4NlVg6WWRutS6WQkRymk4SOiLoqD+lvtFF91lq9uH1u8s35AYKC1SOJDza3jbahbRkYPxCASkclj/3xmCRONKiUsLltOLwOJrad6P8d2Nw2blp+U7PbPT/lfL+ooZKr2Fe1r8l2anngeyuXyTkn6RyUMiU6pQ6dQodeqfdPDY/pAAvGLUCtUKNX6tEqtHyw7QPe2fIOSpkSt8/N8uR+jKzohKW7jLKdRfwQ/z5RxmSGZE0k0prIH1/tZ9kv/5B8gZrLh0nVWBWFFvasLWLApRmnROhSKFWcP/Njtg75mppHniai0oPn5of5ZdJSzn3oLeRHCgVXqCCuuzT1loR5XDbp2FJXzVG4CSoPQlW2NO38TmonyPAZU7HsM+HKdaFSK6FNT2IefRxt164n70W3ctQIMhnh112HYcQIlEn1Yfau/AKUsTEIzQj8rZx6goYNQxEXi6ewCPMvv5AflsQvbz8JgpKOQ3sTEhV63Ntwup2sObiWn4sWsTJvJUq7lmsqZhJEJINDh3N+p3MZlTTqjMrJaBa3m+rvFiC6XAQNH07sC8+jCD3+9+hYKS0tpbS0FJlMRocOHY68QCsnH0cNLLoX9i+HW/6oFzZaBY3/DK2iRitHRFDpwVENrsY3ei0lyqDG4vBgdXnIq7STFqlHdpbeBJ6RWMvBZQFkEJLcpE2FLCgI0eFAEdZ4FHgrrbTScqrsZfgAu9OEUL4XgpNOmdWbKIpU292Umpw4PVJlhlwmEB6kJkKvkuxTgrUQE82h7pJ1o/AbdhL5LBa8ZrNkd1QravhcLlxZWQhqNark5Pq8Do8HZLIWV3nYPXY+3PYhc3fOxePzoJarORAzjHmWldxRXYN7737sip3csHc/yuoa5imMuDxw/RHWq5QrCZYHE6w+fOdtjD6GO3q0bFR7wv4a1kS+iHJQP5xqGXaPHeuK33D/7xvcHdIIHn+pv61z+uM8VOlj3QsTKYvXY/fYiS3OpGv2FozqEKpC6j1bZcmJ5MtMKBoUOm6PdfPBGBlFoS46NKgyCf9iDhfPHwy+VbC7wc7FAm44f281vWN6U2gpRCFTcMmPlwS8hrk75/Jl5pdoFVqGJw7nqYFP+Z+7d+W9KGVKtAotunO0JFVGkZYbRXReEJTbMS3PwbQ8h9Ar2pGbVIFKrpKqT2QqtAd+Q73uHYTCLdLK/v4/OKfWRz2hV4ve34YolEoM4REYwiOafD5nx1Y+/OZLUpMzSUnZRnZ2N/JyuzawohLJymlHtz59UeuDsJtNOMwmqq1VlLjLKaGSSrkFk95DiKWGLgetUFKER+bjyzF50kYklxlej/6cdtYUklyxdFgdzJsfT0ChVKExGLguvCdR6kiM+lC0RiMafwUIuA3FFAZZpccGY6OMEFEUMblM/u9opDYSu8eOx+dhd+VuekRJAemHdsKiUEHKYGmqw+OC8kxJ5Aip76yiLFPqkCzYGLiOkGQpKLjLROh48VF/Pg0RBAG5UN8Z1i60HeMzxtM+rH3tvjnx7f6JzF8fIUhtJHTaSoJUQWCMhYvfgaR+bJRHM3HrAR4qquHGhMgTJgDIZQJP9w9n1ld/AwQIG3VbmDG6nz/LTRAEoo0aoo0aBqQHXgf5fCJFJke90FErdhwst5JXKQke+0ot7Cu1NNoPrVJOcrhOEjr81R1ShUdk0IkRPERRxOl11lc7HFL9kBKc4v9MymxlvLf1vUZt64SLCW0ncFv32wBJbLvo++ZzWy5ve7lf1BAQWFOwptm2dSIggF6pJyMkI0BwaChA+L8/SDaCH533EVqFtr5trWChkDW+TX19xOstft8SjfVe9e9vfZ93trzD7d1v94vpL255Fcvo27mp+80sbb+U7eXb2V62ne1pv3Ngp4Ee2aPR1YRR9iWsyNlNv7GpzHtjJb9Gf8mgZX0Z0W0AHcM7St/5k0y3cy6natEA1t41mbTNJST/byXLNgyl98dfExl2lAOVVDpI6i9NddirpCqOumqOgk1gLkRWcwBjFBhrdWxRvhLh7wrI61lvXxXRBk6DZWMrjVEl1wvf3poacqZMRhWfQNzLL/mtS1s5vQhyOaGXX07Z629Q9eV8Onz+Ob9+GI7Pq2PL8n0Mn9T3mNYriiI7K3by8/I/ka2NIytkO6sylgGQFJ2E6rwKRvUbyJ3xb53Il3PSEVQq4mfPxrrmD0InX3PaBxHs3LkTgIyMDLRa7Wndl1aA/I3w7fXS4F5BDrl/BV4rt/KfoDVTowGtmRowfPhwunfvzuuvv14/02WD8kxEQY4vutMxe41LN4VmvD6RSIOa2OAz+0SQkpLC9OnTmT59+unelcPjdkidG/jAmABBkc02bQ0HP33MnDmT77//ni1btgBw3XXXUV1dzffff39a9qfJ33orLUIURarN+QTZqlDW2vJ59REQFHNSLKkAfKJItc1NmdmB0yONnJbLBCKC1IQHqVAco52U12zGZ7cjNxr9OQ5eiwVXdjaCSo2mbRt/W1duLl6TGWV8nH+UlOj14rPZENRqZCpVwHl0Q8UGbv31VgCGxA9hRvINmC+9FrnbS2TXGiI6WhF9IMigbHsQ5TuNeJVy2i1dhjLu+MMJLWvW4Cktw3DeuX6LDNMvSyl/7z10vXoS80T96Pq9g4fgLS8ndeF3aGpHXtX88AOFMx5CP3AASXPm+Nvm3jANb3U1MU8/hbaTFG7sys/HvmkTysREdD16NNoXURRxeB3Y3DZ/pYjdYydYHeyvLrG5bSzYtyDgebvH7l+mT0wfIrWRzFw3k6EJQ1lfvN4/SvpQGlq2eH1euv+ve5Pvkdar5jrF5Ux0jsGZZSJ2Rh8GLBqC3WOnky0dvVfLxqBdiHjRiiJ9NTG8OeZjyaYEeGDVA7h97sZWXAot8UHxjEkd49/WjvIdCIIgCSu1+SY6hQ7lIb8Zn8/L26/chCGyAp8okJfbzf9cYtJWZIKIuSycO+7/AB8iNyy9gRxTDhWOikavr1tIZ15s9xgOsxm7xcTsoo9QemSEuXQYbSoMFhlJVTH0lo9AFEV+L/6SMkdek+/V4RAEGZqgIDQGI+YwWBy7E1Eu8Ih8CjqDEa3BSKGyiuTQVCJDYtAYJIFErjiO44WjBrLW1Fd0FG+XSu/rGPkYDK31667OhR9uh5iu9VUdEW3hWI9XZXth06ew9UspywtJJ/JM346m9mbS4/OgkCl4MDOPzwormBAdytsdG2eXHCvuwkIyR5+H3N28NeqJOJ54vD4Kqx1kHVrdUW4lr8qO19fcbZSHIK2X+DAZsWEC0cHQLjyJbnEppEbocVHJjwd+bGTNVFcpcVmby7is7WUA7K7YzeWLLm92Hxta6eWZ8rhg4QXNtr2i3RU81v8xQLLru/C7C9EpdY0EBb1ST7/YfozPGA9IVR2LDixqsl3ddKjl2pnCoYJGc/N9Dg+CQoagkKyrdufvZf0POdh3StVuap0Cd1Il74U84Q/VFRBIC06jc0RnukZ2ZVD8IH8+zsnA5/Px29sPE/nBj2xKF/j0qkieH/oCA+MGnpD1ey0WTD//TOjEiWAqgsJNuDcuRuHORyjeKg1yOxRVEMR2r8/miO91SnKAWjk81r//If/WW/HZbMiDg4l94XkMI0ee7t1qBfCUlbFvxEjweEhd+B3Z1VpWfHoQpVrO5GcHoDW0/Fh6IC+XFUXLWVT4A1k1WcSa0rl4512YtRXIrspiXPo42oe1P2vu/0WPh/L33geZEGDReqawbNky/vnnHy666CK6tlasnT58Plj7Jvz2DPg80gDDCR9D4rGJgq2cmbRmapxmRK8X24aNeMrKUERGouvd66SXfhYXF/Pcc8+xePFiCgoKiIqKonv37kyfPp1zzjnn2Fes1GCSySmSy9Ca80gKTjmm1agUMhJCteRU2CgzOwlSK1i2+Edeeukl9uzZg8/nIykpiTFjxjB79uxj398TxPr169Hr6z30BUFg4cKFjB8//rjWO3z4cFatWuVfZ2RkJEOHDuWVV14hOfkob/jrbKfwSTcV+vqRrytXrmTEiBFUVVUR0sQI7X8TdrudF198kfnz55OdnY3BYGD48OE89dRTdKrtdDzbqPv86ggLC6Nbt24888wzDBo06KjX0/B7APDdd9+hVJ6cDvh/O4IgEGpMBH0MmArAXkWZo4oat4l4TQRBTdi/HSuSmOGi1OzEVStmKBqIGfLjzMaQGwyNPLFlWi2q1DRoYDsDILrcgBiQyeOzO3Dl5CCoVGjatvVb1ZiW/0onq5XrI8bRrcs5jEwciWPXLmy1HZCir3b0dO3uh2bYEORQts2Ip6qq2U5I09JleMrKCL5oHPLai5uaxYspe+NNdH37EPfss/62hY88gresHE2H9sg7dqx9DU6cmZnIwwJL17XduuGrqQnohNH17Uv8m280sutL+vijRvulSkg4rK1fXWe+VtG8mK9T6pjc8fDhyTsrduL0OimzlbH0sqVoFBp8og+HxxFgxaVT1FcOiYg8MeCJAJuuhoKJKjyMyC5d8VrdyHQKQtUhqFx2JpWdTw9bR6rlZlYaN/Bb8N+44hP9ggbA6vzV2Dy2Jve1e2T3AFHj7t/uptRe2qidQlDQKaITn1/wOQAymRxHqJfKnO64BTcNj1IH8jqgElW0TXMik8mRAfmWfL+gEaYJI8mQRJJRyrZoF9qOhMT6c8AnnEdTVH67F9uGEkZ1uA7dNYk4nFYcZhN2ixm72SxVg1hM2M1mHJa6x9Jzbocdt+BFNJuwm004S72UxtcgiiIrf/8Go63+Few8ZLtKjdaf/6GtFT+k/w3+yhBtkMEvgmgNRpQarXQu1wRDh7HSVIetEkp2SAJHw2qPwi2SfVjW6vp5cjVE1VpX9ZzSshvB/Stg9SuQu9Y/y2eIYW9Kf3Ym9uCyBqPjbvv1Nnyij/t630d3YyIXRJwYW6w6PFVVhxU0AORu72GPJw3x+rx+QSFIGeQffV/lrGBr9V9YfVY8BithGiuaGBuJbisWl5UBUaOJlPfgYLmVTcWb+dPyMl7sIEj7VggUeoAKWLh7DK6K4QAYjMVwmBGz/WLr/cIbWoToFDq/CFEnKsQF1b++MG0Yt3W/rZHgUPc4Ulc/8CVUE8raq+s/y8OhlCm5pM0lR254BuITfY0EDcD/2Cf6cOaYqJy/B123SILHpKKQKeiS1JEud3ak6EANq+dnUp5ngT1Gbo18ibzu69ko/kGhtZADNQc4UHOAHw78wPODn/eLGrmmXLaXb6dLRBcSDYkn5BpcJpMx6q5Z7Bt0Hsv2vkGFM4ubl9/MtIxruLX3najUx1Y1Kvp81Hz/A6Wvvoq3vBxFZCSG4cPBeCHK9rV5U6IIVVkNqjk2QtFWqVI85w9pqkMXXitw9Kz/GxTV5LZbOTno+/Ul9bsFFNx3P46dO8m/7XZCJ00i6sEHkKlbQ3NPJ4rISAznjsL88y9UfTmfdk/NZOtvpZTnWdi0LJdBl2UcdnmLy8LynOVs/r6Q6AMd+CtpO1nxWajlarp3bUtqVzmjBo5HdZbd57mLiih44AHsGzaCTIbx/PNRp6Wd7t0K4LzzzmPYsGHITnE2YSsNMJfAwpvh4O/S406XwNjXQRtyOveqldNIq6hxEjAtW0bJ8y/gKS72z1PExBD9yMMYz2v6hvp4yc7OZtCgQYSEhPDSSy/RtWtX3G43S5cu5fbbb2fPnj3HvnJBhkKhwYMbu8d+1KP9vV4vgiAgk8kI1qoI03uotLr4+ocl3HLNlTz//PNcdNFFCILArl27WLFixbHv6wnA5XKhUqmIjGy+4uF4ufHGG3n66acRRZGcnBymT5/ONddcw5o1zZf2N4mlBNw2qdyuGdspT00NXkFAZjT+K0UNp9PJqFGjyM3NZfbs2fTr14+SkhJeeOEF+vXrx6+//kr//v2PvKJjpO77crLIzMzEaDRSVlbGs88+y4UXXsjevXuJijq+m8OwsLATtIf/YeRKCE3Bpw3FbMnHA4g+zwlZtU8UqbK6KDM7cXnrxAwZEQYV4Xq131LlZCDI5cj1jTtGVOlpiB5PoEAvighqNYJaTZmtjHJTOV7RS8133+FZt46b/u99gpKGAeA6mOVfzJjoqFscQQCF1odcVS+i1PzwPc6vHkZMGEL0rP/zH9tKnn0WT1kZ2h7d/VUS+Hy4c3NxH9Jxqe/bD6/ZBA08x3X9+pP44Yco4wPbJr7zdqPXq4yNRRkb25K37KRhcVnYX72f7lHdAegU3onPzv+MLhFdkNUqQjJBJo2aVuqgCc1EIVMwse3Ew2/IWo68VhRfOmEZ4o/TqckrwKZuQ4jTwPiqEYyvGgEWJSZlnpS/EaLm8QGP+/33A7JLPHYSDYkBm4jSRSEIgv95T+1vxSN6/FkmdSwLySfUaqVTdSeygrIo1ZYSZY8i1ZJKQUQeM6d87G/73ODnMKgMJBmSMKiOLbQ2ZGwazv3VeKudiH9bibmszZEXAraVbWPWP7MIV4byePv7/UJIYtl64pwhyEd6/VUikk2WGbvFjNNiQRR9kiDisGMqayz2NIdMrggQQvwiSK0oIokgvdHWKNH48qQ2sT2QXfR2g6yO7eAyQ9EWaUofWS9q5P4Nf71TW9HRFaI7gTFe+g2aiyVBQ5BB2zHQ81pkGaNoL1fQvsE+Vjmq+Lv4b3yiD4PKwNXhkt1TpaPyiOLeiebrvV9TYtMzJmUMXSOlUZUbSzby4j8vNsqFqOPx/o9zeTupMuJgzUEe+eORZtffOaITl3cazQigf7mN1YsDLaoUggqloEUQ1cSGhWDxaCiscWCx6VBV9wavGtEnTdT+1St1LPs7gZz9W0gN15MUrmHO8GW0iw7HqDn89YZeqefWbrce47v176TObqsp6oQN+45yvFVObNvLMYxMQqaqP8/Fpgcz8aHe7FhdyN8/HsRVBvHLB3HuoAm0vSCU/Y5MtpdvZ0f5Dv93DOD3vN95ZcMrAASrg+kc0ZkuEV3oEtGFzhGdCdMc+3VYm17nMLfbIF5e/zJfZ36F4eVPWW37mjZvvEdyh6MbqWrfupXi557HsW0bIFkYyTRN/EYFAcLSpKnLBGme1yPZ4xVsqg8jL9kpVXDtXy5NdRgTpGqO+F6S0BHX/YRlALXSNKqUFFK+/ILSV1+j8pNPqJo3D9vGjcS/OvuM6yz+rxF61VWYf/6FmkWLiHrwAfpdlMaitzeyacn3tOl9DVHJgXZhLrebX9euZaV3Cb8VrsDpddJe7E80HUiXdeDSgcM4N/ncU2KHdzIwLV9O0WOP46upQabXEzNz5hn7HVW3ioKnl7/fkwQNhRbOnyUNzPkX9nG10nJa7acacCLsp0zLllFw93Spp6YhtT+0+DdePynCxgUXXMC2bdvIzMwMqC4AqK6uJiQkhKlTp1JaWsqiRYv8z3k8HhISEnj++eeZOnUqw4cPp3PnzgB8/vnnyOVybr31Vp565D4cPidaTSgen8Bjjz3GvHnzqK6upnPnzsyaNYvhw4cD8MknnzB9+nQ+//xzHnzwQfbu3cu+fftITU0FJO/i/aUWnn7sQQ7s2cnaNasO29n+008/MXPmTHbu3ElcXBzXXnstjz76KIra0cLV1dU8+OCD/PDDD9TU1JCRkcGLL77I2LFjG1n+ALz++uu8/vrrZGdnA/U2QP369eOtt95CpVKRnZ0dYD+VkpJCTk6Ofx3JycmsXLmStLQ0/vnnH3r37u1/7q233uKVV14hOzu7ydfVlO3P//73P2655Ras1npP4lWrVvHAAw+wdetWwsLCuPbaa3n22Wf9r9tpruKB6bcx/4elmCw2evfuzWuvvUafPn3Izs72v991TL7qKj774gt8Ph8vv/wyH374IXl5eURHR3PzzTfz6KOPAjBjxgwWLlxIfn4+MTExTJo0iSeeeMI/qr/uPb3rrruYOXMmlZWVTJ48mbfffpvZs2fz6quv4vP5uPvuu/3rBGmk8rvvvsuPP/7IypUriYmJ4aWXXmLixCN0th2BWbNm8fDDD7N582a6dau3KfH5fPTr1w+bzcaOHTtYtmwZF198McXFxQEVC3fddRdbt271V8+sXbuWhx56iPXr1xMREcEll1zCCy+84P9dpaSkMG3aNPbv3++v3Pn0009b/L611H6qqQqL7du307VrV3788UfGjZNCKz///HNef/11/29/5MiRvP7660RFRTX5Pbj22mv55JNPGn0PU1JSuOmmm9i/fz/ffPMNoaGhPPbYY9x0U33Y59q1a7ntttvYs2cPnTt35rHHHuOSSy5h8+bNdO/e/Vg+vn8NPq8Hs7WIYEOC/3jvcllQKnVHFSTu84lU2iQxw91AzIg0qAnTq06qmHGsWN1WiixFOL1OfG4f9lI78Ws34t2yhZjHH/dXMJS9+Rbl775LRCczkV3MAOT8Fo4uyklkZwuVe3WUbAohZcG3eLctJSizNhMiNBXajoa2oymcswyfxUHknXegzpBGsnnKy3Hl5KCIjkGVcPJsP0412TXZ3LDsBhweBz+O/5Fw7UnIQyrdA3++Adu/gWnLIa7WOsteDSo9Igoc+6qwbS7FvrMCaquFVKlGom7u1vx6W4Db5/ZXi4CUgVLHyryV1Dhr+GP1GvS5QYiICAho2ml46KqHjmu7zeE8WE3Zh9tBhPDrOqFt33SHo0/0+QWlfVX7uPTHS9HINfx++e8t7kwQfT4cttpqkAbVH/UVIPUCSJ1Q4jCb8bhdx/z61Ho92qAG1SBqAQ12tL4aNG0GoY1Klubv/wnthjfQyj0oZLXXsroISeSIbC955w+4HYzNVz/UuD28n5NFum8HE9rWj+5/Zt0zLDq4iPv73H9koe0I2HfuJPuyCUds92NfAYdKoNvVtzN+pNS5vS7/T2769eYmb4IVgoL7+9zPpA6TADhYfZBZ62cFVDs0rJToEdWDDuGSZZ3D46DAUuCvptApdShljUfK2l1ecirr7Kxs0t9aS6tSs/OwryciSE1qhI6U2uyOutDylAgdOlXrWLWmWPvNPASZjAGXXdXouXULvkT0+Rg4cRLW9cVou0Qg0zT/PtpMLtZ9t589f0kD11RaBQMvTafDoLhGweE/7P+BrzO/Znflbtw+d6N1fXnhl3SOkO65qhxVaBSaYxL8fvt7Psabn0bvELGpwTp9MkOvb16Iq8NdWkrZq69RU3sdKtPribjtNsImX4NwPIN13A5J2CisDSIv2ATle4EmuhzC2wRWc8R0AeWZbU98tmJZvZrChx7GW1mJ8cILiZ/9yunepf80oihycNw4XPsPEP34Y4RefTXv3fwA9po9RKUPZvLzDyGKInsq9/DTwZ9wfh1LmDmepW0/Jit8G6nBqYxLvJiRUeeSnnj2Zgj4HA5KZs2i+sv5AGi6dCF+9iuoks6s1ySKIhUVFURENJ0H18opxO2AH++AIfdDVPsjt2/lrKXVfuoEIYoiot3esrZeLyXPPtdY0JBWBAKUPPc8+gEDWmRFJWi1LRpZX1lZyS+//MJzzz3XSNAA/B2i06ZNY+jQoRQVFRFbO/p0yZIlWCwWLr+83qv3008/5YYbbuDvv/9mw4YN3HTTTSQnJ3PjjTcCcP2kSWRnZzN//nzi4uJYuHAhY8aMYfv27bRpI41utNlsvPDCC3z00UeEh4cHjCqXyQQSw3VEREaz5Ptv+WP9Zob07dnka1u6dCnXXHMNb775JkOGDOHAgQP+TtYnn3wSn8/H+eefj9ls5vPPPyc9PZ1du3YhP0qrrxUrVmA0Glm+fHmjcF2QrKiioqKYO3cuY8aMQS6XExkZyahRo5g7d26AqDF37lyuu+66FldFVFZW8s0339CvX73VQEFBARdccAHXXXcdn332GXv27OHGG29Eo9Ewc+ZMEH08eO9dLFiygk/ffYXkTv146eWXGT16NPv37ycxMZEFCxZw2WWXsePPPwkCgmt94h9++GE+/PBDXnvtNQYPHkxRUVFAJY/BYOCTTz4hLi6O7du3c+ONN2IwGHjwwQf9bQ4cOMDPP//ML7/8woEDB5gwYQJZWVm0bduWVatWsXbtWqZOnco555wTUCXx+OOP8+KLL/LGG2/wv//9j6uuuorOnTvToXbfjoUvvviCc889N0DQAKlE/5577mHSpEls3bqVUaNGERISwoIFC7jhhhsAqYro66+/5umnnwYk0WD06NE888wzfPzxx5SVlXHHHXdwxx13MHfuXP+6X375ZR5//HEee+yxo3rfjgebzebfh4a2US6Xi2eeeYZ27dpRWlrKPffcw3XXXceSJUsCvgd1FR+HCzWbPXs2zzzzDI888gjffvstt956K0OHDqV9+/aYzWbGjRvHBRdcwBdffOGvMGpFQiZXENwglNTrdZNtykEOJAYloDrCaESfT6TS6qLMUi9mKOW1YoZO1aiz5EzA7XNTai2l2lkNgFwmJ1IXSYWqgvDrr280OEDdrq1f0HCa5MgUIo5qJbZSNYgCkV3MeJ3SsVvTtSve6r7IyjYjVGXB3+/D3+8Tp9NDlxGgrQ/YVkREoPgX3mQkGBIIVYdik9sos5edWFEjZx38+Trs/aV+3t5l9aJGbQm3AGjbh6FtH4bP4cG+vRzrplL0PevP6V6Li+pFB9H3iEKdEYogb9l3VSlTolQpMaoaX6QOTxzO+1vfZ6lsGZdyKUJt9PM85zxCtoY0spE5EajTQggaFI/ljwKqFuxFNb0Xcn39sXZ98Xre3fIu3aO6c3fPuwFoE9qGpwc+zZCEIUc1OlKQydAGSdZSoUdRDOR2OmrFD7O/AiTwr9kfnF4nhDht0mAJp9WK02qluqSo8YrXS50JURoLXUKK6GD0+QWNCqeWxQcT0e4uRyP/HW2XC9FWr5DssUz70FTvQRvXBk1iV7QpPVCHRPHY/gK+KbZySVQP6mQHURTZVbELm8cWkDlQ6agkqyaLHlE9/GLRiWREth5DqQXX+Prr47T9Vr56TY6veweUrz3lt2hi9d/IRAF9VP01XVpIGv937v+1aFsahYb0kPQjttOq5LSPMdI+pvF33+r01GZ22MiuqA8uzyq3UmF1UW5xUm5xsj67qtGy0UY1qQFCh/R/UpgOjfK/G+QsyGSs/XoeQICwsW7Bl6z9eh4DL5cELH2fIwcp64wqzrmuI5YqB/mZ1bjsHlbOy2TXH4UMvaod0Sn1n+nFGRdzccbFuL1u9lbtlYLIa6c8cx4ZIfUWM+9seYdv935Lm9A2/oqOzhGdSQ9OP2KW4ch+V1LwbXt23nkjiVkWdLP+x6I/1zB89ucEBTd93hBFkbxbbsG5azcAwZdcQtS996A4EVXqSg0k9JImpHtHHCbJqqqumqNwk5T1U7FPmrZ9JbWTKSCqY6DQEdkhoOKylWMjaOhQUr9fSNns2UQ//PDp3p3/PIIgEHrFlZQ89xzV8+cTevXV9B1/Mas/L4TIKD746mt+1nzJ/ur9APQ3XITOEcLQyBG8cP4jdAzveNY7MIg+HznXXotjq1QlFnbDVKLuvvv4RNWTRH5+Ph9//DGJiYlMnTr1rH/vzyoqDkj3gWNelAbWKDVwWWMr4Fb+u7ReIRwB0W4ns2evE7Qy8JSUsLdPy8qC223aiKA7sjfq/v37EUWR9u0Pr1QOHDiQdu3a8b///c/f0Tp37lwmTpxIUFD9zXhiYiKvvfYagiDQrl07tm/fzmuvvcaNN97IgQMH+PLLL8nPzyeu1urj/vvv55dffmHu3Lk8//zzALjdbt59991GHc11aJVy7pl+F5v+WcvQfr1ISk5mQP/+nHfeeUyaNMlf1vfcc8/x0EMPce211wKQlpbGM888w4MPPsiTTz7Jr7/+yj///MPu3btp27atv83Rotfr+eijj5q1EaqzogoJCSEmpv6mZ9q0adxyyy28+uqrqNVqtm7dypYtW/juu+8Ou713332Xjz76CFEUsdlstG3blqVLlwY8n5iYyNtvv40gCLRv357CwkJmzJjBE088gb3kAO99Op9PXn+G8y+bDHIlH374IcuXL+fjjz/mgQce8NsLxXfsSHBwMIIgYDabeeONN3j77bf972l6ejqDB9d7bzfsqE9JSeG+++7jq6++Cuic9/l8zJkzB4PBQMeOHRkxYgSZmZksWbIEmUxGu3btmDVrFitXrgwQNSZOnMi0adMAeOaZZ1i+fDlvvfUW77777uE/oMOwd+/egOyJhtSJJXv37qV79+5cccUVfPHFF35RY8WKFVRVVfmrRV5++WWuvvpqf2d9mzZtePPNNxk2bBjvvfeev5N25MiR3H///QHbasn7diwk1I5yt9lsiKJIr169AjJypk6d6v8/LS2NN998k759+2KxWAgKCvJ/D6KiogIqVJriggsu4LbbpJGsM2bM4LXXXmPlypW0b9+eefPmIQgCH374IRqNho4dO1JQUOAXO1sJxOky4QUQReSVB0EfCYZY6WKsAd46McPsxOOrFzOiDGpCz1AxA6SOyBJriT9DI1QTSpQuCo/LQwWNA5sBlAkJOAWRsu0GyncG2gT5H9eGryo6jYJOo8BphoMrYe9S2LccLMWwZxEMurt+4bJMqV1cTziLPW49Pg/Lc5YzJmUMgiCgkCl4Y+QbhGvC0SiOrXo0AJ8P9v4sVWbk/V07U4AO46T3M6H3YReXaRTo+8Sg7xMTIP7btpZh3yJNMoMSXbcodD2jUMUduwVCXYDvtdprsVBv53OV7Sre2fIOwEkRNoJHJ+PYW4mn1E719/sJu7o+XNPkNLGhZAO5plzu6H6Hv6PxVOYMKNUalGoNxoiW2w/6vF5//odf/AioCjETVfUnyY4NhAnl/uWqXBq2V8ewszoam7fBtdHaf4B/DtlKMSDZZwqIuDv0QNf/AhKX/Mz3Szx+q6zpQZdQbhxJWK6X/OodaAwGFhUt5bWdbzEi5RxeH/H6Mb83zZE05lJEu43w7vXnTXWlFcHpwqgIIimsnX/+wbfexblvH4kffUTQYCm7yrZhAyUvzkLbswcxj9SPfnfs2oWg0aCMjz+h/vR6tYJOccF0imsshJsc7vqw8oaiR4WVapubEpOTEpOTvw5WBiwnCBAXrCWltsKjoeiRFKZDpTh7j5stoU7IqBM2+l1yOX8v/NovaDRVwWHfU4no9qHr0rRg3veidKyf7yYqyUDW1nJKc8x8O2sDnQbH0f/idDRB9YKoUq6kU0QnOkV04kquBMDmtgUc1/Mt+XhFL3sq97Cncg/f7v0WAK1CS8fwjrw/6v3DngfiM7oT9cMals+8keTvNpD+RzYbxo4g+pVZdOh3vr9dnYWwIAhE3nEn5e+/T8yjj6Bt5n7thKExQuoQaarDWh5oW1W4CaxlULxNmjZ+IrVTaCG2a30IeXxPyQKrtVPxqFFGRRE3a5b/sSiKlL78CsbzzkX7H6+4Ph0Ej7+Y0ldfxblvPxX//EFBm0p2XRlEl5/jUGSqqOxqRWVQMTxxOBcOPJdBKQNQK/891keCTEbIZZdRll9A3KxZ/vPumciOHTsAqS+oVdA4hWz7GhbdI2U3GWJgyH2ne49aOQNpFTX+BdR1LrTkADtt2jQ++OADHnzwQUpLS1m8eHGjDIv+/fsHrGvAgAHMnj0bl72GlWt+QRRFv4BQh9PpJDy8fjSQSqWia9euHI6kqFA++2ohO/fsZfPff5K1azP33Xcfb7zxBuvWrUOn07Fx40bWr1/Pc88951/O6/XicDiw2Wxs2bKFhISERvtztHTp0uWYchHGjx/PHXfcwcKFC7nyyiuZM2cOI0aMICUl5bDLTZo0yW/NVFJSwvPPP895553Hxo0bMRgM7N69mwEDBgR8DoMGDcJisZB/IJPqnG243R4GnXOB5OuPNHq/b9++7N69u9H26taze/dunE7nYYPjv/32W15//XX279+PxWLB4/E0KvdKSUnB0CBcODo6GrlcHhCaFR0dTWlpoE/4gAEDGj1uaA3WkHnz5nHzzTf7H//8888MGTKkybbNcehvY9KkSQwYMIDCwkLi4uKYN28eF1xwAaGhUmjwxo0b2b9/P/PmzQtYh8/nIysryy+SNKzMqaMl79uxsGbNGvR6PZs3b2bGjBl88sknAZUamzdvZubMmWzZsoXKykp8tR3jubm5dKwNR24pDX+zgiAQExPj/wwzMzPp2rVrwOj7vn2Pzrf5v4ROG06GQofHXIjc7ZZu1O3V2A3RaPWReH0iFVYn5WaXX8xQ1VZmhOpVyM7wC2an14lP9KFRaIjVx/qDbD0cPlOkfEfzv4k6YSOgK1xtkDrdO4yTOuWLt8GB36SOjTrWvQObPpUsctqcK1lVpY88q7y6RVHkhqU3sKl0E06vk/EZ4wECRrQfNz4PLHlACreXq6D71TDgTog4fCBlUzQ8N2nSQ/AMiMW+rQyf2Y3ljwIsfxSgjNGh6xGNvm8MMu3RXW76RB/Xaq7FstvCiBEjUCqVLFu2DFepi0kJk/xi2olGUMoJu7wdJe9swb69nDXLfmbo6AsAGJo4lLt73s3YtLFHHDl9JiGTy9EFh6ALDmm+0dcbYFe59L3oMA6x5xR00b3oarHS1l/1UR+c7rCYsJtM2MtycVSVYbfZcDh9uH0yRATa7N5C8r5dqDwuDjSxuT38EPB4CskI6mw+XHADWoMBdVAQRd5ykqMziAyLq88MaZAjQgurqI0XjUXXuUvgvLEXouvdC9EbGDSu6dYVmV4fkLnjysnFsWMH8uDA40nhjIcaCSD27Tuo+vxzNJ07Ezb5Gn9bb00NsqCgFlVpH/a1aJR0TQiha0JIo+eqbS6/wJFVbvNXeGSXWzE7PRRU2ymotvPn/kDRWSZAQqhOquoIl/5K/+tJCNWikP87BI+GwkaduNGsoJFZScUnOxHUclQJQShCG4sJsenBXPVEPwRBwFrjZO13+9n7dwk71xRyYFMZAy5Np8OAWIRmBiY0DH8HeH/U+5RYS/yVHDvKd7CjfAc2j40iS1GAoPHwmoexuCx0iZSqOTpHdMaoMqJUabjg+f+xachnOJ6cRXSZm+Lp97Hpw3Im6AZTMutFggYP8X83g0YMJ2j4MITTNRhAHwFtz5MmkFwNavLrRY66IHKnSRLi/WI80vk9rkdgGLkxrlXoOEpMixZROWcOlZ99RuRddxE+7YbT9334D+LTatk2dizbTKX8svMOnHLp2iY4tAMRQgy3dLqNCweMbLKi9WzFazLhLi5GU9t3EzJxIsbRoxudY88kfD4fO3fuBPDbtLdyknFaYMn9sPVL6XHSQOh6xendp1bOWFpFjSMgaLW027SxRW1tGzaQd9PNR2yX+MH/oWuiU7SpbbeENm3aIAgCu3fvZvz48YdtO2XKFB566CHWrVvHunXrSElJaXFHsWCroNptRy6Xs+6fdWhVgfvXsNpD2wLrLEEQSAjVYk9PJzEllTD9VB577DHatm3LV199xfXXX4/P5+Opp57i0ksvbbS8RqM5rJUOSBZEh9pJud2NfW2bsu1qCSqVismTJzN37lwuvfRSvvjii4CsjOYIDg4mo9YPPiMjg48//pjY2Fi++uorpk2b1mQYu7+D3lzgdzgTai1CGrapW85TXd1ou0d6v/766y+uvPJKnnrqKUaPHk1wcDDz589n9uzZAe0adqqD9Fk2Na+ug/1wNPc9ueiiiwIsueLjm+7ca9u2Lbt27WryuTpbrTpbtL59+5Kens78+fO59dZbWbhwYYCtlM/n4+abb+auu+5qtK6kBt6eh35fWvq+HQupqamEhITQtm1bHA4Hl1xyCTt27ECtVmO1WjnvvPM477zz+Pzzz4mMjCQ3N5fRo0fjch299/rhPsPDfSdbaRqlUosyLF2yXajJw+xzk2svQ2V24PYZ8fik90+lkBFl0BCiU56xYobX58UrelHJJfE3ShuFWq4mVB161COWBLkP0XsMN80ymRQsGtc9cL5CDWoj2Mqli9+tX0oWFkkDJIGj/22NKmTONARBYFjiMPZV70MhO0GXZg6TZOnR63rJukOhgqH3S5Yf/W4FQ/QJ2YwyRk/oxRmEXJiGY29t/sauCtzFNmqWZaPrXb+dpo4jTdGpphO/7/6dESNGMGzYMERRpLKykg0bNuDId9ApuhN0PyG73whVgoEDncvJ2B5BzBol3gFO5EY1SpmSaV2mnZyNnirsVdKot02fwcRPIKI2EL3/7ZDYD7peCfpwBEANqPUGiD6yJQ9In629sgBfzkbsudtxVBZi73h1fWbIX5/hqCrB7lVg9ypxeFXYRTUOt/R9EJ0eTGUlmMpK/OvcvzOf/c1sz2hzMriZ5xpSmnWAlENEDZlK1aRfd9yzzzaapx88mIR330GmCzzvy4KCkBkMKKPrq2acezOp+eEHPBUVAaJGzjXX4DyYRdLcOehrBwM4DxzA8vvvqNu0IWjYsBa8ksMTolPRI0lFj6TQgPmiKFJhddVXeNRaW9X9b3N5ya20kVtpY/Uh61TIBBLDdKTUih11FR6pEXriQrRnZMbT4Rhw2VWs++YL/7WLIazpKgxNRiiqZCOqhCDkQc0PeKo7lumD1Zx7fSc6DY5j1Zd7qSy08vv/9rDrj0KGXdWOyCRDs+toSLQ+mmh9NKOSRwHSeTfblE2FvV6IEkWR1fmrMblMrMxf6Z+fYkyhS0QX+sT04ZLzp1DRfQh/Tb+W+e0q6PTyC+zbAHKviGPHTkKuuByZSiXt/5l0zSEIEJIoTR0vlub5fFCxP7Cao2gbOGqkKs6DK+uXD4quDyGPrxU8dMcQxu7zQs5asJRI60weeMZfQxwrQcOGYTh/DOaff6Hs1Vex/bWO2BdfRBnV8mrAVo6ezMpMFh1cxJ9bN3JO2TQiBTeiuJEkfQTj2lzMmHHnU742h9y/92Ac9u8RNGybN1N43/2IiKQtXIi81kniTBY0QBooaLFY0Gg0pKcf2WKyleOkcAt8OxUqD4Agg2EzpPyMVhvCVpqh9ZtxBARBaJEFFIB+0CAUMTF4SkqaztUQBBTR0egHDTru0VoNCQsLY/To0bzzzjvcddddzQaFA4SHhzN+/Hjmzp3LunXruP766xut76+//mr0uE2bNii1wfTv1Bav10tFWQXDhw0/7n1XyGUkhmo5WG6l0uoiMSoOnU7nD8zu2bMnmZmZfgHgULp27Up+fj579+5tslojMjKS4uLigI6U5ioDjoRSqcR7yKg+kKpfOnfuzLvvvovb7W5SgDkSdRkg9tqRhx07dmTBggUB+7127VoMhiDio0IJCzGiUqn4448/uPrqqwFJrNmwYQPTp0/HZ7Mjt0iWHR5nfehkmzZt0Gq1rFixwm8D1ZA///yT5OTkgIDvhgHpx8tff/3FlClTAh736NGjybYGgyGgGqQ5rrzySh599FG2bt3aKCj8tddeo2PHjgHzr776aubNm0dCQgIymYwLL7zQ/1zPnj3ZuXNns9+35jjZ71sdkydP5umnn+bdd9/lnnvuYc+ePZSXl/Piiy+SmCjlOWzYsCFgmboKpKa+u0dDnQWV0+n028Mduq1WmkFjxKNoR0VlGV6HGjsyQEStkBNpUJ/RYoYoitQ4ayi2FaORa0g2Jks3IDI5YZqj6yxQhIYiqFQkDytAqfNSsDYUW1lgGb2gUqEIDW1mDc1wwcsw+nnIXSfZVO1dKnl0Z68BUyEMvLO+bdE2iGgr+bGeZlbkrCAjNINkYzIAkztO5uL0i48/O8NcLHnPrp8DzhrQhkKX2mSD3lMPv+xxIChkaDuGo+0Yjs/mxra9HG+NMyCXonzODuRBKnQ9o1CnhzQ7itnn8/kFDZCuxc4//3yqq6vZv38/27ZtY8iQIUe01GsJawvW8uWeL7m+8/X0jJbyvTpfPITC/A2EVemp/HYfEdd3OnvtBkRR+m1s/BR2fQ8ehzR/02dw3jPS/0n9pOk4+Lq4ivfzLLzV4Vw697y4cYM0EfL+guLtUohwbUC8TwSnOhr7tb/hsEqVILv/nsOayhwiZKF0D+mB3eHGYTaTU3oApRNwuHEp3HhkoDjM2AmPDIod1aQcx+tSRkehjB7ZaH7Kl18AgeK+pnNnIu+9F2VsoBDkKSsHrxdFWP0x075lC6WvzEY/ZEiAqJF99SR8ZjOxL76AtlMnANxFRTgyM1ElJaNOSz2q/RcEgYggNRFBanqnBB6zRVGkzOzkYF1uR0VddYdkbeX0+MiqFUPILAtYViWXkRReZ2el81d3pEToiTFqzkjrxLXffil9XoIAosjS99+gPC+boZOmImtwXybIBSJv7ILQAlsu0SeSta0cn1cko1cUlz/ah+2/5/PPT1mUZJn4+oX1dB4aT7+L0tDolUdcX0PkMjnpIekBOS0iIu+c805ARUeeOY9sUzbZpmxKbaVc0uYSwqKTGXTlPfz921OEWF0UB4t41Aqir7sM2RnoV98sMhlEtpWmbpJ1F143lO6qr+Yo3AyluyURInOJNNURmhJYzRHbDdSHsUbc9SP8MkO6dqjDGAdjZkHHi07KSzydyI1G4l99lZpBgyh+9jmsa9eRNf4S4l58gaChQ0/37v2ryCsp5Jdlf7GtZgsrDQulmXLoEpyN1l3Go/NlDJkwnsgJN7N/425W/e8lQCBr63BSux2fI8XpRvR6qfjwI8reegu8XpSJiXjKys54MaOOOuupDh06oFC0dp+eVLZ9Dd/fBj43GOPh0g8h5cy1JWvlzKD1V3kCEeRyoh95mIK7p/svmOuflC7uox95+IQKGnW8++67DBw4kL59+/L000/TtWtXPB4Py5cv57333guwJJo2bRpjx47F6/X6cxUakpeXx7333svNN9/Mpk2beOutt6QR5yo9g1ISmXTpBVx/3fXMnj2bHj16UF5ezm+//UaXLl244IILWrzPM2fOxGazccEFF6ALjSGrqJQn5/4fbrebc889F4AnnniCsWPHkpiYyMSJE5HJZGzbto3t27fz7LPPMmzYMIYOHcpll13Gq6++SkZGBnv27EEQBMaMGcPw4cMpKyvjpZdeYsKECfzyyy/8/PPPx2QLlJKSwooVKxg0aBBqtdpvWdShQwf69+/PjBkzmDp16hGrIUDKRyguLgYk+6lnn30WjUbDeedJJdi33XYbr7/+OnfeeSd33HEHmZmZPPnkE9x749XIZDL08W259dZb/dkZSUlJvPTSS9hsNikvQiaQ0rYtgiCw+JdfuOCCC9BqtQQFBTFjxgwefPBBVCoVgwYNoqysjJ07d3LDDTeQkZFBbm4u8+fPp0+fPixevJiFCxce9XvVHN988w29e/dm8ODBzJs3j3/++YePP/74uNZ5zz338MMPPzBu3Dhmz55Nv379/JZeu3fv5tdffw3ojJo0aRJPPfUUzz33HBMmTAiwU5oxYwb9+/fn9ttv58Ybb0Sv17N7925/9kdznOz3rQ6ZTMb06dN59tlnufnmm0lKSkKlUvHWW29xyy23sGPHDp555pmAZZKTpU7oRYsWBXwPjparr76aRx99lJtuuomHHnqI3NxcXnnlFaBl1nf/VTxeH+UWFxUWJ15ROjaoFTKijBpCtEo8HgdOhxWt9ig78k8BTo+TImsRVrckMrsFNx7Rg1I4uo6ZOpRxcaQvWYRibi8Er5vol99GNCQHtFGEhqKMi2tmDYdBroTUodI0+jmoPCgFXysaiCYeJ8w9H0QfpI2QLC/anCd1WJxi/m/r//H2lrfpF9uPD8/9UKp2kymPT9Ao3w9r35QqVby1lVoRbUF1bJWIx4NMpySoX2ACtqfSgXNfNQC2zaXIjCp03aPQ94xCGRO4j03lJMnlciZMmMCcOXNQKBT+wQDHy9KcpazMX4lepfeLGhFBEQRfN4SStzbj3FuF9Z/iRq/njMdlg41zJV/68r3186M6Qa/roOvEE7Ypj0/kjZwSDtqd/FZpprOhicFA3a6QJpBGQlcehKKtyIq3oxVkaOMT/E3TV13PWE8+IiCULoagGHLS2vFMShZyZPw6cQU7Nqxm9Wv/h8rTvKrhUsjomnCcIuERCLBia9cOTbt2jdq0+WMNnoqKAFFDGReHcdw4NIfk4Tn37cNnNgfkdFj//JOixx5HP3QISR984J9fOGMGottN5F13oaq1PfWaTHhNZpRRkUcMWxUEgSijhiijhv5pge+TzydSbHIEiB2SrZWFvEo7Lq+P/aUW9pdaGq1Xo5SRHKaXMjwaiB1pEXoiDerTcs3w6WdzKV+8gD/6nMO6nsO4/Ke5JBdmsXHxD5Tn5TL27hloGlwbHSpo+GxuZLrG576960v4de4ugsLUpHaPQC6X0X1UEm16R/Pngv3sW1/CjlUFHNhUyoBL0mnfv3lLqpYgE2R0j+pO96ju/nnVjmp2VOxge/l24vRxODIzKXr8Ccr3bmPhPQpAOlbqHCLpWR8R8epixo1/gB6xvYjQNl2tckYjV0riRGw36F07OM9lk+wpG2Z0VB6Aqmxp2lmbdSjIILJ9YDVHdGepknHXj/D1FOCQgYmmImn+5Z/9K4UNQRAImTABbY8eFNx7H87MTPJuupnIe+4h4uabTvfunXGYKx04LG68PikDp8pRRagmlPZh7ZHL5GiClBjCpHtLm9vGb3m/sejAIkq3Ozhn7xTi1F1Q9lrMsMShjE0fy9DJQ7H+uJiiJSaqv/qKiGnTyOjVAUNkZ2wmJbv/rCT1JEfenEzcJaUUzpiBrXbQrPHCC4l5aibyY7gXPR14vV6/I0Sn2oEGrZxEYrpIlXFtzoOL3z62artW/nO0ihonGON558Ebr1Py/At4ajutARTR0UQ/8rD0/EkgNTWVTZs28dxzz3HfffdRVFREZGQkvXr14r333gtoO2rUKGJjY+nUqZM/7LshU6ZMwW6307dvX+RyOXfeeSc33VR7USNTMPfVJ3n2w4Xcd999FBQUEB4ezoABA45K0AAYNmwY77zzDlOmTKGkpARjcAjtOnVhzlff+6suRo8ezaJFi3j66ad56aWXUCqVtG/fPqDKYMGCBdx///1cddVVWK1WMjIyePHFFwFJcHj33Xd5/vnneeaZZ7jsssu4//77+aDBTWFLmT17Nvfeey8ffvgh8fHxZGdn+5+74YYbWLt2bUBo8+H48MMP+fDDDwEIDQ2la9euLFmyhHa1N8Px8fEsWbKEBx54gG7duhEWFsYNV17MY3dPkwKH1QZefPFFfD4fkydPxmw207t3b5YuXeoXW1L79mXmzJk89NBDXH/99UyZMoVPPvmExx9/HIVCwRNPPEFhYSGxsbHccosUuHrxxRdzzz33cMcdd+B0Ornwwgt5/PHHmTlz5lG/X03x1FNPMX/+fG677TZiYmKYN2/eUec+HIpGo+G3337jhRde4JFHHiEnJweDwcCIESP466+/GnlftmnThj59+rB+/fpGVmFdu3Zl1apVPProowwZMgRRFElPT+eKKw7v4Xiy37eGTJ06lSeffJK3336bBx98kE8++YRHHnmEN998k549e/LKK69w0UX1N13x8fE89dRTjb4HR4vRaOSnn37i1ltvpXv37nTp0oUnnniCq6++OkAYakVCEjOclFtc+GoFbo1STpRBTbBW6e/UKTHlUiN6iHFUER6cfEZYHPhEH2W2MiocFf5qsUhtJOHacGTC8XktK9V28DpBoUXTd/TJe71hadD/kCDpqmxQBUlh45mLpQkgpqtkU9XpEog+NTcsF6RewCc7P6FrRNfjEooAcNvhuxth9yL8nTGJ/WDQdGg75owJT5eHqom8tRu2zaXYtpbhM7mwrM7HsjofZawe46gktJ2kDraa5TkIMgHjOYEWQRqNhokp5yKXyVtUyXcofxX9xTeZ3/BgnweJ1ku2WFe0uwK9Us/EtoGd/MpoPcGjU6lZfJCaxQfRZISgCG+ZLegZgSCDVS+BoxqUeuh8qSRmxPc64ZYzCpnAjz3b8FF+GbcltsC2RCaXrK8i2tRXEdXh80GfqVC8HaF4O1QcAEsxQbZS7jIEURocR4QugsgObakwCugcKgQavx4REavGS1jG0VU2nAwEhQJldKDdm37AAPSH5IwBpHwxD3dJKcra6kuQ7GjVHTugzmgT0Nb82+/4zGYibr+9ft6yZU0KIGVvvQ1yGSETJvitZUSvF2SyJkUGmUwgLkRLXIiWgRmBHd9en0hhtb1BhkdthUeFjbxKGw63j8wSM5kl5kbr1avkJNeFlTcMLo/QE65XnRTBI0DQ6CUJpl9fdAPjls+n/YEd5GzbzBeP3ceEx57FGBEZsKzP4aHq+/248y1E3dkDmTrwnJXeM5INS3SkdY/E6/Yhr80g0YeoOe+GTnQcHMfqLzOpKrbx22eSJdXQq9oRmXj0x6/mCNGEMDh+MIPjJUM2R2Ymjh078IZpmejrzP4oHzsrd2PTuNieKgAl/L7mfs6PHs5LY6QBO26vmy1lW+gU3qlR3sdZgUoHSf2lqQ57lVTFUbCp/q+5UKryKN0FWz6X2slVkthbvpdGggbUzhPgl4eg/YVnxHXayUCdnk7K119R+tLLVH355ckPjz8LMVc6mPfEX3gDxHQ1hdjYySYA5AoZKZcp2b4+i/WqlewOlbJg5CFKekUUkNA1mBVjVxCqC/GvwXj+GEpffBFPYRGW1asxjBjBJTMe4evnNpC1zUZFgYXw+LNDBGiIeeVKih5+BG9VFYJWS8zjjxN8yfizajBcVlYWNpsNnU5HamrLryfWfjMPQSZrMrdp3YIvEX0+Bk6cdCJ39eylpgCCa23GozrATSsl8fks+p60cnoRxP+YKbrJZCI4OJiamppGo/UdDgdZWVmkpqYedyed6PVi27ART1kZishIdL17nZQKjWPBZrMRFxfHnDlzjt4qqeIgPmcNtqBINEExJ877G3B5vOwrseAVRaIMGmKCz56O0ueee4758+ezffv2k7OBqmzp4lyuhsh2Z+UFtSAILFy48Ii5L62cPcybN4/rr7+empqaFlUo/Rdw14oZFYeIGdEGNcYGYgaAz+elsGofNaKXNLcbraCA4ETQnr5ybKfXSU5NDm6flD1kUBmI0cf4szSOxBHPozsWSD6p8b3hxhUnctdbhihKwaP7lkk2VQUb8XdijHxcypwASSjwOOGQ3KJjZWf5TvZX7+fijHpbHpPLdOLCH+eMkSyG2p4Pg6cHduycgYgeH449lVg3l+LYUwlekbCr2qHrJnW21izNxvx7HsZzkwOEDdOKXEzLcwLm5+fnEx8f36Kb5Gt/vpZNpZu4rftt3Nrt1iPvp0+k7MPtuLJqUCUbiby563GNsj5pWEphyzzI/hMmfVN/I/jX+1K1UufLQHOW+nI7LVIHZPE2yboqLA0G3c2uil088NF1jNgkdUI3FDbE2t/07z3LeHnaJ3QMrx08UWc99C9AFEXMv/yCu6SE0MsvR1ZrlVv52WeUvjKb4IsvIrZB5WZm7z74LBbSlixGnZYGQNU331Dy/AsEj70woG3NDz8gaLXoBwxAfpTiodvro6DK3qC6oz7Lo6DKju8wd50GtaJBUHl9jkdqhJ4Q3bFZJnlFkamvvYHJJ/oFjYaMWv0jnfZvJTk5lcuffAHFIdliPpubkjc24TW7CJ/cEW2HxpU/ok887HHB6/Gx7bd8/lmchcfpRRCg8/AE+o1LRd1E9cfRIrpc2DZtRt+/3kKu5scf0fXv7xew3D43B6oPsOCHWRTu/IesaIFRW0T6XjiVwVffx87ynVy5+Epkgoy04DS6REgh5F0iupARmoFSdvz7eUZgLm5QzbFR+t9R3fLlr10EqS3LojybcR7MCrC6c+UXoEpoOtvwv0RZrpmvn19/xHY7otfQuWQI+cGZbOn7I+PSxzE2bSxJxsZZTnWUzHqJyrlz0Q8bStL//R8Av3ywgwObSknrHsn5t3Rpdtkzlfw778K8fDnqDh2Inz37qO0TzwTcbjcHDhzAZrPRs2fPFi+3bsGXrP16HgMvnxQgbDQ3/z+J1w0rX4C1b8F1iyGx7+neo1bOMA7Xd9+Q1kqNk4Qgl6Pvd2b9MH0+H8XFxcyePZvg4OCA0dwtRqUn22fF7qohwW0gWH3iOt9UCjnxoVpyK22Umh0EqRUEac7sr6jFYmH37t289dZbjWx/Thj2KmkCCD38SG7R48FbVYU8LOyMEdFa+ffw2WefkZaWRnx8PFu3bmXGjBlcfvnlrYIGUkdOmdlJpbVezNAq5UQZNRg1imZGwspJCG9PpK0CtblYsgyqOojFFoTaGI/yNIyWVMqUyGQylCiJ0cdgVJ/gjtBiyZeWmM6Hb3eyEIT6sPFhD4KlDPYvlwSOdufXt9uzGL67qTZs/Dyp4iGi7TF1iO6s2MnVS65GKVPSI6qH/6b2mAQNrxt2fAfrP4SrvgJ9bQfbmBelzuuoDke/ztOAoJCh7RyBtnMEXqsb+/ZyNA06CwWVDOQCpuU5eCrthE5oi/m3vEaCxsqVK1m5ciWjR49mQINR76Iosql0Ez8d+IlH+j3iF+Umd5xMm9A2nJt0bsv2UyYQNrEtJa9vwpVjwrKmAMOwhCMveCrw+eDgb5K9VObP4PNI87P/qO90O7Ra6QRzwOag0u2lT/BJtDhTB0k3uk3c7ObG2Pm9Zxn9doWhd9RfL1o1Xv7pWElujL2+sccJL6VJwnFYKoSmBv4NTpQsaM4SBEHAeP75jeaHTZlC6OTJiC6Xf57o8xE2ZQru0pKAihFPSSmi3Q6HVLoUP/0MPquVtCVL/KJGzeLFVH7yKYZzRhJxS/33yr5lCzJjMKrEBASlEqVc5hcmOMSJy+nxkldpr63qCAwuL6yxY3Z62F5Qw/aCmkavK0SnrK/qCJeqPOoqPIya5jvc/6q2sLTH8Gaf/3XoRaztM5KPOyX7BQ3R5wNBQBAEZDolYVe1B5mAOqnpY/aRhE65QkaP85Jo0yeKP7/dz/6NpWz/PZ/9G0oYeFkG7frFHPPIZcvq1ZQ8/wKu/HzSvl+IujYTLviQezylTEn7sPY8ev1ccnb/w767byU+1wYbP+KnP1ahnzGdGH0MxdZi9lfvZ3/1fhbul2xU1XI1Twx4govSpXV6fV5kQtMVPmc8hhhof4E0gSR0VmXBX+/BPy2o4v/+VkgbBjHdILarZF11uIyOs5QAQSM7m6xLL8Nw7rnEPPE4Mv2pt7Q8U/D6WpZPWBqehSM4gzFDevN871ta9FsJveJyKufOxbp6Da78fFQJCfQdl8r+DQfI/HM5KZ2voMPg7sf5Ck4tsc88jbpNBuG33HJ2Zfk0oM4l5GipEyzWfj0Pn8fDoCsmtwoaDanKgQXTIP8f6fG+5a2iRivHzJndY9zKCSU3N5fU1FQSEhL45JNPji3oSKVHaxNxyyWLkhNNiE6FxeGh0uYir8pGm6ggFPIzwzqjKe644w6+/PJLxo8f32LrqaPC64bqPOn/oOgjeqN7KivxlJbiNZv9I/FaaeVEUVxczBNPPEFxcTGxsbFMnDiR55577nTv1mnF7fFRZgkUM3QqOVEGDYZmxIxDUevCQRMClhI8llLyRSdiTRYpuhi0upPrB+8TfVQ7qgnRhCATZMgEGYmGRBSCAvnJqAgrqRU1ok+TqHEoQZHQ/WppakjhZhC9kPOHNC1/AkKSJZuqNqOlTuOGeR2HoWNYR/rG9CVME4ZeeYydAS4rbPofrHsbamrPCRs+loQZkESasxS5XklQ/8C8CmeWCbzS78m2sRTbljLwio0qN1S1N8l11ot1N55e0cuDqx+k1FZK35i+XJAmdWCNSh7FqORRR7V/ijANIePSqFqwj5pl2WjahTbKADmlmEtg06fS96Emt35+Ql/oda0UiHsK8PhE7tiVy1azjdfaJ3FF7Kn3PbYGX8Juo4+86B+IrlSjdcqxq72UhDmxBF8sWXDVUZ0LLguU7ZamQ+l6JVwqjY7F44K/3pVChuuEj7Oo0kUQBIQGmRyCTEbkXXc2ahc+7QaCx41FaHA/ILrd6AcNwlNSgjK63krMdTALx/btjTJAcm+Y5hdA6jpCLatXY1ryM/oB/Qm+uL46TW42kR4RTEZU405gh9tLToWtgdBRL3qUmJxU29xssVWzJa+68evQqyQhpUFoeVK4jgK5yDsFZURVlhNsaWyFVUdNkIFKdf1ves2Xn2KrqWHUjbejUCpRp7RsAFdlkZXcnRV0H9X0aOygUA2jb+xMx8GVrJ6/l+oSGys+2S1ZUl3ZjoiElneOu7KzKXnhRSyrVgEgDw/HXVTsFzUOR3KHvsT+tIZlj00l/aetbLfvZ/2Wt3jvnPcIVgezo3yHP4R8R/kOzG4zMboY//LLc5bz/N/P+ys5Okd0pnNEZ0I1Z1422BERBKn6q8NFLRM1avJg8+fA53UrkJaP7SpZWcZ2lQSPoMjDreWswrZxEz6Hg5offsC+ZQtxr85G+x/NFthTuadF7W4ZeAPn9j66ih5VSgr6gQOxrl1L9VdfEXXffYTF6tHpN1FVs52VnzvPaFFDFEVqvv8B+6aNxDz9NIIgIA8JIfKuu073rp1SRJ+PHSt/pTwvh/K8HJRqDX999xXrf1yA1+NpFTQAdi6EH+8GZw2og2Hc65JFaiutHCOt9lMNOJH2U/9aRB8+lw1BqUM4ST7dXp/I/lILTo8Xo0ZJcrju7BwNdLyIohSk6TSBQguRbQNv0JvAW1ODp7QUeWQkipCQU7OfrbTyH8Tlqa3MsLkQ/WKGgmijmiB1y8SMJtfrNJFvzkcURdLC2iHIT97YA6vLSqG1EJfXRZQuikjd8d+EH/E8OruD5Gk9dekZb5FEZVa9TVX2mvrwbYB7dtX7v3qcAQJHsbWYT3d+yr297/Vbdji9TtTylokgAVjLpY6Wfz6or9jTR0K/W6DPDXAGBsyfCKqqqrAdqETcY4GdJskhTAayO9IB0Ol0hISEIIoiixYtYuPGjSCHm264yZ8VNmfHHHJMOUzuMJmM0CN39B0OURSp+HQXjj2VKGP1RN3evVGQ8Ckjaw18Olb6XxMM3a6CntdC9PHlUx0tVq+Xh/bms7S8hpV92hOnObWjMHdV7GLs6i+whUxAV/0tetMP9ftmvNg/f9HQqyX7Ka8HqnOk33VVVu3f7Pr/B0+H4Q9JK6g4AG8dIg7pwuurOjqMg461nfV1t1H/8utUV34+zsxMFFFRaLtINig+p5OsSy7FU1JCm9Wr/CO4y956m/J33iHk8suJffop/zoye/bC53KR/vMSVLWZIbbNm7Fv2oSmSxf0fZsepWlzecgutx2S3yEFl5dbnAFtfXoF3jgd3jgdaOREVZbz2ZP3ova4m31tToWS6c+9wSXdOjJWsPPDQ3ch+nzEtm3Pxfc9ij6k/jjrNbuw/FWE8ZykgAoNm8nFpw/9ic8ncsVjfYhIOLxtl9fjY+uKPNYvzsLj8iHIBLoOT6DPuFTU2ubP+16LlYr336Pi08/A7QaFgrDJk4m47dajtgoD+HvppzxcMYcydyUauYaHOt3FJd0mIau9x/OJPnJMOcTqY9EopHP6y+tf5rNdnzVaV6Ihkc4Rnbm9++0kG5OPel9OKz4vvN5ZCgVvMldDgKAoGPMSlO6Aolo7PHNh0+szxEqBt36ho6skkp6lxwnbhg0UPPAgnqIiUCqJvv8+QqdM+c/cn/tEH+sLN7D8w12EFjdvIVVH3BQnlwxsXEl3JMy//kr+HXciDw0lY9VKZCoVuTsP8sPs1+hz0eX0u3jwGfmeey0Wip96GtNPPwGQ8O47GEaOPM17dfwsX74cuVxOr169CA6uF7e9HjeVBfl+4UKhVDFgQr1Q8e6Nk7CbGlccyhUKps/7/lTs+pmJyyZlE236VHqc0Acu+1hyImmllSZoqf1Uq6jRgFZR48zB7vKwv8yKKIrEh2gJDzqGzqCzHWt57YhcQcrRULbM4qfuJ30mXvS00srZjsvjpdTspMrm9v/W9LVihv44xIyGiKKIx21DWVuZJYoilaY8QoJikcuP39fa7XNTYi2hxildcMtlcmL1sSfETvCw51GfF5Y+InUEXDX/rBr5jNMCWaskgcNUCNd8W//c/y6VMg3ajsabMYpx62eSZy3k7p53M63LtGPfpssqiUC1nxOhqTDoLqkTu4Xng7OR6upqZr03C5toY4CzA4OdnfDgRYGcP9Q7WafejU7QMePWGYSEhFBlr+LRNx8lyh6FRqfh1ptvDbj5PFF4zS5KXtuIz+bBMDKR4PNSTvg2GlGdK1VkKNT1eS+iKFmjZYyCjhed9u9CkdNFrPrU20rsqtjFFYuuCBAw9KYfGj3+auxX9ZkazSGKkmhZJ05WHoTfX6gXPGzlge2HPQQjHq5v++7ABlUdKYHWViFJZ5Wt1YnAtmkztvXr0XRoT9DQoQD4rFYye/cBUaTdpo3+DJCyN9+i/N13AwQQURTZf845yA1GEj/4wF8x4jxwAHd+Pqq0NL8oYna42VZi5tviSlZabRQJDarIXT7abdnN+3OfPeI+3/Tw8+xLSkUpCEwwFZK88BO8NitB4RGMv/8xotMyED0+RfI8UwABAABJREFUil/ZgLfaSfDYNAyDAzMGln28E6/bR7+L0giLa1k1l7nSwZ/f7uPApjIAdEYVAy/LoG3f6EbXE6LXy8FxF+E6eBAA/ZAhRD/88HH71Jfby3nsj8f4K+8PnvnMiywuhoFv/I/QyKat9lxeF5mVmWwv3+6v6Mg2ZfufX3bZMmKDpOq77/d/z/ay7f6qjtTg1JNTBXoi2PUjfD2l9kHD7pHaz+Hyz6RjbkMsZbV5P9tqhY5tkijalDCiDq4VOrrUCx2R7eAEXNedCrzV1RQ9/jjm5b8CEDRsGLEvPI8i7NRX6Z0qMov2s7RoCYsPLqbQWsjELTMIt8cdcblON+kY3vPoB+6IHg/7R52Lp7iYuJdfJnicNIBBFMUz9r7evn0HBffdhzs3F+RyIu+4nfCbbjrrbbBdLhcvv/wybrebG264gdJtGyncl0lFXg5VRQX4vPVWZIaISG56Z67/8arP5yD6vIQnJlO0by/bV/yCXKFordTY8oVk4YcAQ+6F4Q+fNce/Vk4PraJGM7SKGieWk3mSLTM7KaqxIwgCGVFBaJVn98nxqPA4oWwPiD4wxknWU6200sppw+nxUmaqFTNqb1aD1AqiDJqTnv1TZcqn0FWDCsjQxyMcY3i1KIpUOioptZX67QNDNaFE6aJQyE7Ma/jPnUfdDpiVAp56736n2sD6oGDS+95GbNdJRxc2XnEAwtPrH39/O5TuhEHTpdHhZ2pn0Alky4EtXLv6Wq6oGM2U8nF8FvETX0b+zFVl5/sfz4/4hc+GfEb39O4APLHqCfgHZFYZ0dHRTJ06FbX6xA+GsG0ro/KLPdJYg1u7Neuxf1x43VJGxsZP4MBvgChV5Ny7B5Sn/zd1pnSuFFmKGLtgDC58fiED0Q2C0i9oqJCx6LJf/B2sx4zDFFjVkTyw3vt5/wr4/P/ZO+vwKM62i/9mPclu3N1xL+4FihSrAW2RtlA3atTdedtC3YEKbaEFWgoUChQt7k4S4sR1d7NZn++PSTYJCZ4g/XKua67NzDzzzLOT2ZH73Pc5Z5BN6PcUXPuC9LexEPb9WJf40DQ+AXelQrTZsBcVoQyp+X/oV67CsGYNHn164z12LAAOg4GkrtLxbbF3D7Iq367Cjz6i6LPP8R4/Hv+XX2ZdiZ4FucUMfOkZyjy0fDT+Tip0Ogb5enKrBjoJAis2HKLnezPOOralr85iY3wsu/UmAHzKihi/aj660kLkKhXDH3iMFj37YtyaQ8X2PHwntKgnQ+d0isjO4q9xOmQeKWbjL0mUF0j3ktAEb/pNSMQvrK4kVfGcuZQu+IWgZ55BO2BAo/0WnaKTJQvfIPHVn1E4odhbju7Nl+gwaNw5bV9uKedw8WGSSpKY0maKa1wP//Mw67PWu9q5K9xp49+Gdv7taOffjv7h/VFeSUGtI0th5dNS8kI1PMMk36pTCY3TwWKE/MNVRMd+6bPgaN1qz2rIq7ywqkmO4PYQ1OaK9ekQRZGyX34h/+13EK1W/B9+iIAHH7zcw2pUlJpLWb5/FdlLQF7hxg9dXkIUnGiVWkaZJ+O1o8VZ+7jpmc4ER3tf0P4LP/2Uoo8/wa1LF6Ln/3j2DS4TRKeTknnfUTBrFthsKEJDCHvvPdzPw0z7SoEoilSUllCUme6qvijKzydF0ODl5cX06dP55aUZ5CTVSFeq3T3wi4jCPyIS/4goOg4dWe96fKqHxv97Tw1RhD8flaSmYgdc7tE04ypAM6lxGjSTGo0Au5VyQzaFDjNaN1+CPYLPvs0FQBRF0otNGMw2NEo58QHaC35ZuKogilCcImk/qzzAL+Gs5cqOigpwOJDpdFdEsKEZzfivwGKTKjPKTiEzgjw1eKgvjS2VsaKAnMpCfB12/B1OKQjmFQ7y88v+za3IpaSyBACNQkOoRyhujZzl/f/tPlphq+Dbbe8yVtASmXsEUv6pqawAiLsWJi05cyeiCKnr4d8PIXUd3PdvjZG61SRl4v8/uq5vOLaBf5ctr0NoVKM2sdF+aD9GtqvJYiwvL+frr7+moqKCG264gQ4dOjTJ+Ip/OUblvkIU/m4EPtIJmaqRiKaSVNj9nZTJVlFQszymv+SV0Wr0FZHR9vqJHCodTl6IC8X9Mnue5RpzKbVIsmxDD1qxiaAUYFU76droo/ah0l7JFwe+4NVer+KmaIKqFodNqqipLWlVW9pqxHvQ6Xapbep6+H5M3e3dfGuqOjpNhLiB0nKnAxCgiaRer2SIdjuWE6nYiwrR9u7tWl7y/ffk/baIvf0G8XaPaymy2fGoNLHs8akA/PvnKsZEhRCgUroIkMIefQnYtums+9zy5sdMvWkwBw0mvs8pZlF+KXaTiVFrFhCblQxA/NgJjJ5wOzjEJpGfc9ic7F2Tye4V6dhtTgQZxKky6DY6Hp9rJX1+0SZViTaV6e6hzX9QOuMF/EvsOATIGt+LIc9/jkJ5YfvblL2JnXk7OVh0kMPFh6mslQCgkWvYctsWl0zjxuyNqOQq2vi1Qac6fymtRoPTARlbwJgvJZVF9br4hAKHDQqP163oyDsoSQzXgwB+8VVER7WEVQfw8L+4MTQizMeTKJnzLSFvvIGgvPz3pYtFhbmS9cc2sbLkTzZnb8bpcDJp92uo7e6kD9rAkK59GBA+AEOOjYVv7Txrf+Oe60pA5IWdw7b8AlIGDQK7nZg//kDTIhEAi8nC6m8Xkpt0mKkfvuWSiLtcyHnuecoXLwZAd911hLz+GvImqJJtSuz44zdS9+ykOCsDc4XxlLUChhad6N23L0OGDOHQutVUGvT4R0ThFxGFzs//jDGX0xEY/6+IDVMJrHsLBr10dVXnN+OKwbmSGs1G4c04fwgCosWARaFAsFU04W4Ewn3cSC5wYLY5yC2vJMzHvcn2d8WgolAiNASZZEx7DsEse34+TpMJZVAQioD/jjldM5pxuWCuIjPKTVaXiIBOoyRQp75kZEY1tB6BxGt8pRfsigIwl2OxGjG6eeHrGYFwFq+davhqfNFb9AS4BeCj8bn0BGhJquQHob6MwYpGxid7P+HH1CVs8Elk4U0LkYtOyNoOSSsh6W9IuK6msSEP5gyVliUMhaiekpzVvx9C7j6pjSCHrG01pIbq/8E9rwoFBQXk5uZSbCxGhqweoQG45mXIsDprsl4FQcDb25vbbruNwsLCJiM0AHxGx2FJLcdeVIl+ZTreo+POvtG5YNcc2PKx9LdHoBQI7zxZMqG9QpBRaeHzzAKcwCA/Twb5Xd6X1BBtCCHaED5Iz8Mm5qESBKyiyEqDL49HB2N32hn7x1gy9Bl4qbx4vsfzjT8IuVKqrvJr4DwQxSpyogoaL2g/vsbXo6IQKkvgZAmc3F03czHjX5h/S305q2qZK++o/6yslaBQSIG8qmBeodXGkvxSFrbqzqHH2kuNbHb8lQrGBQTjfOttQiqMTEuo0bp3WiwISiXywHMLBC88kIMsOI1JPaL4X4sIXowL5de8Er7zupuidUvptn8zs4xOvtyTzJRQf0YHeuMml+GstCM7xQPDUmnnyOYcWvcOQe1+7gFfuVLGNcOjSezky7oPN5Jd6k6KOYqsn0rpp80loWswglJJU9652/YZg35ZdzY+Nom47dlE/7KFtbv70v7jOYREn785dN/wvvQNlwgZh9NBanmqS7bK7rS7CA2AWbtnkVKWAkCMV4yrmqOdfzsSfRIvXUWHTA4x52fyfFbIldJ9PbgtdLxNWuZ0Qlm6RG7k1pKwMuZBcbI0HVpU04cutFZFR5WE1Tm+JzY2NC0SCX33Xde8aLOR//bb+N41FVV42Bm2vHIgiiJ7C/aycvMmNOviKdXksb7degBaB7TGf7SFIR27ExY4xLWNTQtyhQyH3XmaXqX1Gu2Fn6vKoEB0gwZhWLWK0l9+JuTllwEoLyjh+OZFgJ3dyzbRdXT/C95HY8Br9Gj0K1cSNGMG3uPHXXFJlTaLmeLsLFflRbVs1J2zvkSukK7ZxdmZnDx2GABBJsMnOBT/yGi8Q8PYtGsvAG3bSs/jbQcOaXhHp4HodDZIXFTPi87Tn0P/CWRsgUV3gz5bimvd8MXlHlEz/sNortSohf9vGaYXA3v+YUyiHXevSBRNbFRqMNtIK5LIkyg/D7zcrv6MkNPCVill8iCCV8Q5ZeWITif2ggIcZWWo4uKQ/QcyZprRjMsFs81Bgd5MWWWNqainRkmgpxp31RWQB2CrRCzLJEO0UiGT4ScoCfZLrNdMFEXKLeVYHBaCPGrk65yiE9k5kiAXgjPeR7/oK720374IEgY32RguJUrMJTy09iEe6vgQvcJ61W/gdNZkWu/5HpY+XGulgEt3W66RsvF7PvifMswrKioiNzcXb29vIqo08O12O19/8zUVxgoeeughNBoNPx/7meUHluOZ6kliVCLfWr89a9/T/aYzpscY/P1Pf590Op1Nks1oTiqlaM4hAPyntUUTf57PQYVJklFii+EQ3UdaVpQiyZ50uQMSh10RVRkNYX2Jns2lRl6IO7uu+KXAB+l5zEzLY0ZMMI9HB9eb31ewj1m7Z/HhwA/x1nhf7uHWhcVQq7IjDVqMAP8Ead3u7+DPR06/7aiPpGsGSOfTsWV1PT0uUKbwSoHV6WR1sZ6FeSWsLdZjr7pUqgSBIf6ejA/2ZaCvJ8ozVHCLosj2zdvwuvuus+7v8643sCy0J4khXrw6ug3dY/1cfWwrr+CXXXtZrPDEVvXa7CMXeK5CzYBtJQTc3gpNYs01YPH/dpN7opyeN8TReej5Xc+NmzaR/9bbWNPSKPZtTXKbiZjkUvZzWAtv+o1vcc5+HRcDp9PJhq9fwfuTX9HY4FC8ksDPP6Z/RNMEUp2ik2c3Pcv+wv2cNJ6stz7BJ4HFoxe75vMq8ghyr+878p+AsaBWNUcV0VFyouG2Gq8a2arqyg7/FiC/tM+r1ZVRMp2OkNdfx3PY0Eu6//PB0dQU/sn8h2XFS8g2ZuNm1TFp92uY1UaU4zMZ1fp64rxPn6xgKDFjNtpwOB0cKzlGqbkUH40PLX1bIpfJ0WiV6HwvLo5UsW0bmXfciczdnfiNG5Frpd/8wjc+J/eEmZD4ntzyXPdLev6LNhvm40m4ta0hN+2lpSh8mjYOdDY47HZkcrnrWOz8czEH1vxFWX6elFhwCu54/3P8wqXn0ewjhzAUF+IXEYVvaDiKqgq4AwcOsHjxYvz8/HjooYf+m9eZpoLTARvfgw3vSDLqvrFw8xwI7XS5R9aMqxDNlRrNaFIoVFo8K0skPfEm9qjUaZQE6NQUGixkl5pwU+pQNUHZ92WH6ISyDECUMpnd/c5pM0EmQxkcjCIwEOH/oUxBM5rRGKi0OigwmCmvRWZ4uUmVGW5XAplRDaUb+Cfgqc/GYtPj6xFYr4nZbia3IheTTdIG91R5umSmmpLQOCMcNsknCMA//vKM4SLhcDr45fgvFFUW8WjnRwGp+mX+iPmnf+GpfU1uexO4+8PxFbBvvnTNd3VulrK0rwJCo7i4mLy8PLy8vAgPl4xkHQ4H3377LUajkQceeACNRoNTdLJx30Z2btlJz449iYiIIK08jcfXP06+Ip/rjNdRUVGBRqNhb8Fe9lfup39If3Q6HRSffRwHDhwg2i2aQYMGAVIQLi8vj6CgIORyOUajkQULFtC7d29atmzZqMdAk+iDR/dgKrbnUfprMkGPdUZ2Nm8dWyUc+UMKVmdukZaVZ9WQGv7xMHHR6be/QjDA15MBvleGjMCpBAbg+pyZllc135F5w+bV+Y1eKb4gqHU1xsGnouNtUrZ4NeFxqrSVby1z6KxtsPbVutu7+dRUePR8EMK6SMsdNqki7Ap8XhRFkf2GShbmlbAkv5RSe02VS0edO+OCfRgb5IOv8tzuyYIg0M7Hk8xzaHv/ziUUXxvCv0Is47/axpiOoTw3ohVBnhp6emvpObgvL1ht/Jxbwq9JqfT69Vsqo8chWNxYuzoFwSeB6/y8UMgEWvcJxVxhw9P/3F+QrJmZ5L/9DsZ16wCQ+/nR9vHb6D5yJPvWZLN7ZQYnj5ex4I0ddBgcwTUjolE1oZ+XTCZj4L2vkdrzOo4/M50vB5nJ/+chJraayGNdHkN1nvKXZ92fIOPdflLmf4m5hENFh+oYkbfybeVq63A6GP37aBQyBe3827lMyNv6t8Xf7cqRaLpgaAOlxI/ayR8WA+Qdqkt0FBwFczmkb5KmasjVENS6FtHRQZpXNR0Z5nXjTVRs2Urlvn2cnD6dinHjCHr2GZcfzuVGuaWclWkr2b0qnaijXTkeUEJ2fDbuCneGxF1Lu2s86NN+IIpzMLfW+WpcpEVw9PmbgZ8L3Lt3RxUTgzUtDf2yP/GZMAGAkY9M5YcXt1KYZSJtfxGxHS+NOoM1O5uTTzyBJTmF2MWLUEVHA1xSQkN0OtEXFUiVF5kZrgqMkpPZ3DX7S7wCpQQuu8VCWV4uAO5e3vhHRFZ5X0ThHxHtagcQ3rptg/s6dEhKWmnbtu2V8axwtaD8JCy+W6o0BWg/Aa5/7z9Vod+MKxNXUKSmGVcCBgwYQMeOHZk9e/aZG6o8pJJ566n6g02DIE8NFRY7JquDrFITsf4eTX6TiY6OZvr06UyfPr1J9+OCMV8Keghy8I4873LiZkLj0uKcfyvniFdeeYXff/+dffv2NUp/VwrmzZvH9OnTKSsru9xDaRAmq50CvQW9+VQyQ4NbY2nlNzIEQYavVyTeDjuyWtl4xeWZmEQ7BrsZESloF+AWgFrR+IbJ542iJMkkU+0pySVchThQdIB3dryDgMCw6GG08JXMIs96LyrPlnwS+j4BLUdIU9g1UqBSoYYT6yBnL0TWejne+a0kY5VwHcQPkgKUTYiSkhLy8/PR6XR1iIq5c+diNBq59957casKThw6dIh169bRuXNnwsPDsTgs7Mnfw86KnYTpwzAajWg0Gp7d9CwrTq6gf2R//Pwkkt5T5SnJiyjhjml34FWlvzwydiQdAjrQNbgrufm550RqBAUGERtbI82Un5/PV199hU6n4/HHH2f79u1kZWWxaNEi7rzzTkJDG7eywGtELObkMhwlZsqWnsB33GnMQ/MPS0TGgV+kABRI9/nEodBpUqOOqalw0GAiyk2Np+LKuiY6RLEOoVGN6nlHVZZm7d/opuxN/HL8F97r/17TeGw0FuRKKcOxIfkxUaybgeodWUvWKl2SKawslaacPZKMWTUOLIDlT0jX4WpJq9qfl0HWKt9i47f8UhbklpBkMruWB6uU3Bzswy3BvrTwuLDM53O14lPEx/Pxu3fz3ppkft6RSfaqf3h03SYGThjOnX3jUClkBKiUPBIVRIuVCzlUnEdF2RfMb38rH7WMx3EonRC1kttD/Litox+3dg9GOA8fQPPx4xKhoVDgO3Ei/g8+gFwnBYK6Xh9Di+7BbFqYTPqBIvb+nUnSjnz63JJAXOeAJn0fim3fh/A/t3Bg9yx+PPojPx79EeH3v7n51leJbdenSfbpq/GlX3g/+oX3AySyq7YXR44xB4fTQaW9ki05W9iSs8W1LtQjlHEtxjG13dQmGdtlg1onSVZG9axZZrdKySIun46D0mQ1SM8UOXtr2goyyafDRXRU+XS4+zbK8FThYUT98D2Fn3xK8VdfUbZwIaY9uwl7/wOXJ8SlRqXFzKqN/7LJupp/SlZhd9oJkkcTQReCVSG83ecdBkVde0XeBwRBwOfWCeS/9TalP/2M9/jxCIKAu6eK9gPD2bMyg+1LU4lu54esib2typcvJ+/lV3Aajcg8PbGePOkiNZoCoihiKi9D7e7hqpzYt2o5G+fPxWYxN7hNUVa6i6xo2ac/YS1b4x8RhbuX9wXt39PTE41GQ5s25y+59/8Wmdvg5wnSc4dKC9e/Dx0mXO5RNeP/CZpJjUbGjj9TEWQCXa+Pqbdu5/I0RKdIt1FNo4+cl5fHm2++yfLlyzl58iSBgYF07NiR6dOnuzIZGw0qD+yAwVGJ3VRAgHv9bOFzwaJFi5g5cybHjh3D6XQSGRnJsGHDeP/99+u0kwkCEb7upOQbqbDYKTBYCPJsWomwnTt34uFRk9UiCAJLlixh7NixF9XvgAED2LBhg6vPgIAA+vXpxXtPTyMqPPS8DIDtZWXINBpkDcilrV+/noEDB1JaWoq3t/dFjflKh9VqZfbs2cyfP5/k5GTc3d1p0aIF06ZNY+LEiSibQJJr8eLFTdLv5UB0dDQZGRkAaDQaoqKimDp1Kk8++eR5vSw3RASOHz+eESNGNPaQLxoNkRnebioCPdVolFdW4O50qCY0RFGk1FRIns3gWqdTehCsDW30bMoLRp6U9URQm6vK9Lp2RnenwE5MaDGBBJ8EEnwSzr5x/hHY8hEc/BWcdghoAa2rTIKvuaOm3cDnpGC3ppbB4sHfpGz+AwukAHhEdykInjgUAlqe0zEsKysjPz8frVZLWJikce1wOPjuu+8wGo3cfffdLqLi4MGDdYgKALlcTmFhIRaLhYqKCtzc3NhycgsrTCtQRCrwqcrQM1gN3LP6HmS+Mn6/+XcXURGmDUMhU9CybUt6d5LMfn01vnwx+AsidBGE68JdlUPVwStAIjXOAb379CYmpuZZq7y8HLVaTVCQJEkyYMAAcnJyOHHiBN9++y3jx48nMbHxgisytRzfcYkUfnkA054C3Nr44dbmlCxhUYTf7qqpUvKKlALMnW4HzytDvulsKLXZmXggFYUg8HOHOBIvMLjcFHgqJuS0604lOgBMNhPPb36eUkspPxz5gXva39OUw2s6CELda0DsgLp+HBZjjVF5SRoE1grMlKSB3QxFx6XpVEz6vcasPHM7ZGyuRXxENxrBWulwsqqonAV5JWwoMVBdt6aRCQz392JcsC/9fHXIL/J+ofDxwaFQIrfbTtvGIlfwygMz+Fgl560b2nHrNREUj/+AoJIcPtAXs2DPQF4d3Ya+CVJW9LV33I3NXMnxLRtR7P2OR9QD+aHzYHItNt5Lz2NWRh7D/L24I9SfPj7aBp+jRFHElpHhCg7qBg/G7/778Bo1CnVs/fdET383rn+gPekHiti0MAl9kZlVXx8ivKUP/SYk4hPcdFn4KrmKp7s9TY+QHvz4w9NcvziH8j/v5p+HbmbA3a82uWGxIAi4K2v8pSI8I9h2+zaSS5M5VHSIA4UHOFR0iNTyVHIqcur4LRWYCrh/zf11KjrivONQyOqHQD7b9xkyQcZ9He6rt+6L/V/gFJ080PGBpvmSFwKFSiIoQtpDtbKL0yn97msbkucekIjOoiRpOvRbTR+eYacQHe0l+eML+N0JSiWBj03Ho0d3cmY8jTXlBOm33ELozJmXTI5KFEX2F+5nWeoyKv70Iby4FUURVuzhdlr6tuT6LiO59ubWRAZfvASq0ymSm1xGhd6Ch6eakARvZOdBZJ4NXmPHUvDBLCxJSVTu3Yt7584AdBoSyb6/t5F7fCMbfy5kwMSRjbbP2nCaTOS9+SbliyTZN7fOnQn730yUYY3nmWIxVVCUlUlxVdVFUWY6RVkZVBr03PT860S3l05stVaLzWJGrlDgGxqOf2R0reqLKDz9aypWfIJD8Qm+8OcrQRAYOXIkw4cPR34OlTvNqIJvnBS/CukoyU015DPWjGY0EZpJjUaGIBPY8WcaQB1iY+fyNHb8mUa3UfXJjsZAeno6vXv3xtvbm5kzZ9K+fXtsNhurVq3iwQcf5NixY427Q4UGh0xOjlyOYCrCz83/tLImDocDQRDqPfSuWbOGCRMm8NZbbzF69GgEQeDIkSOsXbu2wX7UCjmhPm5klZgo0JvRqhVNYthrtVpRqVQENKHh9t13381rr72GKIpkpKUx/eH7mfjwC2z6a/E5vzCKNhu2kydBFFHHxzdIbPx/gNVqZejQoezfv5/XX3+d3r174+npybZt23jvvffo1KkTHTt2vKC+bTZbPeKiepmvb+NkN10peO2117j77rsxm82sWbOG+++/H09PT+69996L6tfNzc0VOL0SUE2KGqrIDAHwdlcRoLt6yIxT4RSdFJhLAOn7hNvteNrKQeEhyR1dCSRC/kHpM6jhUu8rEesy1zHn0By+GPIFHkopYHRWo2FRhMytsHk2JK+qWR7dF7T1g6wu1CY0AAa9BEl/SUbihcckgiNzC6x5GYtXLMXj/iQ0TCIfnE4n33//PUajkalTp7p+bwcOHOCff/6hU6dOLlJDLpeTn5+PxWLBaDS62nr7ehMYHugiwE02E09tfIrUuFQ+7fapS8d0R94OVhSsYELrCfTtIRmp+mn8aOXbikD3QLwCvFzXzGntpvFAxwfqBI8EQaB3WO8zHsJz9TQ7tV3Lli15+umnqaysdH3XsWPH8v777+NwOFi1ahVRUVGo1WoyMjJITU0lISHBReJcCNTRXmj7hWPckE3p4hRU6kzkSb/A4JelilZBgK7TIG2j5JURO/CKlP05E/IsNjQyGUqZQITmCiFJLxDuSnc+vPZDfkv6jTvb3nm5h9N0UGtrTIlPxYBnoNPEWpJWp0hb1Za1SlkDG2fW3V7jXVPZce0LNYELm1kKaJzh/BZFkV16EwvzSvijoBR9LbPdbl4ejAv2ZXSgd6NWBClDQ2nx90p+XHWAH7dnMLhjCB3aBLL/cAFr9uUytHMoy4O0HHfTMWJPEj+1j6ONv5r8of0p/GsVR+O7kF1YwaRvdzDJ38K0riFE9uvB9Y88hX9EFP8u+AHFtnW8qC8mrNNtfOcl50+nheWF5SwvLCdSpuAWT0+mtQ3Fp0o2q/LgIfLffBNrWhpxq1Yi9/ZGEAQCH330rN8nur0/4S192LMqgz2rMsk+Vsovr++g45BIrhkejVLddM8x/SP6k3jbtxzYcheRKXpCZv3Gii1b6TfrRzx9z3B/awIoZUpa+7WmtV9rxrUYB4DRauRI8RFCPGrIzoNFB0kqTSKpNIlFyZK8n5vCjVa+rWjn344RsSNo7dcakCSwPt33KUAdYuOL/V/w6b5PebDjg5fq6104ZDLpN+kXB21uqFluyK8iOPZXSVgdhJJU0J+UpqS/atpqvKuMyDvUEB1+Cefs0+HRsycxf/xOzrPPUrlzF5qWp6libEQcy0jln7U7+Uv3E+mmVABaeHfDzxBO59BOPD/6PhJ9Gi+p4cTeAjYtSKaizOJa5uGtpu/4BOI6XVii56mQe3rief0IyhctpvTnX1ykhsZDiX9YGZnFJ9n/9xL63Tqi0as1zEePcvLxJ7CmpYEg4H//ffg/8ACC4sLiLnarleKTWWh9fPHwluIcRzevZ8XH7zW8gSCgLyxwzcZ06MId73+Od3CIy+S7qdFMaJwDDHmgq7r2awNgyp/Ss8ElrvZsRjOurjerywibxXHayW6r0Xzten0M14yIZsefaWxfmorN4mD70lR2/JnGNSOi6TQk8pz6PV888MADCILAjh07uPnmm0lMTKRNmzY8/vjjbNu2DYC77rqLkSPrsvl2u53g4GDmzJlTZ9lDDz2Et7c3fn5+vPDCC9T2k7darcx4+mliO11H16iuTBx2O+uqNGBBkpvx9vZm2bJltG7d2hVAOBXLli2jT58+PPXUU7Ro0YLExETGjh3Lxx9/XKfdn3/+SZcuXdBoNHRp25J5n7yHzW4nq8SE3eGkrKyMe+65h6CgIDQaDW3btmXZsmWAJOlzakB79uzZRNcqm7zjjjsYO3Ysb7/9NqGhoa5MzujoaJe0UHX7G264AUEQiI6OJj09HZlMxq5du+r0//HHHxMVFVXnmJ0Kd3d3goODCQkJoUebSB6ccjN7Dh6rkx2zYcMGunXrhlqtJiQkhGeeeQa73e7qw2w28+R77xHVvz/u3t706dOHnTt3AhLJNXCglGnn4+ODIAjccccdgBQAe/fdd4mPj0etVhMZGcmbb77p6vfpp58mMTERd3d3YmNjefHFF7HZajLcqo/pnDlziIyMRKvVcv/99+NwOJg5cybBwcEEBgbW6ROkYNbnn3/O8OHDcXNzIyYmhl9//fW0x+hcMXv2bDZu3MjatWt58MEH6dixI7Gxsdx2221s376dhAQpo7r2/7MaHTt25JVXXqkzxi+++IIxY8bg4eHBG2+8Uef7xsbGolarEUWRAQMG1KlIsFgszJgxg4iICNRqNQkJCXz7rWR2W/2bqI3ff//9jFUQp/YPMHbsWNf/sfo7vfHGG0yePBmtVktUVBR//PEHhYWFjBkzBq1WS7t27eqdow1Bp9MRHBxMdHQ006ZNo3379vz999+u9SdOnGDMmDEEBQWh1Wrp2rUra9asqTPejIwMHnvsMQRBcH23U7979fH84YcfiI6OxsvLiwkTJmAw1FQZGAwGbr/9djw8PAgJCWHWrFkNHo/zQYXFTmqhkROFRgxmGwICPu4qEoN0RPi6X3WEhlN0uq4xcpmcII8g/N38aeEZhadcA6ITZ3k2J4uPYjaXXd7BQk2lRkNBtisQNoeNmTtnsq9wH98d/u7cNqosg2+HwNzhVYSGIFVm3P0P3LEMIrs3uJler+fEiRPk5tZUKDgjuvN9bjyfCVOovHcHjHgP4gfjlClJKxfYuWu3q61sxRMEZa/AWpSG0VgjCenr60tISIirckIURTL0GcRcG8OkKZNcy789+C137L2D8nbl9OsnVUy4KdzYkbuD7Mps5L5yVFUSAN1DujOl9RT6hvd17UcQBBaOWsgngz7BV1ND9ror3RvMhj0bIv0jUXLmKjglSiL9I+stl8lkdSosPTw8mDhxImq1muLiYn777TccDgdHjx5lw4YN9eT+0tLSsFgsnA+8+vqg8LTgrLBROmc14vYv4fDvNQ263Q3jf5BkxK4yQgOgldaNf7q24Pt2sbg1sczFpUCnwE682edNlLKac8zhPP/n7qsWcqVESsRdC12nwnVvwIT5cP+/8NzJuvKAIe0lTeyI7lDt32Quk2RtDi+uS5hvngVvBsMnXWH+OPjradj2BSStIvvkMWan5dB7+zFG7Unmh5xi9HYnYWolj0UFsaV7K5Z2TmBiqF+TSJwpQ0O5885hjLnlWr5MlzN9ZSlfpsuJ69WFIcP68Hn/bsS6qck22xi1J5ntFgchL79Eu80bWP7ccO7sHY1cJhC9/GdM997FshlvYbE76XHjeMY8+QJKjRveuV5Ebynl1T0G1nVO4I4wf9xEyHTaeb+shE5bDvP01gMcnPEM6ePGUblvH06bjcpDh8/7+yhUcrqNiuXWl7sR1dYPp0Nkz8oMfnplGyf2Fpzx/eNiERLdhkFLNpE+oTcOAeK2n2T/yCEc2vR7k+3zXKFVaekW0o0IzwjXsmuCrmH2gNlMbTuV7sHd8VB6UGmvZE/BHr478h2p5amutoMiB9EtuBuf7vuUD3d/CNQlNBqq4LhqoAuChCHQ70kY9z08sheeyYI7/4Jh70LH2yGoHcgU0m88fRNs/QSW3AOf9YC3w+Dra+HPRyV5zOxdYDWddncKX18ivviC6F8X1pEqsuXlNdpX0lv1/Jb0G1NWTGHJB7sRdwQgz/TETeHGqNhRTJ9wF49+cD2P3jmp0QmNlV8eqkNoAFSUWVj55SFO7C04zZbnD58JtwJgWLkSe0mJa/mw+ybiF9mb0U+80CTyU/q/VmJNS0MRGEjkvHkEPPLIOREaToeDkpxskrb/y5Zf57P0g7eY89h9fDT5Zn585lGSd2x1tfUOlshHrZ8/0R27cM2oGxn2wGNMfHs2j3z3K+0H1VT3aLRa/MIjmpzQMJlMZGdnN+k19D8BUYQ938NHneBArVhOQItmQqMZlwXNlRrniK8e3XDadVFt/Rj5UAfX/L41kiXdrhXp7FqR7lq+a0U6Ocll3PBEZ9ey75/fgtlYvyT6wS+uPeexlZSUsHLlSt588806L/PVqA4oTps2jX79+pGbm0tIiHQjWbFiBUajkXHjxrnaf/fdd0ydOpXt27eza9cu7rnnHqKiorj77rsBuPPOO0lPT+eXXxYQGh7OkiVLuH7E9Rw8eNAVQDaZTLz99tt88803+Pn5ERhYP2shODiYn376iUOHDtG2bcOBrlWrVjFx4kQ++ugj+vbty4kTJ7jnnnuwOZzc/egMskoquG30cAwGAz/++CNxcXEcOXLkvNn1tWvX4unpyerVqxu8ke3cuZPAwEDmzp3LsGHDkMvlBAQEMHjwYObOncs111zjajt37lzuuOOOc5PtsRgoyU7h12Vr6N6tqysL5uTJk4wYMYI77riD77//nmPHjnH33Xej0WhcQfhnXniB3//+m3nff090TAwzZ85k6NChpKSkEBERwaJFi7jppps4fvw4np6erozcZ599lq+//ppZs2bRp08fcnNz61Ty6HQ65s2bR2hoKAcPHuTuu+9Gp9MxY8YMV5sTJ07w119/sXLlSk6cOMHNN99MWloaiYmJbNiwgS1btnDXXXcxaNAgevSo0Yl/8cUXeeedd/jwww/54YcfuPXWW2nbti2tWtUYAJ4v5s+fz+DBg+nUqVO9dUql8rwlol5++WXefvttZs2ahVwuZ+7cuaSkpLBw4UIWLVp02nNr8uTJbN26lY8++ogOHTqQlpZGUVHRBX2n88GsWbN46623ePHFF5k1axaTJk2id+/e3HXXXfzvf//j6aefZvLkyRw+fPiczklRFNmwYQNHjx51/Z4BjEYjI0aM4I033kCj0fDdd98xatQojh8/TmRkJIsXL6ZDhw7cc889rmvF6XDixAl+//13li1bRmlpKePGjeOdd95xEWGPP/44//77L0uXLiUoKIiXXnqJPXv2nHfFjSiKVFjs5BssVFgkQlAiM5QEeKpRX2H68OcKo9VIbkUuQe5BeKqlDHofTa0KL/9EMBVRYsyjDBGjMZsEpQcy+WWUS8uvlp9qwBD3CoFTdLoqDpVyJS/2fJEduTvOnNEtijWBPY2XNC9XY2hzO0VxN+MWFEdwsJTF5HQ6+fnnnzEYDEyePBl3d0lOY9++ffzzzz907NjRJW8ok8nIycnBbDZjkPvg1u1u6HY3R/buYM+/awmv0lqnJA12zWE4MBxw/roVEodyIqwdewUDscNiGRA1QBoqIjctvQmLw8KKVitcRIWX2gu7aCfHmOP6WoIg8Hrv1/HWeBPgVlO12DO0Jz1Da2l6NwFCtCEsv2k52ZuOUrE9F4/uIXh0C6ZiR55rPrxvK0K0p5ceqoZMJiM+Pp5JkyYxb948kpOT+eeff4iKiqKioqLONa6srIzvvvsOuVzOM88847p3OJ3O+vIqoggnd8PuuQiHFuNrCaKADzA7e2EKnYFHYOMak19ueCjkxF6l18uz4bvD37H55GY+uvajK1Jb/ZLi1GeEVqOkqRqnylp51QSPKU0Hh8UlcVMh07DCvx8Lg4ey2TsAUZC00N1kMkaqjYy3HKWXzhuZOgZQV01NgwqLnbSiCh4ZlMAn/6RgdUgVIn8fyefvI/kABHtp8HeTUaaRMb7AxEd9Ehkb5IOXAl4e1YZxXcLZlfQH5gIlM00hvDd7Iy+Pak3fyBhuuuM+/ln8O/GiCb8uEYR4uvOOlweP+vjwys8HOZSootPmldy87DcUZqmSrHjwUNo9NwPtRXj9eAW4c/2D7UnbX8TmhckYSsys/PIQka196Ts+Ee8g97N3cgFQKFUMf+Ub9vddSPlzr+FfYsd+77OsuGMNw5766LSV+5cDXmovBkUNYlCUJMPsFJ2kl6e7TMg7Bda8O2zJ2cKOvB0AfHPoG7459A0A7f3b46vxpaiy6L9hRF4NjSdE9ZKmatgtUnVobemq/EOSh+bJ3dJUDUEmPW8Gt6+q7KiSsKry6RAEAXVcjQRNxfYdZE6bhv999+J/330IF5AJb7FZ+HvjFg4cOMFiv8+xipLUmNw/mERbB27vNIHr+w6sI1fWmHA6RTYtSD5jm80Lk4npENAoUlRu7dqiadcO88GDlC1ahH/V+5XOz4s7/vfsRfd/OgQ8/BA4HfhOndqgGbgoihiKCynKykDnF0BAZDQAOcePsuDVZxrsU6PV4bDVSMMFRsfx4Jxf0Hhom+Q7XAgOHTrEihUraNmyJRMmNPtBNAhzOfw5XUpsADj6B7S/5bIOqRnNaCY1/gNISUlBFEVatjzzS3SvXr1o0aIFP/zwgytAPXfuXG655Ra02pobSkREBLNmzUIQBFq0aMHBgweZNWsWd999NydOnODnn38mOzvbZbr55JNPsnLlSubOnctbb70FSBI9n332GR06dKg/kCo8/PDDbNq0iXbt2hEVFUWPHj247rrruP3221GrpZebN998k2eeeYYpU6YAEBsby+uvv85TM2Zwz6NPs+rv1ezYsYOjR4+6KixiG9CiPRs8PDz45ptvXEGeU1EtReXt7e0KUIFEFN1333188MEHqNVq9u/fz759+1i8ePEZ9/fZZ5/xzTffIDqdmCorSYyPZdXqtXXWR0RE8MknnyAIAi1btiQnJ4enn36al156icrKSj7//HPmzZvHiOuvB+Drr79m9erVfPvttzz11FMueaTAwBpJEYPBwIcffsgnn3ziOqZxcXH06VNj9vfCCy+4/o6OjuaJJ55gwYIFdUgNp9PJnDlz0Ol0tG7dmoEDB3L8+HFWrFiBTCajRYsWvPvuu6xfv74OqXHLLbcwbdo0AF5//XVWr17Nxx9/zGeffXbG43UmJCcnM2DAgAve/lTcdttt3HXXXXWWWa1Wfvjhh9NKkiUlJbFw4UJWr17N4MGSTuuFnIcXghEjRrgkol566SU+//xzunbtyi23SA8YTz/9ND179iQ/P7/OuXsqnn76aV544QWsVis2mw2NRsMjjzziWt+hQ4c6v+c33niDJUuWsHTpUh566CF8fX2Ry+Wuio8zwel0Mm/ePHRVgdlJkyaxdu1a3nzzTQwGA9999x0//fSTywto7ty552XyK4oiRovkmVFhrSIzBInMCNSpUV2lwTmb00Z+RT7lFslsuKiyCJ1KV5+sEgTwCMBLpaVSn4FO7nZ5CQ2nA/o+KUlQXaHB3qPFR3l166vc1+E+BkQMAKBXaC96hda87BuNRoqLi9FoNAR5aWDXXJx7fmSB7yMYTGYmTpyI++iPwN2fffuSWLtkNR06FHDDDZIEhEwmIzs7m8rKSoxGo4vU8PHxISAgoM59GGDMmDEolUpXRQVA207daNOxa83/XOXBzI7DSClN4bWTGQQXHIaCw+zWaZnp70t/XSxDooZI+xdkJHgnYHFaMNpqKjqui76OPmF9CDzFG2tYzLDGObjnCdEh4leuQ+fdEnv3GIwbsmFzCZ4OJTJtHIpUDWQUUKgoQpALoJAhKGTo+oShipCuKdYcI5UHikAuIChkeMkFRrQZwOaUXbRSRxEcGOEi0x0VNuz5FRQX5+Gl9ZT+L+V27AoHglzGouVLKCkr5brrrqu5rpdnwzc1XmWqQCWe2iL0x0IoyxmI2qPtVf2ALYoijx3LYkSAF9f5e519g6sUhaZCPtv3GSa7idUZqxkdN/pyD+nKxplkrcZ8irP/02zLO8mCEivLbJ5UCDX3nV5e7owL8WNkgDfaPx+E/T/X3V7jVePdcf0HNQbGFiMo3S+4ymljUiHPLj6Ixe5k3DXhWB1OlHIBm0Mk0teNSpuTQoOFvHIzlEsvxnaZwH1HMsix2LjRS8eziw+SGKQj4ZkX2FpQimVvPgXFJu6at4tXc/+h2/YV9Lv9Vrzuao93mES2iqJIsL87n0ztQOb4cVhTUgBIiozlo3FTOByXiOeJIsZVOJkc6n/BXjWCIBDbMYCI1r7sWZnBnr8zyDxSws+vb6fTkEi6DI9GqWqaZ54Og8ZRtrwX/z48kdi9+fyVv46lax7gjT5vXLHBf5kgI9Y7lljvWMbEj6mzLtYrlutjr+dQ0SEy9DUKAweKDnCg6ABt/Nu4vtfqjNVszN5IjFcMsV6xxHjFuHykrmoo1JLsVEit9/dqn45q6apqwqOiUCJACo/BwYU17b0iavl0tJP+9gqnYtNGsNko+vgTTFu3Efre/1Ce5X0BpN/S4eLD/HniT9YkrWP0lifwFmPRtQ/AJ8yN0XGjGX7TcILPJPHZSMhNLqtXoXEqjKUWtixOITTeGzedCndPJW46FUq1/Lx8CqvhM2ECuQcPUrZgIX5TpyI0cC20mi2oNBdODFds30Hpjz8S9sH7CEql5I/y5JOAJB2Vk3SMoqwMirMyKMxKpzgrA2uV1GeXkTcwYNJUAPwiIlGo1fiHR+IXEUVALe8LD2+fOt9frlAgV1w5hAZIpAZAZGT9SuDzRa4xl1JLKXaHg7+SdpNfUUSQhz/DE7ugkMvxUfucU3LOFYXsXZJPXFmGVNV17QvQ6+yyic1oRlPjKr/zXjrc82H/0647NSHlrv/1Zc+qDHatSEcmF3A6RK4ZEU3noVH1kqAmv9mLi0V1ZcG53CinTZvGV199xYwZMygoKGD58uX1PCx69OhRp6+ePXu6NKn37NmDKIr1zDYtFgu+fjWyEyqVivbt259xLB4eHixfvpwTJ06wbt06tm3bxhNPPMGHH37I1q1bcXd3Z/fu3ezcubOOlJHD4cBsNuOpdHD8yEGCQkKJjLk4M6J27dqdltA4E8aOHctDDz3EkiVLmDBhAnPmzGHgwIF15K0awu23387zD98JlaXkl+h56/Ofue6669i9ezc6nY6jR4/Ss2fPOv+H3r17YzQaycrKojgjA5vNRu/eNdrkSqWSbt26cfTo0dPu9+jRo1gsljMax//222/Mnj2blJQUjEYjdrvdpadejejoaFdAGiAoKAi5XF4nmzUoKIiCgroluD179qw3f6r8RzXmz59fx8/hr7/+om/fvvXa1TbybQzUrrqpRlRU1Bk9Vvbt24dcLqd//9NfJ5oKtX9nQUFBgHQ+n7qsoKDgjGTDU089xR133EFhYSHPP/881157Lb161VyfKioqePXVV1m2bBk5OTnY7XYqKyvJzMw87zGfev6EhIS4zpXU1FRsNhvdunVzrffy8qJFi7Nr8oqiiKGKzDDVIjN8PVQEaNWoFFdO9uD5QBRFSswlFJgKcIpShqmvxpdA98AznvtKpRsRfi3rVJ+ZKksoNhUQ7BmFUnmJspJlcughyTaUlZVhKso5bVN3d/d6Um1NCZPJRElJCctTlnO4+DAf7f2IfmH9+PXXXzEYDNx6662uCsi9e/eydu1aOgSK3FA+Byx6ZECmIY1KmygRFUGSIa+3dwF+fn71qidHjRqFQqGoc01t165dnd8sgMVhQRWiIsQjBLVSelH9J/MfZu6cSUvflsweOFtqqA1kM5Wkyayk3TafYEMZJK+iZcY6hlSY6BhZi0QqOMrP3t0gYSj41iz3VHniqap7jb+UcFbasWbqsWTosWYasGYaEK2SHJDfpFYY5QI4RJCB02jD2kB1K4B7+5prtC3fhGF9Vp31gcAYOsGKfKye3ij8pPPfml5O8Q9HUQO30BUrdvLfkyT7RETStKkE2E/gc7wEs+N+ir47QrHCQABtUAo+COqbsFvagV2G3M+Jo9hM6W9JeI2KRf93BkIVsSLIZaAQEOQyBIWAJtEHdaw3IBErlYeKXOuo+qyel/toUPhIQU/R4cSht1b1WUXqyKv+biT8UVDGL3klLCkoZXuP1gSrLyMpegaUr85AkAl4DqofgNCvzUR0ingNiWpgSwkB7gF8PvhzdufvbiY0LgLplRYW5pXwa56ZLHPVvV2AKI2K8SG+3BzoQ6R7rYBbjCRz5/LxMOZJ2Z+5+6TA6Q1f1rT9awYc/FWSxar28qj96Rcv3WNOQZnJyhvLj/Lb7mwAdAo7n60/weNDEnlkUAIfrU3mg9VJPJ5QwORrCklKnEZygYHjeQZyvRX86TTz2okctosqNhwvZN3xQlffggA6jQKj2U5eQRk2Qc5G9xhuDpCIYafJxPYF8ykr1zP4gYdw79wZR0kJgY8/RsDI0WQXlGE8WUSG2co32UV8k11EL28tU8L8GO7vheoCCBylSk730bG06B7MpgVJZB4pYfdfGSRtz6fPuARiOvg36rNyNbz9wxk+/x9W/jaTrZZfseT8y81Lb+atzi/SK+H07xpXIvqG96VveF+X5JRCUGAX7XQM6IhOpSPaM9rVdnvudn5P+b3O9kqZkijPKGK8YpjRdQbBHtIzd2O/p1xy1PbpaHujtEwUJT39vAN1iY7SdCjPkqbjy2v6cPMhMLg9Xo92pHjFbiqTtpI2Zgwhb72F7jTvpGm5maxauZ2U/DRWhfzgWp4eupco70hmDX2PjrFtLtmxNemtHNuWe/aGwP41WexfU/cZRK6U4aZT4q5T4aZT4aZTVpEep8zrVGh0SuRVslKeI4aT/+672LKzqdi8GW2VTCiAvricP977nOKsI9z/1deo3c+P2BDtdoo++4yiz7/ALoDxo1nYOnXEw8eH2E5dATAbDfz6+nP1tpXJ5fiGhuOmq3l+dNN58si8XxskXq50lJeXu95p27Rpc1F95RpzmfPYddhwsqhP3WPx4wm4abMTJTLumvX31UFsOJ3w72xY9yY47eAdCTfNgYiul3tkzWgG0ExqnDPOx3ht35pMdq1Ip9uoGLpeH+MyCZfJhTrm4efb7+mQkJCAIAgcPXrUJV1xOkyePJlnnnmGrVu3snXrVqKjoxsMFJ8OTqcTuVzO7t27kcvliIZc0q0G7IJAi5CaoKObm9s5P2TExcURFxfHtGnTeP7550lMTGTBggXceeedOJ1OXn31VW688cZ624X7e+GplQJGmSUm4gO09Uo9ZTJZPTmp2v4Q1WhItutcoFKpmDRpEnPnzuXGG2/kp59+qufb0BC8PDTEB+sAHfHXxPNt1yGEhISwYMECpk2b1uADcPX3EI1GbIWFDfR69gfnsxk2b9u2jQkTJvDqq68ydOhQvLy8+OWXX3j//ffrtDtV0kkQhAaXOZ1OzobTjXf06NF0716jQV9tdHsqEhMTz0jkVONizoWznR9nO67nuu8L2ab2ca8+lg0tO9v/wt/fn/j4eOLj41m0aBHx8fH06NHDVXny1FNPsWrVKt577z3i4+Nxc3Pj5ptvxmq1nrHfhnCmc+V0JO2Z9E1FUcRgtpNvMFNZFQyV1SIzlFcpmQFQaa8kx5iD2V4l3aFwI0Qbcl4yKdXHUhRFcityMQPy0hRCPYIvqZF4WVkZn3zySR1voFOhUChcnk4XisrKSkpLS1EqlS4yUhRFFi1ahMFgYNy4cXh4eGB1WNmzZw9r1qyhbbu23NryVu5udzcymYyMjAxMJhNGo1H6/Rcl45XyOz44cStIAfTg3wJ6P8r1sjYo1JqzEhUArVu3rjNfai5lT8EeQNLzrsbNS28mXZ/Ot9d9S7cQieDTyDWcNJ5EI6+b0Tu17VScopO44E4QGwgdxtPeYeeDrO11sy0PLZZMf9e8Al6RkHidRHDE9IVLRHCJoggOEaHqN1l5qIji+UfhlJ+3oJajivKk8nCxRGhUERvunQNxa+uP6HCCXUR0OBHtIqLdiTK4Rm5C6e+GtncookNah6OmLQ4nck81ycnJeHh44Kt0QxHg5mqrcSgQ7SKCvRR31vKE+h8U9jTEHXLMQTeA3UmmWMAS5RBi7EEMqkwApN9nWScF3uUClpQyKrbnYj5cfNpjIWgUNaRGqZmyJSmnbau7NgKv66IBsBebyf9gd/1GAiCXKla8hkltHXorhd8cqCJUZLUIFok40bT0QdtNeqF2Wh0uEqaXQmCaXEOAKMdjVwFGhQxlgDvq2Cp/FqeIJaXMVQlTl2ARkKnlyNybnggRZAL61VJGdW1iQ782E/3qDDzPQGhUo3NQZzoH1cjCOpwO7KIdtbzp5JD+CzDYHfxZUMbCvBK2lVe4lmvlMsYEejMu2JduXh4NP+N1vE2aqmE11chaGfOlbPFqlGWCwwrFydJ0Kp7PA1nV9WvvfDDk8Jchjhd3u1FkciII0NHTxN5ydx5PKOCRQVJ18yODEiB9Mx8kS0TEI0N96RZTk5z1ZVYBr6TksMpsol3XYLrKVKQWGknON1JcYcVglu5ja4ZM5qesIRjy3flw5j9obFaeO7iEsMjBOOx25j33FKPvewS/SfdTWCaQoFHxYGQg90cEsKHEwHc5RfxdpGdLmZEtZUYCVApuD/FjYqgf4ZrzT7byDnJn5MMdSNtXxKZfkzCUmPnri4NEtfWj7/gEvAIaX5ZHJpMxYtwzJJbezFMbnyIvJxnH7Q+xvF97hrw+F5Vb00gBNQVO9dCoPe+hrHkXGBo9FD+NH2nlaaSWp5KuT8fisJBSlkJKWQov93zZ1XbmzpmszVxbp6qjevLT+F2dhIcggGeINCXWeB9gLpdMyHOrzMjzDkiVHJWlkLYBNRDaRWrqtBdhWTIe0+bWaIZOQhbeGaNPJKtzNrP0xFJSU3MYd+BpIgUvPIOW0TuuB6PjRtMjpMclq4ixVtpJ3V9I8o58so6VIjrPzWshKNYTRIkIqdRbsducOGxOjCUWjCXn5tuldle4SA+hz5OQfIiTP+0nWIytIkFUyBROCjOOIDpK2PTzKgZPPTdy3mG3c/SvP0mf/yOlZSUYWkRQqVbCjo2wYyNx13R3kRoePr4ERseh8/fHPyIa/4hI/COi8AkNQ66of5+/GgkNgCNHjgBSlUbtCukLQamlFBtOxm+S3m1rExs3bZaWL+grtbsqSI2Tu2Htq9LfbW6EUbOl6spmNOMKQTOp0cioJjCqCQ3A9bnjz7Q6840FX19fhg4dyqeffsojjzxSLwBbVlbmChD5+fkxduxY5s6dy9atW7nzzvpa4dXG4rXnExISkMvldOrUCYfDQUFBgUSGlKtRW8qokMnx0/ld9HeJjo7G3d2digrpBalz584cP36c+Pj4Btv3696FN17I4djx42jVbQj1rhuYCQgIIC8vr06w/3SVAWeDUqnE4ahvJjlt2jTatm3LZ599hs1ma5CAqQNRBEuVKbJHIKh1yOVSQKSyqpSzdevWLFq0qM64t2zZgk6nIywsDJ3djkql4t9//yUqSnppt9ls7Nq1y2WmXF15UnvMCQkJuLm5sXbtWpcMVG1U9/f888+7ljVk8n6h2LZtG5MnT64z35AXBkjeHrWz+U+H2267jeeee469e/fW68tut2OxWPDw8CAgIKCOEa9eryctLe0Cv0ldtGvXDqfTyYYNG1wkQG0EBARgMBioqKhw/T7Pdh6eOl6Hw8GhQ4dcBvBNCR8fHx5++GGefPJJ9u7diyAIbNq0iTvuuMMlpWM0GklPT6+znUqlavA3cj6Ii4tDqVSyY8cOIiIkvW69Xk9ycnK9ShhRFNGb7RTozVTaasgMPw8V/jo1yv+Aqa3D6cBsNyMTZAR5BOGj9rngF2BBEAjThpFvzCHQbpckdEwliF4RCKomDDpkbAGVFpPd84yEBki/WZPJVI/UMJvNlJWVoVAo8PeX5B9EUWTJkiUYDAZuvvlm129rz549rF69mvbt27uux4IgkJqaislkIqMwg693fI1MkDHFdwpeXl64u7nzXPeaTLRhw4bVVFSYSuDzXrR3WGkPENED+vwiEQIyGedqfb44eTEHCg8woeUEWlZVShwqOsT0ddNJ8EmoQ2qE68IprCyk3FruWtYuoB3fD/+eCF1EnX5PldAAJH+m6N51lwW3hYTrIG0jlGfCzm+kSeEmZU6P+QS09f2vLgaizYn1pAFrhh5LhvSpGxCOrm84AMpgDxBB4adBFeWJKsoTdZQnikB3DOuyXIFpz0GRrkC1ws+twcz82lBF6FxSVA3h2LFjLFiwAK1Wy7Rp0wh+oqpCz+mE9I2w+zs4tkwKplYASg+EtjeiiXQn+OmutM4MREj2JjwwlICoRES7E3OlmW8XfUkrwuhFCyp25KMbHIlTLaBwyqpIlSqCxe5EFV4zPkEtR9PaD6rauMiYKuJGrq0V3HSKoJCBw1mXDBIBu5PaC0WrA3tB5WmPg9yrpl/R4sC4+aRrvtoSt/oMdO8SVENq2JwUzTl02n7d2vnjd7sk7yU6RU4+v1mqPqlNqlR9quO98RlT84xX9MMREKlVqSJzkSeKADe03WsCAHKdCk0rX/SrM7CXVOJ7S4s6hMbZzpNT4XA6ePHfFymsLOTjaz9Go7gwSaD/KhyiyOZSIwvzSlhRWEZlVYBPAPr76BgX4sswfy/cz/feq3KHoNbSdCom/Q76bKmio7afR2ka2K11CFnb3l94OKUzK51qwEm8kM27Hj+xUejFQE87j2R9BRsKof8M2DCTR7LehITZOCJ719vtvRGBhKpVPHQ0g4NuIkpPNd9f3wp/lYJio4WkfCPJBQYGJAZwJFfP638eIfHQFu46vIxAd3/cE0LQKf04cHIjX770HBv8htHfqmVGqxvQaJVYbE56enow0M+Tk2YrP+YUMz+3mAKrndkZ+XyUkc8Qf0+mhPozwFeH7Dzu+4IgENtJkqTa/Vc6e1dnknGomOxjpXQaGkmXoVEomkCSKt4nnp+v/5nf3r8Pf/12/JcdYOOBviR8+DlRrbqdvYPLjIZMwas/P933aZ35rsFd6Rpck6XsFJ3kVuSSWpZKtjEbL3VNwC+tPI3cilxyK3LZkrOlzj49VZ78ddNfrmrJ1LJUFDIFodrQq1PKSuMF0X2kqRo2MxQeranmyDuImHcQGSbc/G0g7oeV+wFwQ6CtUoFCpeSYWoU24i/cE69h+fA/8dZemiCq3eYg81AJSTvzSD9YjMNWkxQWEKmlvLASa+Xp33W0PmpufLJLnURLm8VBpcGKyWCl0mCj0mCVJr2tapm1ar0Ns8EqhQpMdiwmO2X5JsAPwqR3oOM/J9XZn9rzDkRRJGmXQHHuDlflh0YrB/TYKgswG/Nx9/Kg8/AxuOmUVPyzljXff4NDJoBXTdzIw8cX/4goQhJqqnkFQWDSux9e5FG98lEtPXU6n9fzgd3hcBEZ4zc58a4QWdpdRr9DYhWhIWNRHxk3XuQ78yVDRFfoNwO8I6DTpEuWDNeMZpwrrsK75ZUN0SnWITSqUT1/rgz/+eKzzz6jV69edOvWjddee4327dtjt9tZvXo1n3/+eZ1M9mnTpjFy5EgcDofLV6E2srKyePzxx7n33nvZs2cPH3/8sStTPzExkdtvv53Jkyfz/vvv06llDHnph9mwdS/tew5ixIgR5zzmV155BZPJxIgRI4iKiqKsrIyPPvoIm83GkCGSBvhLL73EyJEjiYiI4JZbbkEmk3HgwAEOHjzIG2+8waBrB9K7T1+euGcyT770Jj07teFk+gkEQWDYsGEMGDCAwsJCZs6cyc0338zKlSv566+/6skpnQuio6NZu3YtvXv3Rq1W41NlnNWqVSt69OjB008/zV133XXmrH1RBIcFU6WJvBIDEER++n6X+fJ1110HwAMPPMDs2bN5+OGHeeihhzh+/Dgvv/wyjz/+OEpvb3y9vLjvvvtc3hmRkZHMnDkTk8nE1KmSrmVUVBSCILBs2TJGjBiBm5sbWq2Wp59+mhkzZqBSqejduzeFhYUcPnyYqVOnEh8fT2ZmJr/88gtdu3Zl+fLlLFmy5LyP1enw66+/cs0119CnTx/mz5/Pjh07+Pbbby+qz+nTp7N8+XIGDRrE66+/Tp8+fdDpdOzatYt3332Xb7/9lo4dO3Lttdcyb948Ro0ahY+PDy+++OJ5G8qfDtHR0UyZMoW77rrLZRSekZFBQUEB48aNo3v37ri7u/Pcc8/x8MMPs2PHDubNm3fGPq+99loef/xxli9fTlxcHLNmzaKsrKxRxnsuePDBB3n33XdZtGgRN998M/Hx8SxevJhRo0YhCAIvvvhiveqP6OhoNm7cyIQJE1Cr1a7g8/lAp9MxZcoU17kdGBjIyy+/jEwmq1NxoK+0kW+wYK5NZmhV+GuvbjJDFEWsDivqqkxVrUpLsEcwnmpPlLKLz3zWaLyJUnuBqQj0OWAzkV+aAkp3AryikDeF98ayx6HwKOphn59T8/Xr1+NwOLjxxhtdRMXu3bsbJCpSUlIwmUwYDAZX22pC9FRJwaFDhyKXy7GpbKzLWoeAwMOdHuaxxx6rOwBRpL2fDcKqpd3coO1NUgZi70chsked5iabCcBlTHm85Djv7HgHtULNF4O/cLX7O/1v/s35l/YB7V2kRrRXNG382pDgk1Cnzw8GfIBGrqlDYOlUujqmpueN1mOkyWqSiI3kVZD0txQwzNoObjVZyhxbDu5+EN61QWmXM8FpsqH/Jwtrph7rSaNUaVEL1kyD62+5n4aQ57sj19X9XzUUmK7+bCgz/3wRHR2Nv78/hYWF/Pzzz9x5552Sl9e++bD0oZqGIR2hyxRoezNoPBGQHpzjfFoQ16GuJJ6hsJDg4GDyLZWo3b2xpJRhOV7KtvBMTqSeYPDgwQ1W7wAoA9zxn9xAQLehtsEehL/RW6p6cYqIDhFqESFCrWClzFOF/93tXESK6BCriBOJLFHWMhIWlDIKB4QQbQMc1KtwUYXWSpgRRZQhHnWqX6orZsRalTiARMJUES6iXSJPakNxSua4+WgxnKawUB3vXYfUKFuRimiW+jPtLsC0rxAc4gURGgDp+nTWZK7B6rByoPCAq0rq/ztSTGYW5pbwW34pOZaaitEEdzXjgn25KciH0AuoKjgnyBXgEy1NZ4GyzSg8Spwoihw84LaWB50/orbb6WLfB7oQ6P28JJ+x8X8SYTngOR4ZUD+5qxqjAr0JVCm442Aae/QmRu5J4qf2ccRq1fTUqukZJyVzBeSmk7j/GyxVySonZUqOFh1hW4APUQolPhYDwwp+p2NGHnlPbSbqsw/5fd9Jnl9ykGg/DxKCtCQG6Xg1wId8b1hVWcFWg4lVRXpWFemJ0qiYFOrHrSF++KnO/dVdqZbTY2wcLXpIklRZR0vZtTydpO159B2XSHT7xve90Cg0THx6HpvD30PzvzmEZZooHj+F9Om30/+uF87ewWWEU3TWITSqUT1fLf/ZEGSCjDBtGGHa+lXl7/R9hzR9Gqllqa7KjrTyNE4aTyIIAjplDcH9we4P2JC9oY6UVe0Kj1a+ra6+yg6lBkI7SVMVRLuNlNTVnPzrM7xSD4K/gpY2K24yPQk2Gwk2G6MqTMBXcPgryI6sMSKv/vQMbbTgqtPh5OTxMpJ25ZO6pwCrueY+5R3kTmK3IBKuCcI7yJ0TewtY+eXpSf0+4xLqKUco1XKUajc8/c9eFSs6RcwmG5V6Wy0ixEre/EVUFOghsR3OwEgXEWI1OxAEAVGEvJRNOB35iI5iREcxUJNIJMj8OLRJql6W2+3IFQmoZaANi8c7LAaf0Eg8/X1cElklORW4eSrRuCsRGsH0/EpGSUkJJ09Kv8dTK6rPF1llxby5UZJLW9JLoH0aDN0jct0eBwK4CA2Av5J20z6w4efCywq7FTa8A50n19x7r33+jJs0oxmXE82kRiOj26jTmwM3doVGbcTExLBnzx7efPNNnnjiCXJzcwkICKBLly58/nndQNLgwYMJCQmhTZs2DZrvTp48mcrKSrp164ZcLufhhx/mnnvuca2fO3cub7zxBk888QQnT57Ez8eLnl3acf3Nk85rzP379+fTTz9l8uTJ5Ofn4+PjQ6dOnfj7779d+vlDhw5l2bJlvPbaa8ycOROlUknLli3rVBn8vmQxDzwynWcemkZlpYn4+HjefecdQCIcPvvsM9566y1ef/11brrpJp588km++uqr8xorwPvvv8/jjz/O119/TVhYWJ0s9alTp7Jly5Z6BtP1UFkKTjtfz1/C1/MlssDHx4f27duzYsUK1/cOCwtjxYoVPPXUU3To0AFfX1+mTp3qMvEWBIF3330XURSZNGkSBoOBa665hlWrVrnIlrCwMF599VWeeeYZ7rzzTiZPnsy8efN48cUXUSgUvPTSS+Tk5BASEsJ990kP7GPGjOGxxx7joYcewmKxcP311/Piiy/yyiuvnPfxagivvvoqv/zyCw888ADBwcHMnz//oh8e1Go1q1evZtasWXz55Zc8+eSTuLu706pVKx555BFXxsWzzz5LamoqI0eOxMvLi9dff73RKjUAPv/8c5577jkeeOABiouLiYyM5LnnpMxvX19ffvzxR5566im++uorBg8ezCuvvFLnd3Uq7rrrLvbv38/kyZNRKBQ89thjl6RKoxoBAQFMmjSJV155hRtvvJFZs2Zx11130atXL/z9/Xn66afR6/V1tnnttde49957iYuLw2KxnFEy6kz44IMPuO+++xg5ciSenp7MmDGDrKws1Go1ZSYrBXoLZrv0wiEXBPy0avy1KhRXMZkBYLabJXkou5l473iUVQSDn9vFV8HVQZWROBovLOVZFDvN4LSgNRWh1TVyGbTNDEVSVpnNtyWQdOb2QGZmJmazGb1eX4eo8PDwQKGo+9gyZMgQ5HJ5HaK6ffv29TydDFZDHaP757o/R8fAjkR7Rdc0ctjg0CL490MoOAIPbHcZm1tHzuKEPp1Scym1nbCe3PAkq9JX8Xrv1xkbPxYAlVzFrvxduCnc6lTbDY8ZXofQAIjQRfDLyF/qHYPzkRc7b6jcocUwaRJFyD8sZUDLq46tKMJfT0ua2G4+ED9YqkqJH1Rj3ov04m3Lq8CaoUdQyfHoIvn3CEoZxq05LjJDplWirqrCUEV5ogqrMYYUBKEeoVHdd0OB6er5i00Q0Wg03HbrBL756gvy8vL47bffmDBhAvJWo+Cf16Hl9dB5CoR2POc+AwICuPfee3E4HIgGO/mzd2PNMqApN1NuLa9DshUVFbF+/Xri4uJOW614NgiCIFUwyIHTZF3LVHI0cd7n1F+Sw8ZYtwquC/fiw1aRZ8y2l2kUBD3a+bTr60AuEPJ89xpSpXYlisOJ4FZDpIqiiM+NiVXyYjXtqreT+9WtnHBr7YfT4gC7E3NSqUuq7EIJrzjvOD4f/Dkl5pL/94RGmc3OHwVlLMgrYY/e5FrurZAzJtCb8cG+dPJ0v+wB1sxiEyqFjGAvDXS/hxfbWZlWbqZVyGiwvi0Zmpakgb1SIqerCQ2A1PWSR4B/wmn77+6t5c8uCdy2P5X0Sisj9yTxQ7tYunh5YC8upnD2bMp+WwSiiODujmLiHfzi2Zm/U8oAOBE/jlsrN2NNPcSBqEAcmIgWBNKLK3CKkJ9TRGpRBasO57v2KZcJfDmlC7tkNhbklZBRauLNwgpmnshlVLAPd4T5c815HHufYA9GPdKRE3sK+fe3ZPRFZpZ/doDo9v70HZdwToHW80Wf25/kZPfBHH74biLSjLjNnM+yf/9lwAc/ovVq5GeaRsIDHR847bpTiY7zgbfGm06aTvWSEsx2MwWmgjr/R0EQUMvVdaSsquGh9GDrrVtd84uTF2N32q8qKau8ijyWrthA6XYZO4NWcTwwAzp74q8MYHTxXfRr40n0psX49IxDVnJMquwoy5SqS8szpQrKarj71RiRh3SQPv3izjkRQxRF8tP0JO3MJ2V3AZX6GjldD281CV2DSOwahH+Ets5xjesUyLB727JpQXId03Ctj5o+4xKI63RxFa+CTMBNq8JNqwJqkgmira1Je/wxTIa1aJ56nOKcbBx2B4OmPsiBddlsXXwCp+0gTntRrb4UqNwCkav8AX+QCTidIg6FGzKv0TgBvV6aMo8WAvXlraXxKOv5frh5Kl0yWO7V6zxVKJugCqypcezYMUBKeNFqz8+8/GSZgf1ZRnaklbAtrYhs3RMIcgveRpHpvztoJdk6ISDld6TUCr3lVxQ11OXlRfEJWDQVcvZC2ia4a5Xkq9OMZlzBEMQLjTpdpdDr9Xh5eVFeXl4vW99sNpOWlkZMTAwazX+35NxkMhEaGsqcOXPOLpV0NlQHRJw2yaxPfXa5oKaAUxQ5UWCk0uZAq1YQ438aHd8mwptvvskvv/zCwYMHT9/IYYWCYyA6QBcsZY2dB5wWC6LFgkynu+IfWhuCIAgsWbLkrL4vzWjGqTAajYSFhzPjpTcZNe52QHrp99Oq8fe4+skMh9NBYWUhJZUliIjIBBnhunB0qktzPTUY86iw6An2TXBlvV2osWW9+2jOPviqP7j5kDPxX776+uuz9tGvXz98fHxITEy8YL+jalgcFj7a8xFLTyxlyZgl+Ls1kJlqMcKe72Hrp6DPZqdGzR4PHd26PkynHtMBOFF2grF/jHUFFaqPzRvb3mDB8QU80PEB7u9wPwA2h41VGauI0kXRxr8NMuEqOz8tRlg2HZJXg7nMtVgUZIj+nTF7Xk+FZUgdQ29lmJagh2sCNvr1Wci91Kgjdch9NVfWPUufA3t/hD0/kF1uZR7jsCOnW7duUrWpw15D8FwEKnbnU/prEsgFrGP8CesQI1WDADt37mT58uXExMTUqZg9evQoPj4+BAYGIrvEL5E/5RYz43gW/Xx0zG8fe2X9z86C6sqeau+VC63UaAhGqxGFTPH/QorK7hRZV6JnYV4pfxeXY6kiD+UCDPT1ZHywL9f5e6K+AgIcDqfI3H/TeO/v4/SK8+fbKdec/ZzdMFOq1JApJLNTALkaBjwDvR6GM1QqFlptTDyQyn5DJRqZwOeto+i2dBEF/3sPAM9Rowh88gmUQRK5u/ZoPq8tO0JGsYk4UeBWMYfyjN/pf+MErhk/UfK4Ssmg7MYxlLS7hhVjHuRYcSXJ+UYMFjs7nx9MgE6NyeHkvsX72bg7B1EA0V2BqFXg5+PGddF+3J4YTJsg3Tk/B1nNdnb/lc6+1Vk4nSJypYwuw6LodF0kCmXjByNtVjOrX72HqMU7kYmwsbcX/f83rw6534y6cIpOcow5dao60srTcFO61an+HPP7GFLLU13znipPV1VHC98W3N7q9ssx/HooM+pZn7uOZWl/siN3Bx1PDqJ75ihOeidhHZ7CqNhR9ArrhVKmJPuxxzD8tRJleDhh77+HW4cOUFlW489RLWFVeFx6nz4VSncIalO3oiOwtVQtUoXiHCPJO/JJ3pWPvsjsWq72UBDfOZDEbkGExHmftTrB6RTJTS6jQm/Bw1NNSIJ3vQqNxsDOpYvIOLiPosx0KspK66xTqNQ8/N1CEAXmPDGP8tzleIdE0+/Wm/CLiMI7OBhBkGE+dBi3dm0RRRGLyY4xqwCr3KOO7JUkh1VXIstiOrNkbENQqOW462oIj4aIkGqzdI2HAtkV8A7ndDrJyMhAJpO5ZL1Ph5yySnaklbA8eTM7DV9hMXtSmVWVbCtYcY/5ELmqmKBSkXfnOVDYQeWQClBlgEOAmTfL2BsvY2LcEzzd546m/nrnjgMLYdljYDVKSU1jPpWSfJrRjMuEM8Xua6O5UuP/EZxOJ3l5ebz//vt4eXkxevS5mUmdEYIAKg/KrHrKKnLxEu34aHwuvt/zhEwQiPR1J7nAiNFip9BgIdCz6V9AjUYjR48e5eOPP+b1118/fUNRlDJNRIf0wKUNOu992QsLcZSVofDzQxlyFZhKNaMZF4i9e/dy7Ngxrunalez8Yt58/XVEUaTP4GHIZQL+WjV+WhWKKyCwcjEQRRGD1UBeRR42pyTpoVPpCPYIRiVvIimPBqDTBqPTBrvmHQ4baaVJ+Cp1+HiGI1xMUD6/qkQ/qO05ywS0bNmywSrCC4FCULA7fzdlljJWpa9iQosJyKuy+Er1Wby36gGKSlP4MidH2sAjkBVx7fnNkMS9agXVYfpwXTi+Gl8idBFU2itdUlP3d7ifhzs9XEc/WylXMjJ2ZKOM/7JArUW88Wuc+krkZfurZKpWIRQcQSjchSM3BItd0hIX1CLagKMIiQPrEGGeAyLOtIdLD4cdUtbA7nnS96mSEQnXeHNDuJ1fU+Ts2LEDPz8/unfv3ii7dO8cSOWRYsyHi3H/twJV55qAaWRkJAMGDHBVVoLkm7R48WJsNhv3338/QVXBUYvFglKpbHKS47YQP9po3QhSKa9KQuNU7xW4OIkykCq87lt9Hx5KDz669qP/LLFx1FjJgrwSFueXUmCtCWK18tAwPtiXG4N8CFQ3vfH7ueJ4noEZiw6wP6sMAJPVToVVSmo6LaoJjYHPS54aq56TiGyHRTJAPbxE8hUK6dDg5gEqJYs7xfPIziMsr3Rw16F03hw4jOsOHMR3ymTcO9etXBrUKoje8f78siKJflsLEYREng+/DaOiLazNpPPACDS7tyPYrEQo7Lw1XtpeFEVyiw34V/nouMtltPTQsEetwGixI1TYocJOWb6ZhcdKWbgyhZG3tOTBFqG00rqx9UQxpSYriUFaovw86slxqjQKet4QT4seIWz8JYmTx0vZ8Wcax7bl0W98IlFtG7eKQqnSMOLN79nd9wdyP3iPOd2MfLn8Np645glua3nbVXWtuVSoTmwJ14XTN7zvadsNjBhImDbMJWWlt+rZX7if/YX7aenbsg6p8fj6xwFcMlaxXrFEeUa5nmUaGw6ng22529j8SwrqE0EsbzWHPE+JgFG3suDZooLxg8bh7+1bZzu/KVMwHziILTub9NsnEvDoI/hNnYoQ0xdiah0LWyUUHK1LdOQfBpsJsndKUzUEOXqvHiQ7hpBc1ILi0prruEItJ7aDPwldg4ho5Ytcce73WZlMIKzFxcU8HHY7pbknKcrKoDgrg6KsDPSFhUx8Z7brt5GTdIyMA3td27hZbXip3YkcPQb/iChEpxO5QklMR1/25VowFJcQ27kbcqUCh15PzosvYfj7byLnzsWjR3c0Hko0LevLpDU8PidmY23fD5tkfl5r3iWRpbfhsDuxWxzoLY46hNFpIYDGo4roqFP5UZsUkYgRd08VSrW8Sa4ZMpmMmJj6iiqiKJJRbOL7/cvYnLsefWFH8vIlTziZqgKPuALkbmUkBmsIDTtGsu039LZiAPJ9BXYkCAw4JLKgr4zfewrM/NZBRDF0OiGyNx6GJ3Zp9O9yQbAYYcWTsP9naT6qN9z4NXid23nSjGZcbjSTGv+PkJmZSUxMDOHh4cybN6+ejMcFQ+WBzWagwmlDbjNeFlIDQK2UE+rtRnapiXy9BQ+1Ao8zveA0Ah566CF+/vlnxo4de2bpKVNRlTm4AN5RcAFBQkGpRJDJkHtdGqO0ZjTjcsEpirw7838kJyWhUCpp3b4j3y/+i1bRYfhpVcivcjIDpAflLEMWBqvkL6CUKwnxCLlk1RlnQqnhJBagyKrHuygZwTuyjhnreSGvitQIljRjTXITFrnltM3VDvWF7acWUstSqbBV0C6gHXKZnFd7vcr3R77ni/1fUG4pd0lMaBQeLDWlg1pBmV8s3j0fgQ630i17HbaT/9LKr1XNuORqNozfUG9fjS4NdplQY+htwJKhx5qpR3SIhL7YAyGqJwx+hdLv1yHL+geiu+DdMh5VlCdK0y6EH2ZAmQYK+0HiUEmqyvsKIzX+eAAOLKiZj+otyUu1Hk0bpRulmzezZs0aCgvrSy9cKARBwOeGePLT9djzTehXZ+A1XHppDgoKcpEW1TCZTERERFBcXExAQIBr+caNG9m1axcDBgygZ8+ejTa+htBB1zQBrqZCU3uvZOgzSC5LRiVXkWPMIdb79BKzVxuKrXaWFJSyMLeEA8YaM3lfpZybgnwYF+xLW63bFRV0ttqdfLouhc/Wp2BziOjUCp67vhUTukaceZynEhoAQ98CtResfwsUGiko+tVA6PMYXPtCPRLemplJybszeS4jA/+ZH/NdfhnPZRSS9fBTvBjXMAmvUcqZMrolJ4vtJOUaOKL3ps3aArY7iziSX4j88A66zfofgRE1wTTRaqXixlHkdO9O8PPPIff25rkRrXh2eEtyy80k5Rs4kKtnbUYxR/IMWE02fivX89tOA928PGBPEQdSSgBQygVi/bUuz47EIC2DWgWhlMvwDfFgzPSOpOwu4N9fk9EXVrLsk/3EdPCnzy2NL0nVZdgkSvpfT7ctL7M+ez3vbH8b8/cLGPvIh/iFNJ08838Z07tMd/1ttpvJ0Ge4qjo81TUZrQ6ngw1ZG7A6rfX6CPUIpU9YH17s+aJrWbmlHE+V5wX99velHGZN6V+sSFtBYWUhA8puo6UzgnamntzcbwTXx15PuC78tNu7dexIzO9LyHv5ZfQr/qLw/Q8wbd1K6Lvvoqh1X0TpBmGdpakaTgcUp0hVHbn7MWUmcyLNnSR9F/Jya57nZNiIVO8l0e8o0fECyrDWoGoPpvaSisJZvveWX+cjyGT0vGEcZGwBY76UrBjVi61LFiI6nfS6pW6VjOh0ItR6d9nxx28c3byekpPZOB31qyGMJcXo/KTK4naDriOmUxf8I6LxVGnIun4kOBzEvj4TdUKNdF7/iSMx6Svpf/so5EoFpj17yXnySWw5OaBQYM3IwKPH+SVtyBUyPLzVeHif/dlcFEVsFkcV6VHLDL12JUgtYsRcYQMRzEYbZqON0txzGI9S5vL8qF0FIpEidatCNDol8vOsAnE4HaxLPcTqE7sxlXRiR1ox+XoL6uBVqHx2YnHKkcsiaBvqSdfoKLS+rxMX4Mb3x77g2MmjPLjMyY4+/rQfMYmTH8+uIjTkbG2XQEypJx+MK2fwzmSu3+Wk3MPJu15fMn/sJ+c1xkZHaTr8cCOUnJDiU/2fgX5PnrefXjOacTnRLD9VC/9f5KcaHVYTZn02JqUaD20wavnFB6UuFKIoklVSSVmlFZVCRkKg9vIHQO3mqjJZJ3iGgfbCtTZFhwOhkcytm9GMKw1OUaS0wkqhwYLVIWVSK2QyAnQqfD3UyP9jRnV5FXmUmEvw0/gR4B5wxcgUiaKTEn026soytM6q8n5tIE5tEDLZmYnievfReSMhfROM+Yx9nm2YsnEKTtkZzDadMr7r9x0d4zqedZyZ+kz2F+4n2COYrsFS5cBPR3/i7R1vA/Dvrf/iqZLu898e/JbZe2ZzvSaMd25Z4dKH/XH1YwS4+dO366O4q89PR/e/AOP2XEy78xs09EYuEPzENSh8pech0e6sawANcGSplPFcnlV3eWBrSLgOrrnznAx+GxUOGxz/C8KvkYxEAY7+CX8+Ch1ulciMgMQ6m4iiSEpKCvHx8Y0exK08XETxD0dBgIB726OOPnNigtPprFOV8d1335GWlsbYsWPp2LEjAAaDgSVLlhATE0OfPn0ueMyVDievpJzksehggq+gTPxzRfnqDARZwx4a+rWZiE4RryFnlpI4G3bn78Zd4V6H5LxaYXU6WVssyUutLi7HXvWTVwoCQ/w8GRfsy7V+OlSX+7m5AWQWm5j2/U6S8o0ADG4VxBtj20peGmfDurelAE01oVEbG2aCWS9dw478Dt3ugRH/c612VlRQ9NXXlMyZg2izgVxO5Ny5fBsUyVupUhRudKA3H7WMRHOaAJpoc4BCxuaUIhbOOUhAuZN8yzpijfsRZDIGTrmbjkNHIggChn/+IfuBB1GEhBC/ZrXrmb8hSUhRFNlcauC7nGL+KirHIYIiWY+q2IKswo7dXvdeq1LIOPraMNez1A9b0ymvtBHn4454WE/GljycThGFUkaX4dF0GhKJXNm454Ioivx07Cf2fPUu0/6yUaaToX7taToPn9yo+2lGDexOO1tzttaRskorT6PUIkkZDYkawgcDPgCk/0/3n7qjlCldVR21jcrDtGGuatdqFJgKWH78L/J/csPD4MuPXV7GpNLjpfbieu8b6RvYn14dO51XtaEoipQvWkTeG28ims3IfX2J+PIL3Nqd2VTZWmkndV8hyTvzyTpWWst/SyQs0ECi935inSvQGI813IG7f41sVXA7qXLLN66Op8DWRT+zZeF8eoWX0FN3uGa5oQ1bsn3pOvomotp1oigrg6Ks9KoqjEymffIt7p7S/X/Dj3PY9ediAFRubvhFROHvmqIJSWyBUtVwPCX74YcxrF6Dz+23E/ziC/WPncNB8ddfU/jxJ+BwoIyMlKS8znLsLjWcDifmCnsdM/Rqc/RTiRCTwYbd0oDc2FmgdlfUVHroVLh51q0EUbjJ+GPVUqxuWk4oQ9mWU4It/AUEQcSY/Byi3ROVXEZ81Em8fTO5LmYQN7ftjVat4ETZCT7Y/QEbszcSlyPyxO8i/uVO5MHBaJd8x9wZ1yPQDrnbTWitNQm/RlUpjspF2MV9HIiSMUIxgruendmYh/b8YLfAN4PAVAo3fQ1Rvc6+TTOacYlwrvJTzaRGLTSTGv8NOJxOkvONWB1OvN1URPhexkwzUYSiZLBVgEor+Y5cQVlvzWjGlQCnU6TEJJEZtmoyQy4jQKvG10P1nyEzTtVmdzgd2J121IrLRwSfEQ4rlGeDuRy9TEaeQkGImz86j9PL59W5j6rV8G605Mtw70a2W8xM2zDtrLv9pv83dI+uySZzik4+2/cZmfpMXur5ElqVRD58feBrPtr7EaPjRvNmnzcB+OHID8zcOROVTMWvo34l1isGUteRv/l9yk5uJ8Jmx338T9ByxEUdmqsJolPElm/CmlGONcOA18hY5B5SALt8VTqGdRIhIdMqUUV51ph6h2oRziWgJYqSDETSSkj+G7K2u+SduGc9hFaJeJVlgcqjjtl4o6IkVfJG2TsfKgqkbLOBz0rrHHZJ/vEcf2sOhwOz2XzRni6uoS08jmlPAXI/DUGPdEamPvfkhGrpUG9vb9zdpUqKQ4cO8dtvvxEcHMx999UY2B4+fBh3d3fCw8NRKs9OUryScpIvsgpp4aFhXdcWyJqfT86KHGMOvhrfq0aKShRFDhorWVglL1ViqwkMtde5MS7YlxsCffBTXdnF+5VWB8M+3IjRbOfVMW24vl1I4z/bH/8LovuAWocoiuh//ZGCj7/GXlXB5dGrJ0HPPYc6Ph6ARXklTD+WhU0U6eHlwdx2Mfgoz3wcTSYb87ek8fH6JLrn/EPLiiQAWvQfwvB7HkCuUFJ58BD2okJ0AwcCVRIoEyehjo3B/6GHUQbVT47Ks9iYn1PMj7nF5FpsknG52UEHlLRGgWiw4RRFPpxQ4300/MNNHM3Vu+aDkTPCqsbPJIUGvALd6Dc+kcg2jV+ReGz7SvKfnEFgoQ0nkH7jNVz3ytcoVVfH7+q/gFJzKWnlaajlatr4twGg0FTIoF8HIdJweGhQ5CBmD5xNudHA6n0b+blkDsmlyYiIjDn0KIHGSAp67+Xafl3pG9YX5Rl8as4FlhMnOPn4Ezj0emJ/X9KgWoHd5iDjUDHJO/NJP1iMw1ZD5gVG6UjoGkR8lyC0PrXu/6aSGp+OvIOShFXR8Zpnl9pQekBw2xqfjspStv70DVuKoujln07PgCy2FkawpSgaheDALjZ8fx/30ltEtGkPQGFmOoaiQvwjotD5B5zXtcz4779kTZ2GTKslYcN6ZLWeU2z5BeTMmIFp+3ZA8voJfvkl5Odpfn0lwmZx1Je8qiJCTKfIYVUabbUIrXODAxGTAGZNATaVBV9dBJHBgUSFadF5aVwSWGalkXmp37Io9TecTgfD9whMWetE5nCijIwk/MPZaFq1YtfW42z/7uRp93cobAV3/7octRW23TqUqS/PvsgjdB4wlYDas8Y/rjRD8sVtqufzZjTjAtFMapwGzaTG/w9UWOykFlYgIhLu446vx6XTp68DQz4YcqRyvoCW5xxQqQ2H0YigVCJTX6GBz2Y04wLhdIqUVFgpNNaQGUq5jACdGl93VZMY7l0O2Bw28k35lFvKcVO6EeMZc0VJepwV5nLSDNmYBPAXlAT5JZ6+ae37qEol+RjkH4SeD3Gk/ATjl40/6+6iPaPpFdqLZ7s/61rWf0F/SswlLBi5gNZ+rQHYmL2ROYfm0CmwE492fhSQMhKXpy5nZNQw5Mf+hH8/lF5aAQQ5tL1JKqsOaHERB+TKhtNix5ppwJIuyUhZMw2ItTLc/O5og1tL6cXFlleBNceIOsqz8Qy9TSWQshYy/oXrP6jJcFxyPxz4BcK7QeJ1kkxVUJuLI/rtFji2DHZ/B2m15ME8AqH3o9DrofPu0mw289tvv2E0Grnzzjtd5t4XA6fZTv6sPTjKLXj0CMFnbPxF9VdWVsbx48dRqVR06iQFKUVR5P3338doNHLHHXcQHR0NSN9HEIQGv8fxCjMPH81gRkwIg/1O/7LQDAmZ+kzuXHUn8d7xfDjwwyua2Ciw2FiUX8qCvBKOVdRomweqFC55qVbaxpUYamzsziilY4S3K7HhWJ6eIJ0GnyZ+pnfo9WTddx+VeyQde2WQH0EvvoJ20KB618jNpQbuPJiGweEkwV3N/PaxRLo1fM0QHU70azOp2JmHcGcb3tmQTNaGFfQq3YYAKMPiufOlV9B5e9fZrvLwYdJvuhlBpSJ+w3oUtbx4ToXdKbK6uJzvThazvtTgWh6mVjIp1I/bQ/0IUEmB5m82pXIkR09SgYGUAiNmmxNEaGWTM9iiQlN124jrFMA/bjZsapkkZRWoIzFIR7iP20U9pxnLi1n/xETiNqcDkBWjpfXHXxEe3+nMGzajSVFbyqp2dUe6Pp0BEQPw0Pvis7ITBmUJCzu949rOS+FFok8LWvgnEuMVQ8fAjiT6nP558VzhtFiwncxBHSvJlImiiDWvgIJSJUk780jdW4jVXPOM4x3kTmK3IBKuCcI76DwkFW2VkH8E8vZX+XQclHw67JX1mhptSn7PbkO+WYdccOIQZcRpizlh9ANEfILDpOqLyGhXBYZPSCiyRlBbEJ1OUoePwJqRQfCrr+IzfpxrXdmS38l99lnsMjmHwwIYNOcXAiLO38fzaofolAzRy0orOXiilL+PrqWgLAtK2qCyeOIuCnhgxgcbGrsWmXj+pL5VVom73YSHoQyl1YBHkBf+1/bG3U+LxkPBpoXJmI22027v4a3Gnv06vXdJUpkrxrbhiXd+u+DvfM5I3QCL74Eud9Qk/jSjGVcomkmN06CZ1Gg6OOwWKqwGnHIF3mrvyz0cCvRm8vRmZIJAQqAWtfISyzbZKiXZKUTwigSP8890Ep1OLMnJiDYbqqho5LqrP9OiGc1wVJMZBgt2Zw2ZEahT4/MfIjNEUaTEXEKBqQBnVfaXr8aXII+gK0Zq6lzhcNgo1mfirwtHVkXOOhw2ZDJFnSDPme6jR4qPnBOpAdA5sDPfDf/ONf/twW+RC3KGxQwj2EMyNd9fuJ+nNjxFiEcIc4fNrTmmhjyYM1TSiQVQukPnydDzQfC+OOPgKw2iKOIoMSNoFK7qi4qdeZQuSq7TTlDLUUXqUEV64t4xAGXAZfBO+H4MpK6vu8wzHBKGSF4cicNqCI6zycU4HdK6jzpCWWbVCgHiB0nyUi2GwwVmiJaVlfH1119TUVFBYmIiEyZMaBSTbnNKKUXfSB4z/ne1RZPYuP5jVquVpUuXkp2dzYMPPuiq1Ni8eTP//PMPPXr04Lrrrqu3nVMUmys0zhF78vdw35r7CPEIYc7QOVecp47Z4eTvYj0LcktYX6p3KcqpZQJD/b0YH+xLfx8diiv8HltusvHmiiMs3JXNy6Nac2fvS+u5IIoimbdPoPLAAfxb6fFtaUTW+VbJh6OBTNajxkpuP5BKjsVGgErBj+1jG/SnEe1OCj7Ziy3PhNfIGIq9NGRYrXy9dBVtji9FJdqoVHvR76Fn6detbZ3xVO7ejSUlBZ8JE1zLc198CUGtxu/OO1CG1Td0TTNZ+D6niF9ySyi1S0FfpSAwIsCLKaH+9PT2cN2/HU6R7FITSflGkvINuCGQWOTkwLpsqdoPkS0aO7vUdpxVp4+bUk58oJZe8X48O7xGnq0hqawzYePcN9HO+hE3K1RoBCqfu4e+46af8/bNaFrsO3aE9Sc2sbRiAYWVhQiijIm7X0HvUcj2joswiUb0Vn297Sa1nsSMrtI9vNxSzge7P6iRtPKMIVQbWk/K6kwQRZH8ND0Hf9pMeqoday0POq2PmvhrgkjsGoR/hLbxEocc9iqfjgOQux/HiY3sO1rElqIorE4FAiIiAnLByd3xOzDaVPiqK1HeubSusXkjo3juPArefRd1q1bELF7k+r6iKFL40cf8uXUnZWI58d0nMebxW5psHFcaik0V/HpoAzuzk9AXdGN/VjlWhxNN2A8oPQ9jKRiGR+UQusX40ilKR8n237FWVHLj2JuIiUxooBLEhklvITP/JHnFRSgsGtxsWuQXQII0hFGPdmDVu5Posy0NgOUj4njyg2WN0nc9OGyw/m3Y9AEgSjKx96y/oITbZjTjUuFcSY0ru9a4GVcPLAYqS06QpVSilCuvCFIjQKfGaLFjtNjJLDERF6i9dC/uolMq5UOUyvsutJzP4UCm0UhBB4+ry8CzGf8/IYoiFRYHdqcThUyGh1pe56W5uMJCkcHqIjNUVZUZPh6q/1RgzWQzkVuRi9kuZci6KdwI0YbgpriyM2NPB7lcSaBPXJ1lOWUnsIlOQrVhaDRn9gk4Hzx1zVP0C+9XZ9nUdlPrtQtwC6DMUoaAQIHhJMGeVebU2iDpuuvmC93vg253/2dKqkW7E+tJI9YMvWTonaHHabThPSoWbW8pqKWqqrpQR+pQRXuiivREGeyBcLkDmZP/kCSokv+WptQNoM+G3XMlyaoWw2va2i3w7yzp72piw1YJfzwEh36TDH9lcogdAMlroNNE6DypUUgrb29vbr31VubNm0dSUhKrVq1i+PDhZ9/wLNDE+6DtFYpxSw4lvyURPL0zMvfG87FQqVTcfPPN9ZYXFhbidDrR6WoCQPkVJpb+NJ+IiAgGDx6MTNH8OnAu6BzUma+GfEW4LvyKITREUWSP3sSCvBL+KCij3F6TsdzF053xwb6MDvTG+yyySFcKVh7K48U/DlFosACQpzefZYuLh2izUbpwIV4jRyL38kIQBELenokgOFAe+Rq2fQ77f5YqD0f8D1qPrVNh1krrxvIuCdy+P5UjFWZu2JvCV22i61U/CQoZvhNaYss3setoKQd/TKJ1n1DmvTSFeStakrXgE3A4uefXY4zMcPD0sJYE6NQIgoD7Ndfgfs01rr7sRUWULVkCdjveN99EQ1eSGHc1L8eHMSMmhD8Ly/juZBG79Sb+KCjjj4IyEt01TA7zY1ywL54KOVF+HkT5eTCkdU1md6teIWz4+Ti5KeX0NyvpKajZEyCw3WSi0ubg4MlyAnU1QTFRFOnz7jr8tCoSAiVz8sQgHQlBWsK8G5YD7nfn82T0GELyo/cTkmXi3aRvWLdVz4yuM67oaqj/Mooqi/gr7S+2bzxGq32DKPVQU9i+EJ1Kx7DoYfTvFUnX+DHIZPcANVJW1ZUdqeWptPdv7+ovtTyVxcmL6+xDJVMR5RVFrFcso+NG13vuq0bxSSPJO/NJ3pWPvsgMuIEKFDYjER6ltJt6HeHtgpvmGUeugMCWENiSLEUr/vkzg6JC6XlXq7BgtKtdlRoHSoPpGVDlL2bMb/yx1IL3DWMpnD0by9GjZEycSMSnnyL39kYQBAIffYSu7fey4ad0clN9MJZa6kpv/YeQVVbE9vR8knJkbE8t5nBBBm5x7yCKMowZkSCqCdSpifMZSohff8b2G0ifqBbIZALZ2dl8808lSqWSlq1boFKp0PnWvd5sz93O17ve56jsKIRAqEcoj3R6lIFB/cl6dSblB5PQ3v0QzoDwKoN0aSrOqaAsz3TW8ZuNNu78Zimf3DOAoVuKuX7FCb4SJ3HPrB8a90CVZsCiaZC9Q5rvPAWGvdNMaDTjP4PmSo1aaK7UuAg47DjyD5KmVOKu8SZYG3pFZCLb7E6SCwzYnSL+WjWh3pcooKjPkR5oBDkEtrrgjNFqNBuEN+NqQHmllZwys0tKCqQKjGBPDTaHk0KjBUeVxqlKISNQp8HbXfmfIjNA8s7I0EvlxDJBRpBHED5qn6tLcuossNlMpJSn4QRibTbcPAJAG4zZaqu5j6Ysl66B0X3Bw++cKzVqS0zVhsPp4GjJUdr612Sw7kpZQeukf3A/uhwe3A6aqvt6UYpkEq36b5DB9uJKShYmYc02NGjoresXjtfQ6MsytguGrRLSNkHyKvCJqZGKsppgZozkQ2UqgnbjwM0H9syTyI4ud8Ko2VLbyjKpnbzxA7aHDx/m119/BWD48OF07979LFucHU6rg4KP9mIvqsStYwB+E1pedJ/ngrKyMpRKJR4eHvxdVM59h9LodmwP3UxlPPbYY65r0+HDkulpbGwsbm5XJwF7qXGo6BAJPgmo5Zc2OJBjtvJbfikL80pIMVlcy0PVSm4J9uWWYB/i3a+ed5kCg5lXlh5mxcE8AGIDPHj3pvZ0jb54Qrrw409ALiPggQfqrTv5zDMYN2zEWVqKz+RJBD/3XP0OsnbA0oehsMpcuOVIGPOJdF2qBYPdwbRD6WwoNSAX4N3ECCaGNkx+5aSUseyT/bQfGE6PMVLCQHZuEZ+s2McvydL/U6dR8NjgBCb3jEZxigm56HRSsWUrpu3bCHziCdfy4jlzcZQU43PrrQ1WbxwymPgup5hF+aWYqp7V3GQybgzyZkqYP+0bqjARRZJ25PPvohQq9VYAYjsHEHltGFlmKzqNgt7x/tKxNljo+uaaBr+zh0rOzV3CeXVMzT08r9xMkKdE3FgtJn755UX+x98AxHvHM7Pr6ySEtm2wv2Y0LoymCv5at5mtFRv5x7wch+hAY/Pg9j0vYw4uodNtgQyM6Y9Kfv7yb1mGLP488aeL8EgvT8fqtLrWP9f9OW5teSsAh4sO88LKV2lb1ovAk/HISmvOSYVaTkx7P4IKdqP48X1kDhuqqChC338ft7ZtLv4gNABjSTEbfpzDsX8liUuN3EaYWzknjP71PDWq55myrEkrNURRJOP2iVTu2QOA1w03EPr2W3XWL3l/D7kp5bTtF0b/2/4bkquFBgs700vYkVbC6pM/U+62FFtZNyx5N7jaeMd9TaBbCONj72VQYgJRfu4Nvn+tXLmSbdu20bZt23oJIallqXyw+wM2ZEv/c51Sxz0t72RczFjcfQIAcFZW4qysROFb/x518ngpv8/ae9bvM/axToS18MFut/P1wzczYN1xAP64tS/PvPzVuR+YM+HwElj6KFjKQe0Foz+ENjecfbtmNOMKQHOlRjMuLeQK5AoN8TYzaHWSh8QVAKVCRriPO+nFFRQZLeg0CnSaxsuMbBDWipoMDe+IiyY0gGZCoxlXPMorrWQU189KsTmcZJXWLFcr5ATq1Hi7K/9TQf7a8FB6oFFo0Mg1BHkEoZD99261SqU78V4xVOhP4iZawVgAlWXY1LUCOOveksr2Jy6WZIEuAnqrnvtX38/RkqMsGr2IGLMJ/v2Qaw7+JhlAAxz5XZKZAvC/OM+CywHRKWIvMLkqMJRB7uj6S9UnMp0Ka5YenCDzqDb01kmG3mFahEstr9gYULpJ3hqJp0gi5R2UyuRNRdL8wYU169RedSs63LybbHht2rShtLSUNWvWsHLlSnx8fEhMvDh9cJlKjs+4RAo/30/lvkJMrf1wbx/QSCM+PbxrafQvzCvBJEJAxy4MVDvrXIfXr19PYWEh48aNo3VriVg0m81YrdYzvkz8f8W23G08vPZhugR14cNrP2xyYsPkcPJXYRkL80rZWGpwWfm6yQSuD/BmXLAvvX20yK+ye+vao/k8vnA/5ZU25DKB+/rH8vC1CWga67oml1H00ccALmLDmpVF1r33YU1NlZr4+KA53e87ohvcuxE2vS9NJamSefAp0Cnk/Ng+lieOZ7Iwr5Qnj2dx0mxlRkxwveedkDgvprzeA8uuAkS7E0EhIzzEn3emDmZcZikv/XEI+7Ed7Jizgt+2j+alGzrSI7bm/irIZGj79Ebbp7drmWizUTx3Do7CIjRt2zZIarTVufO/Fu68GBfKb3klzDtZTJLJzPzcEubnltDZ050pof6MDvTGrYpIEQSBFt2DiW7nx44/0zi4PpvUPYVkHi6h6/XRdLi2xrjc10PFmsf7k5xvkKSsCgwk5xtIK6qgwuqoIy9aXmmjx9tr0akVxFd5dSTEPsiDitH8mPI/KlKSKXn1FtZMGcm1D7/bKDKAzagLp+hkd/5u/jzxJyX/KGh1sg9Ofy8cCQ7a+7dnZNxIBt3SlUAv/4vaT4Quggc61pCKDqeDnIocl19Ht+BumPRWUnYXsH1TDoNz7qtpK9jJ9D5Kiv9uyoKzebrXU3SImYJpSBuSnnuS/PIMzLdNIPjxJ/CdMqXR3y12LVssERqCQIdBw1Af+YkdOTWEBuD63FIUDWpPekb1atQx1IbDaCTv1ddchAaCgO+dd9RpIwgCPcbEsuT9vRzamESL7jqC40KbbExNhZyySnaklfDt0VlkVe6lPGMSolV6ZlLodLiFi2g9KrixWwTdY/zoGuNLmPf1Z+3X6XS6kjjatq0hTYsri/ls32csSl6EQ3SgEBSMazGOaX6jMMx4iSL/nUR88QWCTIbMzQ3ZaZI/QhK8kXsqsettNHQ2ioDCS0lIgrf0XRQK7v/8d7589HY8UvbyS8QW1v50KyvH/4j8YmJAhjzJz85eKfnZ3fQN+ERdeH/NaMYViv9epOUyQ19UQKW+vq5kNdw8PfH0Dzzt+suNAQMG0LFjR2bPnn3+G6s8wG4GmxHcGk+K5GLh6abEX6umyGghq6SShCA5SvnZH4yjo6OZPn0606dPP/edOR1VslNIGVynZHGdDxzl5ci02mZCowkgCAJLlixh7Nixl3so/wmIokhO2ZklIgQEwn3c8HZXMnDgwAu/zlyBMNvNFFUWEVpVoSYIAjFeMVdEtVpTQql0x9svAczlUJaFzWEls7KAcmMxgaWgKT4hNQxud9H70il1eKo9UQty0pfeT8yJrTUrY/pDn+kQO/Ci93MpIYoilpQySUoq04A1Q1/H0FsVoashNVRy/Ca2RhnojtyvkQy9r1REdocZJySz8aRVNaSGTAFPp0myU5cIvXv3pri4mL1797J06VIeffRRl1fFhUId6YluQASGdVmU/Z6COsYLua5pjY9r48s20fycW8LNQT5oaj0LOZ1OYmJikMlkREXVvPQeOXKEpUuXNpjN+P8d8v9j77zDm6r/NnyfzCbpSPfetGXvvfcGUabiAAQVRcUFLgQEFFFQEMEfMmWLDGXLEEX23tACLd17N80+7x+BlEqBssG393VxlZycnPM9yZmf8TyCTV5RIkgQygxd3DuiKHIgr4hfUrP5PT2Xwus6IRu7aOjn60YPTy1Osif3XtHXRUWRwUx1f2e+6l2Tan739xniWiIjc8b3iCYTiCJZP80FiwUEAdcXnsfzjTeQutxivTIltPkYqvS0SczKrh6zZiMUJINrCAByicD0ykEEOCiYFpfGt1fSSNAbmVY5EMW/gvJ5yy5gjM3DWmxC2zXMPr1ukCsrX6rF/17/DtFkwOX4YoamZNK2XiQfd62Cj8tNOnAkEnzHjSN/40ac2ra1T87ftg3D+Qto+/ZB7mPzpHKWSRkS4Mlgfw/25xWxKCmTjRl5HM3XcTQ/nrEXk+jv68ZLfh6EqW3JOqVaTov+kVRp5stfy6JJvZzHvjWXOL83hZYDIgmo7IZUIlDJy5FKXo50ue7Sb7JYuZJVhPK6/TQ+S4dMIlBgMHMsPpdj8bnXbcxwmhiO4axbivPsDfy+/yjKd7+nblQYXlcluSq4e07GnOevHcfZoV7DJfEcAJ5uQQRn1SA8NJCRvdYT4hLywNYvlUgJdArEW+aLV0IEZ3aksfX8HkSrCEhBAHmAicLgJC65HedScTTJhcmIZhGnq14a6vr1SZw2go+OjEduEvHL+IaI9XuJCKpt8+24+u9uks1moxGZwnaMN37mWXJSkmnadyDeYZXYOyuNpsa1NPZMLPWZxlcTG6LcBx6QEErxqVMkvfc+pvh4kEqRublhzsigaPc/NyRl/SJccXK9RMblDWyedZTBU8c+kDHdL0RR5FRKCstPbyI6I4O0xEYk5thM2lVB0cg06cjUsYS7hdEo1I06IVWp4vcCUZ53nqwxmUxUq1aNS5cuUalSJfRmPYvPLmbe6XkUmYoAaBvYlnfqvYP7kcskjxiCtaAAs6srpsREFEG3ljoVBdhaR027v/IQodTdwbU9Y2ttNcP+dRp7dfpSXl33BZa85aSaTtNxxbP8MWD53Sc2nHygy1eQewVaf3RfCm0rqOBxpEJ+6jruVX4qPzOd+SNfxWIy3XQeqVzOkO/+90ASG6mpqUyaNImNGzeSlJSEl5cXtWvXZuTIkbRrV74q2XtKauiybIadCg0m11Dk5Thxrl69milTpnD+/HmsVitBQUF07tyZqVOn3vn6b4HVKnIxoxC9yYKjUkaoh+a2N8QZGRloNBrUalvba7kC4XkJUJQJErlNg7OMCu3WrVvz119/2Zfp6elJy5Yt+eabb+yBBGtxMYZLlxCkUpSRkXeV2Ni1axdt2rQhJyenVJXmf42FCxcycuRIcnNzy/2Zu0lqpKenM2bMGDZv3kxaWhqurq7UqlWLcePG0aRJkzsf+COgvPvEtfmu4ebmRq1atZgwYQLNmjW7Yf5CvZnLmYU3TD+07x+G9uvB7tNxOLu4EObhiKODjOzsbORyeSmN9ycRi9VCRnEGWcVZAHiqPfFSP75J6weK1UJuXjwJ+kJyEtOp5yJHs6wHaLzgA5tpdUphCt3XdcdoMd50MQqpgg29NuDr6Mve5L3U965vlzpITT2GZG57vMxmWzdglZ7Q7G3wr/tQNvFeEEURS44BS64eZZjWPi3ly4NY80u+D0EhQRHkjCLICWWoCw4R99dM+onjrynw5ySQKsBitHlplGUe/gCxWCz89ttvNGnSBF9f3/uyTNFsJf2H45hSinCo7Ib7S1Uf2yDdzp072b17N82bN7ffS1qtVv73v//h4+NDp06d7PdJ/x85l3WOcG34XUmy3IorxQZWpeawKjWbK/qSc0SQg4K+Pq7083EjWPVk6mFbrCLHE3KpF1xyfjsYm03dIO0NMkv3k4xZs+wdGwDywEACZ/2AMiLi7hf619e27o12Y2weTtclXZclZ/FBdAIWEVq4OjKveijO1wX1i89mkbP2IooOwehdlARElT7fJ547zW/ffIG+MJ8iqYpNXp0pcPbnrXYRDG4WikJWvu8qbsCzFB8/jufIkXi89upN58swmlieks3PyZkk6kueZVu6OjLI34OO7i52k3nRKnLhQCp711ykuMA2b0R9L5r2jrgj/X6j2UpsZhHRabaOjph0m1F5XJaOT7tG4bd7Kn6L/+SycwBvtx4JgLOD7KpPR4lnRzU/Z7Tqh5ccfhLJ1mezOXYzGy5tIHh3cwLzqnA4YDPnw/6hU0gnuoV2o65X3XurDC8HZpOFK6eziDmYRtypLCzmkkStV7ATEQ28iajvjUZbej8qNhcTnx9PgFMAmqudUsvOLWPq4amlpKyu5/u239M6sDUAF7IvcDLzpN2s3M3hRtmggqxMdi2eh74gjz6fTrrpdfnI/uX4//kZPoZ0+7RMhSuu5kKkVhPUGwTdvyvlvXOvFOz8k8S33gKzGZmfL/7fTMVw6SKpYz5DHhRE+JbNCP9KnJ7edZits8chVwXx2o/foXB4fI4Ri9XCn5dPcyHFyPlEGQdjs8gwXEYT9j2iRUlh9FikEinV/ZwJ9I+nkpeK3tVaEqi9f35WVtHKxssbmX50Omk6m8pGNfdqvF//fep51Cbju+/ImjsPAFXt2vh/Ow15Oe4D9+QU0Pv4JSonGul4tAiX4pJwa55K4I+6Gs4HKFhdO5xmrjc+Cz/z66vEFO5h8DYrzrJgBs/fUL7jUhTh8DzwrmErEKqggiecCvmpR0Bxfv4tExoAFpOJ4vz8+57UiIuLo1mzZmi1WqZMmULNmjUxmUxs3bqVN954g/Pnz9/X9ZWJXIMVuCgaMeVEE+UWhUwiw2Kx2CrZ/nWh3b59OwMGDOCLL76gZ8+eCILA2bNn2bFjx30fmkQiEOSm5mJ6IYUGM5mFBjydyk5cGY1GFAoFnp53KAlhKLAlNMBmVnoLyZlhw4bx+eef2zQxr1xh5MiRPP/88+zevRu46qGhUCJROVR0ajwm9O7dG5PJxKJFiwgLCyMtLY0dO3aQnZ39qIdWLky3OTeVxYULF3B2diYjI4OJEyfSrVs3oqOj8fIqff66Zvp9O67N51aG/uiThCiKFBgLSClKwWw1A+CscMZV+f84AC2RonUNhdw0RIUBaX40AKJ3Na7E/UVISCt8HX3Z0GsDKy+sZPn55bQIaMGQ6kNKLcZV6Yqvoy8T909k5YWVvBHUldfafAWAj08dqN7fVjHbZAS4h98wjMcF0WzFmGwz9LaZehdgLTAi0cjx/bQRgiDYzF+re2DRmVAGO6MIdkburUGQPp7B7YfOtYTGtUTGtdfwUBMbUqmUZ5555r4uU5BJcOsfRdr3x9Cfz0Z3OA1NA5/7uo7rSdYb2ZSZxxB/jzv2MGrbti1NmzbFYinpIkpNTSUtLY3c3Fx69uxpn3727Fl0Oh0RERG43Krq/T9EFfcqpV7/Gf8nTf2b3lV1cKHZwvqMXH5JzWZfbpF9ukYqoaeXTV6qkYvmifahikkrYNTqk5xKzOP3Ec2p6md7SG0Y+gDvC3ITQJeFZ6+mZM2ajWg2g1RK+MKvEIQi2/vawDtfrihCwn6btMfWj+H0aug5E7xt0m3P+bnjo5Qz7Ewcu3MKeepoDEtrhuF3NbCoqupOutHK2v+dwsnNgec/b4zkuqROQJXqvDD5O9ZN+Rzi4+id+js7TC35crOFlYcTGN+zGi0ibv2sIooiri88j+DggLZ3yXms+MwZivbuRfvMM8jcbUFCT4Wct4K9eSPIi51Z+SxMymJndj5/5xTyd04hvko5A33dGejnhq9SQeUmvoTU9ODg75c5/XcSMYfTiTuVRcMeodRoE4C0HAkqhUxClI8TUT6lA3sGswWrFVTNZ3GmxW+kTpqPf0E6KY4e5OvNHL6Sw+ErOfb5P+lahWEtbd0uKXnF/HEmjQgvRyK8nfBwVJQrafzttmikEoG32t2Y5JqxIwaLVeSdDvcmQfiwKTbp2bTjb6IPp7LG/wf0EpscrMFbiVatpUfT9sxuOeGBG7JbLVYSL+QQcyiNy8cyMOpLrieuPmp7IkPrffMEuUqmIsqttDfEc1Weo39Uf5ILk4nNj+Vy7mVi82O5mHaW2NxYQjUlx/WuhF3MPD7T/lqr1BLqEkqYSxghjsEER0s49ft6TAY9giAhPe4y3qE33meO3DON3zPy0TdaQeO8k3gZs0hXuHPApSbVU2fSM30HbxxZCNpgaPHu3X9p/0Jdry4yL09U1WvgO+FzpC4uOFSOIn3K15ji4ynau6+UHB1A9db1MRnGUqNdXWSPuJvPZLFwIbWQA7HZHIzNYn/eT1id9mLIbIMxoxMACqk/GktVwpyjGPRSLZqG+eGofDDhyoMpB/nm8Decy7Z1KvlqfHm77tt0Ce2CJT2TK4MGUXz4CABuL72I13vvISjKlxQ6U2jrMDkfoOCCn5ygTDOOxVYKVRLiPWSIV5PD6UZzmZ9f0+d/TJ79GZ2OrEJCHIte7MwLCzfdulNYl23zfjq/AVwCYfjeEp/BCir4j/Pf1sa4j5j0ekx6Pdc3tljMJkx6Pea7CBbesNzrgoIWc9knuFvx+uuvIwgCBw8epE+fPkRGRlKtWjXeffdd9u/fD8CQIUPo3r17qc+ZzWZ8fHyYP39+qWkjRoxAq9Xi7u7Op59+Wmq7jUYjo0aNwt/fH41GQ6NGjdi1axfIlEgkMtauWEeT8Cas/W0tVatWRalUcuXKlRvGvGHDBpo3b84HH3xAVFQUkZGR9OrVi++//77UfOvXr6devXo4ODgQFhbG+PHjMV/3HeXm5vLKK6/g7e2Ng4MD1atXZ8OGDQCMGzeO2rVrA+Agl+KrdWDJ3NnUrhqJ7uqFZNCgQfTq1Ysvv/wSPz8/u2Z2SEiIvWMlJCQEgKeffhpBEAgJCSEuLg6JRMLhw4fBarbLTn2/ZD3BUTW4VROUWq3Gx8cHX19fGjduzBtvvMHRa9qYgNTRkf3JSTR/5hmUSiW+vr58+OGHpbbbYDDw1ltv4eXlhYODA82bN+fQoUOALcl1rdLe1dVmUDxo0CDAVmH51VdfUalSJZRKJUFBQUyaNMm+3NGjRxMZGYlarSYsLIwxY8aUCohf+07nz59PUFAQjo6ODB8+HIvFwpQpU/Dx8cHLy6vUMsHWHTF79my6dOmCSqUiNDTUbsJ6v5k9ezbh4eEoFAqioqJYvHjxDfOkpKSUeyy5ubn8888/fPXVV7Rp04bg4GAaNmzIRx99RLduNu3OuLg4BEHg+PHjpT4nCILt+MDWASEIAhs3bqRWrVo4ODjQqFEjTp06Zf/MwoUL0Wq1rFu3jsjISBwcHOjQoQMJCQl3tI2CIPDjjz/y1FNPodFoGDp06E33iZvh5eWFj48PNWrU4NNPPyUvL48DBw7Y31+yZAn169cn0NudtnWj+HDEULIyMwBISohnaL8eALSoHkKtQFfeeHUoYOtWul7WLSQkhC+++IIhQ4bg5OREUFAQc+aUNkjbu3cvtWvXxsHBgfr167Nu3bobvu+HgdFiJL4gnoSCBMxWM3KpnCDnIAKdA8vVnfZfx8HBBblCA5m27oxoQyZP73qDH9f0txlAAx1DOjK/03wGVhlY9kL0edTLSUMqiphOLIdrMlYAT/0A3b99rBMaOb9dJGncXjJmnSBvYyzFp7OwFhhBIiB1c0AsLjmPa3uG4z6gMo5N/FD4OVYkNK7x74QG2P62+cQ2/a8pj2xoCQkJ/Pbbb1jLmcy9GXIfDS4dQwDIXX8Zc/atJfzuFlEUefd8Ap/GJPHZxaS7WoaDgwMaTYmHgIeHB88//zxdunQpVT144MABNmzYwMWLF+3TDAYDaWlp9/x9PQn8cuEX3vrzLd7e+TYma/meDayiyO7sAkacvUKNPWd453wC+3KLELBVyM+sEsTJZtX4tnIQTbSOT2xCw2i2MmNHDN1m/MOx+Fwc5FLis4tu/8F7JTcB8/S6MKcVGW91QzSbESQiWCxkvt0d5rSyvZ+bcPtl/RtBgIG/Qo/poHSGpCPwv5awa7JNlgpo6+7MujqV8FLIOFekp9vRGM5eDXgB+Fd1Q+Uox81XQ3GO4YZnB2dPLwZM+JqIhk2RiBY6ZP5J+4IDXE4v5IV5B3lt8RESr/Mtu3GIAi7duhG8cAGy64q1cn5eTMbUaaRPnXbDZ6SCQAcPF5bWCmN/4yq8GeSFu1xGisHEN3Gp1N93lpdPx/J3dgEKtYyWz0bR96MGeIc6YzJY2PPrRX6ZdIik6Jwbll1elDIpKoXt3FKt+VM8u/R/fFS4jLXrP+aHnVPpLNvGoGY+dKjqTYi7ulRS5HBcDmN/P8Nzcw/QYNJ26k7YRr//7ePTdaf4eV8cCdllf19SicC0bdHM2BFTavqMHTFMu5rweBIQRZEjaUcYt3cc7X5py4XNuTgnBhCQVYWq7lX5sOGH/DR8Kh+OHcgzbTs9sISGKIqkXs7j75XRLPxwD+tnnOD8vlSMeguOrkrqdAii3ycNeHZsIxp0C71lQuNWSCVSAp0DaRnQkkHVBzGu4RgmLrYy96sirMM/xphou+75OfrRzL8Z/o42r5lcQy7H0o+xb+9GLn+3gqOrVmEy6PGLqkrA6734On42s47PYnPsZi5kX0Bv1mMRRf7MLkSTtxqH/PXs1dZhnVd79mrroMxfT7LpMHs9rnbv7xgPp369p+9Qf+6c/ZwgdXEhdOVK/Kd/Z5fKk6jVuFxVHchZvrzMZdTp1OCRJDRMFitHruTww5/RNF84kLqLGtNj1hYmbDjL1jNpFBX4Ilrl+LtKead9JMuHNebkuM7sH7KSZX0+p2OVoAeS0Dh46SBD1g/h5T9e5lz2ORzljrxT7x3WP72ebmHdEBBIeustig8fQaLR4D99Ot4ffXTbhIYoivyVXcCLJy/z2cXkkukSgStecs4EK7niJbcnNAC8FDffvg+Hf87+gV2wAk2OJLJgYGN0xTc511/ZCz+2sCU0JHJo/Doon2w1hAoquBMqOjXKyYyXbDrCw39aitrZdiE59Psa9qxcTI22Hen46lt3tdyfRgyhuCCfl775AY9Am/TQmb+2U7Nd53IvIzs7my1btjBp0qRSD53XuCYzM3ToUFq2bElKSopdQmHTpk0UFhbSr18/+/yLFi3i5Zdf5sCBAxw+fJhXXnmF4OBghg0bBsDgwYOJi4tjxYoV+Pn5sXbtWjp37sypU6eI8PPBTe6EvljPd998x9y5c3F3d7+hshvAx8eHZcuWcfr06VImTdezdetWnn/+eWbMmEGLFi24dOkSr7zyCgBjx47FarXSpUsXCgoKWLJkCeHh4Zw9e/amLXpuaoXdeDAhW0clL9sJf8eOHTg7O7Nt27YykxGHDh3Cy8uLBQsW0LlzZ6RSKZ6enrRv354FCxZQP3wUWE0gVbBgxToGDRpUbimJ7OxsVq1aRaNGJW2CSUlJdOvWjUGDBvHz4sWcP3+eYcOG4eDgwLhx4wAYNWoUq1evZtGiRQQHBzNlyhQ6derExYsXCQwMZPXq1fTu3dteba+6amb10Ucf8dNPP/Htt9/SvHlzUlJSSnXyODk5sXDhQvz8/Dh16hTDhg3DycmJUaNKKmMvXbrE5s2b2bJlC5cuXaJPnz7ExsYSGRnJX3/9xd69exkyZAjt2rWjcePG9s+NGTOGyZMnM336dBYvXsyzzz5L9erVqVKldKXjvbB27VrefvttvvvuO9q3b8+GDRsYPHgwAQEBpSSV7mQsjo6OODo6sm7dOho3boxSeW+SDx988AHTp0/Hx8eHjz/+mJ49exIdHW2vwNDpdEyaNIlFixahUCh4/fXXGTBgAHv27LmjbRw7dixffvkl3377LVKplKeeeqrMfeJ26HQ6FixYAFCqSsRoNPLJZ+NQewaSkZHO1+M/4bN3X+eHn1fh4+fP1Dk/894rL/LbX4fQurhQM/jmFYVTp05lwoQJfPzxx/z6668MHz6cli1bUrlyZQoKCujRowddu3Zl2bJl9u6mR0FqUSqFxkIEQcBD5YGHyuM/751xV1xNapyyFmEWBDRxe0iZ3YjuWgEjN0/4KkTYkJZL5+J8qspkBKu9bbKG15IYj0FAT7SKmDOuGXoXYIzPx+uN2kgcbLdUgkIKZhGJRmaTkgp2tnViBDyhht6PAqulbKmpa6+tlhs/8xDQ6/UsXboUvV6PUqmkc+fy36uVhWMLf4rPZWGMyyd7VTSew2ogPIDAWRdPF04W6hjkf29mr9dQKBRUqlTphumVKlWyF35c4/Lly6xcuZLAwEBefvll+3RRFB9bya27JdQlFJVMRaRbJDLh1o9Yl3UGfknNZlVqNkmGkgRIuEpJPx83+vi44v8YSYXcCycSchm9+iTnUwsAaFvZi0lPV8fXpXz3IPeELguZaCTjtCOZp53xqJ6PZ/VC+2sAz+qFNgndu+nWEASb1ExER9jwLkRvhl1fwtnf4Jk54FODGk5qNtaL5LkTl4jRGXjqaAzzq4fSws0JmULKc+MaI6TpyJ57CtoHo6nvXWoVCgcVPd75kH2rl7Pv1+UMbBFJoCaUn/ddYcuZVHZFp/NG60oMaxlWbnN1TfNmGGJjce3X1z7NnJFB/uYtuPR6CulVmYdglZJPwv14P9SHTRl5LErKZH9eERsz8tiYkUeYSslL/u7083Wj9wf1OLcvhX1rL5GdXMS6aceIbOhN096V0Ljc232zs5sP3Rb+wZ9zxqL7bQ37w7bjVHSEiW0m0iqwtJ+Wq1pB+yrexKQXEJ+tI0dn4mBsNgdjbZ3Vc15wINDNFkA/HJfNb8eTifR2pGGoG8NbhTNtm63T9K12EfaExrsdIsvs4HiciEm9zNbfD5FxpYA1EdPtQv5xIUepoarN5x0+okZ41K0Xch/ISiok+lAaFw+nkZ9Zkqx30MgJr+dFZANvfMNdHsi1DkCQyXB/ZRgpYz5Df+IksU8/je+Ez+nRuQc9wm3FVsXmYmJSzrF/4UIKTl8GQO2ipeXAwVRt2ZYxe8aw9dLW0stFwF3tS7HVA7NTNzR5qwHQufRCnbcOTd5qilx6s8OlF0lOQfgfmwPrhoOTL4TcKN17K0STiYzp08maOw+fCZ/j2td2nMrKUJFwHdCfnMWLKfzzT0wpKTeVRzLqDRzfuo+GT7W+o7GUF73Jwrbos/x64XeSc40kxjah2GS7V1OHpiF10OPonEB9r5Y0DHWndlA9avp/hOYen6nLS1ZxFrNPzGbVhVVYsSJBQv/K/Xmt1mulpMgEQcB7zBhSx4/Hb8pXKENDb7ncIrOFX9JymJ+YQYzOYJ+uFAQMtyhwdZdLaax1vOWyXx4zjbkyaPzzZlqc1LHy+VYMWPIXKtXVBKDVAn9/A39Ntnk9uYVDn/ngV/v2X0gFFfyHqEhq/Ae4ePEioihSuXLlW87XtGlTe0X3tQD1ggUL6Nu3L46OJSfVwMBAvv32WwRBICoqilOnTvHtt98ybNgwLl26xPLly0lMTMTPz2bM9P7777NlyxYWLFjAF198gdzBBZPJxKxZs6hVq9ZNx/Pmm2+ye/duatSoQXBwMI0bN6Zjx44MHDjQHjSeNGkSH374IS+99BIAYWFhTJgwgVGjRjF27Fi2b9/OwYMHOXfunL3DIiws7KbrFAQBF5UcEDCYrSTn2qqlNBoNc+fORXGTLPw1KSqtVouPT4lExNChQ3nttVeZ9v6LKJUKTsTnc/z4cdasWXPL32LWrFnMnTsXURTR6XRERkaydetWRLMZa3ExP/zwA4GBgcycORNBEKhcuTLJycmMHj2azz77jOLiYmbPns3ChQvp0qULAD/99BPbtm1j3rx5fPDBB3aJHy8vL3tiq6CggOnTpzNz5kz7dxoeHk7z5s3tY/v000/t/w8JCeG9995j5cqVpZIaVquV+fPn4+TkRNWqVWnTpg0XLlxg06ZNSCQSoqKi+Oqrr9i1a1eppEbfvn0ZOtRWrT9hwgS2bdvG999/z6xZs275fd0J33zzDYMGDeL1q8aQ17qVvvnmm1IB/zsZi0wmY+HChQwbNowff/yRunXr0qpVKwYMGEDNmjXveIxjx46lQ4cOgC2JGBAQwNq1a+3JRZPJxMyZM+2JrkWLFlGlShUOHjxIw4YNy72Nzz33HEOGlMj7xMbGAqX3iVsREBAA2JIaoihSr149u6a6KIo81W8gyXm2DragkFBGj5/MwB7t0BUVotY44qK1yTG5uXtSI8wXF9XNAzRdu3a1b8/o0aP59ttv2bVrF5UrV2bp0qUIgsBPP/2Eg4MDVatWJSkpyZ5ofdBcH3zz0diOf2+1N0rZk6ln/sARRciyJTX69FqKX9wfNNwzh+iiFIzaW2vRGgXIsRTj61mZ4GZvQ/U+JYasjxBTWhHFp7MwxtukpER96Y5KY3wBDpG2/d2xiS+a+t7IPFT/uaDtQ6PNRzd/7yF7alyPg4MDPXr0YNWqVezfvx83NzcaNmx418sTJAJufSNJm34UY2wehXuScWrhfx9HbLvvecnfg74+bqgfoF8BQIsWLWjRokWpaQUFBcjlcry9Swdqf/zxR5ydnenWrdt/xvergU8DVvdYTYBTQJnHfp7JzO8ZuaxMyeZwfknFpbNMQi8vV/r7uFHXWf2fOm9M2xbNzJ0xWEVw0ygY26MqPWv5PdRt/HdCA7D/tSc27nUlzn7w7HI4swY2jbJ1GMpKkjaBDgrW141g8OlY9uUW8ezJS3xbOYi+Pm44aOTkX8nDkmugcE8S6rpeNwR8BYmEpn0HElyjDn6RlWkjkdC/QSCfrTvNwbgcpm6LZtWRRMb2qEq7Kt7/Ht0NuPTogUuPHqWm5a5eTcZ30ynYsYPgRQtLvaeUSHja25WnvV05V1jMouQsfk3N5nKxgbEXk/nycgpPebnyUg13nqvViAO/x3JmdxLRB9OIO5lJwx5h1GjtX0pe604RBIG2r35ObP/BRO4ezbnsc7y97Q0+vVKbHh/+iFJle5ZtHuFB8whbArfYaOFShs2nIzqtkIvpBVTxLZFk2X85i8X7S6sJqBVSpm2L5rvt0VhF7AmNM8l5XEgtQKOU4aSU4eggw/HqXyelHAe55KEfuznFOfxx5Q9+v/w751Iu8NKxiXiJngQGRlKvRlV6hPWgvk/9B158k59ZTMzhNGIOpZGVVNKBJVNKCavtQUR9bwKrupVLkux+4Ny5Mw7Va5D8/vsUHz9O0sh3KOq7B++PP0aiUqGSqajmW5MjOSYEiYQ6nbrTtN9AlGpbcWjvyN74OYdxKusisXmxpBfFYTIXkqlLRkEK+R5vg8QBTd5q1HnrELBQ5NIbnUsvAA42+pCn9alw7ndY8Ry8vA08yyddZkxIIOm999GfPGl7fenyLedXhoejbtgQ3cGD5K5ahedbNxba6gp0zBn+KhZTDs7eblRufOfPrv8mrTCPtWf3kJLpxNl4KScS8rAoo1EHr8BqdaHY1ABXtYKGoW74eo+gXqAfnSLqopA93PCj3qxnybklzD01124C7lvky5hWY2hRzXa/Ys7JQX/qFI4tWwKgql6NkF9W3vJ4jtUZmJ+UwYqUbAostk5UjVRCfx83hgR4cKFIz9DTcQBllnLlmCz8mppDf99bSy8O/WgaU8mj4+K9ND5TyOpnO/L0si1opCIsGwBX/rHNWOtZ6Pp1RYdGBf8vqUhqlJO3FtnaB2XXZZMb9HyGel2fuifPg2EzbbJPsuuC6dVatb+jZVzrLCjPjdTQoUOZM2cOo0aNIj09nY0bN97gYdG4ceNSy2rSpAlTp07FYrFw9OhRRFG0JxCuYTAYcHcvMW5SKBS3DfZqNBo2btzIpUuX+PPPP9m/fz/vvfce06dPZ9++fajVao4cOcKhQ4dKSRlZLBb0ej06nY7jx48TEBBww3huhVQiIJMICECOzojRbKVGjRo3TWjcil49ujHidYG1W/5kwMAXmL9kCm3atClVpVgWAwcO5JNPPgEgLS2NL774go4dO7J/y1ZUuiLOHjtGkyZNSv0OzZo1o7CwkMTERHJzczGZTKVMm+VyOQ0bNuTcuXM3Xe+5c+cwGAy3NI7/9ddf+e6777h48SKFhYWYzeYbjHlCQkJKmTx7e3sjlUpL+aZ4e3uTnp5e6nP/NtRu0qTJTeWDli5dyquvlhgabt68+YZgyc228Vo3zzWaNWvG9OnT73osYPPU6NatG7t372bfvn1s2bKFKVOmMHfu3NvKOP2b69ft5uZGVFRUqd9NJpNRv359++vKlSuj1Wo5d+6c/TcuzzZev4y7Yffu3Wg0Go4dO8bo0aNZuHAhcrkcq1UkObeYPQcP8+O0ycScO01ebo5dXiQlKZHwyJIka6Cb6pYJDaDU+UIQBHx8fOz7z4ULF6hZsyYODiUt8vcSSCwvJouJVF0qEkFib1dXSBUEOQc98HU/0QgC9PsZss+BRwRNvatC7Zfhj9GQvfv2n+88GWoPAcnD74ARRRFLrgHjlXwUIS7IrhpVGmLzyd9WEvgQ5BIUgU4ogp1RhDijCC45H8q0D1abuoJHS7Vq1cjOzmbHjh1s3rwZrVZ7R/cg/0bmrsKlWxi5ay+StzUWh0gtcu8bu27vFIsoIorYjX0fdELjZjRs2JB69ephNJYYuebk5JCWlkZGRkYpk/Fz586RkZFBVFTUDUmQssjNzUWnu7n0jlqtfugJk0Dnkmp/q2hl+fmVeHh0ZE16AVsy8zBYbffsEqC1mxP9fNzo7OGCwyP6fR40WpUcqwhP1fbjs+5VcXd8BMUAolAqoXEN+2vxPgWiBQGq94bQ1pB4CDyu62bKvozWLYwVtcJ5+1w869JzefNcPEl6I28He+PUKhCLRSTbWYn3LSrY/StXtf8/3FVB34yN9GrYiunnJcRn63h50WHaVvZibI+qBLvf2XlEHhCIMiIC7TNP26eJRiN56zfg3KUzkqvHahVHFZMjAxgT5svqtBwWJWdyplDPytRsVqZmU9NRxUutPeje2JuDK2NIv1LAP6tiOLc3mZbPRuFXSXtH4/o3odpQlnRdwrdHvkWYuYhqB4+wZ3cLgr+bQXjN0s8JKoWU6v4uVPcv2+OnYag7r7YKIybNlvhIzClGZ7RVl1tFkEtLPDa2nU3ju+0xZS4HYPXwJtQLtgUo1x1LYsn+K/bEh9O1BIhSjqODjK41fOydSpmFBrKLjPYEiUYhu6XUldFiZPux3ZzanEq6Pp0/Im2xBIlcQkb1c9QMrsLKtotwUt+6Cvxe0eUbuXgknZhDqaRezrdPl0gFgqu7E9HAm5CaHsgVj6ZDVRHgT/Din8mY+QNZc+aQu+pX4k4co86sH3EICEAqk9Fp+EhyRIEMDx9+ztIRk5BNdJGeGJ2cLFNdoC64AM4igjUfmSkFiSULJAp7h4aABREodupoX7cgSGydWotSIfEgLO0NQ3eA4609VfM2biR17DishYVInJ3xnTgB544db/kZANdnB6A7eJCcVavwGD4c4V/eC2onNY7uweSlGTix7fxdJTVS8vM4k6jnQGwWB2OziRZmIHM8hz6tG6Zs23HnKauEs6QxtfzrMqx7c6K8XJBIBODenkfvhmsm4DOOzSC1KBWAcE04/hf9CZWF0qyKLYZSfOIEie+8gyUjk+Dly1FVrwaUHVeziiK7sguYl5jJjuySfT5cpWRwgAf9fdxwuir1VUntwNzqIXwak0TKdd2Yvko5gUo5B/N1vH0+nkS9kXdDvG8Zx3vvo3ksdppIrdlLqXMhi7emvsC09xfjotKCwhG6TYNa/e/5O6uggieViqRGOZE73BikkMrkSGX3pqFe9nLv7GeJiIhAEATOnTtHr6u6ijfjxRdf5MMPP2Tfvn3s27ePkJCQcgWKr2G1WpFKpRw5cuQGiSd7t4fZgIODA4kF8bg6uOOouPVNVXh4OOHh4QwdOpRPPvmEyMhIVq5cyeDBg7FarYwfP75Mk04HB4fbyudIJJIb5KRMJhOCAF7ODqTl6ykymlGp70LHUxRR6NJ4oXc3FvyygWeGjGTZsmV2H45b4eLiYpduqFSpEvPmzcPX15dV69bxUudOIJXecHG7Pnl1s0TW7eQcbvd97d+/nwEDBjB+/Hg6deqEi4sLK1asYOrUqaXm+7dRlSAIZU4rj4b2zcbbs2fPUpJc/v7lr1690+/ldmO5xjV/iw4dOvDZZ58xdOhQxo4dy6BBg+wJnev3tzsx5/73ussay/XTyrONZcnR3QmhoaH2gJ1er+fpp5/m6PGTpBWZyczNZ/jAZ2jTrj3Lli7By8uL+Ph4OnXqhLdGRpCbmqSrD2y3S2hA2fvUtf2nrG27lWfNvSKKItn6bNJ16VhF2xg8VZ4opI++Y+CJwTUYfK+TOVA6QdMRsKEcSY3gpg8toSGarZhSiq5KSeVjuJKPNd8WfNU+XQnHRrbOEmWYC6paniiDnFCEuCD3qTD0/v9M8+bNyc7O5tixY/z6668MGTKkVBfnnaJp6EPxmSwM0Tlk/xKN1+u1EO4xyD0rPp2NGXl8XyWICM2jTbRJpdJS9x8uLi688sorZGZmliooOXHiBOfPn0cikdiTGmazmYSEBAICAkpdJ3Jzc5k5c2Ypr7F/I5PJ7B5xD5vzRcW8d2wLx4p9sKaW+DVEaRzo7+NGb29XvJX/PR+mvGITafl6Ir1tid6XmoZQxdeZJuHut/nkg8OzRsHN3/tXouO+oHGHqOuk6RIOwvxOUOcFlB0+Z1bVYPwdFPwQn87k2FQS9SY+D/JhzZZ49IUmBvg74u5/+4D04fVriT99AuHMKb4d8BJ/Kaowf08cO8+n809MJq+2CuP11pXs3hS3w6V7N5y7dbV1W16lYOdOUj75hKx58wjbuKHUvZhGJuVFfw9e8HPnSL6OhUmZrM/I5WRhMe9dSMBZJqHvMz60S/Ti8qYrZCUVsfabo0Q19qHpM5VQO9/9PZVCqmB0w9Hs7+lIwekf8E3Wkz/wFXa+0YfWr4wvVWR1KxqGupUyqS8ymJm08RzLDsYjlQiYLCIzdsTwVrsIAlzVtIjwoNBgplBvLvlrNCOK4Hjd8XwlS1fKyPzf1A50sSc1fj+ezOcbzpZ6X62Q2pMcU3rXpG6QlmMpJ1h0djX/pGzHsciR/kkfoxK8CJJWpY5fS1r4daBxUCguats4HoTEn6HYzOVjGcQcTiPxXHbJriKAf6QrkQ29CavtiYPm8Ti3CXI5Xu+MxFg5ij9nf0e6Cg5s+4OLjdoRo9NzUWegyGKFpLK7IfyVciLUDkRolESoAwlT1+WNs1dIN5pRXZfQEABtysfk+E4BiYLXz15hq5eWET3mUW1FT8iJhWX9YdAGUNz4bGbV6UidOIm8q0oPqrp18f/ma+RXVTFuh1O7dkg9PbBkZFKwYwfOZUhjdnvzDdZ8c5LMJDmpsXn4hJad6LtGRoGBQ3HZ/HMpns1ZYzFJ0iiMHgui7beVu4Ugd0ijVoAb/drUpGGoG8HuagShW7nG/CA5lHqIrw99fYMJePGxYk7rT1OtUTUEQSB7yVLSvvoKTCbkwUEI8rJjcAVmCytTs5mfmMnlYpvElAC0c3fmZX8PWrk5lel31c1TS2cPF/bnFpJuNOOlkNFY64gATL6cwoz4dL6OSyXRYGRKZCDyWyQzXxjxKSvkMv6KWcbBoIu0XtmRrd2X4SVYHmufwQoqeBhUJDX+A7i5udGpUyd++OEH3nrrrRsCmbm5ufYHOnd3d3r16sWCBQvYt28fgwcPvmF514zFr38dERGBVCqlTp06WCwW0tPTb54MKc4GRPKNhSikDrdNalxPSEgIarWaoiJbe2DdunW5cOFCmdrNYKvuTkxMJDo6usxKSU9PT1JTU0vd2F2rxvdyUlJoMINoa0+2iuItDRjlcjkWy3U63sXZYMhj6HNPU71tX2bN/hGTyVRmAuZ2XEsQGeUylFFRVK1ZkzVr1pQa9969e3FycsLf3x83NzcUCgX//PMPzz33HGALoB8+fNjuNXAtUHD9mCMiIlCpVOzYscMuvXQ9e/bsITg42N5FApRp8n637N+/nxdffLHU6zp16pQ5r5OTU6lukPJSpUoV/vnnn1Lr2bt37w1eGXcylptRtWpV1q1bB5RIlKWkpNiXc7POj/379xMUZKv2z8nJITo6upR8nNls5vDhw/ZuhAsXLpCbm2ufp7zb+G/K2ifKywsvvMD48Z8z8evvGDh0OPGXL5KTncV3U78mMNBWmXr48GEA1EoZWrUCF0fVXa/veq5JUBkMBrs03bV13W90Jh0pRSnozTYdYJVMha+jb0VC4z+CaBXtsh7GhALS/3cSzP9KvkoE5H4aJNcFguReatyfvbXEYwX/fxAEge7du5Obm0tsbCxLly5l2LBhN3Q13sny3HpHkPrdUUxJhRT8mYBz++C7Hl+RxcL/EjLINJk5kl/0yJMa/0YikeDn52eXMb1GVFQUgiCUkhFNTExk0aJFuLi48M4779inFxUV3TKhAbZrqU6ne2hJjWyTmbVpOfySms2JgmIgFGTgKLHQ39ebfr5u1HT878rSbTubxqfrTuEgl7Ll7ZaoFFKkEuGRJjQeC67ssemdH10EMX8g6TaNMZW74q+U82lMEktSskg2GHkuwoXcpCKKC00Un81C4ihHGXTzc0qDp/qQn5nO6T+3sW/5Auq0as+G119i4pZodsdk8v3Oi6w5msSn3arQubpP+Yt7Ss0nIA8Owrlzp1KfL9i1C02TJkiUSgRBoL6LhvouGsYb/VmRms3i5Eziio3MS85ingRa9vGm6xk9RUeyuLA/ldgTmTTqGUb1ln73JEnVuM8bpDZow/ERQwiOycP3u1/ZtHcfLb9bgrPbnSea5/0Ty7KD8XbJqWueGmDz2OhTL+CGz1itIjqTBdV1fiY9avkS5eNIwfXJD0PJPy+nknOyIICrWk6hwYzJYssS6IwWdEYLGfpktuy+xM5jWmJcjrI/5HcAsuRS/vY8QazFnfTTL3LmNCwhhgWDtLSpbOsG+PVIIp+sPV0ik2WXyrL9HdIslFqBWgCuZBVxKC6nVFeJ5ur/HSQSMi7kcPFwOnGnsrBcd8/kFexEZEMfKtXzQqN99JKsRRYLl3QGYor0xOgMXMzLh7+2EHHwT2QqOVZBwt6MHPak5SAzm1EZ9MgcHQlVKa8mLxyIUCuppLb91ZRhsP1FZABv7vnO7qFhVNXGJXU8MksWrqmf4F3pW87rzKxNz2VtOvSpO41pe4agSD4Kv74MA5aCpPRy9efPk7d2LQgCHsNfw+P11xHuoMhVUCjQ9ulD1uwfyVm+osykhm8lXyo3zeX83hQOro+l51u1S72fnFvMmjP72HzlN7JyHUmNb3r1HRFNpXwkEjOBPtk0D2xAo1A36oa0Isj1wXYD3SmX8y7z7ZFv2ZWwCwBHuSNDawxlYJWBSEUpX6/4GoBqYWEkvfsuBZu3AODUsSO+kyYi/VfcIaZIz/ykTH5JzbYlvwAnqYRnfd0Z7O9BqPr2+7xUEGjmemM84+NwPwIcFHwYncjylGxS9CZ+qh5i7/S4gYwLDLCuR1ItkN1iPGahgOeWvcwvA1dyawGrCir471OR1LiPqJydkcrlWG5RnS2Vy1Hd5UPvrZg1axZNmzalYcOGfP7559SsWROz2cy2bduYPXt2KWmboUOH0r17dywWi91X4XoSEhJ49913efXVVzl69Cjff/+9vVI/MjKSgQMH8uKLLzJ16lTq1KlDZmYmO3fupEaNGnTt2hWkDgiIeEmUOClvXgUwbtw4dDodXbt2JTg4mNzcXGbMmIHJZLL7DXz22Wd0796dwMBA+vbti0Qi4eTJk5w6dYqJEyfSqlUrWrZsSe/evZk2bRqVKlXi/PnzCIJA586dad26NRkZGUyZMoU+ffqwZcsWNm/ejLOzM4IgEOiqRhDAYhVJy9ff0rQwJCSEHTt20KxZM5RSAVdzGgBV6jalcePGjB49miFDhpTLfFmn05GaamuFTEtLY+LEiTg4ONCxY0cEqZQ33niD6dOn8+abbzJixAguXLjA2LFjeffdd5FIJGg0GoYPH273zggKCmLKlCnodDq7EWdwcDCCILBhwwa6du2KSqXC0dGR0aNHM2rUKBQKBc2aNSMjI4MzZ87w8ssvU6lSJeLj41mxYgUNGjRg48aNrF279rbbU15WrVpF/fr1ad68OUuXLuXgwYPMmzfvvi0fbCbc/fr1o27durRr147169ezZs0atm/fftdjycrKom/fvgwZMoSaNWvi5OTE4cOHmTJlCk899RRg64Jp3LgxkydPJiQkhMzMzFL+JNfz+eef4+7ujre3N5988gkeHh6luqzkcjlvvvkmM2bMQC6XM2LECBo3bmxPcpR3G//NzfaJ2yGKIllFJvoPfpU5M75h4EtDaFYrCoVCwffff89rr73G6dOnmTBhwn1Z37957rnn+OSTT3jllVf48MMPiY+P55tvvgHKJ7tXHixWC2m6NHL0tso6qSDFS+OFq9L1PxuAemAYCuDwAqjWBVxDHtkwrhl6G68U2DsxVNXcceliM/2TearAYkWivt7Q2wl5gFOphEYFFZSFVCqlX79+zJs3D09Pz1LyeHe1PBclrk+Fk73iAvk7E3Co7IYi4O60kTVSKX/Uj2Rlajb9fZ6cx906dercUFyg0+lwdHS0ezxd41pBwaPGZBXZmZ3PL6nZ/JGZj+lq6bJMgPbuznR1U9LL1xfFI5DTe1hkFhoY9/sZNpxMASDUQ0NKXjFhno9XwOtWnNw4m6qDvkcmfwAFDM3fgYCG8PubkH0JVjwL1Z5hSJcp+NcI5bUzcezMLiCvmpL5L9bD8WwOWauikbo54P12HSTKsh/XZXI5HV99C8+gEHb9PI8zf20nOyWR2e9+zD9JwUzYcJak3GKGLz1KiwgPxvaoRiWvO/tNnDt3wqljB8Tr5OP0Z8+S+NpwZJ6ehG/fhuQ6aWZ3hYw3grwYHujJX9kFLErO5I/MfP7WF/N3OFTzdOWpo8UY0/TsXhltk6QaEIVv+K2rxm+FT3BV2q/5m22TXidw5R7CDyZxonsHtN98QY2mPW6/gKuUZQp+7e/1iY1/I5EIOP7rNwrzdCz3/j+4WSiDm9nuSwxmC/FpGexI3Mn2lA1cyDvFgczqdNYNI8xaC0lDPRpTY5zEyhQ6W9EaTPakSYHBjKumZP8tNJgxWqxkFxnJLjLesN6napcklQ/H5fD+qhP214IIwWYJVYxSIkxSlJTcByvdlJyVmynwVqJwkXI4JwfHfwrsCZFWkZ5EXO3UytebSM4ttr2nlKNRSpHdB6m9bJPZnriIKdITrdMTo9OTqC+JwYTHnaftno1oC2z39Yn+YcR16I1fcAgfqpU0WjQX7c7t+H09BZeGtcu97oTkFWjyViNx64vOsadtO70+RJv+BTJzKu5pY9naehFzErNYl57Dr2Y34ipPZPXJd1BGb8ayeTTSrl+XSh6q69bF+8PRKCtXQdPo7uR1Xfv1I+t/c9AdOIDh8mWUZXiMNugaQvT+VK6cPM1va1I54JhEfk44x+OsJOYUI3M6iSpgJxapL4LQlChvJxqHuePtNZG24ZWJ8ixf58jDJlufzazjs/g1+lcsogWpIKVvZF+G1x5uNwE/e/YsRqMRf4sF08h3MMbGgkyG9wfv4/rii/ZnPasosj0rn/mJmezKKenyi1AreTnAk77ermUmu+6GF/098FXKefXsFXblFNDrWAxLaobhq7zuOiSKcGwxbB4NJh391B5cqvcaG88t4ePlyeza0InmSzbi5XX33cIVVPCkU5HUuI84e3gx5Lv/UZyff9N5VM7OOHvcWk/xbggNDeXo0aNMmjSJ9957j5SUFDw9PalXrx6zZ88uNW/79u3x9fWlWrVqN1TJgU2iqri4mIYNGyKVSnnzzTdL6fcvWLCAiRMn8t5775GUlIS7uztNmjSxJTQArprneprNILv5Q36rVq344YcfePHFF0lLS8PV1ZU6derwxx9/EBVlky3p1KkTGzZs4PPPP2fKlCnI5XIqV65cqstg9erVvP/++zz77LMUFRVRqVIlJk+eDNgq2mfNmsUXX3zBhAkT6N27N++//z5z5swBQCGToFbKyMfWZmm7ISu7ZXbq1Km8++67/PTTT/j7ehO3fz3I1eDozcsvv8zevXtLmTLfip9++omffvoJAFdXV2pWr86Gdevs2+3v78+mTZv44IMPqFWrFm5ubrz88sulguSTJ0/GarXywgsvUFBQQP369dm6dSuurq72ZYwfP54PP/yQwYMH8+KLL7Jw4ULGjBmDTCbjs88+Izk5GV9fX1577TUAnnrqKd555x1GjBiBwWCgW7dujBkzhnHjxpVru27H+PHjWbFiBa+//jo+Pj4sXbqUqlWr3v6Dt8BqtSK7rpqlV69eTJ8+na+//pq33nqL0NBQFixYQOvWre96LI6OjjRq1Ihvv/2WS5cuYTKZCAwMZNiwYXz88cf2+ebPn8+QIUOoX78+UVFRTJkyhY5laKFOnjyZt99+m5iYGGrVqsXvv/9eSoJDrVYzevRonnvuORITE2nevDnz58+/4238NzfbJ26F1SqSmFtMrs7IU/0HMnvaZDb/stDusfHxxx8zY8YM6tatyzfffEPPnj3vaX1l4ezszPr16xk+fDi1a9emRo0afPbZZzz33HP3HEi8hohIvtF27tY6aPFWeyOTVFwi7wpDAez/AfyqPvSkhmi2UvB3ok1KKr4Asbh0Jbch7jrdZwcZPu/XR+rmUJG4quCuUKlUDB48GJVKVW65k1sur5YnqrNZFJ/MJPuXC3i/WQdBfncPz34OCt4JefIfcqtWrUqVKlVKeXLo9XoyMjIe4ajgdIGOX1JzWJ2WQ5ap5DxTw1FFPx83nvZ2xUNR+hqiM+mYe2our9Z6FaX00Vc13yuiKLL2WBKfbzhLrs6EVCIwrEUYI9tH4HCX++2jombSCnYs9qTdkIkPZgUhzWD4HvjrK9gzw2YofvlPOnWbxuranXjhVCxHTAa6HY9hWWQwTq5KVFXdbytDJwgCdbs+hZt/IBumf0VK9HmWfvIuT4/6jO3vtmL2rov8+Pdldsdk0vm7v3m5eShvtou4IQh/y3VIJAjX3WuZMzKQ+fqirlO7VEKj+NRpHCpHIcjlSASBNu7OtHF3JklvZElyFktTsjjjbOZsSxX1LkvocFpPZkIha74+QuWmvjTpFX7XklQyuYIu4+ZyouUv5H38OepCM+8f+pT+zhkMqjaoXEbZFqtYKqFxjWuvLdYHJ3tqspj4J+kf9qyNwel8MHtCd3HB+xQCAn5VXHAP1/N82y64OPYr9zIHNAiiYzWfq10iJgr0ZooMFvv/r0nEAbg7KmgV4YEkx4RbpgnfAhHVdU2sMkc5NZr4EtHQm7/Sclnz60mIL1u6zcNRaU9qHLiczbCfS3dWq+RSe8fIex2j6FbTJvN5Mb2An/ddsXeUOCpkmKUCeVjJEq3kKQUSRAsxOgNZxqvJizLu3dzkUtod3UXInq0AyLVu1HtuEI1btEZ69TptLS4mdv9ejGlpJA8ajHH4cDyGv1au7og9FzOo5zyAed0/vk5WKBxjoTdv7XyL6JxoNp37npkNP+TjMF9+SsxgibQmb1T+hDlnxyE99BN79Br8/inA7603UYbaElpuZRSa3glyX18cW7emcOdOclaswOe651Or1cqBhFgupsjIlZ9EkbWNc2s9WN/2CMWpfTHn1UMqEYjS1kKtyqd5RGNeeqEDWvW147HaPY3tQVGWCXjrwNa8W+9dQl1CS80bGxsLQPViPcbYWGQ+PvhPm4a6rq2QIs9kZnlKNguSMrmit91vCEBHD2de9vekhavjA3lW6ODhwto6lXj+5GXOFOrpdiSGpTXDqOKoAn0erB9pu14AhLWGp//HR04+VM3xwqVoMr45OvY924XqC1YSHnT3/m4VVPAkI4gPUpj8MSQ/Px8XFxfy8vJukAnQ6/XExsYSGhp63wJljyM6nQ4/Pz/mz59/V1JJt8VigrTTtv/71IAnIDCYlKMjq8iITCoh0svx1lUkhRmQnwhIwCsKZA5MmjSJFStWcOrUqbtav+HyZaw6HXJ/f2RXkxL/NQRBYO3atbf1fblTJk+ezJIlSzh9+vR9Xe6DYNeuXbRp04acnJybymEsXLiQkSNHkpub+1DHVhZGs4UrWTqKTRYEBHxdHHB3VDwWAeClS5cyePBg8vLyytUdVRYGiwGFpGR7CowFSAQJGvm9m/T+f0WvKyL2xD+E7nkPh9f/BnVJlfjGyxv5cPeHt13Gyu4rqep++2SnOVeP8Uo+otGKpoEteCuKIikT92MtsgUZSxl6BzujDHJCon48tJ4r+O8hiiIXL14kIuLGat7yYikykfbdEawFJhyb+6PtfmO15c04UaBDClR3ugufsCcIURSJjo5m+fLlt533lVdeKbOA527IMJpYc1Ve6kyh3j7dUyHjGW9X+vu4UdXx5tej4duH80/SP3QO6czXrb6+L2N6VOiMZl5fepRdF2zJpSq+zkzpXZMaAXdfcf9AyE3A/F0dZNy8i96MhCsE4PjmLrzdH4JUVvJx+H0EpJ6Cp36AOs8TV2zg2ROXiC02opVK+F6qpWVdP5Sq8j9DZScnse7rCegLC3j+i29x9rQV0V3JKmLChrNsP5cO2OR3P+lWhZ61/O76fk40m7EUFNifWcw5OVxs1Rqpiwuha1YjuyrJej0mq8jmzDwWJWWyJ7cQtd5K25PF1Im1adTLVTKa9gqjagv/q+bCd0duZhJz1n7CYsURAJr6NWVivTF4ut0oHfUosVqt7D95nF36LWyO20yuIZdaSW1pEv8Uyf7nqPS0mq6hXfHWeD/QcWQlFRJ9KI2YQ2kUZJWc1xw0csLreRJUxxP/cC3Kqx2sybnFnErKKyWpVXA1cVKoNzOoWSi1r8pabT2TyidrT1GgN2P4t9Qn8F3/2nSv5Uec3sCvJ5L48bfzNx2nqYoLliBb94uQbUB5OBOZXIJSYZPL0qpkeKgUuKkVdA2UEDNnArU7dSOi09Psjiuwy25d6yjRmI0Yv52Cbr1N0ktVvx7+X3+N3Nf3lt9XWR0916bPOLASlf9K6njVYU6HOThcLe7MN1tYkpyF/p/pvBs9E1GEpD2uXHasR9CypYSo70/cqXD3PyQMG4bEyQnT8t85kFrMX5fPcMw8ERErhdFj8DLq6J+0gmJ1MFsaJVHbtzv9qnSlbrDrHSU7HyVW0cqm2E3MODqDlCJbh2BV96q8X/99Gvg0KPMzoiiSkpKCg1KJZfkKXJ97FpmbGxeK9MxLzGBVag7FV70cXWRSnvN1Y5C/B8Gqh1OAEF9sYODJy8ToDDhJJcz3NtJi82DIjbfF0tp+Ck3fLuU5uGndUjzHTsTRABd9JYTPXUHV8BoPZbwVVPAwuFXs/nqejDNXBfcFq9VKamoqU6dOxcXFpVRF9X1FKgepAqvFSHFxDijUj32Q0NdFRZHBgt5sISGnmBB3ddk3+iY95Cfb/u/iR6HezLlzh/j+++9vkN4pL6LViiCVgiAguQtpnv+v6HQ6zp8/z4IFC+jSpcujHs5/jgK9ifhsHRariEwiIchNjaPDo7tk/Pzzz4SFheHv78+JEycYPXo0/fr1u6uEhsVqIaM4g6ziLAKcAnC5KpPnpLg7qZcKruOqFwkar1IJDYCDKQdv+3EFElyVNyZ2RYsVU/JVQ+94m5SUJc9WSSVxVqCu740gCAiCgFPLQJAJKIOdkftq7tlwuYIKyoMoiqxdu5aTJ0/StWtXu1zgnSLVyHHtHUnWwjMU7klCVdUNZZj2tp8rslgYfuYKCXoj86qH0NHjMQsu30cEQbgrz627wWC1si0zn5Wp2ezMzueq5D0KQaCjhzP9fdxo4+aMrBxB2CHVh3Ah+wIvVH3hAY/6waOSS5EKAgqZhLfbRfBKyzDkj+m5ViYV4BbWXjKpjKDX1yO/LqGxb/4HeNV/mvCaTW/+wbvFrzYM+xNOr4Gatsr7EJWSDeEqXoqXEbwlneiETNLSdDz/TGVEUUQ0WW8ri+jm589zE78hPyPdntAACHbXMPelBuw8n8b49We5kqXj7RXHWXognvE9q1HF985lkQWZrFQRlvHyZSROTsg8PZF6eJRMT0hA7ueHIJUilwj09NLS00tLTJGen5MzWemYzbEwBV2O6PDNNfPX8mgO/Z1Il4GV8SnHea8stB7+fDB0AWExq/nq4FcU7PmHSx91InbM2zR86pXbL+ABk1yYzPpLG8hcpkab58dfVQ+R65KLh8qDWs1DaOjmSb2qre9L99/NyM8sJuZwGtEH08hOLrJPlymlhNX2ILKBDwFVXJGWcUz7aVX4act3792pmg+dqtmKTnINZk7nFnE2t4jo/GIuFxTzdX4Ob/6diUkUEQpNSMOcbD5nFhHBbEUwizhYQWYRaebvRqcqPlRSO5AYn8eIQ5mYjVbMBgNeaRdwNmaxx7U+AA1CqjFs1gJUjk4cuJzFqF9Plj1AaUu+HlSJmr/8SPHhI1zs2YufW75AYtUGaBSlkyCOShkNQt1KSZKlFxj4tFsV5vx9+Wqioz/VI5rSxK+JPaEB4CyTMtzPjbR0T7JjNLhFFOHbJJcJgY1Zf+A83Ty1DA/ypK7z3cVLjGYrp5Ly+CUvnq5aBV65Bcz4dBZ/hDQCrDhGmQCRBpWgeUhdqqvr0qxBGJ8+YR11YDMB/+bwN5zNOguAj8aHt+q8RbewbmV2ZBnj48mYORPf8ePtBQ6WN15nW2Y+c49d5J/cko6jyhoHXg7w4BlvVzTSh/vdBKmUrK8bwaBTsezPK+LZJJimrEI/LdB7PgTemKzp2msgq0UdgeOnUSnFSuzg51AtXE1oWEXHRgX/v6hIavw/Ij4+ntDQUAICAli4cGEpyZ77jkJDrsFMSnE6GrMGjcvjndSQSAQC3dVcTC+kQG8iq9CIh9O/MvOiCLlXACsonEDtwYjBg1m+fDm9evUqt/TUvxEkEhTBwYgmE4K8ooK4vMyZM4fPP/+c9u3b89lnnz3q4fxnEEWRjEIDaXl6RECtkBLkpkEhe7TBitTUVD777DNSU1Px9fWlb9++TJo06Y6WIYo2ianUolTMVlslf5GpyJ7UqOA+YLZVXOJxY6V6mDaMCFko3ZUdaNym3Q3vK/bqUEkc8HX0xao3I7kuiZbx0ymMcf+SdpSA3M/RZqRqEW0i9oBTq8erGrOC/x8IgoDH1WDe5s2b0Wq1REbe3YOlqrIbmgY+FB1KJXtVNN4j695UV/8aJqtIZY0DequVRo/5PdfjjiiKHC8oZmVqNuvScsg1l0TE6zip6e/rxlNeWlzld3Yf3cCnAZue2VQq2PUkcSmjEHeNAq3a1uE46ekaFBrMd+zT8FDRZYHlRj+BUliMyA259pfHd6ygSfwcDFcW8GP8bwzu3BjlfdJQtyOVQ63+Ja/1ebj/3JVVbpX4LGQMxhQja1Ny0Een8PThXKxFJjxeroFwm+SZg8YRB03J73Hx8AHO/r2Dzq+/Q9vK3jQN92Du7svM/PMiB2Oz6f79P7zQOJh3OkTiorr7ZxB1vXpE/LkTU3q6vShMNJu58sKLCFIpgf/7EWWlSvb5IzQOTIgI4KMwP9al57AoOAP58VzanCqGJB2rpxxFVseN3v0r46G98+NFEAT6RPahjlcdTr/QH5fCIhj9LRv/3kGHiQtQqB5uN1tWXg5b9+1mG2s5nGaTY2qp7I+jxIPmmra0af8ejX0bP1DZU12+kYtHbB0ZqZevk+KUCQRXcyeigTchNT2Q36OnWHn8LgCbts/V5g2VREKEjzMR4V5EqJVXDbsdCFEpyvQjqlJZyb6P2pIan8DxVQvJjjsJCDzVowNGrS8NQtxQOdoS3xqljDZRnvaOkiLjVQ8SvRmzVaSoRXtCn+1I0nvvoz99mj5b5zLY6kW+8sbr6PsdI6kb5Mpb7SLIKDCweP8Vluy/AsBbbStdTXiUvv+NzYsloEhJ0gejKD5yBARnVOFeqKSxfJM5k5P+VVifAeszcmnsomF4kBcd3J2R3KKLSm+ysOLULv6M248+uzEnr5goNlmQa88hrWPmhT+h55X9mDp1p2GoOwHec2kbVhWN8smVPYzNi2XakWl2E3CNXMPQGkN5vsrzN72mFmzfTvJHH2MtKEDqokU5ahTLUrJZmJRJwlWJKQnQxdOFIf4eNNU+GImp8qKVy1hZO5y3z8WzLj2Xtyp/TGKglncCgrnZqHo/PYxfpCJB474jNN1M9It9MC1YQWTEvcl7V1DBk0SF/NR1/H+Rn3ooFGWgz0/iilyOo1KLv5P/ox5RucgqNJCUW4wgCFTy1KC6Xg+5IBUKUkCQgmdlkD0AM8EKKniEWKwiiTk68optDx5uagV+WtU9yQA8LhgsBlKLUik02ipy5FI5vhrfiu6M+4w+/TKxl2IILT6FQ9v3b3g/f0c8+duu4NwhGOd2QYDN0Dt3w2WK9iYj99MgmqyYs/T4jWtir0zNXX+JoqPpKIOdUQQ72Yy9AysMvSt4vBBFkd9++43jx4+jUCgYMmQIPj5352thNZhJ++4olhwDmgY+uPa+vaSVKIqkG814K//7BRLJycl2f7RbcSfyUykGI7+m2uSlYnQG+3QfhZy+Pq709XEjUnP/ng+SC5OZe2ouoxuOfqw9NkwWK3P+vsz0HTH0qOnH1H61HvWQyk/ycZjT6vbzvfKXrYMCyEyNJ37x6xzMc2Gy+TkivR35uk8tal2V1HkgxO6GZf3BVIRR4sSExrP5SR5IUJGVlft1yK0inq/VsiXxy4lRX8xPI15GX5CPR1AIvT4Yg4uXTcooKbeYSRvPsulUKgDuGgWju1SmT92A+3bPZ7h4kbjnBiJIJFT6a5fdf8Ock4NUq70heHgsX8eSmFR021OoflWSSq8Q0LXwpHenMKo6310iQleYy85RLxK+MwaApEA1EdNnEVy10T1s3e0xWU3sS97HxrNb8F3XEplVxpK649Ep82jo05AuPj1oE9IaN5cHV1hjKDZz+VgGMYfTSDyXjT3qI0BAlCsRDbwJq+2Jg+bOrhmiKJJsMBGj0xNTZCBGpyf6aiLjeo+hf+MmlxKhtiUsIjTKq38d8FfKbxnE/zcmvZ4D637h8Po1WMxmpDIZ9Xs8Q6Ne/ZCXM4YjiqJdEstBLkU0Gon/ehqJbv6kN25jN1+3y2zpzXSv5UvbyrZj6GRiLj1n7rEvz8/FgbfbR9C7bgAyqQRRFJl1YhY/nZjDBxvl1D1ZhESjwWf8eFw6toaF3SD5GAZtKONaL2RJroDp6g9USa3k1UBP+ni7oZJKSCvM48+LF0hIc+ZgbDYnEvKQB09BosxEl/ASlsIquKrl1Ayx4qE8xpCJy5GYTISs+gVVjZvLEWUmprN7+e889d6QB9oZdC9k67OZfXw2q6JX2U3A+0T2YXit4birypYLFE0m0r/9juyrfpRpPr4sGj6SP32C0V/1xnGVSRno585L/h4EOjwGMZ2YbWAshGpPYxVFvricwsx4m2Tgc75ufBUZiPwW5+a/d21G+t576BUiEwb48OXT02kSVPNhjb6CCh4I5ZWfqkhqXEdFUuM+YjEhmvUgVyNInpygkyiKXMnSka83oZRJqeTliFQigFEHmdGACNrgG2RV7hZLYSESlcomP1VBBY8Qg8nClWwdepMFQRDwc3HATfN4+GfcK9n6bFKLUhFF0VZNrfLAQ+VRLuPICu4MffI5Yq/EE6ox4FCzbInDa4kNVS1PRIMFw6VcRNONWsuew2uhDLZdp61GC4JMctsq1QoqeNSYzWaWLFlCXFwczs7ODB069JY34rfCcDmXjJ9OgQjug6qhqnzjvce189r/N3Jzc5k5cyZm880DaDKZjBEjRtzUwwqg2GJlS2Yev6Rm81d2wbXCYRwkAl09tfTzcaWFqxPS+/wdW6wW+qzvw8Xci/SP6s+njT+9r8u/X5xOymPUryc5m2Kr7G4V6clPL9Z/5N2b5eYukhrX2HQykTG/nSOryIinkMe3YYeoP3ACDuoH1JmSG28zhb20AxH4X5W3Gef1DO1TTYT4OPNxywjUdyjxlRx9jt++mYQuLxeVkzM93/2YgKrV7e/vjslg3O9nuJRhkyCqE6Tl857V75s3ilWvxxBzEVWNknVeefElzJmZ+E6aiLpOnRs+k2sys+JQApnrE3DNsR3fya5SrrRy5+nafnT30qK8iwDsnmXTUE6Zi0YvUqyA/JEDaT3k/h53VquVQ6dPsfvcAdazlGx9NgA9z4zA2eKGa2c9PZt2wEdzd8nu8mA2WrhyOovoQ2lcOZWF5TovC68QZyIbeFOpvhcal9snUs1WkTi9wd55YUtc6LmoM1BkufG+7Rr+SvkNiYsItQMeinvrRBFFkZiDe9m1aC4FWTY/n5Da9Wjz0iu4+d3/Asqi/QcwJsSj7dPnhuvsNW8NqUQoZSIf5qHh3Y6RdK7mzZi9n7Lh8gYUFoFxB4Po9MlsFIGBthkL02FuO9txH9CQlAG/Mi+tiJ+TM8m/+pupRHDJTMGon4hgkFN06QP7elz9t+OmLaRDQG96V21GuKejPSGZPHo0eb/9jsvTT+P35RdlbptRb2DmkBcRLUU0fPoNWgx4vKScDRYDS87aTMALTbaCtNaBrXmn3juEudzca8yUlkbSu+/ZumKAnR268sVTz2KR2va96o4qhgR48LSXK6rHQTLRbIQd42HfTFA4wmu7wc22fYuSMvkoOhEr0MbNiZ+qheB4i67BfXt38NGhT8nSFoIoZUbrubQJqf+QNqSCCu4/FUmNm1CR1KjgdpgtVmLSCzFZrLipFQS4OkDGBZtWvIMLuIbCfXi4Fc1m9Bcu2OSnwsORKB6DKoEK/l+SX2wiIeeqf4ZUQrCbGs0TYhZXHoqMRcTlx6GRa/DV+KKUPb4VsU80oog+4SSxSamEBgfh4FfF/pbJakIuKakEvJbYsCMRbEbe13ViSO+wcrCCCh4XiouLmTdvHpmZmfj6+jJ48GAUd3mNz91wmcJ/kpA4yvF+p94Nx8Xb5+LxUsh4P9TnrgJ9TzK5ubnodLqbvq9Wq8tMaIiiyKG8In5JzeG39BwKrgvONXLR0M/HjR5eWpzvt+TQvziYcpCvDn3FD+1+eKBBzrtBb7Lw3fYYftp9GYtVRKuW81n3qjxdx//JSqLdaVJj70xbV3bNfuBbi+wiI+PXn6HDmdF0lx5gv0MLGn+44cGNVxThxArY+hEU57DGuReTQt4gyVVBPWc1i2qE3XFgOD8zg9++mUh67CUkUintXh5OzXad7e8bzVYW7o1l+vYYiowWBAGebRjEBx2jcNXc32cTc3Y2l9p3wKrXU2nHdrsps9VgQFCULqSxmC38viWWhD8SkBpFROBouJJjdR15JsSTF/3c79jEN+nicc68OYzAWFuQ9I/RrRj2/DTU8nuTo0otSmXD5Q38c/gIDQ70RS8t4uf6Y9CqXega2pVOfl2p6VftgVXDWy1WEi/kEHMwjUvHMzDpSyTzXH3URDb0plJ9b7ReZW+nzmLlku5fklFFBmKLDfbugX8jEyBUdX3SQkklte2v5gGdO/VFhcx7cyj6okKcPb1o/dIwKtVv/EDOSZbcXC736Ik5IwOnLp3x/fxzpFe9nP5tFj7tjwvM2HkRlVxKsclClDGLleP6oHGU8+6f77IrcReOcg3zOy2ginvJvTEZF2BeR9DnkuLfkdHOjTlR9Be5kmcweFUH1dVj3WpAVXCQNuYGdA72p1GYG0FuN/H/BHTHjnHl2ecQlEoi/tqF9CaJ/V8mfE/iueO4BXbmxS/7PBad+WWZgFdxq8L79d+noe+tvcp0x44R//oIxJxsdCo1k194ld11GiKIVhoJZj6qU5WGLprH5xqWdQl+HQIpx22vG74KHT4HeUkc8o/MPF49c4Viq5XqjiqW1AzD5xbduFsv7uP9f14DwUqTMw682u876tVv9oA3pIIKHgwVSY2bUJHUeDRYResTVRVdqDdzOdN2wxukMqA1JINEZpOdkt6fQJtVV4wxMQFBKkURFvb4XGAr+H+DKIqkFxhIy7eZO6sVMoLd1Y+t2Wd5MVlM6C36UtJSOpMOlUxVcZw9YPTFOpv8VFglHNQlesRTDk1hc+xmhtcaTr8omzFq4if/2LwwJAL+E5pWGHpX8J8iOzubuXPnotfrGThwIOHh4Xe1HNFkJe37Y5jTdahqeOD2XGX7eex4vo7OR6KRAJvqRVL7LuVZnnQsosj+3ELSjWa8FDIaax3L7KxI0Bv5NTWbX1KziS0u8VkIcJDT19uNfj5uhKofbtL7cbw/jk4r4NXFR4jNtFXvd6/py7ie1fBwfAILAu40qTGnNSQfg36LoerVbsPU0xQuGwT5iZzpsIxGzdo+uPFeozCdc/P+x5/nGuPolscXXaLINVuoI8iYLXUhpEXgHS3OZNCzZfZ0ovftBqB2p+60HfQKwnVB9rR8PV9sOsdvx5MB0KrlvN8ximcbBtm61u8TlsJCio8cwbFVye+SMuYzis+cxvuDD9A0aVJq/qI8Azt/jSH+kE2KRacQ2FFTxYkwJW3cnRnk70E7d+dyd1OZjHq2jX+F+Ogj/NBNIMQllK9bfY0/IegLTZgsJv648gepRan4aHzoGNwRuVSOg6McJ7eS+EBuQT6bduzmSPZhtklXIyIiiAIDjn+C1MtE/WcCaRnZtFRBx/1EFEVSL+cTcyiNi0fSKC4o8axwdFMSUd+byIbeuPuX+ARc87u4qDNcTVzYEhmJeiM3CwipJJLrfC5u73dxvzEZDcjkJQmvUzv/ID8znYZP9UGufHDxGtFqJXv+fNK/mw5mM3J/f/ynfsO0FCs//ZXCwKZaagRLyCky4KpRcuqKlaV7cnit4Bg9dv+Kx4vP4/3BBxSbinlx0yuczz2Om4MbizovQmpxZ/7xdRxKPUJ4QihTdJ+jFMzMl1Xn28B8TPk18DO+gmekK7EuUuItto4lAejq6cLwQC/q38I7SxRFYp9+BsP583h9OBr3QYPKnE+Xr2Pp2EMYiy10GFKVyIaPNrl+OPUw3xz+hjNZZ4Dbm4Bfz6kCHSuOn6XHyNfJcHVj7LCR6P38Cbl8lqpJsXz06jDc3cuWq3oQ5MXloc/S3/R9h+x/cDn0lk1ySuUKT82Cyl3LnPd4vo7nT14m02TGXylnSc0wqjiqbrrsbZcOsnzuCN5bV0CWkwSH6T/QsEnre92kCip46DxxSY0vv/ySjz/+mLfffpvvvvuuzHl27dpFmzZtbph+7tw5KleuXK71VCQ1HiKmYkxFGcRbdJiAKLeoJyqgmJqnJ71AjxQrEUISCrdAUGnv6zpEUUQ0m5FUGIRX8JCxWK0kZBeTf9W4z12jxFfrcEeato8boiiSpc8iQ2drSa+krYT8PiUhKygfN7uODt4ymMNph5nYbCJPVXqqpFNDKoBFLOWxUUEF/xUSEhIwm82Ehobe03KMiQWkzzoBVhG3AVGoa3vZ39uUkcslnYE3g73vdbhPHHtXLWW/0oXFHqGkGEoCer5KOS9kxtLYkEetpwewIcMmL7Unt9A+j1oqobunC/193GiidXwsrn3H0o+x7NwyJjWfhEL66Lp3c3VG2k/7G6kEJvaqQYeqT/C+dadJjePLIOUkNB4OrsG2906shLWvYAlsgvTlLfaP5H3bGIVoQNV3DgQ2sE00G23d3Pfh3qMgW8+ST/cQEOFExOBqDD8Ry/QdubgZRXL7hVO9bvm8Yq4hiiIH1v7CnpWLqd2pO+2GvFbmfAcuZzH29zOcTy0AoLq/M+N7VqdesOs9b1OZ4zIaiWnZCktuLsGLf0bdwPZdilZrqaRLckwOfy2PJjvZlmxLdJOyuZ6GVDcZ/ko5L/i585yvO17l9BQ6lHKQD//5iHRdOv75HvQ8/RGicPMuGIlgZcCExpw1nOD3S7+TdKCIJpeeIVOdyK+1vqaedz16hvekXUB7XFR3JzlYHrKSCok+ZDP8LrguaOrgKKdSXS8iGnhh9VdzUW94JH4X9wtRFIne/w+7Fs+j3eDXqNSg8UMfA0DxiRMkvfc+psREkEo44e3KGR8t6zpdKTWfplhk/EIHgnJt+6emRQsCZ89iR3QmQ5fsQRs+B4ssGcHiSsHlV1GHfo9EVkRR3HC6G5OYIZ8JwB+RAwjuMJYoT9vxLYoie3MLmZ2QwfasEoP3Bs4ahgd50snDpcyEXs6KlaSOG4ciOJiwzZtKHUvXc3hTHAd+v4yLl4rnxjZC8ggKjOLy4ph2ZBp/JvwJlM8EHMBkFdmUmMa8zAIO5tm+9/DEK2jDQ3kxNICAhEts27QRX19fXn311YeyLWBLaOTOPnHLRKtFFNHK38Ml3AuemQMut5ZPu1Js4PmTl4nRGXCSSlhQI5Tmrjf3hTx96iipr76Ef7aZbEeBzEkf81Sn5+96myqo4FHwRCU1Dh06RL9+/XB2dqZNmza3TWpcuHCh1EZ5enoiLacnQUVS4yGiz0fMvsR5hQIrEK4Nv+WF6XFDtFi4lJqFTlSgllgI93V7opIyFVRwM/QmC1eydBjMNv8Mf60Kt/ssMfCw0Zl0JBclYzDbzCVVchX+Gv8KqamHzM2uozqTjuicaIKcg5DtKSxlFl6WeXgFFfwXMZvNyGR3J+2Xv/0K+dvjERxk+LxTF2k59ND/60z7fQNTHK8GAq6/P7v6aFPdrOOygxO66+Slmmsd6efrRjcPlwcmkXI3FJuL6by6M9n6bIbXGs7rtV9/qOs/Gp9DncAS8+YTCbmEempwdnhCCwNid0NIc0g5cdeeGnbyEiFuDyg0UKU7AJlJcbj/VAsB+N3/Xdq++AmOShmcXg1rXoVqvaD33JJlZF0CJ19Q3Fk3VWGOAUdX27GebjCx8afdBOUpmVjLgdGNKtHZ8869LxLOnsIvsgrSW5yLzBYrS/ZfYeq2aAr0tkB4n3oBjO5cGU+n+3/uMefkULB9eynvgqx58ynYvh2P4a/h2LIlABaLlVN/JnJwQywmvQUROBXhwNbqDugVEmQCdPXUMsjPgyba28vM5OpzGbPnU+rNjKbI+8PbjvNo5EYOuv8BgNKkps/593CpCt17NyXQJeDevoRbkJ9ZbE9kXEvqAEiVElSVteRFORLtKSPGYCiX30WkxoFK6vvrd3E/yUpMYOeC2cSfPglAUPWa9B1TtjfEw8BSUEDq2HHkb9pkn/ZrM4FfWtquIZGJIh/9YkFjAIsAuS/1I7blIA7E5bDj0nGKizwQpMWog39EoszEkNIHb/dCfFzkPF2pN10r10B75HvY8TkIEui/BCp3u2EcF4r0/C8hnV9TczBevc6FqhS8GuhFPx+3Up471qIiYlq2wlpURND8eWiaNi1z24x6Mz9/soei7JPUbBNKmxe738+v7pZk67P58cSPrLqwCrNoLpcJOECG0cSS5Cz2/L2PN36cxsy+L3KgTgN6eGp5OcCTes42aa6FCxcSFxdHhw4daNbs4UkwpR1Jw7Qq+rbzyatdwHvgYCin/2yOyczgU7HszytCLghMqxxIX5+b+7yeP3+ahJefJSDLTK4Gksa/T5/uL5d7Oyqo4FHzxCQ1CgsLqVu3LrNmzWLixInUrl37tkmNnJycW5r+3YqKpMatad269S1/gzvCaoHUkxQJAgqPSOT3qFf6oAgJCWHkyJGMHDmy9Bu58RiL8ogR/bEgwcvJAR+Xe98vRFHEWlSERPPoNB3vx7FUwY3Hy033pYeEIAisXbuWXr163XSevGIjCdnFWEURuVRCsLsa9WP0IHOnmK1m0nRp5OpzAZBKpHirvdEqtRVJyIdNXhJ6g4HY9EJCK0WWeR29WQKjIrFRwX+d9PR0VqxYQZcuXYiIiLjjz4sWK+mzT2BKLMQQ5oz3kGo43mWC5L+ARRSpv+8sKXrjbX3OQlUK+vm40cfHjUCHxzeBvz9lP0vPLWVKyymoZDeXlrifZBUa+HzDWX47nsx3/WvTq879N9t96GwaBQf/B50nQ+XuMLMeXC14KBOZEkYcAW35JZ0KcrO4vGAYLjmn6WL8AjetG188U4NWKQvgz0lQ+3no9UPJB76OgKJ0eHU3+Na0Tcu5AvnJ4BkF6psHpuwUZVE4tzuv+77EH56NEUSRSSFuDAkLLve4/43FbGbDd5Op0bYTYXUb3PB+ZqGBKVvO88vhRACclDLe6RDJi02CkT3Aim5RFLncvQfGS5fwmfA5rn37lnq/KM/Anl8vEnMoDQBBLeVEfWd+88F+PohUO/Civzv9fNxu6Y9jtVr5/ctxJCW0vu24ElzOs6fOcjqHdKZHeA9qeNR4YPeaunwjF4+kcf5gGhmxJRX6VgkkBzhwKEDGeV85ZtmN6y/L7yJC40Al1YPzu7gfGIt17Fu9gqObfsNqsSCTK2jYqy/1ez6DXPFoE/miKHJ20fcYp84mTQvBGbCyuYBVItD/bysSoMABvugv5YysE6Ysm0ydIMtFFTgPa2YvDMXuSNVxiIV16FM3gLfaR+CvVV1bAWwYCUcWgkwFgzZCQL0yx5JuMDE/KZOFSZnkmm3+KW5yKYP8PRjs74GnwpaMTv18AjnLluHUoQMB38+46bZtmLGUC3uWI5G58Ma8+SgcHux3bbAYWHpuKT+d/KnEBDzgqgm49uYm4MfydcxLzOD3tBy6/bmF4auXILdYyI2MIvSXX/C57vqen5/PtGnTABg5cuRDjXeUO6nRNxLvenfWCam3WBl5Pp516bkAfBjqw9vB3jc9Dx09e5C01wYRki6SrxIo+HIi7Ts/c0frrKCCR0V5kxqP/GnojTfeoFu3brRv356JEyeW6zN16tRBr9dTtWpVPv300zIlqa5hMBgwGEpuZPPz82867/1EtIoYYvOwFhiROClQhrogPGDzpdTUVCZNmsTGjRtJSkrCy8uL2rVrM3LkSNq1a/dA110mEinIVGjMxbaHicc0qXHo0CE0mhJdSkEQWLtyKb2aV0EhgL+TjPh8K+kFehyVMhwdynfYtG7dmr/++gsAhUJBcHAwgwYN4v3XXsOSnIxEo0EREnLHN8ODBg0iNzeXdevW3Xa9ZREcHEx0dDQpKSm4uNx5hdfDIiEhgXHjxrF582a72WqvXr347LPPHqom5v1k3LhxjB8/HrDtZz4+PrRp04bJkycTGFj+h+lx48axbt06jh8/Xmp6SkoKrq5lywOIokhavp70Atv5UKOUEeT2ZPtnWEUrl3IvYbbaqgi1Dlq81d7IJI/80vb/k+IcMBpBvPk+JVrLlpq69lq0PvLm0QoqeCAcPnyY7OxsVq1axZAhQ/DxuTPtakEqwa1fFKnTj6K8nM+UVSd59enq+D/GQfoHyf7cQpvk1G3uoSZV8mNIgOcTkeRu7NuYxr6lJVZEUXwgYxdFkd9PJDN+/Vmyi4xIBEjMubnp+hOFezgg2LTKtYG2hIUu6+bzq93vKKEB4KR1p9Y7a9h3IQmP3y6QkF3MS/MPMDM4i5aD/8bZWVsys7EIxKvGzW7XSdGdWgU7J0DN/jb5kWscWQgugRDczG4YazJYyEiW4jd8O/P//JKPUtaz2LcH4y9nk5gRy6cNWt6VCfXxrRu5eGg/Fw8foMWzL9GgZ+9S+5uHo5IpfWoxoGEQY387w6mkPD7fcJaVhxIY/1Q1Goc9mPtxQRAIWjCfvLXrcOlWUrFesHMn2YsX4/bSS3R8uTXVmvvx14poclKKqPl3Ds2DHTnf3I3loo7oogLGnM/gi/NG2rvJ6eSmxFdhodhUTJG5CJ1JR5HJ9vdsWAHVE24/LpcIKTv77nwg0qY5JjPnsgo5fzSDvBNZyON1CFdviawCxHnJOB2k5HyAHIPC9lurJBKqPkK/i/vJ5aOH2DbnewpzsgEIr9+YNi8NxcXr0fo8XEMQBE7VacCCwXPI0UDXwyL9d1ttXipAnCeMfUFKsVJAVpBCw0ruNAp1p2GoG1X8nsbFQc25lHym/nGB7efSWXk4gVMpqawZ3tKmZCEI0HUq5CXBxW2wvD8M3Q6uITeMxUsp58MwX94M9mJ5SjZzEjKI1xuZFpfGD/Hp9PNx49VATwKfHUDOsmUU7NyJKS0NuXfZAfS2g5/m4qHt+EY2wmK0wgOq7bWKVjbHbmb60emlTMDfq/8ejXwblfkZo9XKhow85iZmcDRfh7pYx0dL5tD66AEANB07EvnFJKT/uheSSCS0atXqP1fA6SCVMKtqMAEOCmbGpzM5NpUEvZHJkYHIy4g11q3akDPzl3Fp6EuEpxqRfPgJG1RKure6sROoggqeVB5p5GfFihUcPXqUQ4cOlWt+X19f5syZQ7169TAYDCxevJh27dqxa9cuWl5tS/03X375pT2I+LAoPp1J7vpLWPJKTAilLgq0PcJRVfd4IOuMi4ujWbNmaLVapkyZQs2aNTGZTGzdupU33niD8+fPP5D13haFBouhEEFfgET1YLRY7xaj0YhCocDT0/PGN4sygCqg8UTr7EyhWUe2zkhCjo4IL8dyVycNGzaMzz//HL1ez4YNG3jrrbcQDAZG9u+PRK2+owdVi8VSrvnXrFmD0Wjb9xISEmjYsCHbt2+nWrVqAEilUhQKxR0HVB4mly9fpkmTJkRGRrJ8+XJCQ0M5c+YMH3zwAZs3b2b//v24uZWjqu0uMZlMyB+Qz0m1atXYvn07VquVS5cu8cYbb9CvXz/27dt3z8u+2W9qtlhJyCmm4Kp/hoejEh+XJ9s/A0AiSNAqtRSYCvDT+KF+TBOn/y+wmMF6VdP+Xw/7v138jYziDNoGtiWsw80rsCo6NCr4L9OxY0fS09OJi4tj2bJlDBs2DCenm+shl4XcS01ha3+cdiTy4mkdHh3M8P80qZFuvLk2/PW4KeRPREKjLNbGrGVn/E6mtp56Xz02UvKK+XTtaXactxkvV/ZxYkqfmtQM0N63dTx0LGaQXn2sbfgKBDUG31q219rAO05alJcmUf5sHenNlC0X0B9YQPe0n0hY8BvCB0exH90KDYy6DLpsUF53zEvltuSFZ1TJNEMBrH/b9v9RsSB3ID+zmL1TZuMmXMJ92IsoO03kq/hDNNtwgJDUarzawImkrSuZ3rwDDk539pxZu1NXspMSOLljC7uXLSQz4QodX3kTmaL0/lY3yJV1bzRj5aEEpmw9z4W0AgbM2U/PWn583LXKPXeyW0UrOpMOnflqosGsQ2fVoesahS7tL3vyIWzOMtyPX+GYNo8D0q226Y2KcY0OI+BCHfKvFOJzJZ/Ovns4ELARo6wYgP2JAqcNrpikBvRym3yTW5EfnS4MwSpRcb7SJqrT47bjtHgX3FNCQxRFkg0mYnR6u9/FpXwdpugCgmKLiUg2IbPCtW8/0U3KmWAlyaEO+HtoqKF24JnHwO/iQSBIJBTmZKP18aXNoFcIq3Nj59CjILe4iHVn93EhVcf+S/lkutu+79XNBZ7Za0VuAYsERr0stSfZX6s5hLdb3ugBUsXXmbkvNeDIlRy+3HqQAu0sRv+9kamtp2K2CBgtIs59F8CCrpB6Epb0gZf/uGknl0YqZWiAJ4P8PNiUmces+HSOF+hYnJzF4uQsOnk483S3nkRu/J3cX1bh+eaIMpejdlIzYt5cZIoH18VzOPUwUw9P5XTWaQC81d68Xfftm5qApxlM/JycyeLkLPv1PiI5ga/mTcc1OQlkMrxHjcL1hefLvMY7OjresvD5gSGKkHnpga5CIgh8Gu6Hv4OCT6ITWZqSTbLBxE/VQnAsoxOrWqXaaJet58jzTxHtZ2DRpTFEK7N4t/GLD3ScFVTwsHhkKfyEhATefvttlixZUm6pp6ioKIYNG0bdunVp0qQJs2bNolu3bnzzzTc3/cxHH31EXl6e/V9CQjnKMO6B4tOZZC05VyqhAWDJM5K15BzFpzMfyHpff/11BEHg4MGD9OnTh8jISKpVq8a7777L/v37ARgyZAjdu5fWSTSbzfj4+DB//vxS00aMGIFWq8Xd3Z1PP/2U61XKjEYjo0aNwt/fH41GQ6NGjdi1a5f9/YULF6LVatmwYQNVm7RHGdqYU5cu8OvmX2nQoAEajQatVkuzZs24cqXEZGv9+vXUq1cPBwcHwsLCGD9+PGZzyUNrbm4ur7zyCt7e3jg4OFC9enU2bNgA2CrXa9euXWrbvvvuO0JCQuyvBw0aRK9evfjyyy/x8/MjMjISsEkGXS8fBPD0kJEI/nUJqdWcuLg4gjwciT59ApPFSmJOMaIo8v333xMcHMytFNzUajU+Pj6EhIQwYsQI2rVrx+9//IFDZCQzFi+mRo0aaDQaAgMDef311yksLDGxLPU9Vq2KUqlk8ODBLFq0iN9++w1BEBAEodR3D+Dm5oaPjw8+Pj72hI27u3upabt27UIQBHJzc29YV1RUFGq1mj59+lBUVMSiRYsICQnB1dWVN998E4vFUu594W554403UCgU/PHHH7Rq1YqgoCC6dOnC9u3bSUpK4pNPPgFsx3fjxjfeNNasWZOxY8faXy9YsIAqVarg4OBA5cqVmTVrlv29uLg4BEHgl19+oXXr1jg4OLBkyRKysrJ49tlnCQgIQK1WU6NGDZYvX37P2yaTyfDx8cHPz48WLVowbNgw9u/fX6qLbPTo0URGRqJWqwkLC2PMmDGYTLaA8cKFCxk/fjwnTpyw7wMLFy4EbFVE1zp4rm3X8l9+pVnL1lQN9KRvx+akxpzET6uyPwT99NNPBAYGolarefrpp5k2bdpjW9FisVpILUql2Fxsn+ap9iTcJbwiofGoufabSOQ2PeDrWBOzhulHp3Mq89QjGFgFFTweyGQy+vfvj7u7O/n5+SxbtsxegHAnVG4XgjTUGQeLSN6qmP+33U1e5ZRNLO98jxuZxZl8efBLdiXu4rdLv9235W44mUyHaX+z43w6CqmE9zpE8vuI5k9uQsNqhV2T4eenwHI1sS4IJQmNh4BaIWNcz2q81LMjCYIfZ/z74qQp457k34HJZm/DO6eh+bsl0wyFUKUHBDa2z+/k7kCk5gANVUswn94MgBBQn2ayhngYRb4+fZyNiggGRGeScwsj6LKQyuS0H/YGbYe8hiCRcG73n6wc/yGF2Td2tkglAs81CmLnu614tpEPgqyQ9WdP0/b7ZYzdupG/Ev5h25Vt/HbxN5adW8bcU3OZcXQGkw9OZsyeMby36z1e2/4aL21+ib7r+9J1TVdar2xNw6UNqfVzLZosb0K7Ve3oua4nAzYMYMjWIYzYOYJRf49i/L7xfH34a8Y0TWR1U4GZwdFsuLyBPxP+JPHMPmr9sZgT2s+55HYMCRKqpbRgwPFPiMxogFxQ0DFmGAOPjSUspx0mRQRWVQ20nlVxMXii1XtT3a1Gub6vnfE7eeWPV1hxfgVpRWk3nc9sFbmo07M5I5cZV9IYcfYKnQ5foNLuU9Tbd5Znj11iwe5YctdeodmiJDrtzqdKoi2hoXOVU9DMHc0bUfQcVY/5g+tzuGNtfqsbwTeVA3k10Iu27s4EOiie6ISGQVdEwtmS+8LQ2vXoPnI0L339wyNNaKQV5rHjfDJfbz1P3x/30mTmF0w9/Q7r4hZxJbukm633P7aEhkkKUiv03lNyLfZ20ZS1aDv1gl35sKc7GYZ4dibsZPy+8SzeF0eLr/7kx/3pFPddDs4BkBUDK5+/tXweIJMI9PTSsrleBOvqVKKTh02mZWtmPq91f5bXR01g7ZkYzLe453hQCY24vDje3vk2g7cO5nTWadQyNW/VeYv1T6+nR3iPUgkNURQ5klfE8DNx1N93lqlxaaQbzXgrZHymEZjz9We4Jich8/EhePHPuL34wiMvWhDNVnI3XSZt5jGsZ7bC93Xhry8fyroH+3uwsEYoKomEP7ML6HXsIqkGU5nz+vsF0fCXLaxoGwJSE/PPf803+35+KOOsoIIHzSO70z9y5Ajp6enUq1eiFWixWPj777+ZOXMmBoOhXObfjRs3ZsmSJTd9X6lUolTevS6gKIqIppubbZWa1yqS8/utM7M5v19CUUlbLikqQS4p14k6OzubLVu2MGnSpFIySte4FqAcOnQoLVu2JCUlBV9fXwA2bdpEYWEh/fr1s8+/aNEiXn75ZQ4cOMDhw4d55ZVXCA4OZtiwYQAMHjyYuLg4VqxYgZ+fH2vXrqVz586cOnXKrhOt0+n48ssvmfu//+FODgZXDUPa9ealIS+xYsUKjEYjBw8etG/f1q1bef7555kxYwYtWrTg0qVLvPLKKwCMHTsWq9VKly5dKCgoYMmSJYSHh3P27NlyG8RfY8eOHTg7O7Nt27YykxGH/t6GV3AkC6aNo3PvF5CqnPD09KR9+/ZsW7eCqBq1ydebyC4ysmDBAgYNGnRHF1OVSkVOTg6CTIZUJmPGjBmEhIQQGxvL66+/zqhRo0oF3O3f49y59sSEXq8nPz+fBQsWANy3jgWdTseMGTNYsWIFBQUFPPPMMzzzzDNotVo2bdrE5cuX6d27N82bN6d///5A+faFOyU7O5utW7cyadIkVKrSmtI+Pj4MHDiQlStXMmvWLAYOHMjkyZO5dOkS4eHhAJw5c4ZTp07x66+/Arag/dixY5k5cyZ16tTh2LFjDBs2DI1Gw0svvWRf9ujRo5k6dSoLFixAqVSi1+upV68eo0ePxtnZmY0bN/LCCy8QFhZGo0Zlt8jeKampqaxZswapVFpqX3ZycmLhwoX4+flx6tQpe0XvqFGj6N+/P6dPn2bLli1s374d4JYyYp988gnvfvo54eER/PTtF7wy+EUuXryITCZjz549vPbaa3z11Vf07NmT7du3M2bMmPuybfcTURTJN+aTWpSK2WpGZ9IR6hKKIAhlVvdU8AgwXU1qyByA0kGVzqGd8VJ7UdOz5sMfVwUVPEaoVCoGDhzI3LlzSUlJYfXq1fTv3/+OZGMEiYBn3yjSph/FeCWfwt2JOLV6MFXojzONtY74KuU399QQRfwcFDTWOj78wd0HPFQezGg7g38S/6FPRJ/7t1xHJYUGM3WDtHzVuyYR3nfWLfTYkZ8E+34AQz5c2ARVn7rprBarhaPpR8nQZeCp9qSuV12k5TRoLQ9VGnVEX+MQrSQlXQ6JF0+THnOIul0G3/yD1++/zr42k+BSbwv4tu+OmOqMpoZNmUCQCLi1laCLn0dj6w5U0t/Yn6+n59EYNuStwiVpvy1pEtkJi9WCzlREkdnWCaEz6W7sigjQoejfAP3aI6RejGbW+y+T1smLXK3lxnlNOiyiBcfrbvPXpNr+3SsSQYJGpkElV6GRa1DL1Pa/arntn0MTDc/I1ShTXBGSnYiI+R2Pi7up6ROKcXR7Dky1JWTUJifaXnweX97AJUJFdF4azf2f5VKIQKLeRJYoktrGTESAEz1Vb5Dx1+2rqwf/Yeb4hT1Mrr2XSdJJVHGvTTW/znhp65GHMzE6AzFFBmKLDZj+/ZwpigRkmWkVb6RaggkHfUl8QalVENHAm2qNfHD3d3zkgdoHiSiKnNv9J38tmY/ZaGTId/9Do7WpOUQ1afHQx5OnM3EwLpuDsVn8nvIlRbKTFCcMwlJkK36UKEOQuTsT6OxHh6ph/BxvS2j0321lZQsJq5tL7K8BVjeXUN3v5trv16jvU5+vW33Nu7veZd3FdbiZi8grbsvkzeeZ/4+SMQ2n0/3wIIQre2DdcHhmLtzmXkEQBBprHWmsdeSiTs//EjL4JSWb86GV+Cy0EnP+OcXwyCAG+LqhuUkM5dye4+z55Veem/ARaudbJ2duRY4+hx9P/MgvF36xm4D3jujN8NrD8VCV7igzWK38lp7LvMQMThSUFK41cNbwcoAH3Ty1yCUCqb17Y7xyBb+vpyC7idwywIULF7BYLERERNxX5QXRKmJKLsRabMYhwtUmu2vSU3wyE0uuAUOWI6rsyyANh/KFD++Zjh4urKlTiRdOXuZ0YTHdjkSztFYYlTU3+nL5eHizrs9Cuq3pgcRShNvkr/j1mXz6vFR2B08FFTwpPLKkRrt27Th1qnTV5uDBg6lcuTKjR48ud7D62LFj9gD9g0A0WUn+bO99W54130jKuPLJzPh93hShHFnzixcvIooilStXvuV8TZs2JSoqisWLFzNq1CjAVsHet29fHB1LHvoCAwP59ttvEQSBqKgoTp06xbfffsuwYcO4dOkSy5cvJzExET8/PwDef/99tmzZwoIFC/jiiy8Am3zPrFmzqFWzJqSd4XJeHgX5BfTo0cMefK5SpYp9nZMmTeLDDz+0B5nDwsKYMGECo0aNYuzYsWzfvp2DBw9y7tw5e4dFWNjNZUxuhkajYe7cuSgUZbTxW0x4ym0XUq13ID5BJcsfOnQor732Gp9N/Iosvcif+w5x/Phx1qxZU671Wq1WtmzcyNatW+0m0tebSYeGhjJhwgSGDx9eKqlh/x5rlVScqVQqDAbDfZePMplMzJ492/779OnTh8WLF5OWloajoyNVq1alTZs2/Pnnn/Tv37/c+8KdEhMTgyiKpfaP66lSpQo5OTlkZGRQvXp1atasybJly+zB+KVLl9KgQQP7fjJhwgSmTp3KM8/YTLFCQ0M5e/Ys//vf/0olNUaOHGmf5xrvv/++/f9vvvkmW7ZsYdWqVfeU1Dh16hSOjo5YrVaKi23721tvvVUqIU8pxHoAAQAASURBVPnpp5/a/x8SEsJ7773HypUrGTVqFCqVCkdHR3vHR1mIokh6vh6AF18dQdeu3QhyUxPs9jnVqlXj4sWLVK5cme+//54uXbrYtzMyMpK9e/faO6AeBwwWA6lFqRQabV1MCqkCT/WToY/+/wp7UkPJv5Maz1Z+lmcrP/vwx1RBBY8hbm5uDBgwgEWLFnHhwgX27NlDixa3DuSYrSKvno1jsL8HzV2dkLk5oO0eRs7qGPL+uIJDlBtyn7sPPjyJSAWBFzJjmeLob5N7uP6acDWY+HxmLFKh2iMa4b3zb48NURQxi2bkkvIHacwWK2dT8u2dGI3D3Fk2tBGNwtyRPmCvv4eCNhB6zbbJNt0iobH9ynYmH5xMmq6kut5b7c2HDT+kfXD7+zYcB3XJ85TVYiHvl9eoazzFbxdP0XTQl3g63brQThRF9BZ9qcSDzqyjKCQUnb83RaY8dOeW2t4rSqeogQGdpQGtzIs4mJNFhqWYAUUXQTSg2/8huoOforfoyz1+p0Yy2h7xxLHYysGMw+Tqy676tW+v1AEpDhQZpFjMCkSrgv9j76zDpCrbOHyf6dnubnbJpWvpEESQRglRBASMT1BCTFBBbMICA0EQCSVUUulupGFZtrt7p+d8f8wyy7ILLEipc1+Xl+zJ95x5T72/53l+HnZORPp64mHvZBUj7OX2qGXXCBVyu0rz7WR2KKVKBEHAbBaRlPdPncbI7uXRFOdqGDiluTUwcN/lGE4dTUba6AncQmrh0LkzdrUaEeN3BCc7E+qEv4ihHumXC8mIK6Rh5wBa9QnjBZWUHblFLEnLZbtQRKJey9mMEsbW4PxkebRA79gJP30AFwN92aP2YE+hBAq1QOXzrJZIiLBTEqkRCInToLhYgqmgIlJe5SAnvLkXES298Q27+96bDwJZCXFsX/Q1adHnAXD19ae0IN8qatwLsot1bLsUw8pLi0krySQnbtiVRwYqXwlyFzNurll0rNOV1mFutArpRJDbM0gkEs7nnqd0eWVBA7D+/4qwIelds9/yoaCHeKfNO0w/MJ082Vb6dfbn2MmmpBZoGL8dtjtPYY4wE8nZNeASBN3eqfFxhtup+KROIFNDffhy9QZWOHqQ4uDImzGpfBKfwUh/D0b7e+ClrHieGI1G/lgwG5Mhnz++WcGAV8bUeH9XqM4EvFNAJyY2n0gtl1qVlk3X6VmamsvStFxyy7PMlBKB/l6uPBPgQd38HCQSI7Lya8P7tVdBKkW4ibizc+dOMjIy6N27Ny1atLjlY7ga0Sxar03t+Vxyl11A5mzCJ+x7uLQFodkInLpNRZAJKCNcwG0xYnEz+O3uVoe5mqZOdmxsHsHw03FcLtPR90QMiyJDae9aNWghwMmLPwdtYuHkQbSJzkT/yVesNOgZOmZSNVu2YeOfwX0TNRwdHYmMjKw0zd7eHnd3d+v0119/ndTUVJYutaRGXSkn1KBBA/R6PcuWLWPNmjWsWbPmnrf/QeJKxkFNBvnGjBnDt99+y9SpU8nKymLjxo1s37690jJRUVGVttWmTRtmz56NyWTixIkTiKJoHTC+gk6nq2TerFAoaNSokeUj06suYT4yRo4cSd9efenevTvdunVj8ODBVkHq+PHjHD16lFmzZlm3YTKZ0Gq1lJWVcfLkSQICAqrs91Zp2LBh9YKGKEJBUoWRn9ql0uz+/fvz4osvsmfrRtp078u6lcto3a4jQUHBN9zf/PnzWbhwobXExLDevXnzf/8DLA/c999/n/Pnz1NUVITRaESr1VJaWmod4Laex5vQs2dP9u7dC1iMwM+dO3fTda7Fzs7OKmgAeHt7ExISUknw8vb2JivLUoO5pn3hap577rlKmVVXl9uqKdf29+HDh7No0SKmTZuGKIqsWLHCKhhlZ2eTnJzMM888Y800AstL27XZDde+9JhMJj788ENWrVpFamoqOp0OnU5XbTbUrVCnTh1+//13dDodv/32G7/88kulfg+wevVq5s2bx+XLlykpKcFoNOLkdPOoHwCT2Ux8Tim5pZY+17p5E0I97C2RfuXXW1ZWFnXr1iU6OpoBAwZUWr9Vq1YPhKhhFs3kaHLI0eRYjVI91B54qD1s2RkPIpUyNUrva1Ns2HjQCQoKon///hw/frxSxvL1WJSazcbsQvbnl3C0TX0cZVLsWnijOZeL9mIeeaui8fpfEwTZf+veGKUrZCrwo0eoxTS8HD+Vgidz4onSFd6/xt1hRFHko6MfkVKcwpzOc2rksXEurZBX15wmNquUP17uSJC7pSRS2/C74+93TxBFi5F2UBvwKg/mqtf7hqtsS9zGpF2TEKkcOZ9VlsWkXZOY03nObQsbRrORUkMpGqPG6vtwJauhWFvEBR9f9hSk8b2+GP0Pk2keYoenE1axwmpWbawQMczirYf4CkWX6VXQnt1Ol0iRmQE5iEaL10g5UlHEDgn2Dt4VwkJODHaaIuwCWmHvXhs7uR3qJiKKzEIm1GuAvcKpkuhwtRBhJ7OzZroUaQ3M2xrDkoMJJJtFsi9LeKFzOOM6hqGSVx+gp9caKczW4OHvYB00PLU9mWObE6gb5UO7xyypIHKllNgTWZhNIsX5WpzcLRHIAXVcMRnM+NZ3w7txZ+t2h01vTd6yn8hc+CXedZuQ3OsNYk9kc3pHCpePZdF2UDjdWnnT3cOZRI2OZWm5/KbLwiAB+Q1OvUEC3wwYRJF95eNRG8owmVOQGFKRGtKQGVIJ1snppumEW0oIumzLcqbyYwlr4klEK28C6roiraFH4z8dbWkJB37+iZN/bEQUzciUSqIGDqX5o/2R3SUPwyucSU9izYVdpOUouZzsTVx2KUhLcaz9p8W8RNKHWm7etAp1J8JvPM2CPWjiG1LttlyVrsiRsKpDhZBxhSt/y5Hgqqy5SDMgYgBF+iI+PfYpOzJ/4LW+/pgKo/h8+2V+LYxAKhnDbMXXsG8uuARDixtkfVWDp0LOmx1b0b/Xo/wR1YFfnxpLgtHEvMRM5idl8ZiPK88GelHHXoVMJiPyoYGc2XGArBRP9BojCnXNhgvNopkt8Vv47MRnpJWmAVDXrS6TW0yuIs4fKSzl+9QcNmUXYCy/Lfsp5Yz09+AJX3c8FDKKtm4l/vU3UNWvT9Ci7xFkMoQa9JWcnBwyMjIQBOG6AZI1oXhvKqWH0nDsHIh9C29IPYHy8moEoROy4jOI5zchCEbIuoj9oxUG7FmO3Ti45jzNRBHpDcbmTKKIo/udc2QPVitZ3yyCkWfiOVxYyrBTccytG8hjPlUreng7ujP+01/Z9MQjNL5cSP253zGvKI6XJ315x9pjw8a95IEuNJuenk5SUpL1b71ez5QpU0hNTUWtVtOgQQM2btxIr1697lobBLkEvxlta7SsLr6Q3MU3H0x2H9UAZej1y8Vcve+aEBERgSAIXLhwgf79+99w2REjRvDaa69x8OBBDh48SEhIyE0jBK/GbDYjlUo5fvx4lWyaqwe/1Wp1hTAisXSzxYsXM2HCBLZs2cKqVat466232Lp1K1FRUZjNZt59990qkfIAKpWqShmia5FIJFXKSV3xILia6w5IG0otqeuUt/maQVOFQsFTTz3FDz/8QL/+A9j862peeed90gs1+Ltev5b/8OHDefPNNy2G5EYTlJWi8PAgMTGRXr168dxzzzFz5kzc3NzYt28fzzzzTKV2VzqPN2DhwoXWqP/bTbO8dj1BEKqdZjZb3vhr2heuZsaMGZWyH6ojPDwcQRA4f/58tf354sWLuLq64uFh+Sh/4okneO211zhx4gQajYbk5GSGDh1qbSNYSlBdm11xbZuv7RuzZ89m7ty5zJs3z+p98vLLL99WDfSrUSgUhIeHAxbT8JiYGJ5//nl+/PFHAA4dOsTQoUN599136dGjB87OzqxcuZLZs2fXaPvpBVoidEauBHz5ujpa+9CV/185L1fEgqu5kUfMvaRQV0h2meVL0EHhgI+9D0rp7ZcStHEXEUW4Mlgkq/yCnlKcgqvKFXv5fyuK3IaNm9GwYUMaNGhQo9JTw33duVymo5WzPY7lJpCCIOA6KILMuccxpJdStD0J5x4hd7nVDxZtHx9OW+AlUeRQQQlZeiNeChlRLg7/6AyN6ogvimf1pdXoTDoOpx+mQ8D13921BhNf7Ijh691xmMwizmo58bmlVlHjH83Br+DPN8GjNozbZTHhvgEms4kPj3xYRdAArNNmHJyB3qxHZ9RZBYarBYrqyi9dESP05pu8E0oBd3vA4m94LA/Iq9mhqmXqKlkNxSlGzEVSQmv74OPtbllGbkfjo/74ZjjwhP3jvBaey+kyEQlyXk1cxhPZu7GL+h+K2r0QECHoqvfheQ2hIAN6vVgxPXoL/DkEshrDs3tIOX+WE5t/p0evliidPcDTF+SVn/VOKjnT+9RncMsA3v7tHIfj85iz9RKrj6fwRpcIasuVKO1k+Ne2DPaaTWa+n7QXs1nk6Q/a4uBq2Z5EKqAtMVCQVVGCRiIR6Di0NmpHBSr7iu+SkIYehDSsXqCzj2qNy7ChqBs0oMFjDUk6n8velZcoyNKwbfF5zu9LpePQOgT7O/BmLT/auTowzmjCTicCZmT6RCTmYswSR4yKYEBCmVIgzMeBFvYq/M/8hfva1QRevoRLSTHyenWIefVpjp1RYLrUAM/iIAB0gEkwovXPIbSZG906RuHq4FKzDvAvwaDV8sPkFyjNt3T82lHt6fTUMzh5eN7xfZnNZg4lXyIxU8nRhEKOxOeRJf0dped2DIVN0GYPRRCgrpcvzqohNPGNYHjfRwh0vfm4DICvgy+j5/5Jvi6fx8wiZ9OKyC/V4WqvJNLPCUlvAVelK74Ot1ZF5OkGT1OoK+S7M9/xw/nv+a1fXx5rHsAPBxL4bo+cnGZ2eBybAxsnY3DwQ163xy1tXxHgj0fbNvTbtY0Rof6cHPMcC5KyOVpUyvL0PJan59HN3YnnAz3pMqIfmQm+FGSWcWpHMi0fDb3p9o9nHufTo59aTcC97Lx4qdlL9A7rbQ1E05jMrMvKZ1FKDmdLKq7vKGd7ngnwpKeHMzKJgGgwkPnhR+SV+0WKBgOm4uIblpu6miuBnbVq1apRIKJoFtEnFKGLK8Cxa5BVYDVrjRhztWhj8rG/8CzE7UIC+Cm+RnD0hIbPQaMh4FPhxyOKIrtXXCIrvQz7+m40blfRD5LO5aF2lOHm54BUJsHRXYVzSM36XU1xlctY1bgWEy4m8XtWAS9eSCJFq+elYO8q3/tOTi70XrmNX4d3pXl0MQ8t3M4C80SenzL3jrbJho17wQMlalxrMHzF/PYKU6dOtZZNulcIglCjElAAqghXpM6KKibhVyN1VqKKcL2jKaZubm706NGDr776qkoZG7AYbF/x1XB3d6d///4sXryYgwcPMmpUVbX/irH41X9HREQglUpp2rQpJpOJrKysWxJDwHKjr9ewHvUb1uf111+nTZs2LF++nKioKJo1a0Z0dLR1sPdaGjVqREpKCpcuXao2W8PT05OMjIxKg7QnT56sactAWx7N5+SLXC6vZIZ9hTFjxhAZGcm333yN2WTkoUf6kFuqx0Elw1ldfcScs7NzpWMy63RIlEqOHTuG0Whk9uzZ1gGNn3/+uUatVSgUVdrn7+9fo3XvJLfTF7y8vPDy8rrhMu7u7nTv3p358+czceLESoJWRkYGP/30EyNGjLD+zgEBAXTs2JGffvoJjUZDt27d8Pa2REx4e3vj7+9PXFwcw4cPv6Xj27t3L/369ePJJ58ELC/KMTExfyvqozqmTZtG7dq1mThxIs2aNWP//v0EBwdbzdABEhMTK61TXR/IL8/MMJpFlDIpIe43f5GrW7cuR44cqTTt2LFjt3sof5urr18XpQvF+mKclc44KZxs5aYeZAQBvOqB2QS6ys+/N/e9yV9ZfzG782y6B3e/Tw20YePB5GpB49ixYwQGBlqfX1djL5PycZ2qvhlSRwUuA8LJ++kixbuSUdVzQxlUs6y+fxNSQaBdNWUW/k2EOYfxRdcvSC9Nv6GgcTQhj1fXnLZEIwO9GvrwTt8GeDneuYjQ+0qjIXD4G2gyHOQ3F2lOZJ2oVHKqOvJ1+by659W/1SyZRFa9B0T53yqZmug0PfEJGYwR/kRhFtBHvUZ4SP1qyzKpZepqs1IPrrvM6TMptGkWTqNWAdbpOucichLPEtYonHUtvJhyKYVfMvKZWfstSpSBTN03F+HSH5ZSXVcz/gTkJ4DzVfcXTT4oHMA9HJPRwKYvZ1Ocm03emV309zuFy7g1ENLesmx2NCTuB7+m4NcU/YUiXnB0Y2h/fz7ccYmkvDK+XX6WhzQKvOu78li5qCGRSnD0UKErM1JWpLeKGmFNPfGp5YyzZ+VgtgYdbu07Rxkeju/bb1v/DqrvTu+HTByY9RsJIT1Jiylk1ayjNO4aQMveoeQbTKh0+TiWFCOI4FmkRGVQo5WbyXZKRRTAjCPPBoYxwNsV6gVj6vkQGQuXcmnzabLc25O7xBk3sXyQUgCDTwGnnfdxynEfepkGsuH9dTJa+bSia2BXOgd2xtu+6v3+34ZcpaJOVHsSTp2g66jnCG7U5I5t22wWuZxdwuG4XA7F5bJX8xqiPIPS+Bcxay3Xh9y+FkpTLI396jOyWwtahrjhbCcHbs+/w9fB1ypaRN5BXWZ80/EopAr61uqLXfm97YXO4YxuF4pK1h2MmXDyJ8w/P81bHp/yWJ/eNAl0qfH2XYcNpWTXLop//ZVHJr5Mr+YRHC0s5evkLDZlF7Itt4htuUU0clQz4BEfzEvjOLktmYadAyqJiVeTUJjAvBPz2J5kqfphJ7PjmYbP8FT9p1DLLNdwilbPktQcfkrPJc9g+XZVSQQGebsyOsCTBg4V17ohM5PUiZPQnDgBgNuoUXhNmlijDI0rnD1rEVaurQhzBVEUETVGJHbl2xQhZ+k5RK0JVR03FJ5muLABu0Z9UPg7oAxzhr1NIOkw1OuN0GgohHUGadVhVEEQ6PVcQw6svUynYXUqZbl4N78317pKKuHr+sEEKBXMT87iw/gMUrQGPqwdYC3jdQUHBwf6/bSVX57qRJsLOjp8v4UlopqnX7m9EuI2bNwvHihR45+OIBFw6VOL3GUXrruMS5+wu1Izc/78+bRt25ZWrVoxY8YMGjVqhNFoZOvWrSxYsIALFyraNGbMGHr37o3JZKrkKXCF5ORkJk2axLPPPsuJEyf44osvrFHitWvXZvjw4YwYMYLZs2fTtGlTcnJy2LFjBw0bNrxu1kz8X3uYu3gprXt2ITw4nMKUQi5dusSIESMAmD59Or179yYwMJDHH38ciUTC6dOnOXPmDO+99x6dOnWiY8eODBo0iDlz5hAeHs7FixcRBIFHHnmEzp07k52dzccff8xjjz3Gli1b2Lx5881L9oiiZSBOFC3RXvZehISEsH37dtq1a4dSqcS1PDKgXr16REVF8eqrrzJ69GgCvVzILtaRkq9BLZehqEHZB0m5aX2tWrUwGo188cUX9OnTh/379/P111/fdH2weCz88ccfREdH4+7ujrOz8x01waopt9sXasKXX35J27Zt6dGjB++99x6hoaGcO3eOV155BX9//yrlmoYPH84777yDXq9n7tzKEQbvvPMOEyZMwMnJiZ49e6LT6Th27Bj5+flMmnT9+pHh4eGsWbOGAwcO4Orqypw5c8jIyLjjokZYWBj9+vVj+vTpbNiwgfDwcJKSkli5ciUtW7Zk48aNrFu3rtI6V8zlT548iZ+/PyVmOSXlCT52Cim1vOxJ0d5cjB0/fjwdO3Zkzpw59OnThx07drB58+Z7LiCYRTN52jwKdAWEOYchESQIgkCQU9A9bYeNv4lEWqmuvSiKFOgKEBEJdbp5pJcNG/9Vjh07xoYNG3BycmLs2LE4OloG6C+Vaqltf+PBaLuGnmib5FJ2Mpv8ny/hNaEpkhoG49j4Z9HGr02lv7VGLRJBYi1FNXPDeb7fFw+Ap6OSmf0a8Ejk3fMdvGfkJ4BriOXfDp7wv8OgqFnWyZWMz5sR6hRKoFOgVVi4kgFxPbNqe5l9JdFCLq3Ze3jcxZMYV5+kAEeatB6L4jqlma5H04eDado9GJVD5f0pg5zwfb0VEpXl0/7zukEEKBXMTcxkbvDTpNgHMfvC+yiuLW0llYNHROVpTYZB46GgL0Uqk9N30uv8+ul75Obn8VNCU/pkm5Dq8vlraxIuphja50+Een1gyDJObU+iKEfLAOlZ9nQQWJDfkt/2FZChN3MsLpuEP6L5X5dw1AopQ95qhfyae5W9sxJ757uTlavy96Fxc3vqOl3iomsX4k5mc3JbMtF7EvBtKLLksykUudQnJvxxdKqKCGqlNp+Iy7/gXHAezS9rMLo6kXAml5hjmSTGNsAUVv5dIIJ3qBPhDZ1x2PQt/gNHoIzsz7mcc+xI3sGOpB3EFcZxIO0AB9IO8N7h92jo0ZCuQV3pGtiVMJdb94p8ENGUFLN/1TIad++JZ1AIAO2HjqDjk6OQyv7e96rJLHIhvYhN0SfZkLyIgjIdRYlPWeerA1yRSrOJ8NfQPSicVqFuNA/ugb1y/N/a771AEASea/xcpWkaowa1vHzQv/c8DPkpKBN3MyHzTfp/ZSKyfgMmP1yHOj43F/Xt27dH7u+PITWVok2bcRk4gJbO9rR0DiW+TMc3KdmsSs/ldLGG02hw7etMs1PnUX1+gadef7bStvK1+Xxz+htWXVyFUTQiESQMihjEC01ewEPtgSiK7M8vZlFqDpuzC62e2QEqOSP9PHjCzx03eeVhyNIDB0id8gqmvDwkDg74vj8Lp4cfvqVzmJmZSXZ2NlKptFqvWW1sAXmropG5qfB6zuJXKkgF7CLdMeemwY53IHkZGLXIn/BEXr98/+1ego5TQFmD8+yipPvo+5spKhEEpof7EaCS81ZMKsvSc0nT6fm2QQgOssr3XEcHZ4YuP8AvI3rR6kwm9ZetY0adIKb3fe46W7dh48HDJmrcYdSRHrg/WY+C9bGVMjakzkpc+oShjrw7dWxDQ0M5ceIEs2bNYvLkyaSnp+Pp6Unz5s1ZsKByVE63bt3w9fWlQYMGVoPnqxkxYgQajYZWrVohlUoZP34848aNs85fvHgx7733HpMnTyY1NRV3d3fatGlzw0FsO6Wc+Jg4Vv78O4X5hfj6+vLiiy/y7LOWh2SPHj3YsGEDM2bM4OOPP0Yul1O3bl3GjKkwqFqzZg1Tpkxh2LBhlJaWEh4ezocffghYBIf58+fz/vvvM3PmTAYNGsSUKVP49ttvb3ziSrNBNFsG4lyCQRCYPXs2kyZN4rvvvsPf35+EhATr4s888wwHDhxg9OjReDupKNWZKNMbSc4rI8zTvtrBYLNGg6BQIFxV7qhJkybMmTOHjz76iNdff52OHTvywQcfWEWeGzF27Fh27dpFixYtKCkpYefOnXTu3Pmm690Nbqcv1ISIiAiOHTvGO++8w5AhQ8jNzcXHx4f+/fvz9ttv4+ZWuT7k448/zvjx45FKpVVKVo0ZMwY7Ozs++eQTpk6dir29PQ0bNqxk1F4d06ZNIz4+nh49emBnZ8e4cePo378/hYV3vkb35MmTadeuHYcPH6Zfv35MnDiRF198EZ1Ox6OPPsq0adN45513rMsPGjSItWvX0qVLFwoKCpgx+yv6DX4CsAxkyGpQzgSgXbt2fP3117z77ru89dZb9OjRg4kTJ/Lll/eupmaZoYy00jR0Rh0ABdoC3NRV63/a+OchCAK/9f+NXE0uLkqX+90cGzYeWOrXr8/BgwfJzc1lxYoVjBw5kuNlegb+dZkhPm7Mrht4w9rMLn1roYsrxJijoWhLAi59a113WRv/DrRGLRN2TEApVTK782wUUgX25QPEg1sE8Gav+uXRyP9gzGbYMQMOfAEjfqvIDqihoAHgaVezUOppbabR0qfl7bTylgir2wTjq/vJy8+zChp6nZbTfy6hWa8xSKQ3FjmuFzENWAUNAMwiU0N8CFApmHopmV88upDZtTULvRtjDfcqTAHnimwPURQpLdCj1xpx87UHpaWU7JGNpZiEx3EP2EZuSiyr58ymcfcnSDjjiaenM9TtZvE4Aeq19cWgMWB3cjzKCym8POkCvaMieXf9OexjNxG+by7vH2tL275jeCTS59ZP4N9AGR6O3weWCORQIPFsLnt+Ok9RPsQdh4wmr1BmX/W7WKd04WyDsQQnbka2JZtFiWkYtBXZ0q6+9tRu6U1ESy+cPe3ImjOX3G0bSNi2Acfu3ag9YQINm73ES81eIr4wnp3JO9mRtINT2ac4k3OGMzln+OzEZ4Q4hVgEjqCuNPRo+I/zjxPNZs7s3Mq+FUvQFBeRm5LI4OkfWMoZq24vU0xvNLMx+jibLu8iP8+P6AQPinVGBHkuDuEnENVS1AoTzYO8aRXqRoTfDNqEBOKi/ueXPN2etJ33Dr3H192+po5bHZApkA/7Ef13PfDKvcBixcc8fv5tHrmQyYAm/rzcrfYNSwwKUikuQ4aQPWcO+StW4DKwwlMx1E7Jh7UDeCXEhyVpOXyfkkMusL11Q/bptESfiuV/dQNxk4ksv7Cc705/R7GhGICOAR2Z1HwStVxqUWYysywtl+9TsrlQqrVuv72LA88EePCwh3O17zKiyUTmBx9gystDWa8eAfPmogi+sW9pdVzJ0ggPD0dI11FwLg1VPTdUtVwAkLmqMBfpMehMiHoTQs4ZOLUS1/jVljGhK3jWBXOFHxF21/8uFUWRvT/HEN7cC79wlxu2rzBbQ9K5XHzDXfAIqL5U951kdIAn/ioFz51LYEdeMQP+usyyRmF4Kys/R+zUdjyxfCuLRz/Kn3XSuJj3FRd/vcjy/vPuehtt2LgTCOKDUkD9HlFUVISzszOFhYVVovi1Wi3x8fGEhoaius2H7xVEs4guvhBzsR6JowJlqPNdydC4HcrKyvDz82PRokXVeljcFYrSMJdkgtoNieutP6TuCgaNJW0a0ZJ2bX9zwWnWrFmsXLmSM2fOAKAzmricWYJJFPF2UuHtVLnfiGYzupgYMJtRhIQguYk3iA0bNaVUZyQprwyDyYxUEAh0s8NJ/fcHMMaOHcvFixetxvN3C6PZSGZZJgXaAgCkEinedt64KF1spab+aeTFW17+HX3RirI79hy1YeO/RF5eHt999x0ajYa6deuSF9WZmfEZDPFxY169m2etaS/lk7PI8kHvMSYSVXjNjUpt/PM4k32Gpze+AGY7VvT/nDpuddAZTfyVVEBUmPv9bt6dQRRh3XNweiV0fgM633qJKJPZRI81Pcgqy6rWV0NAwNvOmy2DtlhNr+81Bxe/SpvErzmk6oDv2FUE16B8KEBRjgaJVIKDa+XMBmOOhtxV0ajrueHUNYjtuUWMPZdAmclMfXsVPzUOQ3rhIrkrZ+DfNAynvm+A2oX4U9lsWnAGzyBHBr9RIfD8Nu8vUi7m0+mJMJJOr+HC3p0ABNTvQLshYwioe01/0xXD/s8s7waDFoIgIIoiScteJDh2GV8be/Oh8Qnah3vwTu86hK/tBW6h0H8+XMmQMJuhhgE6f4fSmFgOffYH0YZwREFm6XPVvYNeM93BTVkuZPjg7l85qE2fnEzOl19RuH695TgEAafevfF88X+VBmqzy7LZlbKLHUk7OJx+GIO5wlPRQ+1Bl8AudA3qSiufVtZsrAeVjNgYti9aQMblSwC4BwTx0OjnCGzQ6Ja2U6Ap5fcLR8jL9edIQh4nkvIR3dahcDuIPq8tusy+OCpltAh1ReV+gC4hLehTpzVqxT9cwL0GURQZuWUkJ7JO4KH2YOkjSwl0Ki8RV5gCC7tBcToX1U3pkz8RAzLkUoEvn2hGjwbXFwuNublc7twF0WAgZPVq1JHVZxRoTGZWZ+Ty0fGL5JRnjkoRcdKdgLzVyAwp1HGtw5SWU4jyjSJJo2Nxag4r0vMoMFoEP7VEwuM+rozy96Cew83HP3QxMeSvWIHX1KlIbvH7QTSLGNJLWbdvIxcuXGDQoEEExKkpPZiOfZQvrv0rSoHr4gpRBDoi5EfD/AoDc+w8oOHjliw138bV3weq4eyeVHYvj0amlDJiVhvUDte/VrctPk/04Qya9QimzYB7F3xyoqiUEafjyTEY8VfK+alxGHXtq/4mRpOJHiufJst4CoAuygF8PnTGPWunDRvXcqOx+6uxiRpXcSdFjQcRs9lMRkYGs2fPZvXq1cTGxiKT3aNkHW0h5MWBTAle9e/NPm+EaIacSxZhQ+kEbmE3fHiVlJRw4cIF+vTpw8yZMxk7dqx1Xn6ZnuS8MgQgzNMBe2XFOTXrdOgTE8FsRlm7NsI9eEG38e8nt1RHWoEWUbT4ZwS726G6xRIGV/j000/p3r079vb2bN68mcmTJzN//vxKWVJ3ElEUydflk1WahUm0vPi6qlzxsvNCJrElD/4jyThjETU8aqM1S//Vz1EbNu4mSUlJLFmyBJPJRJs2bXBt3Y56DmqrOfjNyP/1MqWH0pE6K/Ge2Kxy5LaNfw2iKLLhdDpv/noSD0cpf77UHZn0X/p+qS+D+D1Q55Hb3sS2xG1M2mUpN3q1sCFgee+f03kO3YK7/b12/g0Or/qIhudn85phLFulHXilRx2ebhuC9AbBcH9tTeLguljqt/ej8xN1Ks0rPZFJ/s+XkNjLcRjTkIvHMsnQGXjL10CW3oifUs7kPxIpyFTRzXkedTyjofcc8pw6s/K9I3gEOFQSNfLSS5HJJTi4qRAEOPr7GvauWELdth3pNX5KzQNRkg5hiNvH2pwApp10Rm80U0uSyXbFRESZGuGNtAoh44834dyv0GEitCx/HzWbQZNXoyC0W+Xs2mPs/rPopst5FJwnsr6E+m89bw1WzFmwAEGpwmXQQKTOFlHGXFqKNiaG3O8XUbJ1q2VlqRTXIYPxnjatyjkr0ZewL20fO5J2sDdlLyWGEus8e7k9Hfw70DWoK+392+OoeHD8gzTFRexbsZTTO/4AUUShVtP28eE06dEbaQ3GGIq0ev5KKuRIfC6H4rKIVk1EkOgpufwKosEilrm4X8bF6y9ae3XhqUb9qefrdMNr499Coa6QUX+MIiY/hgCHAJb2XFqReZZ+Ghb3BH0JeRGDeFn7LH8lF7B3ahdc7G4sgKVOeYWiDRtwfmwQfu+9d8NlzaLIN7F/8VlCKgXSCt+d+ioN0yLqIRUkLErL4c+cImuJqWCVglH+Hgz1dcNFfv0+oDl5Et3ly7g89liNzsf1EE1m0j84grnEgM8rLSikDEdHR8xJpWhO5aCOdEcVIofzv0NZjqWUFFiEyu+6WkobNh4KtbpayvHdIga9ia3fnyOkkQf121XN9LqamGOZnNuTSt02vtRtc29LQyZqdDxxKo5YjQ4nmYRFkaG0r8aLzGQy0XnFAJzT4pi+3MTJh9sw7uNF97StNmxcwSZqXIf/sqiRkJBAaGgoAQEB/PDDDzz00EP3bucmI2Rashvwbogokd7faOyidCjJAEEKXnXhJhEwI0eOZMWKFfTv35/ly5cjvSY9PDmvjPwyPXKphAgvh0ofl6IoIur1Vj8NGzZuF7MoklagIa/cFNxZLSfA1e5vvdwPHjyYXbt2UVxcTFhYGOPHj+e55+5uHc2koiSK9cWoZCp87X2thng2/oGYDJBpiQ7HpxFavcH6HP3wxIeYRTOjIkcR6mzz1LBhoyacOXOGNWvWANC7d29atGhR43XNehOZn53AlKvFrpkXboPr3HwlG/8oMgq1vPXrWbZdsJhf1/Z24IdRrfBzUZOjycFZ4Vxjf4cHDlG0mIAXJkOPWTdf/hbYlriND498WMk03MfOh1dbvXpfBY0rpCbGMWVLJgfj8wAY6JfPy49EElS7SfXLX8rn1zl/EdLIg17PN0QQBI5vSSDhdC5NuwfiUaDDrqkXhaUGVs48gtJOxsOzWjP8dBwxZToePqvhoSIdHfmeUMPvAIj1B2B++EOkLjcvC5V09jS+tesgV9zet01ibikzN5xn/4UkmktiCFWX0aLPs/Rt7Gf5Plw2CC5vg95zocVoy0oFSTCvITj4wKQLFQJIbixIZJas+9sMHju77hi7/7i5qFH//CLq9aiPz5tvAJZvvIuRDcFkInz3LuTeFjPg3EWLyfr4Y5z69sFtxNNkf/YZpXv3Ig8Oxr51azwnjEfmYRFnDBkZGLOykHn7IPf2wmAycDTjqNWHI1tTURZHJpHR2qc1XYMsRuNedl63dbx3ir+2rGfH4m8AqNehCx2Hj8LB9fqlegrK9BxNyGd99B4O5C+htMwBTUqFJ4Zd8AKkygIaK1/gkVrtaB3qRriXw382gzu7LJsRm0eQUpJCuEs4PzzyA87K8mymmG2wfDCIJuj0KhnNJuHjbBm/EkWRsUuP0zjAmdHtQysFXJYdP07i8CcRVCoi9uxGep2BwsSiROYdn8e2pG0ASNT18PB/lgt6d8zVLN/J1ZFnAjx4yN3phuUyRVEk/8cfyfz4ExBFgpf9iF3TpjU6H4asMkr2pYJUwLVfRfZF1tenMGSU4v5EPVS1y7NUTUaI22XJ9LuwAYwakNvDKzEWH1W4Yxlhoij+I/ponsHIyDPxHCksRS4IfFYviIHeVbN6zWYzC8YPoet2y/fdnp7NeXbusnvdXBs2bKLG9fgvixr3nazz6Ex60lUOmCUSwpzvkyGavtSSpQEWH40b1EmsKSazyOWsYnRGM85qOUFudv+Ih5uNfw4Go5nEvDLK9JYanz5OKjwdlf+IfmYymxARrZkYepOeYn0xbiq3f0T7bdwAbRHkxYJUCd71rc/R4JBguqztQpmxjLV91xLhGnHzbdmw8R8nz2Dkw7h0uqZe5tCe3Tz88MO0bdv2lrahSygk+5vTIIL7U/VQN7g7Xm427i2iKLLyaDLvb7xAsc6IXCrwvy7hvNA5HIVMQlZZFqP/GE2oUyhzOs/5ZwobqSfguy6Wf4/aDMG31vdvhsls4kTWCbLLsvG086SZV7P7VnKqOsxmkRVHk/h00xlWiq8SImRyotVn1GnWH4VKZi0zVZBVxq9z/sKoNzFmTkfr+jt+vMCF/em07B1Kq96WQAKj3sSeVZdw8bKjSfcgikwmRp6J51D5oNacCB8ev7AA9n9uGRxVu0KvT6FhzaOnRbOZLQvmEd6qDREt29x8havYcTGTd9efJzG3DIBWIW68268B9ZyNlm811xBwLBdZ4vfCkj7gWcdiFn+FFU9A9EZLu1uVZ9JrCiB+t6U2vufNxd24dTvY/MfN29utWTahvdqjCPAHQNTryfzkU0z5+fi+PwuJwhIkl/XZZ+Qu+BrXp56yCiClR4+S9PRIMJsJ370bc1EhRZs3g0xOzuef49S3D/4ff2zdV8KTT4JEQtHUkezQnWZH8g4Ml+MIzRBJ9RCI8xVo5NGILkFd6BLYhVou96acjUGnRa60jJOYTSY2fTmbJg/3IqBeZJVls4q1LDv5B7tT9lCc05j4NHdEESSqZOxDv0I0qXDJ+YDWIZ60DnMjMkBBXS9PJLbKBlaSi5N5evPTZGuyaezZmG+7f1sRDHZ8CayfYPl3v6+g6ZMAHIzNZdh3hwBwt1fwvy7hPNE6CJVciiiKxPfthy4mBu83XsftGj/PAm0B35z+hpUXV1pNwKPE5rj8pcQ4/CV+0+goMVUePvRSyHgu0Isn/dxxukFmqamkhPQ336L4D8vF5tjzEXxnzkTqUNVfQjSa0SUWIXNRInO3lErSJxeT9dVJBKUUv+ltEKSWb0hDgRaTAlR2Ksi6AH8tgzO/QEmFiI17BDQeAq3GVZS5u01yUorJTS2lTut76wt0J9CazIy/kMT67AIA3gjzZXyQV5XvcZPJxPfjh9FhhyUoeVMXHybN32H7brdxT7GJGtfBJmrcRwqSMJblEl3+wlfHrc69LzdjNkPORTDqQOViqeF6hyjTG4nNLkUURfxd1bhKzAgqle3mb+NvU6ozkphbhtFsRioRCHKzw1H14A9YiKJIkb6IjNIM7OX2BDgG3HwlG/8sSjKhKM16P73yHA0MDuRw9mHO553n+cbP20qL2bBRA/53PpE1mfm0c7bnMy81AQG3d88s3BxP8e4UJPZyvCc2Q3qDGs82HnwKyvQ8v+wEB+NyAWgc6MLHgxpRx6eidMTRjKM8v+153FXuLO25FG977/vV3L/Hzg8sA+utn61xTfN/A0aDidToAorztLhHiOQsGYGv5jL7vdeQcrqY1n1DadHL8s2i1xr57uU9AIyZ0wFluSF8emwhJflavIKdcPasqJeuTyvBXGKwRjBrTWZeupjEb1kFALwe6ssEeTrC+hct5SS7z6go0VIDzu7axh8L5gHQbvCTtB445Ja+fbQGE9/vi+eLHTFoDZb33KeigpnYvTbO13rF6csshr5X+zMuHwKXt8OTqyGss2Va3G5Y2tdSXnjCXxXLnv7FUi6zVpcKsQQo3bGOFUvN6JQu1/XUUOryGTZCin3XAVXnV4NZpwOjEYm9JSpcNBrJX7UKU0EBHmPHkjp5CsVbt1q+FeVyXAYNxPu11yzLms2WDBCzmfA9u5F7WTIyLn35CaYvF3G6hRvvda/ILFnwpRE5Uk6+8xhRrQbQ0KMh2r9OUbJ3D+rISByvqs5gyMxEYu+AxP7WAvDKigrZu3wJqRfPMeKTL5HJq36H/JUWz5ZLxynKq83h+DzisktR+a1A7nwKXXY39DndqOVpT4sQZ+zdztG3bnua+IbUuA3/VWLyYxi5ZSRF+iImN5/MyMiRFTO3z4C9sy3ZSsNXQ60umM0i60+nMXfrJRLKBUM/ZxUvd6vNwGb+FP+8iox3Z6AICyNs4wYEQUBv0rP8wnK+Pf2t1QS8g38H2oePY8G+JGL8AqDcvD5UrWCYrztas8UYPKs84M5BKuFJP3fGlhtUX402OprUCS9ZynLL5XhPnYrrk8OtffDabIe8VdGU/ZWFY9dAnB8OsSxjFinckoAyzBlVhKtV1EhKSmLp0qVERkbS3zUGdpaX1VK7WQTaRkPBv9kdeaZoivWsmnWU0gId3UbWo07UrZeRMpnMFOdocfG+P5UKzKLIzNg0FiRbssCe8nPng4gAZNVUfpj3Yi96bIsHYHencMbO/7VKxRIbNu4WNlHjOthEjftIWR6U5VKgUKOy80ApvQ9R5oUplpdhiQw864H0zg60ZRdrSS/UIhEEAgszUCllKEJDbV4aNm4LURTJLdWTXqBFREQlt/hnKGtYX/1+ojPqSC9Np9RQCoBCqiDMOeyBioq0cQfITwBNPjj6gqOP7Tlqw8bf4FRxGRMvJDG7bhBNnSo+drVaLUajEYdqohmrQzSayfryLwwZZajqu+P+VD1bgMU/GJNZZPA3BzmXVsiUh+swql1otWUnj6Qfwd/RH38H//vQytvk4kYIaf+3I2f/SSRfzCPxdC4+tZwJb24ZrNZrjHw30SJUjJ3bEblSQnxcNHkxak78kUjjroHYOZ+kbptHkSuUZCUW4eShRmUvx6A3UZSjwd2v6v1BF1dA9vdnkSileL/cDKmTJdvDLIq8F5vO/OQsoHxQq5Y3slPLocmTFd9HReng4H3DEi0mo5HdP37PX1vWA1C7TQceef4lazR/TUkt0DBr43k2nckALBHmr/asy2PNApDcrMyqyTKoam133C7Y9i6417KYlV/hqyjIvmAZ/I3obpmWeQ7Nqnc58rOEsw3KMz2uvl+WD5VEnvuOVu8NQd25ZqLGzSjaupXszz5DfznW0nQPDzyefRaXIYMRpFLKjhzBlJ+PY/fuCOUCQuGGjRSuXYt9hw6YhzzKzuSd7EjczviX9iARYex4KYUOAp5qT549602jn0/i2Lc3AR9/Yt3vpag2mAoKCP39N1S1awNQsncvBWvWYteqJW5PPGFdtuzYMUSFkkvJsexfswJdqeWdvt8r0whr1pJL2fmcSirlcHwehxKSKPZ+E1EUKLk0Dcx2CAIEB8bi4pZM96BuDG7YGU9HWznm2+FU9in+TPiTyS0mIxGuuh5FEdaOtWQmKBxh9BbwsWTNGExmfjmWwufbY8go0gIQ5mHP4qGRaPv2wFxWRuDixezzKWDeiXmklqQCEOFam4YhY9lWFkysRmfdVXi6jqlRYfQO9UBSfo3ozGbWZOazICmLmDLLsjIB+nm58lygJw0d7Sj49Vcy3n4HUadD5utLwNw5qJs0sTTfZCb/l0to4wrxebkZknKRtvRoBoV/JODQxg+nh4KqnhB9qaWs1KkVbJJ048jlHBo1asTALs1h6zSLkBHeDWR3NqhDNIsc+i2W+NO5DHqlmVVUrik5KcWs/fQEcqWUkR+2u6/vZt+nZPNWTCoi8JCbE982CMa+mjGGT17uSe8tCQDsaxfO6G9twoaNe4NN1LgONlHjP4yuGHIvW/7tFnZXPqBEUSQ+p5QSnRGlyUCIRIsyMPDmK9qwcQ1ms0hqgYb8Mot/hotagb+r+oE3xzOLZrI12eRqcq1RNx5qDzzUHpVfwm38O8i6AEat9Z5qe47asPH3MIuidbAAoLCw0OrlNXLkSBSKmn2g69NKyPrqJJhEXB+vjX3zf2jk/n+U6IxigtzsUCssAwcJOaVIBIEg95pHdsYVxBHoGPjglqLaO9sSZVy3NwxZdtcyM4rztGhLDNedr3KQ4+j2959XoihiMpiRlf9mJqOZPxeeoyCrjMdebYFcaZl+dGM8R9bHU7etLw+NqGdd/9c5J1DZy+kwtDb2zpaBX5PJjEQiEH1kK7U3DSZeFor2qU00CLFEB2cmFLHhy1Mo1DKGvxtVZfBfNJrJmn8SqYsK10ERSO0r94VFKdm8eb1BLYMWvukAdu7Q9wvwuHEZydPbt7D9+wWYTSa8QmvRb8pbOHl43vJ53BeTw9u/nyU22zKA3iTQhRn9GtAowOWWt1WFza9ZslEGfA0u5d9nxxZjWDWZ2I1eZLo1ISb8cXSqijrzSm0eEZdX4513klo/fYm86Z3zYBFNJoo2bCD7iy8xpKQAIPPzxXvKFJx69arZNkSRwuRYjkfv4k9ZNLvT91JqKKVhvJmWl0RSAtVIez1E16CutPNtS2qbzogaDRF79yDztPw+uQsXkvXpbJz79cXvo4+s2z7UsQNnnFUU2Vn6o5N/MC6uYbhv+5WDoSX82LQx2vTHAeiWdBSp91YuRDjTJmAi3cMb0SLIBWd7hU1UvwuYRTMCguXcGnXw40BI3AeOfjB2OzhVmFZrDSZ+PJjI/F2XcbNX8MfLHcmeOYNDe1fx0yA3ou0tWT9uKk+C/J/ioKkpJeXGGQ5SCUN93QjekYP+rzzqRPnQbWT9atojsiOvmAVJWewvqDC67+DqwFPRpwl/+00c2nfG7dnXkCjU2DWu8IPJmHMcY1YZbsPrYtfQ0idFkxkkQuW+YzZB/B44tRIurAdDKWYEZktfpNQk44knnqB2uVB3t9FrjShUtx4cazSYWDhpL3KllCFvtrKWFbxfbMku5PnzCWjMIo0c1PzYKAxvZdV3hm9fH0eHdXs5GyTw01MPseaJeTZhw8ZdxyZqXAebqPEfxWyC7Itg0ltezl2qUfzvEAaTmZjMEoxmM+5qOf7u9ndtXzb+neiNJhJzy9AYTAiAj7MaD4cH/6NAa9SSVJyEwWQZPHBQOOBr74tCait98q9EFCEvDgxl4FEHZArrczRHnYOXkxe1XGrZSk/ZsHEDRFEk12DCQ1H9dZKbm8vChQvRaDTUrVuXwYMH17jeeNHOJIr+SERQSvGe2AyZi+3d9kFHZzTx1Y7LzN8Vy6h2Ibz5aNXBo5pwNucs4/4cR3Of5szp9IB6bKQeh0U9Iep5eGg63IVMzuI8LT9NP4TJWJ21rQWpTMLwGVE1EjZEUURbaqAwS4NnkCNSmeVaPLs7hQNrY4lo4UWXpyqEiu8n70VbamDIWy3xCLCUC0uLySfuVA5+4S6ENanZoP/J7SsJ3juFrcZmvGF+juc71+LFruFITLDkjf0oVDL6vdwEZ8+qope5zICgll33HbLSoJajmmUNw/BSyiH5KPzYH/QlFt+szq9C2wlwg76Ucv4sv895H01xEXbOLvSb8hZ+tevW6BivRm80s+RAAvO2XaJUb0IQYGjLIKb2qIOr/R1+p0w+Cke+xXBoDUadBLMokCnWo0x0xU7Ix1u4gEQQkSnNyCfuAL8md3b/WLw5CtauJWf+AoxZWXi98gruz4y+rW3pTXqL0XjSDnYm76zGaLwVD3l1oFOt7ng5WMRu7fnzlB07jiIkGIeOHTEaDPz57Zdc2LMdAIMMTvg046isJY/F7GL0+U3sjhT44mFfGpjfo1WoGz3fGoGkuIiwDetRhltMnAtWryZj5ns49eyJ34cfWNuR/eVXIIq4DB6M3NsyuG0qLsZcUoLU1RXJAzwOY0hLw5iff935MldX5H5+151/R9pgMvDmvjfxd/TnpWblpeI0+fB9D8iJBu+GMGoTqCqPdRVrDaQVaFHb5TN790y25xxFmz4YO7fjeIY255ysK0gs5z7CTskofw8G+7jhIJOSlVjELx8cQxBgyFvNcfe/fnDoqeIyvk7KYmNmPoIZdFKB2mYDb6o9afB7MlIXJT6vtrTekzQX8xDkEpTBTgiyat5vzCbY/i6c/hmK0yumu4YSF/Q4S08ZUKlUTJkyBZnszn9ziKJI3F/ZhDXxRKhhcOHcrZeQSgQmPFRVDP78t/OY1FImPnxzv597wYnCUp46E0+uwUiASs5PjWpRx77qNfjlx6/wg8tmdEoBB4kfu4dtQCF7AN8tbPxrqKmoYRtpsHHPEU1GSgzFlJn0eKg97k05mqIUi6AhVYDT3U3Ll0slBLqpic8pJVdjwFFjwOnamrA2bFyHEq2BpLwyjGYRmURCkJsah3+AfwaAXCJHFC2G4L72vjgqHB94IcbG30AQLKUdwFqeAUBE5JOjnxBfFs+6vusIdw2/Tw20YePB56f0PN6LTeOjOgH083KtMt/d3Z2hQ4eydOlSLl68yLZt23j44YdrtG3HjoFoL+ShTyomf3UMHqMja/xBbuPeczwxn1fXnOZyliXKNSVfg9ks3rz0TjUU6YvQm/UU6YowmA0PjqihKwFleZkk/+Yw/nhFxPxdQFtiuKGgAZaMCm2JoYqoUZKvJe1yAQqVjJCGHtbpP00/hK7MyNBprXD3txyLXCXDoDNRkKWptI2Ow2qjUMtw8qjwuPCLcMUvouq1fiOaPDSUnAbtOPJnPMbzxXyx4zK7z8TxSRc7Bkxujqu3HRJp9WKn5JryKKLRXGng8BFPZ9Y0CefJM3GcLtbw6IkYljcKIyKwJbxwENa/DLHbLVk159ZZDIl9G1e7r4D6kQx/fy6/fjKT/LQU4PZiJxUyCWM7htG3iR8fbLrAryfTWHEkic1n05nycB2GtQq6c5nLgS1BKkd+5mfk9iYAwjh1Z7ZdQwSFAtehQ3Hu35+CX1bj8tgg67zSQ4cxl5Xh0KVzjd6pFVIF7fzb0c6/HW9GvcnZnLPsSNrB9qTtJBQlsD/tAPvTDsDJj2jk2YiugV3pGtQVr/DBrL94mEMbvqcgKxLX4zEEANE+Ek40SKQwvzGqEjkl7R/iSOcmuPubOPDoYJxVdoiiSNof7TDm5SN1d7e2xZifj6jTVWlj/o8/YiosxKlXTygXNYq2bCFj2nQcOncm8OsF1mXTXn8DUa/H86UJKIIsQYmGjAz08fHIfX1RhITc3km/DQxpacQ+0hNRr7/uMoJCQa0tm++qsHEw/SCbEzYD4KJ04ekGT1u8iIb/Agu7QeYZ+GUkPLGqkghpopRfk75hZfRKjGYjhvx2GIsaU1TUmPwSJZIICQ+FOjEmwJOOrg6V+ptXsBN+EZDw12+s+2g7Yz6fdd32hR7cx2urT/GGb1sONnHldXcjl5AzriyflQ4SjH4q1Bo9LuUZQOq6blU3oisGZblvlEQKiQcsgobKBSIHQuNhENCSs+vXAyeoX7/+XRE0AI5tSuDI+nhqt/am28j6NboOpRKBOVsvAVQSNj7fHsOcg/FM6n5vMkpqQjNnezY2j+CJU3HEaXT0PRHD4shQ2rpWLmn44tRPOLFexpHcDZSY03j9ncG8P20lSqWtpJyN+4stU+MqbJka94DSHChM5pJCiQGRYKdgHBQ1qxF922gLLdHEAO4RFR9TdwHRZEI0mZAoFKQVaMgp0SGTCER4OSKvLvLAho1yRFEkp0RPRqEGEVCX+2coHmD/DLNopkhfhLPCuSLaxqhBIVHYvDP+o2i1WmLjYvk+7XtO5p1k62NbbX3Bho3rIIoig07GcqCghHdq+fFckNd1lz19+jRr164FoHfv3rRo0aJG+zDkaMj67ASiwYxL31o4tL27EaQ2bp1SnZFP/4zmhwMJiCJ4OCiY0S+SnpE+fysw4GTWSWq71sZOfn/MSCshirD/Mzg0H8buBOd74/uRnVTMz+8fvelyTboFoi0z0rJXiFWAuHgwne1LLuBfx5X+E5tal1390TFKC3R0H90AvwgXALSlBjTFepzc1Ujld/d9f/OZdKb9dpaXtF/zhHQ7B8JeosPT7950PdFopmhbEtroPLxeaIJwTTvjy3Q8cTqWeI0eF5mUJQ1Dae3iYPntTq2EP163RIMLUmg3Abq8ed2sDb1WQ3pMNMENm9yJQ+ZwXC5v/36OixkWA+MGfk7M6BdJ8+BbE4euS9pJ+LbTzZcb8A00Hnpn9lkDRJOJ+P4D0MXEoG7cGM+JL2MfFXXb24srjLNkcCTt5HTO6UrzPLM8KXLJRSsTKIl+GyeDBg+pAaf6pXi5ldI3ojsPRzRCcQvfs2aNBmNuLoJMhtynwpg9+/PPMebl4TVpEtLy8Zi8pT+S+cknOD/6aKWsjujWUZgLCwnbuAFlLUsgTf7PP5Mx/W0cunQhcMF867KJT43AVFqC34cfWv1CdLGxlB4+jDIsrNK5Ew0Gq1dJTdGcO0fCoMduulzImtWoGzS4pW3fKgvPLOSzE58BMKPtDAZElHu9pJ6AHx61ZFE3GwF9PkdvNrDi4gq+Of0NxXrLNWRUN6ZIOQQh2QFZSpl1u70b+TKpe23CPKuOl1w6co71s18FJAydMR//OgGIJhHNuRx0lwtw7hlE9ry55C1ZgiK8B8rIQagbeiAbHMGPabksTMkhQ2/J5reXShju686YAA+C1OWD4voyiN5kud8k7oeJ58CuXPCI2WY5pto9QHalPJ+JTz/9FI1Gw4gRIwgLC7sLZ9ryLNj540U6DK1NZMeaP7s+3x7DnK2XmNS9NhMeiqjy94NGrt7IyDPxHC0qRSEIzKsXxEDvqvfYcRun4fPbWobtMXO0gSePL9uCWv0AvGfY+Ndhy9SwcVt07tyZJk2aMG/evLuzA5lFLHI2mzHaud79wS6TEQqSLP+296pW0AgJCeHll1/m5Zdf/tu7M+blYczMQubpgY+XF6U6IxqDieT8MkI97B+YqPVdu3bRpUsX8vPzcXFxud/NeWAQBIF169bRv3//O7K9ml5PJrNIar6GAo0l8sfVToG/i/q2ojPvBSNHjiQ3L5e5S+eiM+rAAVxULgCoZeobr2zj34Nohmp8UiSChPfbv49SqXxg7nk2bDyICILAqsa1+Dkjj2G+1UQqXkWjRo3Iy8tj165dbNy4ERcXF8LDb54FJfdQ49wrlILfYincHI8ywgV5NSVqbNwfTqcU8MJPJ0jJt0T4D2oWwLTe9XCx+/sldpp4Nan099GMozTxbHJ/sjaMOji7Bkoy4fQq6DDp3rfhBiScyaEgU0NYYw+rqOHmZ49vuDNewY6Vlh04pVmVrAiVvRyV/b05rz0b+tI61JXYb79BWiRi8m4IlJeySy2xlrm6FrPWSOmxDMwlBjTncyrVtAcItVOyvlltnj4Tx/GiMgafiuWLesH09XKBJsMg/CHYPNWSrZF2Em5QWlKhUlcSNLIS4ji0diUPPzsBlf2tB5e1DnNnw/j2LDuUyOytlziXVsSgBQcY1CyA13rWvXfm0+uehZwYeGjaPdmdaDDg0LkT+uRkNKdOkTRyFHZtovB6+WXUjavPlrkeJTojyZmO5KW2Jy0tGVF+FlNpGGqdQOvkfMLT7IgONHGwYR7ekXNo69OZgXV7EOXb+rbvGRK1GkVAQJXpnhMmVJnmNuIpXJ96EgyV/W983nwDY14eMu8KUUSiVqOMiLBmblxBGx2NuagI4aqI/bJjx8mcMROHLl0qiRqxj/bGmJND8JIfUDe0XEOaM2co/H09qvr1cRnQ37qsPjERQaUGk+nWTsBd5JnIZyjUFfLDuR945+A7OCoc6RbcDfybwWOLYOUTcGIpl0QdE4xJVhNwozyQEpdhGNQNqWOnpPeOxdQ/fIwNQ19hc4aZDafT2Xw2g8ebB/Be/0hkV93rardqQHiLx6jdsAn+dcp/VwkU/B6LucRA0e/fUHZoIwD27UNwHRKJItgFQSLwYrA34wI9+TWrgAVJWVwo1fJtSjbfp2TTx97A8xkbaHz2eygXXQCI3w0NysWaiKpeNnFxcWg0Guzt7Qm5ixk7ddv44hvuXG15v+rQ6C1jP/V8nehU24M5Wy/x2fYYTGbRKmic2p7MpSMZRA2oRWB1mSr3AXeFjJ+b1GL8hUQ2ZBfywvlEUrV6XgzyqvQ99+2jM/nxkhTjvlW0PJfN6mEP0ffHLTg73nm/Whs2aoItdPxfREZGBuPHjycsLAylUklgYCB9+vRh+/bt97tpFcjtAAFvowF/lcfdHQAVRShMBrPRIqY4+la72NGjRxk3bpz1b0EQ+PXXX29vlzodICIoFHTt0oXaPk40DnSlboA74RG1ef/99zH9zReikSNH3nDQvXNnS3ry9f4LCQmhbdu2pKen4+z84D587kd/Tk9Pp2fPnndt+9WhM5qIzS6hQKNHQMDPRU2A698TNBISEir95s7OzkRFRbF+/frb2s7Jkyet04xmI6++9ypvzH0DnVGHVCK1DVz/V8mNhYyzoC2qdratX9iwcXPkEoHhfu6VzMGvR6dOnWjUqBGiKLJlyxbM5huX1bmCfWtflOEuiAYz+T9fQjT9p5K0H2g8HZUUlhnwd1GzZHQrZg9ufEcEjWvZFLeJMX+OYfLuyRjM1zfNvmvIVTB4KfT5HNpPvPf7vwmhjT1p1ScUZ6+KQSuvYCcGTmlO24GVxcPrlXm6l7g5qGg5aTXn+m6iU49BmAxmVn90nFXvHSXtcka160gdFLgNroPb8HpVBI0reChk/NIknJ4ezujMIuPOJfB1UhaiKIKDFzz+Awz5CfrMqzB21xZd9z0AwGw2sfGzj4k5fIDlb00hLy31to5ZJpUwsl0oO6d0ZnALy4DqmhMpdP10F4v2xWM01ex+WC127tbo7+silAfiOVcdpL9bSFQqvCZPptaff+A6fDjI5ZQdPETCkKEkP/8CupiY665bUKbnz3MZPL7qTZov6k3j91bx9KIjzN8VS3K2AolopnEaDDsuEJ5m8X8MdArEXmZPmamAbam/8sL25+m4qiNT90xlS8IWSvQl193fnUAQBARF5fufc9++uI8cidShwqPSuU8fwtb/jvfrr1VaNmjhdwR+83Wl0k9yXx8cu3dH3axppWVN+fmIZWVIrhLZtOcvkP/jjxRv3Vpp2aSx47jcqRPaG5zve40gCExqPomBEQMxi2am7pnKofRDlpl1epLcwSIc1f5rFU0yLmGSulDkNpZCn/foFtie1U1qsatVXZ4O9CKsIJ3Xz6xh04QOPFTXC5NZJKtYV0nQANBezqd5YQRul8yV2iH3NWBI2Yv27HEkjo4EfPkFPq+9jDLUtVLJS4VEwmAfN3a0rMPKxmF0UpswAb+WyunhOICB9WayNbAP5o5T4cXjFYLGdfDx8eHhhx+mffv2NfYaqymF2WUY9BVjNlcLGqIoklWs5XhiHrsvZVdar++X+6g3fQsPz93D2KXH2H0pB7AEMArA850t2UY5KcVkJRaTfC7vjrb776KWSvi2QQjPBVr8nmbFpfPqpRSM5srvjU9NfIdT/3sKgxRaXCzg9yc6kFOQXd0mbdi469gyNe4wO3fuRCKR0KlT1RTW3bt3Yzab6dKlyx3fb0JCAu3atcPFxYWPP/6YRo0aYTAY+OOPP/jf//7HxYsX7/g+a4rJZEIQBMvDRiIBudqSPqgvvfkL5N9Bkw/aAkAAl2DLvq9Cr9ejUCjw9KyZSV9NUAQEYHZ3RyivLTh27FgmvvYWCZkF7N3+B2+99SpSqZRXX331lrd95TzejLVr16Ivr/WZnJxMq1at2LZtGw3K02ClUikKhQKfq9KAHzTuVn8WRRGTyVSl5uaVvnCvz0lxuX+Gqdw/I9jdDnvlnbstX/ndCwoKmD9/PoMGDeLEiRNERkbe8rZEUSRfl09WaRZmlRknlROuKle87LxsRtD/RUQRDBoQTTeM1rRhw0ZVLpZqOF5YxhO+brck/gmCQN++fVEoFHTs2LHGH/GCRMD1sdpkzjuOPrmY4t3JOHUNuvmKNu4Kp5ILaBzoAoCvs5rFo1pSz9fpjj7/r8VF6YJMkOGqckUq3KOSgKdWWrL5Gg22/O0WavnvASSihTeeQdVnODzINGjWDgCpXEBpD1J0JC+cQubg8TRt1rrK8qraNy/XZCeVsDAyhOkxqXyfmsM7sWmk6PS8G+6PVBCgXu/KK2ydZikN02ceRHSvsj2JREqv8VP49dP3yE9LYflbk+j90quENG52W8fs4aDk48caM6xVENN/O8eZ1EJmbDjPqqPJvNuvAVFh7jffyLW4BFoGUctyr7+Mnbulpn9Ay4ppRWmgdrOIdncRuZcXPtPewn30KLLnz6dw3a+U7NyJy+OPo4ywlLGJy81m1dkdXMzMIjOtsbVUl13ICaTqFAR1PIGObWkV4k59iYB+TzxlmRYBzCe8Ng+Neg6f8Nq8atJzJOOI1Wg8R5PD5vjNbI7fjFwip7Vva7oGdaVLYBc81B7XbfP9QN2oUZVpDh074tCxY5Xp4du2YiooQO5bEfSoqlsH97FjUYRWvk8JggASCVLH65c/uR8IgsC0qGkU6YrYlrSNqbunsvDhhXx84isOp+5gkrMjowqLmZGTT5r/60TUf5Sn/dwryj0BLkOGkPv9Ikr37yfckM/3I1tyPDEP1/QycldcxK6RB0WBDiw/nMSoJv5gNGMuMWDWmygrKcW0fzc5n74Kooiyfj0C5i2pkkFjpSQbynIQvOrR2c2JzpGBnPu6FwuCnuBXj84ccGnKAZemRNgpeV7vykCTGdUNRGRHR0fatm17p08rpQU6fp3zF/YuSh59oRGbY7I4l1ZEUl4ZSbllJOWVoTFYBA9vJyWH36jIIlHLLc9XJ5WMYHd7dAYTl8p9skRgwa5YJjwUQf32/vjXdiWw/oORpXE1EkHgnXB/AlQKpsWksjQtl1StgW8bBGN/VVnsJ//3Bl+Ysun4zRZaxBjY/sSjPPzTZlxdb+MebMPG3+D+h5r8y5BIJOzcuZPdu3dXmr57926r4HE3eOGFFxAEgSNHjvDYY49Ru3ZtGjRowKRJkzh0yKLajx49mt69K7+IGo1GfHx8WLRoUaVpL774Ii4uLri7u/PWW29xtfWKXq9n6tSp+Pv7Y29vT+vWrdm1a5d1/g8//ICLiwsbNmygfv36KJVKEhMT2bVrF61atcI+pCku9TrSrsvDXI6/jNFsBGD9+vU0b94clUpFWFgY7777Lkaj0brdgoICxo0bh7e3NyqVisjISDZs2ADAO++8Q5MmTSoOzKRn3qcfEtL6UXD0AYWdNcPhgw8+wM/Pj9rltTZDQkKs5YGupC4OGDDAmtWQkJCARCLh2LFjlc7dF198QXBwMNfa0kjUaoTy39nOzo66oYE0qB3O0JFjiWrfiXXlWSBz5syhYcOG2NvbExgYyAsvvEBJSUUETHXncdSoUSxZsoTffvvNGoV/9bkHcHNzw8fHBx8fH6tg4+7uXmnarl27EASBgoKCKvuqU6cOdnZ2PPbYY5SWlrJkyRJCQkJwdXVl/PjxlTJNbtYXbpea9OfqsggKCgoqnZMrx/nHH3/QokULlEole/fupXPnzrz44otMmjQJDw8Pune3fIRdm6WTkpLC0KFDcXNzw97enhYtWnD48GGg+oyZl19+mc6dO1/3uK5sXxRFsoq0xOeU0qZeEJvXriTCy4Hs9BQEQeDnn3+mQ4cOqNVqWrZsyaVLlzh69CgtWrTAwcGBRx55hOzsm0dDXPnd69aty6xZszAYDOzcudM6f8uWLbRv3956rffu3ZvY2Fjr/NDyl/qmTZsikUjo8VAPTKKJ6ROm89ro1/Bz8EMmkdG5c2cmTJjA1KlTrf3vnXfeqdSWixcv0r59e1QqFfXr12fbtm1/KyvKxn3GZLAIGmAtKwgW8SuzNJPX975OruYGgwM2bPxHMZhFJpxPYnJ0MvMSM295fZlMRu/evW9YW7ba9VyUuPS1RAgWbU9Cn3Z3I25tVCWrSMuzPx6j31f72RWdZZ3eIsTtrgoaAG3927Ki9wrebvM2kmrKBt5xordYSvX8Ph5yLt/9/dkgtJmenl6v46k4ytCf03hz3RmKtdfPyjHrTZQcTq/yHQMgFQTei/Dn7VqWiPeFKTmMPZuA5tpsCF0xxO2GohT46TFYOw5Kqz77vcPCefL9ufjWrouutJS1H7zD8Y2/VbvvmtI0yJVf/9eO9wc0xMVOTnRmMUO/PcSEFX+RUai99Q26BIJfk+v/5xIIga0qMlRMRlg53OLFkXXhto/jVpD7++M3axZhGzZgfHIov9q78/ra03T9dBevvfEJf56aybHi5VzMsGTO1PK0p6XrIB4PepXfnxnF3qldGeWZRcEv8ynLzEDl6ET3ceN5Yuan+IRbvosVUgXt/dszvc10tj++nWW9ljE6cjQhTiEYzAb2pe5jxsEZdP25K09uepJFZxeRUJhwT47/TiJ1dkYRHFwpM0TduDFekyfhMrByhkCtP7ZQ9+yZu2r+fbvIJDI+6vgRHfw74ufSiEEbhnA4dQciAu8H9GendwcUopklF2cyzbGokqABoAgMxL5DF6TeDclb+TMAzYPdcMs3oDmVjeZcLl/siOGz7TF0XrCfXZ28cJnSnLWzv+WbF0aSaFIj8/DAZfBgQlasqCpoGLRwdi0sHwKz68DGKRXzHLxo8NhnfDngBY60jeSFQC8cpRJiynRMik6m5aHzzEvIIM9g5E4jiiL5pXpOJRfw+6k0vtp5mamrTzH024O8sPAIBp0JXZkRQRBYeTSZ7/fFs/V8JtGZxWgMJiQC+LuoqeXpgOmqLIbZgxtzavrDnH6nB93re3Mpq4RJ3Wtz+p2HebFLOHO2XuLz7THkquC3wkJQPbi+g2MCPFkUGYJKIrA9r4gBJy+Tpav8TBk/YS6HJgxEJ4NGccVsG/YIeSXXz9yzYeNuYAuvrCFXIt+rQxAE5OVGU506dcJkMrFz505MJhPt27dn37597Nmzh44dO1ZRk6+3XYWi5qnneXl5bNmyhVmzZmFvb19l/hXPhDFjxtCxY0fS09PxLY9K2LRpEyUlJQwePNi6/JIlS3jmmWc4fPgwx44dY9y4cQQHBzN27FgARo0aRUJCAitXrsTPz49169bxyCOPcObMGSLKo0XKysr44IMPWLhwIe7u7ri5udG0aVPGjh3LisVfo8+J58/T0SQUJuCsdebE3hM8+eSTfP7553To0IHY2FhrSai3334bs9lMz549KS4uZtmyZdSqVYvz588jlVbzIBBFi4+GaLa8eDp4W2dt374dJycntm7dWu2L9NGjR/Hy8mLx4sU88sgjSKVSPD096datG4sXL65kzLl48WJGjhyJIAiY9XoEmcwqZlyNIAj4u6ooMxhRKFXkFRUiiiISiYTPP/+ckJAQ4uPjeeGFF5g6dSrz51cYnl17Hn18fNBqtRQVFbF48WLAImLcCcrKyvj8889ZuXIlxcXFDBw4kIEDB+Li4sKmTZuIi4tj0KBBtG/fniFDhgA16wu3Sk37860wdepUPv30U8LCwqzrL1myhOeff579+/dX2xdKSkro1KkT/v7+/P777/j4+HDixIkal/u4HmazSFJeGYUay0uBgICno7KSkfzbb7/NvHnzCAoKYvTo0QwbNgwnJyc+++wz7OzsGDx4MNOnT2fBggU12qfBYOC7774DsN6rAEpLS5k0aRINGzaktLSU6dOnM2DAAE6ePIlEIuHIkSPWTJ/Q2qFk6jLxsffBUeFIgaSg0j6WLFnCpEmTOHz4MAcPHmTkyJG0a9eO7t27Yzab6d+/P0FBQRw+fJji4mImT578t86jjfuM0VL/HZmqUhacwWTAJJqIyY/BRelyf9pmw8YDjESA/t6uZOmNPOH796PZzp49S3R0NAMGDLhp4IxdUy8053LRnsslb1U03uObItyC6auN20MURX45lsJ7G89TpDUikwjE55TSuc69bUdt19qV2rQxfiM9gnvcHY+NiIct//k1e2CzM/5tNGzXluLIHSzavB/dSQk/HU5i58UsPu8qo0XryhUERJNI9vxTGDJKEQQB+1ZVM5UFQeD5IC98lXImXEhiU04hj528zNKGYbgryocQlI7w/H7Y+b7FBP70Kri8HXp9DA0GVggAgL2LK4Onf8C2777i3O5t7Fr6HTnJCXQb8wJS2e31QalE4InWQfSM9GH21mh+OpzE76fS2HYhkwkPRTC6XegtGVvfEnlxljLHJj2o7m45X1EUScgt40h8Lofj89iVswBD4AF0e4rR53bBXq/hwwPbUO0zcbS5C97P+BLVPBIPByXQudK2arWMwm7FEiJataXd0KdQO1w/Q0kiSGjs2ZjGno2Z2HwicQVx7EjewY6kHZzJOcOp7FOcyj7F3ONzCXMOo2tQV7oGdqWBR4N7I57eQwSJBB7AqqoZ2jKmHVvMofTjYC4FQK9qRPOwMYyPaEmUvRSW9kdIPgQ/PQ5jtoFjxdiIaBKReA3Bzk2g+I/ZeL00HolKhV2kB4JUQF3PnfaFpRyMzSU2u5S3dl/m82MJtCoSCRKNHN6+n1G//Yrs6vEIsxmSD8GpFXDuN9AVVswzaixCx5XsphBLtpmfHKaH+zExxJuf0nL5LiWbVJ2BD+Mz+Cwxi2G+bjwb6ElwuSizb98+7O3tqVevHipV9ZlSRpOZ9EItibllZBVrGdisonTc04uPsudS9QGCggAfT+6ISiFD5SCnV6QPjfydCXK3I8jNjmB3e/xd1NXeWwJcLWWqqjMFn9KjDgqZhDlbL7HqaDKpBRrWnkjhtZ516d/E/4Es29vT04U1TeQ8dSaO08Uaep24xPJGtahtX3HOn312FmsdAgn56DMO1injo18Gs2bAYoJdqi/9bsPGncYmatSQ999//7rzIiIiGD58uPXvgwcPArBnzx727Nljnb5nzx4SExMZNWqUddq8efMoKyurss1ro5xvxOXLlxFFkbp1695wubZt21KnTh1+/PFHpk6dClgG5h9//HEcHCrqSQYGBjJ37lwEQaBOnTqcOXOGuXPnMnbsWGJjY1mxYgUpKSn4lUcrTJkyhS1btrB48WLreTIYDMyfP5/G5SZmeXl5FBYW0rt3b2rVjYRMAa864WTIZBjMBmbNmsVrr73G008/DUBYWBgzZ85k6tSpvP3222zbto0jR45w4cIFa4ZFWFhY9QdalmOJHEKwlEW5+oXa3p6FCxdeVzS6ktng4uJSqRTRmDFjeO6555gzZw5KpZJTp05x8uRJ1q5daznelFREnRZ5YCBSh6oGeAJw8eheDuzZwfBnniO/zFDJmDw0NJSZM2fy/PPPVxI1rj2PAGq1Gp1Od8dLJRkMBhYsWECtWpZIzscee4wff/yRzMxMHBwcqF+/Pl26dGHnzp0MGTKkxn3hVqlpf74VZsyYYc3GuEJ4eDgff/zxdddZvnw52dnZHD161Coc1cSU9WakF2op1BgQBAE/FxWCQJVa6lOmTKFHjx4AvPTSSwwbNozt27fTrp3lxe+ZZ57hhx9+uOm+2rZti0QiQaPRYDabCQkJqSRgDho0qNLy33//PV5eXpw7d46g2kHIHS0fme7u7oQFhhFsDkYqqT6ipFGjRrz99tuA5Z745Zdfsn37drp3786ff/5JbGwsu3btsvbbWbNmVflNbPyDMJSLGvLKvkhyqRxPO0+mtpx63b5iw8Z/Gakg8EKQF6P8PVD/zdr8RUVFrFu3DpPJhKOjIw8//PANlxcEAdcB4WQmFmHMLKNwayIuPW0DzneTpNwy3lh3hn2XLXW1GwU489GgRtTzvb9lTOafms/Xp75mW+I25naee2cGU1KPg29Ti9AtkcCwlXCfnwMqBzlSmQST8foBKVKZBJXDfTBPvws4Orvx0tA+NK6Txow/LhJRtIcWm+dy+GBvmr+4FFl56RBBKmDX1JPi/QakbjcuBdzf2xUfpZyRZ+I5XlRGnxMxLG8cRsiViG+FPfSYZal//9v/IPsirB4NZ1ZD73mVBlBlcjk9nn8Jz+AQdv+4iJK8XIQ7MPjtaq/gvf4NGdoyiOm/neVEUgEfbr7Iz8eSeadPAzrWvnOlhq141oYXDkP2BXC6KoK/LA/s/l7AmdksEpNVwoHYDH6M/YgcQzRFsS+D2TKQKHd1R2knwdNFz6MNwmhrp8M9KxL9saO0PZKAcGYs5iefxPTMaFKSE4g5fICHnnkeQRBQOzgyet63KO1qZnp8NWEuYYS5hDGm4RgySzPZlbyLHck7OJJ+hLjCOOLOxLHwzEK81F50CepC18CutPRpeXeE0/84Z4pK+eDMr5xK+B6J0TI4LyoC6RLxPMMCI1h48mMilA0R5B4wbAUs7IY+x0zR3N8QgqNwf9pSqkuQCihDXdGcuYyoFyjasgWX/v1RBDqiCLQIXo8EOtKtnhfr/kpl9m9/kVEKG6TBOAc9QweNmoxsgYCru/yvz1kEzis4BUDjIdBoqOW6uQGOMinPBXnxTIAn67MLmJ+UxdkSDYtSc/ghNYdHPV0Y4+vC7t27MRgMeHl54e/vD8Dvp9I4HJdrKROVV0ZqvsbqBSEI0LuRn1WI8HSw3L+8nZQEudkR5GpHkKOaYF8HAt3scPext3qKjGx36+9JV5uCX82EhyIQRZHLWSWoAFmWnkVLz/LjwUTe6duARgEut7yvu01zZ3s2Na/NE6fiiNPo6HMihh8ahtLGpWLMa+Dw51gdGMDW2OkgSaXPr31Z1+83ark+eNlNNv592ESNfwFXosxr8kEyZswYvv32W6ZOnUpWVhYbN26sYrwcFRVVaVtt2rRh9uzZmEwmTpw4gSiKVmHhCjqdDnf3iohDhUJBo6vqWrq5uTFy5Eh69OhB9+7d6dauBYMeH0TdkAikUgXHjx/n6NGjzJo1y7qOyWRCq9VSVlbGyZMnCQgIqLLfKhi1lvqmAConrg2paNiw4S1lwVyhf//+vPjii6xbt46hQ4eyaNEiunTpQkhICKLRiGjQI5rNVi+NK8yfP5+FCxdaM3IeG/IEz018lbQCDUcP7OHTjz/i/PnzFBUVYTQa0Wq1lJaWWjMUrj2P16Nnz57s3bsXgODgYM6dO3fLx2hnZ2cVNAC8vb0JCQmpJHh5e3uTlWUpmVDTvnA1zz33HMuWLbP+fXW5rSvcSn+uKVdn2Nxo2tWcPHmSpk2b3rFMmKLyzAyDyYxcKiHI7fr+GVf/5t7elo/Bhg0bVpp25Xe4EatWraJu3bpcunSJl19+ma+//rrS8cTGxjJt2jQOHTpETk6ONQvl2MVjSHwlZGsqR7DcaJD62n7q6+trbWN0dDSBgYGVhLhWrVrdtP02HmCuiBqyyqKGIAjIJXJa+dp+Xxs2rkZvNiMTBKuI/XcFDQAnJyf69evH2rVrOXDgAO7u7jRv3vyG60gdFLgOiCD3x/OU7ElBXc8NZcjdjTL+r/Lz0WTe/v0cGoMJpUzC5IdrM7pdaBXz1ftBE88mKKVKWvq0vDPvW/vmwrZ3oeub0PEVy7QHQNh2dFMxfEYU2pLrl2FSOchxdLu7ngj3kkO/xnL+zyQ+6hdGSeImzKkChRJnq6BxBYcOAdi39EFid/MB5ygXB35vFsETp2OJ0+h49HgMPzYMpZnzVRnVAS3g2T2wdw7snQ3Jh6vtA4Ig0PzR/ngGh+IVWgtJdVn3t0mkvzOrn2vL2r9S+XDzBeKySxmx6AiPNPDhrd71rFHUdwx7d7BvX/F3+ilY1BM6TIT2k6v4OV4Pk1lkd+wlVl/cREqekeTExuSXWfqsfa0YJIoClPbJNHZvTatQNxoHR9Ik4DU8HSrEUbHTEsoOHiRr3mdoT58m5YdFbNuxiXQHS98ObtSEiFaWihG3I2hci7e9N0PqDmFI3SEU6YvYl7KPHck72JuylyxNFquiV7EqehWOckc6BHSga1BX2vu3x15eNQv/n4LM1RVBoUC8UQUPhQKZ6829a24Hg1lkc04hX0XvJTFlEXL9ZSSAROZKzzpjmdZ4KHYyGUM3DiU1M4lvV8zlhW4v4RLkBU+uRvhmBNrCenAxF1GrQ1BZxi3cn6pP3qIDlG65SMGKlbhcU14ZQNCU0Wbpp3yzbTubQ6JY1ehR8qUKMmQiR346gP+UZghO5ZH5tbrCxU1Qvx80HgrB7Wp8LVxBLhEY6O1KPw9nNqTn8U1yDie0WtZnF7A+uwBFvS4oEkt4zatCNN11MYu1f6VW2o5CJiHQVU2Qmx0lOiNuMss40FuP1uO9/pGoFZb7z4k/EjmzK4UOL/rj7l81QPVWmdj9+mNWL3WzzIs/n8umz09RJhH5KrGAfl/tZ3DzQF55pE55ltWDQ4hayfpmETx9Jo5jRWUMORnLZ/WCGOBd0dcf69ibdFUx355/H3uNhm1j+yOfs4qgIFvwjI27i03UqCFvvPHGdedd+zHwyiuvWEtOSaVSTCYTHTt2pH379lWWvTpa/3aJiIhAEAQuXLhQpcb/tYwYMYLXXnuNgwcPcvDgQUJCQujQoUON92U2m5FKpRw/frxK6aerB7/VanWVY128eDETJkxgy5YtrPp9PW/N+pStW7cSFRWF2Wzm3XffZeDAgVX2qVKpUKvVVaZfjUQisQyG55eXnVI4YBCqPgyqK2dUExQKBU899RSLFy9m4MCBLF++3OrDIchkKGvXRtRokMgrfxgMHz6cN998E6VSiZ+fHxKJhPicUi7FxtG/bx+ee/ZZZs6ciZubG/v27eOZZ57BYKj48KruPFbHwoUL0Wgsg4xy+e1Fw1y73tVl1a6edmXgu6Z94WpmzJjBlClTqp13hZr25ytlNq4uHXX1ubua6n73m/WFGve5q6hu/6IoklGkJatIiyAIKGUC4V4OyMsHNapb5+rzfuX3v3ZaTcpgBQYGEhERQUREBA4ODgwaNIjz58/j5eUFQJ8+fQgMDOS7777Dx9eHnNIcOrfqTLGmGEEQcFPVXNC5UV8RRfGBTKm18Te4TqaGDRs2que92HTOlmiYVzewSk3rv0OjRo3Iy8tj165dbNiwARcXl0oBCtWhbuCOXXNvyo5nkvfzJbxfaoZEef8HoP9tOKnlaAwmosLc+HBgI0I8HpzBvHb+7dgwYAM+9nco69fOAxChKN1SBvYBeuY7uqn+VaLFzXB0VyGaRQrTy+g27lMuHOtJi4gKc+u8rFQEQYKrpy/CVYKGaDTfsBxdbXsVm5rV5snTcZwu0TDo5GUW1A/hEc+rRFGZErq8DvX7Wky17cuNpEURSjItPoflBEVWZKGLosiuJd/hX7c+taOuEgluA4lE4LHmATzcwJt5W2NYcjCBLecy2Bmdxf+6hDOuYxgq+V26351ZDYZSSD99w2ugVKdjffRhUrLtOJtk5lhCPhr5aewCl2LSeVJWVh+1XErzYFe8fcbRxN+XvkOicFZdX4wQBAH7tm0JbNmCg5/P4fjhfZgEQBRp1LYTgQ1uHiR3uzgpnOgV1oteYb3Qm/QcTj/MjuQd7EzaSa42l03xm9gUvwm5RE6UbxRdg7rSObDzA2c0fjPkfn7U2rIZY35+penmkhJSJ07CrnVrPMe/eMe9N3L0Rpal5fBDwjnKsn5CqTmKHJBIlPSp/RSvNx2DnaBGkFuu3487fszer9fROa85W8pW0++5UajdwpANn4Pzwq9RchK2dYFHPwVBQKKQ4vLYILK/+grNqVNoL1xAVa+edf/a6GhSJ7yEPjERhVzOuCHtebGxhIXbz2K+3Ii0TCXR69Zi6v4khRoDbRsMgHp9QVEz8UxrMFUy4X6qTbD1O/mVNadZe8IiVCgcZJhCHDD52qF3tfzX8Ug040O9eczbjYcbeOPvqibQzY5gNzuC3O3wdlQhkVS9Fl3tK4JcjXoTFw+mU5KvIy2m4I6IGjUhqLYrXiFOOAfaM1DQsvZ0GquOJRMZ4MxTUcH3pA23grtCxi9NwnnxQiIbswt5/nwiKVo9LwZ5Wb/zx7cahrPCGflrU2mSUMzZJ/tj+OFnaoXd43qbNv5T2ESNGnIr0f0HDx5kz549dOnShU6dOllNwqVSKZ06Va5pejtZA9fi5uZGjx49+Oqrr5gwYUKVwdqCggKrj4C7uzv9+/dn8eLFHDx4sFIprCtcMWK++u+IiAikUilNmzbFZDKRlZV1S2LIFZo2bUrTpk15/fXXadOmDcuXLycqKopmzZoRHR193fI+jRo1IiUlhUuXLlWbreHp6UlGehqivgRBIgWXIE6eOnXL7QPL4OzVZthXGDNmDJGRkcyfPx+DwVBJgBEEAaGaqBdnZ+cqxxToZsfvv57EZDQyZfosAtwsv9fPP/9co/YpFIoq7buSdnkvuZ2+4OXlZR1Qvx417c9XSoWlp6fTtGlTgEqm4X+XRo0asXDhQvLy8qrN1vD09OTs2bOVpp08ebLS4L4IFGuNZBVZDAvdPTwxl+ZbX9RiYmKqLT93N+jUqRORkZHMmjWLzz77jNzcXC5cuMA333xDk9ZNSC9NJ2l/EgAqmYpwl3BydJZyGdVdD7dC3bp1SUpKIjMz05p5cvTo0b93QDbuH6JoyYTTl1USNURRJEeTg9aoxWA2oOK/M4hkw8aNyNYb+Ck9l1KTmZgy3R0VNcByf8/Ly+P06dP8/PPPjB492nqvvR4ufcLQxRZgytNSuCkO1wG354NlowK90czlrBLq+1mipx+J9GHp6Fa0D/eodlDlfnO1oGEwGVh2YRlP1nuy5qVizOaK6NtmT4FHBARF3YWW2rgV6kT54BXshGeQpXRMvRYPWeeJZjOJS8YRVHqGI+3n0KrbYwBoYwvIX30JtyF1bpi55aWUs65pOGPPJbAjr5jRZ+N5L8Kf0QHXlHfybmD57wrnf4N1z8FD06D1c1UyOC4fPciJzb9zYvPvtHlsGG0GDavWp/BWcFLJmd6nPkNaBjL9t7Mcjs9jztZLrD6ewvTe9elW/8b3yNui+wzwaQS1ulSIGkY9JQYDp9M0HInP40h8HqcMnyCxv4Q2fQCGgtYAOErDcRYbUd+nKc/2aEOjAJfy74XWNd59wqkT7Fj8DfnpqSCAt5cPLf1CqfPyVOsypYePYNesKcJtBsHdDIVUQYeADnQI6MC0qGmczj5t9eFILEpkb+pe9qbuZcbBGTT2bGzx4QjqSrDTgzeIWx1yP79qRYtaf/5RbQnqv8Op4jK+T8nmt7QUZIW/oi7eihITAhIeCevHK83H46H0IOeHs+THF+H7SgukzkqCnYIxtO9Mwp/RnDVcZO/uKczrMg95UCsch2bAz2vhWCy4BkO7CQDIPDxw6t6Nok2byV+xEt8Z7wJQsGYNGTNmIup0yLzcCRgSgTr9bYgv4GXgT+lQzhZo2LpDxgFdcw7G5dIhwoMpD9ehcaBlbOTaKgxbzqbz5/lMkvPKyv0udJWOu1s9b4LcLesGuNohlQgElGdb+KuUnD9wgpwADzJDg0jSG3glOoUP4zIY7e/ByM61Kjx/aohMIWXgK82JOZpJw84BN1/hDiGVSXj8NUvliIeB4e2CWXYoiWEtA63LFJTpcbH7++OFdwq1VMJ3DUJ493Ia36RkMysunRStnlkRAcjK33NGNOnFzikmCqa+SmiWnpinB5G/4DtaRLa5z6238W/l/uc//8u4ImBcETTA8rF5xYtg9+7dd2W/8+fPx2Qy0apVK9asWUNMTAwXLlzg888/p02byjeQMWPGsGTJEi5cuGD1sLia5ORkJk2aRHR0NCtWrOCLL77gpZdeAqB27doMHz6cESNGsHbtWuLj4zl69CgfffQRmzZtum774uPjef311zl48CCJiYn8+ccfXLp0iVqhfqQUJ/O/V/7H0qVLeeeddzh37hwXLlxg1apVvPXWW4DlHHbs2JFBgwaxdetW4uPj2bx5M1u2bAGgc7sosnNy+Xj+EmJzDXz1zUI2b958W+cyJCSE7du3k5GRQf5VkRj16tUjKiqKV199lWHDhqFWqzHrdNWaTN8IuVRCi4b1MBqNfPHFF5y6EM2PP/7I119/XeP2nT59mujoaHJycq6bnXC3ud2+UBNq0p/VajVRUVF8+OGHnD9/nj179lj7y51g2LBh+Pj40L9/f/bv309cXBxr1qyxeuZ07dqVY8eOsXTpUmJiYnj77bcriRxagwmN3oTeZEYiCAS62tHtoa589dVXnDhxgmPHjvHcc8/ddmbN7TB58mS++eYbUlNTcXV1xd3dna+/+Zp9p/axb9c+Ppn+CQCeak8UUgVeXl6o1Wq2bNlCZmYmhYWFN9lD9XTv3p1atWrx9NNPc/r0afbv38+bb74J3NkyYzbuEYIAzgGWurhXDX7pTXrytfnk6/KR2F4vbNiw4qmQs71lHWaE+/GQ+533UhAEgb59+xIcHIxOp2P58uU3FcwlKhmuj1mCREoPZ6CNzrvj7fovcTK5gD5f7OOJhYfIKakYoOlY2/OBFDSu5fV9rzPn+Bze2l+D9yhRhOM/wA+9LIavV7AJGg8EMrnUKmhcS1FBLi6aZBzFEqZvz+b5ZcfJLtZRdiILU76Oou1JN92+vUzK0oZhDPd1wwy8EZPKzNg0zDf6Hrrwu8Ug+I834PvukHm+0uxazVvT/NH+ABxcvYL18z7EoNVWs6Fbp46PIyvHRfHFsKb4OKlIyitjzNJjjP7hKAk5pXdkH1YEARo9TonMhV3RWczYdJglnzcnZm4t3li4lnnbYjgQm4uhLBBM9tTzUzG9d302jG/Pybf6s2/kT3zbdwrNg92sAVA1xWwyseOHb8lPT8XO2YWe/5vE8M+/o87rb1qX0cXFkTRqFLGP9qZw/QbEGmR9/x0kgoQmXk2Y1HwS6/uv57d+v/FSs5do6NEQEZGT2SeZc3wOvdf1pv+v/fn8xOeczTl7y9/WDwLXChq3e271ZjPrMvPpffwSPY6eY/2l5TikTcaueAsuRjUviCP41W8JH3eYgaedJ4JUwKwxgtGMLr7iOy28bRPUz4ezxfMAe1L2MG3/NMyi2ZJF1aPc93LrNDi71rqO67BhABSuX4+puBjthQukv/kWok6Hfbs2hHa6jDp7LWgLwNEP2r1Mi2dHIYrFlOhKsTfpkUoE9sbk0O+r/bSatY0un+6kwdt/kJKvse7nXFoRa0+kcjQh3ypoOCplNPBzoldDn0r3kuc6hRE98xF2v9KFH59pzdBwaGZK4onSJE62i2RmuD8BKjm5BiOfJGTQ/OA5Xo1OJq6sslBSHWZzxX5U9vJ7KmhUR/NgN+YOaWItUak1mOjz5T7GLj1GYu4dvlf9DSSCwLsR/swM90cAlqTlMupsPKVXBUF26dYH49y55DkIBGebyH/2GU6eOXL/Gm3jX40tU+MOYzabKwkaV7jyd01KxtwOoaGhnDhxglmzZjF58mTS09Px9PSkefPmLFiwoNKy3bp1w9fXlwYNGlgNnq9mxIgRaDQaWrVqhVQqZfz48YwbN846f/Hixbz33ntMnjyZ1NRU3N3dadOmDb169bpu++zs7Lh48SJLliwhNzcXX19fXnz6MZ4Z/DCJuiKadWzG+vXrmTlzJh9//DFyuZy6desyZswY6zbWrFnDlClTGDZsGKWlpYSHh/Phhx+CaKaej5r577/O+18uZuZn3zNo0CCmTJnCt99+e8vncvbs2UyaNInvvvsOf39/EhISrPOeeeYZDhw4wOjRoxGNRnSxsUgUShQhwQiyml9O7aNa8vasj5j/2Vw+/3AGHTt24IMPPmDEiBE3XXfs2LHs2rWLFi1aUFJSws6dO+ncufMtH+ed4Hb6Qk2oaX9etGgRo0ePpkWLFtSpU4ePP/74pkapNUWhUPDnn38yefJkevXqhdFopH79+nz11VcA9OjRg2nTpjF16lS0Wi2jR49mxIgRnDlzhsIyPcn5GkRRRCIIhHnaY6eQMXv2bEaNGkXHjh3x8/Pjs88+4/jx43ekvTWhd+/ehISE8N5777FgwQJWrlzJhAkTWNNhDbUiavHF51/wUNeHrEKDTCbj888/Z8aMGUyfPp0OHTqwa9euW96vVCrl119/ZcyYMbRs2ZKwsDA++eQT+vTpg0pli+b/1yCAs8KZElmJzSTcho1rCFErGRd440zFv4NMJmPIkCEsXLiQunXr1ujeqgp3waGtHyUH0shbE4PPy81qVF/fRgVleiNz/rzEov3xmEVwt1cQn1P6wNXDvhn9w/tzIO0A/cL73XzhsjzY9g5o8uHkMmg55qar2Lg/GPUmNCUGa/ktZzdPVFMP8dv6dVz+y5WLZzM4GJfLpx0cadHRH6eHahYtL5MIfFonkECVgg/jM/gqKYtUrZ7P6gWhrC7DYtD3ENoJ/nzLYij/TUfoMBk6TAKZEolUSucRY/AICmHbd18Sc/gABRnp9H9lGk6ef/++KQgCfRr70bWuF1/suMz3++LYcTGLfTE5jOsYxgtdalGozyZfl4/ZLHI2rYj8Uh2u9koi/ZyQSARcla74OvhWu/2CMj1rzx5mY/xGcgscSUpoglkEJ4rZa5eCs9lMc6cLNAppSatQN5oGtaaej5u1lO7tYtTrESQSpDIZEqmUrqOeJf6vY7R9/AmUdlXL3RlSUpC6umJISiLtlVfI/fZbPF9+CYeuXe96kJEgCJWMxjNKMyxG40k7OJpxlNjCWGLPxPLdme/wsvOiS2AXugZ1paX3P8to3FRYSOb77yN1dcP7tVdrvF6WzsCPabksTcshU2dAoTlCYO7vyIw5lEjLiHCN4A2fSfisFZEkaxAfEhHKBXOXPrWQqGXIPCuXhG3u3Zw5nefw0o6X2Bi3kTqudRgVOQravAAFiXD4a0sGlZMfBEWhbtECZUQ4upjLFH7xOm6REtyfexaJSoX7uHEUrZtIYpmKJJ/uJEqDGNIqGA8HJW2HTOBPgwvbTqRVPqZiHRRb/n0sMY9AN0v2Rafanqjk0ooyUW52uNjJq+2DdtdkXVwJIIyMjMRRLmNsoCej/D3YmGMxFT9VrGFJWi5L03Lp6eHM80FetHSuei2UFen5/bO/iOpfi5CG97cMmiiK5GeU4eShQnZVabxjCfmkF2hJztOwOzqbMR1C+V+X8Ot6ct5rxgZ64q+S88L5RLbmFjHgr8ssaxiGl9JyvXbo1IP1H03H/Nq7BOSKpI8dzclvFtOkccubbNmGjVtDEP+JUvjfoKioCGdnZwoLC3Fyqhwtp9VqiY+PJzQ09F890FZWVoafnx+LFi2q1sPinpFzGbO+mBx7V+ztPLGT2d3eC1VRmqVOq0QGnnUrRQ7faWbNmsXKlSs5c+YMpuJi9EnJSJQKFLVq3XLbzWaRy9klaA0mHJQyQj3sbVHr/3Cu+Gdkl0edOChlBLnZPRCmoFcoNZSSXpqOn70fdvI7bJh4C+zfv5/27dtz+fLlm9Z/t/GAYdRbSkdUI1z8V56jNmzUhP35xXgp5ETY37trQavV3tK1Z9abyPr8L4w5GtRNPHEfWvcutu7fxf7LOby29jTJeZYI1IFN/ZnWu36lWt3/JIr1xTgqqo/wr8LlbRbfgHYv37IBrI17Q9L5XLYtPo9HgAN9X2paZf65tEJe+eU0eenx/KmcSpxdY4Ke+RE3j1sTEX7JyGPixSSMIkQ52/NDw1Bc5NcZdCtKg42TIbo8o9uzHvSfD/7NrIukRl/g99mzKCssQO3kTN/JbxBQt0H127tNYrNLeOf3c+yNsZRZ9XHToPN5H6N4/ex3hVTBhv4b8HXw5WJ2CuvO76MgL5hTiQYuZhQjcz6G2m81prJgyhKfJ9BNTetQd8Icj/OoKYHAnu9UiBhXl267TeL+OsrOxd/SuHtPWvSp+fe8ubSUvB+XkbtoEeaiIgBUjRrh+dIE7Nu2vS/fokX6Ivam7GVH0g72pe6jzFiRaXjFaPyhoIdo59/ugTcaL9mzh+Rxz4JMRviff9zUX+NEYSnfp+bwe1YBBlFEpovBtXAFo5MaMDC3G2v8thPSswn9avVDIgrkLD6HItgJx04BSBQ1CyDaGLeRNTFr+KzLZxX3eLMJfh4BFzeA2hVGbsaYG0f6ex9SciIHhZOB5B6+/BL6HkmlUhJzSynSGittd/mY1rQNtwgCPx9N5u3fzxFU7mXhqJJxMb2I8+kWVeO9/pE8+Td9IsxmM8uWLSMuLo4XX3wRD4/KYoQoihwsKGVBchZbc4us01s42fF8kBePeDgjLe/f+36J4dT2ZFy87Rg6vRXS+/itvubj42TEFdJnfGOCGrhXmnc5q5h315+33qu8nZS83rMe/Zr4PTDjRscLS3nqTBx5BhOBKgXLG4VVeu/dd2gbppdewqvQzLlAOSGL19IioPqS8zZsXM2Nxu6vxiZqXMW/fTDGbDaTkZHB7NmzWb16NbGxschuIbvgjlOUDiUZlgepa8jtbUNfCjmXLP92DQW1y51qXSVKSkq4cOECffr0YebMmYwdOxYA0WhENBqR3GZ/0RpMXM4qwSyK+Dqr8HT89/W7/wpGk5mkvDJKdJYXPk9HJT5OqgfmhcNoNpJZmkmBrgAAB4XDPa1fu27dOhwcHIiIiODy5cu89NJLuLq6sm/fvnvWBht3iJxLlntvNffcf/tz1IaNmpKjN9L5yEVKTCZWNa5Fa5d7Yzx5NUajkYsXLxIZGXnD5fTJxWQtOAlmcHuiLnaNPG+4/H8ds1nkjXVnWHk0GQA/ZxWzBjakS527l4lzr8nV5LL47GJeav4ScokcojeDoy/4NbnfTbNRQ4pyNCybfggHFyVD3mqJsposLIPJzLbV3/DQ+TeJkdQiZOo+7NVKNOdzkfvZI3Op2XN8T7m/RonJTISdkuWNaxGouo64J4pwbh1segXKcuCpdVCr6zVtz+a3T98jOyGeAa9OJ7Rpi1s+/pshiiJ/nMtk5obzpGsvYx/6xU3Xaa9+j+gkZzIc30eqSkeTMhxjcUMAQrx1OHjvIcqvNaOb9MfPRV39RvSlsOgRaD4SWoy+oaF4dRRmZbBzyXfEHjsMgKuvPyPnzEdyixmypsJCchctJu/HHxHLypA4OxO+fTtSh/srGuhMOovReNIOdibvJE9bURpRIVEQ5RdF18CudArs9MAajWd//gX2Hdpj17SqmAigM5v5PauA71NyOF1UyuAkA61yyvgm5GfySvcCMKCwG+PSBqJo4obX0L8v6v2fvfOOjqJq4/CzfbOb3nulQ+hdepEiTUC69GIBBAt2RdTPCgIqKlJVEJGmgiK99xZ6SQJJSO9ts32+PxY2RBKSQCAB9jlnT7Izd+69Mzvlzn3LzyyYEYvEFOhNXEvPJyZdQ0JqOl0PjyZAe5kEsxtrIlrT9dJxLKqQIo5Omsh7yUW1TD0cFNboirFtQqjnZ9HgMZrMSMQioo5fJLh+NaRyy/0mIi6LFYdj+PjpcGtKtTPXswl0VeF0l5GheXl52JeiX3I5X8sPcSn8npSJ/sZ0Z7CdnEkBngz2dkUhwIG1kYR38MfZq/Kc/AB2/nyBS4eTafNMNeq1vz0FliAIbD2fzEebLhCbYTH4NQlyYfnY5thXkaiNqxodw05HcbVAj7NUwtLwEFrdMu49efIwUTMm8v1TJpKdFHzY8kv61e5YiT228TBgM2qUwONs1Lh27RohISH4+/uzbNkyOnfuXPpG9xNtDmREgUReVEyurJhNkHoJTLp7M4yUgdGjR/Prr7/Sr18/Vq5ciURScalVMvJ1XM8sQISIME/1bWGWNqo+BXojMekaq36Gv4tdlRH1EgSBTG0myZpkSy5VwEXpgqfKE6n4wZ1rP/30Ex9++CFxcXG4u7vTpUsXZs+ejZubW+kb26g6CAIknQHBZImMuyEULggCRsGISW96pJ+jNmyUlWSdgakXYknSG/i3SQ2UD9gL0GQysXz5cmJjY+nduzdNmjS5Y/nsLdfI3RGHWCXFa1oTJI5V4xlWVXlnwxl+ORTLyFZBzOheq8pMLFQEZsHM0E1DOZ9+nkE1BvGuuiasmwDOgTBpj2XMbeOhICEyC68Qx1K9kK9dOEaeAerVb0runutk/30VkZ8C3xebWVPclMb5vAKGn44mUWfAUy7ll/qh1He4w2ShJsPiJd74ltS7eSlgbzEOGnRaYs+eJqxJ8zK1f7cU6E3M2rqFjWkzSi2bf3UKZq0fCq+/UDvG0NhpIANq9qRZiGvZU84dXAD/vgmOfvDCIVCWTWfJoNdx9I+1HP1jDUaDHrFEQqMefWg1YCgK1d1PyhrT0khbuBCZry9uo0cDljGdPioKRbXK9aY2mU2cSTvDjtgdbI/dTmxuoeaLCBENPRvSKcAiNB7oGPhA+mTM0mLON5a4XqyWlmgMTNIZ+O1KEruvpXPghu1IYc5n/d48PLUq3vNfwDGHczxd/WleqPkcbhKXMhsWb2I2C6Tk6ojN0BCTnk9shoa+DX2p5mmJ0Fh5OJb3d3+LYHTAmNMIN7L5Q/YO/pJ0CtJkxOx0Qx4cgi4qhsyeAzj/9FiC3NQEuqoIcLW74zzF8tc/Ju3aQRp0G0OXsQOKLaMzmuj05W5ytAaeax/G6NbB9zWdUorOwNL4NJbFp5FptGg+uMokjPJ1Z6y/Ox7yyk9tpsnRI1dKkJYSeaM1mFi87yrf7oykVagbi0dXrTRO6Xojo85EcyxHg1wkYn7tQPp5FY4XziXHMfTvgQhiDQhi5jZfROc6VWsfbFQtbEaNEnicjRpVDrMJkk4jAAVuYRSYDbgqXcvu2Z4dB/lpIJaBZy1L+qkHgCAICAYDYnnFvPALgkBshobsAgNyqZjqng5IHgJRSRsWMjV64jMLMAsCcqmYIFc1dmUMB77fFBgLSMxLpMBoSY2hlCrxUftUatopGw85Rh2knAdE4FMfRJaJEp1RR2RWJBKTBCFDsD1HbdjA8nxPMxgr7aV5586d7N69G5FIxIgRI+6Y6k8wmklZcApDQj7KWq64japTZSINqwKpuTr0JjN+N7yvc7UGLiXl0jTYtZJ7dn/YF7+Pjw99zPddvydI5ggLO0CNHtB1FkhtBq9HGWNaAQlzDmEn2khkgwBaDHypzGL3CVo9w09HcyFfi0oiZlHdYDq5lW3Snqw4WNAK6j0NXT+8LRI0KymRvat+osv4F7CzL2OatDKyKuIgH5+aWGq5JtIPeLbxEzQJdMH5btPMmc1w5AfwqHlbhEpJxF88zz/fziY7JRmAgLr16Tz2Odz8789Efu7OnVx//gUcunfHY+oUFKGh96Wd8iAIAtHZ0eyI3cGO2B2cTT9bZH0152p0DOhI58DO1HG7P88vY5aWpC+PgfEO02dSEd6vNrUaIwzp6ZyOuc5ChROpF9KYf6yAGJWIFzs70FTYx/m4lXRMaoxMkJIfBuPbPkdN15p37IfWYJmcV97QXzgek8GCnVHEZGiIy9CgMxbVcP18YH0G1XOEcxv4/shGvlVdBEFMPdlLdEtR0Grtx4S1TUCqEDC4tsDUeQ5XBzwDMhnVd+5A6l62iJj1X/xI9LE/ULm0ZOK3bxVrTI1N1zDx52NcTLKkpXK3lzO5YzWGtghEIS35/Vmr1WI0GkuN0CiJfJOJObuiWScqIFFkOT4KsYhnvFyZFODxQNOE3itJ2VpMgmAdj6Tl6fgrIoERLYOs0TCVRYHJzIvnY/g7zSJa/06oDy8Gelqvx8PXzzF+27M0jtQx/l8B4yef0bFL78rsso0qjM2oUQI2o0YVI+UiZmMBF+VyBKCaSzUUkjJ4utyM8gBwDSuzl0tFYMrJQR8bh9TVpdQ8mWXFaDITmZKH3mTGRSW3CmnZqLqYBYGkbC1peRb9DAeljAAXuyqln5GpzSQhLwGxSIynyrN8RkMbNoqjIAsyr4LUzmJMvkGOLoe43DjkghxjmtH2HLXx2CIIQpW5zwqCwLp16zhz5gwKhYJx48bh6VlyiiRDUj7JX58Ek4DLgOqom3k/wN5WTQRBYO2JeD7ceJ66vo6sGN+iyvy+95WcRAxq90KBXm02KJ0qt0827hpBEMhN1+LoXkJKpFvLms2c/bQf4frdvG8YxaWgoXw2oD5BbmVLS5RjNDHu7FX2ZuYhEcEXNQIY5luGqNxjS2HjNMv/9t7w1Gyo3cva/1/feZXEyEs4e/vQ77X3cPMPKFN/ysJ3B3ax4MqUUsu9UP1rnm/docLatRK10yLa3GsuON4uRp5+PZafZkxB5eRMh5HjqdGyzX29D6V+/Q1pCxZYonPFYpz69sX9xReR+/vdtzbLS1J+EjvjdrIjdgfHko5hFAqjJ7xUXlah8abeTS0p9CoAfXweKV+fLLWc55RGaJLySNx2GdP+1SRknWP8258hF8nYvjOPLGcj74fOJUoTDVgMMq82fZUn/J6w1pGvM3IpOZfYdA2xGTc+N/5PytEy+5kGDGhiSVW090oqzy4+Yt1WIhbh52xHoIuSQGkm/YQdNE/4GYxaTAK86x/EX3IBuSDhrZV66sQKODX1xqfGGURmA7R8gWtLr1IQEYHHtGm4PzepTMdHk5PPL+9uxqBzocPwmtRtW/z5YjILbDydwJytl4lJt6RT8nO2Y1qX6jzdyK/Yd+nDhw+zefNmWrRoQffu3cvUn1tJjc1l9SdHMQOOE2vwm1nDiZxC7ZYn3Rx5PtCTlk4Pn8bp62tO89uxOKp52vN+7zq0rV65KURNgsAHkQksvJ4KwChfNz6u7o/0hnE8MjWB84N6Uj1RR46diNz/fUiXHsVH9th4vLEZNUrAZtSoYmTFgSaNWKUKpHZ4qjxRSks59mYjpFwEswFU7uBccYPasmBITMSYno7UwwOZl1eF1ZuvMxKdmocABLioHlqhyccBww39jPwb+hmeDkq8HBWVPggSBAGj2WidhBAEgdSCVFwULoUTEzZs3Au5iZCbBHau4FJUk8VkNpFfkE98bLztOWrjscQsCDx7+irNnFRMDvSyvsBVJkajkZ9++onY2FicnJyYMGHCHT0dc3dfJ/ufq4jkErymNUbq+vhex3EZGt5af8Yq0FnX15Gfx7XA9VEfnx3+Aba8A0NWQvWuAFzKuMTKiyt5p+U7FTZBaOPBoMnRs+nbCDKTNIz6pHWx2hr/xWwysWfDQl44FYTGIGAvlfBmJ0+GtKuPpAx6jHqzmVcuxfF7UiYALwd78Vqwd+nj5JgD8OcUSI+0fK/TD3p+AfaepMZcZcMXH5KTmoLczo6nXppBaKO7S10SnxfPn5F/0iGgA7Xdapc5UuPthgsZ0qDVXbVZImYTfNPM4qzXajJ0+xiDTkvcuTOENi7cv+iTR/GvXQ+5snTDVEWgvXSZ1K/nk7dtu2WBTIbLMwNxe+45ZHcwjlcG2bps9sYXCo3fjFAHcJA70M6/HZ0COtHGr809RauX1aix8Wl/0s+lMeqylryU00TH/Mmh9z6kUbDApogfOJx5FAAXhRs9/EbjK23H9QwtnWp50SrMYgDcczmVkUuOlNjGy11rMLVzdQDS83RsPpdEkKslTZSPsxLZ7v9ZDIWatMKNPGpBgyEY6vZn+rHP2J2wFzutwOzUzjzx2ueIr2yENWMB0PgNJ2b2TqS+PlTbuhVRGVNvR2yPY9/vV7B3UTBiViskspKd/QwmM6uPxTF/+xWScyxOgmufb02ToNtTHC5evJi4uDi6detGq1blvwYFQeDklljyMnW0HWw5bkez8/kuLpXNadncnBBt6KDi+UAPnnJ3fqBjuKTobI5uuobaSU6nkbXLte1vR2P5bPMlMvL1ADxZx4t3nqpDoFvlOskujEvh/cgEBCxGo+/qBqG+cR7FxERxdtQAQpN05CnhwpsTGDn45Urtr42qh82oUQI2o0YVw1BgMVLIVFBWgbPMGCjIAInCErpbTmG0isBcUIBIJkNUwULryTlaknO0iEUiqnvao5BVjTRGNgrR3NDPMNzQzwhwVeFkV/kv+DqjjsT8RPQmPWHOYUgq4bqw8RiQEW3x2HX0s+a9vhXbc9TG48zWtGyePXMVpVjErua1CLYrY471+0x+fj6LFy8mIyMDPz8/Ro8ejUxW/HNLMAukLjyN/loO8hAnPCaElzmn/qOCySzw88FrfP7vJTR6E3KpmOldajC+bUilp3Z4IGycDseWWISMe89Da9Ty1LqnSClIYUL4BKY2nlrZPbRRDgRBYNWHR8hOKaDH8+EE1S27llns9RzOLD3N1XwtLeVvYq+Qohr8I4HV6pWp3c+vJvFVjCVl0iBvF76sGYBcXMo1ZNDC7s9g/zyLfpedC3T/DBoMRpOTzV9zPuH6hbMgEtFu2Gia9u5fbqeiN/a+waboTRbNmFbvcjb1HEP/HlLqdr/2XEU9j3sXbb6NlAuw6xOEPt8SeeYsu5b/SG5aGiM+nYtncOWmfio4fZrUufPIP3AAAGX9+oSs/q1S+3QnyiI03jmwM+392+NmVz5dv7IaNYa3UqEXQ6dMMzVc9DRp4cmyCz/w77V/LQXMcvQZbdGltQOhcJwwrUt1pnWxCHPHpOczZOEhAm+Icge5qQhwVVn1LVxUsqLnfU4COPgUCs//8SKc/AXUHhD+DNQfDD4NrOu1Ri3PbRzD8eyzuCpdWd59OcFOwbBvLmx7HwERiSd8yb4s4L9gAQ6dyibqbDSY+OXdQ+RlZFO/kz3thrQrdRutwcRPB69xITGXrwY3tC6PSc8n0FVFTk4OX331FQAvv/zyHSc3S6O4aNoojZYf4lJZnZSB1myZGg1QypkU4MFQb1fUd0iLVVEkRGax/ssTKNUyxn7RptzjrmyNgbnbL/PTwRhMZktK7AltQ3ihQ7X7qllSGhtTsph8IQatWaCBgx2/1A+1pmSNT4jl2Iie1EgwoVHA9Xdm0PeZMZXWVxtVD5tRowRsRo2HnJupTwDca4C8bKHQDwuCIBCdlk++zohKLiHUwx7xQxYC+SiTka8nPqsAQRBQSCUEuams+UwrC7NgJlWTSro23TpQC3QIxF5+dzlHbdi4I8nnwKQHt2qguD2nte05auNxRhAE1iRnojMLjChLupUHSFpaGosXL0YQBEaPHo23d8mppYzpBSTPO4GgN+P0VCgOJaSQeBRJydHy3C/HORGbBUDzYFc+HRBOqMdj9Ew16uDcBqg/yDoBtuf6HhafWczXnb/GUf7gUr7aqBhSY3NROytQOZYvykgbmUXaojOYRQJOsslIRMnEDd1B7Vpln9j/JSGd1y/HYRKgnYs9i+uF4FCWScLECMvEbNIZaD0VnvwQAJPRwI4lP3B6+2YA6rTtSNeJU5CWoHV4KuUUGyI3MKXRFOsk9uHEw/x45keG1BxCl6AunE8/z+CNg0vt0m+9fqOOW50y7nn5yEyMZ8eyhVw7dRwAB7WM7v27EtjrhfvSXnnJP3SY1LlzcRs/DocuXQAw63QIBgOSu9Q5uN+YzCZOp522Co3H5cZZ14kQ0cizEZ0CO9ExoGOZhMa113NJ++ZUqeVecNATZTCSr8+hdZNTXNT8g8FsQIQIXVYT9KldEYxOKGViq9Ei0FVNx1oe5UsdpMuF839CxK9wbR9M2A5+TSzrks9BdrxFt0UiRRAEMpYtR9DprOmk8vR5jP13LBcyLuCj9mFdn3XYy9Sw6WU4tgQBKde2OCOp15nAhQvL3K0Daw5wcM1sRGIpz/2wFJVD+SMGUnK1tP98F/X9nejhZ+DasR0EBQUxZkzZJ70L8vSc3nmdZj2DEZfBISFNb2RZfBpL4lPJuKFb4iyVMMrPnbF+7ngp7p8To8lk5vSO6wTUdsXN7+5TYF1JzuWDv86zL9ISofNixzBe61arlK3uL8ey8xl5JpoMg4kApZyV9UOtGibR16M4NaYvteNMFMgh5o1pPD2sbOnObDz62IwaJWAzalRtTGYTIpEIsaiYB4/JAKkXLZEd9l7gWDF6FmVFMBpBLEZUmofRPaI3mrmSkovJLODhoMDH6cGEGdsoGbMgkJhVQPqNsE5HpYwAVzsk9/lcKI1cfS6JeYkYzAYA7OX2+Kh9kEse8dQYNioHQYD8VEuEnaMfSCyePzqTjhRNCiqpCrVIbXuO2rBRRYmNjcXOzg4Pj9InTfIOJ5K1PhKkIrymNELm9Wg5kZSEzmii1/x9JGZreb1HLYY3DyyzSPJDy7n1lrQ/PT4v9PIthqqkF2PjwZG79zqKECcyhGSizhzhiZ7DrOuyM1Jxci39frItPYeJ566hMZmpo1ayokEoPooyjFVNBksKncbPguzG+1B+GoLShVNb/2bn8h/xDq3OoPc/KdGoMXTjUM6mn+XVpq8yqu6oYssk5iXSa0Mv9CZ9iV2RS+Rs7LcRH/vbNS/uBYNWy+ENqzn21zpMRiMSqZSmbRrTIvErZGIBJh8F9+oV2ubdcnPa6OZ9IH3JUtIXLsRt4kRchg1FXIXHfYIgEJUVxY44i9D4ufRzRdZXc65Gp8BOdArsRB3X4oXGj0Yk4PNrVKltjSWbqy77UXhsRySxpMJq5d2Sl1KbkHY+E/XESQS6qvBwuIvUxSYjRO+yGDIuboJbUm3R7RNodbsRzJSbS+Jbb5G7dRuIRISsW4uytiXFUYY2g9GbRzO45mCG1x5e2MaqYXDlX4xaMde2eRC4YQdyf/8ydVGv1fHtuLEgktF72ptUa3pn4fPi2Hw2iamrTqK/IXruL87ipY4hPNO1dZm2F8wC6+ecIDEymzptfek4vOwT+wUmM78nZfB9XCrRBZa0WHKRiAHeLkwK8KCWumrPzQiCwJbzyXy3K4rlY5rjdCPloNFkrjTtz2iNjmGno7hWoMdZKmF5eAgtnC3G0LT0FHYN60ndmHw2N5KgevkzJjV7qlL6aaNqYTNqlIDNqFEF0edDQRbxgo5soxY/Bz+cFP8RIxQEyLgKumyLQK1HDSjO8HE/uxkfjzk3F5mPDxKn+yuWmF1gICY9H4AQdzUOyspPb/S4YjCZiUnXoNFb9DO8HJV43s0gtAIxC2au514nV58LgEwsw1vtjYPcwTbhYOOBk6XNIj4vHjuZHb4KX9tz1MZjx/7MXJo6qVFUsqG7vOh0OhSK4lNkCYJA+rJzaC9lIvOzx/OFBoge0dRL5xNyqO5lb00tdTEpB0elDF/nqj1xUSGkR8E3TUEwWzQ0apVtImFbzDa2XNvCx20/tmlsPGTkZepQO8nvOa3ctQvH8Fj1FKeDR9N0xEclprS7SUSuhhGno0nVG/FVyFhRP5Ta9uW8xswmWPwkiKXQ9xtikwpw9fPH3sUVg9nA9tjt7IjZwf/a/g+p2OJ4sSFyA0eTjjK01lDquZecNisxL5FMXSZms8DZhBwy83W4qBXU83VELBbhonCpcIOGYDbz8xsvkRpjyUIQ3LAJnUZPxMXDA/Z8bnHk6zKzQtusKARBIGb4CApOnABA6umJ+/PP4TxgAKISDExViTsJjXurva1C4wpxTVadT2HflTTUsXksMZYedfBatYWclZ0CLMaSV5q+QuM0B2IGDwGRiODVq7ELLz2F222kR8GS7pCfUrjMrTo0GAzhg27TugPQXrjA9WnTMMTEgkyG1xuv4zJsWJH3RZ1Jh0Lyn7GALg+W9YTECHQ5EnJ8p+Px6rtl7urViGh8a/ijsLv7cyEhq4Av/j7LhtPJCFj627uBLy93rUGIe+mOFtGnUtmz6jJ9XmqIq0/5HTPMgsCWtBy+i0vhcHa+dXlnV0eeD/TgCWf7Kv3efasjgiAIjFh8mEBXFa8+WRM3+wefHjVNb2TkmWhO5GhQiEXMrx1IX0+LfkpmZjrz3h7EumbJmEUiegeM5ZPO0x94H21ULWxGjRKwGTXuTIcOHWjYsCFz5859cI3mpUBOPEkKFemCETc7N7zV/0mLoEmHrFhAZNHRkFXci2ZwcDDTpk1j2rRpJZYRzGZ0kZEIej3ykBAk6vvvsRifqSE9X49ULC7ysl0R7Nq1i44dO5KZmYmzs3OF1VtZ3K/9ydcZic2w6GdIxCICXFQ4VgH9DIC43Dhydbm42bnhbude6RoaIpGI9evX069fv0rth40Hj86oI0efg1QsxQ67x/45auPx4lxeAd2PXaa6SsHaRtVwkVVe7uLyEBUVxdq1axk4cCChocXnbDfl6Ej66gRCgRGHzoE4db19wuRhpkBv4qttl1m0N5pXu9XkhQ7VKrtLlcPeOaDNgk7vWSPw7kSmNpNua7tRYCzgzeZvMqz2sFK3sVE12LPqMuf2xNPj+XCCw93Lvb0pR4f+eh52ddw4uHAqrRKWs9XUmDluH/DFMw2o53dnp6/YAh3DT0dzRaPDUSpmSb0Q2rjcnsqyRJLOWCZ19XkWbcUOr1tSU0lkGMwGXpjVk2R5Dq88+zntA9qXe/8qg5Ob/+LYxvV0GDWBak1bljxJmp9m0Rrp+DbYOT/QPpaEYDSS/cefpH77DcaERABk/v64T34Rp969yywuXdlk67LZc30PO+N23iY0Xje3DudMKgryahKaW4cl3C5i/V8mB39ClouGyY0m069aP6uBLfH9mch8fHAbP65supw5CZAeCSE3dCnMJphTB8wGqDcAGgwB38YlRthlrV1L0qwPEXQ6pL4++M+di139+qUeix9P/8iUxlNQaDIxf/MEYl0aBZkqFJ9cQqx6sOkH9+zZw/pt+4lU1uRMjmUiXiWXcOitzjiWwenTaDAhrYBU0cez81kQl8LfqYWi4vXt7Xg+0JNeHs7IKiCiUxAErl/KJO58Bk17BiNXVtx48kRsJv0XWHRxHJRSpnepwbOtgh64TpjGZGby+Rj+TssG4L0wX54P8EAkEpGrK6DDqu7oyUBkEpgum8iYZ20aXo8zZTVqPJouV5WIVptATu7ZEj9abcJ9azspKYkpU6YQGhqKQqEgICCA3r17s3379vvWZoVwQxfD1aCnukt1vFReRdcb9ZackAAO3hVq0AA4evQoEydOtH4XiURs2LChSBmRWIyiWjXkQUGIVWXLC9mhQwdEIhEikQiFQkGNGjX43//+h8lkKtP2Pk52KGUSjGYz1zMLrCG/o0ePvuPE8a3tFvcJDg6mdevWJCYm4nSfI07ultL2saI4efIkvXr1wtPTE6VSSXBwMIMHDyY1NZX0PB3RafkYTGaUMgnVPOwr1aCRb8jHYDJYv3urvAl1DuW7L76jSeMmpW4/c+ZM6zkgFovx9fVl+PDhxMXFlbrtf+tp2LDhbcsTExPp0aNHueqy8ZChz7eknhLMRRYrpAo8VB64KEt/0bNh41EjXW/EUSoh0E6O8wMQk6woTp8+jUaj4bfffiMlJaXYMhJHBS79wgDI3RmL/nrug+zifeVgVDrd5+1h4Z5ozAJcTc3nsfHzijkA+emF39u+DF1nlcmgAeCidOHL9l/ydLWnGVyzdB0CG1UHiUyM2WyZOCsvxrQCkueeIH3lRQzJ+bQcP5djTb/gC+kkLiTl0vfb/cz55yw6rabEOgLtFPzZuDotndTkGM0MjYhmTVJGieVvwzscXjhEblhHlqvlvBPxDfzYERIjSDx/nloXFLSP8ECz4yyC2Vx6fQ8YvbaAPSuXEX3iqHVZg649GT17AdWbtbqz1/ffr8GRhbB23APoadkQSaU4D+hP2ObNeL3zDhJ3dwzXr5P4xpskf/JpZXevTGgMJjZczmPDlRAiHZ8nwecbsj1eRp/XnDFJg/jy+mRGGLyw81+Budpc9CLDHevTiwz0rNubv/v/zcAaA60GDQCfD2bi/tykOxs0dHkQsQp+6msxYKwdb0kHBSCWwKg/4eWL0PMLi35GCedM4gcfkPj2Owg6Her27QhZu7ZUg4YgCEzZMYXl55czY/cMjGp3RKP/wGSUYOeiwfjjQCjndWU2mtiz8m9y0rLKtd1NmjZtyoi+T/LVoPpsmtqGjjU9GNIssIhBI09XGGUTfSoVnabwN6oIgwZAEyc1i+uFcLBlbcb4uWMnFnE6r4Dnz8fQ8tB5fohLIc94+xyPSRDYn5nL+uRM9mfmYiplnLHrl4uc3BJLwuWsCun3TRoHurB6Uivq+DiSqzUya+N5es7by74raRXaTmmoJGJ+rBfMeH+LUX1WVAJvXYnHJAg4KOzY/swmVGZvJm8y0/ST7/h57swH2j8bDycPhzvZQ4JWm8DBQ10wm3UllhGLFbRquQ2lsmL1IK5du8YTTzyBs7Mzn3/+OfXr18dgMPDvv//y4osvcvHixQptrzyYTCbrRGqxyOwAEXKz0fKglNzycBYEyIoBwQQytUVLo4LQ6/XI5fIy5ZYGi2FD4lAObyJgwoQJzJo1C61Wy8aNG5k6dSoSiYTXX3+91G3FYhGBrioiU/LI1RpIzi7A07F0z+d169ah11tywsbFxdG8eXO2bdtG3boWUT+JRIJcLr+jSOjjQEpKCl26dKF37978+++/ODs7c/XqVf744w+iEzOwc7UMlpzsZPi7qJBUUk5tg9lAcn4y2bpsHBWOBDgEACAVSxGZytenunXrsm3bNsxmM1FRUbz44osMGjSIgwcP3nM/H/fz6bEg+zoYNOAcBCrXyu6NDRtVgnauDuxqXhMRoiqdhuC/9OrVi4yMDOLi4li5ciXjx4/HvhixV1UDTwrOpVNwOo2M1ZfwmtIIUQVNElQGOVoDn/x9kV+PxALg7ajko3716FKn4saXVZoTP8NfL1k8f0estUyS3QXt/NvRzr9dkWVmwVy8Jp6NKkPDLgFUb+qJZ1D5va0lbkpk/g6Y8w0gFiESi2naayIr2uuY+ec5Np1JRLJ/NklHj6J96mtqNulYbD0uMimrGoQx9WIsf6ZkMflCLAk6A1MCPct2D3UOQNt/IV+t6YIJgbHXLxC6sCP+rabQrFc/jm7cwPm//0GbnM5TU15Fbld+keKKRhAELh/ax66fFpGXkc7lQ/sIDG+IVCZDLJEgLktEQ4vnLOLPncqeAuhBIZbLcR0xHOf+T5OxYgUZS5biPOgZ63qzTodILq8Sz0iz2cy22Ax+P5vI8egMMpLzwSQgiEHXyRckcoJdWxAibopbjhkhM4cmzo3ZZR/B9bzrjA+biaOxZGH0HGken1WfjUp25/NOEARMaWlIPTwsERhXd0PEb3DhLzAUpjrCNdSiZ+d4I/WZR9n0KZR16oBYjMdLL+E2YXyZNEFFIhGTG07m+W3PsyNuBx8c/IBZrWeR6z4Gp/RFyDMPw/aZFiN4GVny8rtkJ58mKTqaQe9MLvN2N1GpVDRpUui8t3RMc0zmQsNARFwWwxcdZlybELq6OLJn8XlcfNT0f7UxClXFOyMG2yn4pIY/r4V4szw+jcXX04jXGXg/MoHZ15J41ted8f7u+CjkbErN4p0r8STqCo0sPgoZH1X34ykP59vqFolE1GjuTW6GFjvHik/h1jzElb+mtOG3o3F88e9FrqTkMWLxYbrV9eKzAfVxVj2YtHESkYiPqvsTqJTzfmQCS+PTiNfq+a5uEM4qe3YN+YM1G7sjNafS6IffWKjNZuIbXz2Qvtl4OLGNPCsQvSHjjgYNALNZh95QDo+UMvLCCy8gEok4cuQIAwcOpEaNGtStW5eXX36ZQ4cOATB27Fh69epVZDuj0Yi3tzdLliwpsmzy5Mk4Ozvj5ubGO++8U8R7Ta/XM2PGDPz8/FCr1bRo0YJdu3ZZ1y9btgxnZ2c2btxInTp1UCgUxMTEsGvXLpo3b45arcbZ2ZknnniCmJgYizaGXMVfW3bTpHkLlEoloaGhfPDBBxizEy0hxiIxWSJHJk6ahJeXF0qlknr16rFx40ageO/xuXPnEhwcbP1+0/v/k08+wdfXlxo1agCW9FM3023dLP/0009boxquXrmCWCzm2LFjRer/+uuvCQoKuqNnn0qlwtvbm+DgYCZPnkznzp2tUSBz5swhPDwctVpNQEAAL7zwAnl5eUWOo7eHG6cP7ODpTi3xd3dk5KhRLF++nD/++MPqdX/rsQdwdXXF29sbb29vq8HGzc2tyLJdu3YhEonIysq67TerWbMmKpWKgQMHkp+fz/LlywkODsbFxYUpU6YUiTQp7VyoKHQ6HVOnTrVGVLRp04ajR4/eVm7//v00aNAApVJJixYtOHPmTIl1HjhwgJycHBYtWkSjRo0ICQmhTbsOTHn7I+xcvRABuzb+ToMwvyIGjQ0bNhQZlN8893744QcCAgJQqVQ888wz1mMLhefeBx98gKenJ46OjkyaNMlqfCppH7ft3UZkZiTZumyO7D9CoGMgmzdvpmnTpigUCn7++Wc++OADIiIirOfDsmXLStxnqVSKt7c3vr6+tG3blgkTJnDo0CFycnKsZV5//XVq1KiBSqUiNDSUd999F4PBMhhbtmxZie3dGuF07do1RCIR69ato2PHjqhUKho0aHCb8eTHH3+0HrOnn36aOXPmPBLp0B5JBAGMWsv/t7yoGc1GNAYNJnPZItBs2HgU8ZDLcJc/XH5CMpmMIUOG4OLiQlZWFr/++qv1Xv9fnPtWQ+wgw5hSQPa/MQ+4pxXH4eh0us7ZbTVoDG8RyJaX2z0+Bg2wePZKFRYnIdOdPY7Lw3cR3/Hq7lcxmCuuThsVj9pJcVcGDbCM89yG1MTz+QbIPArHAR4OCr4d3pgfBtdmsHQ3QeY4YqIv37EupUTM93WCeD7A8p7yv+hEXr98HaP59neq+Lx4Pj/6OV8c/aKwTbUnI+uO5t1G0/Cs3hMEE+Jru2k3bDQ9Jr+CRCYj+vgRVr7zKlnJSXe1vxVF+vVY1nz0NhvnfkZeRjpOnl50HDUBaSkaJLcR2AJeOAS+DQuXXdwE0bsrtL/3glilwn3CBKrt2onyxns2QPJHHxEz4lk0/3mXflAk6vSsTsqg55rjhH2whYnfH2brvlgyEvLAJIBMjHeAI184unI4IIBDLevwa/dwRj5TH++Xm9Bl/CD+7v830xtPJ1WWSZRdXImfVFkmqZrUO/bHmJpK3PgJXBsxAnNBAez4CH5+Gk6vshg0XEMtacZeioCxmwsNGqVgyi2MpnQeOJDQP//AfdLEMhk0btLcpzlftP8CiUjChsgNzD42G9XQGSQcd7MU2D8Pji4qc301WrUB5KRcK6AgT19q+bJw63v5uhPXydMZmbf9CsM3RnDKUcA12AG53f0dk7nKpEwP9uZYqzrMrhlAdZWCHKOZb2NTaHbwPE+fvMK4s9eKGDQAknQGxp+9xqbUrGLrbdEnlC6j6+AVfH/SfEnEIoa1CGTXqx0Z3ToYiVhEdGo+asWDH8NODPDkx7rBKMUitqTnMOBkFKl6A3Z2Kgat3Mrh+t5IBHhi+Wa+eG/IA++fjYeHh+sNrBIxmSyhtGKxnXVC02zWIwhGRCIJYvHdie0U1qtEdMO7yWw2IC6H6F5GRgabN2/m448/Rl2M1sPNScLx48fTrl07EhMT8fGxPBz//vtv8vLyGDRokLX88uXLGTduHIcPH+bYsWNMnDiRoKAgJkyYAMCYMWO4du0aq1atwtfXl/Xr19O9e3fOnDlD9erVAdBoNHzyyScsWrQINzc3XF1dadSoERMmTODXX39Fr9dz5MgR67H8d89RRkx9ly8/fZ96bZ8gPiae16a8CrlJvP/yRMz23vR4sh+5ubn88ssvhIWFcf78eSTlzNW5fft2HB0d2bp1a7HGiKNHj+Lp6cnSpUvp3r07YrEYx8xMOrVuzZJFi2jatKm17NKlSxk9enS5vE7s7OzIzLSEfIvFYubPn28xnFy9ygsvvMCMGTNYsGCBtbxGo+HbuV/y+dxvkakd8fXxQa/Tk5ubw9KlSwGLEaMi0Gg0zJ8/n1WrVpGbm0v//v3p378/zs7O/P3330RHRzNgwADatGnD4MGWdANlORcqghkzZrB27VqWL19OUFAQn3/+Od26dSMyMrLI/r/22mvMmzcPb29v3nrrLfr06cPly5eLFS/09vbGaDSyfv16iwFHbyI2XYPRbNHPCHRVlSlXJ0BkZCSrV6/mr7/+Iicnh3HjxvHiiy+yYsUKa5nt27ejVCrZuXMn165dY8yYMbi7u/Pxxx/fto9evl58/NnHDOgzgH+O/IOXhxe+akt01+uvv86XX35JaGgoSqWSV155hc2bN7Nt2zaAMqcUS0pKYt26dUgkkiLXkYODA8uWLcPX15czZ84wYcIEHBwcmDFjBoMHD+bs2bNlbu/tt9/myy+/pHr16rz99tsMHTqUyMhIpFIp+/fv57nnnuOzzz6jT58+bNu2jXffrXreZzZuYNTdSDsltkyI3SBPn0d8XjwqmYoQp5DK658NGw+QfJOJCWev8XKwN02d7r/G1v1CrVYzfPhwFi1aRHx8vPV5+N/IWolahsuAGqQvO0fe/niUtV1RhjlXTqfvATd7BZn5BoLdVHw6oD4tQ90qu0sPBoMWZDcifb3qwHP7LJNmFeQ1HZsTy4+nf8RgNtDrei86BXaqkHpt3F+MBhNGvRmluuzvnOL/eD4LJgHRjQj7bo1CyQo4wM5NP9J5QGFaX60mD6Xqds92sUjE+9X88FfKeedKPD8lpJOgM/BDnSDUt6TyS9Wk8vP5n7GT2vFCwxdQyyz33JebvmwpUH+cZXLfJRgkUuq07YiLhzt/fPUZ6ddjWfHWdHpPf5PAendOvVPR6As0HFjzKyf/+ROzyYRUJqdZ34E06zsAmfwuRXpvvTfnJMKG50GbDcPXQPWuFdPxCkCsKNw/U04OOZv+xqzREDPiWdRt2uDx0kt3J5RdRpLydfxyNoFtl1PICVATfUMEXJKrQaYzgRgcPVQ0DHGlf11veoV6YLiUSfqKC0hdlAjTXBBJxYhEImSeFgOeSCQi3CO8TO17qO6QBSI3GVHEL+gunceUq6Eg4jTq2r3h2JIbOhlDwb9pue7Pgl5P8pdfkrdtOyHr1iJxdrakv652dzpRnQI78UHrD3hn/zssP78cZ6Uz3Wv0JeX073jWz7WkQnP0h5rdS62rzTPdiL+sJiPRxMktsbTuX7Y+CYLA2rVr8ff3p1GjRigUxV8zM/vUpUWoG19uuUR0aj5bREZOX08g/Yg9zzT1v++aEUqJmOG+bgz1cWVbukVU/GBWPgez8ostLwAi4N0r8XR3d0JSSdFLTioZM/vUZViLQAr0Jutx0hlN7LyYQre63g8ksqqXpzNeChmjzkRzKlfDU8evsLJBKNVUSoav2MKiZ1vT4VQePVdHsEg8lfEz59/3Ptl4+LBFapSRXbvD2bU7HMMtURYxsT+ya3c4ly7NvOt69x9oz67d4eTnR1qXJSauLVcdkZGRCIJArVq17liudevW1KxZk59//tm6bOnSpTzzzDNFUg4EBATw1VdfUbNmTYYPH86UKVP46itLyFdUVBS//vorv//+O23btiUsLIxXX32VNm3aWCfZAQwGAwsWLLC2aTKZyM7OplevXoSFhVG7dm1GjRpFYGAgAB/P+ZY3XhzNoIE9cfRxpFGbRnz42ov88MsakDuw7cApjhw5wrp16+jatSuhoaH06tWr3Dn81Wo1ixYtom7dutSrd/tg6mZkg7OzM97e3rjbOyAYjYzu359Vq1ej01kicSIiIjh16hRjxowpU7tms5nNmzfz77//0rlzZwCmTZtGx44dCQkJoVOnTnz44YesXr26yHY3j2Pfbh2pXqMmcpU9gkSGQqGwRl7I5RUTKmgwGPjuu+9o1KgR7dq1Y+DAgezbt4/FixdTp04devXqRceOHdm5cydQ9nPhXsnPz+e7777jiy++oEePHtSpU4cff/wROzs7Fi9eXKTs+++/T9euXQkPD2f58uUkJyezfv36Yutt2bIlb731FsOGDcPNzZ3u3XuwaMFc8rPSqe5pj0MZDRoAWq2W5cuX07BhQ9q1a8fXX3/NqlWrSEoq9A6Ty+UsWbKEunXr8tRTTzFr1izmz5+P2Wwuso9PdHoChZ+Cd2e/i1KpZMvvWwh1CkVxYyJ51qxZdO3albCwMPz8/LC3t7dGYHh7e2NnV7LmzJkzZ7C3t0elUuHj48OuXbt48cUXixhD33nnHVq3bk1wcDC9e/fmlVdesZ6XdnZ25Wrv1Vdf5amnnqJGjRp88MEHxMTEEBlpudd9/fXX9OjRg1dffZUaNWrwwgsv2DQ5qjI3RRNlyiIvWmbMSMVSlFKbKLiNx4d515LZkZHLc+evYSjGs/hhwt3dnSFDhiAWizl//jwnTpwotpxdLVfUzb1BgMzfL2PWGostV5UQBIGz8dnW79U87Vk2phmbp7V7fAwaEb/B/IaQEV24zC2swgwaAIGOgcztOJdXm75qM2g8JEQeT+Hntw9y5M/o0gsXgyAI5B9NInnuccy35K93dvem46h3rZ7U2oJ8kr9syeFvx6HJyy62rnH+HiyuZ/HW3ZaeQ7O9u/j69C/W9Q08GjCk5hA+b/c5CkkJxoBaT4FXXetXn/j1DA85jZefJ9q8XPKzKj5LQmlcv3iO4xvXYzaZCGvagtFzFtD6mWF3b9D4LwoHyyS4byMI7VAxdd4HJI6OhP7zN85DBoNUSv6+fVx75hmuT5mK7sqVCmlDYzCx/Gw8z/x+nDpfbqfFR9v4Zv15Lp5L49r1HERAAwc7RjYO4M0h4US89ySnp3fkp34N6FfdC6lEjCLECbFKitTDDrOu+Ojjxp6N8VJ5IaL4+6cIEd4qbxp7Ni66Qq+BM2vglwEwpxaSfbPwGxhCyPr1qFu2sPyGr16GXnMgoFm57s+GhARinh1J5k8/Y0hIILeCMib0rdaX15q+BsC8E/PY18Of9PP2ZMU4Wpyc1oyBhJOl1iOWSmj1tOXaPLPzOvnZd85qcpPExETOnj1rdaIrCZ3GyBPezmyZ1o7PB9bHz9mOpBwdb60/w/BFh8vUVkUgFol40t2J9Y2q81kN/zuWFYAEnYFDWXklltHk6MlKKVmfqKKo4eVAgwBn6/el+6/x3C8nGPzDoSLjp/tJMyc1fzWuTpBSTqxWT+/jVziclYdMJmPsz/vZ1cwNMfDEqq388M7zD6RPNh4ubEaNR4CbEQdlsaaOHz/eOuGckpLCpk2bGDt2bJEyLVu2LFJXq1atuHLlCiaTiRMnTiAIAjVq1MDe3t762b17N1FRUdZt5HI59W8Ro3J1dWX06NF069aN3r17M2/ePBITE63rj5+MYNbcH/ELaUrz4OY08K/PhFfeJTE5DY3cnVMREfj7+1tTRt0t4eHh5TICiFV2KGvWZMDo0UilUusE+ZIlS+jYsWOR9FbFsWDBAuzt7VEqlfTp04cRI0bw/vvvA7Bz5066du2Kn58fDg4OjBw5kvT0dPLzCy37N4+jVCImwNXiKaI3mjGYiop09ejRw/pb3NTOKC8qlYqwsDDrdy8vL4KDg4sYvLy8vKyComU9F27lueeeK1K2LERFRWEwGHjiiSesy2QyGc2bN+fChQtFyrZq1cr6v6urKzVr1rytzK18+OFHHLsQzVv/m01o9ZqsXbGMnm2bcunC+TL17SaBgYH4+xcOYFq1aoXZbObSpUvWZQ0aNEB1i8h8q1atyMvLIy4ursg+qmVqpGIp7vbutGzRktjI2CLX463RQuWlZs2anDp1iqNHj/Lxxx/TsGFDa6TITdasWUObNm3w9vbG3t6ed999l9jY2Ltq79Z7wM3osJvnz6VLl2jevHmR8v/9bqMKYbhp1ChqxHJVulLTtSZeqscofYuNx54XAj0Z6OXC7JqByCpJb6kiCQ4Opk+fPjRo0OC2VJ634vRUCBJXJaYsHVkb724y9EGRkFXA2GVH6f3NPk7EFooit67mjvIh1gQpF2YTHFsMuYlweOF9baqdfztG1R1l/W4wG2ypqKowSrUUTY6euIuZmE13IahtFMjdfR1jagF5BxNLLHZ+12qCzHGEpGxjwLe7ORB5uyitIAj09HBmTcNqqMUmMnDjixRfruRbxh0ikYi3W75Nh4AORUSXS+6bDs7/iYM2hsH26+nV2oXajcrmYX+v6AsKJyFDGzWjYbdePP3G+/R77V2cPCtYe05hD72+gjH/gOSGI5YgwLGlhWO2KoLMywufmTMJ++dvnPr2AZGI3K1bie7Tl5x//il3fYIgcDG/gB/jUum99Qx1Zv7L+7+c4ujxJDRpWkQCSNRSwmq68lZ4AOfb1OPfpjX5pEEwkxoG4qSUYcrVk3+k0PlMbCfFa0oj3EbWQVJC9JJELOGN5m8A3GbYuPn99eavIxFLLL/F1T2w4UX4soZF4D1ym8Ug4N8cVfueKEJvRDiLREWioMtK3t69XO0/gIKICMSOjvgv+Bbnfv3KXU9JjKw7kon1J+Kt9qZ5i6eRh4aReEiNQVXHorG3cjBklf6OGBTuhleII3ptKlsWrilT2+fOnQOgRo0aJUZpmAxm/vn+DGs/P0Z6bB6Dmgaw49X2vN+7Dm5qOX0aFGrYms3CHVOGVySO0rKNMVL0xTuHnNl1naUz9nFow4MfZ0nFIpQyMUeuZdD7m328tf4MGfkVkzbsToSplGxsUp3GjioyjSYGRUTxZ0oWCpmcict2s691GAYJ7JHsYcT6N+57f2w8XNjST5WRDu0tufnF4sIJnaDACQQGjEEkuvuXoyda775Rb6GXq4/PgHLVUb16dUQiERcuXKBfKQ+ykSNH8sYbb3Dw4EEOHjxIcHAwbdu2LXNbZrMZiUTC8ePHb0v9dOsktZ2d3W1GlqVLlzJ16lQ2b97Mb7/9xjvvvMPWrVtp2bIlZrOZD95/j/4DnrGEyWdeBQRw9ENp73hHb3CwpHL674OquNzQxaXnKg2RVIqdqyvPPvssS5cupX///qxcudKqw3Enhg8fzttvv41CocDX19d6zGJiYujZsyfPPfccH374Ia6uruzbt49x48YV6fetx9FeIcXTwXKeaA0m9EYT8hsPzUWLFlFQYBnAFpdqqSz8dzuRSFTsMrPZ8vJT1nPhVmbNmsWrr75arn6VZLQTBKFMhrySyuiNJmLSNYiUDnTr9TSjhw/FQT6bxo0b8+WXX7J8+fIyn1cltVmW/ulMOlI0KdbyErGEMOcwixB4McKzd3MO30Qul1PtRihy3bp1uXLlCs8//7w1euvQoUMMGTKEDz74gG7duuHk5MSqVauYPXv2XbV36/lTmLbPcv4U9/s9qMGmjbvg5guytPh7sU0c1sbjhLNMyjd1giq7GxVKw4YN72jQABArpLgOrEHqj6fRHEvGro4bdnUqL+Lhq62XkYhFTO1cmO7SbBZYcTiGWRvPYzAJyCViIpPzaBzoUmn9rDTEEnhmGUSsgideemDNGswG3thjmXT4tN2nyMqRUtfGg8Gvpgs9ngsnKNwN8V2kZxHJxLgOqYkuKgv7tiV7JTfuMYYzKieW7ovmQqaEYYsOM7R5IG91C+VA6j5+Of8LI+qMoFtwN5o6qfmzURj9T5wnW+JKnxORLAsPoYVz2ZygrEgVMGkP7PwY2aEF1Mz8E749AD0/J8+3A7t/WULH0RNROZYtXWtZ0GnyObB6BRf27WL07AWonJwB6Dz2uQpro0RudTY58RNsnGYxZk7cbbkHVCHkAQH4fvYZbhMmkDr/a/IPHULdurV1/Z3e7U6n5rDiTCL7ItNIV4vJ8r2x3yYTSpMAcjHePva0DHNnSD0fWvo6l9gPU76BpDnHEQqMSD3sUIRYzgWJY+mGhS7RR5nj0Y5P8y+SrEm2LvdSefG6uiZdoo9CUBfLwj+n3pjTAJyDoMEQqD/YEi13C/rYWPIPHMRlyOBS2wcQTCbSvl1A2nffgSCgrFMHv/nzkPvfOULgbpjccDLP1n4WZ6UzGUMGk/y/T7h+wJXgbnURJZ+DXwbCuH/BruRnrEgkolYLOTEnlhN9TEJSdAe8Q/1K3j9B4OzZswDFZta4iV5rxKAzYTKYkcot9zGFVMKYJ0IY1DQAubTw3vZHRDw/H4zhtW61aBV2f8ctnmXUWCupnEegAwA6zYN3DBjfNpSe4T588s9F/opIYOXhWDZGJPBy1xqMaBmE9D6m8/KQy1jTsBovnL/G5rQcJp67RrzWl+cCPBj74x+89MMrnFZvh5xN9Pwtnr8H/1x6pTYeC2xGjTIikahuWyYWy4F7S/1TfL3lG/y7urrSrVs3vv32W6ZOnXrbpGdWVpZVV8PNzY1+/fqxdOlSDh48WGz6pJvC4rd+r169OhKJhEaNGmEymUhJSSmXMeQmjRo1olGjRrz55pu0atWKlStX0rJlSxo3bsylK1FUCwuDtEvgHABKJ3AJAZGI+vXrc/36dS5fvlxstIaHhwdJSUlFBkOnTp0qd//AMhFrMpkQjEZE0sJLZPz48dSrV48FCxZgMBjo379/qXU5OTlZJ5Fv5dixYxiNRmbPnm3NXf3f1FPF4eWowE6pICvLRGxGAaEeasQiEX5+JQ8M7hd3cy54enri6elZrnaqVauGXC5n3759DBs2DLAYFo4dO8a0adOKlD106JA1pVlmZiaXL18uNi1brtZAbIYGk1lAKhYT6KrCXmn5rcPCwqzRMh4eHuTm5pKfn2+9roo7r2JjY0lISMDX1+IRcvDgQcRicZFzNSIigoKCAquB7sCBA6jt1ejt9ThJnIrso1QsLXEf/4tcLi8i3l4e3n33XWrUqMH06dNp3Lgx+/fvJygoiLfffttaJiamqCjsvbR3K7Vq1eLIkSNFlh2rJAFBG2WghEgNGzYeJy7mF1BL/ehfA2azmR07dtCgQQNrWs6bKEKdsG/jR97eeDLXXUEe5FiiV+v9RiIWMWerRZB4aufqRKXm8ebaMxy5Zkk14+uk5KdxLajmWc5J0YeZyO2WyIxGIyzfHX2h7csPtAsX0y+yM26n9f+y5qG38eAQiUSENrxD3v8yIPd3QO7vUGq58Pb9mdXSiN3fF1hxOJboo/+Sd/p7rtXoxynDKRwiHegW3A2Auo7O7G/dnJFnojmRo2FQRBRf1w6ij6dzOTungm4fQ92n4Y/JkHoB1oxlc3oHYlJMJF65SL/X3sU9MLj8O34LgiBwfs8O9qxYiiY7C4BLh/bRqFuve6r3rnH0BXsvy8R5FTNo3IqiWjX858/DmJGB5IY2nyAIxI2fgKJGDdwmTiBVpuKXc/Fsu5RKdFw2htzCCV6TqwKlv4oWTva0c3UgpGYgTwa6lXnCVaKWoQp3Rx+fh0hRzuMkltDlyM907PAmJ2p1JlWTiodIRuN93yM59zO0e91STiSCZuMh7bJFJyOwZbFppQzJyUT3exqhoABFtTBUZYjIT/v+e9JuaHA6DxmM15tvFtExqUhEIhHOSmcAnPr1Y+ua2Shyo/EO/wo7zXTLvM1vz8KItXeMNqnTrh67fwlCJLZDm3fnFFTXr18nOzsbuVx+R41OOwc5/V5uRFayBje/os/5W4WvBUHg+13RXErOZeiPh2hb3Z3XutWkvr9z6QfgLmjpbI+PQkaSzkBx7noiwEcho2UJBlvPYEfGfN4GlWPFpBgvL77Odnw9tBEjWgQy86/zXEjMYeZf54lMzeOjfvf3ea6SiFlcL4T3rsSzOD6ND6ISiNPq+bC6H/Ofm0P334aTqD+LMf4k304fznNf/lRujV0bjx42o8Yjwk39iubNmzNr1izq16+P0Whk69atfPfdd0VS8IwfP55evXphMpkYNWrUbXXFxcXx8ssvM2nSJE6cOMHXX39t9dSuUaMGw4cPZ+TIkcyePZtGjRqRlpbGjh07CA8Pp2fPnsX27+rVqyxcuJA+ffrg6+vLpUuXuHz5MiNHjgTgvffeo1evXgR4ODGwW2tMEhknYtKJurSEjz76iPbt29OuXTsGDBjAnDlzqFatGhcvXkQkEtG9e3c6dOhAamoqn3/+OQMHDmTz5s38888/ODo6lvtYBgcHs23LFhq7u6Nyc8ezbh1EIhG1a9emZcuWvP7664wdO7bU6JE7ERYWhtFo5Ouvv6Z3797s37+f77//vtTtRCIRdWuGsWfnNs5fuIAuz4caAV53HZ1xL9ztuVBe1Go1zz//PK+99hqurq4EBgby+eefo9FoGDduXJGys2bNws3NDS8vL95++23c3d2LRC8JgkBqno7kbC27tm1m28b1jH52ONLatRAEgb/++ou///7bmqKtRYsWqFQq3nrrLaZMmcKRI0dYtmzZbX1UKpWMGjWKL7/8kpycHKZOncqgQYPw9i4MNdfr9YwbN4533nmHC5EXeG/mewwZOwSRWISXixcTn5tYpn38LzeF5k+dOoW/vz8ODg4lhun+l9DQUPr27ct7773Hxo0bqVatGrGxsaxatYpmzZqxadOm2zRJ7qW9W5kyZQrt2rVjzpw59O7dmx07dvDPP/88EFEyG+VEECyGZkNBEaNGti6btII0nBROuNu5V2IHbdi4/2xMyWL8uWtM9Pfgg2q+j/S9ateuXezbt4+zZ88yfvz426IvnZ4MRnspE2OKhqwNkbgOq1Upx+NmhMacrZc5GZvJ/qh09EZLNGCnWh4sGtkM8SOQHqzMxB215GwXS8GrHvg2rJRuhHuE81WHr6z/26jaCIKANt+Anf3dT6AJZgHNyRRUDT2twuG3suryMo6b1/DZkE8I/vMLfMyphMXFMK3ndPqE9S5S1l0uLeKtO+ncNRJ1vkwKKJ9TFGARXJ60B/bNgT1f0sH5DBvM7chOSWblu6/Rc/IrVGvW8q72OeVaNNuXfE/CJUvKWhcfPzqNmURwg8albHkfqd4VXjwMilvefzOvQUFWpd0P7oTU1dX6f86x4+Tv30/+/v0k/Pora0Pasi60HZob404BsHNRUCvImadqe/FsPT+UZTRimPUmcndfx+EJX6vYvVOvUIsYeHHPCEEAk8GSYsmgseiXKG4Y8JqMgdRLSHZ9QrObmhKX/73RQ8D7ljTQrSeX2jeZlxeOPbpjuB6P1LtsKcpcR4wgd/O/uE0Yj1OfPmXapiI4obnEp/0FFFoJbps30Hby77CkO1zbC39Ogad/KFEPRCwWM+qLz1E7q0odL9yM0qhZs2axcxwFuXrsHCz3K7lSimfQned7RCIRP41rzjc7Ivn1SCx7r6Sx90oaPep588qTNajmWbpxtjxIRCI+qu7H+LPXEEERw8bNPf+wul+JIuFisajSDBq30iLUjY1T2rDqaCzztl1hzBMhD6Tdm8cvQClnZlQCS+LTSNDpWVAnmC1Df2XkipeY+OsW3HJPsCR/IGO/W2MzbDzm2PJFVCBymSti8Z0n98RiBXKZ6x3L3A0hISGcOHGCjh078sorr1CvXj26du3K9u3b+e6774qU7dKlCz4+PnTr1s3qWX4rI0eOpKCggObNm/Piiy8yZcoUJk6caF2/dOlSRo4cySuvvELNmjXp06cPhw8fJiAgoMT+qVQqLl68yIABA6hRowYTJ05k8uTJTJo0CYBu3bqxcd1vbN2+g+Y9n6VNrxF8NXcuAYGFda5du5ZmzZoxdOhQ6tSpw4wZM6we47Vr12bBggV8++23NGjQgCNHjpQ7zdFNZs+ezbatW6nRpQstenQv8uAdN24cer3+Nh2S8tKwYUPmzJnDZ599Rr169VixYgWffPJJmbZ9btIkatWsydCnOlEvLIBtO3ffU1/uhbs5F8qC2WxGekuUzKeffsqAAQN49tlnady4MZGRkfz777+4uBQNdf3000956aWXaNKkCYmJifz5559WDRWTWSA2Q0NSthYBaFw/HE8XR96Y8RoNGzakZcuWrF69mkWLFvHss88CliioX375hb///pvw8HB+/fVXZs6ceVt/q1WrRv/+/enZsydPPvmkNaLnVjp37kxoWCht2rZh5LCRtH+yPdPemEaAQwCBjoF88dkXZdrH/zJgwAC6d+9Ox44d8fDw4Ndffy3XsX7llVfYtGkThw8fpm/fvkyfPp3JkyfTsGFDDhw4wLvvvluh7d3kiSee4Pvvv2fOnDk0aNCAzZs3M336dJRKm+B0lUMkskTOOXgX8fzTGDVojVpb3nQbjwVn8izRSnYS8SNt0ACLQd/FxYWsrCxWrVp1W9pFkUyM66AaIBZRcCaNgojUSuqpxbDxctca7LyUajVojG8TwpLRzR8vgwZYJnBr94JGw8Hj9ijVB0n7gPa0D2hv/Z6jz8Forvri8o8bWSka1n5+nLWfHcdsvvsUoBkrLpD5+2Vyd1ry6//3t76QfoH4vHhiDdsIf/kP9vmOpfaorxkXPhYPlQdGQ9Gc7Te9dcf4uSMA70cm8O6V65juJk2pVA4d3oBJe3Af+hXDP51PQN36GLQF/DH7Yw6vX12u9KeCILBz+Y/88sY0Ei6dR6pQ0GboKEZ+8U3lGjRuYudSOFYzmy2aDos6W9LQVSHMZjObr6YyYeMZGs3fTYMt6bz+4utcDghBqdUy/MJWlm39hEmZh5j0ZDC73+zIxde7sGFIUyaE+6I05kNeCmRcheTzcP04aG4RhE+PgiM/wv55ZHy9kdztsWQvXGU5Hr+PQZx4uNCgEbUD5jW0aF98EgCz3OAjD/gsCObUhrNrC+uN2g5nb+hCXN5s+SCAyh1av2TJMlFOvN99l8ClS0pMHyUIArm7dlnPU4mTEyEb1j9QgwZAPfd61LGvTr6diLd89nPVIMCg5SCSwOnfYOfHd9ze3kVd6vjJbDZb9TSKSz0Vczadn94+wOWjSbetuxNejko+7FePHa90oH8jP0Qi+OdsEk9+tYfvdxevBXovPOXhzKJ6wXgrihplfBQyFtUL5ikP5zLVU9mpmSViEcNbBLHv9U6EeRQ6uHzw1znmbLlEgf7eszcUh0gk4rlATxbWDUYhFrE5LYcBJyNJ1Rv4afg8znewGKPb7LnI9+M6YTTaxhePMyKhsq+UB0xOTg5OTk5kZ2ff5sWv1Wq5evUqISEhdz2xptUmoDdklLheLnNFqbzdkPAg0Wg0+Pr6smTJkjKlUHogmE2QehFMegTgilKFTCLHz94PuaRyLNVmjQbEYsS3nAsff/wxq1at4syZM5XSp1u5nqkhI1+PTCKmuqf9fc1x+KDp3r071apV45tvvqmQ+nQGEzEZGrQGEyKRCF8nJa5qeYVMTM2cOZMNGzbcMd3Z6NGjycrKYs7yORQYChCJRLgp3XC3c7eIydkAYMKECVy8eJG9e/dWdldslAGDyYDGqEEukWN3Q2ujIp6jNmxUVQ5k5tHUSYVc/Og8b0siLS2NRYsWodVqqVu3LgMGDLCmy7xJzrYYcrbFIlJK8Z7eGInT/Ul/URZqvP0PepMZuUTM5Y97VFo/HjgpF8GtGkhuOIKYDIWiwVWEbF02E7ZMIMAhgM/afVY2sWcbDwS91shPbx3AoDcxcEZTay738qI5lULm2ivY9wriK9MidsTu4K+n/8JJYUktdCb1DLG5sXQO7IxSevvY4Mj8EUgM+YSO/BYXj8L3ZEEQ+C4ulVlRCQA85eHEN7WDsLvHdx6T0ciurz/g1CGLp32t1u148vmXkMnLdg/bvuR7Tv27kRqt2tJ+xFgc3e8tldd9Q5cHG563pKV7fj+4PhhPa4x60OXeiHQoAEM+GAo4nV7Aiqsm9qUqSUjUIOiKTogq2zjTXnKdPsd3Ebr5MKRZnAkkHu4ELf8JRe5hi06FqYT0Rc8ss6QcAzi7DtZY0mzrzHXJ0L+Cs+x77CQ3Ut/2+QYaW5zYuLIVVgwsvk6RBHp8Bs0nQFYcfN0YTHcQTpYqYPJxS4TzXXJrCmxTTg6Jb79N7tZteH/wAS6DB911vRVBti6bEQs7c81Rh4/gyC+D1uN58V/480ZUyq3HtQTyMnL494cVNO3VlaDwomm68/Pz+fPPP7l+/TrTp08v4uQIsH3ZeS4eSqJWK286j6pz1/txOTmXL/+9xJbzyfw6oeV909kwCQKHsvJI0RvxlEtp6WxfYoRGke0MZnb+cpH4y5kMea8FCruq89yMSs2jy5zdCIIlzeebPWvTq77PfXP4OZKVx6gzV8k0mghSylnZIJQwlZKFb0+i7do9AOxo6sjEpfsqJXuJjfvHnebub6XqXB2PCEqlb6UbLUrCbDaTlJTE7NmzcXJyos8Dtu7fkZz4GwMEESIEqstdENnfRZhxBSJWFeqd5OXlceHCBb7++ms+/PDDSuxVIT5OduTrTOiMJq5nFhDkVno4Z1UnMzOTAwcOsGvXLp57rmLE9XIKDMRl3tDPkIgJclUVybN5v7nVbuyt8iZFk4KP2gfFHfKOPi58+eWXdO3aFbVazT///MPy5ctvi3CxUQUoyAYEkNsXTpwBMokMJ0nFCW3asFHVae3y+GgzuLu7M3jwYH7++WfOnTuHi4sLXbp0KVLGoWMABRczMFzPI2PtFdzH1K2Uccj87VesBg29ycz87VeKiIc/spxaCX9Ng1YvQJeZlmVVzKABcDHjIleyrpCsSSYpPwl/h4oXs7Vxd8iVUrpNqIerrxr1XRoltUYtqoaeKEKdkTjKOffXOTJ1mWyP3U7/6hbnuXCP8BJTkcVHX6Bx+iakIjPjv/udfv2e4alwywSZSCTihUBPfBUypl6IZVNqNsm6SJaHh+JWRjHe4pBIpXQOzcD92hV2JIWRcmoXBz89jUztRKtXvr2t/NZZExAj0Pm9RQA8MXgE1Zq1JCi84V334YGgsIdBP1nEql1DLGmVAOJPgE8D0GZZNHj0msJUS4YCy1+9BsIHgvpGetFLm+Hc+qLl9Pk3yhfA4J/At5Gl7JGFsOVtEsWuRDjXZp9LY3a7NOXqNSek17XAjeg/MTi5SmgonOZp0x56Hd2PVGSJuBM6QXaMHWlXQxHZOyIPCoTzx283aMhUhR+xFMEskH84EYneD7vafUCuRiGzw1tyEpGiA8h6gFwN/s0K6/BvCmO3WFKsytWWvzfrlMgKUypp0u9s0AAw6izl7sKoIZhMZCxbRvaGPwj+bRX6mBiuvzQNQ2wsyGSFv18l4qRwYq7PVCZd/5xElxwmbZ3Esu7LcMqKgT1fwF8vgaMPVOtSYh2rPvic7KRTZCbFM37eR0XWqdVqhg4ditFovM2gAdBpZG28Qp2o3drnnvajhpcDC0c25UpyLtW9Co253+6MJF9nZFK7MJxU9/48lYhEPOFSfmOxRCYm+VoOeZk64i9mEtqo6hhOQ93VLBjWmI82XSA+q4Apv57k50MxzOxdlzq+5U/9XhrNne3Z2KQ6wyKiidHq6XX8CsvDQ5j48Q98LvTnqXUX6HQsh19G9WDE8n9sho3HEJtR4zEiNjaWkJAQ/P39WbZsWbEPikpBm2N5+AOoXEGTjkifXyldEcyWgZToP96IkydP5tdff6Vfv373nHqqopCIRQS62hGZmk+O1kB6vh53+4d7onzs2LEcPXqUV155hb59+95TXYIgkJKrIzlHC4BKLiXITYXsAUW0GMwGkvOTi0QaqWQqgp2CH0j7DwNHjhzh888/Jzc3l9DQUObPn8/48eMru1s2/kteouWF1SUE7Jwruzc2bDww4rR6volJ5p0wXxykj19UXUhICH369GHDhg3s27cPV1dXGjcuTK8ikohxHVST5Pkn0V3OJP9wEvYt722iobzM336FOVsv83LXGkztXN36HXj0DRtSpWWCL/WyJeK5ikZ+tvBpwbyO8/BV+9oMGlWQgNp3lxY5KT+JmQdncjXrKn/3/xvJjRzw05tMR4aUJj6lCx4D+IXW5nLfDezesp5tWdXYtvIkG+smMqtvbTwdLQ5m/bxc8FLIGH3mKsdyNPQ+cYWVDUIJtruH954+39Ag4Gdc136CvZDBxRRPDqQGwZfP0+pVS+rmgrxc1r0xgaTUPBwdFHQSBEQiEUq1/f0xaJhNhQYFtXvhNZ162WKYuLnuvwaINtMtaacAji+HM78XrrMaIG78P3QV/DYCvOtBYGs4+HXJ/QloVmjUSLsEp++QwkqbjcZg4veLSWy8EMI56XLy82Xowz0QnC3nhsQtH2V2PrX81fRoEMaQWj44pUXAmQyQNwdZe6sxQSRT4Syzw8mrIYZ8EEkkUKM75udPcH3GTJwHDsChZ2/L8lvIP5xI1h9RiO1lKF5ZiviGh/sdze12LhDY4k4lHgjmggIyfv4FY1ISie+/T+6/WxD0emS+vvjNm4tdeNXQKArpNYj3en3DO/00RBLJC9tf4McuC1FlxVnOkdWjYOxm8C6+v22GDOLv+TFocv1Ij8+7TeQbKDJPZTaZEd94fxeJRdRr51dh+3KrQSMjX8+3OyPR6E38ciiGSe3DGPNEMKp7MKDeC637hyFTSvEJrVoOZCKRiB7hPnSs5cnCPdEs2BXJkasZ9Pp6L0ObBzKjW60KMQjdSphKycYm1Rl5+ionczU8ExHFN7WDmPG/dXxn9yLtVu6g5Yl45k7py0vf/Im8qsxz2ngg2NJP3YItbUYlYDJa0k6ZDaD2sORtT48EsQy86lqFlR6U558xNQ1jehpSLy+kpWgZVBXS8nQkZFlSGlXzsMdOXjVfah8kJrOZuIwCcrQWTyA3tRwfZzvED+A8EgSBDG0GKZoUzIIZsUhMdZfqtnQLNh5OBAESIwABPOtYwuqBAkMBOpMOO5kdCknhpILtOWrjUUEQBAZFRLE3M4++ns78UDe4srtUaezYsYMDBw7Qv39/6tS5Pd1D7r54sjdGI5KJ8XqpMVJ3uwfSr/8aNEpb/kggCEWFWKN2Qkh7eMhSoiXkJeCp8rSNjaoY2nwDSnXxk1GCIJBnyMNBbpkE1Jl0dFrdiRx9Dj/3+JmGng0BMKRqyFh1CYcO/qjCy+5drDea+WZnJAt2RqIy57JO+SFZjV+kSa9JVmezS/lahkVEEa8z4CaT8nP9EBo7qu9tp3MSYdMrcGkTB1MDOJAWTLUANSE9xrJzybcYb2j11GrdjifHTkAmNlvTKWHQgE/Dwmvy2n7L5P+tRoRb0i/R52tLFADAzk8s2gy3GilujQJ45ZJFywzg7xlw5IeS92HycXC/kcZn+4ew98uSy3b/1NJ2QDMI6wz7594S7WAH8lv+7/g2uN+4h8Yft+zfLdEMglTFAY2KpZFwPMFIZkoBmIpOLTmGu9K9qT/tXBx4wsUeF9m9XfMZv6wg+SOLd7+iVi08XpqKfYcO1rkCwWgm5YfTqBt7om7hU7wQeHkQBNjyDqRegtZT4KcyZLqYuPuuhdlzd+4kfeGPFJy0pEazb98e388+ReLsfFf13S+SP/mUU5uWM3OMko41evDBEx8gMwvwS3+LcLiDL4zfBk7FGyD++T6C6FPphDXyoPski/EjIyMDkUhURE/SZDSz8ZsIvMOcaN4r5L7OCQmCwNbzyXy55RKXk/MAcLdXMKVTNYY2D0Qufbiesw+K+KwCPvn7AhtPJ+KskrHzlQ64qO9P+niNycwL56+xOS0HEfB+mC+TAjxY9sVbuP3zBx8PEYOdP9sHr8NeoSq1PhtVm7Kmn7IZNW7BNhlTCWRcA22mZaLMvRYgQNIZQCDe3o0cQz5BjkGoZA/mpqSLisZcoEHm5/fQGDUEQSAmXUOO1oBCKqG6p/3jJ455C1qDiZh0DTqjRT/Dz9kO1/v0YP0vGoOGxPxEtEZLdIhSqsRX7Yud7MFM8NiwUeEYCiyGZ5EYvOtbX9wT8xPJKMjA1c4VH3WhZ7btOWrjUeJQVh5vXr7OknohhKge7kjIe0EQBDIyMnBzKz7ntGAWSFt0Bl10NvIgRzwm1b/3iaQy8NXWy0jEomINF/O3X8FkFpjetcZ978cD49JmywTkiLWWScWHlOisaMb+O5am3k35tO2nNsNGFcBsFtj1y0UuH0lm8DvNcPEuen6dTj3N+wfex1nhzNLuS63Ld8XtItQplEDHQOuy7K0x5G6PReqmxOvlpogk5bsXnE/I4dRPMxim/ZWr+OH68hGcHAs9uZN1BkacjuZMXgF2YhHf1w2mm/s9ejILApzfQNLv77LiQhC3+vXbycz0DrhCgCKl+G3fTio0VKx/DiJ+LbmdVyPB/oahZ9OrcPTHEgqKYOrJQg2MgwvgzOqixgeZqtAA0XpKoQEk8TSkXb7FSPGfdEpqd4vAtkhsSRMEFifDnOvgElzqoYpIzeFQZj5njHr2ZOaSmpyP4khaYQG5GG8fe1qGuTM03IcWPs6l1lkeTHl5ZCxfTsaSpZjz85F4N0BZtwOuIxpi38oiHizciKgpFaPOoplxM7Xq5X9h92eW8W7vuYXlvqoH2XHQ+2v4a0rp9d6DUUNz7Bgxz44EkQiPadNwGz/utgwSVQHd1atE9+hJkouIVqv/RRlwI91WQRYs6WZ5d/CqB2P+AeXtk5HpCXms+vAICDDorWZ4BDpYNSo7d+5M27ZtAYg6mcLmH84iU0gY8m5zHB+A04TJLPBXRAJztl4mNkMDgL+LHV8Nbkiz4LuLbHscOBydTnq+np7hlvuKIAicjc8h3L9iI01MgsA7V+JZGm+574zzc2dWdT++2L2KX679D5EIlHiwa8gm1ArbHMzDjE1Tw0bVpyDTYtAAcA4q9DKT2YFBg8lkwCyY0Rg1D8yoIQ8JxpSTg+QOF01VQyQS4e9ix5UUi75GQnYB/i6Pp2U6u0BPXEYBZkFAJhET5KZ6ICGjRrORFE0KmTfOZ7FIjJfKCxely0Ovc2LjMcdgEWlEalfEO1gulqOSqVBJH897jY37i1abgN6QUeJ6ucz1geiXtXS2Z0ezmo/9fVwkEhUxaGRnZyOVSlGrLROfIrEIl2dqkDz3BPqYHPL2Xseh/d2LpJaVOxksHrkIDb0GNk6z5L8/8A10eL2ye3TXXM+7TrY+m2vZ19AYNTjKH54x96OKWCyiIM+AyWjmakQa9p5yNAaNVejbU+VJVFYUComCTG0mLkqL41eHgA631eXYKQChwIh9e/9yGzQA6vg6Uv3leRxa6YopqA0htxg0BLMZL4WMDY2qMf7cNXZm5DLmzFU+ruHPGD/3u9t5sIxv6j6NV1BbWi78iEOHIy2LEZjU1xfJuf1Fy0sUhQYFo7bQqOHT0CKQLbO78VH/xwBxi7NHi+egXv//REncKC9VFo3IavWC5VMWfOpbPnfiv97z+76CfXOgx+e3iTwn5un45Vw82y6lEhWXjTHXgDFAjbGOMwBKFwUufvbUD3Tm6Tre9Ar1QHofU/1K7O3xePFFXIYNI33hz+jTwxGJpSS+NQ958A8EfPcd4ludagQB8lNBm10YdQKwpDvEHYZxWy2aGgBmoyUixWws2mjblwFRiVEHt5F2+a6NGqqmTfF6800UNWuiatyI/P0HsG/b5q7qup8oQkJQt26F94GD5Py+BuXL0zGZTfyTuI+nhq1GtLgrJJ+F1SNh+O+36T25+dpTrYknlw4c5K+5hxn5+WtcuHABgICAwvFDWCNPOo6ohdpZ8UAMGmBJ8d2vkR89w31YfSyO+duvkJyjxdvxwTtrZSVriI5IxdVbTXD9e7jHPQBahBZ1fNlyPplJPx+nRz1v3upZmwDXinlnlIhE/K+6H4FKOR9EJbA4Po0EnYFv2w4mRX+NLQkr6XQ0mT/XdOKplZtxdKha6btsVDw2o4aNysFkgKw4y//23kU9zhT2gAgPuQMeCl+Ukgf3ABGJxUirWHhnWZBKxAS42BGdlk9Gvh4HhRQn1YOJTqgKCIJAco6WlFyLeJxaISXQ9cHpZ5gFM1m6LMAioOal9kImtolU2XgEMN4wavwn2sjNzg03u+K9tm3YuBe02gQOHuqC2awrsYxYrKBVy233xbBhNAvkmEy43kiR8bgbNP5LYmIiK1aswNnZmVGjRlkFGaUuSpx7h5K55grZW2JQ1nRF5v3wRhNUOeQqGLgEzv9hyZ//ENPOvx3fdfmOWi61bAaNKkTLvqE06R7ESdEBpv8+ko4BHZnZeiYA3mpv5nWcRxPvJqX+ZiKJGOc+YffUF5lcQcvR/yuy7PjfS5FH/ITb0O/xDa7JT+GhvH45jpWJGbx5+TrxWj1vhfrcU6pZkb07YsGSulYsMmMWxByJFtHqpYiixoeS9GtaPmf5lAX3aoUpoyoTsxliD1rSX0kVGMwCR7PymLP9MuevZZGfoUV0S14PAXAxixga6Ek7VweaOqpRdnzwkQRSFxe8Xp9K5p8X0Bw5gTHjMsrQeoivbgW/poVRKBf+gtXPgl8TmLCjsAKJDAQzpF0pNGoEtLAIq3vUKtpY0xt6mgmnyta5hJNQf1CZigp6PSnz5uE8cCCKEEtkjuvIZzFrtVwbPATthQsE/fwTqqZl06h5kDgPGUL+gYNkrV2L+4sv8Oahd/nn2j9EhY/npWG/wdKnIHon/DUN+n5T1FAH1Gltz9mtf5KZL7BjQzg6nQ4HBwcCAwOLlmtz/51YikMuFTOiZRADGvtzIjazyKT8nC2XaBbiSptq7vd1nBh5PIXDf0YT0sC9yhs1/ktkSh5iEfxzNokdF1OY1D6M59uHVUiqdJFIxPOBnvgp5Uy5EMM/adkMPBXJ8g6vUnObLy12f4rCmMXmwV3puuIfXFxs76yPMlUvls3Go48gQFYsCCbLwNDBq+h6Rz/wqIGd2hM7qd0DmVAQTKb73sb9xl4pw8PBkh7jelYB+hs5YB91jCYz19I1VoOGu72CEHf1fTdoGEwG6/9yiRwftQ/BTsH4O/jbDBo2Hh0MxRs1bNi4X+gNGXc0aACYzbo7RnLcC/Njk2l/5CLb03PuS/0PO1KpFKPRyPXr19mwYQNmc+FYQ9XEC2VtVzAJZPx2CeExGYfcN+KOQtyRwu9BraHHZyB9+J1WWvq0xFnpbP1+Lv0cxv96R9t4IGTrssnV5+LmZ493qBPudu5kaDM4nnwcs1B4DXcM7HhXRij99VwMSfn31EeDXoffkY8J151g3ZLP+fngNSTA7JoBvB5iSbv0TWwKL56PQWe++/vOwdkvcuBIDK2bBzF91d+0bh7EgROJHFzyBdh7WhzvSjJoPKSYgc1PfMei8NmMEJpQa98Z+kdEEXk+Ck16ASIBJGopYTVdGderJrvf7MiZKe15K8yXNi4OKB+QAxlYzqWUH05jjE+wCKIfXohLn9r4fTScsE1/4lUn3iKCfm0fhuRkEl5/HX2BChAV1SsB6DXXolvSYEjhMrU71OkLHjXvraP1Bhb+f3McXQyGhASuPfssGYuXED/95SLzEWKlEmXdOogdHTHlVM3xiEOnTkg9PTGlp5O7bRvNfZoDsOjMIpZlRMAzyyxpzk79Anu+uG37gDrBuAe3xiOkI6mabADq1q1L/KUsti45h9FQNeZn7OQSnqhWaFA4cz2b+TsieXbxEYb+eIjjMZn3re2gem4EhbsRHP5wGTQAXuxYjU1T29Iy1BWd0cz87VfoPHsXG08nUFEKCH08nVndIAwXqYQTORp6Hb9Clw6DufLaC2hlEB6dy9YhHYhLjqmQ9mxUTWyaGrdgywX+gMhPs+SlRGQZNFSByTLd1atgFpD5+iC2q/z+3C1mQSA6NR+N3ohaLiXUQ/1Ie5kW6E3EZOSjN5oRi0T4udjhcp8jVExmE6kFqWRoMwh2DH5gqdFs2KgUks5YwvDda1gj6syCGRGiYu8ttueojXslJ/csR4/2LbVcs2Z/4OhQr0LbNpgFuh+/xLk8LQvqBNHf6+HQ1nrQXL16lZ9//hmz2Uzbtm3p3LmzdZ0pV0/y3OOY8404dAzAqVtw5XX0YSZyG6wcAio3eG6vZUL1EWXv9b28tPMlOgd25pO2n9g0Nh4gC04tYNGZRUxpNIUx9cYAlmf8vrj9NPdqgVJxb2PqgrNppK+8iNTdDq8pDRHJ7t4gEBd5hstrP+S5zOEYkNIixJXP+ocT7GHP6qQMXr4Yi1GAVs5qltYLwbmcgtS3GjRavfJtqcsfZiJSc1hxOoH9UWkkxOch6EwIEhG6Tj4gFuElMfHHgXEUKL0o6DWfxtXucZL/Xji9GqJ3Q/1BpG5zQRedjV1NKW4x3S33xxnRhWU3v2mJOmkzncTVJ8la9RtIJDj364P75CnIfHxKbqcsZMXBN00sWhwlIVVYhNudAyyOnMt6WXRUenxe5D6et3cvCa++hik7G7GjI76ffYpDx45FqjLl5iJotUg9PO6t3/eR1K+/Ie3bb1E1bUrQLz+z+Mxi5p6YC8Cs1rN4OisDNr1sKfz0D0WNSFg0uQxGA1988QUGg4HRI8eyfUEM2jwDLfqE0LRnyAPeo9JJz9Px7c4ofjkUg95kMaJ2qe3JK0/WpLaPLfrwvwiCwD9nk/h40wXisyxGvkFN/fl8YIMKayNSo2VYRDSxWj2uMgnLw0OJ3fQzIZ/Ow04PFwKktP7lX7y9Kifqx8bdUVZNDVukho0Hi1EHOfGW/x197mzQMJso0OeRokkhR3f/PBTMBgNmjQZzQQFIHm7vG7FIRICrHRKRiHy90Rq98CiSpdETlZqH3mhGLhET5qG+rwYNQRDI0eUQlRVFekG65bu+anrO2LBRIQgCuFW3aB5JCw0UyZpkLmZcJL0gvRI7Z8NGxSMTi9jUuAbzawfytKdzZXenyhISEkLv3r0B2Lt3LydPnrSukzjIce5nyVueuysOXaztOXlXBLQE11AIbFElnH/uJ0azEQHB+tfG/eNa9rUikcaeKk8MZgNn085al106mET0tyIu7U++5/bkIU6I1VJknnYIxnv7bQOqhdPxtd94p08DVHIJh6+mc+7rgRxc8SED3B1ZUT8Me4mYg1n59DkRSZxWX3qltyCYzMUaLlq98i2tmwchmB7eyLNco4l/07IZuOEU1T7eQt/Ze1m9NYr46GwEnQnE4OyhYrqvB9ua1uBkkI5gQwK19ZE09rmPaVvMt3ji5yTAr0MtWhc3EAQBIXKnxdM/7jDOfcNQNfLEuW9tCOsE4YMsKa1v0v0TmLgL6vTFZfBg7Nu3B5OJrLXriXqyG0n/+x/G9HsYuzoHWAwWE3eX/Llp0ABIOAGxB+DSZkt6LyzZIVLmzSNu4iRM2dko69YlZN3a2wwaABIHhypt0ABwHvQMSCRojh1De/ky48LHMaauxUA68+BMtnkGwRMvWQr/MdlioLoFkVjElStXMBgMODs7ExQSQPcJ9Qhp4E6jrkEPenfKhJu9gvd612Hnax0Y3DQAsQi2XUih5/y9vLTqJGl5Or7aepn5268Uu/387Vf4auvlB9zrykMkEtEz3Iftr7RnepcaKGViq5h4RVFNpWRTk+o0dFCRYTAx8FQkii5DOPnas2gUUDvOyJGhTxGfEFuh7dqoGtgiNW7B5mF6nxEESL8C+nyLx69b9dtyK1rJSYC8ZFJVTqQYC3BUOBLgcGfRSZFIxPr16+nXr1/5u3bDsPHz+vVMmzaNrKysctdRlcjS6InN0CACQj3sUSseHa83QRBIytaSmmcx2Njf0M+4n6J0epOexPxE8vR5AMgkMnzUPjjIHcq0/a3n5rVr1wgJCeHkyZM0bNjwvvW5JHbt2kXHjh3JzMzE+SHUj7FR+VzLvka+IR8/e78i6UPA9hy1ce9UZqSGjfKxfft29u7di1gsZsSIEYSGhlrXZay6iOZUKlJ3OzynNkJcATmUH3ny00HtVvS7yrXksfIjRERqBHXc6tjSd95Hpu2cxvbY7cztOJfOgZboqnxDPrE5sdR2q20td3ZPPLtXXsInzIn+rzW553ZN2TrEjvIKjRyPy9CwYsVi3kh/B70g4fKALdSr35RzeQUMj4gmSW/ASy5lRf1Q6jk8fhHVGoOJ1ReT2HgxiXw/Naf1WkwCSKJykUXmIAB2LgpqBTnTs5YXg2t546T8z7WXehlyEyG0feEyvcai71MeTAZLhgbXwucDuz6Dw99D68nQ9hXLMm0OfHrjXf+NWIwFCrL+iELhmIiD63GLESOgWfmPxYmTpM6di+aIJZWfSKXCfcJ43J9/vtx13RWJEZZjWf8ZTNnZXJ82Dc3BQwC4DBuK5xtvIJaX7pRXcOYsad99h9+XXyBWVa1z+vqUqeRu3YrLsGF4v/cugiAw8+BM1l1Zh0wsY0Gnb2l5YCGcWwcKJxj3L3gW3nPWrFnD2bNncdCaafdEF5r1bleJe1N+olLzmLP1MptOJ+LhoGDPax35cW80c7Ze5uWuNZjauVCgfv72K8UuLw2D3kRaXB4+YQ+/6HVang53e4X1+8rDsRjNZoY1D7zn+Zx8k4nnz8WwJT0HETCzmi+BJ7bh/v6H2Gvh+56evPLuGgJdqrax0IYFW6RGJWMSBPZn5rI+OZP9mbmY7rPtaPTo0YhElnQgMpkMLy8vunbtypIlS4rkOy4Ly5Ytq/DJzpUrVyKRSnlu+luW3IrOQXd+SZNYBlb2RhNOCqf7IiQYHBzM3LlzARDJZEicnBg8eDCXL98fy/muXbusv5FIJMLOzo66deuycOHCCm+rX88nmffR2whAbIYG40PsXXQrRpOZq2n5VoOGh4OCxMsR9OndCxcXF5RKJeHh4cyePRtTBemkpBekE5kVSZ4+D5FIhLudO9Wcq5XZoHE3dOjQwXqeyOVywsLCePPNN9Hpyhd506FDB6ZNm1ZkWevWrUlMTMTJ6eEfFNmoHAIdAwl1DsVebl/ZXbFho0I4nJXHhuT7lxP5UaVjx47Uq1cPs9nMnj17iuRIdu4ThsRRjjGtgOx/rlZiLx8Szm2AeQ0sf2+idnssDBoADTwaFDFo7IrbZdPYuAfMgpnTqaeLLAtwCEAikhCVFWVdppapixg0AGq19KbL6Nr0nd6oQvoicVIUMWgI5nt/Jw5wVfH6iy9yuN777Ap4kXr1LSLKde3t2NSkOrXUSpL1RvqejGTnY6CPZDab2Xw1lfEbT9No/m7qzPyXmStOcex4EhExGZgECLGT06eBDxP61GLPW524+HoXNgxpysSGAbcbNAA8ahQ1aMQdgbnhcGZN8Z3QZlvKJJ8vuuxjb5jfyOLUeBORGAoyIC2ycJnSEXrPh2c3gFSJ9nIm2osZ5J5VY2796l0ZNABUjRsRuHwZgUsWowwPR9BoMOXm3VVdd4VPA6j/DABiOzuEnExEUgHf0a3xfvutMhk0BKOR+OnTyduxg7TvvrvfPS43LkMtKaWy//gDc34+IpGId1u+S5fALohFYvSCAfp9B4GtQJcNK56B3CTr9r2e6oVHdjXM8dEcWrei3HNXlU2Yhz3fDmvMxilt+GxAOHZyCVM7V2d6l+rM2XqZz/65CNy9QUObZ2Dxy3tZ/+VxtPmG0jeo4txq0EjL0/HJ3xd4749z9Pp6Hwei0u6pbrVEwtLwEEb7uSMA70cmcKBOO9L/9yHLOyrZ0SCDXn9051Ti4xMp8zjw6LhvVyE2pWbxzpV4EnWFNx0fhYyPqvvxlIfzfWu3e/fuLF26FJPJRHJyMps3b+all15izZo1/Pnnn0illfdzL1m8iBkvjOK7n35nzpw5qKSKO28gs+RutzMU4O9W7b691An/eWja2dlhd581NS5duoSjoyMFBQX89ddfPP/884SFhRXJSV0R2CukKKRidEYz8VkFBLqqHmp9jQK9kZh0DXqTRT/D38WOnf9uYtCgQYwZM4adO3fi7OzMtm3bmDFjBocOHWL16tX3vM8SkQRBEFDL1PiofVDcOHdNJhMikQix+P7YhidMmMCsWbPQ6/UcPXqUMWMsobyffPLJPdUrl8vx9vauiC7aeNTJTwPBBEpnS47gG4hFYuykj3Y6FBuPD3lGE1MuxBKr1ZNrMvGs78MnxlhZiMVi+vbti7OzM23bti3yvBWrZLgMrEHakrPkH0zEro4byuo2jZISiT8O+lyI+NUiVPsQj9fuleXnlvPlsS/pEdyDT9t9ilhk88ErDwazgaf/eJqYnBg29N1AmHMYAKPqjmJknZF4qO7soSqVS6jZsmJTgwAIRjPZW2Mwphbg9mztex6fi8RiWgx8uciypNgrZP0yjm97fc77Mnf2ZeUx4kw0X9QMYNj9TKNUCSTq9OzJyGPDxSQO7Yq1pJG6FbkYb197elfz4dl6vgTalfLuXRqHFoAmDa5sBbk9pF2G5hNBdiMq9+C3sPszaDwS+nxtWaZ0snwMBZB9vVCAu+FQqPEkuFUr0oTQ4FlEUsv1rm7mjTFZg7qF9z1H+olEItStWxPcqhV5O3Zg17ixdV1BRAQFERE4Dx6MWHGPx6gYBEEAsxmRRIJILsdveDjmvXtR+GWWWXReJJXiPXMm2evW4Tp2bIX38V5RtWyJPCgIfUwM2X9txGXIYKRiKZ+1+4zIrEjquNWxFByyEhZ3hfRIWDkIRv8NCnuObYqDAl/s7AYimAuIPZtBcP2HbyxWz88JKHQaDPGwOH99tzuKH/dGYzQL5TZoACjtZTh62GHQGslJK0CpfnQiGp3tZMzoXpPZWy9zMSmXYT8epme4N2/1rI2/y91FJElEIj6p7kegUs6sqAR+vJ5GfEAT+rz0A5sOjUcQ6Xnuj5Es67iIWjVtEd+PArZRYgWzKTWL8WevFTFoACTpDIw/e41NqVn3rW2FQoG3tzd+fn40btyYt956iz/++IN//vmHZcuWWcvNmTOH8PBw1Go1AQEBvPDCC+TlWTwWdu3axZgxY8jOzrZ6is+cOROAX375haZNm+Lg4IC3tzfDhg0jJSWl1H5duxrNgYMHeePF0dSqHsaav3cWWX8zMuTff/+ldu3a2Nvb071PfxJT0i0TakYtR48epWvXrri7u+Pk5ET79u05ceJEiW126tSJyZMnF1mWnp6OQqFgx44ddOjQgZiYGF5+5RXrft7al1v5888/adq0KUqlEnd3d/r3729dt2DBAqpXr45SqcTLy4uBAweWejw8PT3x9vYmJCSEqVOnEhwcXGRfdDodU6dOxdPTE6VSSZs2bTh69GiROnbv3k3z5s1RKBT4+PjwxhtvYDRaPNpGjx7N7t27mT9/PrV8nGgQ4ML5y1Fk5Os5d+4cTz31FI6Ojjg4ONC2bVuioiweW2U5xiKRiB9++IFevXqhUqmoXbs2Bw8eJDIykg4dOqBWq2nVqpW1ToCZM2fSsGFDfvjhBwICAlCpVDzzzDPlSvGVma8nKjUfvcmMQiqmmqc9MsHAhAkT6NOnDwsXLqRhw4YEBwczfvx4li9fzpo1a1i9ejUArVq14o033ihSZ2pqKjKZjJ07LeejXq9nxowZ+Pn5oVaradGiBbt27cJJ4USgYyA71+3Ey92LjRs3UqdOHRQKBTExMeU+N8uKSqXC29ubwMBABgwYQNeuXdmyZYt1fXp6OkOHDsXf3x+VSkV4eDi//vqrdf3N82DevHnWc/zatWvWiKGbx7/Y6697dxITE611GY1Gpk6dirOzM25ubrz++uuMGjXqrlK92XiIyE+1pAI0aiu7JzZs3DcUYjHPeLsQYienn6dt0r28yGQyunTpguKWyaCbERvKGi6ob0yOZq65jLnA5nlfIp3fh6dmw+AVj7VBAywRBVKxlGCnYJtBowwUGAs4nnzc+l0mlhHmFIa9zJ7o7EIRZXc791INGsVh+O9k+V1iTC8gb1882vPp6KKzK6TO/5Kw+hXq6iPIXTOd1mkm+rs7YRLg5YtxfHE1kYc563Zino7PD0XT7afDNP79CI0OnOeli7HsLNDc0MUQ4eStpkMrf+aPa0rk+9049Fxb3m4WcvcGjYRTsO0DOLYU+v8IXT6AHp/Cuomw9V2LYeMm7jXA0Q/+G8n+wmF4M77QoAHg5G+JYJBbnBjNWiOZGyJJ/eG0NZJHJBbh3CcMmZf67vpeDCKRCIfOnZG6WJ71giCQMnsOyf/7hKhu3cn8/XcEQ8V5wptycrg+ZQopc+ZYl8menoViwlLL/f7mvd6ot6QbvAP2bZ7Ab85sa9+rEiKxGOcb0RqZq1ZZrzO5RF5o0ADijPkkPL0AVO6WtFxrxoDJSL22fjh7qQhrHIpY6sXhv6IrJKKrsvF0UFDnhnC40Swgl4jLbdC4Sf9XGjPyf63xDHq0hMilEjHPtgpm5ysdeLZlEGIR/H0mic6zd/PV1ssU6O/u+SMSiXgh0JPv6wQhF4n4Oy2bH/OdmdbocxRaKa+vyeb6mKGcO3eqYnfIRqVgGymWgiAI5JtMZfrkGI28fTm+WIm7m8veuRJPjtFYpvoqYuDVqVMnGjRowLp166zLxGIx8+fP5+zZsyxfvpwdO3YwY8YMwJKaZu7cuTg6OpKYmEhiYiKvvvoqYJn0/fDDD4mIiGDDhg1cvXqV0aNHl9qHJd9/zVOd2uDk5MyIkWNYvGTJbWU0Gg1ffvklP//8M3v27CE2NpZXP5pvWanPIys7i6EjhrJ3714OHTpE9erV6dmzJ7m5ucW2OX78eFauXFkkXc+KFSvw9fWlY8eOrFu3Dn9fX9598UWuHThAQkJCsfVs2rSJ/v3789RTT3Hy5Em2b99O06aWEOdjx44xdepUZs2axaVLl9i8eTPt2pU9B6QgCGzevJm4uDhatGhhXT5jxgzWrl3L8uXLOXHiBNWqVaNbt25kZGQAEB8fT8+ePWnWrBkRERF89913LF68mI8++giAefPm0apVKyZMmEBiYiJnrlzD29ePUxejadeuHUqlkh07dnD8+HHGjh1rNYbk5uYyatSoUo/xhx9+yMiRIzl16hS1atVi2LBhTJo0iTfffJNjx44B3GZQioyMZPXq1fz1119s3ryZU6dO8eKLL5Z6jMyCQHxWAXGZGsyCgKNSRpinPUqZhC1btpCenm49P2+ld+/e1KhRwzrJP3z4cH799dci19Rvv/2Gl5cX7dtbQqvHjBnD7r27+fSHT9mwZwMDBg6ge/fuREZG4iB3QCQSodFo+OSTT1i0aBHnzp3D09OzzMftXoiIiGD//v3IZIWeGVqtliZNmrBx40bOnj3LxIkTefbZZzl8+DBw+3mQmJhIQEDxujTFXn+3HNfPPvuMFStWsHTpUvbv309OTg4bNmyosP2zUQURzGC8cf+8RSQ8Q5tBsiYZrc3QYeM+IZe5IhaXNgEjQiqpmBc7mVjEayE+7GxWCwepTffhXhAEgT179rB27Vpr+ginniFI3ZSYsvVk/RVVSg2PEdf2waZXLXpzABIpNBtv+fuY0ymwE2v7rOWFhi9UdleqPIl5iXRc3ZFJWyeRqy8cd77Z4k12DtpJ16Cud113alwu6744zuaFZyqiq8i81Dj3CcNtRG2UYc4VUud/CRz2NUfVHXjLMJb52yOJ3h7HMLVlkn32tWSmX4zD8JBMlubpjSw9c52Bq49T54vttPx4Gws2XODS+TRSYyz54hs6qHiplh/vDW/A6fe7EjGtA8v6NqBPda/y56bf/BYs7Qnpt9ynUy7Avjlwdq0lNXSbaWDnAjV7QN2nYf88WDsBNBlQbwC8fB66/69ovfYeUEpUu6A3ozmZgj4uF11kVvn6fS8IAo69nkLq5YUxKYmkd98jqlcvsv/aeFs2h/KiPX+eqwMGkrdtO5k//4Lh5lyDSAR1+oBrSGHhA/Pgm6Zwdl3xlRWD/nr8PfWvonHu1w+RQoHu4kUKTp26bf2VzCuM3DySiUc/JG3AQpDawZUtnPuyJxEXjvDM203oOKI2MqWEtLg8Ik+U7jhb1WkZ6ka3ul4AyCVi9CZzieLhpaG0lz3UGTdKw0Ut58N+9dg0tS0tQ13RGc18szOS65mae6q3n5cLqxuG4SyVcDxHw48Fgbxb90vcs8X4ZRhJHjeCQ8d2l16RjaqN8JiRnZ0tAEJ2dvZt6woKCoTz588LBQUF1mV5RqPgteNkpXzyjMYy79eoUaOEvn37Frtu8ODBQu3atUvcdvXq1YKbm5v1+9KlSwUnJ6dS2zxy5IgACLm5uSWWMRXkCAG+3sKGJXMEQZMhpKamCjKZTLhy5UqR9gAhMjLSuuzbb78VvDw9BCH+hJCfHiWcTT0rXEq/ZF1vNBoFBwcH4a+//rIuA4T169cLgiAIWq1WcHV1FX777Tfr+oYNGwozZ860fg8KChLmfPaZYMzLK3HfW7VqJQwfPrzYfVu7dq3g6Ogo5OTk3OEoFbJz504BENRqtaBWqwWpVCqIxWLho48+spbJy8sTZDKZsGLFCusyvV4v+Pr6Cp9//rkgCILw1ltvCTVr1hTMZnOR42Vvby+YTCZBEAShffv2wksvvSQIgiCYzWYhOjVPGPfidME/MFjQanVl6m9Jx/idd96xfj948KAACIsXL7Yu+/XXXwWlUmn9/v777wsSiUSIi4uzLvvnn38EsVgsJCYmlti+3mgSIpNzhYi4TCEiLlNIzC4oss+ffvqpAAiZmZnFbt+nTx/reZ+SkiJIpVJhz5491vWtWrUSXnvtNUEQBOHMhTOCSCQSdpzZIZxNPStEZUYJOqNO6Ny5s/Dmm28KglB4np46dequjtvNc/Pq1asCIJw8ebLEOtq3by/IZDJBrVYLcrlcAASxWCysWbPmjm337NlTeOWVV4rUc/M8uMnN8/DmcSvx+vPysn738vISvvjiiyL7GBgYWOI9x8YjgC5fEOJPCEJChCDcct1FZ0ULZ1PPCpkFmcVuVtxz1IaN8lJQEC9k55y57ZOUvEnYsbOOcPbcq4LJpL+nNjRGU5Fnio17Jzk5Wfjggw+E999/X9i2bZt1ufZathD3xh4h7vU9guZMaiX2sIqQmyIIH3oJwvuOgnDi58ruTZXHaDIKv138TTCYDJXdlUonKS9JOJ503PrdbDYLfdf3Fbqv6S6cSztXoW1lpWiEb5/bLix4cYeQl6mt0LrvJ2azWfjjVLzQ8IN/haDXNwrvvv2S8Mc3LwjBWw8JXjtOCoNORgo5hrK/Yz8ozGazcD5XI/wQmywMOxkpBL37txD0+sYin9BZm4VOSw8KnxyMEjL1ZbweCrIEQX/LmCxqpyB800IQVgwuWu77tpZ70vnC9xch5aIg/DW9+PtUxjVB+MDVsk3UzvLurmAqKNr//FMpQsGVzHLXUxGYtFohfdky4VKr1sL5mrWE8zVrCVG9egu5e/eVuy6z2Sxk/PabcCG8vnC+Zi3hSqfOgubM2Ts0bhSEhR0txzHit5LL3VJ/0qefCefr1BXyDh8ud//uJ/FvvCmcr1lLiJ8x47Z1SXlJQrc13YR6y+oJA/8cKMRsXS6Y33cShPcdhQNfDLKW27/2gjB31KfC/NHPCwbDw33Pn7ftshD0+kZh3rbLxX6/Wx71savZbBY2nU4Qvtlxpcjy5Jy7f7e8nFcgND1wTvDacVKovfe0sGrPdmFX8zrC+Zq1hF3Nawn/7ll/j722cT+409z9rdjcgR4DBEEoYtnduXMn//vf/zh//jw5OTkYjUa0Wi35+fmo1SWHeJ4FLmxMAAEAAElEQVQ8eZKZM2dy6tQpMjIyrF54sbGx1KlT5/YNzGa2bFhJvqaAHj2eAjsX3O3gySefZMmSJfzvf4WeHCqVirCwMOt3Hx8fUlItQkEKQwEZmRks+GwBx/cfJzk5GZPJhEajITY2tti+KhQKRowYwZIlSxg0aBCnTp2yRpjcikguR3KHfT516hQTJkwodl3Xrl0JCgoiNDSU7t270717d55++mlUqjvn/9u7dy8ODg7odDqOHDnC5MmTcXV15fnnnycqKgqDwcATT/yfvbMOr6r8A/jn3Nzuujc2FmwwursbBRQEpEEUUfRHmSgGKKKIggiKGCCKlCgKIiBISDejm7HBYN1x+/z+uHC3C0tWxPk8z322+543vu+5J99vtbHWVyqVNG/enLNnzwJw9uxZWrVqZfObtmnThszMTK5fv05gYKDtHG/ln7hw9hSNmrckMceEfz5GsPHx8bz//vts27at0H1cv3596/8+Phbrg3r16tmUabVa0tPTcXa2WNIGBgYSEBBgrdOqVSvMZjPnz5/PN79Drdp1iIqKAqBJ81b8vWEDzvb5x48UC/Boynvce3l50a1bN5YtW0a7du2IjIxk3759zP96Pjcyb7B5z2ZEUaRXy17I8jiw6XQ6PDxyY/CqVCqb+Zdkv5WUYcOG8c4775Cens6nn36Ks7Mz/fv3t243mUzMnDmTVatWERMTg06nQ6fTFXoOF0S+59+t0HJpaWnExcXRvHlz63a5XE6TJk0euERuEiXAmGP5q7S3CYXiqnZFJVdhr5RyakiUH3Z2VbCzq3JXubNTXVycG+a7raS8ci6aTJOZ2eFV8VE/PPGJKxNvb2+eeOIJ1q5dy65du3B3d6dRo0aog5xx6hBAxo7rpPxxCVWwM3LHopOjPrQ4ekG3DyHmsMXaWaJQPtj3AX9c+oOI+Ag+bvdx0Q0eUvbf3M+LW17Ez8GPDf02IBNkCILA992/x9Pes8yteF287OkyqjYB4W44uJZ9rgGz3oTuYgr2dco2dr4gCDzZoAqtQz2YvWYXb11ejiZBR6ZTCO8Edee/lAz6HrvIL/Wr4aeu3OvQ8YR0lp24wZ7LicRm6MhqnPvOoXRUIs804FvFkdahngyu60dzP9f8OzKbIO2axWPCPzdfBD89CZH/wdBfoUYPS5nCDhLOgv6OZNltXwGTAfyb5JZ5hUPvOeSLWxA894+l/2odc8tFsdAQeqIokvHfdTK2X8NrbANUfpb3Fk2DkodGKytkajXuzzyD64ABJC9dStKixeguXsQYe7PoxnkwZ2cT+8GHpK1dC4Bjx45U+XQmcheXghvJ5Jb9eGatxdvlNqnR4OgLCttjVBAEzJmZYDKRtXcvDnnezyobtyGDSfvjD9I3bMT7rbdsQmX5OPjwbbdvGblxJOeSzzEm08CbWSPp4vATrTI3WRLQ1xtA3fa+7Pv1IIg6dq/8h47De1XijO6d/JKC3/47Z8sFm+/F5dTOGE7uuE6ddv7U7xRQdIMHFEEQ6FnPNq/T2Zvp9PlqD4OaVeXVbjVwcyjZtbu6gx0bmlRn+IkrHM/IYbLMg7c++xLT5An4pYgkvjqF/V+60LJ1p7KcikQFISk1ikAjk3G5fb2iKwL7UzMZdiKyyHrL6ofQ0tWxWGOXBWfPniUkxOLiGBUVRc+ePRk7dizTp0/H3d2d3bt3M3r0aAyFxJDMysqie/fudO/enV9++QUvLy+io6Pp0aMHer0+/0YZN1i87HeSU9PQBOQqPcxmM8eOHWP69OnI5ZZQD3nD6oDlYiaKIti5IVc78PGo10lMTGTu3LkEBQWhVqtp1apVwWNjCUHVsGFDrl+/zuLFi+nSpQtBQUGWfosZ2quwpOFOTk4cPXqUHTt2sHnzZt5//32mTZvGoUOH7srLkZeQkBDr9jp16nDgwAFmzJjBSy+9ZF2gv/PFJO8C/Z1Kqttl+bW7jVIuw83JARFIytThpFbcpSQYNWoUCQkJRe7jvL/V7fHyKytswft2nfzkTcrSMffHlRj0BlQKGaF+7vkqNGrUqAFYju/WrVvftf3cuXM2yrZhw4YxceJE5s+fz/Lly6lTpw4OQQ6kaFMwm83I5XIOHTqEWmn74ubomHuu2tvb3yVzcfdbSXFxcSEszJJA75dffqFOnTosWrSI0aNHAzB79my++OIL5s6da82RM2nSpHsat8Dz746yvBSkTJJ4SDDkUWrkwc3ODTfuv3i+Eo8OeRUaoihiMKSgUrmXqI/L2Vo2JKRhQuSmziApNcqQRo0akZyczK5du/jrr79wdXUlJCQE565BaM+lYIjNImXNpTJJFPxAEXfGErbF+daLevMxwJhHPn9GcehQtQMbIzfSKfDRWWwQRZEzSWcwi2bqeVneQxt4NcBB4YCPxocUbQoe9pYF8HvJk1FcwlvcbXhUFpi1RuK/isCYlIPXmHqoq7mW+Riejmo+GdmVY5s+Iyfid/oNnkhtrYHhJ65wOlNL7yMXWdagGjUdKs5IIyZTy7JTN9h6IYHL0WkYM23fve0MZlr5uNDOzYmGtUNo7ul0dxipuDMQexICmoLHLYOkqL3wU29wC4GJEbl17W89r6XmMbTyqQvDfgdP2yTd96RgDWhq+dxGmwbLBkLHyRDaOd8mgiBguJ6BqDORfTgW1ROh+darDGQODniOHYvb4MGkrF6NS57cgZm7diNzcCBrzx6Qy/B62TY8niiKXO7ZC2NsLMhkeL0yCY/RoxGKs54jV0K9PHk5TQZYPsiirBr4M3jXtKnuPflNnLp3w7Fdu9JMt8yxq1cPuzp10J4+TdqaNXjceme9TZBzEN92+5ZnNz3LDcfLzA6Qo0puRDvhGPz5EjhXwTmoNbXaDcBsFmj5VNdKmknpMRWQFPz2d9M9hMHT5xhJvpHFtTNJD7VSIz+2no1DbzKzdH8Uf524wWvdajCkeWCJwux5qZSsaRTG2NNRbElK5wM8eenjObR+5zX8k80kj/8fu+Z8QbsOPcpxJhLlgZRTowgEQcBBLi/Wp6O7M35qJQW9nghAFbWSju7OxeqvLF72tm3bxsmTJ60W3ocPH8ZoNDJ79mxatmxJjRo17sonoVKpMJlsk/KcO3eOxMREZs6cSbt27ahZs2bhScJ1GSRdu8jazTtY+fNiIiIibD6ZmZls3Lix6Am4B4ODF7t372bChAn07NmTOnXqoFarSUxMLLRpvXr1aNq0Kd9//z3Lly/nueeeA8CckYHuwgVUcvld87yT+vXrs3Xr1gK3KxQKunbtyqxZszhx4gRXr15l27ZtRc8rD3K5nJwcywJiWFgYKpWK3bt3W7cbDAYOHz5MrVq1AKhduzZ79+61WVTeu3cvTk5O+Pv7A/n/ho0bNeT4of0YDAaupWRjMNoqHXbt2lXifVxcoqOjbY6zffv2IZPJrIoJsOTPuJ6STUxKDn7+ValXO5wuLRoQGhyYX5d0794dd3d3Zs+efde2devWcfHiRYYMGWIt69u3L1qtlk2bNrF8+XKGDx+Oo9IRtUJN19ZdMZlMJCcmExYWZvPJz5MkL+W5326jVCqZMmUK7777LtnZ2dZx+/Tpw/Dhw2nQoAHVqlXj4kXbOJ35HQclxcXFBR8fHw4ePGgtM5lMHDt2rFT9Stzn3FZq5MmnISFxP2EyaTlz9nUOH+mPwZBeorahGjs2N6vBZzWq0tC5cO9KiZLTqVMn6tSpg9lsZtWqVSQkJCAoZLgNrAFyAe2ZJLIfgnjZxeb8Jvihy62kqLcWMQVBUmgUky6BXdjYf2Op8kM8aCw/t5zBfw9m/rH51jJ7hT0b+2/kp8d/sio0KhKjoWwShgPI7BQWjy1nVbmfB40ee4ZWk9dip1LS0FnDugYhfL//fape3seTRy+yO6XscuDdSabeyN6UDGZF3qT3kQu0WrzXmhfDmGlABOzc1DRq6MOUwfU52bE+KxqE8nKgN62dTCgOfQvbP7HtdPsM+OMFuPRvbplnDZCrLIm3zXl+p8dmwlvRt5Sot1A7QvWu4BZc9hPeNQeu7Ye/X8u91gHmbAPmPAl/XZ8IxW1gDVx6Vyt7GcoAuasrnmPGICgs9r9mvZ7YqVOJGjqU9L//JnHefBIWLLBpk/jNNxhjYxE0GgKX/Ghpf68GqkmXICsBshPB0ftu+Rwd7zuFBljWzdxuJwxf9Wu+eUlqutfk6y5foxJUXHO9wJdB7phr9gaTHlYMgYQL9PzfEHqPH4ydQ9l7iFUUr+Sj0LjNhC7VeaVbjXy3FUZYE296jKlLl1H5REh5yBnXuTrLx7Qg3MeJ1GwD7609Te/5u9l/JalE/TjI5fxYN4RnqnggAgvwZfPHXxPtqURhFvn4wHusPLmlfCYhUW5ISo0yRC4IfFTdsqh85+PZ7e/Tq/sjL6eHN51OR2xsLDExMRw9epSPP/6YPn360Lt3b0aOHAlAaGgoRqOR+fPnc+XKFZYuXcrChQtt+gkODiYzM5OtW7eSmJhIdnY2gYGBqFQqa7t169Yxffr0/AUxmyA1mqW//42HuxtPD3uGunXrWj/169end+/eLFq0qNhzCwsLY+nSpZw9e5YDBw4wbNiwQr0obvP8888zc+ZMTCYTTz1lsUAxpaYiGo0EBQSwc+dOYmJiClyEnjp1KitWrGDq1KmcPXuWkydPMmvWLADWr1/PvHnziIiIICoqip9//hmz2Ux4eHihMsXHxxMbG0tUVBSrV69m6dKl9OnTBwAHBwdeeukl3njjDTZt2sSZM2cYM2YM2dnZVgv9l19+mWvXrjF+/HjOnTvH2rVrmTp1Kq+++iqyWw9PwcHBHDhwgKtXr5KYmIjZbGbcuHFkZWYwZfzznDh2lJ1HTvDzzz9z/vz5Uu3j4mBnZ8czzzzD8ePHrUqAgQMHWhUGBqOZKwlZJGdZvAx8ne0IdNcglxV8rjg4OPDtt9+ydu1aXnjhBatSadGiRYwaNYoBAwYwcODAXBns7ejRqwfvvvcuZ8+eZejQofg5+FHNpRoN6zRk2LBhjBw5kjVr1hAZGcmhQ4f49NNP2bBhQ6FzK8/9lpehQ4ciCAILbj1Eh4WFsWXLFvbu3cvZs2d58cUXiY2NtWmT33FwL4wfP55PPvmEtWvXcv78eSZOnEhKSsqjZWX7qHE7EXgeTw2dUYfRbKwkgSQkbDGbc0hNPYRWG0Nq6v4St6/pYM/QKhW/MPgoIJPJ6Nu3LwEBAWi1WpYvX45er0dVxRHnrkEApK67jDFVW8mSVhCe1UGmsFxPDaVLevmo4mmfG6IoQ5/BN8e/eWjuRwazga3RW7mSdsVa1iGgA3ZyO9zt3THlWaR2URcSxqac0GuNbFt6lp+n7EWXU3b73PWJUHwmNkYdUv5zyvu8mvD3PJ7Q/cdPl95DOH6dIUcu8XtscpmMYzab2XglgefXn6DRvP+o+8Fm+u88y5yrcRxOz8boYYfcQUFoTQ/GPFmTXVM6c25yV/6oHckLF9/D6eL63M4M2bDpLdj1uY2CgICmENQG7PN4KDp6wzux8NIeSzij2zj7gV0FHjMd3oTmL0CfBRbvAyDndBKxc46Qse2atZrcRY1DY58H5j1C1GpxaNMa5HL0V68CkDhvPjc/nI7uyhUSFiwgcd58PCeMp/rOnaUPCeVdC/53EAavAE2e3/nGsbuiTZizsoj/8kvM2ffHvcW5Z09kTk4YoqPJ2rPXWm42mYm9kgZAY5/G9DT2RBAFtBo9WU/MhYBmoE2FZQMgM9fowWw2YzQ+HNf60uLsaU9YE2/sHB5N7+LWoZ78PaEtH/apg4u9knOxGQz+bj9vrzlZon4UMoGZNQJ4t5rFc/Zn0ZVV0+fz0eAqXPfJYcaRV/n+6JrymIJEOSEpNcqYXl6u/FA3GN87Qhn4qZX8UDeYXl6u5Tb2pk2b8PPzIzg4mMcee4zt27czb9481q5daw3z1LBhQ+bMmcOnn35K3bp1WbZsGZ98YmsB0rp1a8aOHcugQYPw8vJi1qxZeHl5sWTJElavXk3t2rWZOXMmn3/+ef6CpF8Hk57Fq9bx1FP9rQvteenfvz/r168nLi6u8EmJIhhyWLTgS+IT42nYqCHDRwxnwoQJeHvfbblwJ0OGDEGhUDB06FDs7CwWx8qAAJT+/nwwYwZXr14lNDQUL6/8Xbc7duzI6tWrWbduHQ0bNqRz584cOHAAAFdXV9asWUPnzp2pVasWCxcuZMWKFdSpU6dQmcLDw/Hz8yMsLIzJkyfz4osvMn9+riXWzJkz6d+/PyNGjKBx48ZcunSJf/75B7dbcSn9/f3ZsGEDBw8epEGDBowdO5bRo0fz7rvvWvt4/fXXkcvl1K5d2xoqzMPDg23btmHW5zD66d706dqeb779zhp6aPHixaSkpNCoUSNGjBhR7H1cHMLCwujXrx89e/ake/fu1K1b17o4n6UzcjE+k2y9EblMIMTTAW9nu2I96A4YMIDt27dz7do12rdvT3h4OHPmzOGdd95h5cqV1jBK6bp0LqVeomvfrpw4foJ27doRGBiIXCZHJliOzx9//JGRI0fy2muvER4ezpNPPsmBAweoWrVqoTKU537Li0qlYty4ccyaNYvMzEzee+89GjduTI8ePejYsSO+vr70zeMmDfkfB/fC5MmTGTJkCCNHjqRVq1Y4OjrSo0cP6zkl8RDiXcdi+ZdHqXEj6wbnk8+TpkurRMEkJCwolW7Ur/cNDRv+hJdX92K12ZyYRnSOrpwlkwCLh+GQIUPw8PCgTZs2qFSW+MdO7QNQBToh6kykrL6AeA8hGB4I8i5CeoTC6M0w7LeKXWB8CBFFkXFbx7EgYgEzD86sbHHKhBn7ZzBp+ySWn11uLQtwCuC/Qf8xs91M5HkXqSsBpUpO7JV0cjIMREYklFm/MrUcmSb3fbmirgW1HnuBg269mWEchu66iLAnjvG7L7D49DHEG8cw3ThGxPm9bDu1i4jzezHdOAY3IiD1Wr79nU3O5M2t52jz3W5CP9jMS98d5N/d10i5kYlgMuGZkkVfb1fmhFflwOOhXA5awNa0sbzTMphA51vPWDcj4PQfEL0vt2OnKpaQUK0n5BqagCX3xbMboP7TuWWCYKvMqCxUDtDzMwhqlVsWcxhzpgHt2URE04OZi0/u7Izf9OmE/r0e5165OR5Sly/nSs9eVoWG18svI3cseW7DfNG4Q2CL3O/XDsJ3nWDZ02DMDTV87aWXSfpmIfGzC8h9UsHINBpr2K6UFSsAy3V716qLrPnsCKd3xZCWloY8Wk6buDZ81/U7nBy8YMhKS/i01ChYMRj02RzZuIevnxvL5m9XVeKMJO4nFHIZI1sFs+P1jgxvGYhMgBo+RYf1vxNBEBgX5MPC2kGoBIENuJDTfiaIdiDA1nUfsmHt8qI7krgvEMRHLDB6eno6Li4upKWlWZMY30ar1RIZGUlISEipF+tMosj+1Ezi9Ua8VQpaujqWm4fGfYU2DZJvWRp5VLe4uJYGow7izwAClzWOaI06ApwCim2pdO3aNYKDgzl06BCNGzcuusEjQnKWnusp2QgIVPNywEFdful1pk2bxp9//klERIRNuSiKJGXpuZmqRUTETiknyEODWlF2D+V6k56bWTfJvJUMTylX4ufgh5PKqczGeBQxm83UqlWLgQMHFuyxJfFQIYoiV9KuoDVqCXUNxa6AsFRleR+VkChLonJ0dDp0HgFY37g6tRylZPcVgdFoRKGwfcYwJOYQ/+VRRIMZ1yeq4djGv5KkKycub4O/JlqS83rXqmxpHjq2Rm/lo/0f8U3Xb6jpXrPoBvcRabo0/r7yN4+FPIa7ncUCe++Nvbyz+x0Ghw/mxQYvVrKE+XP9XDJypRy/0PJRymkvpZK67jKeo+qgcK+YZ4ddFxN46/eTxKTm0F44zo/qz5BT8KK7UVChmHiUGIUXe5MyiNDp2JmSweVr6bgcvk41IZYzYiCiTI6Lt4Ypmo30j/sJWbPRyB6bYenEbIIZfmDSwYQIcLfkvCRqL8QcgcBWtjkqHkBEoxljqg6lpz3os2FeQ7LTamDfpQtCx1cqW7wyQXv+PAlfziPzdshphYJap0pmLV5ijvwEG16HugPgqW+sxZl79hD73vv4fTQdh3xyTFYGuitXuNKzF8hkhP27BbmvH/8tO8eZvTd57IW6uAUp2LFjB9nZ2QwfPtza7lLkNsJ+fQ5yUiC8F+sTenB+z2pkCnfGLV6MshzXKx4U9DlGLh+LJzU+h1Z97598NJXF+dgMqnk5oLyVW2PPpUTScgw8Xte32J5g+1IzGXUykjSjiQCFnsDdk3lveSxmAWLee5Mnn362PKcgUQiFrd3nRboylBNyQaCN2yO2cGoy5CYic/AuvUIDLPFBZQowG/FWuiBo7LFXFL0QYTAYuHnzJm+99RYtW7akcePGiGbzvce2fMhw0yjJ1KlIzdZzLTmbMB9HFBW4b8xmkZjUHFKyLZYmrvYq/N3sCw03VaL+RTOJOYkk5iRaE6t72HvgZe9l9cyQKD5RUVFs3ryZDh06oNPp+Oqrr4iMjGTo0KGVLZpEBSEIAqGuoZjMJukckrgv0euTOHf+XcJC30SjCblruwDUc7RHAMIdJIVbRZFXoZGdnc358+dp1KgRLj1DSF17mbRNV1HXcEPp9ZDkNhFF2Dvf8jy88zMYsLiyJXro6BLYhVZ+rdAoH7xjZtzWcUQkRGASTYyoPQKAln4t2TJgCwrZ/ftaHlDTvehK94goiqT/G4UxPpv0LVG4Dyo8jG9Z0a66F/+80p5ZG88y4ujrhSo0ABSinmcW/oYhXUemjysH67cEQOki47jdC6gwsqz7Fp5s2ggnlRIOXYa/cyD5Um4nMjn0/wGcfMHJL7c8qLXl84BjSMgmaekZRKOI7yuNEVQa6LMAzf6voc1LlS1emWEXHo5d3TpkbtuGoFQiGgwkLFhwV/LwMqXJM5ZjJG/YMW06jsF2VNu0Edktb8j7AXW1amhatCD7wAFSVq/Ge+JEOg6vSe22/viEWBYm+/XrZ5Mf9IeTPzDv6DxmdJrIE/98Auf/5rHGfkSfboNZrMeZ3Tdp0KXw6AmPAga9iW0/nwMBGnatir3j/fO7VwbhvrnrrTqjiXf+OMnVpGxaVfNg6pO1qelb8EL4bVq5OvJX4+oMO3GFa1owNZ5G5LZXqXUtm6ofzuL7jCjGPDet3OYgUXqklQmJskEUIe0amI2WxLJ5H9RKgyBYXFkBJ7MZR5Vjsdyw9+zZQ1BQEEeOHLHmDDHExqK7cgXTfRJzsjIRBAF/VztUChl6k5kbKTlUlNOW3mjickImKdl6BMDPxZ6q7mWn0ABI1iaTkJ2AKIo4KB0IdQnFR+MjLcbeIzKZjCVLltCsWTPatGnDyZMn+ffff63J6yUeMtJvWhbk9HdfK+Uy+QMTA1ni0eL8hQ9ISNjM6TNv5Hs/C7RXs6ZRGD/WC0EmHcMVjk6n44cffmDt2rVERETg0MIPdXVXRIOZ5F8vIJoeEsdxQYB+31tCxvRZUHR9iXsir0IjOj2aTw9+et/l2IhMi7wr90fPaj0JdwvHyz437K1MkN3XCo07MRnNZfrOIAgC7gPDcWxdBdenwsqs3+LgqFbwYd96CK3/V6z6rTIOs1z1CeMz1vBMFQ8W1Q3mZMdGqDyrgb07wwLlFoUGQO2+MO4IDPrFtpPaT0LV5qB8+JTrcicVotaEqDdhSMixFFbvCiP+yJ2vKMKWqRBztPIELSV5c2jUPHkCzwnj800eXuZ4VgeHPLnAtk2H77sgO/i1tcis1+fTsOJxGzIYncqFlN9+Q9TrEQTBqtC4ze33CVEUScpJQkTkvXM/saOzxaNHcfQH+rUXEWQajmy6ikFnumucRw0HFzU1WvjQ9PFgxAczmlu5IYrwZEN/1AoZ+64k0fPLXUxde4rU7KLPiRoOdvzduDr1ney5qXLhrde+4FSwA3YGaDZnFQsWTq6AGUjcK1L4qTxIYTNKQXayJQYigiUOu6oMracy4yD9BqhdwKPaPXUhms3ozp1HNJtQhYQgdyijeJcPONk6I5cTshARCXDT4O5Qvtr+TK2B6OQcjGYzCpmMQHd7HO3KJtnVbY8MsHhqXE2/ioedB84qZ2kRVkKiJMSfsYT+cw8Fu6ItXPIi3UclKgudLp5TpycRHv4Bjg7VreVmUZSUGPcJ//77L7t370YmkzFixAiqulch7osjiFoTzt2DcO4cWNki3hs3IuDmcYslrUSFojfpefLPJ4nJjGFMvTFMaDyhskUCwGg20vnXzqToUvi6y9e0D2gPgMlsqvQcGaXh1H/XObwxik7DaxJU16PoBg8IEef30nDF40XWWxz0KkNS/8Q+vKsld8Rt9FlWI7xHCVEU0V9Nt0n2rr+egcLdziZfig2n/4DVoyxGkJNOgWP+eS3vV/IqNPJ6ZhRUXm6YzbD2f3B8OYxcC9U6krlrFzffn0qVmTNxaFHKZOWlJPl6Gr9N24VP7EE6vNwK156W8ysyMhJ7e3t8fGwTxZtFM+/ufpe/rvyFWq7mG99uNNu9ABGBnaYpnEpoSrPe/jTvXTGeXBIPLteSs/l4w1k2nooFLBFKXusezpDmgUUa0WYZTYw9E8WWpHTU2kw++Wo8jS5r0cvh7MTRDH7h9YqYgsQtiht+SjJblig9Rj2kXbf87+RbtgoNANWtMFaGLLRGLUk5SeQYckrUhSCToaoehtLXF5nmwXNXLy80agU+LmoAbqTmoDWUjwWEKIokZOiITMzCaDZjr5QT5u1QJgqN29YdUelRVssxmSAjxDkEF7WLpNCQkCgJZrNFoQE2VoTXM65zPeM6OqOUZFni/kSt9qZJ4+U2Cg292Uyfo5f4/loC5kfLhue+pHPnztSuXRuz2cyqVatINWTg2sdimZ3+bzT6mMxKlvAeSLwIi7rD+kmWuPgSFYpKruKNpm8Q7hbO0FqVExLTLJo5cPMAC48vtJYpZAqeDH2S9gHtcVblvog/yAoNgNT4HLJSdZzde6Ncx8k5m4S5Aq2yk4v5/hPcrDP2rxyzVWjAo6nQMIkkLjpFwrcn0F5KtZarApwKVmgAhHSAuv0tCc8fMIUGACZzvooLr5dfxnPCeKioZOgymSW3xkv7oFpHADK2/Ivx5k2SFsyrGBkKITYqC4NCQ7pzMMkrV1vLN23axMKFCzl16pRNfZkg44M2H9AxoCM6k47x8ds502ggAiLtlJ/jafyJ3cveIyMpraKnIvGAUdVdwzfDm7D8+RbU8HEkJdvAu3+eYt/lpCLbOijk/Fg3hJFVPNDZOTJ5wtccruGCygS1v1zEj0sr/9ySuBtJqSFROkQR0qJBNIFSA44+ZT+G0h4QwGwkOTuB2KxY0vQlv6HJlEoUnp7SIvcdeDmqcVQrMIsi15Kzy3zhx2QWuZacw820HETATaMi1MsRVRkkBM82ZHMl7QqxWbFkGbJI16dbt0m/s4TEPWC8pTCWKUBmeSkVRZEMfQZpujREpIVhiQeDrKwrrIvczqH0LOZcjSXJcH+FpnkUkclkPPXUUwQEBKDValm2bBnUcMC+jgeYRZJ/PY9oeMDiKXiEWRboqveQkoJXEl2CurCq9yo87T0rZfzEnERe2PICX0d8zdW0q9by15q+xtddvqahd8NKkas8aNClKp1G1KTbs3XKbYy0f66S9NMZ0tZfKbcx7sRdWbx3kuLWexQQ5AIKL3sEpQxTirb4DTXullxD7d/MLUu/AbtmW/Jz3ud4jR9XoCeG18sv4zV+XMUK5FPb+q/3pJfwbAwBodsh+kDFynEHtdtUofvgAOqf/g7dwX3oLl8mISGBuLg4ZDIZoaF3J7lWypR81uEzmvo0JcuQxUs557lavTMys44n/DbgIk9i72//VsJs7j9Es0h8VDpZaZKxWUG0DvNkw4R2fPBkHfo0rEKbsFzvQp2xYEW2QibwaY0A3qnmh0Gl4e1xc9lfy51joQJz9T8wfuP0ihBfogRISg2J0pGdCLoMQADXIEss4bJGkFm9PxyQ4ahyxE5e/LAmj1iEtRIjCAJV3TUoZDJyDCZi00rwYFoEulv5M1Jz9AgIVHG1J8DNHlkp82cYzUZuZN4gMi0SrVGLXJDj5+hnYw0nISFxD9z2glPY21zPqzpVxVvjjVquriTBJCSKT3r6CQ4dfgrvG5P5LETOZ+FV8VKVTahDidKhVCoZPHgwrq6upKSksGrVKhyfCEbmqMQYl03alqjKFrFoUqMtXspguU4+MRcGLwd7t0oV61EmrwfE/pv7mbZ3GiZz2Vv65xhz+OvyX/x0+idrmbfGmx7BPXi6xtM2uTEeRuMaJ3c7arepglxZfksI6jBXkIHMQVFh73D1nOzLtN7DivZyKqasXMWDS49gfF5pgkMz35J3Jrt1DIki/DURtn4I618pI0kfTeQyA16dA5C5eIFf/Qof32wWMeXxVKnesQbubZsCkLJyldU7IzQ0FE0BkTPsFHbM7zyfWu61SNalsLdBH6jSCI1cz7A6N+g+rEP5T+QB4J/vT7H6k8NcOhxf2aLc1yjkMp5pHcyXgxtZ78lJmTraz9rOvK0XC4xSIggC44N8+KZ2EDKVPe+8/AVzBrXCrBDZHvcrYzd8UJHTkCgCSakhce8YtRbLCgDnKuWb8MzRF9xDcXH0Icg5CFc712I1E0UR3aVL6GNiEI2SlWZBKOUyAtwsD+qJmTrSc0pvKZOhNXApPhOtwYRCJqOalwOejupSveSJokiKNoVLqZdI0aYA4Kp2JcwtDHc794fyBVJCokIx3lJqKnNf3AVBwFHliJfGSzrHJB4IHBxqoNEEodGEMtDPl97erpUtkkQeHB0dGTp0KGq1moyMDHLQ49bPEjYsc9d1dFfv4/ASF7fAwraw+Z3cMoU6d4FOolJJ06XxyvZX+P3i7yw/t7zM+z+XfI4pu6fwdcTXZBuyreWz2s/i/VbvE+AUUOZj3s+YyiHUjl2oK76vN8PlsZAKe+aQU7xxilvvYST93ygSvz9J2oZIa5nMToHCvQze/+sNtLzrt6pgL4eHDdeq8Nw/MGo9KO3J2LEDc1YWRCy35H0pZ/b8dpENX59An5O75uI2eDAAqX/8wamTJwGoW7duof04qhxZ2G0hH7f9mKF1R8GQVeASiJ3uBsKqobkGWI8wPtVcUNnJMeik9a2S8tuR68Sl65iz5QJd5/zHplM3C1SgP+XjxsoGoTjZ2RPn9z/09i0QEAn/ZRWLPnqtgiWXKAjpCVzi3hBFSIkG0WzJeeFQzjEx7ZwtnzwWUMXBnJmFqNNhTk8vHy+ShwhneyWejhYr7OspORju8UVFFEXi07VEJmZhMotoVAqqezvioC7Zb1cQydpkTGYTaoWaYJdg/J38bSzjJCQkSsHtFwXlo22NKPFgsytNT916i2ncaClq9QMYs/sRwNvbm+HDh/P888/j6uqKfW0PNE18QITkXy9UaDz9EmE2gTYNbhyTFlbuQ1zULkxvM53OVTszKHxQqfqKz47nh5M/8MfFP6xlDb0a0sa/DaPrjsYk3qfHaAUQeyWNP2YfZe9vl8ql/7wL5aIolr/HhsYDo6AqtIpRUIHm4UmOXlLU1d1ABoJKhmguw99DEKD+0zDpBHjXzC0/9zckls/x9VAjk4FLAHGffcb1sS8R/+4E+PMlWNguN2deOZCemMOZ3TeIPpPMjYup1nKHNq1RBgaSrFCQlJyMXC4nPLzoZN/udu48EfqE5YuTD9mDl5Jp7wLXDmBcPYb0xJRymsmDQd0O/jw3ux1Ne4ZUtigPHC+0r8a8IY3wc7HjekoOY385yrAfDnA+NiPf+q3dHPmrcXUC7NWkeb5Ms8jaPHZUpOUvG/hh6vgKll4iPwTxEYvNU1gGda1WS2RkJCEhIdjZlaPXwcNARixk3ARBDl41QVH4g2BZYxbNGM1GVPKixzVlZYHRiNzFpQIke7Axm0UuJVi8KxzVCkI8HUpkJWUyi1xPySbtlqeHu4OKKq72yEqhUDKZTQiCgEyw6GBzjDlkGbJwt3O3lklISJQR8ecseTW8aloVG+m6dBQyBXYKuyLPOek+KlHZ7E7JYEDEZRo7a1jTMAw7ueWY1euTUKke3QWpB4GM5DQyvzuPKVWHQwtf3J6qXnSjyuDCP1CtU4U/+0oUH1EUrc+vNzNvkqxNLvB51k3thp+j313lf1z8g/f3vk+QcxB/9f1L8lTMw7UzyaybF4Fao2DUzDYoVOWTa8KUZSBlzUXUIS44tfUvlzGspF6D7CRMiJzMyCHZYMJdKaeek73FQ0PjYbGEf0QwxGVhStNjVyM3rJ4xRYvCrQKe7VKi4JvWYDZaPA+qNCz/MR8ysvbuJXrMC3j074qX6xaEegOgW/mGzImPSicuMp16HW091pIWLebffzZxtnZtatWqxaBBJVM4p2pT+d/W/2Fn1PJVxHbsRRNnzK2o/eGmshRf4hEjW29k4Y7LLNx5Bb3RjFwmMKp1MO/2qpXv/T5eZ2D4iSucSM/itaVT6L3fEi51fe8w3vj8r4oW/5GgsLX7vEjmzRIlx5BjUWoAuPhX3EudLgN0GaTLlVzXJmCvsCfEJVc7LQgCf/zxB3379rVpJndwKPYQS5YsYdKkSaSmppaR0A8WMplAoLuGS/GZZOqMJGTq8HYq3sOr1mAiKikbndGihKjiaoeHw73H37+dnPhm1k1c1a74OFiS0Nsr7LFXVJ4V+Y4dO+jUqRMpKSm4urqWSZ8FHbsPOsHBwUyaNIlJkyZVtigSxcW7puUlUrAsUIiiSExmDGbRTKhrKHYKSVEhcX+TZjThrJBR19EeO7kMURS5HrOUS5dm0ajRT7i6NKlsESXy4ejRo2zcuJGnO/VBs05H1oFY7Gp7YB/uXrmCXTsEWz+AQb+AvaulrEaPShVJomjyKjQeX/N4oV4VKrmKuR3n8t/1/2jn344OVS0x23sE92DT1U08HmJprxCk1+bbBNRyo3W/MKo38y43hQaA9kwS2tNJ6C6l4tDYG5mmHHMjuVYF16rIgYblN8oDge5KKgmLTiGzU+D7WhPrfq8QhQZYIjMENLOERPWtVzFjPmQ4tG5N2OZ/UPr7gy4T8uQdIv0mXPwHGo0s09CJ3kHOeAfdvfDo0u8p4k4cB6C6k1OJ+72ZdZNLqZfINmYzLqgp3149QG3ZPrTbv8au0/9KLfeDjtksljpf6aOIRqXg1e7hPN20KjP+Psum07EYTOYCDRi81Ur+aBTGC6ejmD3iY/SK9+i3+wq9119irqkvk774s2InIGFFMnN+SBg1ahSCICAIAkqlEh8fH7p168bixYsxm0sWRmjJkiUFL9aKZov1BCKoXcC+eC+by5cvRy6XM3bs2BLJYkN2MmTGoTZqEUURg9lQqDtyUU5IwcHBzJ0716Zs0KBBXLhw4d5lLIQdO3ZYfyNBELC3t6dOnTp89913ZT5Wx44d73kh2U4pp4qr5aE1Lk1Htr7oWI3pOQYux2eiM5pQymVU83QolUJDZ9IRnRHNtYxrGM1G0vXpmMX8j+Njx47x9NNP4+Pjg52dHTVq1GDMmDHl9ju2bt2amzdv4vIQeP4sWbLE5pj08fHhiSee4PTp0yXuJ79rxqFDh3jhhRfKSFqJCkOmsIbrM4kmNEoNSrlSShIu8UDQy8uV7c1qMjW0irUsNeUgZnMOcXF/V6JkEgUhiiKXLl3CYDCwZud6DE0cAUj57SLm7NLn+LpnTEb440W4ugu2f1x5ckjcM+eTzxcZJkpv0rM5ajOrzq/i1wu/Wss1Sg3fdvuWvmF9pTCndyAIAo26B+JYzovcmqY+OLapgtcL9ctXoSFhgyrQGYWHPapAJ0RjJQT1cPGHEX/AkJW5i/FmM5z+0/JXolgo/W95N6kdbcPKbppsSc6+8c1S9Z+WkM0fs4+Snlh4KEaFmxv97Oxov+M/PHbuKvE4tTxqMb/zfFQyFQeFm0zwaIAZUP/3LpzfeI/SP/gk3cjkj9lH+f3Tw5UtygNNVXcNC0c0YdnzLXi1Ww1r+aX4TA5GJtvUdVDI+aleCCMCvJg/ZDqrOlpCqfXYeJ7vJg6rULklcpGUGmXMF1suMG/rxXy3zdt6kS+2lM9CK8Bjjz3GzZs3uXr1Khs3bqRTp05MnDiR3r17YyyrJNkZsZbQJDKFxaKlmK7Yixcv5s0332TlypVkZ2cX3SA/VBaPC5VBS5hbGNVdqxeoSTVrteguXMCYmFiiOKz29vZ4e3vfm3zF5Pz589y8eZMzZ87w4osv8tJLL7F169ZyHbOkuGlUuNgrERGJTs7GVMADpCiKxKZruZqUhUkUcVApCCtF/gyzaCY+O57LqZfJ1GciCAJeGi9CXUPzDXuzfv16WrZsiU6nY9myZZw9e5alS5fi4uLCe++9d08yABgM+S+iGAwGVCoVvr6+D00YAmdnZ27evMmNGzf4+++/ycrKolevXuj1+lL37eXlhUajKQMpJSoLhUxBkHMQNdxqPDTHvMTDj7+dCgeFZSFEEARq1ZpJrZqfUKP6vd8XJMoPQRB46qmn8Pf3R6vV8teNXRg85Jgz9KSsvVx5gskV0P8HqPc0dH638uSQuGe8HYr3TN8hoAOPhzzOiNojylmihxNzWeZYyIMgCLg+EYrK37Fc+pewYMrQk77jmvWdWVDI8B5bH4+RtZE7V1KYPUHI9Y4DOLAQVj8Dv46w5PaUKDbGxESuT5hI1v4Dln0X2ArsXKDJqFL1u2PZeW5cTGXnyqLXtzyGDMEvNpacjRsx3UNEjOZ+zfmsw2fIBTm7nFN426k+YEZc/SzEHC258A8B9o4qblxMJT4qg+z00r+3P+q0CfPEVWO53omiyNR1pxj47T7GrzjGjdRcxZ1CJjCrRgDvhPmzcOBUfulqSXzfevNRJi18o8QG5RKlR1JqlDFymcCcfBQb87ZeZM6WC8jL0TVMrVbj6+uLv78/jRs3ZsqUKaxdu5aNGzeyZMkSa705c+ZQr149HBwcqFq1Ki+//DKZmZmAxZvg2WefJS0tzWq9PW3aNAB+WbKIpu264lSjLb4NujJ0xDPEx8cXKdfVq1fZu3cvb731FjVr1uS3336z2X7byvuff/6hVq1aODo6WhU0tzl06BDd+gzCs25nXKs1pnvn7hw7dqzAMbt07cqkadMwZ2dbF+KSkpJQq9Vs27aNjh07EhUVxSuvvGKdZ15Z8rJu3TqaNm2KnZ0dnp6e9OvXz7ptwYIFVK9eHTs7O3x8fBgwYECR+8Pb2xtfX19CQkKYMGECwcHBHD2aezPW6XRMmDABb29v7OzsaNu2LYcOHbLp47///qN58+ao1Wr8/Px46623rIqrUaNG8d9///Hll19a53b16lUATp8+Ta9evXB2dsbJyYl27dpx+fLl3H3crRuenp64uroyol9PLp4+gd5oJiZVS6bWiCAIzPtqAb1790aj0VA9vCZbtu8kOvIKYwc/Sf0QH9q3bWPtE2DatGk0bNiQb7/9lqpVq6LRaHj66afvCvGVY8jhcuplErITEEURB6UDoS6heGu881VoZGdn8+yzz9KzZ0/WrVtH165dCQkJoUWLFnz++ed8++23Bf6mf/75p80C7W0ZFy9eTLVq1VCr1dZ4zAsXLqRPnz44ODjw0UcfWT1u8sq/Z88eOnTogEajwc3NjR49epCSYklglp9HUMOGDa3n1Z3k139ERITN73h7TuvXryc8PByNRsOAAQPIysrip59+Ijg4GDc3N8aPH4/JVLiFoiAI+Pr64ufnR9OmTXnllVeIiori/Pnz1jr3es24c+6CIPDDDz/w1FNPWY6f6tVZt26djTzr1q2jevXq2Nvb06lTJ3766ae79odEOZEaDYkXLaH+JCQeIBL1RgZGXOJ0Zv7WggqFI1WqDJQUc/cxSqWSIUOG4OrqSnJKMlsdT2OSmck5nkD2iYSKEyTxEkTtzf3u39ii2LArOJavxINPFccqzGo/i5Z+LStblAeKnAw925ed49ePD5Vt8ugCMKbp0EWnl/s4jxKiwUzcvGOkb7pKzvHca61Mo7y/7pkKNSjsIbRzsY0qJSwk/bCIjM2biZ02DdFshpYvwStnwLdubqVTv8OV/0rUb5dnahNc35NOI2oWWEcURcxmM3YNGqCuVQtRpyP1jz/vaR6dAzvzQWtLXpANnql85hCOYMyB5QMh5eo99fkgo3FW0X10HYZPb4mmspSPDyl6k5lAdwcEAf46foMus/9j/taLaA2WdRVBEBgf5MOCOsH8POBdFj/ekHlPythqv4kuK54ucv1FomyRlBrFJFtvLPBz++AGmNClOuM7hzFnywVmbz5Ptt7I7M3nmbPlAuM7h/FC+2rF6res6Ny5Mw0aNGDNmjXWMplMxrx58zh16hQ//fQT27Zt4803Le6HrVu3Zu7cuVbr7Zs3b/L666+D2YQ+5SbT33iZ47s28efatURGRjJq1KgiZVi8eDG9evXCxcWF4cOHs2jRorvqZGdn8/nnn7N06VJ27txJdHS0ZdxbZGRk8Mwzo9j154/s/2sJ1UND6NmzJxkZ+S++PT92LL9u2oQpT0KZZcuWUaVKFTp16sSaNWsICAjgww8/tM4zP/7++2/69etHr169OHbsGFu3bqVp06YAHD58mAkTJvDhhx9y/vx5Nm3aRPv27YvcH7cRRZFNmzZx7do1WrRoYS1/8803+f333/npp584evQoYWFh9OjRg+Rki/tbTEwMPXv2pFmzZhw/fpxvvvmGRYsW8dFHHwHw5Zdf0qpVK8aMGWOdW9WqVYmJiaF9+/bY2dmxbds2jhw5wnPPPWdVhlj28TPs2rWL/fv3U6N6dV5+ZiBZmRmkZuu5kmhZxJ4xYwadew/gt392E1itOm+PH8Nn773G1Pfe4fBhi/vjuHHjbOZ66dIlfv31V/766y82bdpEREQE//ufbQxMuUyO0WxEIVMQ4BRAkHMQakXB4W7++ecfEhMTrcfunZQ038VtGX///XciIiKs5VOnTqVPnz6cPHmS55577q52ERERdOnShTp16rBv3z52797NE088Ue43s+zsbObNm8fKlSvZtGkTO3bsoF+/fmzYsIENGzawdOlSvvvuu7uUiIWRmprK8uXLAcsC023u6ZpRAB988AEDBw7kxIkT9OzZk2HDhlmP7atXrzJgwAD69u1LREQEL774Iu+888697B6Je0GXCfpMm6KSeLpJSFQWM67cYGdKJq+cjS7ymDWbjVy8+DE3b/5RQdJJFBdHR0eGDh2KWq3melwM+6pEISKS+uclTBVhhRhzBL7rCKuGQ9r18h9PQuIBR66UcelwPEnXM7l+IaVcx9JfzyBu7lGSlp7FlFWJYekeMgSlDMeWfij9HVF43cfe1c1Gw7iD0DTPu1jyFUt+CIlC8Rw3DsfOnfH/Yg6C/FY4L3Ue76eMWPjrFfj5Sbj0b7H7dXRT0+vl+ji4FPy+Hh0dzZdffsnOnTtxGzwYgNSVKy3KlXugT1gf3mxmeQf9zcXAJb0jZCXAsqchp3yvQfcj1Zv54HI/n7cPKGqFnE/61eOvcW1pFuxGjsHE7C0X6DrnPzadirW+a/TzcWNlg2qs6zeFLa2HA5BovMDTP46SFBsViBQgtJjUfv+fArd1Cvfix2ebW7//sCsSgPnbLjF/2yVr+fxtlzgYmcyqF1tZy9p+up3krLtf1K7O7FUWYgNQs2ZNTpw4Yf2eN9dCSEgI06dP56WXXmLBggWoVCpcXFys1ttWUq/x3KBeIFOCd02qyRTMmzeP5s2bk5mZiaNj/m7BZrOZJUuWMH/+fAAGDx7Mq6++yqVLlwgLC7PWMxgMLFy4kNDQUMCyKP7hhx9at3fu3NnyT9Jl0KWz4IuPWfXb76zasIrRA0ffZUky4OmnmTBxIn9t3szAgQMB+PHHH625R9zd3ZHL5Tg5OdnO8w5mzJjB4MGD+eCDD6xlDRo0ACw3aQcHB3r37o2TkxNBQUE0atSowL5uExAQAFg8MsxmMx9++KFVGZKVlcU333zDkiVLePzxxwH4/vvv2bJlC4sWLeKNN95gwYIFVK1ala+++gpBEKhZsyY3btxg8uTJvP/++7i4uKBSqdBoNDZz+/rrr3FxcWHlypXWBesaNXLjBlr38S2+/fZbfnVz4/D+PXTo+pi1vM/AoXTt3ReAMf97haFPduXDaVPp0cOSOHPixIk8++yzNn1ptVp++ukn69znz59Pr169+OCTDwgLtBwHKrmKqk5VsVfYI5cVnXTw4kWLN1TNmgVbh5QEvV7P0qVL8fLysikfOnSojTIjMjLSZvusWbNo2rQpCxYssJbVqVOnTGQqDIPBwDfffGM9ZwYMGMDSpUuJi4vD0dGR2rVr06lTJ7Zv386gQYMK7CctLQ1HR0dEUbSGhnvyySdt9us9XTMKYNSoUQwZMgSAjz/+mPnz53Pw4EEee+wxFi5cSHh4OJ999hkA4eHhnDp1ihkzZpR4/0iUELMJTDrL/wpL3F1RFDmfch6VTEVV56ooZVI8a4n7kynV/Mg0mpkY5F2kZWls7B9EX1uETGaHu3tb1GqvQutLVCze3t4MHDiQZcuWcS7xCkGeHlRNdCZlzUU8nqldvpbD3nXAoxqoHC3PuxISEoWislPQfnANnNzt8Asr31xzSh8NciclgkqOqDOBg3SO3gtmvYmMbddwaOaDwsPyvOfUMQCnjlUR5Pe5B4RrYO7/JiP8NhqSL8PAn6Fax0oT635H7uhA1QVfF1xBqYH6A+HGMajWqdC+Dm+4in+4G36hxTvfT506RVpaGikpKbj07kX8rFnoo6LI2rcPxzZtSjINKyNqj0AURWK+38O/CVEE1DyPXeIFWDkcRqyxePVISJQBdf1d+PXFVvx14iYf/32W6yk5jP3lCPOGNOLJBpbcfW3cnFjXuDpDjz9JkqAkKGoJE5YdZsl/vRi5+C8bQ1GJ8kHy1HgEuB1G5zbbt2+nW7du+Pv74+TkxMiRI0lKSiIrKyv/DrTpkJ3IsVPn6DNmMkEhoTg5OdGxY0fAsrhfEJs3byYrK8u6QO/p6Un37t1ZvHixTT2NRmNdnAXw8/OzCW0VHx/P2LFjqdGiOy412+PuX52szCyioqLQmrQ2cwVLKK7hw4dbx4mIiOD48ePF8izJy20r/Pzo1q0bQUFBVKtWjREjRrBs2bJi5QvZtWsXERERRERE8MMPP/Dxxx/zzTffAHD58mUMBgNt8tzklUolzZs35+zZswCcPXuWVq1a2fymbdq0ITMzk+vXC7YsjIiIoF27dgVeWK37uEYNXFxccHFxITMzk9gY2z5r1MpdsPf0tiwG1atXz1rm4+ODVqslPT3XPTwwMNCq0ABo0LQBZrOZ3cd2k2XIPe4cVY7IZXLq1KmDo6Mjjo6O1mPnTsragjwoKOguhQZg9cwpiMKOkfLkznPGx8eH4OBgGwWjj49PkSHinJyciIiI4MiRI1bF4sKFC23qlPiaUQj169e3/u/g4ICTk5NVxvPnz9OsWTOb+s2bN0eiAjDcCtsjU1riyAM6kw6T2YTOpEMhSDYQEvcvXiol39cNpq5T0dZqfn798fbuRZ3asyWFxn1KaGgovXr1onPnzjQZ3gEUAtpzyWQfiiv7wbR5Qtko7WDY7zByHTj5lP1YEhIPIeEtfKlS3bXcQxUJSjmez9XD+6UGKNzLN0H5w0zqH5fI2HGNlLWXc3NoyGX3v0LjTrKTgFvvgp41Cq0qYYshLg5TZp53ODtn6PU5PLvRNjH7P+9YQjLe4uLhOA6su8LaucfITNFSFCaTidOnTwNQt25dZA4OuPTtC1i8NUrDyDojGTL6TXq+8x12L6wn284ZonbD2v89csnko08nsXPFeZJvlvy9XKJoBEHgyQZV2PZ6B8Z3DqO2nzOP1ck15BRFkXAHOzY0qUF1vycISu2IVyq0PhTFLyMfQ6fXVZ7wjwjSKkUxOfNhjwK3ye54iDvyXle+2XGZ+dsuoZQLGEwi4zuH8VLH0Lvq7p5cuDa8LDh79iwhISEAREVF0bNnT8aOHcv06dNxd3dn9+7djB49Ov/kyGYjpEaTlZ1D96Hj6N7jMX755Re8vLyIjo6mR48ehSYUXrx4McnJyTbJgs1mM8eOHWP69OnIb7lA3rnQLgiCzaL1qFGjSEhIYO7sTwlyBrXGiZa9h6GRaVDJcmMImjMy0F25gsLbh+eff56GDRty/fp1Fi9eTJcuXQgKCirRvrO3ty9wm5OTE0ePHmXHjh1s3ryZ999/n2nTpnHo0KFCQx+FhIRYt9epU4cDBw4wY8YMXnrppdyHyzuOk7yKqTuVVLfL8mtX3LlAnn08dy5BQUEYkdOpfdu7jguFIve3Mt56Zsj7+92WIb8kSUazkfjseK5lXAMsIadM5rtd8zZs2GAdtyC5b3uZnDt3jlatWuVbByyhk+5UgOR3rDs4OOTbvqDy2xS1X4s7ft76YKu0ya9+fudMfmVFJauSyWRWr6maNWsSGxvLoEGD2LlzJ3AP14wiKEzGwo5tiXLGeEupocw9ntVyNWFuYRhMhvsrrrKEBGAWRc5naanlWPg1+E4EQUa9uvPKSSqJsqJJkybW/126B5O2IZLU9VdQh7mW3YJm1F5YPQq6ToOGQy1ljpKiS0LiXhHNIkI55o9UuNpaYOf33ChROE6dq6K/loFjS78He985+cDoLZBwHpyr5JYnXAAvSclREOmbN3PznXdx7t0Lv6lTbTcq8uRlOPYz7PsKjq+ASadApSG4nifB9T3xCXbC0a3o+/DVq1fJzs5Go9FY16LcBg8iZdkyMrZtxxAXh9Ln3g0IgutZjPt2Xd/FlKr+zLtupNHJ1RaPni7v33O/Dxontl8n6lQSTh72uPsVvm4hce9oVApe6x7OxC7VUcgt6zV6o5lhP+znqUYBDGpWlT8bhTFG9QqzjfDar1tpeewGPw1rxfCfd6Oxl8KElReSp0Yx0agUBX7slLahcn7YFcn8bZd4tVsNLs7oyavdajB/2yV+2BV5V92C+iwrtm3bxsmTJ+nfvz9gyQNhNBqZPXs2LVu2pEaNGty4ccOmjUqlyo0Bl3YdzAbOXYkhMSmZmTNn0q5dO2rWrFmkBXhSUhJr165l5cqVVs+E25/MzEw2btxY7Hns2rWLCRMm0POJftRp2xu1Xy2SEpPuClVkyszEnJ2NqNdRr149mjZtyvfff8/y5cvvyodgM88CqF+/Plu3bi1wu0KhoGvXrsyaNYsTJ05w9epVtm3bVux5AcjlcnJyLAuKYWFhqFQqdu/ebd1uMBg4fPgwtWrVAqB27drs3bvXZrF37969ODk54e/vX+Dc6tevz65duwpciLbu4549qVOnDnKlkpTkpBLNpSCio6M5c+UMl1IvkaJN4fih48hkMjo16YSz+u7km0FBQYSFhREWFmad0510794dT09PZs2ale/224mlvby8yMjIsPEqyJszo7QUdYx4eXnZ5GxJT0+/K4TVnfUBmzZlKW9RvPLKKxw/fpw//rDEmy/xNaMU1KxZk0OHDtmU3c7TIlHOGO5WagiCgFquxlGVf3hBCYnKZElMIl0OnWd2ZGyp+jEaM4mN+6uMpJIoD1TNvdjleoFUQwbJq8+XXULiyF2QGQcHv3/kLDsfFdzUbqjkhSdQVclVuKndKkiihxNRFDm+9RpL39tHalzRXutlMV7mgZskfn8S0SSduwUhmkUy990gc1/uc7vSS4PPq02wr+1RiZKVEXKlbbLrmyfgm1aw+lkwStbR+SF3csKckYH2zBnMukL2UUgHS1L2dq+DyrIYq1TLeXxsPZo8HlyssU6dOgVY1i5uG7Kqq1dH07QpmEyk/rq6VHO5zeoLq0k1ZvGyXxXOK5WwazYc/rFM+n4QqN7Mh7od/PEtZkgwidJxW6EBsObodQ5dTWHKHyd58qvdnLmexs/1quE+ZDKfDn0MkwDtTuawelgXcnLK/974qCJ5apQx87ZeZM6WC7zarQYTulQHsP6ds+WCzfeyRqfTERsbi8lkIi4ujk2bNvHJJ5/Qu3dvRo4cCVhc+o1GI/Pnz+eJJ55gz549d4WaCQ4OJjMzk60b1tIg0AmNvR2BdZqhUqmYP38+Y8eO5dSpU0yfPr1QeZYuXYqHhwdPP/201fr8Nr1792bRokX07t27WHMLCwtj6dKlNG3alPT0dN544418LeQV3t4ovLyQ3/KEeP755xk3bhwajYannnrqrnnu3LmTwYMHo1ar8fT0vKu/qVOn0qVLF0JDQxk8eDBGo5GNGzfy5ptvsn79eq5cuUL79u1xc3Njw4YNmM1mwsPDC51LfHw8Wq0WnU7HwYMHWbp0KQMGDAAsXgEvvfQSb7zxBu7u7gQGBjJr1iyys7MZPXo0AC+//DJz585l/PjxjBs3jvPnzzN16lReffVV634ODg7mwIEDXL16FUdHR9zd3Rk3bhzz589n8ODBvP3227i4uLB//36aN29OeHj4Xfv41ddex86uZBawBaG2UzP6udG8Pu119Nl6Pn/3cwYOHEhAlYCiGxeAg4MDP/zwA08//TRPPvkkEyZMICwsjMTERH799Veio6NZuXIlLVq0QKPRMGXKFMaPH8/BgwdZsmRJmcwL4O2336ZevXq8/PLLjB07FpVKxfbt23n66afx9PSkc+fOLFmyhCeeeAI3Nzfee+8964NdfoSFhVG1alWmTZvGRx99xMWLF5k9e3aZyVsUzs7OPP/880ydOpW+ffuW7JqxdSsNGjRAo9HYeGcVlxdffJE5c+YwefJkRo8eTUREhPW3eqCtyR4Ebis1FFJIB4kHg3NZWsyAq7LoHEwFYTJlc/jIALKyLiITVHh7F+yVK1F5/LP5H85rr3FTlciTkc2w3xODU7t7f36w0v4NUDlA02dBJtl5PYz4Ofqxvu96UnQFJ5B1U7vh5+hXgVI9fAiCwLVzyWQkaTm1M4a2T5fPu+5tzFkG0jZeRdQayT4Sj0PzonO6PYpozySRuvYyglKGXS0Pq6dLeXrTVCoxR0AUwWyAIpSZjyoOrVpR9fvvcWjVEkFRyFKgewgMX0N6YjZxh+Ko3swHEs4jO7DQ4gVhX7gi2Gg0WkNn161b12ab65DBZB8+TOqvv+I59kWEUuYc6HapBaez9hLvruPFwBB+jrpC4N+vgUsAVO9Wqr4fBMJb+BLeQroGVgb9mwSQrTfxxb8XOH0jnacX7uPJBlV46/FwVo94i48VCt5eup7mZ1JZM7gbfZb9U2AuYol7R3qCL2NMZtFGoXGbCV2q82q3GpjKyrosHzZt2oSfnx/BwcE89thjbN++nXnz5rF27VrrImrDhg2ZM2cOn376KXXr1mXZsmV88sknNv20bt2asS++wKDho/Cq14VZP/yOl38wS5YsYfXq1dSuXZuZM2fy+eefFyrP4sWLeeqpp+5SaAD079+f9evXExdXvPjIixcvJiUlhUaNGjFixAgmTJiAt7c3RrORVG0qepMlBJZMoUDp44Nwa8whQ4agUCgYOnQodna2i3UffvghV69eJTQ0NN9cCgAdO3Zk9erVrFu3joYNG9K5c2cOHDgAgKurK2vWrKFz587UqlWLhQsXsmLFiiKTRIeHh+Pn50dYWBiTJ0/mxRdftCZSB5g5cyb9+/dnxIgRNG7cmEuXLvHPP//g5mZ5ePD392fDhg0cPHiQBg0aMHbsWEaPHs27775r7eP1119HLpdTu3Zta6gwDw8Ptm3bRmZmJh06dKBJkyZ8//331nBAd+7jSRMn4O5ZeBgGZTHjr1YLrUb3Xt0ZN3Qcz/V/jnr16tkk1r5X+vTpw969e1EqlQwdOpSaNWsyZMgQ0tLS+OijjwBwd3fnl19+YcOGDdSrV48VK1Ywbdq0Uo99mxo1arB582aOHz9O8+bNadWqFWvXrkVx60Hx7bffpn379vTu3ZuePXtaFQUFoVQqWbFiBefOnaNBgwZ8+umn1rlUFBMnTuTs2bOsXr26+NeMsWMZNGgQXl5eBXrPFEVISAi//fYba9asoX79+nzzzTe88847gCVPjkQ5IlOCILd6aoiiSGxWLKnaVMyiZAUpcf8xK7wqvzUM5Vn/uw0SiotcrsHdvR1qlY+UX+M+pnPnzri4uJAu5PCv6gTJ/1zBEHcPsaPjzsDfr+d6Zchk0HqcRbEh8dDi5+hHbY/aBX4khUbZ0KxnCB2HhdOyb7VyH0vuqMKtfxguPUPQNJXy3xSEXR0P7Gq549IzBLnzI7DI3/RZeP5f6PUF3DaGMuogp2Cl5qOIY7u2hSs0bqHXmlj/9Uk2LzrN6V0xsP4VOLwYNr1dZNvLly+j1WpxdHQkMDDQZptzt27IPTwwJiSQsW37Pc/jNnVbNKPLYW/cMhxIMmt5ITCEeBmW8JI3T5S6fwmJglDKZTzXNoQdr3dkSPNABAHWHb9Bl9k7kV9J56ln3uKjZ/thkIN3YjL9lj5HUnZaZYv90CGIj1jA8vT0dFxcXEhLS8PZ2TbsjVarJTIykpCQkLsWwB8pRBGSI0GXBgp7S1xK4T7Sfxm1kH4TRDNXFXKyDFn4Ofjhbu9+V9Vr164RHBzMoUOHaNy4cSUI+2CTlqMnKqlgV7kgDw0u9rYPyaIokq5PR0DAWe3MtGnT+PPPPzl09BBKWeksMSQePWbMmMHChQu5du1aZYvy8HP7cUAQ0Bl1XEq9hEyQUdO9ZrE9ZaT7qMSDhtlswGhMQ6W6d+WIRPkTHx/PokWL0Ol0hJl86erVHJ//NUSQF/P5VJcJc+tBTjJ0n2FRZkhISEg8ROScSSLrcBwew2pZE38/8nlHtkyFE6ug7wJLOCUJK6IokrpqFargEBxatrh7u1lk3x+XuXAojgGTm+CYdgQ2vwMDl4Jr1UL7jo+P59ChQzg4ONCxY8e7t38xl6Rvv0XTqiVBP5Y+VNTfX//HmXMprG88n2RZPGEoWRIViYvG26LoKkLeh4H0xByy0/X4VpPCUFUWp2LSmLbuNIejUmhX3ZOfn2vOntRMvlg6lzjFGtIcjMhwZXO/P/FxeghCAJYzha3d5+U+WqmWuG/ISbYoNBDALej+UmgAIANtKujScVBqsFfYY05OQR8Tg/lWvgiDwUB0dDSTJ0+mZcuWkkLjHnGxVxHkoUF5x6KBUi7LV6GhM+mIzojmesZ1bmTdsEkCLik0JIrDggULOHToEFeuXGHp0qV89tlnPPPMM5Ut1qOBIFgt2wRBwN3OHRe1y6P9MixxX3E6M4f3Ll4nuwxjqMtkShuFhl6fhCh5J913eHt7M3DgQARB4JI8loNxJ0nfVgJlt9oRuk+Hah2hweByk1NCQsJCRdpNimaRnDNlkwfwQcWsNZK8+gLaM0lkHcrNy/dIP8MZtHB+I2TcBL0Uz/5OUpYuJXbaB9ycMgVz1t3ej4JMoHX/MAa/19ySGDy4DYzZbqsg2P0F7JkHJqNNW29vb3r16pWvQgPAbeDTIAhk79uP7krBuSaLS9uBzXA0ufBYxFjclR5cwsDPfiGQGQvLB4L24baOjzyewNJ397H9l3OVLcojTV1/F1aPbcWXgxsy9YnaCIJAWzcn3ho6kQS/iYiCCjOpTJk1iMSkwvMTSxSf+221WqKyMeosycEBnPxsksbeNyhUllApgJfcnmC7Kjik5GBKSbVaGu/Zs4egoCCOHDlyV/x/iZLhYq+ipq8T1TwdCXTXUM3TkZq+TjYKDbNoJj47nsupl8nUZ1oXRB/pB2mJe+LixYv06dOH2rVrM336dF577bUyDRcmkQ/5LDyo5Cr8HP2o4lilEgSSkLgbkygy/kwU319P5KPLN4pucA+kpB7iwMGeREVJzw33I6GhodZcbEeVkRz97wD6axkFN0i7DqnRud8bDYfhf4CD5JUjIVFexFxI4c8vjnJyR0yFjCeaRRIXnyLp5zNkH3+0FonyKo5kdgpce4Xg1CEATWMpJBcASjt4YQc89R3UypPHU38P4QsfQlz790ddPQz3Uc8g5MlVeu1sss2xZeeQxzAx77t9ylXY/jFseQ8uby3R2Ep/fxw7dAAgddXKe5I/Ly5eGmq28cNJ60yfi70ZXms4Lw34Axx9If4MrBoBRn2px7lf8Qt1RaYQUGsUGA2mohtIlBuCINCnoT9h3k7WsnW7ozEe8sakfYnWZ+S8ujqGXYMfIzaufN5nHjWk8FN5eCTDZogi6DPBZAC5EjJiLd+VDuBZ3fbGdT+RfBW0KeDkh+jogzk7GzEnB0U+yb4lypdMfSY3s25a85o4qhzxdfBFLZdyIEhIPBAkXQFjjiWhnl3pXJYfyfuoRJlzXasn2WC8q/xwahaLYxJZUCeQ+k5lnwch5sYqzp2bgqNjLZo1XYNM9gjEIH8A2bJlC8f2H6Fnth++bkrcB4VjiMvGnG1EplGg8ndEiDttCZPhFgzP/WNZ3JKQkCh3Tu64zs6VF3D10TB0WosKMXBK2xJF5q7ruD1VHU0j73If735Afz2DlLWXcesbhspfSjxbbPRZsLAdhHaCbh+WOKeSVnsDvSEZzCL6mEyb+w4yAZXSHTu7B8cgSDQabfJrnNl9g+2/nKN6Mx+6PVu78KTyoggRyyByFzy10LpudOTIETw9PalatWq+uVVvk7lzJ9deeBGZszPV/9uBzL50xrSp8RksnjgW0ZxGx2feoknPtnDzOOKPPTHrM5E3GGoJQ1YB16TKOE4MehNKlbxM+5QoPWazyP+WH2XjqVgA6moPMm37rzjo4IK/Co/3X8DDw5uVUReJ1aXjq3ZmcFB11HIFDi6B+FRpUskzqDyKG36q6AxBFcQnn3zClClTmDhxInPnzi2w3n///cerr77K6dOnqVKlCm+++SZjx46tOEEfEuKz48GoxTs7HcwG221yOdg74n2/KjTA8gCiTQF9FoIgINNoMNtLL6xlTXy2xeLJW3P3C0J8djwms4lkbTIACpkCXwdfnFXOkoeGhMSDhDEHTHprqEFRFDGYDShlSulclqhwrmv1tDlwFp25YJubJ45eYk+LWgTYla3Swb/KIARk+Pj0khQa9zFdunShRYgfDr90QJ5thB8hPzMKERCMWkvIUqVvBUspIfFoUrO1H5kpOup28K+wZwjnzoE4NPFB4f7ovAtm7I7BcC2DtI2ReD1fr7LFeXC4uBmSL1tydHZ5v0RNtdob7NvfFbNZZ7shHbCsVyKTqWnV8t8HRrGRV6Ehms0IJgMymYCLl33hCg2wKAcaDbd8bqHLSsdt/bPsE+ujevEz/Pz8Cmzu0LYtyoAADNevk75hI679+5VqLq7eTngF1yMh6gQZyZkAGH3q8EGjx5Bf3s7U48sR3IKg41ulGqcoKus4kRQa9ycymcA3w5uw80ICH64/w6n45kzpIGfGzhXUiNGT+up83nhWIMrp1rmYAXtijczYmoO9zkTc/D8facVGcbgvlBqHDh3iu+++o379+oXWi4yMpGfPnowZM4ZffvmFPXv28PLLL+Pl5UX//v0rSNqHBKOWBH0GCGbyLlfHy+UkyOV4me+2kLyvuGVVIeqzSNOmEpsdi5PKCX9H/0oW7OEjITsByFVsiKJIQk4CCdkJeGm8cLNzQybI8LL3Qi6TbqYSEg8UZqNFoQHWcIM6k47LqZdRypRUd6suKTYkKpRkg7FQhQaAziySbDCWuVIDoEqVp8u8T4myRSaT4awxAoU/qwoAT8wHJ0mhISFRUShVclo9FVqhYwpywUah8TAmxxZFEcxYE4C79qqGoJDh0iO4cgV70KjzFNi5gkxu651sMoK88KUxvSH57oXqOzCbdegNyQ+MUuM2+qgobkx5B9ewMJ6e8joe/vfmDZu0aSbVxCh8hCQ07oV7EAkyGa6DBpIwew4pK1eWWqkB0OfVl5ApFDi6WeQ/kXCCdQmHMTs54GoyMmnHJ+BSFRoNK/VYBVHZx4nZZEaQCQ/dNfBBp30NLzZObMfP+6KY+6+CrzskM2nrP7hmCUz5EV5/XiRDY/nN2u4XcD5qT3TjHLzSokFSahRKpSs1MjMzGTZsGN9//z0fffRRoXUXLlxIYGCg1ZOjVq1aHD58mM8//1xSapQEUbR4aAhmEuSWRWhPk4nE2woNkwnP7HTMjqbcpLHkXhjNRSTQzFtXFEVECl6cuOe6SjsQZAiiCTLSMAkmcow5VtkqRIZKqgsgy2NRXZ51Pe0t4bxuKzYclA5cz7iO0WzES+OFt8b7oXxxkJB4ZDDkWP7KVSCzPBIYzAYEQUAplzw1JB5tYuP+IiVlPzXDP5LOhfsMURQpzi8iypXFqichIVE+VPR7giE+m5TfLuD6ZCiqAKeiGzwAGFO1pK69jMLDHtfe1QCQO6lwH1CjkiV7QAntZPv9yg7Y8Ab0WQBVmxXcrgiDi9sYtVoMigwEQWHj9WkyWZKVy2R2CLfeuc1mA6JoAEGOXKa+x7o5gIhMpkYQ5LdENSKa9YAMudyu0LqZadkYL10m58gRdOfOEfLiS4gGe4wmLWBGkKmQCZZ3BFE03Vqwv7NfS91d2dXwozluNdpRGzXmnAxAQC6zs64rmcw6EE0IghLnJ54i8etvyTl7joyjh7CrVQu5PDcMVd66sls5VUXRjNmsBUAu1+T+PGY99o4yBEGGWW/JK9HAtR5TGr/BR0c+ZZGrCy5mM6P+moDZ3hNzUGub30gURczmnFv73T537cusRxSNxa5rzClmzpZiHk8lYeuSM1w5nkjfVxrhFfhwXP8eJpRyGaPbhtCnYRUWrLrGLL9/eH0ZuGXB7O9NTBgrp9chkUG7RFa1E9jT0p55pvvc2Pw+oNKVGv/73//o1asXXbt2LVKpsW/fPrp3725T1qNHDxYtWoTBYECpVN7VRqfTodPlakrT09PLRvAHGX0mmA1WD42EW8oM8n4HSD5nLavuVh2V3HIRT8hOIDEnscDuQ11DsVNYbnK3LfoLIsQlBI3ScjNK0iYRlxVXYN0g5yAcVRaNf4ouFY1JRGUWkGeng6sMnVHH2aSzAFR1qoqz2hJ3LU2XRkxmwcnqApwCcFFbLDUy9Blcy7hWYN0qjlVws3MDIMuQRVR6VIF1fR188bD3ACDbmM3VtKsF1vXWeOOl8QJAa9JyJfVKgXU9NZ74aCwJ4PQmPZdSLxVY18PeA18Hi4Wi0WzkQsqFAuu62blZkwKbRBPnk8/bbE/ITiDBcmSgVqitnhvSQo+ExAPMbaWGIvcFwknlRE33mpjMUqI5iUeXnJxrnDnzOqJoxN29LT7ej1e2SBJ50Mdk5htyKt96khOvhESFk5mi5fDGKLSZBh57oW6FjZuxLRp9dAapf13Ba2z9h+I9xRCXjfZsMoJShlPHAOSOUnjEMkMUYdsMSLwAJ1YVqtTQx2QWq8vIvxeSGrgdl+vt8T3znLX8QpcXEOV6qu38DKXW8t6fHPgPCTVX4HSzJVVO5oZUv9RxPCZVBsF7ZqDOstzEUv13EFdnCY7xjfCPmGite7ndaxjtkwjc/z726RalV7rvXm7W/w5NUh2qHnkjV7bWU9A73qDqocloUmphEEX+y8nA5HSDej298TW+Qvy8C8AFolp8gNYlEv+jk3BMbAhAlvsprjf9HHV6VYL3T7f2G930E3Lcz5OY2p6ztKH/iWZcjvqFa81n4BHrSK1zalIN/8MgVuN6ozlkeZ3A99RoXG60w/GxL9A6RXEwdTCK7a6E7pxr7Tem/ldk+h7G++xw3K51tfwOmlgi276FzGBP9e3fWOverPM96f578LowEPerPQEwqFPw7DCV3s4q1qcrmOPuhovJTJ9VwzjS2AG72P54Xn4KAJMii0ud/wdAjS0/IIiWpdL4GitJCd6E29XH8L4wGABRMHKh2/MAhG37GrnR4hmSGPoHSaFri3Wc6GMyoXSpDO9Cm21En2Pk+rkUSalxH+PpqMbkG89JhYK3nxX5eIkJ12xY9KUJpQlWtZPxe1uLMnNl1EU+qLhb6ANJpSo1Vq5cydGjRzl06FCx6sfGxuLj42NT5uPjg9FoJDExMd+YfZ988gkffPBBmcj70GDKzaHhfctD40HMFn9FrcBRC6bS5ZSSuAeCnYMrWwQJCYmywHhLqaG0vZDKBBkyecHJ/SQkHnbs7asSFvYWen0i3l7di24gUaGYs4tnuVbcehISEmWLUW/m9K4YECE1LhtXH03RjcoAlydCQRBweTz4gVZomPUmZLdi5NuHu+PcLQj7uh6SQqOsEQQY9ivs/Bw6vp1bLop3JZR+GO8nWSbQGZWIWR5kNfVGdsqjVP2JAriZHXATHcm+VRYSE4daloOD/G9SjeNLL/Q90NXJhN2Vx/nNcwsfeHrgbE6g7al0LrkV06uiHCiP46lZr2CaPh6MV5Ck0LjfcYrdAwq44SEwYaycb762KDQMcqwKDYBYnWSUXxSCKIqVsp597do1mjZtyubNm2nQoAEAHTt2pGHDhgUmCq9RowbPPvssb7+de8PZs2cPbdu25ebNm/j63h0zNz9PjapVq+abQV2r1RIZGUlISAh2dg9xojFdBiRZrPtv59AQsCRU9DSZ8DTdss51D7XmrpAJMpvwU4UdNg9aXUEQrGGXSlJXFMVCQ3E9THUTcxJJzElEEAREUbSGnpKQkHjASThn8dZwCwF711J398jcRyXKjRMZ2XQ/XLBX4W02N61BfaeKWSSTuP/QHdyFekPvouv1XI+6ebsKkEhCQuJOjmy6im+IC1VquD7QCoaKxKwzkrbpKtrzKfhMamxVbEhUMOvGg5MftHsdFBZFUuKZfRyPHV5EQ6jn+SNu1Rs9MOGnkmLTMep0eAY4WevqLl3CkJaEfcN6xQ4/tXL1Ci5fiaZTh860a9Mut25GHIq9cxE7fQD2rpaQUiY9gtwOmUyJKIpcHTQIbdRFvCdNxGPIqNx+Sxh+6naYqIykbH5+YwIyZRidnxtMjeYByGT2fHjoQ9Zc/gONCJuir+PqWRtxxN+gdiqz8FNJF/ZxKnFMEUcJNPD9Bc/arYqsJ/EQcG4DnN9gSVLvEgDAguXP8Y3BYtzff7eZQbvMGOTc5anRz3MIH/SaUmmiVybp6em4uLjku3afl0rz1Dhy5Ajx8fE0aZKb9MRkMrFz506++uordDodcrntTdzX15fY2Fibsvj4eBQKBR4e+WuV1Wo1anVxHNQfIVSOIFMSfyunhpfJhLfJZKPg8BZloHa6y0IBbuVdKOZzaYXUNZswimaUChWLli/iuSHPFVy3CH7+6WcmTZpEampqkXUFQUAuFO9B80GuG58dT2JOolWREZ8df1fy8AeFadOm8eeffxIREVHZojyS7Nixg06dOpGSkoKrq2tliyMBlvsBQm6ScKOOuOw4NEqNNaeOhISE5QX2Zuzv+Po8gUwmPVdWNir/whOQlrSehIRE2dPkseDKFgH99QzkLmrkTg+Kh4OA9mwyplQd2rNJaBo8WO9aDwUxR+Doz4AANXqAv2W9SuXvCLGFNwWwC3JDaX+3pbyM/MrkwN1GQCWre/d9zlL37meV23UNehPKWwozr0A3mzqZu/dw/aWXkHt5Um3dX8jt8/YjR87d55LZqCY5JQuQUbd+vVvKuFt17Z2g71fW5RgZGvjrbdCmw2MzwckH98FPEzvtA9JX/o7nyOesSgIZ+RmvyJFzd9h5Gble527+9rQY9D5HNsYQsS2NWm3DkcllvN96KkZMPO7VGLeEyRB/CmHtaBiyEuRK5Pnu9/zDghRU1z7ICwqO1G5Fej55iMlMAEev3O97voRr+6FKI2g2GoDOdbqw5vA+2u4XbuXQsCgybis4QGRPS5HBQdUrZw4PEJUWW6JLly6cPHmSiIgI66dp06YMGzaMiIiIuxQaAK1atWLLli02ZZs3b6Zp06b55tOoFFKvwY2Igj+pBedrKA2jRo1CECzJppVKJT4+PnTr1o3FixdjNt9hnS8IxGucbRQaYAlF5WUy8f2vf+FSs02+Co17Zfny5cjlcsaOHVt05SIwZWSgi4zElJkJKVch9qTF+wTINGRiNBfPlS84OPgur6BBgwZx4ULRFqL3wo4dO6y/kSAI2NvbU6dOHb777rsyH6tjx45MmjSp1P3cVmDk9cy4nf8jITuB+Oz4Uo9RGvL7DcuD33//nRYtWuDi4oKTkxN16tThtddeK/dxy5LiHhMdO3a0HqMqlYrQ0FDefvttG4+3ex2vdevW3Lx5ExeXMg4gKnHvuASAVzgoLC8sOcYcMvQZZOgzKlkwCYn7i3PnpnD27GQuXJhedGWJcqe4Vt+SdbiExP1BZQSHyDocR/yC4ySvvlAp4xcXU6be+r9MLcdtQHU8n68nKTQqC/8mMOBH6PSOVaEBgExArTXhlGEs8KPWmkB2f993zu27yYppB0i6kX+OEE2jhih8fFBXr46o0xarT4VCwfjx43nxxRcLNDa2khoNx36B02sg6SIAzr2fQKbRoI+MJPvAgRLNpyAadw/FzkFJalw2Fw5a8rbKZXJmtJ1B2/D+MHQVKDWIl/6Fv1+zhBwrC4r7+5fTcZIal83Bv65wfFv5rDtKFELqNZjXCL5qAnkTfDccAi3Ggn9ja5FKpWHG1hxrUvDbnhm/t5Wxqp1F0fHR1hzU8kpPg33fU2l7yMnJibp1bTOeODg44OHhYS1/++23iYmJ4eeffwZg7NixfPXVV7z66quMGTOGffv2sWjRIlasWFHh8udL6jXLAWwsZPFPoYZxR8C1apkP/9hjj/Hjjz9iMpmIi4tj06ZNTJw4kd9++41169ahUOT5uRV2eAHe2elAbjJYb1GGk6LsQ4YsXryYN998k2+++YY5c+ag0dx7yAhjYiLmrCzM9vbI7WSAiOJWsls3tRtCcd0y8sHe3h57+/JN0nH+/HmcnZ3Jycnhr7/+4qWXXiI0NJQuXbqU67j3Sn6hph40D43S8O+//zJ48GA+/vhjnnzySQRB4MyZM2zdurWyRSsWBoOhxErfMWPG8OGHH6LX6zl06BDPPvssYMlRVBpUKlW+YQIl7h80Sg2+Dr7IZVK4A4nKwV2pQC0T0JkLfrlUywTclRX7COvl3YPYuLU4OtWu0HElCkDjgUmmRG42FFjFJFMi15QuPriEhETpMJnMnNoRw9l9N+n3emNUdhV37VZVdQSZgEwtRzSYEe7DUE4ZO6+TviUKjxG1sathsZi3C3MropVEuVO3n+33rCQcVr9G62spyApZ+zbJwNBESz5G/PcFJpOZY1uiyUjWculIPB5V8vHycHAgeMVy5J6eJTIMkMlk+ea4vQvXQHj+X7i8HYLbAiB3dMD5yZ6krvyNlBUrcWjZstjjFoTKXkGj7oHs/T2C7T8tplrjN1Cp83iZ+Dfhas+ZvHdwBjNP/IK/WxC0K73RokrpjkymvhWmK39kMjUqpXupx8qPpBuZHPr7Km6+Ghp0Lvs1R4lbZMTBhY1g5wJ1LMnmca4COamgz7aEePa9td7dZNRdzR1cArHXmYhunMPulrbrj3taijyelUOgzoTMJbB85/EQcF9nAb158ybR0dHW7yEhIWzYsIEdO3bQsGFDpk+fzrx58+jfv38lSpmH7KTCFRpg2Z6dVC7Dq9VqfH198ff3p3HjxkyZMoW1a9eyceNGlixZYq03Z84curToQohfLao2e5yXP/iaTIUHeISx42wCE19+nfS0dKu19rRp0wD45ZdfaNq0KU5OTvj6+jJ06FDi44u21L969Sp79+7lrbfeombNmvz2228225csWYKrqyv//PMPtWrVwtHRkccee4ybN29a6xw6dIhu3brh6emJd8OG9BgzhuPR0dacH+gtSZ6c1E7IZXI6d+7MuHHjbMZJSkpCrVazbds2OnbsSFRUFK+88op1nnllycu6deto2rQpdnZ2eHp60q9f7kPOggULqF69OnZ2dvj4+DBgwIAi94e3tze+vr6EhIQwYcIEgoODOXr0qHW7TqdjwoQJeHt7Y2dnR9u2bTl06JBNH//99x/NmzdHrVbj5+fHW2+9hdFo0QaPGjWK//77jy+//NI6t6tXrwJw+vRpevXqhbOzM05OTrRr147Lly/ftY9dXFzo0KED189dt1FgCILAt99+S+/evQn2DKZDkw7s27ePS5cu0bFjRxwcHGjVqpW1T7CEfGrYsCHffvstVatWRaPR8PTTTxcrxFdJiY6Opk+fPjg6OuLs7MzAgQOJi4u7q15JZFm/fj1t27bljTfeIDw8nBo1atC3b1/mz59vrTNq1Cj69u1r027SpEl07NjR+r1jx46MGzeOcePG4erqioeHB++++66N5VhwcDDTp09n6NChODo6UqVKFZtxijPH2/t78eLFVKtWDbVazTPPPFPgMZEfGo0GX19fAgMD6d+/P926dWPz5s3W7UlJSQwZMoSAgAA0Gg316tWzUS4XdAze9la6vb+Lc+4bjUYmTJhg3WeTJ0/mmWeeuWt/S9wDJgPc4cmnkqvwsPfAVe1aOTJJPPIE2KnY06IWm5vWKPCzp0UtAuwqNpSIp0dHWrfaQYD/0AodV6IAXKsin3AMXvgPccwOdD3Xk9PxT3Q91yOO2QEv/GfZXg5GRBISEsVHJgic3hVD0vVMzu69WXSDMkTp44DPxEa4D6153+amMKXrEQ1mso8nVLYoEoWx5X3k0fsLVWgAyM1gZ7p/LavlchlPvdqYFk+G0LxXSIH1FF5eNgqNwjydDAYDJpOpwO35UqURtHs193tOKr6aX/Gql07m9n8xxJVNNIg67f0wZK4iO2Uf2xb/ftf2j+J3EWGn5gVfbxK3fwQnVpd6TDu7KrRq+S/Nmq2lWZM/aeD7C/Wcl9DA9xeaNfmTZs3W0qrlv9jZVSn1WPkREO5GWBNvGnYLvK891B44zCbLu/NtLmyCvybC3q9yy2RyGP4bTI7MVWgUgE+VJsjm/4nXe18wv8WH9PMcQmunXvTzHMK8Fh/i9d4XyOb/iU+VJoX2I3GfKTV27NhhE0pmyZIl7Nixw6ZOhw4dOHr0KDqdjsjIyDIJZ1Qs9FmWT94Lg1FvKStKkVGcfvMuLJkKtjorKZ07d6ZBgwasWbPGWiaTyZg3bx6nTp3ip59+Ytt/u3lz2kxQO9G6TRvmzp2Ls7MzN2/e5ObNm7z++usWUfV6pk+fzvHjx/nzzz+JjIxk1KhRRcqwePFievXqhYuLC8OHD2fRokV31cnOzubzzz9n6dKl7Ny5k+joaOu4ABkZGTzzzDPs2rWL/fv3U6NOHXo/+SQZulv7zZBt09/zzz/P8uXLbULmLFu2jCpVqtCpUyfWrFlDQEAAH374oXWe+fH333/Tr18/evXqxbFjx9i6dStNmzYF4PDhw0yYMIEPP/yQ8+fPs2nTJtq3b1/k/riNKIps2rSJa9eu0aJFC2v5m2++ye+//85PP/3E0aNHCQsLo0ePHiQnJwMQExNDz549adasGcePH+ebb75h0aJFfPTRRwB8+eWXtGrVijFjxljnVrVqVWJiYmjfvj12dnZs27aNI0eO8Nxzz1mVIXfu4+rVq9OzZ08yMmzD0EyfPp2RI0cSERFBzZo1GTp0KC+++CJvv/02hw8fBrhLoXTp0iV+/fVX/vrrLzZt2kRERAT/+9//ir2virs/+/btS3JyMv/99x9btmzh8uXLDBo0qFSy+Pr6cvr0aU6dOlVqGX/66ScUCgUHDhxg3rx5fPHFF/zwww82dT777DPq16/P0aNHefvtt3nllVesYfdKOsfff/+diIgI5s2bl+8xURyOHz/Onj17bLw9tFotTZo0Yf369Zw6dYoXXniBESNGcOCWu3BBx2B+FHXuf/rppyxbtowff/yRPXv2kJ6ezp9//lks2SWKIDUaYo9DdnJlSyIhYUOAnYr6TpoCPxWt0LiNWp2r5Deb9RgMaZUih8QtXKtClYYI/o1QN2+HfcdOqJu3Q/BvBFUaSgoNCYn7AEEm0KJPNToMDadO2/JZxCsMpZem2IuzFYE524ApK/dd37lbEO6DwnEbIMVNv6/p/A4Etq5sKe6ZvMe9naOSpj1DEIoR/kjU60mY/xVx0z8qsM7hw4f5/PPP2bt3770LeHI1QnYsLtVFMBpJ/a30ygUAtb2KsBY9UNoH4hV0txJnRtsZ+Dv6E61UMtbXm/R1/4Oru0s9rp1dFZyd6uLsUg/P2q3wbtoOz9qtcHaph7NT3XJTaACoNUp6jKlL7TZVpBCcZcWWqfBZKJzfmFtWvRsENIPwx23XiP2bWHITFwOfKk2oVuspatV9mg96TeHbfjP5oNcUatV9mmq1npIUGsVFfMRIS0sTATEtLe2ubTk5OeKZM2fEnJycuxtOdbZ8MhNyy/6bZSlbO87yPeZYbr3CPjHHcvv4NMRSFncmt+zwjyWe1zPPPCP26dMn322DBg0Sa9WqVWDbX3/9VfTw8LB+//HHH0UXF5cixzx48KAIiBkZGQXWMZlMYtWqVcU///xTFEVRTEhIEJVKpXjx4kWb8QDx0qVL1rKvv/5a9PHxKbBfo9EoOjk5iX+tWyeKN0+IYsxRERB///13MV2XLmZlZ4nu7u7iqlWrrG0aNmwoTps2zfo9KChI/OKLL2z6vXPurVq1EocNG5avDL///rvo7OwspqenFyhnXrZv3y4CooODg+jg4CAqFApRJpOJH330kbVOZmamqFQqxWXLllnL9Hq9WKVKFXHWrFmiKIrilClTxPDwcNFsNlvrfP3116Kjo6NoMplEURTFDh06iBMnTrQZ/+233xZDQkJEvV5fLHmt+/ivv6xlgPjuu+9av+/bt08ExEWLFlnLVqxYIdrZ2Vm/T506VZTL5eK1a9esZRs3bhRlMpl48+bNYslSEHl/w82bN4tyuVyMjo62bj99+rQIiAcPHrxnWTIzM8WePXuKgBgUFCQOGjRIXLRokajVaq118jv/Jk6cKHbo0MH6vUOHDmKtWrVsfrfJkyfbnJtBQUHiY489ZtPPoEGDxMcff7xEc1QqlWJ8fLxNP/kdE/nRoUMHUalUig4ODqJKpRIBUSaTib/99luh7Xr27Cm+9tprhY53+xxISUkRRbF4576Pj4/42WefWb8bjUYxMDCwwOudRAm4eVIUY46Koi5TFEVRNJgMYoYuQzSYDPfcZaH3UQmJhwStNlY8eKi/ePjIENFUivNFQkJCQqJiMBtMYsr6y2LKhiuVJkPOuSQxZvo+MXHF2UqTQaIU3Mtaz32ALscgrvn8iHj1ZGKJ22YdOSqeCa8pngmvKeacPp1vne+++06cOnWquH///nsX0mwWxdN/ihnLPhPPhNcUL7TvIJr1elHMSb33Pm9h0BlEo8FY4PaotCixw8oOYt0ldcWRC8PE7E+qimL8uVKPK/EAYjaL4o3jorjvG8v/t9kw2XJu//VK5cn2CFLY2n1e7itPDYnyQRRFGy3t9u3b6datG/7+/jg5OTFy5EiSkpLIysoqtJ9jx47Rp08fgoKCcHJysobWyRsi7E42b95MVlYWjz/+OACenp50796dxYsX29TTaDSEhoZav/v5+dmEtoqPj+eFkSOpXq0aLi4uuLi4kJmZSfS1a7khqIDY7Fii06MxyU0MHz7cOk5ERATHjx8vlmdJXiIiIgrMddGtWzeCgoKoVq0aI0aMYNmyZWRnZ+dbNy+7du0iIiKCiIgIfvjhBz7++GO++eYbAC5fvozBYKBNmzbW+kqlkubNm3P27FkAzp49S6tWrWx+0zZt2pCZmcn169cLnUu7du0KzK8QHx/P2LFjqVGjhu0+vuP3rV+/vvV/Hx8fAOrVq2dTptVqSU9Pt5YFBgYSEBBg/d6qVSvMZjPnz5/PV5Y6derg6OiIo6Oj9dgpirNnz1K1alUbj4DatWvj6upq3Xf3IouDgwN///03ly5d4t1338XR0ZHXXnuN5s2bF+v3zkvLli1tfrdWrVpx8eJFG5fdVq1a2bRp1aqVzW9fnDkGBQXh5eVVItnyMmzYMCIiIti3bx8DBw7kueeeswnzZzKZmDFjBvXr18fDwwNHR0c2b95c6LWgIAo799PS0oiLi6N58+bW7XK5nCZNJKuFUmMywO1Y9LfyKGXqM4lKj+JahpRYTkKiMAzGdLKyLpCZeZbs7CuVLY6EhISERBHoItPI3BVD5s7rGBJK9vxeVsgclJizDBhiMjFrjUU3kJAoA45tjubGxVS2Lz2LUV+yMFGaxo3weGks/nNmo65V667tKSkpxMTEIAgCtWuXIueYIEDtPmgGTEDu7o4xLg7t7zPhy4Zw4td77xdQqBTIFQWHnwt0DuTbbt/ipHTkqJ0dr7moMCwbAJllEwKrstBmGbh8LB5zITnqJLD1stBnwQ9dYNNkSLyYW95sNDy7ER6fVfHySRTJ/Rvw735jyg3LX2WeBNetJ0LLl0FWit046aTlryJPcpiGw+69v3w4e/YsISEWd7uoqCh69uzJ2LFjmT59Ou7u7uzevZvRo0djMBQc9iorK4vu3bvTvXt3fvnlF7y8vIiOjqZHjx7o9foC2y1evJjk5GSbxOBms5ljx44xffp05HLLDebOhXZBEGzcJEc98wxx164x6/XXCW3WDI2bG61atbKMrXIArSUEhFquRiVXIYoizz//PA0bNuT69essXryYLl26EBQUVKJ9V1jScCcnJ44ePcqOHTvYvHkz77//PtOmTePQoUN35eXIS0hIiHV7nTp1OHDgADNmzOCll16yzvlOV8G8iqk7lVS3y/JrV9y5gCUPQkJCAnPnziUoKAi1Wp27j/OQ97e6PV5+ZeY7YvXn5XadguTdsGGD9XgsbuL2/PZLYeXFleU2oaGhhIaG8vzzz/POO+9Qo0YNVq1axbPPPotMJrvLnb2w86mkFPbb51fu4OBwV52S4OLiQlhYGGDJpVOnTh0WLVrE6NGjAZg9ezZffPEFc+fOpV69ejg4ODBp0qRCrwUFUdS5f7ssL3dul7gHDDmWv3K1Jf4nICKikquwu6XkkJCQyB9Hh+rUq/sV9vZBaDQle66QkJCQeFS5fi6ZI5uiaNQ9kMDaHhU6tl11N5w6BqAKdEbppSm6QRkgGs0Y4rNR3UrGrApwwvPZuqiruSAoJNtSiYqhac9gsjP01G5dBcU95JbxnjixwG2nT58GLHkhnZxKnx1dplLh2r8fSd//AMd+AftkSLxQ6n4BdNk6/l28GoVSSY8XbUM3h7uH81WXr3lxywvs0sACfRoTlw+EUX/bGNA+KIhmkV/e34cuy8iAyU3xCXGubJHuP2KOwNbpYOcMA3+2lKkdoXr3W/kz8qQY8Kxu+Ujcl0h30+KicrB88i6uKVSWMoW69P3K8vwU8vwt6e+Fbdu2cfLkSauV9eHDhzEajcyePZuWLVtSo0YNbty4YSuSSnVXsqdz586RmJjIzJkzadeuHTVr1iwySXhSUhJr165l5cqVVs+E25/MzEw2btxYaPu87Nq9mwkTJ9H7qaeo17QparWaxMTEWwI7gZ0rAG52blR3q46z2pl69erRtGlTvv/+e5YvX85zzz1X5DzvpH79+mzdurXA7QqFgq5duzJr1ixOnDjB1atX2bZtW7HnBRbL85wcywJjWFgYKpWK3btzYzkaDAYOHz5MrVvWEbVr12bv3r02C7t79+7FyckJf3//AudWv359du3aVeBi+65du5gwYQI9e/akTp06tvu4lERHR9scZ/v27UMmk1GjRo186wcFBREWFkZYWJh1TkVRu3ZtoqOjuXYt18r8zJkzpKWlWffdvciSH8HBwWg0Gqt3k5eX1115WSIiIu5qt3///ru+V69e3arcK6hOzZo1SzTH/CjO8Z4fSqWSKVOm8O6771o9U3bt2kWfPn0YPnw4DRo0oFq1aly8eNGm3b2OlxcXFxd8fHw4ePCgtcxkMnHs2LFS9SsBGG8pNZS5Cozb109fjW8lCSUh8eDg4dFeUmhISEhIlIDIE4lcP5fC8X8rxyPU5bEQ7CtImWJM1RI37yiJP5zElJlr9GNXw01SaDzsnP7Dsih6nyBXyOg0rGaZLGybdTp0V3I9VG/nnKxTp06p+76N66BBIAhcXSdgbPE2tMvNtUh2siWv7T2w+9eNnNu1ktM7fiMzJeOu7Y19GjO74xwau9dmlF4BN47Bb6Pvq9+yuAgyAf/qbrj5atBll52h5QOLUQ+Xt0PS5dwymRKubIeLW8CgzS0f9AsMXQm+9e7uR+K+RLqjPkTodDpiY2OJiYnh6NGjfPzxx/Tp04fevXszcuRIwGJtbjQamT9/PleuXGHp0qUsXLjQpp/g4GAyMzPZunUriYmJZGdnExgYiEqlsrZbt24d06dPL1SepUuX4uHhwdNPP03dunWtn/r169O7d+98E4YXRFhYGMtW/8ql1FQOHjzIsGHDci34VRpwt3iiyATbQ/r5559n5syZmEwmnnrqqbvmuXPnTmJiYgpcvJ86dSorVqxg6tSpnD17lpMnTzJrlsXtbP369cybN4+IiAiioqL4+eefMZvNhIeHFzqX+Ph4YmNjiYqKYvXq1SxdupQ+ffoAFgv7l156iTfeeINNmzZx5swZxowZQ3Z2ttVK/uWXX+batWuMHz+ec+fOsXbtWqZOncqrr76K7JZyLDg4mAMHDnD16lUSExMxm82MGzeO9PR0Bg8ezOHDh7l48SJLly61hl0KCwtj6dKlnD17lgMHDtju41JiZ2fHM888w/Hjx63Kk4EDB+LrW3aLp127dqV+/foMGzaMo0ePcvDgQUaOHEmHDh2syd3vRZZp06bx5ptvsmPHDiIjIzl27BjPPfccBoOBbt26AdC5c2cOHz7Mzz//zMWLF5k6dWq+icWvXbvGq6++yvnz51mxYgXz589n4h3WL3v27GHWrFlcuHCBr7/+mtWrV1vrFHeO+ZHfMVFchg4diiAILFiwALAcK1u2bGHv3r2cPXuWF198kdjY2DIbLy/jx4/nk08+Ye3atZw/f56JEyeSkpIiJT4rLbcf3pR3WytK+1ZComRkZp7nWMQoDIb0oitLSEhIPKI06FyV+p0D6DCs8HelisCsM6G7mlZu/cudVAhyGcgEjIk55TaOxH3I/m8g42bR9cqRC4diOb6tbJWH+qgoIvv1J3r085gyM0lMTCQ2NhaZTFakcV1JUAUE4NC+HYgCSSdkuQZYoghr/wfftocbESXut8PQXqg0QcjVrTizOy7fOu0D2rOk90pcBq+0hOe9sBE2TrYNUfSA0H10HYZOa0lgnYr1irsv+WsiLO0Lx5bmlvnWg8c/gxf+szVSl96DHzgkpUZZovEo2mtDobbUKwc2bdqEn58fwcHBPPbYY2zfvp158+axdu1aqyV4w4YNmTNnDp9++il169Zl2bJlfPLJJzb9tG7dmrFjxzJo0CC8vLyYNWsWXl5eLFmyhNWrV1O7dm1mzpzJ559/Xqg8ixcv5qmnnrIutOelf//+rF+/nri4/G8o+fWVkpJCo0aNGDFiBBMmTMDb27vQNqIoMmTIEBQKBUOHDsXOzjakyocffsjVq1cJDQ0tMP9Ax44dWb16NevWraNhw4Z07tyZAwcOAODq6sqaNWvo3LkztWrVYuHChaxYsaJIS4Xw8HD8/PwICwtj8uTJvPjii8yfP9+6febMmfTv358RI0bQuHFjLl26xD///IObmxsA/v7+bNiwgYMHD9KgQQPGjh3L6NGjeffdd619vP7668jlcmrXrm0NFebh4cG2bdvIzMykQ4cONGnShO+//94a/ude9nFxCQsLo1+/fvTs2ZPu3btTt25d6wJ5aTCbzSgUlvBvgiDw559/4ubmRvv27enatSvVqlVj1apVpZKlQ4cOXLlyhZEjR1KzZk0ef/xxYmNj2bx5s1WB1aNHD9577z3efPNNmjVrRkZGhlWRmJeRI0eSk5ND8+bN+d///sf48eN54YUXbOq89tprHDlyhEaNGjF9+nRmz55Njx49SjTH/MjvmCguKpWKcePGMWvWLDIzM3nvvfdo3LgxPXr0oGPHjvj6+tK3b98yGy8vkydPZsiQIYwcOZJWrVrh6OhIjx497jqfJUrI7fBTirJRXEpIPKqIoplTpyeSnLyLS5dnVrY4EhISEvctzp72tBtYA2ePyn32MKbqiJ93lMTFpzEmlY3CQRRFcs4l54YElstwH1oT31eboA52KZMxJCqZ4qz1yBTQ9hVwyc3feK+eBfdKalw2W386y+5fL3IlIqHM+lV4eiLqdIgGA/qrUVYDvmrVqpU69PGduA0eDEDamjWYtbcMsTJi4dpBSLp4T5FSFColPV5+D4VdQ05sv1GgB4MgCFC1OfT7jpVOTvxyfiXs++qe51JZyJWP4FKv2QzbPrIovrKScstDO4Gjj60xnyBAixfAq4akyHjAEcRHLDh5eno6Li4upKWl4exs64Kn1WqJjIwkJCTk3hfMUq9BdlLB2zUe4Fq14O0SNoiiiD4qCrmjE3J3N4R8FCS3KoJRB2YjyaKepJwkXNQu6JJ0BAcHc+jQIRo3blyxwksAFk+HP//8M99wTKXBZDLh7OzMTz/9xIABA8q07/KgY8eONGzYkLlz5xZYJzg4mEmTJjFp0qQKk+tBw2w2U6tWLQYOHFikt5hEIWTGgyEbnKqAQkWqLpWE7ARc1a54ae49yXyZ3EclJB4w0jNOERk5n9q1ZqJUulW2OBISEhIShSCaRRK+P4EpWYfH8FqoqpYuF4AoiiT9dAbtuWTcnq6BQxOfMpJU4r6jpGs9SZfhx57Q4U1o8qxtyPFyQhRFjm2OJj4qnR7P10WQld2Crfb8BZQ+3shdXYmPj+fEiRMEBARYQyWXFaLJxOVu3THcuIHfzE9wvW08l50MUXuhVu/cyslXwC2kWAvTollk5UcHSb6RRdOewbR4slqBdY/GHeWZTc8AMCMhiScf/xrqPFVg/fsVURQxGc0olCXPp3Lfk50MyZEQ0CS37Js2EHcKnvoOGtzKnWIygiCrkPNPouwobO0+L1Ki8LLGtaqktChDzBkZmDMzEXNykLu5FlxRmw4pVyxugk4+ZGmziI+J5+uPv6Zly5aSQuMh4/r16/z888+YTCbatm1b2eJIlCNRUVFs3ryZDh06oNPp+Oqrr4iMjGTo0KGVLdqDjaOtF1aOMQe9SY9RNFaSQBISDy7OTnVpUP/byhZDQkJC4oEgPSmHiM3RqOwVtOwbWuHjCzIBjyE1ERQyZJrS57IUBAFVsDPaS6mI+gcv/r5ECSjpWs+BhZAZC+f+hqbPFV2/DBAEgcY9ghDNYpkqNADswnNzUHp7e9O1a9cy7f82glyO66BBJHzxBSkrVuQqNTTutgqNtBhY2A6CWkO/78HetfB+ZQLNnwhhw1f/Z+++42u+/geOvz53JTe52VOIBEGMEBpqtFYRq1WrVqlu1VJV1fVTSnet8i26lKpRSlGtPVqjtpgRMxIEkb1z1++PKze5spcbcZ593Efdz/3cc96fez83yf2cc97vzfy3+g/qt5qCaw33Avdt4dmCZxs9y6/hv/KRuysOm8bR2aEG1G5TMQd5H5w/fJMDf1zGP8iNDkOtn/avQl07Aj91A3tPePtc7qDW4xNMq6Pqd8vdVy4ue1dnYqhKqNJkGg3KGjVQeHoiyYsYXVbdXUqmy8RBaceN0zd4LOgxjh49mq9miPDgCw4OZsmSJSxdurRC63IIVY9MJmPx4sW0atWK9u3bc+rUKbZv316huVsF8FB7UNuxNi42Ypa5IJRXXPxe0tOvWDsMQRCEKinhZjqn/rnOiV3XrFbEVu5oYzGgUdrkFZmXEi1qZTg8XhPvCY+gaetTYTEK1UDo59DjS+j1de5FV12WaYZ5BdJm6Tm25SoGfW4Nw4oe0LhX+pEjxP7v20pr33ngAFAqyTxxksyzZwve6doh0GdDRiLYlKwQep3m7hj1e9BnX2HLwl8K3U+SJN5p9Q5P1X0SvSQx0c2Jw78Ptyw2XcUpVXJS4jO5dj7R2qGUT/QhU12MsOW527yDTGmU7VxNGQhyNB0AwUNN24WHgkg/lYdIm/GAu3UW9FngWg9sS/ZLTRAE4aGTnW5agquwqfAcouL3qPCwu3lzA2fOvo29fT1CHlmDQlGxeaYFQRAedEajkX9XnKduSw9qNXQx5bC3oswLCSTviML9+SbIbIqf0Zuy9zpJGy9jE+CM+4tNrR6/8ID5d4apRkOvGRBU/hTKRqORzd+d5nJYLA0f9abr840rIMii+9uxfDk1P/0MDAZ8f/oRTfv2ldLX9Qlvk/z33zgPGkSN6dMK3in2vOn7jHt9032DHm6Hg3fTQts9sG4np3ft4YkXRlKneZ0iY9AZdEzY+Sa7rv+LvcHAojQFjZ/fAfYFr/CoSrIzdcRcTMKnvjNKmwco/VT8ZXCsmVs75b9vYcsHULcTjFyfu196vBi8qMZKmn5KrNQQqg/V3QsH2anWjUMQBKEqS74OseFF5wQWBKFMXFzaoFK54egYjCSJ5e6CIAj3kiSJjsMa4hvoavUBAaPOQMLaC2RHJpO44TLZ11MLvOkSM83PUTdyRVLKULirQf9QzQ8VystggIhNkJEARkPx+5eAJEk0fNQbGzsFTTrUrJA2i3Ljxg32XrjAxQb1cej3NOpmzSqtL5ehdwuGb9yIPiWl4J08GuQOaAAcWQQLH4MdhQyCAG2e7sJL30wpdkADQCFT8HXnWbTyaE6aTMZrdlriVzwD2oxin2ttKlsFfk3dHqwBjcV9YG4LiNybu61hT2j1MrR/03JfMaAhIGpqCFWUISsLbUwMCjd35A6akj1JZQ8Z8ZCdhtagJSUrBQMG3NVVfxRdEAThvjAaQXf3i7lSDUC6Np1MfSb2CntscmbECIJQJjY2nrRu9ScqlbvVL9YJgiAIRZMUMpx61iF+xTnSj94i/eitgneUSXhPCkHhbIvCTY33pFbIHVT3N1jhwSeTwQtb4Ow6U5qcHLHnQeMB6rKlga3bwoNagS6o1JV/ee/06dMAZA4dSq3Bgyu1L3VICDb1A8i6cJGkdetxHfFs8U+6HQ4YwaFGhcVhI7dhbteFvPjXs3S/dgbXuKOw9mUYtARkD9CAQVWSlQJn/oDb56DHZ7nbXfwh6j+IuwgBT5i2udaF3jOsEqZQ9YmVGkKVpLtzB0NqKvr4UswkzlmpoU1Hp9cSkxZDbHpsqXOkCoIgVFsGLRjuFgNXmAY1krKTiEmNIT6rYvP7CsLDysbGw2JAIysr1orRCIIgVE26bD2ndl9j47cnMBqs931N4aaG4ro3GNHeyM0GIAY0hDKTK0xpp3L+TtBrYfVzMO8RuPpfiZu5FpFAVobOfP9+DGgYDAbOnDkDQNN7VmgUupKiHCRJwnmIabVGwsqVJbuu02cWPL/ZsjB73CVTUfF7xEbdZOkHX/DrB18W26xGpWHpU6t48aklIFdB+J+wdXKJj8VadFo9J3ddY/P3py1qrtx3Br1phZI5sCzYMA4OfGv53nT+ECZdhkdfvf8xCg8kMaghVEkKDw8Ubm7I3T1K8SRbkORgNGBrNKJRaXBTu2Es9q9UQRCEh4T27ioNhY1pthhgK7dFo9JgL3L/C0KFMhiyORcxmYOHepGZecPa4QiCIFQpBr2RA+sucfVUHFdPPwApMeXi0olQCVJumlJRGY3g0bBET4m5lMTGeSdY+/VRMlKyKznAXNHR0SQnJ2NjY0NAQAAAhrQ0YqZM5XLfvpUysOHUty+SnR3Zly6RfvhwyZ7k1zZ3BYXBAH+8Ct8+Cue3Wux2PSKS25f2cuvSPmIuXiu2WZVcBX7t4OkFpEoSn59fTtr+eaU9pPtKJpdxaONlLh27ze2rFf/+lMjptTCjPvz9Tu42e3doOQI6vQ9yZe52xxpg63T/YxQeWOI3s1AlyVQqlDVqILe3K/mTJAkcfcClLpLCFj9HPzztPJFJ4jQXBEEAQJtu+v/dVRoALrYu+Dn64WhTeAEuQRBKz2g0kJx8Aq02gfj4/dYORxAEoUpRqRW06lOHDkMaUDOwbGl37ie5RqzOECqBsy+M3gvP/WlZI+D0GshILPApCqUMG3sFju5qbOyVBe5TGXJSTwUGBqJU3u1Xkkjbvx/djRhS//m3wvuUazQ49ekDQOLKlaVvICPPSvR7iocHd2uDs89jKDX9ObsvueRtBg3knUZtWO7kwLiTc8k6u670cd0nMplE8BO+tO1XD43LfUgzfDsc9swypVTL4eBtquV47bBp8C7HU/Og03ug8az8uIRqS9TUEKoXe1E/QxAEoVBay3oagiBUHrnclqCmC0hPv4ibW0drhyMIglDlBHetbe0QBMH65ErLC+7XjsLvL4K9B7x+MF9BZI/aDgx8NwRbeyUy2f2p36XX6zl79iwATZvmxiqzs8Pnyy8xZmdj3+bRSunbZegQEletInnrNrxiY1F4lCKbh707vLAVYs+ZJsDmuLgdarelz7gx/P7lESIO3OSRHv44e5VsUu0bXWZy/K/hHFLb8s4/k5il8UFRu3Upj+z+COlVfEH0MtNlgyLPgO/2j+H8JjDqwePuyoxarWHUX+D7aG7aNUGoIGIKu1Cl6OLj0d64gSG79MsoJUli3bp1FtsMRgPp2vQS19VYvHgxzs7Ope67OujUqRPjx4+3dhgPtN27dyNJEomJiYD1z6epU6cSHBxstf6FKkiXYfr/3UENvUEv6g4JQiVSq2uKAQ1BEARBEErOqAf3+qZCyXcHNHTZepLjMsy7OLjaorS5f0WqU1JSsLOzQ61WU7duXYvH7Fq2qLQBDQDbRo1QBweDTkfimjWlb0AmA6/GufdvnYXlg2F+G7w8s/Fv5o7RCAf/vFTiJpu4N2Fe14WokNhlZ8PUv5/DEFfy5z/wslJhaX/4up7p3zkaPwX1Q8GjUe42uQL8H7NMMyUIFUQMalQSvUHP4ZuH+fvy3xy+eRi9QV+p/Y0aNQpJkpAkCaVSiZeXF926dWPRokUYDKUrCFQZF2KXL1+OXC5n9OjRhe5jNBrRxcaii4/HkJpa6H7FykyG5BiMumzOJ5znStIVsvX5B0n8/f2ZM2eOxbbBgwdz/vz5fPtWhJwL3jk3Dw8PevbsyYkTJ8rVbmRkJJIkERYWVqJ+C7otXryYtWvXMn369HLFUtmWLFlC69atsbe3x8HBgQ4dOrBx40Zrh1Uued8HjUZD8+bNWbx4cZnauXdQb+LEiezYsaNiAhWqBwcf0xJgpWkW0u2M24THh3Mn446VAxOE6k+rTeLkydEkJR2zdiiCIAhVSvS5eP6cF0ZSbLq1QxEE6/NtDaP3QU9TAWujwcjunw5xZeY4bkcUX/uhMjg7O/P6668zZswY5PLCB1P0SUkkrv2jwvt3GXq3YPiqVRj15by2lpkIGm/wCgJ7d1o/WQdd1inO7Pici0fCS9xMq5ptmPH4l8iNsF6tYMaaARjTqmZ9IL3OwPXzCcRdL8N1Nl02XP4Hzv2Vu01lD/GXICsZru7L3R48DIavgkZ9yh+0IJSAGNSoBNuvbid0TSgvbHmBd/e8ywtbXiB0TSjbr26v1H579OhBTEwMkZGRbNq0ic6dO/Pmm2/Sp08fdDpdpfZdnEWLFjFp0iRWrlxJenrhf6wqa9ZE7uSEvDyDKik3IPUmkjYNG7kNcpkcrUFboqeq1Wo8PSs3p19ERAQxMTH89ddfJCQk0KNHD5KSksrUVnYJVrS0a9eOmJgY8+2ZZ54xnys5t8GDB+Pq6oqDg0OZ4rgfJk6cyKuvvsozzzzDiRMnOHToEI8//jh9+/blf//7X6X2XZLXuTx+/vlnYmJiOHHiBIMHD+b5559ny5Yt5W5Xo9Hg5uZWAREK1YbaCRxqmGfKZOmyMBqNKCSRjVIQKtuVK3OJvbONM2ffxmCw7t9lgiAIVUnYtmiizsQTtj3a2qEIQtWgUJkLJmdl6PCN/Z7mqlU47XjBqmEVdb1An5rG5b5PE/PBB6Tu2Vux/fbogdzZuWJqd/i1M6X1evIbADx8HXDQRBOouci/y0pXt6Nz3Z5MCzGlWVpqo2fxqr656X6rkP/+uMS6Wcc5ubuEg2J5V/Kf3wy/PAVbJ+dukyTT6zfmINTvXrHBCkIpiEGNCrb96nYm7J7ArfRbFttvp99mwu4JlTqwYWNjg7e3NzVr1qRly5Z88MEHrF+/nk2bNlnM/J41axZBQUHY29vj6+vLmDFjSL27MmL37t08//zzJCUlmWePT506FYBff/2VkJAQHBwc8Pb2ZtiwYdy+fbvYuCIjI9m/fz/vvfcegYGB/P777xaP56wM2bp1K01btcK1USN69upFTEyMeZ/Dhw/TrVs33N3dcXJyomPHjhw7VshMR5U9XQa9whtvvoWvgy8NXRqiUWmIi4vDxsaGnTt30qlTJ65evcpbb71lPs68seS1YcMGQkJCsLW1xd3dnf79+5sfmz9/PvXr18fW1hYvLy8GDhxY7Ovh6emJt7c3rVu3ZubMmdy8eZMDBw5w6dIl+vbti5eXFxqNhlatWrF9u+X54u/vzyeffMKoUaNwcnLi5Zdfpk4dU47EFi1aIEkSnTp1snw5VCq8vb3NN7VabT5X8m67N/1UTl8jR45Eo9Hg5+fH+vXriY2NpW/fvmg0GoKCgjhy5IhFf/v376dDhw6o1Wp8fX0ZN24caWlpxb4uRTlw4AAzZ87k66+/ZuLEiQQEBNCoUSM+/fRTxo8fz4QJE4iOjiYpKQm1Ws3mzZstnr927Vrs7e3N5/n169cZPHgwLi4uuLm50bdvXyIjI837jxo1iqeffprPP/8cHx8fGjRoAJT9M1AcZ2dnvL29qVevHh988AGurq5s3brV/Hhx57+/vz8A/fr1Q5Ik8/1700/lHNeMGTOoUaMGbm5uvP7662i1uYN+MTEx9O7dG7VaTZ06dVi+fHmBq5qE6sHP0Y8A5wA0Ko21QxGEaq9u3bdwc+tMUNP/IZOJgURBEIQcj/SoTVCnWlapsSGzV4CimDzvCsm0nyBYga29krqDhqF1qINN93fve/8pKSklmuQn19jj0K0bKn9/5I4VO1lSZmOD0wDTdZiEFSvK36CNBjS5tTn6tdXTq2YEI0Iul7qpp5qO5N1Go3DXG2h/4xysHwOlzJZS2WoFuqB2UKKyLebn2LFf4LsOcHxp7rZ6ncGxFtRuYzlgU7cTeAaKOhmCVYlBjWIYjUbStekluqVkpfD5oc8xkj8/ufHuf18c+oKUrJQStVcRec67dOlC8+bNWbt2rXmbTCZj7ty5nD59miVLlrBz504mTZoEmGb1z5kzB0dHR/Ms/okTJwKm2erTp0/nxIkTrFu3jitXrjBq1KhiY1i0aBG9e/fGycmJZ599lp9++infPunp6cyYMYOlS5fy77//EhUVZe4XTL9In3vuOfbs2cOBAweoX78+vXr1IiUlJX+HSnteGtaP5avXodfqzQMWy5Ytw8fHh86dO7N27Vpq1arFtGnTzMdZkL/++ov+/fvTu3dvjh8/zo4dOwgJCQHgyJEjjBs3jmnTphEREcHmzZvp0KFDsa9HXmq1Ka+9VqslNTWVXr16sX37do4fP05oaChPPvkkUVFRFs/5+uuvadq0KUePHmXy5MkcOnQIgO3btxMTE2PxXpfX7Nmzad++PcePH6d3796MGDGCkSNH8uyzz3Ls2DECAgIYOXKk+Vw9deoUoaGh9O/fn5MnT/Lbb7+xd+9e3njjjXLFsWLFCjQaDa+++mq+x95++220Wi1r1qzBycmJ3r17s2zZMot9li9fbh6ISU9Pp3Pnzmg0Gv7991/27t2LRqOhR48eFn+s7dixg/DwcLZt22ZOcVXWz0BJ6fV6Vq1aRXx8PEplbs7J4s7/w4cPA7krPnLuF2TXrl1cunSJXbt2sWTJEhYvXmwx6Dly5Ehu3LjB7t27WbNmDd9//32FDNwIVUBmMmQmgT53hrgkSdgobFCIC6yCUOkUCg3BzX/EwaGJtUMRBEGoUnzqu9BhSAOcPNT3vW+Fsy3eE0PwHNui0Jv3xBAUzrb3PTbh4Zadkfs3u7JRN5Tjj5jqbOQI3whbPoSsAq6JVKBt27bx9ddfc/z48WL39ZzwFnXW/YG6efMKj8Nl8GAA0vbuJTu6Yld1uQQ0BqU9yhaDyvT8Z1u/zbr2M2igB06vgR0fg0EPV/bAqd9N/6/klPRFqd3Ejee/fIz2AwJyN2Ykwpk/LONKuQkxJ+B8nqwRNg7w1ml4ej4oxc9BoWoRVzGKkaHL4NHlFVf06Fb6LdqtbFeifQ8OO4jd3bzn5REYGMjJkyfN9/POxq9Tpw7Tp0/ntddeY/78+ahUKpycnJAkCW9vb4t2Xnghd6lj3bp1mTt3Lq1btyY1NRWNpuBZvgaDgcWLFzNv3jwAhgwZwoQJE7h48SIBAbk/ULVaLf/7/HMatGyJJJPxxhtvMG3aNPPjXbp0sWj3u+++w8XFhX/++Yc+fe7J16fSMKDXE4z9v69Y/8cfPDPElH/x559/NtcecXV1RS6Xm2fcF+bTTz9lyJAhfPzxx+Ztze/+go6KisLe3p4+ffrg4OCAn58fLVq0KLSte8XFxfHxxx/j4OBA69at8fT0NLcN8Mknn/DHH3+wYcMGi0GBLl26WAz45KwwcHNzK/JYyqJXr17mgYSPPvqIBQsW0KpVKwYNMv2yf/fdd2nbti23bt3C29ubr7/+mmHDhpnPsfr16zN37lw6duzIggULsLUt2y/B8+fPU69ePVQqVb7HfHx8cHJyMtdCGT58OCNHjiQ9PR07OzuSk5P566+/WHO3qNjKlSuRyWT8+OOP5gGvn3/+GWdnZ3bv3k337qblk/b29vz4448WfZblM1ASQ4cORS6Xk5mZiV6vx9XVlZdeesn8eHHnv4eHaZZJzoqPori4uPC///0PuVxOYGAgvXv3ZseOHbz88sucO3eO7du3c/jwYfPg3Y8//kj9+vXLfGxCFZJ6C7JTwbk22Im0ZIJgbRkZ0aSmncfD/YnidxYEQRAqjcLZFpytHYUg5Lp1JZk/54XRcVhD6od4mTbK81y+02bCpnch+ZqpmPjjb1dKHFqtlnPnzqHVakuU1limthyYNBqN5u/c5aWqXRv7xx4jbe9eEn/7Dc8810TKrfXL0PhpsHcHID05DbvEU6DPhjolm7jq1LAnPDWP+bvf5WbEL3Q/vZTHkvLU2HD0YWGzUAzuDRgTPKbiYi8Bmeye98BggHmPQPodeGEr1L57zbPpAHCsCfW7We4vVmMIVZRYqfEQuPcXya5du+jWrRs1a9bEwcGBkSNHEhcXV2yKoOPHj9O3b1/8/PxwcHAwpzm6dyVBXlu3biUtLY2ePXsC4O7uTvfu3Vm0aJF5H4NWi51aTW1bW4x3a3/UqFHDYnb47du3GT16NA0aNMDJyQknJydSU1ML7luhwkZtz7MDerFo0Y/EZ8Szcc9GTpw4UepZ9WFhYTzxRMEXG7p164afnx9169ZlxIgRLFu2rMh6ITlq1aqFRqPB3d2d8PBwVq9ejaenJ2lpaUyaNInGjRvj7OyMRqPh3Llz+Y4x52JzUfbs2YNGozHf7l25UFLNmjUz/9vLy/THVFBQUL5tOe/V0aNHWbx4sUXfoaGhGAwGrly5kq/9qKgoi30/++yzMsWZ9xzv3bs3CoWCDRs2ALBmzRocHBzMgxVHjx7l4sWLODg4mPt1dXUlMzOTS5cumdsMCgrKN4hSls9AScyePZuwsDC2bdtGcHAws2fPthj0K9X5X4wmTZpYFHfL+1mLiIhAoVDQsmVL8+MBAQG4uLiU4+iEKsFoBG2G6d9K05eN+Ix4bqbdJEOXYcXABOHhlJ5+hUOHn+b06bGkpJyxdjiCIAhVQnJcBntWnSd8/w1rhyIIVnV23w2y0nVEHLhZcAYPpS30mW1KAfToa7nbKyDbR14XL14kOzsbR0dHatWqVarnJm/ZSuSAgegLyq5RRjkFwxN/X4MhK6vC2gVA40HkyYsseOVNlk6cBOvGwJIn4UQp6mwED+WOez3+cNAw1lnNcZvc6wkLZWl8e30HsjvnKzbu4iRchY0TYPXzAGRn6kAmMw3WeARarvRxqwcthoOmcuvMCkJFESs1iqFWqDk47GCJ9j166yhjdhQ/4jr/ifk84vVIifquCOHh4ea6C1evXqVXr16MHj2a6dOn4+rqyt69e3nxxRct8urfKy0tje7du9O9e3d+/fVXPDw8iIqKIjQ0tMj8iosWLSI+Ph47u9wVJwaDgePHjzN9+nTkcjmSXI5SqUTh5o7s7kVkSZIsfnmPGjWK2NhY5syZg5+fHzY2NrRt27bwvlX2vDT0aYK7DyUyOpIVv6zgsU6P4efnV5qXzpweqiAODg4cO3aM3bt3s3XrVj766COmTp3K4cOH89XlyGvPnj04Ojri4eGBo6Ojefs777zDli1bmDFjBgEBAajVagYOHJjvGO3t7YuNOyQkhLCwMPP9nMGH0sqbAiln0KCgbYa7OSMNBgOvvvoq48aNy9dW7dr5c+T6+PhYxOnq6lpgHA0aNGDv3r1kZ2fnG2i4ceMGycnJ5tUEKpWKgQMHsnz5coYMGcLy5csZPHgwCoXCHOMjjzxS4EBPzooHyP86l/UzUBLe3t4EBAQQEBDA6tWradGiBSEhITRu3Bgow/lfhLzvH5jew5z3r7CUdxWRCk+wMr0WjHpAAoVpxVRSdhLp2nRs5bYV9vtGEISSUav9cHIKJjs7DqVSDBwLgiAARJ68w8md13D0UNOwTY38s4sF4SHRcVhDnD3taNLBp/CVDg26m255rR4FLn7QYZKpbkQ5nT59GoCmTZsik5V8TrQhO5vbM2eijYoi/uef8Sjg+kBZaDp2RFGjBrqYGFK2bMHpqacqpN0cSlsV6UlXUEp6EuyDcdFmQMOeJW/AoOf92zc55GDkqkrJS96eLI+5xS47Nd+6OPF6QhKj47ZCFz3I5MW3VxYJkabBLVfTNUAkGRz5iXSDCxsj/iPpTjYvzHwceb+FoLCpnBgE4T4RgxrFkCSpxCmg2vm0w8vOi9vptwusqyEh4WXnRTufdsgr6wfYPXbu3MmpU6d46623AFMdCJ1Ox8yZM82/lFatWmXxHJVKhV5vme/v3Llz3Llzhy+++AJfX19zW0WJi4tj/fr1rFy5kiZNcvNHGwwGHn/8cTZt2kSfPn2QZDKQJJQ1Ck+bs2fPHubPn0+vXr0AiI6O5s6dO4V3rrInqFF9QoKD+H3p72z+YzNzvplT7HHeq1mzZuzYsYPnn3++wMcVCgVdu3ala9euTJkyBWdnZ3bu3GlRTPxederUKXDQY8+ePYwaNYp+/foBkJqaalG8ujA5F/nzHotarbaY6X+/tGzZkjNnzpS4b4VCUaJ9hwwZwty5c/nuu+8YO3asxWMzZsxAqVQyYMAA87bhw4fTvXt3zpw5w65du5g+fbpFjL/99huenp4Wg0rFKctnoCwCAgIYMGAA77//PuvXrwdKdv4rlcpiz+fiBAYGotPpOH78OI88Yhp4vXjxIomJieVqV6gCclZjKGxNf9gCLrYu2MptKyTNoSAIpSNJMpo2mYMkqZDLxRdKQRAEgMC2NbgekUjTDjVFthPhoWM0GJHuDuTJZBItuuefFFik60fh7DqQ5NB8KHg2Klc8WVlZREREAFhczykJmUqFz2efkrp3L26jR5crjrwkhQKXZwYR+81cElasrPBBjZoN/ajTcgjXL6rZlVCbfm/MRrJ1yt3hwAKo3920oqEgV/ejTL7B6hSJvjW9iVEqGeLjjU6SeD0hkdGJyUASXN0PdR6v0NgB2P0l7P4MHhkFT35j2ubsC50+QF0jmJQftGRn6rkTnYqXf8mvhQhCVSXST1UguUzOe63fA0wDGHnl3H+39buVNqCRlZXFzZs3uX79OseOHeOzzz6jb9++9OnTh5EjRwJQr149dDod8+bN4/LlyyxdupSFCxdatOPv709qaio7duzgzp07pKenU7t2bVQqlfl5GzZssLhQXJClS5fi5ubGoEGDaNq0qfnWrFkz+vTpU2DB8MIEBASwdOlSwsPDOXjwIMOHDy9yFQVqF/AI5KVXxzDzq5kY9AYGDbAs+uTv78+///7L9evXCx0gmTJlCitWrGDKlCmEh4dz6tQpvvrqKwA2btzI3LlzCQsL4+rVq/zyyy8YDAYaNmxY4uO69xjXrl1LWFgYJ06cYNiwYeYZ9EXx9PRErVazefNmbt26RVJSUpn6rwjvvvsu//33H6+//jphYWFcuHCBDRs25BuIKK22bdvy5ptv8s477zBz5kwuXbrEuXPn+L//+z+++eYbZs6caR5oAOjYsSNeXl4MHz4cf39/2rRpY35s+PDhuLu707dvX/bs2cOVK1f4559/ePPNN7l27VqhMZTlM1BWb7/9Nn/++ad50KQk57+/vz87duzg5s2bJCQklKnfwMBAunbtyiuvvMKhQ4c4fvw4r7zyCmq1usJyoQpWck/qKQBnG2dqaGqgkuevVSMIQuVTKBwsBjSysm5ZMRpBEATrU9kq6Dk6CN/GruJvT+GhYjQY2bboDIc2Xin7Kvmaj8DQ36DrVMsBjazUMjV3/vx5dDodLi4u+Pj4lPr5diEheI4fb87GUVGcBw4EhYKM48fJPHeuQtsG6P7KAJQ2LsRcTCL6cm6xdiL3wub3YEF7SCnkb7ZU03a10cjvN26iMBrRSRJKo/HugIblfuVy4jdYNRLiL+duq/mIaVDr3uLxnd5FahhKz1eDGPVlezGgIVQbYlCjgnX168qsTrPwtLPMQedl58WsTrPo6te10vrevHkzNWrUwN/fnx49erBr1y7mzp3L+vXrzTn0g4ODmTVrFl9++SVNmzZl2bJlfP755xbttGvXjtGjRzN48GA8PDz46quv8PDwYPHixaxevZrGjRvzxRdfMGPGjCLjWbRoEf369StwmeKAAQPYuHEj0UePYsjMLPbYFi1aREJCAi1atGDEiBGMGzcOT88i8vzJlaBUM3TYMBQKBcOGDctXpHratGlERkZSr149i7RDeXXq1InVq1ezYcMGgoOD6dKlCwcPmtKROTs7s3btWrp06UKjRo1YuHAhK1asKPUshhyzZ8/GxcWFdu3a8eSTTxIaGmpR26AwCoXCvIrBx8eHvn37lqn/itCsWTP++ecfLly4wOOPP06LFi2YPHkyNWrUKHfbc+bMYf78+axcuZKgoCAeeeQR/vnnH9atW5dv0ESSJIYOHcqJEycYPny4xWN2dnb8+++/1K5dm/79+9OoUSNeeOEFMjIyily5UZbPQFkFBQXRtWtXPvroI6Bk5//MmTPZtm0bvr6+pSpYf69ffvkFLy8vOnToQL9+/Xj55ZdxcHAoc5F3oYowD2qI91EQqqIbN1az/7/O3L69xdqhCIIgCIJwn0WHx3PhyG2O/h1J/I2ia50WqWEPaJ8n1VNyDMwJgu0fg650NSjypp4q7yCj0Wgk/fjxcrWRQ+HhgUNX03W1hBWlqHdRQhoXG5p2rAnA/jWncieaOtaEup0heCg4FJLeW5O7fbmjg3lAQytJLHR2LHC/EjEYIO6S5bawX+Hseji/NXdbnQ4w6TIMXERBfOq7YO8kVggL1YdkfMiSpScnJ+Pk5ERSUlK+C5iZmZlcuXKFOnXqlPsCnt6g59jtY8Smx+Jh50FLz5b3LeXUg0IXG4v21i0kGxtsAgIqZTZOdHQ0/v7+/HfwPxoGmVZQONk4FfMsQRByXLt2DV9fX7Zv384TTzxh7XCEsrp1FvRZ4FoPbB3J1GUik2QoZcoK/dlbkb9HBeFhcv7Cp0RHL8Lbqy9NmsyydjiCIAhWpcvWc+7ATeJj0ugwuIG1wxGE++LMnuvIlTIC25R/QqDZvm9g20dQMwRe3GYqEF1C8fHxnDlzhsDAwEIngZaEUa/n+vjxpGzbju8P36N5vPxpl9IOHiLqueeQ7Oyo/+8/yDXlrx+SV3pyNj+O/wpt2mHaDnqDdgO7mR4wGkGfnVuLIj0e9syEDu+A2hkMepjT1FQU3MXJnHJqobMj37o4m2pqGDQw/lTJa2okRsMPnU2T1CZdzu371O9w5zw06Q+egRV6/IJgbUVdu89L1NSoJHKZnFberawdRpUmc3JCodUi2dlV+ICGVqsl5uol3nvvXdq0aknDoIZcS7mGrcJWDGoIQhF27txJamoqQUFBxMTEMGnSJPz9/enQoYO1QxPKw7WO6Q9hlal+RkxaDOnadGo51BI/EwWhCgioNwkHTSDe3v2sHYogCILVpcRn8s+KCDBC0w41ca1hb+2QBKHSNXm8ZsU32m4cuAWAk2/ugIZBD0nR4OJf5FNdXV15vAIGICS5HKWPDyiVZEdHl7s9ALvWrVDVq0f2pUskbdiA67BhFdKuuX1HFZ61NVwP1xO+d1/uoIYkWRbX3vYRHF8KN0/Cc3+CTM7CwMf5Nva/PDU0MP//Wxdn8GjL6MIGNBKumuqi2LlDi7sZJxxrApLpducCeDc1bQ8aWKZju3omjotHblGvpSf+Qe5lakMQqgoxqCFYjUylQlaG3IwlsW/fPjp37kyDun78/tMc7JR22CpssVfaYzQaRY5WQSiEVqvlgw8+4PLlyzg4ONCuXTuWLVuGUqm0dmhCeSjV5noaOQs0JSRs5WI1hSBUBTKZkho1Blg7DEEQhCrBxdueoE61cPJQo3ERqVKE6ik2KoWTu6/RcWgDFMpKyuohSRDY23Lb0cWm2hCdP4THxldOv/fwGD8ep/4DsG1YMSuvJEnCZfBgbn32GYkrVuIydGiFX+Pp8dpIwrY14rEhRaSQbz4Eog9Cpw9M9xOjMVzcxusGnWUNDXIHNgxJ20yrL5x9ITsdJFluiuCr+00DJTWa5w5qyGTw/N/g7AeK8tcniQ6P59x/N5FkkhjUEB54YlBDqJY6deqEUa+Fm6dMG4xQz7medYMShAdAaGgooaGh1g5DqESSJFHHqQ4GowEJMcArCFWN0ajn8pW5yGVq/P1HWzscQRAEqxBpp4TqTK818PfCk6TGZ6G2V9JuQMD96/zqPlMKJaVdgQ+npaWxYcMGmjZtWiH1NABkanWFDWjkcHq6L7dnzybrwgUyjh7FLiSkQtt39nKl07PFfC/2fwzGHMhNJZUex5j4+EJ3Nw90pMfB/nlwbAn0/TZ31UVAV9OtQQ9Tqquc1969fjmPJle9Fp6m74PNxYCG8OAThcKF+06fmoo2JgZDdnbldiRTgOLuiHd2OYptCYIgPMjS4yD1NugyLTbLJJlYtSYIVVBc3L9ERv6PS5dnkpZ2qfgnCIIgCILwQJErZXQZ2YgaAU480sv//nY+4CcY/juEvJC77c4FiL8CQHh4OBEREezbt69SvitoY2K48e576JOTi9+5CHJHR5z6mFahVEbB8Lyys7KJOnO54AfzppLKTi15o0pb0/ez6IO52zQe8OwaaP1y7oBGBatRz4n2AwLwCXCulPYF4X4SKzWE+04XG4shzTTIIKtRgUWwCqKyN/2i0KaB2hmj0YjOoEMpF6l0BEF4SKTFmX4G5h3oFQShynJ374xvrVE4OAZhby9WmQqC8PAyGo1cP5/I6X+u02VkICpbcflCqD58A12p1dDl/k8ykiSo3y33vsEA69+AG8dhwA+cPp0AQNOmTSu8a6PRyLU3xpJ55gySSkWN6dPK1Z7zkCEkrv6d5K1b8YqLQ+HmVkGR5rp4+Cx/fvMZEhJvLFqEQlXEtSRlKer/tHoJmg0Bz0blD1IQHlJipYZw3yncPZBpNMgr4RdOPqq7v1Sy09AZdJxPOM+FhAsYjIbK71sQBMHajEbQZZj+fbemRnRKNFHJUWTes3JDEISqo0GDydTwftraYQiCIFiXEXYvO8elY7cJ3xdj7WgEoVyMRiNHNkWSnpybsaJKrJrOSjatGpApSHUOJDIyEoAmTZpUeFeSJOH1wfuoW7TA9flR5W5P3aQJts2agVZL4pq15Q+wAN71fTHqs9Hrsji6+UTRO5fm/XSuDV6NK21FRlGMRiNx11O5dPz2fe9bECqSGNQQ7ju5gwYbf39kqvIXOSpWzkh5djpyZKb88RJk6bIqv29BEARr02eB0QBIoLDFaDSSmp1KSnaKqKchCA8IvT6D69dXYDQarR2KIAjCfSXJJB7p4U/TDjXxb3YfJsQJQiU6tuUqB9df5o+Zx9Brq9AkS7UzjFgHr/7LmehEAGrVqoVL9DZIuFrh3dk98gh+y5dhU7duhbTnMmQIAIkrV2LU6yukzbw0zg6EPPUGNk4vcu5AVtV678oo/kYaK6cfYvvPZ6vF8QgPLzGoIVRvChtzyhXJoMXP0Y9A10DUd2csC4IgVGvau6sxlLbmWUC1HWvjbe+NSn4fBpYFQSgXg0HHsWPDOBfxf0RfW2ztcARBEO67Ru1q0HFYQ5w8Ci5qLAgPinotPHF0t6VFt9rIlVXsUpwkgXsAp0+fBiDE3xHWjYFvW0N8IbUkytVd7uQqXUJCudpy7NUTmZMT2hs3SN2zp7yhFajdgPbYO9uTGp/F2X03KqWP+8nVxx5Hd1t8ApzJSNVaOxxBKLMq9pNUqM50sbHo4uMxGu7jSLAkgVcT8AwEhQ02ChtkkjjtBUF4SGjvpp5SmAZyJUnCXmmPm9qtaix3FwShSDKZAi/vp1AqXdFoAq0djiAIgiAIZeTsZceQjx6l8WM+1g6lQImJiURHRwMQUL8h1G4DdTuBa8WsqChIwooVXHyiK6n//FPmNmS2tjj36wdAYiUVDFeo5IT09AfgwB/7yExNr5R+7hdJknh2WlueHBeMxsXG2uEIQpmJq7vCfWHU6dDGxqK9cQNDeuX8ApAkiXXr1hXwQMlP88WLF+Ps7FxhMT1IOnXqxPjx460dRpUydepUgoODK6y93bt3I0kSiYmJFdZmVRAZGYkkSYSFhVk7FOFeWst6GoIgPHh8a42izaObcXVpa+1QBEEQrCYlPpO9v1/gekT5ZnULwv0Udz2VuOup5vtKldyK0RQtPT2dWrVq4e/vj8avOTz3Jwz4MXcHbSb89TYkRldYn9mRVzGmp5O04c9yteMyZDAAqf/+S/a16xURWj6N2/uAfhfJN5ey9YffCt7Jzs2ULaQoChvTflYmycQEN+HBJwY1qolRo0YhSRKSJKFUKvHy8qJbt24sWrQIQylXRlTGhf3lK1eiCQpi3OdfILO3r9C2S8xoAKOR+Ix4riZfxc/fjzlz5ljsMnjwYM6fP18p3edc0M65eXh40LNnT06cKKbYVDGKu6B8b78F3RYvXszatWuZPn16uWKpbGvWrKFTp044OTmh0Who1qwZ06ZNIz4+vlL6mzhxIjt27KiUtu+3vD8jFAoFtWvX5rXXXiOhlMt9R40axdNPP22xzdfXl5iYGJo2bVqBEQsV4p4i4YmZiaRmp2IwitypgvCgkCQJlSr3y292dhwGg6gNJgjCw+X41ihObI/m2JaKz/EvCJUhNSGLjf87wdqvj3LzcpK1wymWj48PL730Es8++6xpgySBjUPuDvu+gcM/wi99oYKyb3iMf5Man36Cz9dflasdlb8/9u3agtFI4m+FDDiUk1wpIyCkKSCRcPNOwTs5+8IbR+GVfwq/vXHUtF8VocvWo9NWfC0SQbgfxKBGBYud9z9i588v+LH584md979K67tHjx7ExMQQGRnJpk2b6Ny5M2+++SZ9+vRBp9NVWr8l8fPixUyaNInVf20kIyPj/nZuNMKdCxBzEvTZpGnTSM1OLbDgplqtxtPTs1LDiYiIICYmhr/++ouEhAR69OhBUlLZ/sjJzs4udp927doRExNjvj3zzDPmcyXnNnjwYFxdXXFwcCi2PWv58MMPGTx4MK1atWLTpk2cPn2amTNncuLECZYuXVrmdgt6DY1GIzqdDo1Gg5ub9WdRVJS8PyN+/PFH/vzzT8aMGVPuduVyOd7e3igUigqIUqhQHoHg3gCUdhiNRmLSYriafBWtXuROFYQHUXLySQ4dforzFz6xdiiCIAj3VXBXX2oFutDsiapzMVAQiqJQyXB0V2PvbIOz14NTE6bQ73SNngS/9tDlQ5BVzKVEmVqN84ABSBXQnvPQoQAkrlmDoQTXScqi86h+9Hnra5778p0iAvEFn+DCb1VoQOPflef58e09XD4ea+1QBKFMxKBGRZPLuDN3Xr6Bjdj587kzdx7IK+8lt7Gxwdvbm5o1a9KyZUs++OAD1q9fz6ZNm1i8eLF5v1mzZhEUFIS9vT2+vr6MGTOG1FTTksjdu3fz/PPPk5SUZJ7VPXXqVAB+/fVXQkJCcHBwwNvbm2HDhnH79u1i44qMjGT//v289957BAYG8vvvv1s8nrMyZMuWLTRq1AiNRmO++Jrj8OHDdOvWDXd3d5ycnOjYsSPHjh0rtM8uXbrwxhtvmO5IEhgNxMUnYGPvyIn/TvBK/1eIjormrbfeMh9n3ljy2rBhAyEhIdja2uLu7k7//v3Nj82fP5/69etja2uLl5cXAwcOLPb18PT0xNvbm9atWzNz5kxu3rzJgQMHuHTpEn379sXLywuNRkOrVq3Yvn27xXP9/f355JNPGDVqFE5OTrz88svUqVMHgBYtWiBJEp06dbJ4jkqlwtvb23xTq9XmcyXvtnvTT+X0NXLkSDQaDX5+fqxfv57Y2Fj69u2LRqMhKCiII0eOWPS3f/9+OnTogFqtxtfXl3HjxpGWllbs61KUQ4cO8dlnnzFz5ky+/vpr2rVrh7+/P926dWPNmjU899xzQMGrCMaPH2/xmnTq1Ik33niDCRMm4O7uTrdu3cyrWbZs2UJISAg2Njbs2bOnwPRTixYtokmTJtjY2FCjRg3zeVbQipnExEQkSWL37t0FHldB7c+ZMwd/f3/z/Zxj+uyzz/Dy8sLZ2ZmPP/4YnU7HO++8g6urK7Vq1WLRokXFvo4573utWrXo3r07gwcPZuvWrebH9Xo9L774InXq1EGtVtOwYUO++eYbi3iXLFnC+vXrzZ+b3bt35zv2nNdzx44dhISEYGdnR7t27YiIiLCI55NPPsHT0xMHBwdeeukl3nvvvQpN9yUAMjmo7EEmR2/Uo1FpsFHYiCLhgvCAytbGk5V1i4SE/9DpUqwdjiAIwn3j6K6m7/gW+DWpPhOOhOrN1l7JU+OC6Tu+Bbb2SmuHU6SYmBjSi0sT7tUYRv0FTXKvh3DlX1j1HCSVP+WTUa8n/tdl6JOTy/R8h86dUXh5oY+PJ2XrtnLHUxCVjYqGbapPjTOFSoZea+Dm5bK95oJgbWJQo4QM6emF37JyUwB4jBmD22ujuTN3Hre/+QZDejq3v/mGO3Pn4fbaaNxeeKFE7VaULl260Lx5c9auXWveJpPJmDt3LqdPn2bJkiXs3LmTSZMmAaZZ/XPmzMHR0dE8i3/ixImAaUb79OnTOXHiBOvWrePKlSuMGjWqyP6NRiM/zJlDr9BQHB0defbZZ/npp5/y7Zeens6MGTNYunQp//77L1FRUeZ+AVJSUnjuuefYs2cPBw4coH79+vTq1YuUlIK/0L/00kssX76crJz3RqVh2R+b8PH2onf33vy57k9q1arFtGnTzMdZkL/++ov+/fvTu3dvjh8/br5IC3DkyBHGjRvHtGnTiIiIYPPmzXTo0KHI1+NearUpJYxWqyU1NZVevXqxfft2jh8/TmhoKE8++SRRUVEWz/n6669p2rQpR48eZfLkyRw6dAiA7du3ExMTY/Fel9fs2bNp3749x48fp3fv3owYMYKRI0fy7LPPcuzYMQICAhg5cqR51cupU6cIDQ2lf//+nDx5kt9++429e/fmDjCV0bJly9BoNIWuKihturQlS5agUCjYt28f3333nXn7pEmT+PzzzwkPD6dZs2b5nrdgwQJef/11XnnlFU6dOsWGDRsICAgoVd9lsXPnTm7cuMG///7LrFmzmDp1Kn369MHFxYWDBw8yevRoRo8ebS7sVhKXL19m8+bNKJW5f2AbDAZq1arFqlWrOHv2LB999BEffPABq1atAkzpuO5d6dOuXbtC+/jwww+ZOXMmR44cQaFQ8EKen3/Lli3j008/5csvv+To0aPUrl2bBQsWlOHVEUpKIVPg6+BLgHOAKBIuCA8od7dONG06j1Yhf6BQVN3VlYIgCILwMDIajdy5lnuNQq6UYe9c9Qsxr127lhkzZnDx4sWid5Qk0w1MGTE2vQtn18H+eeWOIeaDD7j1ySfc+vyLMj1fUihwHjQIgISVK8odT3HuXLvNoT93V3o/lalpx5oM+ag1jw+ub+1QBKFMRK6QEopo+Uihj9l37EDtPBdG4xcvASBuwULiFiw0b49bsJCMI0fxW/qLedvFJ7qiLyCnfaNz4RURNgCBgYGcPHnSfD/vbPw6deowffp0XnvtNebPn49KpcLJyQlJkvD29rZoJ+8Fybp16zJ37lxat25NamoqGo2mwL51SUn88ttvzPrwQzAYGDJkCBMmTODixYsWF4O1Wi0LFy6kXr16ALzxxhtMmzbN/HiXLl0s2v3uu+9wcXHhn3/+oU+fPvn6HTBgAGPHjmX9+vU888wzoLLn5982MGrwU0iShKurK3K53LzqpDCffvopQ4YM4eOPPzZva968OQBRUVHY29vTp08fHBwc8PPzo0WLFoW2da+4uDg+/vhjHBwcaN26NZ6enua2wTSL/Y8//mDDhg0WgwJdunSxGPCJjIwEwM3NrchjKYtevXrx6quvAvDRRx+xYMECWrVqxaC7fyy8++67tG3bllu3buHt7c3XX3/NsGHDzOdY/fr1mTt3Lh07dmTBggXY2tqWKY4LFy5Qt25diwvw5REQEMBXX+Xm7bx58yYA06ZNo1u3boU+75NPPuHtt9/mzTffNG9r1apVhcRUFFdXV+bOnYtMJqNhw4Z89dVXpKen88EHHwDw/vvv88UXX7Bv3z6GDBlSaDsbN25Eo9Gg1+vJzMwETCu3ciiVSotzvU6dOuzfv59Vq1bxzDPPoNFoUKvVZGVllehc+/TTT+nYsSMA7733Hr179yYzMxNbW1vmzZvHiy++yPPPPw+Yzq+tW7eaV40JFSD1Fuiywc7VtFpDEIRqwcuzp7VDEARBsBqdVk/EgZtos/QEd61t7XAEwcLRTVc59OdlOgxtSNMONa0dToncunWL2NhY5HI5NWuWImZJgv7fw67PoNO7udsNetNq8VJyHjyYlF27sXukZamfa25j0EDuLFhAxpGjZEacx7ZhgzK3VZSLR8JZ//X7IMlo0LoZzl6uldJPZXN0U1s7BEEoF7FS4yFgNBotZuXu2rWLbt26UbNmTRwcHBg5ciRxcXHFpgg6fvw4ffv2xc/PDwcHB3NKn3tXEuS1bc8e0jMz6fX000hyOe7u7nTv3j1fqhw7OzvzgAZAjRo1LFJb3b59m9GjR9OgQQOcnJxwcnIiNTW10L5tbGx49tlnzf2Enb3AibPnGTWwJxh06A16jBjJ1hedazEsLIwnnniiwMe6deuGn58fdevWZcSIESxbtqz4JZtArVq10Gg0uLu7Ex4ezurVq/H09CQtLY1JkybRuHFjnJ2d0Wg0nDt3Lt8x5qwUKcqePXvQaDTm27Jly4p9TkHyrlbw8vICICgoKN+2nPfq6NGjLF682KLv0NBQDAYDV65cydd+VFSUxb6fffZZgXHcew6XV2GvYVGv7e3bt7lx40ah50NlatKkCbI8eUa9vLws3ge5XI6bm1ux6eA6d+5MWFgYBw8eZOzYsYSGhjJ27FiLfRYuXEhISAgeHh5oNBp++OGHIj/jRcl7/tSoUQPIPVciIiJo3bq1xf733hfKKSMR0u/A3Z9zoji4IFQ/sbHbOHlyNAaDdWunCYIg3C/XIxLZvSyCQxuvkJUhfvYJVYfRaCQ5LgOjEYyG/PU7q6ozZ84Apol/OZkkSsw7CIauALVL7rY/x8HvL0BywdkwCmPXsiUBO3fiXIKU3oVRennhcPf7euJvK8vcTnHqBjdAYeuGJHPh6OaKm5AsCELpiJUaJdTw2NHCH5RbjkI32LeXOz/8QNyChUhKJUatFrfXRuP+8sv5CioF7LCsmVAZwsPDzXUXrl69Sq9evRg9ejTTp0/H1dWVvXv38uKLL6LVFl44Ni0tje7du9O9e3d+/fVXPDw8iIqKIjQ0tMhi1YuXLiU+MRGnPDUCDAYDx48fZ/r06cjvvnb3zsCXJMmikPeoUaOIjY1lzpw5+Pn5YWNjQ9u2bYvs+6WXXiI4OJhr166xaMlSnnj8Ufxq+UB2OvGGLHQGHWnaogdyivql7uDgwLFjx9i9ezdbt27lo48+YurUqRw+fLjIdEh79uzB0dERDw8PHB0dzdvfeecdtmzZwowZM8x/UAwcODDfMdrbFz/jOiQkxKK2Q87gQ2nlfV9yBhUK2mYwGMz/f/XVVxk3bly+tmrXzj+TysfHxyJOV9eCZzg0aNCAvXv3otVqi1ytIZPJ8hWAL+i8Luw1LOq1Le4PvJxBh7z9F/WZynlOSeIt6PNR0Lac96Ew9vb25hVSc+fOpXPnznz88cdMnz4dgFWrVvHWW28xc+ZM2rZti4ODA19//TUHDx4sst3CFHWu5N2W497XQigHoxG0GaZ/K9QYjUYi4iNQypX4OfqhlFXtvL6CIBRPq03gzNmJ6PWpXL+xHN9aI60dkiAIQqWr3diV2k3cqN3YFZlcpNMUqg5Jkuj8bCD1Q7zwbfRgzNw3Go2cPn0agKZNm5a/wcQoCFsBRj08Ohoca5Tq6XJN7vdxo8FQpgLiLkOHkLJ1K0nrN+D59tvISnD9pLRkCjndX3mfHb9c5eIxHW37ZWPn+GDWLEy+k8Hpf66jy9bTYWhDa4cjCKUiVmqUkMzOrvCbjWWOxLjFi4lbsBD3cWMJPHUS93FjTamoFi9Gdk/6ncLarCg7d+7k1KlTDBgwADDVgdDpdMycOZM2bdrQoEEDbty4YfEclUqFXq+32Hbu3Dnu3LnDF198weOPP05gYGCxs8Lj4uJYv349K1euJCwszOKWmprKpk2bSnwce/bsYdy4cfTq1ctcpPnOnTtFPicoKIiQkBB++OEHli9fzgsjhpoeyE7DXmmPSqWCYq6hNmvWjB07dhT6uEKhoGvXrnz11VecPHmSyMhIdu7cWWSbderUoV69ehYDGjnHOGrUKPr160dQUBDe3t7m1FJFUalMvzzzvmdqtZqAgADzzcHh/uTdbtmyJWfOnLHoO+eWE2deCoXCYp/CBjWGDRtGamoq8+fPL/DxxMREADw8PPLVR8k7aFIeDg4O+Pv7F3o+eHh4AFj0X1zfHh4e3Lx50+JifkXFWxJTpkxhxowZ5p8Be/bsoV27dowZM4YWLVoQEBDApUuXLJ5T0M+HsmjYsKG5HkyOe4vOC+WgywKMIMlAYUO2PhuD0YBWr0UhifkMglAdKJUuNG70JbVqjaSmz1BrhyMIgnBfSDKJJ8c2p/kTvihVpU9xIwgVLTM1d1KaJEkPzIAGmL67xsfHo1AoaNCgAlI1OdeGl3dC14/BN88q/PT4UjWTGXGeyEHPkLJ7d6lDsGvTBpW/P4a0NJL+3Fjq55dUYLt6ePk7osvSc2zr1Urrp7Jps/Uc3xbF2f0x6LLL/z1fEO4nMahRwWLnz+fO3Hm4jxuLx92ixh5jxuA+bix35s4jtpCLshUhKyuLmzdvcv36dY4dO8Znn31G37596dOnDyNHmmbv1atXD51Ox7x587h8+TJLly5l4cKFFu34+/uTmprKjh07uHPnDunp6dSuXRuVSmV+3oYNG8yzuwtiyMpi8bff4ubmxqBBg2jatKn51qxZM/r06VNgwfDCBAQEsHTpUsLDwzl48CDDhw8v0dLIl156iS+++AK9Xk+//gPB1gmUtqgVaurXrU/YgTCuX79e6ADJlClTWLFiBVOmTCE8PJxTp06ZazFs3LiRuXPnEhYWxtWrV/nll18wGAw0bFi20e2AgADWrl1LWFgYJ06cYNiwYcXOvAfw9PRErVazefNmbt26RVJSUpn6rwjvvvsu//33H6+//jphYWFcuHCBDRs25EtxVFqPPvookyZN4u2332bSpEn8999/XL16lR07djBo0CCWLDHVsenSpQtHjhzhl19+4cKFC0yZMsU886QiTJ06lZkzZzJ37lwuXLjAsWPHmDfPVBRNrVbTpk0bvvjiC86ePcu///7L//3f/xXZXqdOnYiNjeWrr77i0qVLfPvtt6Ua7CuvTp060aRJE3Par4CAAI4cOcKWLVs4f/48kydP5vDhwxbP8ff35+TJk0RERHDnzp1iV6MUZuzYsfz0008sWbKECxcu8Mknn3Dy5ElRwLqiaO+mwlPYgiRho7ChgUsDajvWFq+xIFQjnp49aNhgCjKx+koQBEEQKlVKfCaxUSkWt6izcSyfdoAtP54m6U6GtUMstZzvyg0aNMDGpoIKmvsEw2Pjc+9nJMD/WsGalyGzZNcqkjasJ/PMGWJnzir1an5JknAeMhiAhBUrKi0bgCRJPPpUXYxGA8c3b+F2ZOnSbVUVrjXsada5Fk+MbATia6LwgBGDGhVNb7AY0MiRM7CBvvJymm/evJkaNWrg7+9Pjx492LVrF3PnzmX9+vXmNE/BwcHMmjWLL7/8kqZNm7Js2TI+//xzi3batWvH6NGjGTx4MB4eHnz11Vd4eHiwePFiVq9eTePGjfniiy+YMWNGobHo7sSx+NdfeaprV4taADkGDBjAxo0buXXrVomObdGiRSQkJNCiRQtGjBjBuHHj8PT0LPZ5Q4cORaFQMGzYMGxdfcC1LqhdkCSJadOmERkZSb169cyz7O/VqVMnVq9ezYYNGwgODqZLly7mVDzOzs6sXbuWLl260KhRIxYuXMiKFSto0qRJiY7pXrNnz8bFxYV27drx5JNPEhoaSsuWxRfJUigUzJ07l++++w4fHx/69u1bpv4rQrNmzfjnn3+4cOECjz/+OC1atGDy5Mnmegrl8eWXX7J8+XIOHjxIaGgoTZo0YcKECTRr1oznnnsOgNDQUCZPnsykSZNo1aoVKSkp5gG9ivDcc88xZ84c5s+fT5MmTejTpw8XLlwwP75o0SK0Wi0hISG8+eabfPLJJ0W216hRI+bPn8+3335L8+bNOXTokEUR+PthwoQJ/PDDD0RHRzN69Gj69+/P4MGDefTRR4mLi2PMPT/LXn75ZRo2bGiuu7Fv374y9Tt8+HDef/99Jk6cSMuWLbly5QqjRo0qczF54R46UyF4lLmDv0q5EnulKBguCNWV0Wjkxo3VaLXJ1g5FEASh0hmNRm5cSODfFREihalQ6VLiM1n20QFWfXbY4vbn3BNkJGu5eOQ2K6YeICU+09qhlpjRaOTs2bNABaWeKsylnZAeBzEnQFGymh0eY8fiMmwYvj/9WKYJWc79+iHZ2pIVEUHG8bBSP7+kfBu7opDtJDtlM1sWLq60fiqTJEk8PrgB9Vt5oVCK1W/Cg0UyPmR/ASQnJ+Pk5ERSUlK+9D+ZmZlcuXKFOnXqiAtr5aRPTUUXG4vC0xN5JeQwLKno6Gj8/f05fPhwoQMEBqMBmSTG9wTB2rp164a3tzdLly61digPvrhLkJUMTrXAvuBB28ogfo8KgvVcvPglV6O+x82tM82bfY8k/rYRBKEay87Usfi9fWgz9fR+vRn+Qe7WDkmoxmKjUlj12eFi93vmg1Z41L4/qZ8rQmpqKmfPnqVFixZF1q4st+vHwGiAWiGm+0Yj3DptKjReSW588CFJa9fi+NST1LybbaMyHNu8n12LZ1G7WQ8GffBSpfUjCA+Toq7d5yUSawuVQq7RINdorNa/VqslJiaG9957jzZt2uQOaBiNoM8Go5EsSSI6JRqD0UB9l/oiJYsg3Efp6eksXLiQ0NBQ5HI5K1asYPv27Wzbts3aoVUPBp3p/3eLhMekxWCrsMXZxlkM4gpCNeXp1Ztr15fh6tIOkT9AEITqTmWroFnnWmSkanHxFitRBaEsNBoNrVu3Ln7H8qp5zwTTM2vh9xcg5AXoM7vYp2ecOYOqVi3kTk4l7tJl6BCS1q4lZdNmdO+/j8LFpbRRl0jLHu2o90hTnDwKv/D6IEhLyuJaeDy1m7ihdngwi54LDx9xZUOolvbt24efnx9Hjx61rBmSdhtun4WUmyjlSrL12WgNWnQ5FwAFQbgvJEni77//5vHHH+eRRx7hzz//ZM2aNXTt2tXaoVUPHg3BKwhUdmTps0jITOBW2i0kcaFTEKotR4emtGu7m9q1XxATNQRBeCi06VuPzsMDcfIoWUobQRCqiFumtFdovIvdNX75ciKfGcytzz4vdt+81EFB2DZpglGrJWnNmrJEWWIP+oAGwN/zT7J9cThRZ+KsHYoglJhYqSFUKH1SEka9HrmzM1IBtTTul06dOhWcW1VpZ/q/Ng2ZJMPPyQ8buQ0KmfgoCML9pFar2b59u7XDqN7kpp9rMkmGu9odI0ZxoVMQqjmVytX8b4NBh1abgI3N/UtBJwiCIAjVRWx0CheP3KJGgDP2ThVURLuKiIyMZPfu3bRo0YLmzZvf/wCemAyBvcAzTz3ShEhIvQ2+litHbAMbgcGAITsLo1aLVIo0WS7DhhLz4f+R8NsqXF94odKvUZ3bf5ILh47x5PhRldpPZajdxA0AuairITxAxEoNocIYjUa0N2+hvXEDfWKitcMpWM6ghj4b9NnYK+3FgIYgCNWaSq7Cy94Lb/viZ0IJglA9ZGfHERb2HMfDRqDTpVk7HEEQhEqVmpDJvjUXSb6TYe1QhAeYXmuwmBh56dhtjm2J4tx/MVaMqnKcOnWKyMhIIiMjrRdEzUdAmacG36Z34aducGCBxW52LVtQZ906as2eXaoBDQDHXr2QOTqijY4mbd++ioi6UNFnL/PXNx9w/r/fuXwsolL7qgytn6zDoPdbEfCIp7VDEYQSE4MaQsUxGlG4uSKzVSN3drZ2NAWTyUFxd3lytviSLwhCNZR0HeIuQmaytSMRBMFKjEY9aemXycy8QWraOWuHIwiCUKl2L4sgbFsUYTuirR2K8IDauTScn97Zw53oVPO2ei08qR/iSYPW1WtikF6v5+xZU/qnpk2bWjmau3TZYO8OchXUeyLfw7YNG5SpWZlajdPTfQFIWLGyXCEWx7dxXRw8miJTNeL0ntuV2ldlECv6hQeRGNQQKowkk6Fwd8cmoJ5VU08VS3W3kNzdQY2EzASupVxDq9daMShBEIQKkpViuhlNs80ydZkFp+MTBKHasrHxpFmzhYSErMHZ6RFrhyMIglCpmj/hi099Z/ybulk7FOEBkJaYxZUTsRbbstN1aDP1XD2dW0/Ao7YD3V9qSt3g6pXG8fLly2RkZGBvb4+/v7+1wzFRqKDvt/DmCfDIM4BxchVcO2q+a8jM5NZXX5Oya1eJm3YZMgSA1N270d64UWEhF6Tfux+g0vQkOlxLbHRKpfZVWYwGI5mp4tqY8GAQeXeEh4/KHtLvmAc14jPjydRl4qBywEnuZOXgBEEQysFoAF2m6d9KNVn6LC4lXkIhU9DApYGYgSMIDxEnRyvkyBYEQbAC30au+DZyLX5H4aGXEp/JLx/sRyaTeGHGY9jYmdIZPdLTnxbd/fD0cyjwebYaJXKFDL3OUGjbcoUMW03p0iNZw5kzZwBo3LgxcnkVq5/g6JP776Rr8Od40KbDC1ug9qPE/7KU+EWLSP7zT+y3tkGmVhfbpE3duti1aUP6gQMkrFqF5/jxlRa+h68jfo1VXDkRzb/L9/LYoPr59lE7OuLoXjVTPEWdiWP74rO4+mh4+q0W1g5HEIolBjWECqG9fRuZvT0yO7uqf9EsZ6WGNgMMepxtnNGr9NjIq1fxL0EQHkK6LMAIkhzkKrTaVGSSDJVcVfV/NguCUGnS0i5zLuJDGjeagVpd09rhCIIgCEKlS7yVTvj+GGzsFLQM9QPAwdUWVx97lDZy0hKzzYMaHrULHszI4eBqy/BpbYqcwW6rUeLgalvo41WBTqcjPDwcqEKppwqjsIXGT5kKiNdqBYDryBGk7d+P63MjSzSgkcNlyBDSDxwg8fc1eIwZg6RSVUrIyXduc37/DIwGHZHHIPJY/n0kmYKX5n1fJQc2HNxsyUjREnctFb3egFxehTOwCAJiUEOoAIbMTHS3TTkDbRo0qLRfEBVGrgKN192i4RJuarFMWRCEakJ7t0Cm0hYkCQeVA4GugeiNeuvGJQiCVUVETCYx8RDnL3xM82bfWzscQRCESqHXGog4dBMbtYJ6LaveBUOhcul1BowGIwqVafVBws00jm25isbVhhbda5sn+Ax6PwSFsvQrFBxcbav8oEVxLl68SFZWFg4ODvj6+lo7nKLZu0O/haDNhLvpzWVKBX5P20GD0mXYcHiiCwoPD3SxsaTs2IFjz56VETEZyckYDboi9zEadGQkJ1fJQQ1nLzv6T2yJp7+jGNAQHgjiLBXKTyZD7uKC3MkZmRUHNCRJYt26dSXZ0bSsUe1s/uWYY/HixThX1SLnlaxTp06Mr8SlmPdbdTueB83UqVMJDg62dhgPn5xBDUXuzCVJklDIxBwGQXiYNWr0FR7u3Qhs+Km1QxEEQag0Z/fdYNfScxxYfxmjQdQTe5gc2niFRRP3cO7ATfM230auNGjtRbv+AeQtL1eWAY3qwtbWlnr16tGsWTNkVbkOal7KPANJR3+GsF/h1wGQnY4hLQ19SvG1KySlEudBAwFIWL6isiJ94EmSRI0AZ+SKB+TcEB564kytYCnxmcRGpRR6S4nPrJR+R40ahSRJSJKEUqnEy8uLbt26sWjRIgyGwvM+FqS0F/ZlKhWqmjVR1io8ncHy5cuRy+WMHj26VLFUJn9/f+bMmQOA0WgkQ5dBv4H9OH/+fKX0t3v3bvN7JEkSHh4e9OzZkxMnTpSr3cjISCRJIiwsrET9FnRbvHgxa9euZfr06eWKpbIUd4wVRa/X8/nnnxMYGIharcbV1ZU2bdrw888/V2q/Fa2kA3x5zwGNRkPz5s1ZvHhxhfQ3ceJEduzYUeq2hHIyr9Qo+XJsQRCqP7W6Js2aLcTGpnoVOxUEQcirYRtv3Gra0/gxHwxiUKPaSkvK4sye6xj0udc5FEoZ2Zl6rp9PyN2mktPthSbUD/FCJhNpWMF0DWTEiBF07drV2qGUTaMnIegZ6PJ/pJ+O4HLfp7n1ySdYjFoVwvmZZ0AuJ/3wYbIuXrwPwQqCUNnE1M0KlBKfybKPDhRbPGr4tDaVsmyxR48e/Pzzz+j1em7dusXmzZt58803+f3339mwYQMKReW+3UXla1+0aBGTJk1iwYIFzJo1Czs7u0qNpVhGo+mWmQxGIzfTbhKfGY+b2g1vT+9K7ToiIgJHR0eioqIYN24cPXr04Ny5czg5lb5IeXZ2drH7tGvXjpiYGPP9N998k+TkZIsL9U5OTqhLkZOyupo6dSrff/89//vf/wgJCSE5OZkjR46QkJBQ/JOrgOzsbFSlXC31888/06NHD9LS0vjtt994/vnnqVGjBqGhoeWKRaPRoNFoytWGUAYymamehlJNli6LmLQY7JR2eNpVveXNgiBYT0LiYWSSAicnUQRSEITqQ2WrYPD/tRZ1xKoxo8HIyumHyEzV4uxlR80GLgA0fNQbn/rOePk7WjnCB8MD+xlx8IYBP4DRiHTiBNobN0jLzkT/bTfkA2ZCjeaFPlXp7Y2mcydSt+8gYeVveP/fh/cv7geI0WgkbFs0V8/E0XVUIzQuD3bKNaF6Eys1KlBmqrbIAQ0w5XksqrhUedjY2ODt7U3NmjVp2bIlH3zwAevXr2fTpk0Ws69nzZpFUFAQ9vb2+Pr6MmbMGFJTUwHTrP7nn3+epKQk8wzuqVOnAvDrr78SEhKCg4MD3t7eDBs6lOunT2PQFn08kZGR7N+/n/fee4/AwEB+//13i8dzVoZs2bKFRo0aodFo6NGjh8WF+MOHD9OtWzfc3d1xcnKiY8eOHDtWQNWlu7p06cIbb7xhsS0uLg4bGxt27txJp86duRoVxVvvT0GSyfBx8EEmyfjt19/yrVLZsGEDISEh2Nra4u7uTv/+/c2PzZ8/n/r162Nra4uXlxcDBw4s8rUA8PT0xNvbm9atWzNz5kxu3rzJgQMHuHTpEn379sXLywuNRkOrVq3Yvn27xXP9/f355JNPGDVqFE5OTrz88svUqVMHgBYtWiBJEp06dbJ4jkqlwtvb23xTq9XmcyXvtnvTNeX0NXLkSDQaDX5+fqxfv57Y2Fj69u2LRqMhKCiII0eOWPS3f/9+OnTogFqtxtfXl3HjxpGWllbs61Ja//zzD61bt8bGxoYaNWrw3nvvodNZ5q/U6XS88cYbODs74+bmxv/93/9hLGIWx59//smYMWMYNGgQderUoXnz5rz44otMmDDBvE/eFT45goODzZ8TMP2RuGDBAnr27IlaraZOnTqsXr3a/HjOypOVK1fSrl07bG1tadKkCbt37y7VMXbq1Ik33niDCRMm4O7uTrdu3fD39wegX79+SJJkvl8YZ2dnvL29qVevHh988AGurq5s3brV/Hhxn73C+rs3/dSoUaN4+umnmTFjBjVq1MDNzY3XX38dbZ6fHzExMfTu3dv8mi1fvrzA11sogmtd8A4CpR0ZugzStGmkaSv+8ycIwoPrTtxujh9/llOnXicrK9ba4QiCIFSoB/ZirZBPWlIW//1xiW2Lzpi3STIJ/yA3vOo4YtDnfq+zd7bBu64TkliRUahz586RnJxs7TAqhiShDg6m5pzZ1B3hhPzOYdg/r9inuQwZCkDSunUY0tMrO8oHkiRJXDp+m+sRCUSHx1s7HEEokhjUKCFtlh5tlt7igqheZ0CbpUevLV16pwLbzbM8Vq8ve3v36tKlC82bN2ft2rXmbTKZjLlz53L69GmWLFnCzp07mTRpEmCa1T9nzhwcHR2JiYkhJiaGiRMnAqZZ4NOnT+fEiROsW7eOyxcv8sJrr6GNvFrkheJFixbRu3dvnJycePbZZ/npp5/y7ZOens6MGTNYunQp//77L1FRUeZ+AVJSUnjuuefYs2cPBw4coH79+vTq1YuUQvInvvTSSyxfvpysrCzztmXLluHj40Pnzp1Zu3YttXy8mTbxNWIuneb6jesEugbiZGO5WuKvv/6if//+9O7dm+PHj7Njxw5CQkIAOHLkCOPGjWPatGlERESwefNmOnToUNxbYiFndYRWqyU1NZVevXqxfft2jh8/TmhoKE8++SRRUVEWz/n6669p2rQpR48eZfLkyRw6dAiA7du3ExMTY/Fel9fs2bNp3749x48fp3fv3owYMYKRI0fy7LPPcuzYMQICAhg5cqT5/T916hShoaH079+fkydP8ttvv7F37958A0zldf36dXr16kWrVq04ceIECxYs4KeffuKTTz6x2G/JkiUoFAoOHjzI3LlzmT17Nj/++GOh7Xp7e7Nz505iY8t/kWfy5MkMGDCAEydO8OyzzzJ06FDCw8Mt9nnnnXd4++23OX78OO3ateOpp54iLi6uTMe4b98+vvvuOw4fPgyYVmDExMSY7xdHr9ezatUq4uPjUSqV5u3FffZK09+uXbu4dOkSu3btYsmSJSxevNhiwHXkyJHcuHGD3bt3s2bNGr7//ntu375doviFPCQJJAk7pR0+Gh9cbV2tHZEgCFWIs1MIdnZ1cHZpjUJhb+1wBEEQKkXMxUSObblq7TCEUtDrDGSk5MlEYIRjW65y/tAt0pJyv9d3HtGIge+G4NtI/I1bUpmZmaxevZpZs2aZv29WB47duyMf/D0ED4dueVJp67IKTEll364tytq1MaSmkrRx432M9MHSrEstHh/cgFqB4jMmVG0i/VQJff/mPwC88PVjqB1M6V2Ob43i4IbLNG5fg84jGpWp3V8+3E9mqpYhH7XGzceUquXc/hiaPF54fYrSCgwM5OTJk+b7eWfj16lTh+nTp/Paa68xf/58VCoVTk5OSJKEt7dlGqYXXnjB/O+6desyZ8YM2nbqRIaNCptCZsQYDAYWL17MvHmmUfMhQ4YwYcIELl68SEBAgHk/rVbLwoULqVevHgBvvPEG06ZNMz/epUsXi3a/++47XFxc+Oeff+jTp0++fgcMGMDYsWNZv349zzzzDGC66JpTe8TV1RW5QoGDxg5vFw24+BQY/6effsqQIUP4+OOPzduaNzctaYyKisLe3p4+ffrg4OCAn58fLVqUPI1DXFwcH3/8MQ4ODrRu3RpPT09z2wCffPIJf/zxBxs2bLAYFOjSpYvFgE9kZCQAbm5u+d6z8urVqxevvvoqAB999BELFiygVatWDBo0CIB3332Xtm3bcuvWLby9vfn6668ZNmyY+RyrX78+c+fOpWPHjixYsABb24pZujh//nx8fX353//+hyRJBAYGcuPGDd59910++ugjc9EzX19fZs+ejSRJNGzYkFOnTjF79mxefvnlAtudNWsWAwcOxNvbmyZNmtCuXTv69u1Lz549Sx3joEGDeOmllwCYPn0627ZtY968ecyfP9+8zxtvvMGAAQMAWLBgAZs3b+ann35i0qRJJT7GgIAAvvrqq3z956zAKM7QoUORy+VkZmai1+txdXU1xw3Ff/Y8PDxK3J+Liwv/+9//kMvlBAYG0rt3b3bs2MHLL7/MuXPn2L59O4cPHzYPHP7444/Ur1+/2GMQ7jIaTQMad6nkKlTy0qUjEwSh+lMoNDzSciUKhZOY0SwIQrWUFJvB2hnHQIK6wR44e1k59bFQrHP/xbDnt/PUbenJEyNN11bsnW14pIcfbjU1qNS5l65EfYzSi4iIQK/X4+7ujqtrNbtQ7egDT88ndc9ekC6jeaw97JgG149C75ng1cS8qyST4TJkCLe/+oqElStxHjRI/C1UgAatKjcluyBUFLFS4yFgNBotflDv2rWLbt26UbNmTRwcHBg5ciRxcXHFpgg6fvw4ffv2xc/PDwcHB57o1QuA64WslgDYunUraWlp5ovC7u7udO/enUWLFlnsZ2dnZx7QAKhRo4bFDO3bt28zevRoGjRogJOTE05OTqSmpuZbxZDDxsaGZ5991txPWFgYJ06cYNSoUXn2uvuaZBd+3GFhYTzxxBMFPtatWzf8/PyoW7cuI0aMYNmyZaSXYAljrVq10Gg0uLu7Ex4ezurVq/H09CQtLY1JkybRuHFjnJ2d0Wg0nDt3Lt8x5lzwLcqePXvMNQ00Gg3Lli0r9jkFadasmfnfXl5eAAQFBeXblvNeHT16lMWLF1v0HRoaisFg4MqVK/naj4qKstj3s88+K1Fc4eHhtG3b1uK8bt++PampqVy7ds28rU2bNhb7tG3blgsXLqDX6wtst3Hjxpw+fZoDBw7w/PPPc+vWLZ588kmLi/wl1bZt23z3712pkXcfhUJBSEiIeZ+SHmNJzoeizJ49m7CwMLZt20ZwcDCzZ8+2GHAs7WevKE2aNEEul5vv5/2cR0REoFAoaNmypfnxgIAAXFxcynF0D5nEq3DrDGQ8GDVgBEGwHqXS2eL3S2bmDStGIwiCULGcPNTUa+lB43Y1kCnEBcuqJqfQd/KdDPM2jast2Zl6bkcmW2SBaPN0Peq38kKpkhfUlFBCp0+fBkzfx6rjRfzkLVuJfvllbrz/HvpbUXBsKUT9B8n5/75x6vc0kkpF1tlwMvNM/q0IakdHJFnRc8clmQK1o6j9IggVQazUKKFXvukIgEKVOw7Uonttmj/hW66ZAiM/bWdqV5nbbmC7GmVuryDh4eHmugtXr16lV69ejB49munTp+Pq6srevXt58cUXLXLb3ystLY3u3bvTvXt3fv31Vzw8PIiKiiI0NLTI5y1atIj4+HiLwuAGg4Hjx48zffp08wXOvOluwJTHL+8fM6NGjSI2NpY5c+bg5+eHjY0Nbdu2LbJQ9ksvvURwcDDXrl1j0aJFPPHEE/j5+eXp5O5rrs8CvY4Mo5bY9FgMxtz0X0UVz3ZwcODYsWPs3r2brVu38tFHHzF16lQOHz6cry5HXnv27MHR0REPDw8c8/wye+edd9iyZQszZswgICAAtVrNwIED8x2jvX3xqSJCQkIICwsz388ZfCitvO9Lzh8/BW0zGAzm/7/66quMGzcuX1u1a9fOt83Hx8cizpLOGrl3oC5nW96Yykomk9GqVStatWrFW2+9xa+//sqIESP48MMPqVOnDjKZLF+6taI+A3mVJLacfUp6jCU5H4ri7e1NQEAAAQEBrF69mhYtWhASEkLjxo2Bsn32ClPQ5zzn3CkshV1Rqe2Ee2gzQJ8NkgytXkuGLgO1Qo1Sriz+uYIgPJQMBh2XLn3FtevLCHlkFQ4OTYp/kiAIwgMg9OWm1fLibXWwY/FZosMTaNu/Hi27m76f+wQ4MWDSI3j5O4r3rYKlp6dz6dIlAJo2bWrlaCqHplNHVAH1sG/bDsnBHcbshzN/QP1uuTslXQdHHxQuLjj27EnS+vUkrFiJunnhxcVLy9Hdk5fmfU9GEbVL1I6OOLp7VliflUWbpef6+QTkchm+javZ6h6h2hCDGiWktMk/M0CukCEv5ytYYLvyiltAs3PnTk6dOsVbb70FmOpA6HQ6Zs6caU5fs2rVKovnqFSqfDPZz507x507d/jiiy/wcXXFmJXF4bu1HAoTFxfH+vXrWblyJU2a5H5JNhgMPP7442zatKnA1FEF2bNnD/Pnz6fX3dUh0dHR3Llzp8jnBAUFERISwg8//MDy5cvNKbAsjjNnsVJ2GjKVLdl604Vag9GATJLRrFkzduzYwfPPP19gHwqFgq5du9K1a1emTJmCs7MzO3futCgmfq86deoUOOixZ88eRo0aRb9+/QBITU01p5YqikplSi+T9z1Tq9UWs+3vl5YtW3LmzJkS961QKMoUZ+PGjVmzZo3Fhf/9+/fj4OBAzZq5qdsOHDhg8bycmhB5VwuUpC/AvJLJw8PDooh9cnJygatQDhw4wMiRIy3u35ue7MCBA+Y6LDqdjqNHj5pTjZX0GAuiVCoLXY1SlICAAAYMGMD777/P+vXrgZJ99sraX16BgYHodDqOHz/OI488AsDFixdJTEwsV7sPDYMBdJmmfyvUpGnTuJ56HTulHXWc6lg3NkEQqixJkkhLv4jBkElCwgExqCEIQrUhLoxbn06r58hfkUSHx9Pv7ZYo7q62qBvsQVaGHnsnG/O+MrkM77pOhTUllEN4eDgGgwEvLy9z6uDqRmZjQ53ff0dmTndtB+3G5u6QnQ6LeoBTLRjwAy7DhpK0fj3Jf/+N57uTUFRgdgBHd88HYtCiOBEHb/LP8gh86juLQQ2hyhLpp6qRrKwsbt68yfXr1zl27BifffYZffv2pU+fPuaLq/Xq1UOn0zFv3jwuX77M0qVLWbhwoUU7/v7+pKamsmPHDu7cuUN6ejq1a9dGpVIxb948zh89yh/LljE9T82LgixduhQ3NzcGDRpE06ZNzbdmzZrRp0+fAguGFyYgIIClS5cSHh7OwYMHGT58eJGrKHK89NJLfPHFF+j1evNgQd7j/PdgGNdjbnPnZjQqmQoXWxdkkgzpbmqqKVOmsGLFCqZMmUJ4eDinTp0y1y/YuHEjc+fOJSwsjKtXr/LLL79gMBho2LBhiY/r3mNcu3atOVXWsGHDzLPYi+Lp6YlarWbz5s3cunWLpKSkMvVfEd59913+++8/Xn/9dcLCwrhw4QIbNmxg7NixxT+5FMaMGUN0dDRjx47l3LlzrF+/nilTpjBhwgTzYB2YLsBPmDCBiIgIVqxYwbx583jzzTcLbXfgwIHMnj2bgwcPcvXqVXbv3s3rr79OgwYNCAwMBEw1JpYuXcqePXs4ffo0zz33XIGDJKtXr2bRokWcP3+eKVOmcOjQoXwF07/99lv++OMPzp07x+uvv05CQoK5dk1Jj7Eg/v7+7Nixg5s3b5KQULpURG+//TZ//vknR44cAUr22StPfzkCAwPp2rUrr7zyCocOHeL48eO88sorqNVq8aW0JHIGNCQ5yJUggY3CBrWi+J+TgiA8vCRJTpPGs2ne7Adq137R2uEIgiBUuLTELA5uuIw2q3wTcITi6XUGkmJzU0rJFTIiDt7k9tUUos/lfkdo0qEmg94LoeGjIm///ZCTeqq6rtLIIbunfqdRp8u9c+M4pMVCYhSoXbBt1gybxo0wZmeT9Me6+xvoA8K3kSsOrra4+diL7AlClSUGNSqQrUaJXFH0SypXyLDVVE4qkM2bN1OjRg38/f3p0aMHu3btYu7cuaxfv9580TU4OJhZs2bx5Zdf0rRpU5YtW8bnn39u0U67du0YPXo0gwcPxsPDg6+++goPDw8WL15sSk/TvTszFy3i6wKKE+e1aNEi+vXrV+AF2AEDBrBx40Zu3bpVomNbtGgRCQkJtGjRghEjRjBu3Dg8PYsf/R46dCgKhYJhw4blK1I9bdo0Iq/dpF77vnjUDUKSJOyUpjRZORdRO3XqxOrVq9mwYQPBwcF06dKFgwcPAqbCyGvXrqVLly40atSIhQsXsmLFCotVKaUxe/ZsXFxcaNeuHU8++SShoaEW9QUKo1AomDt3Lt999x0+Pj707du3TP1XhGbNmvHPP/9w4cIFHn/8cVq0aMHkyZOpUaN8KdVyBncUCtPSqJo1a/L3339z6NAhmjdvzujRo3nxxRf5v//7P4vnjRw5koyMDFq3bs3rr7/O2LFjeeWVVwrtJzQ0lD///JMnn3ySBg0a8NxzzxEYGMjWrVvNfb///vt06NCBPn360KtXL55++mmLejA5Pv74Y1auXEmzZs1YsmQJy5YtM6/6yPHFF1/w5Zdf0rx5c/bs2cP69etxd3cv1TEWZObMmWzbtg1fX99SFa8H0wqnrl278tFHHwEl++yVp7+8fvnlF7y8vOjQoQP9+vXj5ZdfxsHBocIKzFdr2rtfIJVqkCScbZwJcA7Ay65sqecEQXh4KJVOuLt3sXYYgiAIFc5oNLL+mzCO/B1J+P6Y4p8glFnMxUQWvbOXvxfk1iiQJInWT9al24uN8anvbLFduD+ysrLM9Rir+6BGDn1iItcnTeLG+x/kbvRvD28cgoGLQGWPJEm4DBmC2iOLhN9WYCzBZNKHjZOHmhGftqXD0IbiMytUWZLxIRtyS05OxsnJiaSkJIt6BgCZmZlcuXKFOnXqlPkiWkp8JpmphefXt9UocXB98C/QFZTvvyqKjo7G39+fw4cPl2iAQKiaDhw4QNu2bYmNjTVf9K/KJEnijz/+4Omnny7w8cjISOrUqcPx48cJDg6+r7E9SK5du4avry/bt2/niSeesHY4VVvSNdPsI3sP07JqK6mI36OCIFiPTpdKePh7eHk9iadnqLXDEQRBKLdTu69x4cgtWvWpg2+gSKFSEdKTs7lyIhYnTztqNTSl7clM0/LzO3ux0SgZ9tGjlTaRUyi9zMxMrl69WuaMEg+ajBMniBw6DIC6f27ApoAJiACGM38jWz2U1Js28OzvaB7rcD/DFAShCEVdu89L1NSoYA6uttVi0KI4VX1AQ6vVEhMTw3vvvUebNm1KPKBhNBpJyU4hXZeOp50nMkksZrImnU5HZGQkX3/9Nc2bN38gBjSEstu5cyepqakEBQURExPDpEmT8Pf3N9cdEYqQZ6XGgzLoLAhC1XPt2q/cjt1EQuIBXF0fQ6Gwt3ZIgiAI5dK0Q02COllvwkd1dHJXNEc3XaVeSw/zoIatvZJn/q8VLt72yGTi79CqxNbW9qEZ0ABQN2+O13vvoW7erNABDQBZ5m2MKMhOUpC2cpUY1ChCWmIW9s42xe8oCPeZGNQQSkyXkICkskFub2ftUIq1b98+OnfuTIMGDfj999+L3jkzGTISwEYDaleup17HYDTgpHJCrRT56K3p9OnTtGvXjuDgYH755RdrhyNUMq1WywcffMDly5dxcHCgXbt2LFu2DKVSzPQqltIOjAZQ2pGUlcTt9Ns42zrjaffgF6kTBOH+qV37RVLTzuFb6zkxoCEIQrUgiQvs5XJkUyTnD92i66hGePqZZsvWDfYg+mw8Neo5W+zr5qOxQoRCYQwGQ7G1GKsr15Ejit/pkVFky+sQO+IVDPpdaG/eRKmRwdV90PhpEJPEMOgN/PbpYeJvpDHik7Y4uovrY0LVIgY1hBIx6nRoY2LAYEBVpw5y+6r9RbdTp04lL2akzYCMeDDqkezccLZ1xmg0ilUaVUBwcDDp6enWDqPUijv3/P39RbGtAoSGhhIaKtKdlIlTTfM/M7IS0Rq06I2iIKYgCKUjkylp2mSOtcMQBEGocHqdgfOHbuFSww7vOk7WDqdK0usMxF1PNQ9eANyJSiEhJo0rJ+6Yt3v6OTLo/VbWClMooQMHDnDq1Cnat2//0NTTKIguLg5tdDTqAtI+2wR3xDb4UdIPHyZx1Wo8fM/AiRXQZgz0+Dx/Yw8ZmVyGjVqBJEFsdIoY1BCqHDGoIZSM0YjcyQljZiYyu6q/UqNUVHcHaLLTwGikhn35iloLgiBYk6edJ442jsglubVDEQThAZeZdZOE+P+oUaOftUMRBEEol4PrL3N8WxR+Td3o80Zza4dT5WSkZPPrRwfQZel5YcZj2NiZVko361KLui088GvqZuUIhdI6ffo0MTExD+QkwYqSGR5O1AsvglxOvY1/Ind2zrePy9AhpkGN1atwn9oDSaGGoIH3P9gqqvOIQOwcVeafCYJQlYhBDaFEJKUSVc2a1TNXu9IOkMCgA302KESuQEEQHiB6LcjkcHd1mVwmx15WtVfTCYJQ9WVl3+Hw4b5kZ8ehUrnh5iZyTQuC8OBq/LgPF47cwqeBc/X8TlsKGanZXAm7g9FopMnjptW+agcV9s42ZKZmk3Ar3byaxae+izVDFcooPj6eGzduIEkSjRs3tnY4VqOqWxe5myuSXIE+MbHAQQ2Hrl2Ru7uji71DijYExwlnwc41d4fTa0CmhEZPPpQpqVy8xfdKoeoSgxpCqVTLP/5kMlCqQZtuWq2hsMFoNKI1aJFJMhQy8TERBKEKS7oGmUng5Av2YhadIAgVw0bljrv7EyQnhaFW+1k7HEEQhHJx9rRjxKftHtoi1kaD0Vxf5OalJHb9eg6Nqw2NH/Mxf8d/alxz7JxsHtrXqDo5ffo0AHXq1EGjeXhrnchsbKj93XcoPDyQVKoC95FUKpwHDiBu4XckrFyJY4886ZDT4+Gvt001WActgSZP35/ABUEoEVE0QCiS0WhEFxuLQau1diiVS3X3F312GgDXU69zIeECSVlJVgxKEAShBLQZgBHkStK0adzJuEOGLsPaUQmCUA00bDCFkJDfsbMTgxqCIDz4HsaL9Wf33mDFtIOc2XvDvM23kSs1Apxo8nhNDLrcOn8aF9uH8jWqjs6cOQPwUNfSyKGsWbPQAY0cLs88AzIZ6QcOkHX5Su4DClto9TL4tIDAPpUcadV17Vw8m78/zYkd0dYORRAsiEENoUiGlBS0t26RffESRoPB2uFUnrx1NQAbuQ0SEjqDzopBCYIgFMOgB32W6d9KNclZydxKu0ViVqJVwxIEoXqQyWyQy3NrqWVkXMdoNBbxDEEQhKrv5uUkIg7etHYYFU6vNxB9Lh6DPvd7e2aalvgbaVw5EWveplDJ6T/xEUJ6+iNXiktC1c3t27e5desWMpmMwMBAa4dTZRiNRhLXrePmtGn5HlP6+KDp2BGAxN9W5j6gsoMuH8JLO0CuyGkI1r4K5/4y/fshkBSbwaVjt7l07La1QxEEC+I3mFA0uRyZnR1yF2ckWTU+XXIGNTCC0YCrrSsNXRviZe9l1bAEQRCKpMs0/V+mALkStUKNg8oBe4XIfSoIQsW6eetPDhwM5dq1X6wdiiAIQpnduJDAmq+O8u+KCLIzqs8ENqPRyIqpB9kwJ4yYS7nZBgJCPOn6fGO6vdDEitEJ91POKo2AgADs7OyK2fvhkX3lCjEffEjC8hWk7tuX73GXYUMBSPxjHYaMe1a9y+S5/z6zFk6uhN9fhLRYHgZ+Td1o1acO7QYEWDsUQbBQja9SC6XRqVMnxo8fb77v7+/PnDlzkNvbY1O3LgpPzxK1M2rUKJ5++unKCbIyyZXgHQSejUCSIZfJkef9xfWAkiSJdevWWTsMoZoq7OeGtTyU57v27h/cSjUAzrbO1HasjaONoxWDEgShOsrOisVgyCAufo9YrSEIwgOrRj1n3GppqNvSE532wcxEkJ2h4+zeG+z7/YJ5myRJ1KjnhNpBSXpStnm7o5uaho96Y2uvtEaoghXUrl2bxo0b07x5c2uHUqXY1K2L++jReLz1FvaPPprvcfv27VH6+mJITib5778Lb6hBD3hsAnR+HzR5rpNV48wmGhdbWvepg3ddJ2uHIggWxKBGJTEY9ESfOUn4vn+IPnMSg0Ffqf2NGjUKSZLy3S5evFgh7d+7SiMyMhJJkggLC7PY/s0337B48eIK6bM0Fi9ejLOzc4GPOTs7m2M6ceIENjY2bNiwwWKfNWvWYGunMRfUyjF16lSGDBkCFH7BdPz48XTq1Ml8v7iBnd27d5vfH5lMhpOTEy1atGDSpEnExMQUe6ylERMTQ8+ePSu0zYLkPecUCgW1a9dmwoQJZGVlVWg/U6dOJTg4uELbrKqio6N58cUX8fHxQaVS4efnx5tvvklcXJy1QyuzqVOnWpz7Pj4+DB8+nOjo0uXmLOw8uF/ne5Vyz6CGIAhCZfH1fZ6mTb6hebPvzEVlBUEQHjSSTOKZ90N4YmQj7ByLzrNfleh1uRdMszP17Pr1HGE7oklLyv2+1X5QfUZ9+Rj1W4lsAw+zevXq8cwzz9CkiVidcy+PcWNxf/UVJIUi32OSTIbL4GcASFixMt/jZip76DoF2r+Zuy3uEsxvAxGbITEaboQVfksUdSkEoaLk/yQL5Xbh4H52Lv6e1Pg75m0aV3e6jHqF+o+2q7R+e/Towc8//2yxzcPDo8zt6dPTMRoMpUo75eRUtUdumzdvzuTJk3nllVdo3749bm5u3L59m9GjR/Pxxx+bCmkZjSBJpGvT+f2P3xkzfkylxBIREYGjoyPJyckcO3aMr776ip9++ondu3cTFBRUIX14e3tXSDsl8fPPP9OjRw+0Wi0nTpzg+eefx97enunTp9+3GKqLy5cv07ZtWxo0aMCKFSuoU6cOZ86c4Z133mHTpk0cOHAAV1fXSutfq9WiVFbObK4mTZqwfft2DAYDly5d4vXXX+eZZ57hv//+K3fb9/N8rzJyBjUUanQGHTJJhkwS8xUEQah4kiTh5WVZJNNoNIoBDkEQHjgy+YPzt1LkqTv898clPP0deWJkIwA0LjYEtquBk7vaorC3WI0hCCVnNBrRXr+BqlZN8zan/v2J/WYumadPk3HqFOqSXpf55yu4EwH758H1w6ArYnKnwgbeOArOvuU8gvvLYDASezWFm5eTaP7EgxW7UH09OL/NHxAXDu5nw6zPLAY0AFLj77Bh1mdcOLi/0vq2sbHB29vb4iaXywtcOXDv6oJ89HoMSUlob9wo8OE6deoA0KJFCyRJMrd1b1+dOnVi7NixjB8/HhcXF7y8vPj+++9JS0vj+eefx8HBgXr16rFp0yaL9s+ePUuvXr3QaDR4eXkxYsQI7tyxfE3L6v3336d27dq8/vrrALz66qvUr1+fiW+9CXcuwK3TYDQSFRVFRHgErTu3rpB+7+Xp6Ym3tzcNGjRgyJAh7Nu3Dw8PD1577TWL/X7++WcaNWqEra0tgYGBzJ8/3/xYdnY2b7zxBjVq1MDW1hZ/f38+//xz8+P3ri7Zv38/wcHB2NraEhISwrp16yxW3OSsItmxYwchISHY2dnRrl07IiIiij0eZ2dnvL298fX1pU+fPjz11FMcO3bMYp8FCxZQr149VCoVDRs2ZOnSpRaPR0VF0bdvXzQaDY6OjjzzzDPcunULMK3G+fjjjzlx4oR5tn/OCpzExEReeeUVvLy8sLW1pWnTpmzcuBGAuLg4hg4dSq1atbCzsyMoKIgVK1ZY9FuW8zTntfrrr79o3rw5tra2PProo5w6darY16o4r7/+OiqViq1bt9KxY0dq165Nz5492b59O9evX+fDDz8ETOdymzZt8j2/WbNmTJkyxXy/qHMoZ9XVqlWr6NSpE7a2tvz6668let3KQqFQ4O3tjY+PD48//jgvv/wyBw4cIDk52bzPu+++S4MGDbCzs6Nu3bpMnjwZrVYLFH0e5D3fc45r7dq1dO7cGTs7O5o3b55v8OSHH37A19cXOzs7+vXrx6xZswpd9VUlqV3A1gVUdsSmxxIeF05s+sOR21UQBOsxGo1ERi7k/PmPrR2KIAhCmaUlZRG2ParKpNTLKfSdmpB7QVShkhN/I42o03EYDblxPjGyESG9/FE7PDirTYTKZTQa2bdvH7Gx4rtAcXTx8US/+CKRQ4agS0gwb1e4uuLQswdQzGqNe/WeCe3HQ5vXih7QANPj6Q9e9gVdtp61M46yd/UFkmLTrR2OIABiUKNYRqMRbWZmiW5Z6Wns/Pm7Itvbufg7stLTStSeVf+4kiSQyZAXcnHv0KFDAGzfvp2YmBjWrl1baFNLlizB3d2dQ4cOMXbsWF577TUGDRpEu3btOHbsGKGhoYwYMYL0dNMPxpiYGDp27EhwcDBHjhxh8+bN3Lp1i2eeeaZCDk0ul7NkyRLWr1/PsGHD2LJlC4sXL0autAFtOhh0oMtg26ZttHusHY1rNr4v74VarWb06NHs27eP27dvA6YLrh9++CGffvop4eHhfPbZZ0yePJklS5YAMHfuXDZs2MCqVauIiIjg119/xd/fv8D2U1JSePLJJwkKCuLYsWNMnz6dd999t8B9P/zwQ2bOnMmRI0dQKBS88MILpTqW8+fPs2vXLh7Nk6vyjz/+4M033+Ttt9/m9OnTvPrqqzz//PPs2rULMH3Wnn76aeLj4/nnn3/Ytm0bly5dYvDgwQAMHjyYt99+myZNmhATE0NMTAyDBw/GYDDQs2dP9u/fz6+//srZs2f54osvkMtNNVEyMzN55JFH2LhxI6dPn+aVV15hxIgRHDx40CLm0p6nOd555x1mzJjB4cOH8fT05KmnnjJfgC+L+Ph4tmzZwpgxY1CrLVMKeXt7M3z4cH777TeMRiPDhw/n4MGDXLp0ybzPmTNnOHXqFMOHDweKP4dyvPvuu4wbN47w8HBCQ0NL/LqVx82bN1m7di1yudz8fgE4ODiwePFizp49yzfffMMPP/zA7NmzgcLPg8J8+OGHTJw4kbCwMBo0aMDQoUPR6UxFIfft28fo0aN58803CQsLo1u3bnz66acVdnz3hcYDXP1BYUu2wZQ/WSkTs/QEQahcKSmnuHR5BteuLyUh8bC1wxEEQSg1vdbAymmH2Pf7RaLPxls7HAC2fH+aDXPCOH/4pnmbT4AT3V5ozNApjyLJxMo4oXDXr19n27ZtfP/99+X6PvowkGk0aG/fxpCSQuY9kxJdhpgKhif//Tf6pKSSNWijgW4fg1Otig61ylDZKvBr6ka9Fh4PbD0iofoR6aeKocvKYu5zAyusvdT4OP73fOEX4PIat+R3lLa2JW5748aNaDQa8/2ePXuyevXqUscIgEyGwtMTmb19gQ/npLVyc3MrNuVL8+bN+b//BAhatAABAABJREFU+z/ANLP8iy++wN3dnZdffhmAjz76iAULFnDy5EnatGnDggULaNmyJZ999pm5jUWLFuHr68v58+dp0KBB2Y4pj0aNGjF+/Hi++OILvvzyy9w2lfaQnQLZafy54U8G9huIndKu3P2VVGBgIGCaZe7p6cn06dOZOXMm/fv3B0wrZM6ePct3333Hc889R1RUFPXr1+exxx5DkiT8/PwKbXvZsmVIksQPP/yAra0tjRs35vr16+b3Ia9PP/2Ujh07AvDee+/Ru3dvMjMzsS3ifBw6dChyuRydTkdWVhZ9+vTh/fffNz8+Y8YMRo0axZgxpnReEyZM4MCBA8yYMYPOnTuzfft2Tp48yZUrV/D1NS1nXLp0KU2aNOHw4cO0atUKjUZjnumfY+vWrRw6dIjw8HDz+1i3bl3z4zVr1mTixInm+2PHjmXz5s2sXr3aYtCltOdpjilTptCtWzfANDBSq1Yt/vjjjzIPwl24cAGj0UijRo0KfLxRo0YkJCQQGxtL06ZNadasGcuXL2fy5MmA6X1u1aqV+bUo7hzKMX78ePM+OUryupXWqVOn0Gg0GAwGMjJMqZPGjRuHfZ6fNTnvA5iKj7/99tv89ttvTJo0CbVaXeB5UJiJEyfSu3dvAD7++GOaNGnCxYsXCQwMZN68efTs2dN8nA0aNGD//v3mVT4PmtoOtc0pqARBECqTo2Mz6tV7B6XCERfnVtYORxAEodTkShkNH/XmVmQSCpW8+CdUIL3eQMSBm1w9HUe35xub+/dt5MrNy0mQZz6dTC6jQeuHMMWqUGo59UEDAwMrLZVwdSFTqag5cyaSSoXN3SwkOdQtgrFp2JCsiAiS1q3DNc935oddr9eaWTsEQbAgrnxUI507dyYsLMx8mzt3brnay0ntMnr0aDQajflWWs2a5f7gk8vluLm5WdSM8PIyFTLLWZ1w9OhRdu3aZdFnzsX+vDPSyyM1NZXffvsNOzs79uzZk/uAjenCavKdm/zzzz889dRTFdJfSeWsCJEkidjYWHOx6LyvxSeffGJ+HUaNGkVYWBgNGzZk3LhxbN26tdC2IyIiaNasmcXAROvWBafWyvue1ahRA8h9fwoze/ZswsLCOHHiBBs3buT8+fOMGDHC/Hh4eDjt27e3eE779u0JDw83P+7r62se0ABo3Lgxzs7O5n0KEhYWRq1atQod7NLr9Xz66ac0a9YMNzc3NBoNW7duJSoqqtBjLsl5mqNt27bmf7u6utKwYcNC4y3vZwkszxGA4cOHs2zZMvNjK1asMK/SKMk5lCMkJMTifklft9Jq2LAhYWFhHD58mE8//ZTg4OB8qyN+//13HnvsMby9vdFoNEyePLnM/RZ1LkdEROT7DBT2maiStBmgyzTVAcJ0TijlSuSy+/vFXBCEh5O/36vUrDnU2mEIgiCUWdv+9RgwKQSf+s6V3ld2ps78b5lM4vDGK1w+Hkv0udzUN43b+zDqy8doGVr4RDVBKIjBYODMmTMApjqhQrFsGzbMN6ABpu9ULkOHAKYUVFUlPZ0gCPmJlRrFUNjYMG7J7yXa91r4adZ+MbXY/fq/N5VajYr/RaOwsSlRvzns7e0JCAjIt10mk+X7QVzYckR9SirSPYXTpk2bZjFju7TunSUgSZLFtpyLswaDwfz/J598ki+//DJfWzkXJe/l6OhIamoqer3eIo2NXq8nNTU1XwHzd955B5VKxf79+2nbti2//PILI0eONK3UADZt3kKjRo3wre1LmjaNTF0mDg4OJBWw/DAxMbHCCqTnXAz39/c3vx4//PBDvpnxOcfYsmVLrly5wqZNm9i+fTvPPPMMXbt25fff85+zBRXzLOwXdFHvT2G8vb3N51/Dhg1JSUlh6NChfPLJJ+btBfWfs62wYqPFFSG9N0XTvWbOnMns2bOZM2cOQUFB2NvbM378eLKzsy32K+15WpTC4i3JZykgIABJkjh79my+WjgA586dw8XFBXd3dwCGDRvGe++9x7Fjx8jIyCA6OpohQ4ZYxFrUOZTD/p5VWSV93UpLpVKZz4cmTZpw4cIFXnvtNXN9lQMHDjBkyBA+/vhjQkNDcXJyYuXKlcycObNM/RX1HpbmM1ElJcdAVhI41gSNp7WjEQThIWYwZHHt2jJq1RqJTCa+XgiC8GCQKyp/jueda6ls//kMRiMM/cj097gkSTR/whddth43n9y/weVKMedUKJuoqChSUlKwsbGhXr161g7ngZN99SrJmzbjPvpVABz7PMntr2eQHRlJ+oED2OeZyChAdoYOg96IrUasCBKsS3zrKIYkSSVOAeXXvAUaV/d8RcLzcnBzx695C2T3cSath4eHeSlijrCwsHwXcY1GI9qYGxizsyHPhVtPT088PS0vmKlUpoJker2+wuNt2bIla9aswd/fH4WiZKdoYGAger2e48ePW8w4P3bsGHq9noYNG5q3bdu2jR9//JE9e/bQvHlzPvvsM8aPH0+3bt2o4WU6zvWbd/BUn94YjAYikyIBaBjYkMOHD1uk7DEajRw9epSePXuW+7gzMjL4/vvv6dChgzm9V82aNbl8+bJ55n1BHB0dGTx4MIMHD2bgwIH06NGD+Ph4XF1d871Gy5YtIysrC5u7A2ZHjhwpd9yFyblonpNiqFGjRuzdu9c0eHTX/v37zWmWGjduTFRUFNHR0ebVGmfPniUpKcm8j0qlynfONWvWjGvXrhWammzPnj307duXZ599FjBd0L5w4UKh6Z1K68CBA9SuXRuAhIQEzp8/b15ZdK+CPkv3cnNzo1u3bsyfP5+33nrLYtDm5s2bLFu2jJEjR5ovxteqVYsOHTqwbNkyMjIy6Nq1q3lViZeXV4nOoYJU9uuWY/LkyTRo0IC33nqLli1bsm/fPvz8/MzF0AGuXr1q8ZyCzoOyCAwMNNcHylGZn4kKpzN9tlCqicuII0ufhbON831NmScIgmA0Gjlx4mXiE/aRlX2L+gHvF/8kQRCEKkSvN3Dx8C18Grjg4Fry9M8FtRNzIRGlrQIvf0cANC42JMSkYwRSE7LQuJi+hwV3rV0RoQsCkJt6qlGjRiW+hiKY6BMTuTJgIIbUVFR16+DYvTtyjT1OfZ8iYfkKElasFIMaeRz68zJHNl3lkR5+PPpU3eKfIAiVSEwFqEAymZwuo14pcp/Oz71yXwc0ALp06cKRI0f45ZdfuHDhAlOmTMk3yJFDZmePpFCArOhTw9PTE7VabS7iXdAKhrJ6/fXXiY+PZ+jQoRw6dIjLly+zdetWXnjhhUIvZDZu3JiePXvywgsvsH37dq5cucL27dt58cUX6dmzJ40bNwYgOTmZF198kYkTJ5rrIowbN44mTZrwyiuvgEyODiWbdu2jb89uKGQK7JX2ONo48tb/s3ff4VFU6wPHv7ub3kMghRpCSCCE3ouEIBBBEZRLFwVUBBGISrmKkaIocBEBvSKiElAU5EcVKQICF0GakAgkJBBCT+jpfXd+f8SMLOkhYQO8n+fZB3bm7Jl3ZmcmyXnnnPPWm3zzzTd8/vnnREdHEx4ezhtvvEFMTAxjx44t9X5ev36d+Ph4zpw5w6pVq+jYsSM3b95k8eLFapnp06fz8ccfs3DhQqKjozlx4gTLli1j/vz5QO6QT6tWreL06dNER0ezZs0a3N3dcSpggvchQ4ZgMBgYNWoUkZGRbN++nXnz5gGF9ywojYSEBOLj47l69Sp79+5l5syZ+Pj4qI3gkyZNIjQ0lC+//JIzZ84wf/581q1bp/Zc6NatG02aNGHo0KEcO3aMw4cP8+KLLxIQEKAmqjw9PYmNjSUsLIybN2+SmZlJQEAAnTt3pl+/fuzYsUPtubJt2zYgt+fDjh07OHDgAJGRkbz22mvEx8cXvBNlMHPmTHbt2sXJkycZPnw4VatWLbCHRWl8/vnnZGZmEhQUxP/+9z8uXbrEtm3b6N69OzVq1Mg3XNPQoUNZtWoVa9asUZMQeYo7hwpT0cctj5eXF3369OH9999Xt3vx4kVWrVpFTEwMixYtYv369UafKeg8KItx48axZcsW5s+fz5kzZ1iyZAlbt24tl+uhwhlyQP93rxkzaxKzErmTcUedLFwIIR4UjUZD9RqDMTNzxNlZ/ugXQjx8doVGsjM0kvCdl+6rnj+3XmDjgjCO//rPAzlWtuY8/UYTRv6nk5rQEKI86fV6IiIiABl6qix0Tk44DxmCTdu2WP3dbgTg9PfoB8m7dpF9reihuB8n9i5WKAaFO/Fppg5FCElqlLf6bTvw7FvvYlelqtFye5eqPPvWu9Rv2+GBxxQUFERISAiTJ0+mdevWJCcnM2zoUDAYMKSnY0hPz+2Zoddj5lIF89rFPzViZmbGokWLWLJkCdWrV6dPnz7lFm/16tXZv38/er2eoKAg/P39mTBhAo6OjmiLSLasWrWKbt26MWbMGPz8/BgzZgxPPvkkP/74o1omODgYR0dHZsyYoS7TarUsW7aM3377jRUrVrD36CnsbG1p2bIFAJ6OntSyr8WQQUMIDQ1l+fLltG7dmh49ehATE8O+ffuKnKC7ML6+vlSvXp2WLVsye/ZsunXrxsmTJ9UEDMArr7zC119/TWhoKI0bNyYgIIDQ0FDq/j32o52dHXPmzKFVq1a0bt2a8+fPs2XLlgKPk4ODAz///DNhYWE0a9aMqVOnqg3JRU0AXlIjRozAw8ODmjVrMnjwYBo1asTWrVvVJ0X69u3LwoUL+c9//kOjRo1YsmQJy5Yto0uXLkBuo8iGDRtwdnamc+fOdOvWDS8vL1avXq1uo1+/fjz11FMEBgZSrVo19btdu3YtrVu3ZvDgwfj5+TF58mQ1ARYSEkKLFi0ICgqiS5cuuLu733fS4W6zZ89mwoQJtGzZkri4ODZt2qT2ZCqr+vXrc/ToUerVq8fAgQOpV68eo0aNIjAwkD/++CNfL5z+/ftz69Yt0tLS8u1bcedQYSr6uN3t7bff5pdffuHQoUP06dOHN998kzfeeINmzZpx4MABdRL0PIWdB6XVsWNHvvzyS+bPn0/Tpk3Ztm0bb775ZrlcDxUuOyP3X6056MyoalUVF2sXbMykl4YQ4sFzc+1Jh/Z7qOrSxdShCCFEqdVuVAUrWzM0WrhxMTnfK/l2Rr7PRB+O55cv/uLGxWR1mWdjF6zszLFxNE5e1PZzwcpWhmkRFePWrVvo9XpsbGyK/RtPFKzauDeovexbLGrWVJdZ+fhg3bIl6PUkrFlTsopsXMCsmOSlmWVuuYeUV3NXhn3YnqdGSQJNmJ5GMeEA4osXL2bx4sWcP38eyB1f/f333y90KJ89e/YQGBiYb3lkZGShw73cKykpCUdHRxITE3FwcDBal5GRQWxsLHXr1r3vRi2DQc+VyFOkJNzBzsmZGg0bPfAeGoUxZGWReeaMOrlsgTQaLOvXR3ufjbMPo/Hjx5OTk8MXX3xh6lAq3MqVKxkxYgSJiYnFzk0hjOXdj+7cuVNgzxjxcHr11Vc5ffo0+/btM3UoRUu5AUmXwdIBXCrPuLnl+XNUCPHwys5OBDSYmzsUW1YIIUwp+XYGK98/iD6n8HnzdGZanpvYQh1SCmDbkhPEHL9Bq16e6hAsiqKgKLkTgQvxIGVnZ3Pr1i3c3d1NHcojwZCVhdbCgsTNv3B14kTM3Nzw3rUzd1ST4iRcgrRbha+3cQGnWuUXrBCPoKLa7u9m0sH2atasyezZs9VJY5cvX06fPn04fvw4jRo1KvRzUVFRRjuVN/9AZaLV6qjVqImpwyiYXl90QgNy11fAfBkPA39/f9oXMGai3qBHo9Gg1Ty8HZxWrFiBl5cXNWrUIDw8nClTpjBgwABJaIjH1rx58+jevTu2trZs3bqV5cuXPxwJzbvm0xBCiMokJSWKv/4aja2tN02aLEHzEP/eJIR49GWkZBeZ0ADQ5xhYO+coL3/yBJY2uT0uGnasjktNO7xb/jNfnkaj4WEYxVQ8eszNzSWhUQ4UvZ7by5Zx+4cfqLt2LfY9uqOrUoWca9dI3r0bh+7di6/EqZYkLYR4QEya1Ojdu7fR+1mzZrF48WIOHjxYZFLD1dVVnowWFWbUqL/nRcnJAo0GdOZcTLpIclYytR1qY29hb9oA70N8fDzvv/8+8fHxeHh40L9//3zzMwjxODl8+DBz584lOTkZLy8vFi1axCuvvGLqsIqX/U9SIz07Ha1Gi4XO4uGYD0QI8UgzKNlkZl1DwUBm1nWsLKWRRQjx8FOA6+eTqeWXOwxsHX8X6vg/vEPIiEdDZmYmFhbyN0B5UfR6EjduJOdqHInr1uHy8ss49evHraVLSfhxVcmSGo+BtKQsjmyO5XZcKn3fai7nnzAZkyY17qbX61mzZg2pqakFPiV/t+bNm5ORkYGfnx/vvfdegUNS5cnMzDSaRDYpKancYhaPsISLuV0G7T3A3h3d30OHZeRkPNRJjcmTJzN58mRTh/FI6NKlCyYcvU+Uk59++snUIZSNnTtkp4G5LXGpl0nPTqeGfQ2cLJ1MHZkQ4jHnYO9Pk8ZLcHBojLm5k6nDEUKIctEnuDk1fZ1NHYYQRjZv3syVK1d46qmn8PHxMXU4Dz2thQUeH31M5pkzOD7XFwCngQO59fXXpB44QNb581h4epo0xsrA3EpHxIGrGHIUEq6l4exua+qQxGPK5P3BT5w4gZ2dHZaWlowePZr169cbTZR8Nw8PD7766ivWrl3LunXr8PX15cknn+R///tfofV//PHHODo6qq9ataQbmCgBs7/Hgs9KBaCadTV8nH2oZlP5hjoTQjyGrB3BwQPMLNCiRaPRYK2ToaiEEJWDi8sTRgkNeQhACPGws7SuNM+DCgFAVlYWUVFR3L59W4aTLkfWjf1xev45tfeBRc0a2HXuDMCdVatNGVqlYW6ho8Pz3vR6vQl2VWQeRWE6Jv/J7OvrS1hYGAkJCaxdu5aXXnqJvXv3FpjY8PX1xdfXV33fvn17Ll26xLx58+j8903mXu+88w5vvfWW+j4pKUkSG6J4Fn9nmrNSQVGw0D1+E6YLIR4Ono6e0mAohKi0bt3ax/kLX9C0ydeYmcmTfEIIIUR5OHPmDFlZWTg6OlKzZk1Th/NIUrKzSd61C6fBg0jZu5eE9eupFjwBrZU05DftKu2qwvRM3lPDwsICb29vWrVqxccff0zTpk1ZuHBhiT/frl07zpw5U+h6S0tLHBwcjF5CFMvcGtCAooeczGKLCyHEA5OZDBlJoM9RF+VOTCljmQohKhe9PpPI0/8mIeEwFy4uMXU4QgghxCPj5MmTAPj7+8vfARVAyc7m/JChXAl+E0N6BubVq2NITCRp6zZThyaE+JvJkxr3UhTFaA6M4hw/fhwPD48KjEg8ljRa494aQGp2KldSrnA7/bYJAxNCPPZSrsPtGMi4Y+pIhBCiSDqdJf6NFlKj+mA864w1dThCCCHEIyEzM1N9uNff39/E0TyaNObm2HbsgM7REY1Oi9PAgQDc+fFHE0dWeSTeSOfk3svcvJxi6lDEY8qkw0+9++679OzZk1q1apGcnMyqVavYs2cP27blZj7feecdrly5wooVKwBYsGABnp6eNGrUiKysLL7//nvWrl3L2rVrTbkbDx+dDjQaKGq4Eo0mt9zjzMIWslIgOxVwIVOfSUJGAtnm2VSxrmLq6IQQj6vs9Nx/zay5mHQRBQU3GzeszKQbtBCi8nFyaoWTUytThyGEEAWysjNHZ6ZFn2MotIzOTIuVnfkDjEqIokVFRZGTk4OLiwvu7u6mDueRVfX116nywguYVa1Kzq1b3Pj8czL++ov0U6ewbtTI1OGZ3OGfzxF9+BotnqpD1Zp2pg5HPIZMmtS4du0aw4YNIy4uDkdHR5o0acK2bdvo3r07AHFxcVy8eFEtn5WVxcSJE7ly5QrW1tY0atSIX375hV69eplqFx5KWgsLLOvXB72+8EI6HVqLx3weCbWnRm7W2c7cjqrWVbE1l/GghRAmos8BQzYAipkVKSkpKIqCu438MSOEeDjExa3F2bk9VlbVTR2KEEJgX8WKoTPbkZGSXWgZKztz7GUyXFGJyNBTD4bWwgJt1aoAmLm44NCjB0m//ELCqlVYf/CBiaMzvTqNXUi5k4mzm42pQxGPKY3ymM0umpSUhKOjI4mJifnm18jIyCA2Npa6deti9ZhN/NOlSxeaNWvGggULAPD09CQ4OJjg4OBS1TN8+HASEhLYsGFDucf4wOlzICUOzG3B2jm398pDRqPRsH79evr27WvqUMRDoLzPl3vvK48Kk97nMpPh1lnQWaC4+pGRk0G6Ph1nS+dK8QfN4/xzVAhRvAsXlnA2Zi729o1p1XI1Wq2lqUMSQgghHjrnzp3jxIkTdOjQgWrVqpk6nMdC+okTxL0/jczISDTW1tTfuwedzNkrRIUoqu3+bpVuTg1RNsOHD1cnir37dfbs2QrZ3vnz59FoNISFhRktX7hwIaGhoRWyzaKEhobi5ORU4DonJyc1pvDwcCwtLdm0aZNRmbVr12JlZaU+8QCAzozpn37DoJGvw9/Hs6BGzODgYLp06aK+Hz58eJGNwnv27FG/H61Wi6OjI82bN2fy5MnExcWVcI9LJi4ujp49e5ZrnQW5+5wzMzOjdu3avPXWW6WaH6ckpk+fTrNmzcq1zsoqPj6ecePG4eXlhaWlJbVq1aJ3797s2rWrwrb5oM6XipZ3f8p7OTo60q5dO37++ecy1VNZ7nPAP0NPmVuj0WiwNremilWVSpHQEEKI4ri6Po25eRWqVeuORiNDuQghhBBl4eXlRZ8+fSSh8YAoiqImNLQODijp6SRu2GjqsIR47ElSo5wl7rhA0q6LBa5L2nWRxB0XKmzbTz31FHFxcUavunXrVtj2CuLo6FhocqEyaNq0KSEhIYwaNYpbt24BcP36dUaPHs2MGTPyTbK1adMm+vTpo75XFIWMnAySs5LvO5aoqCiuXr3KkSNHmDJlCjt37sTf358TJ07cd9153N3dsbR8ME9BLlu2jLi4OGJjY/niiy/47rvv+PDDDx/Ith8158+fp2XLlvz222/MnTuXEydOsG3bNgIDAxk7tuwTrSqKQk5OTr7lWVlZwIM9Xx6EnTt3EhcXx6FDh2jTpg39+vUzTlyWkUnvc3fNpyGEEA8ba+uatG+3i7qeY9Fo5M8QIYQQQlR+Go0Gjw8+wKF3b1xGvQrAndWrecwGvimUXm8g4XqaqcMQjyH5a6KcabQakgpIbCTtukjSjgtotBX3NK2lpSXu7u5GL51OV2DPgXt7F5RWXrKkefPmaDQata57t9WlSxfGjRtHcHAwzs7OuLm58dVXX5GamsqIESOwt7enXr16bN261aj+iIgIevXqhZ2dHW5ubgwbNoybN2+WOd67vfPOO9SuXVttHH7ttdeoX78+EydONCp36dIlTp48Sc+uT0DabQCyDFnEJMRwOfnyff8Ac3V1xd3dHR8fHwYNGsT+/fupVq0aY8aMMSq3bNkyGjZsiJWVFQ0aNOCLL75Q12VlZfHGG2/g4eGBlZUVnp6efPzxx+r6e3uXHDhwgGbNmmFlZUWrVq3YsGGD0ZPoeb1Idu3aRatWrbCxsaFDhw5ERUUVuz9OTk64u7tTq1YtnnnmGZ599lmOHTtmVGbx4sXUq1cPCwsLfH19+e6774zWX7x4kT59+mBnZ4eDgwMDBgzg2rVrQG5vnBkzZhAeHq4+gZ/3tHxCQgKjRo3Czc0NKysr/P392bx5MwC3bt1i8ODB1KxZExsbGxo3bsyPP/5otN2ynKd5x+qXX36hadOmWFlZ0bZt23JJSr3++utoNBoOHz7Mv/71L3x8fGjUqBFvvfUWBw8eBAruRZCQkIBGo2HPnj1GMW7fvp1WrVphaWnJvn376NKlC2+88QZvvfUWVatWVecxuvd8uXz5MoMGDaJKlSrY2trSqlUrDh06BBTcI6m4+0pBvZ3u7kmVt08//fQTTzzxBNbW1rRu3Zro6GiOHDlCq1atsLOz46mnnuLGjRvFHse8ifMaNGjArFmzyM7OZvfu3er6bdu20alTJ5ycnHBxceGZZ54hJiZGXV+a+9z48eOZPHkyVapUwd3dnenTpxvFcvr0aTp16oSVlRV+fn7s3Lmz0N5fRbqrp8adjDskZyWjNxQxP5IQQlQy5ub/dCFXFD3p6ZdNGI0QQgjx8EhJSWH79u1cuXLF1KE8dqz9G1HjP3NxHjQIjY0NWTExpB0+YuqwTO7m5WS+eXsfG+YflySPeOAkqVFChix9oS8l26CWc3iyNvZda5G04wKJv57HkKUn8dfzJO24gH3XWth3rlGieiu7w4cPA/88Cb1u3bpCyy5fvpyqVaty+PBhxo0bx5gxY+jfvz8dOnTg2LFjBAUFMWzYMNLScjO7cXFxBAQE0KxZM44ePcq2bdu4du0aAwYMKJfYdTody5cvZ+PGjQwZMoTt27cTGhqKTqczKrdp0yY6P9EJJ/0NSMhNUlloLTDTmmFtZo1eKd/vydramtGjR7N//36uX78OwNKlS5k6dSqzZs0iMjKSjz76iJCQEJYvXw7AokWL2LRpEz/99BNRUVF8//33eHp6Flh/cnIyvXv3pnHjxhw7dowPPviAKVOmFFh26tSpfPLJJxw9ehQzMzNGjhxZqn2Jjo5m9+7dtG3bVl22fv16JkyYwNtvv83Jkyd57bXXGDFihNrIrCgKffv25fbt2+zdu5cdO3YQExPDwIEDARg4cCBvv/02jRo1UnsiDRw4EIPBQM+ePTlw4ADff/89ERERzJ49W/0+MzIyaNmyJZs3b+bkyZOMGjWKYcOGqY3zeUp7nuaZNGkS8+bN48iRI7i6uvLss8+SnV34RIPFuX37Ntu2bWPs2LHY2uaflL4sPQQmT57Mxx9/TGRkJE2aNAFy99fMzIz9+/ezZMmSfJ9JSUkhICCAq1evsmnTJsLDw5k8eTIGgyFf2fI2bdo03nvvPY4dO4aZmRmDBw9m8uTJLFy4kH379hETE8P7779f4vqys7NZunQpAObm/wx3kpqayltvvcWRI0fYtWsXWq2W5557Tt3H0t7nbG1tOXToEHPnzmXmzJns2LEDAIPBQN++fbGxseHQoUN89dVXTJ06tdTHBQDnOuBUG8XClvjUeC4mXSTHkL/3jRBCVHbZ2UmE//Uqf/45gMzM4hPVQgghxOMuMjKSP/74g19++cXUoTy2dHZ2OPbuDcCdVT8WU/rR5+Rmg0GvoM82kJaYZepwxGPGzNQBPCyuvn+g0HVWvs5UHfHPsEUp+3Kz5sm/XSL5t0vq8uTfLpEZm4Tra03UZfFzDmNIzd8gVXP2E6WOcfPmzdjZ2anve/bsyZo1a0pdT0nkjd2Y9yR0UZo2bcp7770H5PaSmD17NlWrVuXVV3O77b3//vssXryYv/76i3bt2rF48WJatGjBRx99pNbx7bffUqtWLaKjo/Hx8bnv+Bs2bEhwcDCzZ89mzpw5Bda5ceNG+vTpCxod/J3A0Gg0+Dj7VNj49Q0aNAByn1h3dXXlgw8+4JNPPuH5558Hcp8cj4iIYMmSJbz00ktcvHiR+vXr06lTJzQaDXXq1Cm07pUrV6LRaFi6dKn6tPiVK1fU7+Fus2bNIiAgAIB///vfPP3002RkZBQ58e/gwYPR6XTk5OSQmZnJM888wzvvvKOunzdvHsOHD+f1118HUHsdzJs3j8DAQHbu3Mlff/1FbGwstWrVAuC7776jUaNGHDlyhNatW2NnZ4eZmZnROffrr79y+PBhIiMj1e/Ry8tLXV+jRg2jXjjjxo1j27ZtrFmzxijpUtrzNM+0adPUng7Lly+nZs2arF+/vsxJuLNnz6IoinoulIeZM2eqMebx9vZm7ty5hX7mhx9+4MaNGxw5coQqVaqon3kQJk6cSFBQEAATJkxg8ODB7Nq1i44dOwLw8ssvl2hOiw4dOqDVaklPT8dgMODp6Wn0vfTr18+o/DfffIOrqysRERH4+/uX6j7XpEkTpk2bBkD9+vX5/PPP2bVrF927d+fXX38lJiaGPXv2qPXMmjUr33dSIubWYG6NwaDH3sKeTH0mFjqL0tcjhBAmptFoyci4SnZOIikpEVhaBpg6JCGEEKJSyxtK995hs8WDpfw9fHPy9l/Jvn4dc1dXE0dkOmbmOga91wbHatYVOjKNEAWRnhqPkMDAQMLCwtTXokWLyqXe0aNHY2dnp75KK+/JcMjtJeHi4kLjxo3VZW5ubgBq74Q///yT3bt3G20zr4H37qFh7kdKSgqrV6/GxsaGffv25VuflJTE3r17ebZPH7Awflq+Iifkzeuup9FouHHjBpcuXeLll182OhYffvihehyGDx9OWFgYvr6+jB8/nl9//bXQuqOiomjSpIlRYqJNmzYFlr37O/Pw8AD++X4K8+mnnxIWFkZ4eDibN28mOjqaYcOGqesjIyPVRuk8HTt2JDIyUl1fq1YtNaEB4Ofnh5OTk1qmIGFhYdSsWbPQZJder2fWrFk0adIEFxcX7Ozs+PXXX7l40XiIuNKep3nat2+v/r9KlSr4+voWGm9JrqW7z4Hy0qpVqxItu1tYWBjNmzdXExoP0t3fRd5xv/e7KO58BFi9ejXHjx9n06ZNeHt78/XXXxvtT0xMDEOGDMHLywsHBwd1uKl7z43Sxgy5101ejFFRUdSqVcsoMVLYtVdSOq2OmvY1qedUTyYJF0I8lMzM7GjSeDGtWq7BxUUSGkIIIURRkpKSuHAhd47WRo0amTiax5uZe+7fqBgMJK5da9pgKgEnNxtJaAiTkJ4aJVR9ZodC193boOQR0o7kPX/30tBpQK/kDj3VpRb3tj25T7m/hq272draFvgktVarzTe2XWmGx5k5c2a++SZK4+7hXiD3eN29LO/45Q35YjAY6N27N3PmzMlXV14D+70cHBxISUlBr9cbDSOl1+tJSUnB0dHRqPykSZOwsLDgwIEDtG/fnhUrVvDiiy+q67du3UrDhg1zez4kx0NmEvZ2diQmJqplDIoBDRoSEhLy1V9WeY3hnp6e6vFYunSpUY8CQN3HFi1aEBsby9atW9m5cycDBgygW7du/N///V++uhVFyXeuFjbmYVHfT2Hc3d3V88/X15fk5GQGDx7Mhx9+qC4vaPt5ywqKr6jleayti54w+ZNPPuHTTz9lwYIFNG7cGFtbW4KDg9XJsfOU9jwtSmHxluRaql+/PhqNhsjIyHxzVtxNq83NSd/9HRZ2XRc0jFVBy+5W3HEty31Fo9GU6DMFHfd7l5Xke6hVqxb169enfv362NnZ0a9fPyIiInD9+0ma3r17U6tWLZYuXUr16tUxGAz4+/vnOzdKoqDzJy/G4s7hEku/A/ocsLQH88J7TQkhxMPCxqau0ftyu18KIYQQj5hTp04BuX/jlFf7gyibamPGgF7Pra+WcuenNbiMGoXmnuHMhRAVT3pqlJDWQlfoS2NufBhT9l0h+bdLOHSvQ81ZnXDoXofk3y6Rsu8KGnNdieotT9WqVSMuLs5o2d2TCxfH1dUVb29v9QVgYZE73IleX/7zf7Ro0YJTp07h6elptF1vb+9CG2IbNGiAXq/n+PHjRsuPHTuGXq/H19dXXbZjxw6+/vprQkNDadq0KR999BHBwcFGx2jjxo08++yzuW8scp+ob+DtyZHDh1EUhYtJFzl9+zSZOZn8+eefRvWXVXp6Ol999RWdO3emWrVquLm5UaNGDc6dO5fvOOQ9UQ65CZ2BAweydOlSVq9ezdq1a7l9+3aBx+ivv/4iMzNTXXb06NH7jrsweYmX9PTciY0bNmzI77//blTmwIEDNGzYEMjtlXHx4kUuXfpnyLaIiAgSExPVMhYWFvnOuSZNmnD58mWio6MLjGPfvn306dOHF154gaZNm+Ll5cWZM2fKZydBnbgb4M6dO0RHRxc6dFRB19K9qlSpQlBQEP/9739JTU3Ntz4hIQH4Zwi4u8/b0lzXxWnSpAlhYWEFnkt52y/tfeXez5w5cybfHCUVJSAgAH9/f2bNmgXkTiAfGRnJe++9x5NPPknDhg25c+eO0WfK6z7XoEEDLl68qE56D3DkSBkmlUu7BUmXIStFJgcXQjxy0tMv8eexASQnnzJ1KEIIIUSlI0NPVR4aCwuqjh2LzsmJnLg4UvbuNXVIJhe+6xJrZh/l8umC2w+EqAiS1ChnSbsukrTjAg7d6+DwZG0gd/Jwh+51SNpxgaRdpR/W5H517dqVo0ePsmLFCs6cOcO0adPUH4hl5erqirW1tTqJ9909GO7X2LFjuX37NoMHD+bw4cOcO3eOX3/9lZEjRxbauOjn50fPnj0ZOXIkO3fuJDY2lp07d/Lyyy/Ts2dP/Pz8gNwumy+//DITJ05U50UYP348jRo1YtSoUQDk5OSwdetW+vTpk1u5uTWgYeJrL/DNt9/y3//+l7NnzhJ5IpI3xr1BTEwMY8eOLfV+Xr9+nfj4eM6cOcOqVavo2LEjN2/eZPHixWqZ6dOn8/HHH7Nw4UKio6M5ceIEy5YtY/78+UDukE+rVq3i9OnTREdHs2bNGtzd3QucTHrIkCEYDAZGjRpFZGQk27dvZ968eUD5DHWUkJBAfHw8V69eZe/evcycORMfHx81ITFp0iRCQ0P58ssvOXPmDPPnz2fdunVqz4Vu3brRpEkThg4dyrFjxzh8+DAvvvgiAQEB6lBJnp6exMbGEhYWxs2bN8nMzCQgIIDOnTvTr18/duzYofZc2bZtG5A7D8SOHTs4cOAAkZGRvPbaa8THx9/3/uaZOXMmu3bt4uTJkwwfPpyqVasW2cOiJL744gv0ej1t2rRh7dq1nDlzhsjISBYtWqQOd2VtbU27du2YPXs2ERER/O9//1PnBCkPgwcPxt3dnb59+7J//37OnTvH2rVr+eOPP4Cy3Ve6du3K559/zrFjxzh69CijR4/O18OhIr399tssWbKEK1eu4OzsjIuLC1999RVnz57lt99+46233jIqX173ue7du1OvXj1eeukl/vrrL/bv369OFF6qay87N0GomFkRfSea6DvRZOvLPim9EEJUJjHnPiEx8Rino0IK7UkqhBBCPI7u3LnDlStX0Gg0atuGMC2tpSWO/XLnPo2f9RE5hTwM+Li4eTmZ6+eTuHjq8T4O4sGSpEY5UwyKUUIjT15iQzE8+D/SgoKCCAkJYfLkybRu3Zrk5GSjoZbKwszMjEWLFrFkyRKqV6/+TwKgHFSvXp39+/ej1+sJCgrC39+fCRMm4OjoqA65U5BVq1bRrVs3xowZg5+fH2PGjOHJJ5/kxx9/VMsEBwfj6OjIjBkz1GVarZZly5bx22+/sWLFCvbu3YudnR0tW7b8u4AOzK0Z8GwPQpd8zvLly3mu63O8PvB1Lp+/zL59+4qcoLswvr6+VK9enZYtWzJ79my6devGyZMnjX5JeeWVV9ReJY0bNyYgIIDQ0FC1p4adnR1z5syhVatWtG7dmvPnz7Nly5YCj5ODgwM///wzYWFhNGvWjKlTp/L+++8DFDkBeEmNGDECDw8PatasyeDBg2nUqBFbt27FzCx3lLu+ffuycOFC/vOf/9CoUSOWLFnCsmXL6NKlC5DbuLthwwacnZ3p3Lkz3bp1w8vLi9WrV6vb6NevH0899RSBgYFUq1ZN/W7Xrl1L69atGTx4MH5+fkyePFlNgIWEhNCiRQuCgoLo0qWL2lBfXmbPns2ECRNo2bIlcXFxbNq0SX3Cv6zq1q3LsWPHCAwM5O2338bf35/u3buza9cuo6TXt99+S3Z2Nq1atWLChAl8+OGH97s7KgsLC3799VdcXV3p1asXjRs3Zvbs2WoPnLLcVz755BNq1apF586dGTJkCBMnTsTGxqbcYi7OM888g6enJ7NmzUKr1bJq1Sr+/PNP/P39efPNN/nPf/5jVL687nM6nY4NGzaQkpJC69ateeWVV9QEVImvPX02GHIAyNLqMCgG9AY9ZloZRVII8Wjw9ZmBq2svGvt/LkNQCSGEEHe5ffs2dnZ2eHp6Ym9vb+pwxN+cBw4EIOfKFa6+846JozEtv47V6fpiA5p0rVV8YSHKiUZ5zB6FSkpKwtHRkcTERBwcHIzWZWRkEBsbS926dculkVc8nMaPH09OTg5ffPHFPwszk0Gjze21oXl0coErV65kxIgRJCYmFjuHgjC2Z88eAgMDuXPnToE9Y4Qoyv79++nUqRNnz56lXr16xX8gIwlux4DOEtz8yDHkkK3Pxtq8cl238nNUCCGEEEKI8mcwGEhNTZWkRiUTO3gIGcePY9/zKWp++qmpwxHikVBU2/3d5BFPIe7h7++vDvGjsnw0fnFYsWIFXl5e1KhRg/DwcKZMmcKAAQMkoSFEBVu/fj12dnbUr1+fs2fPMmHCBDp27FiyhAaoQ0/xdxLDTGsmvTSEEI+0xKRwsrNuU7VqoKlDEUIIIUxOq9VKQqMSqvrqK1x+fSxpfxzEkJmJ1tLS1CEJ8diQFhEh7pE3t0ZxUrNTSc5KxtbcFnuLh+OXi/j4eN5//33i4+Px8PCgf//+6sTJQoiKk5yczOTJk7l06RJVq1alW7dufPLJJyWvIMc4qSGEEI+yxMTj/HlsCFqtBa1brcPWtoQJYCGEEOIRk5iYiL29fZFDcQvTsQsIwMzDg5y4OJK3bcO+e3e0D3CI5cokMz2HSxG3ycrIwa9jdVOHIx4DMvzUXWTYDFGk9ATITAIbF7CwJT41nlvpt3CycqKGXQ1TRyeEeJRdj4ScDBTnulzVp2Kls8LZyhltJRsOT36OCiHKg8GQzfGwlzA3c8DP7z+YmT0cD48IIYQQ5UlRFP773/+SkZHB4MGDqVFD2h0qo5tffsmNBQux8PLCkJqK2zv/xuGpp0wd1gN3OeoOGz89jrWDBSNmd0SjlTnSRNnI8FNClLeMBEi/AzpzsMjtnWFQDA9NLw0hxEOsqg9kp5Op1ZKQegWtRksVqyqmjkoIISqEVmtO0yZfodPZoKlkyVshhBDiQbl27Ro3b95Ep9Ph4uJi6nBEIZz69ePG5/8l69w5AG5+uQTzmrWggDZ9M2dnzKs/mr0YPLwcca1jj4e3EznZBswtdaYOSTziJKkhRElZ2OYmNbJSAbA1t8XW3NbEQQkhHgtaHVjaodNnU82mGoqioNHIky9CiEeXmZmd0fu0tAvY2NQxUTRCCCHEg3fy5EkA6tevL72gKzGzatWw796N5K3bQKMh8/Rpzv/rXwWW1VhYUG/b1kcysaEz19L/ndamDkM8RuTRJyFKKi+BkZUKj9eobUKISsJcZ46rjStutm6mDkUIIR4IRVGIOTefg4e6c+vW/0wdjhBCCPFAKIqiJjX8/f1NHI0ojvOgwbn/KaatSMnKIufOnQcQkRCPPklqCFFS5tag0YJigJwMdXG2Ppv0vEl8hRCivKXegMTLai8xIYR4nGg0GrKybqIoehIS/zR1OEIIIcQDceXKFRISEjA3N8fHx8fU4Yhi2LRpjVnNmqYOo1JQFIU78ankZOtNHYp4xElSQ4iS0mju6q2RAkByVjLRd6K5knLFhIEJIR5p6QmQegMlO5307HQMisHUEQkhxAPl6zONJk2+op7Xm6YORQghhHggTp06BYCvry8WFhYmjkYUR6PR4NCjh6nDqBTWzzvGD9MPcTU6wdShiEecJDWEKA2Lu4agAqzMcse11KCRhkYhRPlTFMjO7QmWqTPjXOI5ou9Eo8gQeEKIx4hWa0m1qk+q7xVFkfugEEKIR5bBYFCHnmrUqJGJoxElZRfYxdQhVArO7jbozLQk3ZQRTUTFkqSGAKBLly4EBwer7z09PVmwYEGp6xk+fDh9+/Ytt7gqnbykhj4bAHOtOQ2qNKCeUz20msp3OWk0GjZs2GDqMEQF27NnDxqNhoSEBFOH8tiqsGtNnw1KbrfdHI0OnVaHpc5SJgkXQjy29Pp0IiImcvnyclOHIoQQQlQIjUbDwIED6dChA97e3qYOR5SQ1sbG1CFUCm371OPl+U/gHyDDcYmKVflaYR9yCQkJXL16tdBXRTU6Dh8+HI1Gk+919uzZCtne+fPn0Wg0hIWFGS1fuHAhoaGhFbLNooSGhuLk5FTgOicnJzWm8PBwLC0t2bRpk1GZtWvXYmVlpT4NkWf69OkMGjQI+LvRcstOcPOHqvXVMm+/9TZdunRR3xeX2MlrgNZoNGi1WhwdHWnevDmTJ08mLi6u5DtdAnFxcfTs2bNc6yzI3eecmZkZtWvX5q233iIzM7NctzN9+nSaNWtWrnVWRg8qOXj8+HGeeeYZXF1dsbKywtPTk4EDB3Lz5s0K33Z5Kek5MX36dKPrrnr16gwdOpRLly6Vy/Yq7FrLm6/HzAo7S3t8nX2pbV+7/LcjhBAPievXtxB/bQNnzs7h1q19JCWfLPCVkXHV1KEKIYQQZaLRaKhZsyY9evTA3Nzc1OEIUSo2DhaYW+hMHYZ4DJiZOoBHSUJCAp9//jk5OTmFljEzM+ONN94otAH+fjz11FMsW7bMaFm1atXKfTtFcXR0fKDbK62mTZsSEhLCqFGj6NixIy4uLly/fp3Ro0czY8YM/P39jcpv2rSJSZMm/bNAqwVdwb9UKIpSqqeno6KicHBwICkpiWPHjjF37ly++eYb9uzZQ+PGjcu0f/dyd3cvl3pKYtmyZTz11FNkZ2cTHh7OiBEjsLW15YMPPnhgMYiSu379Ot26daN3795s374dJycnYmNj2bRpE2lpaaYOr1iKoqDXl27isUaNGrFz504MBgMxMTGMHTuWAQMG8Mcff9x3PBV2rf099BTm1kDuHzg6jfyCKIR4fLm7P8/tOwe5du1nwsKHF1pOq7WkfbudWFlVf3DBCSGEEEIIIR4I6alRjtLS0opMaADk5ORUWIOhpaUl7u7uRi+dTlfgU9/BwcFGvQtKq27dugA0b94cjUaj1nXvtrp06cK4ceMIDg7G2dkZNzc3vvrqK1JTUxkxYgT29vbUq1ePrVu3GtUfERFBr169sLOzw83NjWHDhpXb0+PvvPMOtWvXZuzYsQC89tpr1K9fn4kTJxqVu3TpEidPniz26WtFUcjUZxJ9Jxq9oeSNrK6urri7u+Pj48OgQYPYv38/1apVY8yYMUblli1bRsOGDbGysqJBgwZ88cUX6rqsrCzeeOMNPDw81CftP/74Y3X9vUPiHDhwgGbNmmFlZUWrVq3YsGGDUY+bvF4ku3btolWrVtjY2NChQweioqKK3R8nJyfc3d2pVasWzzzzDM8++yzHjh0zKrN48WLq1auHhYUFvr6+fPfdd0brL168SJ8+fbCzs8PBwYEBAwZw7do1ILc3zowZMwgPD1efuM/rgZOQkMCoUaNwc3PDysoKf39/Nm/eDMCtW7cYPHgwNWvWxMbGhsaNG/Pjjz8abbcs52nesfrll19o2rQpVlZWtG3blhMnThR7rEorMzOT8ePHqz0qOnXqxJEjR/KV279/f4ljOXDgAElJSXz99dc0b96cunXr0rVrVxYsWEDt2rk9AQrqAZV3zuTJ67mwZMkSatWqhY2NDf379zfqlZZ3X5gxYwaurq44ODjw2muvkZWVVeJ9zDve27dvp1WrVlhaWvLdd98Vek4UxMzMDHd3d6pXr84TTzzBq6++ysGDB0lKSlLLTJkyBR8fH2xsbPDy8iIkJITs7Gz1eBS2vbuvtbyebOvWrSMwMBAbGxuaNm2aL3mydOlS9Zg999xzzJ8/P3/C+56khhBCPO40Gg21ar2EomQXWc5gyCQr+/YDikoIIYQoHxcuXGDjxo1cuHDB1KGIUjJzdgazYp4dNzPLLfeIiz+XyObPw/ntu0hThyIeYZLUKKGsrCyysrKMJiXMyckhKyur2ERGSeo1GP6ZZLq0Tx+bwuHDhwHYuXMncXFxrFu3rtCyy5cvp2rVqhw+fJhx48YxZswY+vfvT4cOHTh27BhBQUEMGzZMTfbExcUREBBAs2bNOHr0KNu2bePatWsMGDCgXGLX6XQsX76cjRs3MmTIELZv305oaCg6nfHTz5s2baJz584FNzLePAu3cof20mhyJwnPMeSQnlP2iZCsra0ZPXo0+/fv5/r160Buo+fUqVOZNWsWkZGRfPTRR4SEhLB8ee440osWLWLTpk389NNPREVF8f333+Pp6Vlg/cnJyfTu3ZvGjRtz7NgxPvjgA6ZMmVJg2alTp/LJJ59w9OhRzMzMGDlyZKn2JTo6mt27d9O2bVt12fr165kwYQJvv/02J0+e5LXXXmPEiBHs3r0byE0O9e3bl9u3b7N371527NhBTEwMAwcOBGDgwIG8/fbbNGrUiLi4OOLi4hg4cCAGg4GePXty4MABvv/+eyIiIpg9e7b6fWZkZNCyZUs2b97MyZMnGTVqFMOGDePQoUNGMZf2PM0zadIk5s2bx5EjR3B1deXZZ59VG8HLy+TJk1m7di3Lly/n2LFjeHt7ExQUxO3bxo01pYnF3d2dnJwc1q9ff9+TrZ49e5affvqJn3/+mW3bthEWFqYmDfPs2rWLyMhIdu/ezY8//sj69euZMWNGqfdx8uTJfPzxx0RGRtKjR48Cz4mSiI+PZ926deh0OqNr397entDQUCIiIli4cCFLly7l008/BQo/BwszdepUJk6cSFhYGD4+PgwePFj9ebF//35Gjx7NhAkTCAsLo3v37syaNSt/JYbc7y9TmztJ+LXUayXaPyGEEEIIIcTDJzw8nOPHj/PXX3+ZOhRRSmZubuiKSVjonJ0xc3N7QBGZjkGvcOHkLWLDb6IY7q+9QYjCyPBTJfTRRx8BuY2Gtra5k0UfOHCA3377jRYtWvDss8+Wqd4FCxaQlpbG66+/jqurKwBhYWG0bNmy1HVt3rwZOzs79X3Pnj1Zs2ZNmeIqTt6wVi4uLsUOu9K0aVPee+89ILeXxOzZs6latSqvvvoqAO+//z6LFy/mr7/+ol27dixevJgWLVqoxxzg22+/pVatWkRHR+Pj43Pf8Tds2JDg4GBmz57NnDlzCqxz48aN9OnTJ/+HNVrISgY08HcyykJrgaejJ9Zm9/c0dYMGDYDcJ71dXV354IMP+OSTT3j++eeB3B4yERERLFmyhJdeeomLFy9Sv359OnXqhEajoU6dOoXWvXLlSjQaDUuXLsXKygo/Pz+uXLmifg93mzVrFgEBAQD8+9//5umnnyYjIwMrK6tC6x88eDA6nY6cnBwyMzN55plneOedd9T18+bNY/jw4bz++usAvPXWWxw8eJB58+YRGBjIzp07+euvv4iNjaVWrVoAfPfddzRq1IgjR47QunVr7Ozs1Kft8/z6668cPnyYyMhI9Xv08vJS19eoUcOoF864cePYtm0ba9asMUq6lPY8zTNt2jS6d+8O5CZGatasyfr168stCZeamsrixYsJDQ1Vew0tXbqUHTt28M033xgNj1aaWNq1a8e7777LkCFDGD16NG3atKFr1668+OKLuJXyl6yMjAx1ewCfffYZTz/9NJ988on6XVlYWPDtt99iY2NDo0aNmDlzJpMmTeKDDz4gPT29xPs4c+ZMdR+BAs+Jwpw4cQI7OzsMBgPp6bkJyPHjx6v3dEA9BwA8PT15++23Wb16NZMnT8ba2rpU25s4cSJPP/00ADNmzKBRo0acPXuWBg0a8Nlnn9GzZ0/13PTx8eHAgQNqDyNVVR/QZ5OenUx6djoaZIJwIYQQQgghHkU5OTlEREQA5BsaW1R+aUf/RH/jRpFl9DdukHb0T2zbtnlAUZmGm5cDHZ73ppafM/InrKgo0lPjERIYGEhYWJj6WrRoUbnUO3r0aOzs7NRXaTVp0kT9v06nw8XFxWjOiLwG1LzeCX/++Se7d+822mZeY39MTMz97IoqJSWF1atXY2Njw759+/KtT0pKYu/evQUnq3QWoDUDFMjOfWpfp9Vha26LVnN/l1TeE/MajYYbN25w6dIlXn75ZaNj8eGHH6rHYfjw4YSFheHr68v48eP59ddfC607KiqKJk2aGCUm2rQp+Afp3d+Zh4cH8M/3U5hPP/2UsLAwwsPD2bx5M9HR0QwbNkxdHxkZSceOHY0+07FjRyIjI9X1tWrVUhMaAH5+fjg5OallChIWFkbNmjULTXbp9XpmzZpFkyZNcHFxwc7Ojl9//ZWLFy8Wus8lOU/ztG/fXv1/lSpV8PX1LTTeslxLMTExZGdnGx07c3Nz2rRpk287pYkFcpNX8fHxfPnll/j5+fHll1/SoEGDUg+hVbt2bTWhkReHwWAwGrasadOm2NjYGJVJSUnh0qVLpdrHVq1alSq2u/n6+hIWFsaRI0eYNWsWzZo1y9c74v/+7//o1KkT7u7u2NnZERISku9cKamirqOoqKh8119h1yM6c2zN7alhXwMXK5cyxSKEEEIIIYSo3M6dO0dGRgZ2dnZFPrAoKqecYhIapS33MNPptDTvUZuqNe1LNfesEKUhPTVK6N133wVyG9rydOjQgXbt2qHVlr0hOzg4GMgd6z1Ps2bNylSXra0t3t7e+ZZrtdp8w8uUZnicmTNn5ptvojTuPmaQ22B/97K8G1zeEFwGg4HevXszZ86cfHXlNQzey8HBgZSUFPR6vdFQMnq9npSUlHwTmE+aNAkLCwsOHDhA+/btWbFiBS+++KK6fuvWrTRs2NDoFwl7e3sSExNBowELW8hIhKxUEhISym2C9LwGXE9PT/V4LF261KhHAaDuY4sWLYiNjWXr1q3s3LmTAQMG0K1bN/7v//4vX90FTWRe2LBDRX0/hXF3d1fPP19fX5KTkxk8eDAffvihuryg7ectK2yi9eImYLe2Lrp3zCeffMKnn37KggULaNy4Mba2tgQHBxvN5wClP0+LUli8ZbmW7k503bu8JL8cFFfGxcWF/v37079/fz7++GOaN2/OvHnzWL58eZnvHXnbLGl8pdnHu3tVlJaFhYV6LjZq1IgzZ84wZswYdW6XgwcPMmjQIGbMmEFQUBCOjo6sWrWKTz75pEzbK+r8Kc31CGCuM8dJ51SmOIQQQgghhBCV38mTJ4Hch/vup51JmIbZ3yOalFc5IUTR5C5ZQhYWFlhYWBg1QpmZmWFhYWGUkChrvXf/wLp3bof7Va1aNeLi4oyW5U0MXRKurq54e3urL8iNGypm/o8WLVpw6tQpPD09jbbr7e1daINmgwYN0Ov1HD9+3Gj5sWPH0Ov1+Pr6qst27NjB119/TWhoKE2bNuWjjz4iODjY6Bht3LgxXy+NBg0a/DNxsUXuU/ZKZgp//vknvr6+pGencyPtRqkmC79beno6X331FZ07d6ZatWq4ublRo0YNzp07l+845E3UDrkJnYEDB7J06VJWr17N2rVr881DkBf/X3/9RWZmprrs6NGjZYq1JPLO47xhfho2bMjvv/9uVObAgQM0bNgQyP3F7eLFi1y6dEldHxERQWJiolrGwsIi3znXpEkTLl++THR0dIFx7Nu3jz59+vDCCy/QtGlTvLy8OHPmTPnsJLkN4Xnu3LlDdHS02rPoXgVdS8Xx9vbGwsLC6NhlZ2dz9OhR9biUJZaCWFhYUK9ePVJTU4Hce0dycrL6Hgq+d1y8eJGrV6+q7//44w+0Wq1R75nw8HD1XMiL1c7Ojpo1a5ZqHwuKuaz3oZCQEH788Ud1Qvv9+/dTp04dpk6dSqtWrahfv36+CfruZ3t3a9CggTo3UZ5812NSHNyKgYwkhBBCCCGEEI+u7OxsTp8+DcjQUw8rm1YtMXN3z30QtiAaDWbu7ti0Kv1w8w8jRVG4fPo2f6w/S1ZG2eciFqIwktR4DHTt2pWjR4+yYsUKzpw5w7Rp09QnAMrK1dUVa2trdRLvxMTEcooWxo4dy+3btxk8eDCHDx/m3Llz/Prrr4wcObLQxkQ/Pz969uzJyJEj2blzJ7GxsezcuZOXX36Znj174ufnB+QOK/Xyyy8zceJEdV6E8ePH06hRI0aNGgXkjmO5devWfPNpTJw4kW+++YbPP/+c6PNXCT8VzRuTphITE8PYsWO5mXGT62nXyTaUrBfM9evXiY+P58yZM6xatYqOHTty8+ZNFi9erJaZPn06H3/8MQsXLiQ6OpoTJ06wbNky5s+fD+QO+bRq1SpOnz5NdHQ0a9aswd3dPf/k5sCQIUMwGAyMGjWKyMhItm/fzrx584CSPVFfnISEBOLj47l69Sp79+5l5syZ+Pj4qI3SkyZNIjQ0lC+//JIzZ84wf/581q1bp/Zc6NatG02aNGHo0KEcO3aMw4cP8+KLLxIQEKAOOeTp6UlsbCxhYWHcvHmTzMxMAgIC6Ny5M/369WPHjh1qz5Vt27YBuUmBHTt2cODAASIjI3nttdeIj4+/7/3NM3PmTHbt2sXJkycZPnw4VatWpW/fvuVWv62tLWPGjGHSpEls27aNiIgIXn31VdLS0nj55ZfLHMvmzZt54YUX1KHCoqKimDdvHlu2bFHP/bZt22JjY8O7777L2bNn+eGHHwgNDc1Xl5WVFS+99BLh4eHs27eP8ePHM2DAAKN5J7Kysnj55ZeJiIhg69atTJs2jTfeeAOtVluqfbxXQedESXl5edGnTx/ef/99IPdcuXjxIqtWrSImJoZFixaxfv36ctve3caNG8eWLVuYP38+Z86cYcmSJWzdutX4WsxKhswksvWZJGYmkqXPKrxCIYQQQgghxEPrzJkzZGVl4ejoaDS0r3h4aHQ63N79e17Re9tY/n7v9u47aMr5QebKbPf3pzm2/SJXzySYOhTxCJKkRjmysbEptteGmZmZ0bjyD0JQUBAhISFMnjyZ1q1bk5ycbDTUUlmYmZmxaNEilixZQvXq1QueULuMqlevzv79+9Hr9QQFBeHv78+ECRNwdHQssgvmqlWr6NatG2PGjMHPz48xY8bw5JNP8uOPP6plgoODcXR0ZMaMGeoyrVbLsmXL+O2331ixYgV79+7Fzs4u32TtAwYMIDQ0lOXLl9O6YwA9hrxOzPmL7Nu9kzp16mBnboeDhQM6Tcl+QPn6+lK9enVatmzJ7Nmz6datGydPnlQTMACvvPKK2qukcePGBAQEEBoaqvbUsLOzY86cObRq1YrWrVtz/vx5tmzZUuBxcnBw4OeffyYsLIxmzZoxdepUtTG3qAnAS2rEiBF4eHhQs2ZNBg8eTKNGjdi6dat6TfTt25eFCxfyn//8h0aNGrFkyRKWLVtGly5dgNzEyoYNG3B2dqZz585069YNLy8vVq9erW6jX79+PPXUUwQGBlKtWjX1u127di2tW7dm8ODB+Pn5MXnyZDUBFhISQosWLQgKCqJLly64u7uXa9Jh9uzZTJgwgZYtWxIXF8emTZvUnkxlZTAYjO4ls2fPpl+/fgwbNowWLVpw9uxZtm/fjrOzc5lj8fPzw8bGhrfffptmzZrRrl07fvrpJ77++mt1LpQqVarw/fffs2XLFho3bsyPP/7I9OnT89Xl7e3N888/T69evejRowf+/v588cUXRmWefPJJ6tevT+fOnRkwYAC9e/c2qquk+3ivws6Jknr77bf55ZdfOHToEH369OHNN9/kjTfeoFmzZhw4cICQkJBy3V6ejh078uWXXzJ//nyaNm3Ktm3bePPNN/+5FhUFsnN7tqSgcDn5MldSrpRpW0II8aixMK+CVmtZZBmt1hIL8yoPKCIhhBDi/hgMBpydnWnUqJEMPfUQc+jRgxoLF2D295yceczc3KixcAEOPXqYKLIHT6PRUL+1G75t3bG2v782EiEKolGKGsT7EZSUlISjoyOJiYk4ODgYrcvIyCA2Npa6deuWuZE3ISGBtLS0Qtfb2NgU+BS9qDzGjx9PTk5OvkbZfG7F5DY8OlQHiwebqCovK1euZMSIESQmJhY7N4UwtmfPHgIDA7lz5065X9NPPfUU3t7efP755+Vab0WYPn06GzZsKHJIu+HDh5OQkMCGDRseWFwPo1dffZXTp0+zb98+yMmE6xGAhkSXutxKv4WtuS1utm7F1mNK5fFzVAghSiIj4ypZ2fmH28xjYV4FK6vqDzAiIYQQ4v4oikJOTk6++R7Fw0fR60k7+ic5N25gVq0aNq1aPlY9NIS4H0W13d9NJgovZ05OTpK0eMj5+/vTvn374gu61Kv4YMrZihUr8PLyokaNGoSHhzNlyhQGDBggCY1K4s6dOxw4cIA9e/YwevRoU4cjKti8efPo3r07tra2bN26leXLl/+TTP27lwZmVjhaOuJo6Wi6QIUQohKysqouSQshhBCPFI1GIwmNR4RGp8O2bRtThyHEI02SGkLcI29ujbLSG/ToFT0WusrXvS4+Pp7333+f+Ph4PDw86N+/P7NmzTJ1WOJvI0eO5MiRI7z99tvlOqSbqJwOHz7M3LlzSU5OxsvLi0WLFvHKK6/krsxLaphLwlEIIYQQQohH2eXLl3F3dy92OHMhHlZpSVlkZ+bgWO3hHOVEVE6lHn5q06ZNBVek0WBlZYW3t7c63n9lVNHDT4nHkD4bNDrQaknISOBKyhXsLeyp7VDb1JEJIR5Wt89BRiKKQ3WwdTWeQLwSk5+jQgghhBBClFx6ejrz5s3DzMyMN954A3t7e1OHJES5Orn3Mnt/jKZeC1eeGuVv6nDEQ6DChp/q27cvGo2Ge3Mhecs0Gg2dOnVSJ/wV4pF26yxkJkMVL7ByVHtnZBuyTRyYEOLhpgWNlgQMXLsThZOlE+627qYOSgghhBBCCFGOTp8+jV6vp0qVKpLQEI+kqrVyz+uMVGknE+VLW9oP7Nixg9atW7Njxw4SExNJTExkx44dtGnThs2bN/O///2PW7duMXHixIqIV4jKRfv3eJdZqQBYm1lT37k+9Zwevvk2hBCVSBVPcG9CBrlD2gkhhBBCCCEePSdPngRy5/YU4lHk6unAiLmd6Ptmc1OHIh4xpe6pMWHCBL766is6dOigLnvyySexsrJi1KhRnDp1igULFjBy5MhyDVSISsnCFtJvq0kNjUZTKefSEEI8hDQa3GzdcLR0RKfRmToaIYQQQgghRDlKTU3l3LlzgCQ1xKNLq9Vg4yDtZKL8lTqpERMTU+B4Vg4ODurNuH79+ty8efP+oxOisrOwzf03Kw0UA2hK3flJCCGMKQr8PYeGVqPFxlwmUxNCCCGEEOJRExkZiaIoeHh44OLiYupwhKhwedMWCFEeSt0C27JlSyZNmsSNGzfUZTdu3GDy5Mm0bt0agDNnzlCzZs3yi1KIysrMKneScAyQnQ5AjiGHqylXOZ94Pt/cM0IIUazES3AtAtJumzoSIYQQQgghRAWRoafE40KfbWBnaAQr3j1AVnqOqcMRj4hSJzW++eYbYmNjqVmzJt7e3tSvX5+aNWty/vx5vv76awBSUlIICQkp92CFqHQ0mrt6a+QOQaXVaEnITCA1O1UmDBdClF52OugzSTVkcSPtBmnZaaaOSAghhBBCCFGOUlJSOH/+PACNGjUybTBCVDCduZb4c4mk3MnkctQdU4cjHhGlHn7K19eXyMhItm/fTnR0NIqi0KBBA7p3745Wm5sj6du3b3nHKSpYly5daNasGQsWLADA09OT4OBggoODS1XP8OHDSUhIYMOGDeUeoyloNBrWr19f9DltYQuZSUZJDTcbN8y15pViHPx7v1shHmXTp09nw4YNhIWFAaa/J5X6+lMUyM4AIEnJ4XbaLVysXWQIKiGEEEIIIR4hdnZ2jB07lgsXLuDk5GTqcISocB2e98bCSodHPSdThyIeEWWaAECj0fDUU08xfvx4JkyYQFBQkJrQELkURc+dOweJj9/EnTsHURR9hW5v+PDhaDSafK+zZ89WyPbOnz+PRqNRGw7zLFy4kNDQ0ArZZmFSUlIwNzdn9erVRssHDhyIRqMhJibGaHm9evV49913yy8AS3uwcQFrZyD3u6hqUxVHK0esLK1wc3Oje/fufPvttxgMhvLb7mOqS5cuJUq2denSRb0OtFotbm5u9O/fnwsXLpRrPHv27EGj0ZCQkFCu9VZG6enpTJs2DV9fXywtLalatSr/+te/OHXqlKlDK7O87y/v5eLiQteuXdm/f3+Z6rn3PFi3bh0ffPBBySvKyQQMgBYbC3scLR2xNbctVSxCCCGEEEKIyq9atWq0atXK1GEI8UB4NatGzQZV0JlL+7EoH6XuqQGwa9cudu3axfXr1/M10n777bflEtjD7Pr17USfmUlmZry6zNLSHZ/67+PqGlRh233qqadYtmyZ0bJq1apV2PYK4ujo+EC3B7lPOLRq1Yrdu3czcOBAdfnevXupVasWu3fvpl69egBcvnyZc+fOERgYWH4BWNj+MwTV3/K+C71ez7Vr19i2bRsTJkzg//7v/9i0aRNmZmW69EQpvfrqq8ycORNFUbhw4QLBwcG88MIL7Nu3z9ShPXQyMzPp1q0bFy9e5JNPPqFt27Zcu3aNjz/+mLZt27Jz507atWtXYdvPysrCwsKiwuqPiorCwcGBGzdu8OGHH/L0008THR2Nq6vrfdVbpUqV0n0gJ3duHsytcLR0xNHywd9ThRBCCCGEEEIIISqzUqfHZsyYQY8ePdi1axc3b97kzp07Rq/H3fXr2zlxcqxRQgMgM/MaJ06O5fr17RW2bUtLS9zd3Y1eOp2O4cOH5xs+KTg4mC5dupR5W3Xr1gWgefPmaDQata57t9WlSxfGjRtHcHAwzs7OuLm58dVXX5GamsqIESOwt7enXr16bN261aj+iIgIevXqhZ2dHW5ubgwbNoybN28WGk9gYCB79uxR30dGRpKens7rr79utHz37t2Ym5vTsWNHAH7++WdatmyJlZUVXl5ezJgxg5wc40mL4uLi6NmzJ9bW1tStW5c1a9YUe3wsLS1xruqMtYs1jZs15t1332Xjxo1s3brVqCdLYmIio0aNwtXVFQcHB7p27Up4eDiQ28iq0Wg4ffq0Ud3z58/H09NTnYS8tMfqzp07vPjiizg7O2NjY0PPnj05c+aMuj40NBQnJyc2bNiAj48PVlZWdO/enUuXLqllpk+fTrNmzfj222+pXbs2dnZ2jBkzBr1ez9y5c3F3d8fV1ZVZs2YZbbuo/b273u+++w5PT08cHR0ZNGgQycnJQO75tXfvXhYuXKg+WZ83DmlBbGxscHd3x8PDg3bt2jF27FiOHTtmVGbv3r20adMGS0tLPDw8+Pe//210DmRmZjJ+/HhcXV2xsrKiU6dOHDlyBMjtsZSXIHN2dkaj0TB8+HAADAYDc+bMwdvbG0tLS2rXrm10PKZMmYKPjw82NjZ4eXkREhJCdvY/c7CU9RhrNBoWL15c6nO2OAsWLOCPP/5g8+bNDBgwgDp16tCmTRvWrl1Lw4YNefnll1EUhe3bt2NlZZWvx8L48eMJCAhQ3x84cIDOnTtjbW1NrVq1GD9+PKmpqep6T09PPvzwQ4YPH46joyOvvvpqiY5bWbm6uuLu7k7jxo157733SExM5NChQ+r677//nlatWmFvb4+7uztDhgzh+vXrQNHnwb09izw9Pfnoo48YOXIk9vb21K5dm6+++uqfQLLTOXAknGZdn8fKyopWrVqxYcOGAnvGCSGEEEIIIR4+hw4d4qeffiryb1khHkUJ19I4/utFzp8ovM1KiJIqdVLjyy+/JDQ0lEOHDrFhwwbWr19v9HrUKIqCXp9WoldOTjLR0TMApaCaAIg+M5OcnOQS1ZfXaF0ZHT58GICdO3cSFxfHunXrCi27fPlyqlatyuHDhxk3bhxjxoyhf//+dOjQgWPHjhEUFMSwYcNIS8udDDcuLo6AgACaNWvG0aNH2bZtG9euXWPAgAGFbiMwMJCoqCji4uKA3OTFE088QdeuXfMlNdq2bYuNjQ3bt2/nhRdeYPz48URERLBkyRJCQ0PzNRKHhITQr18/wsPDeeGFFxg8eDCRkZHGASiG3Dk1MpPVRZdTLhOXEqdO8tu1a1eaNm2qHitFUXj66aeJj49ny5Yt/Pnnn7Ro0YInn3yS27dv4+vrS8uWLVm5cqXRpn744QeGDBmCRqMp07EaPnw4R48eZdOmTfzxxx8oikKvXr2MGobT0tKYNWsWy5cvZ//+/SQlJTFo0CCjemJiYti6dSvbtm3jxx9/5Ntvv+Xpp5/m8uXL7N27lzlz5vDee+9x8ODBEu3v3fVu2LCBzZs3s3nzZvbu3cvs2bOB3OHN2rdvz6uvvkpcXBxxcXHUqlWr0H292+3bt1mzZg1t27ZVl125coVevXrRunVrwsPDWbx4Md988w0ffvihWmby5MmsXbuW5cuXc+zYMby9vQkKCuL27dvUqlWLtWvXAqjn38KFCwF45513mDNnDiEhIURERPDDDz/g5uam1mtvb09oaCgREREsXLiQpUuX8umnn97XMc5TonO2lH744Qe6d+9O06ZNjZZrtVrefPNNIiIiCA8Pp1u3bjg5OanHBUCv1/PTTz8xdOhQAE6cOEFQUBDPP/88f/31F6tXr+b333/njTfeMKr7P//5D/7+/vz555+EhISU+Ljdj7S0NLXHm7m5ubo8KyuLDz74gPDwcDZs2EBsbKyauCjqPCjIJ598QqtWrTh+/Divv/46Y8aMUZOXybdv0Ht4MI38/Thy9AgffPABU6ZMKbf9E0IIIYQQQpjW8ePHiYiIKPJhRCEeRWf/vM6BdWeJ3B9n6lDEo0AppSpVqihnz54t7ccqjcTERAVQEhMT861LT09XIiIilPT0dHVZTk6qsnOXl0leOTmpJd6vl156SdHpdIqtra36+te//qWu69Onj1H5CRMmKAEBAer7gIAAZcKECer7OnXqKJ9++mmh24uNjVUA5fjx4/niuHtbAQEBSqdOne46njmKra2tMmzYMHVZXFycAih//PGHoiiKEhISovTo0cOo3kuXLimAEhUVVWA8qampirm5ufLDDz8oiqIo/fv3V+bOnatkZ2crdnZ2SnR0tKIoilK3bl0lJCREURRFeeKJJ5SPPvrIqJ7vvvtO8fDwUN8DyujRo43KtG3bVhkzZoxxAGm3FeXKMUW5Fqkeg/iUeOVcwjklKTNJLTZw4EClYcOGiqIoyq5duxQHBwclIyPDqKp69eopS5YsURRFUebPn694eXmp66KiohRAOXXqVImP1d3fbXR0tAIo+/fvV8vfvHlTsba2Vn766SdFURRl2bJlCqAcPHhQLRMZGakAyqFDhxRFUZRp06YpNjY2SlLSP/sWFBSkeHp6Knq9Xl3m6+urfPzxxyXe34LqnTRpktK2bVv1/b3namECAgIUc3NzxdbWVrGxsVEAxcfHR4mNjVXLvPvuu4qvr69iMBjUZf/9738VOzs7Ra/XKykpKYq5ubmycuVKdX1WVpZSvXp1Ze7cuYqiKMru3bsVQLlz545aJikpSbG0tFSWLl1abJx55s6dq7Rs2VJ9X5ZjrCilOGdLycrKqtDjfuzYMQVQVq9erSiKoowfP17p2rWrun779u2KhYWFcvv2bUVRFGXYsGHKqFGjjOrYt2+fotVq1ftvnTp1lL59+xYbV0HHrWnTpur7gu5/d8v7/vLumxqNRgGUli1bKllZWYV+7vDhwwqgJCcnG9Vz93mgKAXfW1944QX1vcFgUFxdXZXFixcriqIoi+d/rLhUcVLOXYtSTt44qVxPva4sXbq0wPttZVTQz1EhhBBCCCFErhs3bijTpk1Tpk+frqSkpJg6HCEeqOsXkpSfPwtTTv7vsqlDEZVYUW33dyt1T41XXnmFH3744X5zKaICBAYGEhYWpr4WLVpULvWOHj0aOzs79VVaTZo0Uf+v0+lwcXGhcePG6rK8p9fzhnL5888/2b17t9E2GzRoAJBv0u88NjY2tGnTRu2VsXfvXrp06YKZmRkdO3Zkz549XLx4kdjYWLp27apuZ+bMmUbbyesBkNdrBKB9+/ZG22rfvn3+p97zJvLNSYe/e9i42bpR17Eu9hb2ajFFUdBoNOr2U1JScHFxMYohNjZW3c9BgwZx4cIF9Un8lStX0qxZM/z8/Mp0rCIjIzEzMzPqreDi4oKvr6/RPpmZmRlNWNagQQOcnJyMynh6emJv/8++ubm54efnh1arNVp29/da3P4WVK+Hh4daR2kNHTqUsLAwwsPD+f333/H29qZHjx7qcFaRkZG0b99e/U4AOnbsSEpKCpcvXyYmJobs7Gx1uDLIfXq/TZs2RfZ8iIyMJDMzkyeffLLQMv/3f/9Hp06dcHd3x87OjpCQEC5evGhUprTHOE+Jztm/rVy50uj7KMt8I8rf53zecRw6dCh79uzh6tWr6jZ69eqFs7MzkHsuhIaGGm03KCgIg8FAbGysWm9Bk+aV5LiVxb59+zh27Bg//vgjderUITQ01KinxvHjx+nTpw916tTB3t5eHXKvLNu++56o0Whwd3dXv8Ooi9do0rQ5OisrAMx1ueebEEIIIYQQ4uF36tQpAOrVq4etrW0xpYV4tFSrbc8zbzSl0RM1TB2KeASUerbijIwMvvrqK3bu3EmTJk2MGn0gd7z/R4lWa02XgBMlKnsn4Qjh4SOLLde06bc4O7Uu0bZLw9bWFm9v7wLq0eYbyqo0Y9DPnDmTiRMnliqWu917jmg0GqNleQ2heZPOGwwGevfuzZw5c/LV5eHhUeh2AgMDWb16NadOnSI9PZ0WLVoAEBAQwO7du7GwsMDKykqdzNhgMDBjxgyef/75fHVZ/d2gWJi7G8EBMLMAnQXos8CQU/CHyG3szpuPxGAw4OHhYTQ8Vh4nJycgd38DAwP54YcfaNeuHT/++COvvfaaWq60x+re8+Du5ffuU759vGdZcd9r3rK7v9fi9rewevPqKC1HR0f1mvD29uabb77Bw8OD1atX88orrxS433c30N/bWH93mYKOTx5r66Kv3YMHDzJo0CBmzJhBUFAQjo6OrFq1ik8++cSoXGmPcVEKi/fZZ581SnLVqFHwLxc+Pj5EREQUuC5v6KT69esD0KZNG+rVq8eqVasYM2YM69evV4d0gtxz4bXXXmP8+PH56qpdu7b6/3t/yS/pcSuLunXr4uTkhI+PDxkZGTz33HOcPHkSS0tLUlNT6dGjBz169OD777+nWrVqXLx4kaCgILKyskq9raK+w7xzq7ZDbXIMOWjQVOqhCIUQQgghhBAld/LkSQAaNWpk4kiEEOLhVuqkxl9//UWzZs2Af27GeYpq5HtYaTQadDqbEpV1qdIJS0t3MjOvUfC8GhosLd1xqdIJjUZXrnEWpVq1avm+q7CwsHwNa4VxdXXF1dXVaJmFhQWQO1Z+eWvRogVr167F09MTM7OSn6KBgYF8+OGH/PDDD3Tq1AmdLvcYBwQE8Nlnn2FpaUn79u3VhEWLFi2IiooqMBF0t4MHD/Liiy8avW/evHn+gua2BSY1FEXBoBjYu2cvJ06c4M0331S3Hx8fj5mZGZ6enoVuf+jQoUyZMoXBgwcTExNjNLdFaY+Vn58fOTk5HDp0iA4dOgBw69YtoqOjadiwoVouJyeHo0ePqk+IR0VFkZCQoPYCKYuS7m9xLCwsynze5Z0T6enpQO7xWLt2rVGS4sCBA9jb21OjRg2qVKmChYUFv//+O0OGDAFyE4JHjx5VJ38u6FqoX78+1tbW7Nq1i1deeSVfHPv376dOnTpMnTpVXXbhwoUy7VNBSnzOkjtHxd29QQozaNAgpk6dSnh4uNG8GgaDgU8//RQ/Pz+j5UOGDGHlypXUrFkTrVbL008/ra5r0aIFp06dKvbau1dFH7c8w4YNY+bMmXzxxRe8+eabnD59mps3bzJ79mx1DpejR48afaZc7omGHBr4+rBy5UoyMzOxtLQscFtCCCGEEEKIh8+1a9e4ceMGOp3uvv62FuJhl5Ol5+blFNy9HE0diniIlXr4qd27dxf6+u233yoixoeGRqPDp/77ee/uXQuAT/2QB5rQgNwJqo8ePcqKFSs4c+YM06ZNy5fkKC1XV1esra3ViakTExPLKVoYO3Yst2/fZvDgwRw+fJhz587x66+/MnLkyCIbDDt06IClpSWfffYZAQEB6vLWrVuTmJjI2rVrCQwMVJe///77rFixgunTp3Pq1CkiIyNZvXo17733nlG9a9as4dtvvyU6Oppp06Zx+PDhfBMaA2Dx91PlhmwyMzOJj4/n5NmTrNu9jvdmvkefPn145pln1Mbmbt260b59e/r27cv27ds5f/48Bw4c4L333jNqxHz++edJSkpizJgxBAYGGj1JX9pjVb9+ffr06cOrr77K77//rk4kXaNGDfr06aOWMzc3Z9y4cRw6dIhjx44xYsQI2rVrd1/D4JR0f4vj6enJoUOHOH/+PDdv3iyyl0JaWhrx8fHEx8cTHh7O66+/jpWVFT169ADg9ddf59KlS4wbN47Tp0+zceNGpk2bxltvvYVWq8XW1pYxY8YwadIktm3bRkREBK+++ippaWm8/PLLANSpUweNRsPmzZu5ceMGKSkpWFlZMWXKFCZPnsyKFSuIiYnh4MGDfPPNN0Bur5GLFy+yatUqYmJiWLRoEevXry/zsb1Xic/ZUnjzzTdp06YNvXv3Zs2aNVy8eJEjR47Qr18/IiMj+eabb4wS20OHDuXYsWPMmjWLf/3rX0a9n6ZMmcIff/zB2LFjCQsL48yZM2zatIlx48YVGUNFH7c8Wq2W4OBgZs+eTVpaGrVr18bCwoLPPvuMc+fOsWnTJj744AOjzxR0HpRa4hWGdG2CwaBn1KhRREZGsn37dubNmwc8mg8OCCGEEEII8bjIa4fx9vYutne/EI+q9JQsvn57H+v+8ycZqSUfRUaIe5U6qSGK5uoaRGP//2Jp6Wa03NLSncb+/8XVNeiBxxQUFERISAiTJ0+mdevWJCcnGz3FXRZmZmYsWrSIJUuWUL16daMG8ftVvXp19u/fj16vJygoCH9/fyZMmICjo6PRXAL3yhtaKjk5WR3vHnIb6Nu3b09ycrJRUiMoKIjNmzezY8cOWrduTbt27Zg/fz516tQxqnfGjBmsWrWKJk2asHz5clauXKnOaWFETWro2bZtGx4eHjRv2JxRA0exb+8+Fi1axMaNG9XeAhqNhi1bttC5c2dGjhyJj48PgwYN4vz58+o8IwAODg707t2b8PBwhg4det/HatmyZbRs2ZJnnnmG9u3boygKW7ZsMeq5Y2Njw5QpUxgyZAjt27fH2tqaVatWFXrsS6Kk+1uciRMnotPp8PPzU4cBKszSpUvx8PBQh/G6ceMGW7ZswdfXF8gdamnLli0cPnyYpk2bMnr0aF5++WWjxNbs2bPp168fw4YNo0WLFpw9e5bt27er80PUqFGDGTNm8O9//xs3Nzc1eRASEsLbb7/N+++/T8OGDRk4cKA6b0KfPn148803eeONN2jWrBkHDhwgJCSk1Me0MCU+Z0vBysqK3377jZdeeol3330Xb29vnnrqKXQ6HQcPHlSHdctTv359WrduzV9//ZXvvG3SpAl79+7lzJkzPPHEEzRv3pyQkJAih5eDij9udxs5ciTZ2dl8/vnnVKtWjdDQUNasWYOfnx+zZ89WEw15CjsPSiUnHQd7W75b9Q1Hjh2hWbNmTJ06lfffz02WFzcsnhBCCCGEEKLyqlKlCh4eHvj7+5s6FCFMxtrOAgcXK2ydLEm6mW7qcMRDTKOUYLDu559/ntDQUBwcHAqcf+Bu69atK7fgKkJSUhKOjo4kJibi4OBgtC4jI4PY2Fjq1q17341HiqInIeEImZnXsbR0xcmp9QPvoSEeMEWB+L9AMUC1BmBujd6gJ8uQhZXO6qF5yjo0NJTg4GASEhJMHYooA41Gw/r16+nbt6+pQxGloSgQFw4onLNxID0ngxr2NXCydGLlypWMGDGCxMTESv9EV3n+HBVCCCGEEOJRVNwcjUI86tJTsrCyNZfrQBSoqLb7u5VowgJHR0f1RHNwcJCTrgQ0Gh3Ozu2KLygeHRoNONbKnTDcLHcsfJ1Wh3UpJ3wXQjyGcjIABTRadqzbSfXa1THzNGPPyT1MmTKFAQMGVPqEhhBCCCGEEKJ40qYmHnfWdhamDkE8AkqU1Fi2bJn6/9DQ0IqKRYiHn00VU0cghHgYZf/d7dbMmsSbiXw882Pi4+Px8PCgf//+zJo1y7TxCSGEEEIIIcrEYDBw6tQp6tevL72ZhbiH9FwSZVXqOTW6du1a4LA0SUlJdO3atTxiEuKRkq3P5lrqNa6mXDV1KCUyfPhwGXrqIaYoigw99TDK+TupYW7N5MmTOX/+vDqU06effoqNjY1p4xNCCCGEEEKUyeXLl1m7di2fffYZer3e1OEIUSmc2neFH2ce4uTeK6YORTykSp3U2LNnD1lZWfmWZ2RksG/fvnIJSoiHWvodSLgE+mwAFBRupt8kITMBg2IwcXBCiErp754aaTod6Tnpcq8QQgghhBDiEXHy5EkA6tWrh04nc60KAZCZlsPtq6lcjLht6lDEQ6pEw08B/PXXX+r/IyIiiI+PV9/r9Xq2bdtGjRo1yjc6IR5GyfG54+Nb2oO1E+Zac6pYVcHKTLqZCiEKYeUIGh3xOWmkJ9xRJwkXQgghhBBCPLwMBgMREREA+Pv7mzgaISqPei1csXexolYDGcZdlE2JkxrNmjVDo9Gg0WgKHGbK2tqazz77rFyDE+KhZGGbm9TISgVrJzQaDR52HqaOSghRmdlWA9tqmCVdRGvIxlonk4ILIYQQQgjxsLtw4QIpKSlYWVnh5eVl6nCEqDQcq1njWE3+7hVlV+KkRmxsLIqi4OXlxeHDh6lWrZq6zsLCAldXV+lGJwTkJjXSbuUmNYQQohRqO9RGURRThyGEEEIIIYQoB3lDT/n5+WFmVuImOCGEEMUo8R21Tp06QG7XOSFEESzscv/NTgODAbS5U9fkGHJIy07DzsIOrabU09kIIR5VORmABnQW8HePSCGEEEIIIcTDTa/Xy9BTQhQhKz2HmOM3SLyeRru+9UwdjnjIlDlNHBERwcWLF/NNGv7ss8/ed1BCPNR0FqA1A0NObmLD0g5FUTibcBa9QU9dx7rYmNuYOkohRGWRHA/pd8DeA+zdTR2NEEIIIYQQohxcvXqV9PR0bG1t8fT0NHU4QlQ62Vl6flsRCRpo2q0W1nYWpg5JPERK/bj4uXPnaNq0Kf7+/jz99NP07duXvn378txzz/Hcc89VRIziAejSpQvBwcHqe09PTxYsWFDqeoYPH07fvn3LLS5T02g0bNiwobQfyh2CCtQhqDQaDTZmNliaWWJQHmxvp3u/WyEeJuV9/k6fPp1mzZqVW33lIjsdgPM5KcQmxpKek17qKkJDQ3FycirnwIQQQgghhBBlVatWLd5880369euHViujNQhxL1tHS3zauNGqpycPuKlMPAJKfVedMGECdevW5dq1a9jY2HDq1Cn+97//0apVK/bs2VMBIYqSGD58uDqR+92vs2fPVsj2zp8/j0ajISwszGj5woULCQ0NrZBtFiYlJQVzc3NWr15ttHzgwIFoNBpiYmKMlterV4933323wuIZPnw4Gpd6aGq0wLxKTdzc3OjevTs71uzAy8ELu7zhqUSZlLSRu0uXLup1oNVqcXNzo3///ly4cKFc49mzZw8ajYaEhIRyrbcyysrKYu7cuTRt2hQbGxuqVq1Kx44dWbZsGdnZ2RWyzXXr1vHBBx9USN0Pmqenp3pOWltb06BBA/4zdy5KdgYKkGbIIi07DW0xP5oLSjoPHDiQ6OjoigteCCGEEEIIUWqOjo4yQbgQReg+shFtn/XCxkF6aYjSKXVS448//mDmzJlUq1YNrVaLVqulU6dOfPzxx4wfP74iYnyo/Cc2jvnn4wtcN/98PP+JjauwbT/11FPExcUZverWrVth2yuIo6PjA39a2M7OjlatWrF7926j5Xv37qVWrVpGyy9fvsy5c+cIDAys0JieCgoi7vIFzp8/z9atWwkMDCQ4OJhnnnmGnJycCt22+Merr75KXFwcV65cYePGjVy6dIkXXnjB1GE9lLKysggKCmL27NmMGjWKAwcOcPjwYcaOHctnn33GqVOnylx3QQmRvGVVqlTB3t6+zHVXNjNnziQuLo7IyEgmTpzIu1On8tX3/wcaHV6OXtSwq4GFrvS/zFlbW+Pq6loBEQshhBBCCCFKS1EUU4cghBCPtFInNfR6PXZ2uU+aV61alatXrwK5E4lHRUWVb3QPIZ1Gw9zY+HyJjfnn45kbG4+uAieAtbS0xN3d3eil0+kKHBIqODiYLl26lHlbecmS5s2bo9Fo1Lru3VaXLl0YN24cwcHBODs74+bmxldffUVqaiojRozA3t6eevXqsXXrVqP6IyIi6NWrF3Z2dri5uTFs2DBu3rxZaDyBgYFGPYUiIyNJT0/n9ddfN1q+e/duzM3N6dixIwA///wzLVu2xMrKCi8vL2bMmJEv6RAXF0fPnj2xtrambt26rFmzptjjY2llhXuN2tSoUYMWLVrw7rvvsnHjRrZu3cqyZcvUX3ASExMZNWoUrq6uODg40LVrV8LDwwGIiopCo9Fw+vRpo7rnz5+Pp6enWkdpj9WdO3d48cUXcXZ2xsbGhp49e3LmzBl1fd4wNhs2bMDHxwcrKyu6d+/OpUuX1DJ5Q/h8++231K5dGzs7O8aMGYNer2fu3Lm4u7vj6urKrFmzjLZd1P7eXe93332Hp6cnjo6ODBo0iOTkZCD3/Nq7dy8LFy5Un3g/f/58oftqY2ODu7s7Hh4etGvXjrFjx3Ls2DGjMnv37qVNmzZYWlri4eHBv//9b6NzIDMzk/Hjx+Pq6oqVlRWdOnXiyJEjQG6PpbwEmbOzMxqNhuHDhwNgMBiYM2cO3t7eWFpaUrt2baPjMWXKFHx8fLCxscHLy4uQkBCjxv2yHmONRsPixYtLfc4WZ8GCBfzvf/9j165djB07lmbNmuHl5cWQIUM4dOgQ9evXBwruRdCsWTOmT59uFOOXX35Jnz59sLW15cMPPzTaXy8vLywtLVEUJV/PnMzMTCZPnkytWrWwtLSkfv36fPPNN0DBQzBt2LChyIm3C+r507dvX/V7zNunDz/8kBdffBE7Ozvq1KnDxo0buXHjBn369MHOzo7GjRtz9OjRYo+jvb097u7ueHp68sorr9DE349f/3cQjbk1VmZW3Lpyi759++Lm5oadnR2tW7dm586dRvFeuHCBN998U70GCtr34q4lgOTkZIYOHYqtrS0eHh58+umnMlydEEIIIYQQ5WD9+vV89913XL582dShCFHpKQaF6xeSSE3MNHUo4iFS6qSGv78/f/31FwBt27Zl7ty57N+/n5kzZz7SXepS9fpCXxn6fwZ+e8vTneA6rsyNjWf2uauk6vXMPneVubHxBNdxZUwt1xLVW9kdPnwYgJ07dxIXF8e6desKLbt8+XKqVq3K4cOHGTduHGPGjKF///506NCBY8eOERQUxLBhw0hLSwNykwgBAQE0a9aMo0ePsm3bNq5du8aAAQMK3UZgYCBRUVHExeX2hNm9ezdPPPEEXbt2zZfUaNu2LTY2Nmzfvp0XXniB8ePHExERwZIlSwgNDc3XSBwSEkK/fv0IDw/nhRdeYPDgwURGRpb6mHXt2pVGjRvx/U/fczvjNoqi8PTTTxMfH8+WLVv4888/adGiBU8++SS3b9/G19eXli1bsnLlSqN6fvjhB4YMGYJGoynTsRo+fDhHjx5l06ZN/PHHHyiKQq9evYwa1NPS0pg1axbLly9n//79JCUlMWjQIKN6YmJi2Lp1K9u2bePHH3/k22+/5emnn+by5cvs3buXOXPm8N5773Hw4EGAYvf37no3bNjA5s2b2bx5M3v37mX27NlA7vBm7du3V3tgxMXFUatWrRId/9u3b7NmzRratm2rLrty5Qq9evWidevWhIeHs3jxYr755hs+/PBDtczkyZNZu3Yty5cv59ixY3h7exMUFMTt27epVasWa9euBVDPv4ULFwLwzjvvMGfOHEJCQoiIiOCHH37Azc1Nrdfe3p7Q0FAiIiJYuHAhS5cu5dNPP72vY5ynvM7Zu61cuZJu3brRvHnzfOvMzc2xtbUtVX3Tpk2jT58+nDhxgpEjRwJw9uxZfvrpJ9auXZtvaLs8L774IqtWrWLRokVERkby5Zdfqon2ivTpp5/SsWNHjh8/ztNPP82wYcN48cUXeeGFF9Tz4sUXXyzxE1mKorBnzx4io6IxNzMDc2sgdzi9Xr16sXPnTo4fP05QUBC9e/fm4sWLQO5wXDVr1lR7fOTd8wpS1LUE8NZbb7F//342bdrEjh072LdvX76knxBCCCGEEKJ0srKyiIyMJCYmpsgHrIQQubYtPcmaj49y9uh1U4ciHiZKKW3btk1Zu3atoiiKEhMTozRs2FDRaDRK1apVlZ07d5a2ugcuMTFRAZTExMR869LT05WIiAglPT093zq3344X+hoSFmNU1nNPeKFl+x6LNirbcN9fBZYrrZdeeknR6XSKra2t+vrXv/6lruvTp49R+QkTJigBAQHq+4CAAGXChAnq+zp16iiffvppoduLjY1VAOX4ceNY791WQECA0qlTJ/V9Tk6OYmtrqwwbNkxdFhcXpwDKH3/8oSiKooSEhCg9evQwqvfSpUsKoERFRRUYT2pqqmJubq788MMPiqIoSv/+/ZW5c+cq2dnZip2dnRIdnXvc69atq4SEhCiKoihPPPGE8tFHHxnV89133ykeHh7qe0AZPXq0UZm2bdsqY8aMKfTYqMcgI0lRbp5VlITL6rq+/+qrePl4KReTLiq7du1SHBwclIyMDKPP16tXT1myZImiKIoyf/58xcvLS10XFRWlAMqpU6dKfKzu/m6jo6MVQNm/f79a/ubNm4q1tbXy008/KYqiKMuWLVMA5eDBg2qZyMhIBVAOHTqkKIqiTJs2TbGxsVGSkpLUMkFBQYqnp6ei1+vVZb6+vsrHH3+sKIpSov0tqN5JkyYpbdu2Vd/fe64WJiAgQDE3N1dsbW0VGxsbBVB8fHyU2NhYtcy7776r+Pr6KgaDQV323//+V7Gzs1P0er2SkpKimJubKytXrlTXZ2VlKdWrV1fmzp2rKIqi7N69WwGUO3fuqGWSkpIUS0tLZenSpcXGmWfu3LlKy5Yt1fdlOcaKUrZztiSsra2V8ePHF1uuoHtH06ZNlWnTphnFGBwcbFRm2rRpirm5uXL9+nWj5Xd/33nn/44dOwrc9rJlyxRHR0ejZevXr1fu/lE3bdo0pWnTpgXWn6dPnz7KSy+9ZLRPL7zwgvo+756Vdy9RFEX5448/FECJi4srMLa8eiwsLBRbW1vF3NxcARQrK0tl/4Zlys2Ei0pCRoKSo8/J9zk/Pz/ls88+M6rn3mN8774Xdy0lJSUp5ubmypo1a9T1CQkJio2NTYmur8IU9XNUCCGEEEKIx8GJEyeUadOmKQsWLDD6W1MIUbBj2y8oSybsUQ5vPmfqUEQlUFTb/d3MSpsECQoKUv/v5eVFREQEt2/fVodeEaYTGBjI4sWL1felfXK6MKNHj+b7779X36ekpJTq802aNFH/r9PpcHFxoXHjxuqyvKfXr1/Pzcj++eef7N69u8Cnr2NiYvDx8cm33MbGhjZt2rBnzx4GDx7M3r17mTRpEmZmZnTs2JE9e/ZgaWlJbGwsXbt2Vbdz5MgRo54Zer2ejIwM0tLSsLGxAaB9+/ZG22rfvn2hT5EbMeghMwn0WUANAMw0ZljoLKhuW51Vf64iJSUFFxcXo4+lp6erk5sPGjSISZMmcfDgQdq1a8fKlStp1qwZfn5+ZTpWkZGRmJmZGfVWcHFxwdfX1+hJfjMzM1q1aqW+b9CgAU5OTkRGRtKmTRsgd0ieu+c6cHNzQ6fTodVqjZbd/b0Wt78F1evh4aHWUVpDhw5l6tSpAFy7do2PPvqIHj168Oeff2Jvb09kZCTt27c3und17NiRlJQULl++TEJCAtnZ2epwZZDbK6FNmzZF9nyIjIwkMzOTJ598stAy//d//8eCBQs4e/YsKSkp5OTk4ODgYFSmtMc4T2nO2ZUrV/Laa6+p77du3coTTzyRr5yiKOV6j7/7/MpTp04dqlWrVuhnwsLC0Ol0BAQElFscJXX3fSzvnlXYfczd3b3QeiZNmsTw4cO5ceMGU6dOpesTHWgf2J3I7ESU5CQ8zD2YPWs2mzdv5urVq+Tk5JCenq721CiNoq6lc+fOkZ2drV7PkDsnkq+vb6m3I4QQQgghhPjHyZMnAWjUqJG0kwlRAv4BNWjyZE10ulIPKCQeY6VOahSkSpUqxMXFMWvWLD7//PPyqLLSiencuNB1Oox/SJ3s1IjPLlxjwYXrWGg0ZCkKwXVcGVfHDe09ZY+09yu3GG1tbfH29s63XKvV5hsSpaCJeQszc+ZMJk6cWOa4zM3Njd5rNBqjZXk/5A0Gg/pv7969mTNnTr66PDw8Ct1OYGAgq1ev5tSpU6Snp9OiRQsAAgIC2L17NxYWFlhZWdGuXTt1OzNmzOD555/PV5eVlVWR+1SiX0ws/k4q5WSAIQe0ZkSdjqKeVz10Wh0GgwEPDw+j4bHy5I2N7+HhQWBgID/88APt2rXjxx9/NGqALu2xuvc8uHv5vftU0D7evay47zVv2d3fa3H7W1i9eXWUlqOjo3pNeHt788033+Dh4cHq1at55ZVXCtzvvGOk0WiM/n9vmaLOAWtr6yLjOnjwIIMGDWLGjBkEBQXh6OjIqlWr+OSTT4zKlfYYF6WweJ999lmjJFeNGjUKLOfj41OiIaxKer8pKOlaXCK2uONalntdST9T0D2rqPtYYapWrYq3tzfe3t6sXbsWb29vWnd8gsYdGpOpz2Tqv6fy66+/Mm/ePLy9vbG2tuZf//oXWVlZRdZbkKLOlaLObSGEEEIIIUTZZGRkqHNW+vv7mzgaIR4O5pY6U4cgHkKlSoFFRETw3//+l6+++oqEhAQAbt68yZtvvomXlxe//fZbRcRYKdjqdIW+rO7JJC65dIMFF64zua47F7s0ZXJddxZcuM6SSzewvqdsYXWWp2rVquUbd71EPQ3+5urqqjbC5TUQW1hYALk9G8pbixYtOHXqFJ6enkbb9fb2LrLRMzAwkDNnzvDDDz/QqVMndH8fx4CAAPbs2cOePXto3769mrBo0aIFUVFR+bbh7e1t9CT8vfMVHDx4kAYNGhS/Izpz0Fnm/j8rjd9++40TJ07Qr18/dfvx8fGYmZnl237VqlXVaoYOHcrq1av5448/iImJMZrborTHys/Pj5ycHA4dOqQuu3XrFtHR0TRs2FBdlpOTYzTpcVRUFAkJCSXb70KUdH+LY2FhUebzLu+cSE9PB3KPx4EDB4wacg8cOIC9vT01atTA29sbCwsLfv/9d3V9dnY2R48eVY9XQddC/fr1sba2ZteuXQXGsX//furUqcPUqVNp1aoV9evX58KFC2Xap4KU5py1t7c3+i4KSxwMGTJEnefhXjk5OaSmpgL57zdJSUnExsaWdVeMNG7cGIPBwN69ewtcX61aNZKTk9VYoPh73b3x6vV69cmqiubs7My4ceOYMnkKHrYe1HWsy++//87w4cN57rnnaNy4Me7u7pw/f97oc/dzDeSpV68e5ubm6vxIkPtd5f0BJoQQQgghhCi906dPo9frqVq1qtGcikKIklEM8qCdKJkSJzU2b95M8+bNGTduHKNHj6ZVq1bs3r2bhg0bEhYWxpo1a4iIiKjIWB8K88/HMzc2nsl13XnLM3cIkrc83Zlc1525sfHMPx//wGPq2rUrR48eZcWKFZw5c4Zp06bdd6Odq6sr1tbW6sTUiYmJ5RQtjB07ltu3bzN48GAOHz7MuXPn+PXXXxk5cmSRDXkdOnTA0tKSzz77zGh4mtatW5OYmMjatWsJDAxUl7///vusWLGC6dOnc+rUKSIjI1m9ejXvvfeeUb1r1qzh22+/JTo6mmnTpnH48GHeeOONIvchMzOT+Ph4rtxM5tiJSD766CP69OnDM888w6Chg7iZfpPmHZvTvn17+vbty/bt2zl//jwHDhzgvffeM0ooPP/88yQlJTFmzBgCAwONnqQv7bGqX78+ffr04dVXX+X3339XJ5KuUaMGffr0UcuZm5szbtw4Dh06xLFjxxgxYgTt2rUzGqqmtLp161ai/S2Op6cnhw4d4vz589y8ebPIJ+PT0tKIj48nPj6e8PBwXn/9daysrOjRowcAr7/+OpcuXWLcuHGcPn2ajRs3Mm3aNN566y20Wi22traMGTOGSZMmsW3bNiIiInj11VdJS0vj5ZdfBnKHTNJoNGzevJkbN26QkpKClZUVU6ZMYfLkyaxYsYKYmBgOHjzIN998A+T2Grl48SKrVq0iJiaGRYsWsX79+jIf23uV5ZwtTnBwMB07duTJJ5/kv//9L+Hh4Zw7d46ffvqJtm3bqo3hXbt25bvvvmPfvn2cPHmSl156SU0m3S9PT09eeuklRo4cyYYNG4iNjWXPnj389NNPALRt2xYbGxveffddzp49yw8//EBoaGiRdXbt2pVffvmFX375hdOnT/P666+rSfsKl5XK2JdfJCoqSp1w3tvbm3Xr1hEWFkZ4eDhDhgzJd457enryv//9jytXrnDz5s0ybdre3p6XXnqJSZMmsXv3bk6dOsXIkSPRarXSRV4IIYQQQogyymtr8ff3l9+rhSiFW1dTWP/JMdb+509ThyIeEiVOasyaNYvRo0eTlJTEvHnzOHfuHKNHj2bt2rXs3r2bZ555piLjfGjoFcUooZEnL7GhN8HQHkFBQYSEhDB58mRat25NcnIyL7744n3VaWZmxqJFi1iyZAnVq1c3ahC/X9WrV2f//v3o9XqCgoLw9/dnwoQJODo6GvWguFfe0FLJycl06dJFXW5ubk779u1JTk42SmoEBQWxefNmduzYQevWrWnXrh3z58+nTp06RvXOmDGDVatW0aRJE5YvX87KlSvVOS0Ks23bNjw8PPBs1omnhr7B7v/tY9GiRWzcuBE9eq6lXuN2xm22bNlC586dGTlyJD4+PgwaNIjz588bPdHh4OBA7969CQ8PZ+jQofd9rJYtW0bLli155plnaN++PYqisGXLFqOhamxsbJgyZQpDhgyhffv2WFtbs2rVqiL3uTgajaZE+1uciRMnotPp8PPzo1q1akXONbB06VI8PDzUYbxu3LjBli1b1HkDatSowZYtWzh8+DBNmzZl9OjRvPzyy0aJrdmzZ9OvXz+GDRtGixYtOHv2LNu3b8fZ2VmtY8aMGfz73//Gzc1NTR6EhITw9ttv8/7779OwYUMGDhyozmfQp08f3nzzTd544w2aNWvGgQMHCAkJKfUxLUxZztniWFpasmPHDiZPnsySJUto164drVu3ZtGiRYwfP17tWv3OO+/QuXNnnnnmGXr16kXfvn2pV69eeewWAIsXL+Zf//oXr7/+Og0aNODVV19Ve2ZUqVKF77//ni1bttC4cWN+/PFHpk+fXmR9I0eO5KWXXuLFF18kICCAunXrGt0nKlTKdarpEhk6qB/Tp0/HYDDw6aef4uzsTIcOHejduzdBQUHqUHp5Zs6cyfnz56lXr16Rc5AUZ/78+bRv355nnnmGbt260bFjRxo2bFjs8HtCCCGEEEKIgvn5+eHp6SlDTwlRStZ2Flw9k8C12CTSk0s//LJ4/GiUEg6g7eTkxOHDh/Hx8SEnJwcrKyt+/vlnevbsWdExlqukpCQcHR1JTEzMNylvRkYGsbGx1K1bVxp1RPnITocbp0GjBffGoNGiN+i5knIFG3MbXKxcKt3TG6GhoQQHBz+4p9VFudJoNKxfv56+ffuaOhRRnOsRKDmZRFpaotPo8HL0wlxnXvznKkhqaio1atTgk08+UXsilZb8HBVCCCGEEEIIURZnjlzD1dMex2o2pg5FmFBRbfd3K/FE4UlJSepkvmZmZlhbW+Pj43PfgQrxSDOzAq05mFmCQQ86LTqtjtoOtU0dmRDClAwGyMkk6+8J6Q0YMNOW+EdyuTh+/DinT5+mTZs2JCYmMnPmTIBy7XknhBBCCCGEEEKURP3WMg+NKLlStaBEREQQH587J4SiKERFRRlNyArQpEmT8otOiIedRgNujXL/FUKIPDm5k9VbanQ0qNKAbEO2SXptzZs3j6ioKCwsLGjZsiX79u2jatWqDzwOIYQQQgghHmYpKSlERETg5+eHnZ2dqcMRQohHXomHn8qbPLSg4nnLNRpNkRM5VwYy/JSoLAyKgYycDGzMpVudEI+d1JuQeAks7KGqt6mjKTfyc1QIIYQQQjyODh06xNatW6lVq1aZh3IVQsDFiFuc/+sWjbvUwNnd1tThCBMo9+GnYmNjyyUwIR5bhhz4e3gZvUFP1J0oFEXBp4oP5lrTjaMvhDCBv3tqYG5t2jiEEEIIIYQQ9+3kyZNA7kThQoiy++u3y1w4eQv7KlaS1BBFKnFSo06dOhUZhxCPLkXJnSw8JwNcG4GZBTqtDgudBXqDnmx9tiQ1hHjcZKejAJeVDKzSbuBi7YJWozV1VEIIIYQQQohSSkhI4NKlSwA0atTIxNEI8XCr39oN+ypWuHsV/oS+EFDKOTWEEGWg0fwzp0Z2KphZAODp4IlOozPJOPpCCBNzrElmZhJJGbdI0WdR1VrmsRBCCCGEEOJhdOrUKSD3YeCihkoRQhTPt607vm3dTR2GeAhIUkOIB8HCDrLTISsVrJ0BMNPK5SfEY8vcBp3WHDedGQbFIMlNIYQQQgghHlJ5SQ1/f38TRyKEEI8PGetCiAfB4u9xALNSTBuHEKLSMNeZU9W6Kq42rqYORQghhBBCCFEGt27d4urVq2g0Gho2bGjqcIR4ZCTdTCf+XKKpwxCVmCQ1hHgQzP9OamSng0GvLr6RdoOYhBiSs5JNFJgQ4oHLSITUG5CdYepIhBBCCCGEEPfh6tWraLVa6tati52dnanDEeKREBt+g+/e+4Pd3582dSiiEitTUiMnJ4edO3eyZMkSkpNzG2OvXr1KSoo8hf6w6tKlC8HBwep7T09PFixYUOp6hg8fTt++fcstLlPTaDRs2LDh/isys4C8ycCz09TF2YZsMnIySM1Ovf9tFOLe71aIB6Xcrp9HTdotlMTLpKbfQn9XkrO8ybUvhBBCCCFExWrcuDETJ06kV69epg5FiEeGez1HtDoNljZm5GRX3N/M4uFW6qTGhQsXaNy4MX369GHs2LHcuHEDgLlz5zJx4sRyD/BhcyUhnZNXEgt9XUlIr5DtDh8+HI1Gk+919uzZCtne+fPn0Wg0hIWFGS1fuHAhoaGhFbLNwqSkpGBubs7q1auNlg8cOBCNRkNMTIzR8nr16vHuu+9WWDx3fxfm5ua4ubnRvXt3vl2zBYPBkDuvxt+cLJ2oaV8TF2uXCovnUVPShtouXbqo34NWq8XNzY3+/ftz4cKFco1nz549aDQaEhISyrXeyiY0NBQnJ6cK387169d57bXXqF27NpaWlri7uxMUFMQff/xR4dsuL8WeE9npZGo0/LT7V8x0Zup56uLiQteuXdm/f3+5bG/dunV88MEHZdsJIYQQQgghRInY2NhQtWpVU4chxCPD2s6CV+Z35vmJLTEz15k6HFFJlXqm4gkTJtCqVSvCw8NxcfmnIfa5557jlVdeKdfgHjZXEtLpOm8PmTmGQstYmmn5bWIXajhZl/v2n3rqKZYtW2a0rFq1auW+naI4Ojo+0O0B2NnZ0apVK3bv3s3AgQPV5Xv37qVWrVrs3r2bevXqAXD58mXOnTtHYGBghcaU913o9XquXbvGtm3bmPDuTP5v01Y2rV+rXng25jYVGsfj7tVXX2XmzJkoisKFCxcIDg7mhRdeYN++faYOTRSiX79+ZGdns3z5cry8vLh27Rq7du3i9u3bpg6tRLKzs4suYNCDPoscjQadJveXs6ioKBwcHLhx4wYffvghTz/9NNHR0bi63t9cG1WqVLmvzwshhBBCCCEKl5WVhYWFhanDEOKRZG4pyQxRtFL31Pj9999577338t2469Spw5UrV8otsIfRndSsIhMaAJk5Bu6kZlXI9vOear77pdPpChwSKjg4mC5dupR5W3Xr1gWgefPmaDQata57t9WlSxfGjRtHcHAwzs7OuLm58dVXX5GamsqIESOwt7enXr16bN261aj+iIgIevXqhZ2dHW5ubgwbNoybN28WGk9gYCB79uxR30dGRpKens7rr79utHz37t2Ym5vTsWNHAH7++WdatmyJlZUVXl5ezJgxg5ycHKO64+Li6NmzJ9bW1tStW5c1a9YUe3zyvosaNWrQokUL3n33XTZu3MTWnXsIXbVOLZeYmMioUaNwdXXFwcGBrl27Eh4eDuQ2dGo0Gk6fNh5DcP78+Xh6eqIoSpmO1Z07d3jxxRdxdnbGxsaGnj17cubMGXV93hP5GzZswMfHBysrK7p3786lS5fUMtOnT6dZs2Z8++231K5dGzs7O8aMGYNer2fu3Lm4u7vj6urKrFmzjLZd1P7eXe93332Hp6cnjo6ODBo0SB3mbvjw4ezdu5eFCxeqT7efP3++0H21sbHB3d0dDw8P2rVrx9ixYzl27JhRmb1799KmTRssLS3x8PDg3//+t9E5kJmZyfjx43F1dcXKyopOnTpx5MgRILfHUl6CzNnZGY1Gw/DhwwEwGAzMmTMHb29vLC0tqV27ttHxmDJlCj4+PtjY2ODl5UVISIhRg3hZj7FGo2Hx4sWlPmfLYvHixdSrVw8LCwt8fX357rvv8pUpzfWTkJDA77//zpw5cwgMDKROnTq0adOGd955h6effhoouJdYQkICGo1Gvdbzei788ssvNG3aFCsrK9q2bcuJEyfUz5TkPC/JPmo0Gr788kv69OmDra0tr7zySqHnBJA7rw5gpzGjtkNtAFxdXXF3d6dx48a89957JCYmcujQIfUj33//Pa1atcLe3h53d3eGDBnC9evX1eNR2PYKGlbwo48+YuTIkdjb21O7dm2++uoro/05cOAAzZo1w8rKilatWrFhw4YCe+UJIYQQQgjxOFMUhSVLlvD1118X+fe3EOL+GPQGtf1LiLuVOqlhMBjQ6/OPZ3b58mXs7e3LJajKKC0rh7SsHKMLKSvHQFpWDpk5ZR/fLa9eg+GferP1RSdGKoPDhw8DsHPnTuLi4li3bl2hZZcvX07VqlU5fPgw48aNY8yYMfTv358OHTpw7NgxgoKCGDZsGGlpuXNNxMXFERAQwP+zd+fxNR39A8c/N8nNvgiyF0EIqX0P2ogiKL9oVe2lVItW0VpaFVu1RVuKtqpqbW1VtdRjKR7yaGy1pUgkGrEntWeX7c7vjzSnubJHCPp9v173VXfO3DnfmTP35nnOnJlp0KABR44cYfv27fz111+8/PLL+Z7D39+fiIgIYmJigKzBi2eeeYa2bdvmGtRo3rw51tbW7Nixg379+vH2228TFhbGwoULWbZsWa6bxEFBQXTv3p3Q0FD69etH7969CQ8PL3abtW3blvr162ttpZTi+eef52rMVdZsWEPwgWAaNWrEc889x61bt/D29qZx48asXLnSqJxVq1bRp08fdDpdidpq4MCBHDlyhM2bN3PgwAGUUnTu3NnohnpycjIfffQRy5cvJyQkhPj4eHr16mVUTlRUFNu2bWP79u2sXr2aJUuW8Pzzz3P58mWCg4OZOXMmEydO5ODBg0b1jY2NZevWrRw9etSovjnL3bhxI1u2bGHLli0EBwczY8YMIGt5M19fX4YMGUJMTAwxMTFUqlSpSO1/69Yt1q1bR/PmzbW0K1eu0LlzZ5o2bUpoaCgLFixg8eLFTJ8+Xcszbtw41q9fz/Llyzl27BheXl4EBARw69YtKlWqxPr16wG0/jd37lwA3n//fWbOnElQUBBhYWGsWrUKFxcXrVw7OzuWLVtGWFgYc+fOZdGiRcyZM+e+2jhbafXZgmzYsIGRI0fy7rvvcurUKd544w1effVV9uzZU+JYbG1tsbW1ZePGjaSmpt53jGPHjuWzzz7j999/x9nZmf/7v/8rVj8vah0nT55MYGAgJ0+eZNq0afn2CQAy/l6CUJ97tl5ycrI2206v12vpaWlpfPjhh4SGhrJx40aio6O1gYuC+mBePv/8c5o0acLx48cZPnw4w4YN0wZOExIS6Nq1K3Xr1uXYsWN8+OGHjB8/vrBmFkIIIYQQ4l8nNjaWmzdvEhsb+0TfCxOiLO1eHsaSsb9x45Ls4SzyoIrp5ZdfVkOGDFFKKWVra6vOnTunEhISVNu2bdXAgQOLW9xDFxcXpwAVFxeX61hKSooKCwtTKSkpuY5VGb9FVRm/Rd1IuKulzd8dqaqM36LG/xSqlFLq5OU7Wr6CXicv39HKaDjtV1Vl/BYVERuvpa06dKHY9RowYIAyNTVVNjY22uull17SjgUGBhrlHzlypPLz89Pe+/n5qZEjR/5T3ypV1Jw5c/I9X3R0tALU8ePHc8WR81x+fn6qdevW2vuMjAxlY2Oj+vfvr6XFxMQoQB04cEAppVRQUJDq0KGDUbmXLl1SgIqIiMgznqSkJKXX69WqVauUUkr16NFDzZo1S6WnpytbW1sVGRmplFKqatWqKigoSCml1DPPPKM+/vhjo3K+//575ebmpr0H1NChQ43yNG/eXA0bNizftsmrvbP17NlT1a5VS6m0ZLV7925lb2+vrt65qk5dP6Wi70QrpZSqXr26WrhwoVJKqdmzZ6tq1appn4+IiFCAOn36dJHbKue1jYyMVIAKCQnR8t+4cUNZWVmpH3/8USml1NKlSxWgDh48qOUJDw9XgDp06JBSSqnJkycra2trFR//T78NCAhQnp6eKjMzU0vz9vZWn3zyiVJKafW9e/ef79C99c2r3LFjx6rmzZtr7+/tq/nx8/NTer1e2djYKGtrawWomjVrqujoaC3PhAkTlLe3tzIYDFraV199pWxtbVVmZqZKTExUer1erVy5Ujuelpam3N3d1axZs5RSSu3Zs0cB6vbt21qe+Ph4ZWFhoRYtWlRonNlmzZqlGjdurL0vSRsrVbI+WxRLly5VDg4O2vuWLVtqfwuy9ejRQ3Xu3Pm+Yvnpp5+Uo6OjsrS0VC1btlTvv/++Cg0N1Y7n9dtz+/ZtBag9e/Yopf65JmvWrNHy3Lx5U1lZWam1a9dq9Smsnxe1jqNGjTLKk1ef+CfYC0pdOaZU3BUtX/Zvtk6nU4Bq3LixSktLy7eNDh8+rACVkJBQ4Pny+l3v16+f9t5gMChnZ2e1YMECpZRSCxYsUBUqVDD6G7ho0aI8f+vzU9DfUSGEEEIIIZ4Uv/76q5o8ebL2/y+EEKVvy1eh6ss3dqujO86XdSjiISro3n1OxZ6pMWfOHIKDg/Hx8eHu3bv06dMHT09Prly5wsyZM4tV1oIFC6hXrx729vbY29vj6+ubaxmiewUHBxstF/TNN98UtwpPLH9/f06cOKG95s2bVyrlDh06VHuC2tbWttifr1evnvZvU1NTKlSoQN26dbW07KfXs5dTOXr0KHv27DE6Z61atQBybfqdzdrammbNmmmzMoKDg2nTpg1mZma0atWKvXv3cvHiRaKjo2nbtq12nmnTphmdJ3sGQPasEQBfX1+jc/n6+pb4qXeVlozOkAaJ1zh69CiJiYnU8KhBM89mPO3xNLa2tkRHR2v17NWrFxcuXNCexF+5ciUNGjTAx8enRG0VHh6OmZmZ0WyFChUq4O3tbVQnMzMzmjRpor2vVasW5cqVM8rj6elp9ESKi4sLPj4+mJiYGKXlvK6JiYlUqFDBKN6c9c2rXDc3N62M4urbty8nTpwgNDSU3377DS8vLzp06KAtZxUeHo6vry86nU77TKtWrUhMTOTy5ctERUWRnp6uLVcGWU/QN2vWrMA+EB4eTmpqKs8991y+eX766Sdat26Nq6srtra2BAUFcfHiRaM8xW3jbMXpsytXrjS6HkXdbyQ8PNyoXSCr7e49T3G/P927d+fq1ats3ryZgIAA9u7dS6NGjVi2bFmR4srv3OXLly92Py9qHXOWUaj0FO7qdERlJHAz5SYA+/bt49ixY6xevZoqVaqwbNkyo5kax48fJzAwkCpVqmBnZ6ct93dvfymKnL/HOp0OV1dXrf9ERERQr149LC0ttTzNmjUr9jmEEEIIIYR40uzZs4fg4GAgaxWCU6dOAfD0008THBycaza3EOL+NensSffxjWnQrnJZhyIeQcXeKNzd3Z0TJ06wevVqjh07hsFgYPDgwfTt2xcrq+Jtfv3UU08xY8YMvLy8gKxligIDAzl+/DhPP/10rvzR0dF07tyZIUOG8MMPPxASEsLw4cNxcnKie/fuxa1KsYRNCwDASv/PRjWvP1udQa2rYmqiy+9jhfptfNZa6JZm/5T7UuOnSlSWjY2N1pY5mZiY5Fp/rtDNbHOYNm0aY8aMKVFMYLyMCmTdSMuZln1D2WAwaP/t2rVrnoNkbm5u+Z7H39+ftWvXcvr0aVJSUmjUqBEAfn5+7NmzB3NzcywtLWnRooV2nqlTp/Liiy/mKivnTb285LwJXhzhZ89RtZI7pCVhMBhwc3MzWh4rW7ly5YCs+vr7+7Nq1SpatGjB6tWreeONN7R8xW2re/tBzvR765RXHXOmFXZds9NyXtfC6ptfudllFJeDg4P2nfDy8mLx4sW4ubmxdu1aXnvttTzrnd1GOp3O6N/35imoDxT2W3jw4EF69erF1KlTCQgIwMHBgTVr1vD5558b5StuGxckv3j/7//+z2iQy8PDo9Cy8iuzsHYpLJZs2ftbtG/fnkmTJvHaa68xefJkBg4cqA3o5OzLxfk9K24/L0odbWxsinx+KlQnJfkGd+/eJC0za3+lqlWrUq5cOWrWrMndu3d54YUXOHXqFBYWFiQlJdGhQwc6dOjADz/8gJOTExcvXiQgIIC0tOLvz1RQ/yno+yCEEEIIIcS/mYmJiTZwUa1aNeLi4jA3N+evv/7if//7n7bPnRCi9Lh42pd1COIRVuyZGpB1w27QoEF8+eWXfP3117z22mvFHtAA6Nq1K507d6ZmzZrUrFmTjz76CFtb21zrw2f75ptvqFy5Ml988QW1a9fmtddeY9CgQXz22WclqUaxWJubYW1uZnTDx9zMBGtzMyxyDEiUtFyTHAMjetMSXZZ8OTk5aXtNZCvOpq/Ozs54eXlpL0DbKD6v/VXuV6NGjTh9+jSenp5G5/Xy8irw5qG/vz9nz55l1apVtG7dGlPTrOvi5+fH3r172bt3L76+vtqARaNGjYiIiMh1Di8vL6Mn4e/tjwcPHtRmQxTHf//7X06eOk3355+DzFQa1a9HbGwsZmZmuc5fsWJF7XN9+/Zl7dq1HDhwgKioKKM1/4vbVj4+PmRkZBhtQnzz5k0iIyOpXbu2lpaRkcGRI0e09xEREdy5c6dE9c4Za1HqWxhzc/MS97vsPpGSkrWvgY+PD/v37ze6cbt//37s7Ozw8PDAy8sLc3NzfvvtN+14eno6R44c0dorr+9CjRo1sLKyYvfu3XnGERISQpUqVfjggw9o0qQJNWrU4MKFCyWqU16K02ft7OyMrkVRf8tr165t1C6Q1XY5+1FxY8mPj48PSUlJQNbvGWD0m5bf71nOc9++fZvIyEijcxfWz4tax3sV+PtoYoaddUUq2VXCwcIh1+H+/ftjMBj4+uuvAThz5gw3btxgxowZPPPMM9SqVSvXzJzS+j2uVasWf/zxh9F+JjnbRwghhBBCiH8rPz8//P392bNnDzt27ACyHs7LHtDw8/Mr4wiFEOLfpdh3zzdv3pzn65dffmHnzp1ER0eXKJDMzEzWrFlDUlJSruVKsh04cIAOHToYpQUEBHDkyJF8n9RNTU0lPj7e6PVv07ZtW44cOcKKFSs4e/YskydP1qZKlpSzszNWVlbaxtRxcXGlFC28+eab3Lp1i969e3P48GHOnTvHr7/+yqBBgwq8adeyZUssLCyYP3++0f+gaNq0KXFxcaxfv97o6YlJkyaxYsUKpkyZwunTpwkPD2ft2rVMnDjRqNx169axZMkSIiMjmTx5MocPH+att94qsA6pqanExsZy5coVjh07xscff0xgYCBdunThlV4vAdDu2Rb4+vrSrVs3duzYQXR0NMH7gpk4caLRjcQXX3yR+Ph4hg0bhr+/v9GT9MVtqxo1ahAYGMiQIUP47bfftM2bPTw8CAwM1PLp9XpGjBjBoUOHOHbsGK+++iotWrS4r6Vo2rVrZ1Tf8+fPs3///lz1LYynpyeHDh3i/Pnz3Lhxo8BZCsnJycTGxhIbG0toaCjDhw/H0tJS+x0ZPnw4ly5dYsSIEZw5c4ZNmzYxefJk3nnnHUxMTLCxsWHYsGGMHTuW7du3ExYWxpAhQ0hOTmbw4MEAVKlSBZ1Ox5YtW7h+/TqJiYlYWloyfvx4xo0bx4oVK4iKiuLgwYMsXrwYyJo1cvHiRdasWUNUVBTz5s1jw4YNJW7be5WkzxbX2LFjWbZsGd988w1nz55l9uzZ/Pzzz7lmdRUnlps3b9K2bVt++OEH/vjjD6Kjo1m3bh2zZs3S+qeVlRUtWrRgxowZhIWF8b///S/XdzbbtGnT2L17N6dOnWLgwIFUrFiRbt26accL6+dFreO98uoTOZmZmGFvYY+13jrXZ01MTBg1ahQzZswgOTmZypUrY25uzvz58zl37hybN2/mww8/LNb5iqpPnz4YDAZef/11wsPD2bFjh/bQQElnpwkhhBBCCPGk8PPzo02bNly+fBnIWkJbBjSEeLDu/JXM4S3R/LHnUlmHIh4xxR7U6NatGy+88ALdunXL9QoICMDLyws/Pz9u375dpPJOnjyJra0tFhYWDB06lA0bNmj7BdwrNjZW238hm4uLCxkZGdy4cSPPz3zyySc4ODhor0qVKhWvwsXgaGOOhVnBTWphZoKjjfkDiyEvAQEBBAUFMW7cOJo2bUpCQgKvvPLKfZVpZmbGvHnzWLhwIe7u7kY3xO+Xu7s7ISEhZGZmEhAQQJ06dRg5ciQODg5GMyjulb20VEJCgrbmPGTduPT19SUhIcFoUCMgIIAtW7awc+dOmjZtSosWLZg9ezZVqlQxKnfq1KmsWbOGevXqsXz5clauXJlvH822fft23Nzc8PT0pGPHjuzZs4d58+axadMmTK2yps/p0pPZunUrzz77LIMGDcLb25tevXtx/vx5o35ub29P165dCQ0NpW/fvvfdVkuXLqVx48Z06dIFX19flFJs3brVaFkaa2trxo8fT58+ffD19cXKyoo1a9YUWOfC6HQ6o/rWrFmTXr1y17cwY8aMwdTUFB8fH20pnvwsWrQINzc3bRmv69evs3XrVry9vYGspZa2bt3K4cOHqV+/PkOHDmXw4MFGN8lnzJhB9+7d6d+/P40aNeLPP/9kx44dODo6amVMnTqV9957DxcXF+2GfVBQEO+++y6TJk2idu3a9OzZU3vCPjAwkNGjR/PWW2/RoEED9u/fT1BQULHbND8l6bOFMRgMmJn9s2Jht27dmDt3Lp9++ilPP/00CxcuZOnSpUbfveLGYmtrS/PmzZkzZw7PPvssderUISgoiCFDhvDll19q+ZYsWUJ6ejpNmjRh5MiRTJ8+Pc/yZsyYwciRI2ncuDExMTFs3rxZm9UAhffzotbxXvn1CZJvQtxlSC140GHQoEGkp6fz5Zdf4uTkxLJly1i3bh0+Pj7MmDEj1+zEfM9XTPb29vzyyy+cOHGCBg0a8MEHHzBp0iSg8CX5hBBCCCGE+Dd45plntP+vbWpqKgMaQjxgN68k8vuWaE4FXynrUMQjRqeKuWD27t27+eCDD/joo4+0p1kPHz7MxIkTCQoKwsHBgTfeeIPmzZtrTyUXJC0tjYsXL3Lnzh3Wr1/Pd999p21Efq+aNWvy6quv8v7772tpISEhtG7dmpiYGFxdXXN9JjU11Wgpjfj4eCpVqkRcXBz29sZrs929e5fo6GiqVq1a4hs4V+6kcDsp/3XOHW3M8ShX/KW6xBMk+SbcuQh6G3CqCWStW3/m1hkAqpWrhoWpRZmFt2zZMkaNGsWdO3fKLAZRcjqdjg0bNhjNSCgNM2bM4IcffrjvWV4Pw969e/H39+f27dtG+7XkVCb9/GYU6anxJNpUwMrGGUuzR3+gYOXKlbz66qvExcUVaWmy0vg7KoQQQgghxKMqe1NwU1NTMjMzZaaGEA/Y3aR09q6MoLJPeWq3cpNVBP4F4uPjcXBwyPPefU7F3ih85MiRfPvtt7Rs2VJLe+6557C0tOT111/n9OnTfPHFFwwaNKhI5Zmbm2v7NDRp0oTff/+duXPnsnDhwlx5XV1diY2NNUq7du0aZmZmVKhQIc/yLSwssLB4eDeIPcpZyaCFKJj533tdpCeDMoDOBJ1ORzWHauhN9ZjoSndPFSHuR3JyMmfOnGHp0qV06tSprMN5vKWnkGhiwtX0BKyTMqnqULWsI8plxYoVVKtWDQ8PD0JDQxk/fjwvv/xyifbNEkIIIYQQ4kmSPaCRPZCR/R6QgQ0hHhBLGz0dX69T1mGIR1CxBzWioqLyHCWxt7fn3LlzQNa6/fktB1UYpZTRzIqcfH19+eWXX4zSfv31V5o0aWK0dI4QjzRTC7BzB3Nr4J8RZguzspudIUR+vv32W6ZNm0a7du20pYhECWRmgCEdUxMTbPTWWOttyjqiPMXGxjJp0iRiY2Nxc3OjR48efPTRR2UdlhBCCCGEEGXq3gEN+GcgQwY2hBDi4Sv28lOtW7fGzs6OFStW4OTkBMD169d55ZVXSEpK4n//+x+7du1i+PDhREZGFljWhAkT6NSpE5UqVSIhIYE1a9YwY8YMtm/fTvv27Xn//fe5cuUKK1asACA6Opo6derwxhtvMGTIEA4cOMDQoUNZvXo13bt3L1L8BU1hkWUzhBBCPBCpCXDzTzA1B5enyzqaB0b+jgohhBBCiCfRnj17MDExyXPgIjg4GIPBYLSHpxCidKUmp3Ml4g6e9StiYiJLUD3JHtjyU4sXLyYwMJCnnnqKSpUqodPpuHjxItWqVWPTpk0AJCYmFmnT27/++ov+/fsTExODg4MD9erV0wY0AGJiYow2Aa5atSpbt25l9OjRfPXVV7i7uzNv3rwiD2gI8ai7kXKDxLRE3GzcZOaGEE+S9JSs/5rJMk5CCCGEEEI8bgoasJAZGkI8WMqg+D7oAKlJGbz0XhNcPPO/0S3+PYo9qOHt7U14eDg7duwgMjISpRS1atWiffv2mJhk7QVQ1A1qC9tIfNmyZbnS/Pz8OHbsWHHDFuLRogxwNy7rRqedG/y90VFiWiJJ6UkkZSTJoIYQT5L0FAyATm+FPFMihBBCCCGEEEIUjc5Eh0cNR27FJJGalF7W4YhHRLEHNQB0Oh0dO3akY8eOpR2PEP8OCrh9Iesf1hXg7wGM8pblsbewx1ZvW6bhCSFKWWYacSYmxKbfplwSuNm4lXVEQgghhBBCCCHEY6H9YB/M9KZlHYZ4hJRoUCMpKYng4GAuXrxIWlqa0bG33367VAIT4olmYgJ6a0hPgrREbVDD3kKm0AnxRKrgxd3EqxhS76CTuRpCCCGEEEIIIUSRyYCGuFexBzWOHz9O586dSU5OJikpifLly3Pjxg2sra1xdnaWQQ0hisrc5u9BjaSs2RpCiCeXToerrTuOVhUw0ZmUdTRCCCGEEEIIIcRjRylFZoZBBjkExb6zMnr0aLp27cqtW7ewsrLi4MGDXLhwgcaNG/PZZ589iBiFeDKZ22T9Ny3JKDnDkEFCWgIp2RsLCyGeCDqdDkszS8xNzcs6FCGEEEIIIYQQ4rES+Xss3088wP6f/izrUMQjoNiDGidOnODdd9/F1NQUU1NTUlNTqVSpErNmzWLChAkPIkbxELRp04ZRo0Zp7z09Pfniiy+KXc7AgQOLvFH840Cn07Fx48YHU3j2oEbGXTBkaMk3U25yMf4it1Jvlcpp7r22QvybnD9/Hp1Ox4kTJwDYu3cvOp2OO3fuPLwgEv+Cm1FwN45ly5ZRrly5h3duIYQQQgghhBDiCWCmNyXh5l0uR94p61DEI6DYgxp6vR6dLms9cBcXFy5evAiAg4OD9m8BGDIheh+c/Cnrv4bMB3q6gQMHotPpcr3+/PPBjF7ee6Mw29y5c1m2bNkDOWd+EhMT0ev1rF271ii9Z8+e6HQ6oqKijNKrV6/+QAfgcl4LvV6Pi4sL7du3Z8mSJRgMhn8ymuoh+4nttGQt2VpvjbmpOXoT/QOL8XFW1EGaNm3aaNfBxMQEFxcXevTowYULF0o1njK5Sf4I2bJlC23atMHOzg5ra2uaNm360H8DSpunp6fWd6ysrKhVqxaffvopSqlil/PFF19AagKJaQn8dfc2XV7sQmRk5IMJXAghhBBCCCGEeEI9VcuR59+sx0vjG5d1KOIRUOxBjYYNG3LkyBEA/P39mTRpEitXrmTUqFHUrVu31AN8LIVthi/qwPIusH5w1n+/qJOV/gB17NiRmJgYo1fVqlUf6Dnv5eDg8NCfQra1taVJkybs2bPHKD04OJhKlSoZpV++fJlz587h7+//QGPKvhbnz59n27Zt+Pv7M3LkSLp06UJGxj+zMjC3zfpv+j+DGrZ6W2o41sDZ2vmBxvhvMGTIEGJiYrhy5QqbNm3i0qVL9OvXr6zDemLMnz+fwMBAWrZsyaFDh/jjjz/o1asXQ4cOZcyYMQ/03Onp6Q+0/GnTphETE0N4eDhjxoxhwoQJfPvttyUrLP0uCSYm3MhIIsM0A2dn+W4LIYQQQgghhBDFYW5phmfdiphbFnuLaPEEKvagxscff4ybmxsAH374IRUqVGDYsGFcu3at5Dd8niRhm+HHVyD+qnF6fExW+gMc2LCwsMDV1dXoZWpqmueSUKNGjaJNmzYlPlf2YEnDhg3R6XRaWfeeq02bNowYMYJRo0bh6OiIi4sL3377LUlJSbz66qvY2dlRvXp1tm3bZlR+WFgYnTt3xtbWFhcXF/r378+NGzfyjcff35+9e/dq78PDw0lJSWH48OFG6Xv27EGv19OqVSsAfvnlFxo3boylpSXVqlVj6tSpxoMOQExMDJ06dcLKyoqqVauybt26Qtsn+1p4eHjQqFEjJkyYwKZNm9i2bZvRU+xxBkten/QlztXrYW9vT9u2bfnjjz8AiIiIQKfTcebMGaOyZ8+ejaenp/bUeHHb6vbt27zyyis4OjpibW1Np06dOHv2rHY8e3mcjRs3UrNmTSwtLWnfvj2XLl3S8kyZMoUGDRqwZMkSKleujK2tLcOGDSMzM5NZs2bh6uqKs7MzH330kdG54+LieP3113F2dtbqGxoamqvc77//Hk9PTxwcHOjVqxcJCQlAVv8KDg5m7ty52pP058+fz7eu1tbWuLq64ubmRosWLXjzzTc5duyYUZ7g4GCaNWuGhYUFbm5uvPfee0Z9IDU1lbfffhtnZ2csLS1p3bo1v//+O5A1Yyl7gMzR0RGdTsfAgQMBMBgMzJw5Ey8vLywsLKhcubJRe4wfP56aNWtibW1NtWrVCAoKMrpRX9I21ul0LFiwoNh9trguXbrEu+++y6hRo/j444/x8fHBy8uLd999l08//ZTPP/+cQ4cOYTAYeOqpp/jmm2+MPn/s2DF0Oh3nzp0Dit43lixZQrVq1bCwsEApxfbt22ndujXlypWjQoUKdOnSJdfsrJKws7PD1dUVT09PXnvtNerVq8evv/6qHY+KiiIwMBAXFxdsbW1p2rQpu3bt0o63adOGCxcuMHr0aHRudXF3rY+jRTk2rt5oNPBbWJ8HSEhIoG/fvtjY2ODm5sacOXNkWTkhhBBCCCGEEEL8axVrUEMphZOTEy1atADAycmJrVu3Eh8fz7Fjx6hfv/4DCbJMKZW1kXNRXnfjYds4IK8lSv5O2z4+K19RyivmUicP0+HDhwHYtWsXMTEx/Pzzz/nmXb58ORUrVuTw4cOMGDGCYcOG0aNHD1q2bMmxY8cICAigf//+JCdnzVaIiYnBz8+PBg0acOTIEbZv385ff/3Fyy+/nO85/P39iYiIICYmBsgavHjmmWdo27ZtrkGN5s2bY21tzY4dO+jXrx9vv/02YWFhLFy4kGXLluW6SRwUFET37t0JDQ2lX79+9O7dm/Dw8GK3Wdu2balfv77WVkopng/sTuy162zdupWjR4/SqFEjnnvuOW7duoW3tzeNGzdm5cqVRuWsWrWKPn36oNPpStRWAwcO5MiRI2zevJkDBw6glKJz585GN9STk5P56KOPWL58OSEhIcTHx9OrVy+jcqKioti2bRvbt29n9erVLFmyhOeff57Lly8THBzMzJkzmThxIgcPHvynvs8/T2xsbJ71zVnuxo0b2bJlC1u2bCE4OJgZM2YAWcub+fr6ajMwYmJiqFSpUpHa/9atW6xbt47mzZtraVeuXKFz5840bdqU0NBQFixYwOLFi5k+fbqWZ9y4caxfv57ly5dz7NgxvLy8CAgI4NatW1SqVIn169cDaP1v7ty5ALz//vvMnDmToKAgwsLCWLVqFS4uLlq5dnZ2LFu2jLCwMObOncuiRYuYM2fOfbVxttLqswX56aefSE9Pz3NGxhtvvIGtrS2rV6/GxMSEXr165dmPfX19qVatWpH7xp9//smPP/7I+vXrtaXvkpKSeOedd/j999/ZvXs3JiYmvPDCC8ZLvd0HpRR79+4lPDwcvf6fJeESExPp3Lkzu3bt4vjx4wQEBNC1a1dtGcaff/6Zp556immTPiDm+K/E/LEXdzsPLM0sc52joD4P8M477xASEsLmzZvZuXMn+/btyzU4J4QQQgghhBBCPOky0jM5ufcyOxadwpBZOv+/XzymVDFkZmYqvV6vIiMji/OxR0pcXJwCVFxcXK5jKSkpKiwsTKWkpPyTmJqo1GT7snmlJha5XgMGDFCmpqbKxsZGe7300kvascDAQKP8I0eOVH5+ftp7Pz8/NXLkSO19lSpV1Jw5c/I9X3R0tALU8ePHc8WR81x+fn6qdevW2vuMjAxlY2Oj+vfvr6XFxMQoQB04cEAppVRQUJDq0KGDUbmXLl1SgIqIiMgznqSkJKXX69WqVauUUkr16NFDzZo1S6WnpytbW1utz1atWlUFBQUppZR65pln1Mcff2xUzvfff6/c3Ny094AaOnSoUZ7mzZurYcOG5ds2ebV3tp49e6ratWsrpZTavXu3sre3V3fv3jXKU716dTX/6/kq4laEmvDRBFWtWjXtWEREhALU6dOnlVJFa6uc1zYyMlIBKiQkRMt/48YNZWVlpX788UellFJLly5VgDp48KCWJzw8XAHq0KFDSimlJk+erKytrVV8fLyWJyAgQHl6eqrMzEwtzdvbW33yySeF1nfhwoX5ljt27FjVvHlz7f29fTU/fn5+Sq/XKxsbG2Vtba0AVbNmTRUdHa3lmTBhgvL29lYGg0FL++qrr5Stra3KzMxUiYmJSq/Xq5UrV2rH09LSlLu7u5o1a5ZSSqk9e/YoQN2+fVvLEx8frywsLNSiRYsKjTPbrFmzVOPGjbX3JWljpUrWZ0ti6NChysHBId/j9erVU506dVJKKXXs2DGl0+nU+fPnlVJZf0s8PDzUV199pZQqet/Q6/Xq2rVrBcZ17do1BaiTJ08qpXL/VuV1ve5VpUoVZW5urmxsbJRer1eAsrS0NPre5MXHx0fNnz/fqJw5M6YpdeWYUjejlFJZ36+c7VZYn4+Pj1d6vV6tW7dOO37nzh1lbW1dpO/Bw5bn31EhhBBCCCGEEKIUZGYa1KLRwerLN3armKg7ZR2OeAAKunefU7FmapiYmFCjRg1u3rxZOiMqolT5+/tz4sQJ7TVv3rxSKXfo0KHY2tpqr+KqV6+e9m9TU1MqVKhgtP9K9tPr165dA+Do0aPs2bPH6Jy1atUCyHdZGWtra5o1a6bNyggODqZNmzaYmZnRqlUr9u7dy8WLF4mOjqZt27baeaZNm2Z0nuwZANmzRgB8fX2NzuXr61vip96VUuh0Ou38iYmJVKhQAVtbGy2G6OhoLkRfID0znQ7/14ELFy5oT+KvXLmSBg0a4OPjU6K2Cg8Px8zMzGi2QoUKFfD29jaqk5mZGU2aNNHe16pVi3Llyhnl8fT0xM7OTnvv4uKCj48PJiYmRmk5r+s/9bU1qm/OWO8t183NTSujuPr27cuJEycIDQ3lt99+w8vLiw4dOmhL+4SHh+Pr66tdE4BWrVqRmJjI5cuXiYqKIj09XVuuDECv19OsWbMC+0B4eDipqak899xz+eb56aefaN26Na6urtja2hIUFKQ95Z+tuG2c7X77bM7rM3To0CJ/Lqecfb1hw4bUqlWL1atXA1nfz2vXrmkzioraN6pUqYKTk5PReaKioujTpw/VqlXD3t5eWxrv3rYsrrFjx3LixAmCg4Px9/fngw8+oGXLltrxpKQkxo0bh4+PD+XKlcPW1pYzZ87kPm9mOulAeh4zNLIV1OfPnTtHeno6zZo10447ODjg7e19X/UTQgghhBBCCCEeNyYmOuo/V4kW3aph62hR1uGIMlTsnVVmzZrF2LFjWbBgAXXq1HkQMT1a9NYw4Wrh+QAu7IeVLxWer+9PUKVl4fn01kU7799sbGzw8vLKlW5iYqLtv5CtOJvsTps27b42/c25ZAtkrfmfMy37xmf2cjEGg4GuXbsyc+bMXGVl7+eSF39/f9auXcvp06dJSUmhUaNGAPj5+bFnzx7Mzc2xtLTUlk8zGAxMnTqVF198MVdZlpb534DMGXNxhYeHazddDQYDbm5u7N2yDpKugYUDlHsKgHLlymHlYEWt8rXw9/dn1apVtGjRgtWrV/PGG29o5RW3re7tBznT761TXnXMmVbYdc1Oy3ld3dzcjJYDy5Zzj4GCyiguBwcH7Tvh5eXF4sWLcXNzY+3atbz22mt51ju7jXQ6ndG/781TUB+wsrIqMK6DBw/Sq1cvpk6dSkBAAA4ODqxZs4bPP//cKF9x27ggxemz2Us7Adjb2+eZp2bNmsTFxXH16lXc3d2NjqWlpXHu3DltABGyBphWrVrFe++9x6pVqwgICKBixYpA0fuGjY1NruNdu3alUqVKLFq0CHd3dwwGA3Xq1CEtLa3I9c1LxYoV8fLywsvLi/Xr1+Pl5UWLFi1o164dkDXosWPHDj777DO8vLywsrLipZdeyvO8N8zMuJV2G6fkvP/kFnRNC+qDQgghhBBCCCHEv03T56uWdQjiEVDsQY1+/fqRnJxM/fr1MTc3z3XzLuf6508EnQ7Mc99Iy1P1tmDvnrUpeJ77auiyjldvCyampRllgZycnDh16pRR2okTJ3LdSMuPs7Mzzs7ORmnm5uYAZGZmlk6QOTRq1Ij169fj6emJmVnRu6i/vz/Tp09n1apVtG7dGlPTrDb28/Nj/vz5WFhY4Ovrqw1YNGrUiIiIiDwHgnI6ePAgr7zyitH7hg0bFrte//3vfzl58iSjR4/Wzh8bG4uZlR2ezpZgag4uuWPp27cv48ePp3fv3kRFRRntbVHctvLx8SEjI4NDhw5pT53fvHmTyMhIateureXLyMjgyJEj2tPhERER3LlzR5sFUhJafc3M8PT0LHE55ubmJe532X0iJSUFyGqP9evXGw1S7N+/Hzs7Ozw8PChfvjzm5ub89ttv9OnTB8gaEDxy5Ii2SXNe34UaNWpgZWXF7t27ee2113LFERISQpUqVfjggw+0tAsXLpSoTnm53z5b2HcCoHv37owbN47PP/8812DMN998Q1JSEr1799bS+vTpw8SJEzl69Cg//fQTCxYs0I6VtG/cvHmT8PBwFi5cyDPPPAPAb7/9VuTPF5WjoyMjRoxgzJgxHD9+HJ1Ox759+xg4cCAvvPACkLXHxr2b1pubm5Np4UCmlSOkxmFhWvynSKpXr45er+fw4cPa/jHx8fGcPXsWPz+/+66bEEIIIYQQQgghxOOm2IMaX3zxxQMI4wlhYgodZ8KPrwA6jAc2/n7KtuOMhzqgAVkbVH/66aesWLECX19ffvjhB06dOlWiG/PZnJ2dsbKyYvv27Tz11FNYWlri4OBQKvG++eabLFq0iN69ezN27FgqVqzIn3/+yZo1a1i0aJF2Y/peLVu2xMLCgvnz5xvdLG7atClxcXGsX7+esWPHaumTJk2iS5cuVKpUiR49emBiYsIff/zByZMnjTaKXrduHU2aNKF169asXLmSw4cPs3jx4gLrkJqaSmxsLJmZmfz1119s376dTz75hC5dumg3m9u1a4evry/devZj5rgheFf35GrEDbb+upNu3bppyz+9+OKLDBs2jGHDhuHv74+Hh0eJ26pGjRoEBgYyZMgQFi5ciJ2dHe+99x4eHh4EBgZq+fR6PSNGjGDevHno9XreeustWrRoYbQETnFp9e3WjZkzZ+Lt7c3Vq1fZunWrUX0L4+npyaFDhzh//jy2traUL1/eaDmmnJKTk4mNjQXgr7/+Yvr06VhaWtKhQwcAhg8fzhdffMGIESN46623iIiIYPLkybzzzjuYmJhgY2PDsGHDGDt2LOXLl6dy5crMmjWL5ORkBg8eDGQtiaTT6diyZQudO3fGysoKW1tbxo8fz7hx4zA3N6dVq1Zcv36d06dPM3jwYLy8vLh48SJr1qyhadOm/Oc//2HDhg0lbtt7laTPFld2W4wZMwZLS0v69++PXq9n06ZNTJgwgXfffddombOqVavSsmVLBg8eTEZGhlF/K2nfcHR0pEKFCnz77be4ublx8eJF3nvvvVKtZ7Y333yTmTNnsn79el566SW8vLz4+eef6dq1KzqdjqCgoFwzZjw9Pfnf//5Hr169qKiviJ25XT6l58/Ozo4BAwZofdDZ2ZnJkydjYmJS4hljQgghhBBCCCHE4ywzw8Bf0XFYWOup4FH8pfLF469Ye2oADBgwoMDXv57P/8HLK8D+nqV/7N2z0n3+76GHFBAQQFBQEOPGjaNp06YkJCQYPcVdEmZmZsybN4+FCxfi7u5udIPyfrm7uxMSEkJmZiYBAQHUqVOHkSNH4uDgkO/Na0BbWiohIYE2bdpo6Xq9Hl9fXxISEvD399fSAwIC2LJlCzt37qRp06a0aNGC2bNnU6VKFaNyp06dypo1a6hXrx7Lly9n5cqV2p4W+dm+fTtubm54enrSsWNH9uzZw7x589i0aZM20KDT6di6dSvPPvssg96dRs1nutGrb1/Onz+Pi4sLSiluptwkThdHly5dCA0NpW/fvvfdVkuXLqVx48Z06dIFX19flFJs3brVaOaOtbU148ePp0+fPvj6+mJlZcWaNWsKrHNhjOo7aBA1a9akV69eWn2LasyYMZiamuLj44OTk1OBeycsWrQINzc33Nzc8Pf35/r162zdulXbj8DDw4OtW7dy+PBh6tevz9ChQxk8eDATJ07UypgxYwbdu3enf//+NGrUiD///JMdO3bg6OiolTF16lTee+89XFxceOuttwAICgri3XffZdKkSdSuXZuePXtq+yQEBgYyevRo3nrrLRo0aMD+/fsJCgoqdpvmpyR9tiRGjx7Nhg0b2LdvH02aNKFOnTqsWrWKBQsW8Nlnn+XK37dvX0JDQ3nxxReNZvmVtG+YmJiwZs0ajh49Sp06dRg9ejSffvppqdcTsma89e/fnylTpmAwGJgzZw6Ojo60bNmSrl27EhAQoC15l23a1KmcP3+e6tWr4+riiomu2H9yAZg9eza+vr506dKFdu3a0apVK2rXrl3oMnlCCCGEEEIIIcST6MCGKDZ8fpyTwVfKOhRRRnSqBAtzR0VFsXTpUqKiopg7dy7Ozs5s376dSpUq8fTTTz+IOEtNfHw8Dg4OxMXF5Vor/u7du0RHR1O1atX7v1lkyMzaYyPxL7B1ydpD4yHP0BCPkbhLkHQDbJzA4SktOfJ2JOmZ6VSxr4Kt+cMZeV62bBmjRo3izp07D+V8onTpdDo2bNhAt27dyjoUEXcFUuPB1hmsK5RasUlJSXh4ePD5559rM4YeFaX6d1QIIYQQQgghhMjD+ZM3+O+KcLxbuNGqe+FLaIvHR0H37nMq9mOjwcHB1K1bl0OHDvHzzz+TmJgIwB9//MHkyZNLHvGTxsQUqj4DdV/K+q8MaIiC6P/etyUtySi5vGV5nK2dMTc1L4OghBD3JT2Z6yqdS6l3SLrnu10cx48fZ/Xq1URFRXHs2DFtxlZpzpATQgghhBBCCCEeF5WfrsCrM1vLgMa/WLEHNd577z2mT5/Ozp07tQ1yIWuT5gMHDpRqcEL8a5jbAjrQmUCOyVMVrSriZO0kgxpCPG6UgvQUEkx0xGfeJUNl3Fdxn332GfXr16ddu3YkJSWxb98+KlasWErBCiGEEEIIIYQQjw8TEx06E9ln8t+s2BuFnzx5klWrVuVKd3Jy4ubNm6USlBD/Ombm4FYva1CjjA0cOJCBAweWdRiihEqwoqB4EAzpoDJxyTAh2cEFazPrEhfVsGFDjh49WorBCSGEEEIIIYQQT4b01Ez0FrJCzr9Nse+glitXjpiYmFzpx48fx8PDo1SCEuJfKZ8BDYMykJyeTFpm2kMOSAhRYukpANiYmuNk7YzeVF/GAQkhhBBCCCGEEE+OpLhU1n3yO8veCyEz01DW4YiHrNiDGn369GH8+PHExsai0+kwGAyEhIQwZswYXnnllQcRoxD/LgbjH+KriVeJjosmLjWujAISQhTb34MamFmVbRxCCCGEEEIIIcQTyNrOnPgbd0lLyeDGpcSyDkc8ZMVefuqjjz5i4MCBeHh4oJTCx8eHzMxM+vTpw8SJEx9EjEL8O2Skwa0oyEwH17qgy1ob0MrMisT0RBSyrJAQj430FJJ0OnRmZlgqAyaPwNJyQgghhBBCCCHEk0JnoqPjG3Uo52yNTTmLsg5HPGTFHtTQ6/WsXLmSadOmcfz4cQwGAw0bNqRGjRoPIj4h/j1MzSAzDZQBMu6CPusJb0dLR8pblkenkw2QhHhsmFnwl0FPSlocT6XZ4WDhUNYRCSGEEEIIIYQQTxSPmo5lHYIoI8Ue1AgODsbPz4/q1atTvXr1BxGTEP9OOhPQW0NaIqQlaYMa8oS3EI8he3f0CZmkpydjaWpZ1tEIIYQQQgghhBBCPDGKfbe0ffv2VK5cmffee49Tp049iJiE+Pcyt8n6b1pSnoeVkiWohHhcVLKrhHd5b8xNzcs6FCGEEEIIIYQQ4ol08fRNdq8I58Kpm2UdiniIij2ocfXqVcaNG8e+ffuoV68e9erVY9asWVy+fPlBxCcekjZt2jBq1CjtvaenJ1988UWxyxk4cCDdunUrtbjKmk6nY+PGjQ/vhPkMaiSlJ3HuzjkuJVwqdpH3XlshHmfLli2jXLlypVbe+fPn0el0nDhxotTKxJAJOQYgy2rpuIf++yWEEEIIIYQQQjxkF8NucWZ/DOeOXyvrUMRDVOxBjYoVK/LWW28REhJCVFQUPXv2ZMWKFXh6etK2bdsHEeNj5esTX/NN6Dd5Hvsm9Bu+PvH1AznvwIED0el0uV5//vnnAzlffjcC586dy7Jlyx7IOfOTmJiIXq9n7dq1Ruk9e/ZEp9MRFRVllF69enUmTJjwwOLJeS30ej0uLi60b9+eJUuWYDAYCv6w/u9BjczUrA3D/2aCCSkZKSSlJ/3rZ2sUdZCmTZs22nUwMTHBxcWFHj16cOHChVKNZ+/eveh0Ou7cuVOq5T4u9uzZQ+fOnalQoQLW1tb4+Pjw7rvvcuXKlQdyvp49exIZGflAyi41CTGomFBILPh/UE2ZMsWoj7q7u9O3b18uXSre4OWUKVNo0KBBrvSYmBg6depUrLKEEEIIIYQQQojHSfWGTjRoVwlvX7eyDkU8RPe1WH/VqlV57733mDFjBnXr1iU4OLi04npsmehM+OrEV7kGNr4J/YavTnz1QPdH6NixIzExMUavqlWrPrDz5cXBwaFUn6IuCltbW5o0acKePXuM0oODg6lUqZJR+uXLlzl37hz+/v4PNKbsa3H+/Hm2bduGv78/I0eOpEuXLmRkZOT/QVMzMPt7/f20ZC3Z0swSDzsPqperLhuGF8OQIUOIiYnhypUrbNq0iUuXLtGvX7+yDuuJsXDhQtq1a4erqyvr168nLCyMb775hri4OD7//PMSl5uWlpZnenp6OlZWVjg7O5e47IciPYXzZqZEpd0hJT2lwKxPP/00MTExXL58mbVr13Ly5ElefvnlUgnD1dUVCwuLUilLCCGEEEIIIYR4FLl5laPVSzVw9ypX1qGIh6jEd9hDQkIYPnw4bm5u9OnTh6effpotW7aUZmyPlOT05HxfqZmpWr6h9Yfyet3X+erEV8w/Np/k9GTmH5vPVye+4vW6rzPw6YFFKrckLCwscHV1NXqZmprmuSTUqFGjaNOmTYnOA2iDJQ0bNkSn02ll3XuuNm3aMGLECEaNGoWjoyMuLi58++23JCUl8eqrr2JnZ0f16tXZtm2bUflhYWF07twZW1tbXFxc6N+/Pzdu3Mg3Hn9/f/bu3au9Dw8PJyUlheHDhxul79mzB71eT6tWrQD45ZdfaNy4MZaWllSrVo2pU6fmGnTIftrZysqKqlWrsm7dukLbJ/taeHh40KhRIyZMmMCmTZvYtm2b0UyWuLg4Xn/9dZydnbG3t6dt27aEnr0CVuWJ+PMcOp2OM2fOoNPpKGdRDnNTc2bPno2np6c2Y6O4bXX79m1eeeUVHB0dsba2plOnTpw9e1Y7nr28z8aNG6lZsyaWlpa0b9/e6Onx7CfDlyxZQuXKlbG1tWXYsGFkZmYya9YsXF1dcXZ25qOPPjI6d571DQ3NVe7333+Pp6cnDg4O9OrVi4SEBCCrfwUHBzN37lztCffz58/nW1dra2tcXV1xc3OjRYsWvPnmmxw7dswoT3BwMM2aNcPCwgI3Nzfee+89oz6QmprK22+/jbOzM5aWlrRu3Zrff/8dyJqxlD1A5ujoiE6nY+DAgQAYDAZmzpyJl5cXFhYWVK5c2ag9xo8fT82aNbG2tqZatWoEBQWRnv7P7JyStrFOp2PBggXF7rPFdfnyZd5++23efvttlixZQps2bfD09OTZZ5/lu+++Y9KkSUb1yOmLL77A09NTe5/9u/HJJ5/g7u5OzZo1tdlgP/74I23atMHS0pIffvghz+WnNm/eTJMmTbC0tKRixYq8+OKLRu1x7xJM5cqVy3dGWV7lb9y40WgwscBrM3Mmrj6+NHm6DXM/+7LQgWwzMzNcXV1xd3fnmWeeYciQIRw8eJD4+HgtT0F9ZdmyZUydOpXQ0FDtO5Fdt5x1z27Pn3/+GX9/f6ytralfvz4HDhwwimfRokVUqlQJa2trXnjhBWbPnv3QB6qFEEIIIYQQQgghClLsQY0JEyZQtWpV2rZty4ULF/jiiy+IjY3lhx9+eKKXuWi+qnm+r9F7Rhvl/T78ewC+PfktzVc159uT32rvh+0aZpS34/qOeZb5qDt8+DAAu3btIiYmhp9//jnfvMuXL6dixYocPnyYESNGMGzYMHr06EHLli05duwYAQEB9O/fn+TkrMGcmJgY/Pz8aNCgAUeOHGH79u389ddfBT697O/vT0REBDExMUDW4MUzzzxD27Ztcw1qNG/eHGtra3bs2EG/fv14++23CQsLY+HChSxbtizXTeKgoCC6d+9OaGgo/fr1o3fv3oSHhxe7zdq2bUv9+vW1tlJK8fzzzxMbG8vWrVs5evQojRo14rnAXtxSdnjXbUjjxo1ZuXKlUTmrVq2iT58+6HS6ErXVwIEDOXLkCJs3b+bAgQMopejcubPRDfXk5GQ++ugjli9fTkhICPHx8fTq1cuonKioKLZt28b27dtZvXo1S5Ys4fnnn+fy5csEBwczc+ZMJk6cyMGDBwuu73PPcevWLaNyN27cyJYtW9iyZQvBwcHMmDEDyFrezNfXV5uBERMTQ6VKlYrU/rdu3WLdunU0b/7P9+vKlSt07tyZpk2bEhoayoIFC1i8eDHTp0/X8owbN47169ezfPlyjh07hpeXFwEBAdy6dYtKlSqxfv16AK3/zZ07F4D333+fmTNnEhQURFhYGKtWrcLFxUUr187OjmXLlhEWFsbcuXNZtGgRc+bMua82zlZafbYg69atIy0tjXHjxuV5vLg3wnfv3k14eDg7d+40GiAfP348b7/9NuHh4QQEBOT63H/+8x9efPFFnn/+eY4fP87u3btp0qRJsc5dEvlem0sX2fvTImZMeJv5n8zn2O/HCi/sb7Gxsfz888+YmppiamqqpRfUV3r27Mm7776rzfiIiYmhZ8+e+Z7jgw8+YMyYMZw4cYKaNWvSu3dvbRAvJCSEoUOHMnLkSE6cOEH79u1z/R4KIYQQQgghhBCPGqUUt64mce749bIORTwsqph8fX3Vl19+qa5fv57r2PHjx4tb3EMXFxenABUXF5frWEpKigoLC1MpKSm5jtVZViff17Cdw4zyNv2hab55B24baJT3mdXP5JmvuAYMGKBMTU2VjY2N9nrppZe0Y4GBgUb5R44cqfz8/LT3fn5+auTIkdr7KlWqqDlz5uR7vujoaAXkuub3nsvPz0+1bt1ae5+RkaFsbGxU//79tbSYmBgFqAMHDiillAoKClIdOnQwKvfSpUsKUBEREXnGk5SUpPR6vVq1apVSSqkePXqoWbNmqfT0dGVra6siIyOVUkpVrVpVBQUFKaWUeuaZZ9THH39sVM7333+v3NzctPeAGjp0qFGe5s2bq2HDjK95QW2QU8+ePVXt2rWVUkrt3r1b2dvbq7t37xrlqV69ulq4cKFSSqnZs2eratWqKaWUyjRkqt9P/q4AderUKaVU0doq57WNjIxUgAoJCdHy37hxQ1lZWakff/xRKaXU0qVLFaAOHjyo5QkPD1eAOnTokFJKqcmTJytra2sVHx+v5QkICFCenp4qMzNTS/P29laffPJJkeubV7ljx45VzZs3197f21fz4+fnp/R6vbKxsVHW1tYKUDVr1lTR0dFangkTJihvb29lMBi0tK+++krZ2tqqzMxMlZiYqPR6vVq5cqV2PC0tTbm7u6tZs2YppZTas2ePAtTt27e1PPHx8crCwkItWrSo0DizzZo1SzVu3Fh7X5I2VqpkfbYkhg0bpuzt7QvNN3nyZFW/fn2jtDlz5qgqVapo7wcMGKBcXFxUamqqlpb9G/PFF18YfXbp0qXKwcFBe+/r66v69u2b7/kBtWHDBqM0BwcHtXTpUqPzZP+W3Vu+Ukpt2LBB5fxzWeC1Sbyl1JVjSv0Vnuva3Gvy5MnKxMRE2djYKCsrKwUoQL399tv5fkapvPvKvW18b92z6/ndd99px0+fPq0AFR4erpTK+n16/vnnjcro27dvrvYoSEF/R4UQQgghhBBCiAfhxuUE9eUbu9U3I/aojLTMwj8gHlkF3bvPyay4gyD79+83eh8XF8fKlSv57rvvCA0NJTMzs/gjK4+BQ30O5XvM1MTU6P3el/ey+ORivj35LXoTPemGdF6v+zqD6w7OtRTJ9u7bSy1Gf39/FixYoL23sbEplXKHDh3KDz/8oL1PTEws1ufr1aun/dvU1JQKFSpQt25dLS376fVr17I21T169Ch79uzB1tY2V1lRUVHUrFkzV7q1tTXNmjVj79699O7dm+DgYMaOHYuZmRmtWrVi7969WFhYEB0drW1of/ToUX7//XejJ5EzMzO5e/cuycnJWFtbA+Dr62t0Ll9f31wbpBeVUkpbxubo0aMkJiZSoUIFozwpKSlE/fknpKfQq0d3xo4dy8GDB2nWvBlLli+hVp1aeNXyKlFbhYeHY2ZmZjRboUKFCnh7exs9yW9mZmb0tHutWrUoV64c4eHhNGvWDABPT0/s7Oy0PC4uLpiammJiYmKUlvO65lvfHJu531uum5ubVkZx9e3blw8++ACAv/76i48//pgOHTpw9OhR7OzsCA8Px9fX12hpoVatWpGYmMjly5e5c+cO6enp2nJlAHq9nmbNmhU48yE8PJzU1FSee+65fPP89NNPfPHFF/z5558kJiaSkZGBvb29UZ7itnG2++2zOftTv379+Oabb3LlydmXS0PdunUxNzfPlV7YrIsTJ04wZMiQUoujqPK9Noa/lyPUW+V5be7l7e3N5s2bSU1NZdOmTaxbty7X7Iii9JWiyvl77OaWtYnatWvXqFWrFhEREbzwwgtG+Zs1a/ZELy0phBBCCCGEEOLxV97dBvuKljg4W5OSmI6to+wv+aQr9qBGtv/+978sWbKEn3/+mSpVqtC9e3cWL15cmrE9Uqz11kXOuyJsBd+e/JY3G7zJ0PpDtU3C9aZ6htYfWuJyC2NjY4OXl1eudBMTE23/hWw5lxoqzLRp0xgzZkyJ49Lr9UbvdTqdUVr2jVGDwaD9t2vXrsycOTNXWdk34fLi7+/P2rVrOX36NCkpKTRq1AgAPz8/9uzZg7m5OZaWlrRo0UI7z9SpU43W389maWlZYJ1KejM3PDxc24/EYDDg5uZmtDxWtnIqDq6fwa2cB/7+/qxatYoWLVqwfcN2Xhn8Cjr+abPitNW9/SBn+r11yquOOdMKu67ZaTmva771zbFUUUFlFJeDg4P2nfDy8mLx4sW4ubmxdu1aXnvttTzrnd1GOp3O6N/35imoD1hZWRUY18GDB+nVqxdTp04lICAABwcH1qxZk2tz7eK2cUGK02dzDoDkd/O8Zs2axMXFERMTU+D3sqi/P/kNwhY2OFtYW+e8jgWdP1tR48332qQnc8PEBDMTHego9NqYm5trffTpp5/m7NmzDBs2jO+/z1rGsKh9pagK+u0t6PsghBBCCCGEEEI8qnQ6HX2n+WJiUnoPX4pHW7H21Lh8+TLTp0+nWrVq9O7dG0dHR9LT01m/fj3Tp0+nYcOGDyrOx0b2AEb2gAZkbR7+ZoM3+erEV3wTmvuJ5wfNyclJ22siW3Ge2nZ2dsbLy0t7AdoT1Q9iZk6jRo04ffo0np6eRuf18vIq8Aanv78/Z8+eZdWqVbRu3Vpbk97Pz4+9e/eyd+9efH19tQGLRo0aERERkescXl5eRk/C37tfwcGDB6lVq1ax6/Xf//6XkydP0r17d+38sbGxmJmZ5Tp/Rdensj6Ulkjfvn1Zu3YtBw4c4EL0BYa8MgRzU/MStZWPjw8ZGRkcOvTPzKObN28SGRlJ7dq1tbSMjAyOHDmivY+IiODOnTslqne2AutbsWKRyzE3Ny9xv8vuEykpKUBWe+zfv9/oxu3+/fuxs7PDw8MDLy8vzM3N+e2337Tj6enpHDlyRGuvvL4LNWrUwMrKit27d+cZR0hICFWqVOGDDz6gSZMm1KhRgwsXLpSoTnm53z6b89o4Ozvnmeell17C3NycWbNm5Xn8zp07QNbvT2xsrFEbl3SmU17q1auXbztnnz/n79/Zs2e1/Xvyy5+QkEBSUpKWVpx4Dea2XDMz40p6QokGBIKCgli9erW2oX1R+sr9fCdyqlWrlrZfUracvwNCCCGEEEIIIcSjSgY0/l2KPKjRuXNnfHx8CAsLY/78+Vy9epX58+c/yNgeSwZlMBrQyJY9sGFQJXvi/H60bduWI0eOsGLFCs6ePcvkyZM5derUfZXp7OyMlZWVtjF1XFxcKUULb775Jrdu3aJ3794cPnyYc+fO8euvvzJo0KACb9y1bNkSCwsL5s+fj5+fn5betGlT4uLiWL9+Pf7+/lr6pEmTWLFiBVOmTOH06dOEh4ezdu1aJk6caFTuunXrWLJkCZGRkUyePJnDhw/z1ltvFViH1NRUYmNjuXLlCseOHePjjz8mMDCQLl268MorrwDQrl07fH196datGzt27OD8+fPs37+fiRMncuRkRFZBaUm8+MILxMfHM2zYMPz9/fHw8ChxW9WoUYPAwECGDBnCb7/9pm0k7eHhQWBgoJZPr9czYsQIDh06xLFjx3j11Vdp0aKFtvRUSRRY32LcOPX09OTQoUOcP3+eGzduFPgkfHJyMrGxscTGxhIaGsrw4cOxtLSkQ4cOAAwfPpxLly4xYsQIzpw5w6ZNm5g8eTLvvPMOJiYm2NjYMGzYMMaOHcv27dsJCwtjyJAhJCcnM3jwYACqVKmCTqdjy5YtXL9+ncTERCwtLRk/fjzjxo1jxYoVREVFcfDgQW02m5eXFxcvXmTNmjVERUUxb948NmzYUOK2vVdJ+mxxVapUiTlz5jB37lwGDx5McHAwFy5cICQkhDfeeIMPP/wQgDZt2nD9+nVmzZpFVFQUX331Fdu2bSu1OCZPnszq1auZPHky4eHhnDx50migpW3btnz55ZccO3aMI0eOMHTo0FyzLHJq3rw51tbWTJgwgT///JNVq1axbNmyIsejrCvgaFUeW3PbXMsNFkW1atUIDAxk0qRJQNH6iqenJ9HR0Zw4cYIbN26Qmppa7PMCjBgxgq1btzJ79mzOnj3LwoUL2bZtW6kuMyaEEEIIIYQQQjxIGemZZKQ/mdsjiH8U+Y7Lr7/+ymuvvcbUqVN5/vnntSeehbHhDYbnGtDINrT+UIY3GP6QI4KAgACCgoIYN24cTZs2JSEhQbuxXlJmZmbMmzePhQsX4u7ubnRD/H65u7sTEhJCZmYmAQEB1KlTh5EjR+Lg4GA0g+Je2UtLJSQk0KZNGy1dr9fj6+tLQkKC0aBGQEAAW7ZsYefOnTRt2pQWLVowe/ZsqlSpYlTu1KlTWbNmDfXq1WP58uWsXLkSHx+fAuuwfft23Nzc8PT0pGPHjuzZs4d58+axadMm7buj0+nYunUrzz77LIMGDaJmzZr06tWL8+fP4+JRhay1azKwt7Gka9euhIaG0rdvX5RSpGakkmnILFFbLV26lMaNG9OlSxd8fX1RSrF161ajG73W1taMHz+ePn364Ovri5WVFWvWrCmwzoUpsL5/76tSFGPGjMHU1BQfHx+cnJy4ePFivnkXLVqEm5sbbm5u+Pv7c/36dbZu3Yq3tzcAHh4ebN26lcOHD1O/fn2GDh3K4MGDjQa2ZsyYQffu3enfvz+NGjXizz//ZMeOHTg6OmplTJ06lffeew8XFxdt8CAoKIh3332XSZMmUbt2bXr27KntrxAYGMjo0aN56623aNCgAfv37ycoKKjYbZqfkvTZkhg+fDi//vorV65c4YUXXqBWrVq89tpr2Nvba0vW1a5dm6+//pqvvvqK+vXrc/jw4ftazu5ebdq0Yd26dWzevJkGDRrQtm1bo5lIn3/+OZUqVeLZZ5+lT58+jBkzRtsvJy/ly5fnhx9+YOvWrdStW5fVq1czZcqUIsdjamKKm40bVeyrFJ45H++++y7/+c9/OHToUJH6Svfu3enYsSP+/v44OTmxevXqEp23VatWfPPNN8yePZv69euzfft2Ro8eXehyfEIIIYQQQgghxKPgf2sjWfzOPs4dv17WoYgHTKeKuD7GgQMHWLJkCT/++CO1atWif//+9OzZE3d3d0JDQx/IDbMHIT4+HgcHB+Li4nKtFX/37l2io6OpWrWq3MQRZe96BKQnQ7kqYF1eS74Qf4HEtEQ87DwoZ1Gu1E+7bNkyRo0apS0fJB4vOp2ODRs20K1bt7IO5d8n4+8ZEqbm8ITMbhgyZAhnzpxh3759Rcovf0eFEEIIIYQQQpSV/ev/5PjOi9T18+DZ3t5lHY4ogYLu3edU5Jkavr6+LFq0iJiYGN544w3WrFmDh4cHBoOBnTt3kpCQUCqBCyH+Zm6b9d+0JKNkC1MLdDodGYaMMghKCJGvxGukXwtDJcQUnvcR9dlnnxEaGsqff/7J/PnzWb58OQMGDCjrsIQQQgghhBBCiELV8fOgV1AznulVs6xDEQ9YsRf8tra2ZtCgQfz222+cPHmSd999lxkzZuDs7Mz//d//PYgYhfh3Mv97o++0RKNkJysnapWvRUWrom+uLYR48FR6MmfN9ZxJv0N6ZnpZh1Mihw8fpn379tStW5dvvvmGefPm8dprr5V1WEIIIYQQQgghRKHsK1pRwcNW9ob8Fyjy8lMFyczM5JdffmHJkiVs3ry5NOJ6YGT5KfHYyEyHpBtZgxuW+U+3EkI8ApQiNfYPovRm6HQm1Cpf61/5P6Lk76gQQgghhBBCCCFKqqjLT5mVxslMTU3p1q2brOEuRGky1YO9W1lHIYQoisxULJSBWmnppDvX/lcOaAghhBBCCCGEEGUt/mYKp/ZeISPdwLOyDNUTq9jLTwkhyl5iWiIX4i/wV9JfZR2KEAIg/S4AJnpLLMwsyjgYIYQQQgghhBDi3yk9NZPjOy8SFnKVjPTMsg5HPCClMlNDCPGAGDIhNQEMGWDzzx4amSqTxLREMswycMGlDAMUQgCQnpz1X71V2cYhhBBCCCGEEEL8i5V3s6Gu/1O4VpOl3J9kMqghxKMsMw1uR4POBKwrwN9L2tjobXC1ccVGb1PGAQohAAzpKVw2M8MCA07KgIlOJkIKIYQQQgghhBAPm06n49mesuzUk07uugjxKDOzBJ0pKAOkp/yTbGJGBasKWJrJRrxCPArSLO1JMDHhVuZddMh+GkIIIYQQQgghhBAPigxqCPEo0+nA3Drr3+lJZRuLECJfplblcLNxo6JVRdkkXAghhBBCCCGEKGNJcalEHIolJSGtrEMRD4AMapSy9KtXSTl9Ot9X+tWrZR1intq0acOoUaO0956ennzxxRfFLmfgwIF069at1OIqazqdjo0bN5ZtEOZ/LzGVZjyoYVAGEtMSuZVyq8CP33tthSgrT9rvQ056Ez3lrcrjZO1U1qHka9myZZQrV66swxBCCCGEEEIIIR64rV//wa6lYVw8fbOsQxEPgAxqlKL0q1eJ6tiJ891fyvcV1bHTAxnYGDhwIDqdLtfrzz//LPVzAZw/fx6dTseJEyeM0ufOncuyZcseyDnzk5iYiF6vZ+3atUbpPXv2RKfTERUVZZRevXp1JkyY8MDiyXkt9Ho9Li4utG/fniVLlmAwGIpfoD7vQY0MQwYX4i8QmxSLQZWg3MdUUQdp2rRpo10HExMTXFxc6NGjBxcuXCjVePbu3YtOp+POnTulWu7j4GEN+i1cuJD69etjY2NDuXLlaNiwITNnznzg5y2ytGRITYDMjHyzFHWg2NPTU+u3VlZW1KpVi08//RSlVLFCyut8PXv2JDIysljlCCGEEEIIIYQQj6NKPuVxqmyHiZnc/n4SyVUtRRm3b6PSCp7SpNLSyLh9+4Gcv2PHjsTExBi9qlat+kDOlR8HB4eH/iSwra0tTZo0Yc+ePUbpwcHBVKpUySj98uXLnDt3Dn9//wcaU/a1OH/+PNu2bcPf35+RI0fSpUsXMjLyv/GZp+yZGplpWa+/6U30WOutcbBwIFNllmL0T44hQ4YQExPDlStX2LRpE5cuXaJfv35lHZYohsWLF/POO+/w9ttvExoaSkhICOPGjSMxMbGsQ9MYkq6TcCuKjKS/ch1LK+RvQl6mTZtGTEwM4eHhjBkzhgkTJvDtt9/ed5xWVlY4OzvfdzlCCCGEEEIIIcSjrvn/VePlCU2p0cSlrEMRD4AMahSRITkZQ3Ky0dOyKi0tK70EN61ylZvjCX6Vnl6isiwsLHB1dTV6mZqa5rnky6hRo2jTpk2J484eLGnYsCE6nU4r695ztWnThhEjRjBq1CgcHR1xcXHh22+/JSkpiVdffRU7OzuqV6/Otm3bjMoPCwujc+fO2Nra4uLiQv/+/blx40a+8fj7+7N3717tfXh4OCkpKQwfPtwofc+ePej1elq1agXAL7/8QuPGjbG0tKRatWpMnTo116BDTEwMnTp1wsrKiqpVq7Ju3bpC2yf7Wnh4eNCoUSMmTJjApk2b2LZtm9FMlri4OF5//XWcnZ2xt7enbdu2hIaGAhAREYFOp+NM5Fkws8r6QFoys2fPxtPTE4CqDlWJuxRHYJfAIrfV7du3eeWVV3B0dMTa2ppOnTpx9uxZ7Xj2EjUbN26kZs2aWFpa0r59ey5duqTlmTJlCg0aNGDJkiVUrlwZW1tbhg0bRmZmJrNmzcLV1RVnZ2c++ugjo3MXVN+c5X7//fd4enri4OBAr169SEhIALL6V3BwMHPnztWeZj9//ny+dbW2tsbV1RU3NzdatGjBm2++ybFjx4zyBAcH06xZMywsLHBzc+O9994z6gOpqam8/fbbODs7Y2lpSevWrfn999+BrBlL2QNkjo6O6HQ6Bg4cCIDBYGDmzJl4eXlhYWFB5cqVjdpj/Pjx1KxZE2tra6pVq0ZQUBDpOb77JW1jnU7HggULit1nS8PJkydp27YtVlZWVKhQgddffz3PwYepU6dqfeCNN94o8Mb/L7/8wssvv8zgwYPx8vLi6aefpnfv3nz44Ydanrxm73Tr1k27FpA1c+HDDz+kT58+2Nra4u7uzvz5840+U5S2y6uOt+7c4KJez9n0OO038JNPPsHd3Z2aNWvSpk0bLly4wOjRo7V+WxA7OztcXV3x9PTktddeo169evz666/a8aioKAIDA3FxccHW1pamTZuya9cuo/bI63z3Lj9V2PcNICEhgb59+2JjY4Obmxtz5syRJe2EEEIIIYQQQjzyZL/LJ5sMahRRRKPGRDRqTGaOWRY3lywholFj/spxc624/nyuHRGNGpOWY4mkOxs23FesD8Phw4cB2LVrFzExMfz888/55l2+fDkVK1bk8OHDjBgxgmHDhtGjRw9atmzJsWPHCAgIoH///iQnJwNZgwh+fn40aNCAI0eOsH37dv766y9efvnlfM/h7+9PREQEMTExQNbgxTPPPEPbtm1zDWo0b94ca2trduzYQb9+/Xj77bcJCwtj4cKFLFu2LNdN4qCgILp3705oaCj9+vWjd+/ehIeHF7vN2rZtS/369bW2Ukrx/PPPExsby9atWzl69CiNGjXiueee49atW3h7e9O4cWNWrlwJ5SqBc22wdGDVqlX06dMHnU5XorYaOHAgR44cYfPmzRw4cAClFJ07dza6oZ6cnMxHH33E8uXLCQkJIT4+nl69ehmVExUVxbZt29i+fTurV69myZIlPP/881y+fJng4GBmzpzJxIkTOXjwYJHqm7PcjRs3smXLFrZs2UJwcDAzZswAspY38/X11WZgxMTEUKlSpSK1/61bt1i3bh3NmzfX0q5cuULnzp1p2rQpoaGhLFiwgMWLFzN9+nQtz7hx41i/fj3Lly/n2LFjeHl5ERAQwK1bt6hUqRLr168H0Prf3LlzAXj//feZOXMmQUFBhIWFsWrVKlxc/nk6wM7OjmXLlhEWFsbcuXNZtGgRc+bMua82zlZafbY4kpOT6dixI46Ojvz++++sW7eOXbt28dZbbxnl2717N+Hh4ezZs4fVq1ezYcMGpk6dmm+5rq6uHDx4sFSWDfv000+pV68ex44d4/3332f06NHs3LnTKE9BbZdfHUe9NxVzpbAytTSq486dO9myZQs///wzTz31lDYDI/t3qjBKKfbu3Ut4eDh6vV5LT0xMpHPnzuzatYvjx48TEBBA165duXjxIkCxzlfQ9w3gnXfeISQkhM2bN7Nz50727duXa2BQCCGEEEIIIYR4VCmD4m5iyR4gF48w9S8TFxenABUXF5frWEpKigoLC1MpKSm5joV511Jh3rVU+s2bWtr1BQtUmHctdXXiRKWUUsmnTmn5CnolnzqllRHRwleFeddSdyMjtbRba9cWu14DBgxQpqamysbGRnu99NJL2rHAwECj/CNHjlR+fn7aez8/PzVy5EjtfZUqVdScOXPyPV90dLQC1PHjx3PFkfNcfn5+qnXr1tr7jIwMZWNjo/r376+lxcTEKEAdOHBAKaVUUFCQ6tChg1G5ly5dUoCKiIjIM56kpCSl1+vVqlWrlFJK9ejRQ82aNUulp6crW1tbFfl3+1atWlUFBQUppZR65pln1Mcff2xUzvfff6/c3Ny094AaOnSoUZ7mzZurYcOG5ds2ebV3tp49e6ratWsrpZTavXu3sre3V3fv3jXKU716dbVw4UKllFKzZ89W1apV045FREQoQJ0+fVop9U9bpWemq0xDplIqd1vlvLaRkZEKUCEhIVqZN27cUFZWVurHH39USim1dOlSBaiDBw9qecLDwxWgDh06pJRSavLkycra2lrFx8dreQICApSnp6fKzMzU0ry9vdUnn3xS5PrmVe7YsWNV8+bNtff39tX8+Pn5Kb1er2xsbJS1tbUCVM2aNVV0dLSWZ8KECcrb21sZDAYt7auvvlK2trYqMzNTJSYmKr1er1auXKkdT0tLU+7u7mrWrFlKKaX27NmjAHX79m0tT3x8vLKwsFCLFi0qNM5ss2bNUo0bN9bel6SNlSpZny0pQG3YsEEppdS3336rHB0dVWJionb8P//5jzIxMVGxsbFKqazvRvny5VVSUpKWZ8GCBVp75+Xq1auqRYsW2vUbMGCAWrt2rVH+vPpEYGCgGjBggPa+SpUqqmPHjkZ5evbsqTp16mRUn4LaLs86btqQVcfQ3cpgyFQDBgxQLi4uKjU11aicwn5Tc+YzNzdXNjY2Sq/XK0BZWloafWfz4uPjo+bPn1/g+ZYuXaocHBy094V93+Lj45Ver1fr1q3Tjt+5c0dZW1vn+x0s6O+oEEIIIYQQQgjxMF04fUMtHrtPbZxzrKxDEUVU0L37nGSmRhF5HzuK97GjmDo6amkVBg3C+9hRXIKCSlyu1+5deB87inn16lpauRdeKFFZ/v7+nDhxQnvNmzevxHHlNHToUGxtbbVXcdWrV0/7t6mpKRUqVKBu3bpaWvbT69euXQPg6NGj7Nmzx+ictWrVAsi16Xc2a2trmjVrps3KCA4Opk2bNpiZmdGqVSv27t3LxYsXiY6Opm3bttp5pk2bZnSe7BkA2bNGAHx9fY3O5evrW+Kn3pVS2vS3o0ePkpiYSIUKFYxiiI6O1urZq1cvLly4oD2Jv3LlSho0aICPj49RW9nb2WNvZ19oW4WHh2NmZmY0W6FChQp4e3sb1cnMzIwmTZpo72vVqkW5cuWM8nh6emJnZ6e9d3FxwcfHBxMTE6O0nNe1sPrmVa6bm5tWRnH17duXEydOEBoaym+//YaXlxcdOnTQltcJDw/H19fXaEpiq1atSExM5PLly0RFRZGenq4tVwag1+tp1qxZgX0gPDyc1NRUnnvuuXzz/PTTT7Ru3RpXV1dsbW0JCgrSnrTPVtw2zna/fTbn9Rk6dGiRPhMeHq5t5p2tVatWGAwGIiIitLT69etjbW1tFFtiYqLR8mY5ubm5ceDAAU6ePMnbb79Neno6AwYMoGPHjhhyLNtXFEVpl4Ly5FnHpg2y6nj+Kjpd1nWpW7cu5ubmxYotp7Fjx3LixAmCg4Px9/fngw8+oGXLltrxpKQkxo0bh4+PD+XKlcPW1pYzZ87k6j9FUdD37dy5c6Snp9OsWTPtuIODA97e3iWumxBCCCGEEEII8bDYlbckJT6NG5cSycws3j0E8WgzK+sAHhcmOW7CZdOZm6O7jxtX+ZabY5mR4rCxscHLyyv3OUxMjPYCAYyWGirMtGnTGDNmTIliAoyWTYGsNe1ypmXfUM6+QWkwGOjatSszZ87MVZabm1u+5/H392ft2rWcPn2alJQUGjVqBICfnx979uzB3NwcS0tLWrRooZ1n6tSpvPjii7nKsrS0LLBOJV2XLzw8XNuPxGAw4ObmZrQ8Vrbsde/d3Nzw9/dn1apVtKhXg9UrV/DGkNe1fAaDgXYd2zFi4gicbJwoZ1FOO5ZXW93bD3Km31unvOqYM62w65qdlvO6Flbf/Mot7s3rbA4ODtp3wsvLi8WLF+Pm5sbatWt57bXX8qx3dhvpdDqjf9+bp6A+YGVlVWBcBw8epFevXkydOpWAgAAcHBxYs2YNn3/+uVG+4rZxQYrTZ0+cOKH9297evkifKahNinLuwvLUqVOHOnXq8Oabb/Lbb7/xzDPPaDf97+c3rjix5VnHjLtZecz++c3IOehREhUrVsTLywsvLy/Wr1+Pl5cXLVq0oF27dkDWoMeOHTv47LPP8PLywsrKipdeeqlEm5IX1J8K6v9CCCGEEEIIIcSjrpyLNS+MaYSLpz2mpvJs/5NErua/gJOTU6411XPetCyMs7OzdoMt+wZx9lPImZmZpRZntkaNGnH69Gk8PT2Nzuvl5VXgzUJ/f3/Onj3LqlWraN26NaampkDWoMbevXvZu3cvvr6+2oBFo0aNiIiIyHUOLy8voyfh792v4ODBg9psiOL473//y8mTJ+nevbt2/tjYWMzMzHKdv2LFitrn+vbty9q1azmwby9R0Rfp1a2jUVtFRUbh38CfJk83KbStfHx8yMjI4NChQ1razZs3iYyMpHbt2lpaRkYGR44c0d5HRERw586dEtU7Z6xFqW9hzM3NS9zvsvtESkoKkNUe+/fvN7pJu3//fuzs7PDw8MDLywtzc3N+++037Xh6ejpHjhzR2iuv70KNGjWwsrJi9+7decYREhJClSpV+OCDD2jSpAk1atQolT0jst1vn815bZydnYv0GR8fH06cOEFSUpKWFhISgomJCTVr1tTSQkNDtfbPjs3W1pannnqqyPFlz1TKPte9v3GZmZmcOnUq1+eK0i4F5cmrjntC9mFiYoK9V+UCYy5pv3V0dGTEiBGMGTNG66f79u1j4MCBvPDCC9StWxdXV1fOnz9fKufLqXr16uj1em0PJYD4+HjOnj17X+UKIYQQQgghhBAPg06nw92rHKZmcgv8SSNXtBSZOToWOnNDZ26OWY4lrB6Gtm3bcuTIEVasWMHZs2eZPHlynjf8isPZ2RkrKyttY+q4uLhSihbefPNNbt26Re/evTl8+DDnzp3j119/ZdCgQQXepGvZsiUWFhbMnz8fPz8/Lb1p06bExcWxfv16/P39tfRJkyaxYsUKpkyZwunTpwkPD2ft2rVMnDjRqNx169axZMkSIiMjmTx5MocPH861+fG9UlNTiY2N5cqVKxw7doyPP/6YwMBAunTpwiuvvAJAu3bt8PX1pVu3buzYsYPz58+zf/9+Jk6caDSg8OKLLxIfH8+wsZPxb9kEj4r/PDn/5ptvcvvWbfr37V+ktqpRowaBgYEMGTKE3377TdsM2cPDg8DAQC2fXq9nxIgRHDp0iGPHjvHqq6/SokULo2Voiquo9S2Mp6cnhw4d4vz589y4caPAWQrJycnExsYSGxtLaGgow4cPx9LSkg4dOgAwfPhwLl26xIgRIzhz5gybNm1i8uTJvPPOO5iYmGBjY8OwYcMYO3Ys27dvJywsjCFDhpCcnMzgwYMBqFKlCjqdji1btnD9+nUSExOxtLRk/PjxjBs3jhUrVhAVFcXBgwdZvHgxkDVocPHiRdasWUNUVBTz5s1jw4YNJW7be5Wkz96vvn37YmlpyYABAzh16hR79uxhxIgR9O/f32iD9LS0NAYPHkxYWBjbtm1j8uTJvPXWW0YDiTkNGzaMDz/8kJCQEG0ptldeeQUnJydtqai2bdvyn//8h//85z+cOXOG4cOHc+fOnVxlhYSEMGvWLCIjI/nqq69Yt24dI0eONMpTUNvlVcfREz6ia4+uODgXPDDn6enJ//73P65cucKNGzeK07S8+eabREREaJvSe3l58fPPP2tLq/Xp0yfX9+B+zpfNzs6OAQMGMHbsWPbs2cPp06cZNGgQJiYmJZ6tJoQQQgghhBBCCHG/ZFCjFOnd3am+fRue63/K91V9+zb07u4PNa6AgACCgoIYN24cTZs2JSEhQbuxXlJmZmbMmzePhQsX4u7ubnRD/H65u7sTEhJCZmYmAQEB1KlTh5EjR+Lg4JDvjU9AW1oqISGBNm3aaOl6vR5fX18SEhKMBjUCAgLYsmULO3fupGnTprRo0YLZs2dTpUoVo3KnTp3KmjVrqFevHsuXL2flypXak+L52b59O25ubnh6etKxY0f27NnDvHnz2LRpkzZbQKfTsXXrVp599lkGDRpEzZo16dWrF+fPnze6CWxvb0/Xrl0JPXmavi92grQk+PuJ7ZK01dKlS2ncuDFdunTB19cXpRRbt241WobG2tqa8ePH06dPH3x9fbGysmLNmjUF1rkwRa1vYcaMGYOpqSk+Pj44OTkVuI/AokWLcHNz05bxun79Olu3btX2BPDw8GDr1q0cPnyY+vXrM3ToUAYPHmw0sDVjxgy6d+9O//79adSoEX/++Sc7duzA8e/BSQ8PD6ZOncp7772Hi4uLdgM8KCiId999l0mTJlG7dm169uyp7VUQGBjI6NGjeeutt2jQoAH79+8n6D725rlXSfpscWXfRDczy1rF0Nramh07dnDr1i2aNm3KSy+9xHPPPceXX35p9LnnnnuOGjVq8Oyzz/Lyyy/TtWtXpkyZku952rVrx8GDB+nRowc1a9ake/fuWFpasnv3bipUqADAoEGDGDBgAK+88gp+fn5UrVrV6Lue7d133+Xo0aM0bNiQDz/8kM8//5yAgACjPAW1XV51bPdce775+hsqWhc8o2XatGmcP3+e6tWr4+TkVHDj3sPJyYn+/fszZcoUDAYDc+bMwdHRkZYtW9K1a1cCAgK05fZK43w5zZ49G19fX7p06UK7du1o1aoVtWvXLnSJPiGEEEIIIYQQ4lGglOL4zots+uI4ibfvlnU4opTo1L9scez4+HgcHByIi4vLtVb83bt3iY6OpmrVqnLDRjx6lAFiTgIGcKoN+n/6aEJaAnGpcdjqbSlnWe6+TrNs2TJGjRqV55Pu4tGn0+nYsGED3bp1e6DniY2Nxc3Njd9//91oU/lHlaenJ6NGjWLUqFH55nlYbfc4S0pKwsPDg88//1ybrZST/B0VQgghhBBCCPGo+WnmEf6KjqftK7Wo3fLhPmwuiqege/c5yUbhQjwudCZgbg1piVmvHIMadzPuEpcah1Lqvgc1hCiIUooLFy7w2Wef4eLiQp06dco6pLKTmgAZqWBua/R9fJIcP36cM2fO0KxZM+Li4pg2bRpAqc7OE0IIIYQQQgghHqR6/k9xt1k6T9UqX9ahiFIigxpCPE7Mbf4e1EgCm3/W8Lczt0OhsNXblmFw4t8gLi4Ob29vateuzZo1a/7VT+OnJd8gITUea6sKWDkUfaPzx81nn31GREQE5ubmNG7cmH379lGxYsF7iAghhBBCCCGEEI+Kms1cyzoEUcpk+akcZNkM8ci7Gwe3osHSAcpXLetohPhXu309nKs6AzamFng6epV1OI8E+TsqhBBCCCGEEEKIkpLlp4R4ElnYgWs9KGDDdCHEQ6AMmGWmYWtigrWlzJASQgghhBBCCCEeZempmVw9ewcTEx2VfGQZqsedDGoI8TjRmYAu70NKKe5m3CVDZWBnbvdw4xLi3ybjLnYGA3ZKBzYuZR2NEEIIIYQQQgghCnDmQAz/WxOJe41yMqjxBJDHvYV4XN2zclxSehLn4s5xNfEq/7JV5YR4+NJTsv6rtwRdPiONQgghhBBCCCGEeCRU8imPXXlLyrvbyH2zJ4DM1BDicZOWBHGXQGcKFWtoydZ6a0xNTLEys8KgDJjqTMswSCGebIa/BzVM9FZlHIkQQgghhBBCCCEKU87Zmv4f+aKTBxOfCDKoIcTjRmf691PiOlCGrCWpABOdCd6O3vLjLMRDEJeeRIy5OeVUOu5lHYwQQgghhBBCCCEKJffMnhyy/JQQjxszi6yBDdQ/S+D8TX6chXg47lraoQATM8uyDkUIIYQQQgghhBDFkBSXWtYhiPskgxoPiMGguBJxm8jfY7kScRuD4d+5VtvAgQPp1q1bWYfxZNHpwNwm699pSXlmMShDPh/VsXHjxgcU2JPJ09OTL774Qntflm14/vx5dDodJ06cKJPzi3+42rhRw7EG5a0qlnUoQgghhBBCCCGEKAJDpoE1Hx5i2fgQ4m+mFP4B8ciSQY0HIOr4NVZM2M/GOcfZuTiMjXOOs2LCfqKOX3tg5xw4cCA6nQ6dToder6datWqMGTOGpKS8b3oX1ZQpU2jQoEGh+fK72Tp37lyWLVt2XzGUxLJlyyhXrlyex8qVK6fFFBoaioWFBZs3bzbKs379eiwtLTl16pRR+pQpU+jVqxeQ/83tUaNG0aZNG+19YQM7e/fu1a6diYkJDg4ONGzYkHHjxhETE5P3h7RBjUSjZKUU0XHRnLl1hvTM9Fwfi4mJoVOnTvnG8rCdPn2al19+GScnJywsLKhRowZBQUEkJyeXdWgllvO7aGZmRuXKlRk2bBi3b98udjn39ptKlSoRExNDnTp1SjFiURI6nQ5zU3PMTc3LOhQhhBBCCCGEEEIUgYmpCeaWZuh0cONiYuEfEI8sGdQoZVHHr7F94SmS7hhPY0q6k8r2hace6MBGx44diYmJ4dy5c0yfPp2vv/6aMWPGlKgspRQZGRn3HZODg0O+gwuPgvr16xMUFMTrr7/OzZs3Abh27RpDhw5l6tSpuW4eb968mcDAwAcSS0REBFevXuX3339n/Pjx7Nq1izp16nDy5Mncmc1ts/6blgTqn1lAOp0OgzKglCIlI/eIs6urKxYWFg8k/uI6ePAgzZs3Jy0tjf/85z9ERkby8ccfs3z5ctq3b09aWtoDO3dp9e/8ZH8Xz58/z3fffccvv/zC8OHD77tcU1NTXF1dMTOT7ZDKVMptiLsCqfI/gIQQQgghhBBCiMeJf/9aDPrsGao1dCrrUMR9kEGNQiilSE/NLNIrNSWDfWsjCyxv39qzpKZkFKk8pYq3ZJWFhQWurq5UqlSJPn360LdvX20mwQ8//ECTJk2ws7PD1dWVPn36cO3aPwMs2bMFduzYQZMmTbCwsOD7779n6tSphIaGak+e5zfromrVqgA0bNgQnU6nzVS492nzNm3aMGLECEaNGoWjoyMuLi58++23JCUl8eqrr2JnZ0f16tXZtm2bUflhYWF07twZW1tbXFxc6N+/Pzdu3ChW++Tn/fffp3Llyrz55psAvPHGG9SoUSPXgNClS5c4derUA5vp4OzsjKurKzVr1qRXr16EhITg5OTEsGHDjPItXbqU2g2aYlmtBbVa/x9ffzlfO5aWlsanEz6lXd12ODs44+npySeffKIdv3d2yf79+2nQoAGWlpY0adKEjRs3Gs24ye4Xu3fvpkmTJlhbW9OyZUsiIiLuq65KKQYPHkzt2rX5+eefadasGVWqVKFHjx788ssvHDhwgDlz5gDQu3dvbXZMtvT0dCpWrMjSpUu18mbNmkW1atWwsrKifv36/PTTT1r+vPr3vn37iIqKIjAwEBcXF2xtbWnatCm7du26r7rBP9/Fp556ig4dOtCzZ09+/fVX7XhmZiaDBw+matWqWFlZ4e3tzdy5c7XjU6ZMYfny5WzatEn77u3duzfXjKiiXp/p06fj7OyMnZ0dr732Gu+9916RZmCJvCWk3CTm7k0S7xZv9o0QQgghhBBCCCHKlqOrDZY2+rIOQ9wnedy3EBlpBr4dGVxq5SXdSeW70f8rUt7X5/qhtzAt8V41GqYAAQAASURBVLmsrKxIT89agigtLY0PP/wQb29vrl27xujRoxk4cCBbt241+sy4ceP47LPPqFatGpaWlrz77rts375du9Hr4OCQ57kOHz5Ms2bN2LVrF08//TTm5vkvybJ8+XLGjRvH4cOHWbt2LcOGDWPjxo288MILTJgwgTlz5tC/f38uXryItbU1MTEx+Pn5MWTIEGbPnk1KSgrjx4/n5Zdf5r///W+J2yebqakpy5cvp1GjRvTp04cdO3Zw4sQJTE2N237z5s08++yzD23miZWVFUOHDmX06NFcu3YNZ2dnFi1axOTJk/nyyy9pWLUCx/8IZ8g7H2Bj78CAAQOYN28eW7ds5ccff6Ry5cpcunSJS5cu5Vl+QkICXbt2pXPnzqxatYoLFy4watSoPPN+8MEHfP755zg5OTF06FAGDRpESEhIiet24sQJwsLCWLVqFSYmxmOr9evXp127dqxevZrx48fTt29fXn75ZRITE7G1zZqhsmPHDpKSkujevTsAEydO5Oeff2bBggXUqFGD//3vf/Tr1w8nJyf8/Py0snP273LlynH58mU6d+7M9OnTsbS0ZPny5XTt2pWIiAgqV65c4vrldO7cObZv345e/88fTIPBwFNPPcWPP/5IxYoV2b9/P6+//jpubm68/PLLjBkzhvDwcOLj47WBm/Lly3P16tU8z1HQ9Vm5ciUfffQRX3/9Na1atWLNmjV8/vnn2kCkKL6EzFRum5qiQ2Fb1sEIIYQQQgghhBBC/MvIoMYT6vDhw6xatYrnnnsOgEGDBmnHqlWrxrx582jWrJnRjWKAadOm0b59e+29ra0tZmZmuLq6Fng+J6esKVsVKlQoNG/9+vWZOHEikDVLYsaMGVSsWJEhQ4YAMGnSJBYsWMAff/xBixYtWLBgAY0aNeLjjz/WyliyZAmVKlUiMjKSmjVrFqVJClS7dm1GjRrFjBkzmDlzZp5lbtq06YEtPZWfWrVqAVl7ljg7O/Phhx/y+eef8+KLLwJQtaEfYZdusHDhQgYMGMDFixepUaMGrVu3RqfTUaVKlXzLXrlyJTqdjkWLFmFpaYmPjw9XrlzRrkNOH330kTY48N577/H8889z9+5dLC0tS1SvyMisGU21a9fO83jt2rX57bffAAgICMDGxoYNGzbQv39/AFatWkXXrl2xt7cnKSmJ2bNn89///hdfX18gq4//9ttvLFy40GhQ497+XaFCBerXr6+9nz59Ohs2bGDz5s289dZbJaobwJYtW7C1tSUzM5O7d+8CMHv2bO24Xq9n6tSp2vuqVauyf/9+fvzxR15++WVsbW2xsrIiNTW10O8TFHx95s+fz+DBg3n11VeBrO/Xr7/+SmKiLJ1UIgYDdpkZ6HQ6bG3tyzoaIYQQQgghhBBCFNPlM7c4ve8qrtUcqP9cpbIOR5SADGoUwszchNfn+hWeEbh69g5bvgwtNF+Xt+rjXqNckc5dHNk3UjMyMkhPTycwMJD587OWJjp+/DhTpkzhxIkT3Lp1C4PBAMDFixfx8fHRymjSpEmh5xk6dCg//PCD9r64N0fr1aun/dvU1JQKFSpQt25dLc3FxQVAWx7r6NGj7Nmzx2jwJVtUVFSpDGokJiaydu1arK2t2bdvH+PGjTM6Hh8fT3BwMIsWLbrvcxVH9hJkOp2O69evc+nSJQYPHmw08JCRkaHNoBk4cCDt27enRs0a+LXzI7BrIP/X+f/yLDsiIoJ69eoZDUw0a9Ysz7w5r5mbmxuQdX3yms3QqVMn9u3bB0CVKlU4ffp0caoMZNVbp9MBWQMAPXr0YOXKlfTv35+kpCQ2bdrEqlWrgKylye7evWs0WAFZs5MaNmxolHZv/05KSmLq1Kls2bKFq1evkpGRQUpKChcvXix2zDn5+/uzYMECkpOT+e6774iMjGTEiBFGeb755hu+++47Lly4QEpKCmlpaSVeEqqg6xMREZFrP49mzZqVyiynf6WMFOwMBux0pmCR98w1IYQQQgghhBBCPLrirqfw59FrJN1JlUGNx5QMahRCp9MVeQmoSj7lsSlnkWuT8JxsHS2o5FMeExNdaYWoyb6RqtfrcXd315a7SUpKokOHDnTo0IEffvgBJycnLl68SEBAQK7NmG1sbAo9z7Rp00q8ATlgtAwP/N3GOdKyb2ZnD7wYDAa6du3KzJkzc5WVfQP3Xvb29iQmJpKZmWm0jFRmZiaJiYm5ltEaO3Ys5ubm7N+/H19fX1asWMErr7yiHd+2bRu1a9c2mvlgZ2dHXFxcrnPfuXMn32W6iis8PBwAT09PrT0WLVpE8+bNszIoBRlpmJpnDUw0atSI6OhoVm5Yye5du+nfpz/t27U32l8iW86Bg5xpeSno+tzru+++IyUlJdfncsoeiAoLC8vzRv6ZM2eoUaOG9r5v3774+flx7do1du7ciaWlpba3SXYc//nPf/Dw8DAq595N0e/t32PHjmXHjh189tlneHl5YWVlxUsvvXTfm5Tb2Njg5eUFwLx58/D392fq1Kl8+OGHAPz444+MHj2azz//HF9fX+zs7Pj00085dOhQic5X2PUp6nUWRZCeNfMGvRXoSv93XAghhBBCCCGEEA9WlToVaPq8J5WfrlDWoYgSkkGNUmRiouOZnjXYvvBUvnlav1zjgQxogPGN1JzOnDnDjRs3mDFjBpUqZY0+HjlypEhlmpubk5mZaZTm7OyMs7NzrnxArryloVGjRqxfvx5PT0/MzIrWZWvVqkVmZibHjx83ejr/2LFjZGZm4u3traXt3LmT7777jn379lG/fn0+/vhjRo0aRfv27bVBk02bNvF///d/uc7x+++/M2DAAC1NKcXRo0dLZTPxlJQUvv32W5599llteS8PDw/OnTtH3759szJdPwPpaVD+n1Fle3t7+vXuR7fu3TjU8xAvdH2BW7duUb58+Vzxr1y5ktTUVO3mf1H7RUHuHVjIS4MGDahVqxZz5syhV69eRvtqhIaGsmvXLqMNzlu2bEmlSpVYu3Yt27Zto0ePHlqf8/HxwcLCgosXLxotNVUU+/btY+DAgbzwwgtA1oyd8+fPF6uMopg8eTKdOnVi2LBhuLu7s2/fPlq2bGk0gyIqKsroM3l990rC29ubw4cPa0t3Qelc53+rtPQkAPR6K2RIQwghhBBCCCGEePzYOlrSrGu1sg5D3IfirW8kClW9oTMd36iDTTnjJ8RtHS3o+EYdqjd0zueTD07lypUxNzdn/vz5nDt3js2bN2tPjBfG09OT6OhoTpw4wY0bN0hNzXsWirOzM1ZWVmzfvp2//vorzxkMJfXmm29y69YtevfuzeHDhzl37hy//vorgwYNyvemr4+PD506dWLQoEHs2rWL6Ohodu3axeDBg+nUqZO25FZ8fDyDBw9mzJgxtGjRAoC3336bp59+mtdffx3IWt5p27ZtufbTGDNmDIsXL+bLL78kMjKS0NBQ3nrrLaKionjzzTeLXc9r164RGxvL2bNnWbNmDa1ateLGjRssWLBAyzNlyhQ++eQT5s6dS2RkJCcjz7N07SZmz8nar2HOnDmsWbOGK+eukHA1gS0bt+Dq6prn5uZ9+vTBYDDw+uuvEx4ers1YgNxP9pc2nU7Hd999R1hYGN27d+fw4cNcvHiRdevW0bVrV3x9fY02LdfpdPTp04dvvvmGnTt30q9fP+2YnZ0dY8aMYfTo0SxfvpyoqCiOHz/OV199xfLlywuMw8vLi59//pkTJ04QGhqqtUlpa9OmDU8//bS2L4yXlxdHjhxhx44dREZGEhQUxO+//270GU9PT/744w8iIiK4ceMG6enpJTr3iBEjWLx4McuXL+fs2bNMnz6dP/7444Ff4yfVjYxkzpqbc43SH8AVQgghhBBCCCGEEIWTQY0HoHpDZ175uCXdRjek/WAfuo1uSP+PWpbJgAZkbeK9bNky1q1bh4+PDzNmzNBuXheme/fudOzYEX9/f5ycnFi9enWe+czMzJg3bx4LFy7E3d29VDfUdnd3JyQkhMzMTAICAqhTpw4jR47EwcHB6An/e61Zs4Z27doxbNgwfHx8GDZsGM8995xRHUaNGoWDg4PRps0mJiYsXbqU//73v6xYsYLg4GBsbW1p3LixUfkvv/wyy5YtY/ny5TRt2pQOHToQFRXFvn37CtygOz/e3t64u7vTuHFjZsyYQbt27Th16pTRnievvfYa3333HcuWLaNu3br4de3Nsh9/oap7Vt+ytbVl5syZNGnShKZNm3L+/Hm2bt2aZzvZ29vzyy+/cOLECRo0aMAHH3zApEmTAEq8AXhxtGrVioMHD2Jqakrnzp3x8vLi/fffZ8CAAezcuTPX0lF9+/YlLCwMDw8PWrVqZXTsww8/ZNKkSXzyySfUrl2bgIAAfvnlF6pWrVpgDHPmzMHR0ZGWLVvStWtXAgICaNSoUanXFeCdd95h0aJFXLp0iaFDh/Liiy/Ss2dPmjdvzs2bN3PtezFkyBC8vb1p0qQJTk5OhISElOi8ffv25f3332fMmDHa8mQDBw58KNf4SaQs7NChw9LCrqxDEUIIIYQQQgghRAkZDIq/zscTuvtSWYciSkCn/mWLq8fHx+Pg4EBcXBz29vZGx+7evUt0dDRVq1aVG35C8/bbb5ORkcHXX39d1qHklp4M1yNAZwKu9YzW+FdKkW5IJ1NlYmVmVaTiVq5cyauvvkpcXBxWVkX7jHj8tG/fHldXV77//vuyDuWxZFBZs3lMdPJcwL3k76gQQgghhBBCiMdB2t0MFr+zD4NB0e/DFjg4WZd1SIKC793nJHtqCFGIOnXq4OvrW9Zh5M3MKmtAQxkg427W5sV/i0uN40riFaz11lR1yHvGwooVK6hWrRoeHh6EhoYyfvx4Xn75ZRnQeIIkJyfzzTffEBAQgKmpKatXr2bXrl3s3LmzrEN7bMlghhBCCCGEEEII8XgztzSjcp0KmJjqyEgv/aXIxYMlgxpCFCJ7b41Hkk4HehtIS4C0RKNBDSu9FTqdDh06lFJ57qEQGxvLpEmTiI2Nxc3NjR49evDRRx89zBqIB0yn07F161amT59Oamoq3t7erF+/nnbt2pV1aI+fpOuQmgBW5cGqXFlHI4QQQgghhBBCiPvw/PB6ZR2CKCFZfioHWTZDPJYSYiAhFqwcwdFTS1ZKoVDyVLkQpeTazUjuZqZS3tIRW/unyjqcR5L8HRVCCCGEEEIIIURJyfJTQvxbWNiDUnDPxsXZszSEEKUj0ZBOiokJDibyp1MIIYQQQgghhHhSpKVkYMhUWNrqyzoUUURyZ0aIx525TdarAPktPyWEKCJDJq4Z6aTodFhbOJR1NEIIIYQQQgghhCgFh385x9FtF2jUqQrNu1Yr63BEEcmghhBPsAxDBlcTr3I34y41HGvIwIYQJZVxF2ulsNaZGe1dI4QQQgghhBBCiMeXXQVLDAbF7Zjksg5FFIMMagjxJDBkQFoSoAPLf9abM9WZkpSehEEZuJtxFyu5GStEyaSnZP1XL/tECCGEEEIIIYQQT4pqDZ3xqOmIfUW5Z/Y4kUENIZ4Ed+PhzgXQWxsNauh0OjxsPdCb6LE0k5uxQpRUYloC6HRYmVliWtbBCCGEEEIIIYQQolRYWJlhYSW3yB83JmUdgHiyDRw4kG7dupV1GE++7D010lPAYDA6ZG9hj5XeKmvjcJ2OjRs3Pvz4HhHnz59Hp9Nx4sSJUivT09OTL774otTKe1S0adOGUaNGlXUYj4xrhrtc0OtJNJEl3IQQQgghhBBCCCHKkgxqPCEGDhyo3bTW6/VUq1aNMWPGkJSUdF/lTpkyhQYNGhSaL7+bxXPnzmXZsmX3FUNJLFu2jHLlyuV5rFy5clpMoaGhWFhYsHnzZqM869evx9LSklOnThmlT5kyhV69egHkO0AwatQo2rRpo70vbGBn79692rUzMTHBwcGBhg0bMm7cOGJiYgqtKwCm5mCiBxSk578GYExMDJ06dSpamQ/Bn3/+yauvvspTTz2FhYUFVatWpXfv3hw5cuSBnK9SpUrExMRQp06dB1L+w5Sz3+h0OipUqEDbtm0JCQkpUTl37twxSv/555/58MMPSzHix5uFuT3mpuZYWlUo61CEEEIIIYQQQghRipLj0wheHcHG2cdQSpV1OKIIZFCjlO1ft5ID61fneezA+tXsX7fygZ27Y8eOxMTEcO7cOaZPn87XX3/NmDFjSlSWUoqMjIz7jsnBwSHfwYVHQf369QkKCuL111/n5s2bAFy7do2hQ4cyderUXDe/N2/eTGBg4AOJJSIigqtXr/L7778zfvx4du3aRZ06dTh58mThH9bpwNw6699pibkOJ6UncS35Go5OjlhYWJRy5CVz5MgRGjduTGRkJAsXLiQsLIwNGzZQq1Yt3n333RKXm5mZieGe2SoAaWlpmJqa4urqipnZkzOtMCIigpiYGPbu3YuTkxPPP/88165du+9yy5cvj52dXSlE+GTwsPOghmMNLGQZNyGEEEIIIYQQ4omitzAlLOQqVyLvEHctpazDEUVQpoMan3zyCU2bNsXOzg5nZ2e6detGREREgZ+59+nk7NeZM2ceUtQF05mYsP/H3AMbB9avZv+PK9GZPLgmt7CwwNXVlUqVKtGnTx/69u2rzST44YcfaNKkCXZ2dri6utKnTx+jG5/Z7bpjxw6aNGmChYUF33//PVOnTiU0NFRr5/xmXVStWhWAhg0botPptJkK985SaNOmDSNGjGDUqFE4Ojri4uLCt99+S1JSEq+++ip2dnZUr16dbdu2GZUfFhZG586dsbW1xcXFhf79+3Pjxo1Sabf333+fypUr8+abbwLwxhtvUKNGjVwDQpcuXeLUqVMPbKaDs7Mzrq6u1KxZk169ehESEoKTkxPDhg0zyrd06VJq166NpaUltWrV4uuvv846YG5LWlo6b40ei5ubG5aWlnh6evLJJ59wPfk615OvY2lmaTS7ZP/+/TRo0ABLS0uaNGnCxo0bjWbcZPeL3bt306RJE6ytrWnZsmWh39PCKKUYOHAgNWrUYN++fTz//PNUr16dBg0aMHnyZDZt2mR0/pyzCE6cOIFOp+P8+fPAP7NytmzZgo+PDxYWFly4cAFPT0+mT5/OwIEDcXBwYMiQIXnOKDp9+jTPP/889vb22NnZ8cwzzxAVFQXkvQRTt27dGDhwYJ71yqv8O3fuoNPp2Lt3r1GdduzYQcOGDbGysqJt27Zcu3aNbdu2Ubt2bezt7enduzfJyfnPusmW3W/q1q3LxIkTiYuL49ChQ9rxgr7758+fx9/fHwBHR0d0Op1Wt3vr7unpyccff8ygQYOws7OjcuXKfPvtt0axFNafhBBCCCGEEEIIIR41egtTWr7gRedhdbFxfDQeBhYFK9NBjeDg4P9n787joqr6B45/ZthhWFxYXVhcQNwVFbRUckHtMXsql/DRcM09ejKtTHMXKzO1XLIEzN005WeZaan5aEZuuCGYQJrhggsIyDYzvz8mJkZ2GMT0+3695mVz75lzzr1z79DrfO85X8aPH8/Ro0fZu3cveXl59OzZs0xLJuU/nZz/atSoUZX2NTcrq9hXXk6OvlzAiy/j/8JAjmxZz+HNX5KblcXhzV9yZMt6/F8YiF/fF8pUrzFYWVmRm5sL6J5SnzNnDjExMezYsYPExMQiB2anTJnCggULiI2NpWfPnrzxxhs0bdpUf54HDhxYZFvR0dEA7Nu3j+TkZLZv315svyIjI6lduzbR0dFMnDiRsWPH0r9/fzp27MiJEycICgpiyJAh+gHd5ORkunTpQqtWrTh27Bjfffcd169fZ8CAAZU8QzomJiZERkayc+dOgoOD2bNnDxEREZiYGKYDjoqKonPnzg9t5omVlRVjxozh8OHD+kHo1atXM23aNObNm0dsbCzz589n+vTpREZGgrkNS9dsJGr3PrZs3kxcXBzr1q3Dw8MDW3Nb7C3sDeq/d+8effv2pXnz5pw4cYI5c+YwderUIvsybdo0Fi1axLFjxzA1NWX48OGVOrZTp05x7tw53njjDZRFBPrKe44zMzNZsGABn3/+OefOncPJyQmADz74gGbNmnH8+HGmT59e6HNXr16lc+fOWFpa8uOPP3L8+HGGDx9ulFlKpZk5cyaffPIJR44c4cqVKwwYMICPP/6YDRs28M0337B3716WLVtW5voyMzMJDw8HwMzMTL+9pHu/Xr16bNu2Dfj7N3XJkiXFtrFo0SL8/Pw4efIk48aNY+zYsfqAcnmup38a7b1kuBELGcYJpAohhBBCCCGEEOLR0rJbPTxbOmJmblJ6YVHtqnUNlu+++87gfXh4OE5OThw/fpzOnTuX+FknJ6eHuqzR0ldeKnafZ2s/Xnhrpv79sW92AHB0+2aObt+s3350+2b+uHCOge+F6betnjCc+/fSCtX5xuZdlepvdHQ0GzZsoFu3bgAGg9BeXl4sXbqU9u3bk56ejkql0u+bPXs2PXr00L9XqVSYmpri4uJSYnuOjo4A1KpVq9SyLVu25N133wV0syTCwsKoXbs2o0aNAmDGjBmsWLGC06dP4+/vz4oVK2jTpg3z58/X17FmzRrq1atHfHw8jRs3LsspKVGTJk0IDQ0lLCyMhQsXFlnnzp07q2zpqeL4+PgAuifqnZycmDNnDosWLeKFF3TBMU9PT86fP8+qVat4ZegQLl+9RiPPejzl3w6FuRXu7u7F1r1+/XoUCgWrV6/G0tISX19frl69qv8eCpo3bx5dunQB4K233uLZZ58lKysLS8uKLcVz8eJFg+OrrNzcXJYvX07Lli0Ntj/zzDMGM27yZ3fk+/TTT7G3t2fTpk36QIAxrqeymDt3Lp06dQJgxIgRvP3221y6dAkvLy8AXnrpJfbv319qYKBu3bqALqih1Wpp27at/r6H0u/9mjVrAmX7Te3Tpw/jxo0DYOrUqSxevJgDBw7g4+NTruvpnyYx+y5qhZo66mysq7szQgghhBBCCCGEEE+4RyqnRmpqKoB+kK0krVu3xtXVlW7durF///5iy2VnZ5OWlmbwelzt2rULlUqFpaUlAQEBdO7cWf+k98mTJ+nXrx/u7u7Y2trql4e6fPmyQR1+fn6ltjNmzBhUKpX+VV4tWrTQ/7eJiQm1atWiefPm+m3Ozs4A+tkJx48fZ//+/QZt5g+G5y8TVFnp6els3rwZa2trDh06VGh/WloaBw8e5LnnnjNKe2WVn5xIoVBw8+ZNrly5wogRIwzOxdy5c3XnQaEkZMQYTsVewrtZSyZNmsT3339fbN1xcXG0aNHCIDDRvn37IssW/M5cXV0Bis3b0Lt3b33fmjZtWupxGYO5ublBH/OVdj2fOnWKp59+2mBmw8NSsL/Ozs5YW1vrAxr528qSG+PQoUOcOHGCjRs34u7uTkREhMHxlPXeL2+fFQoFLi4u+j6W53r6J9FoNWShIUehwMRMQhpCCCGEEEIIIcTjKi3lPmd/usqtq4Xz1YpHyyOTLVer1fLf//6Xp556qlBy5oJcXV357LPPaNu2LdnZ2Xz55Zd069aNAwcOFDm7Y8GCBcyaNavS/ZsU+VWx+x7MkzHus/VE79zK0e2bUZqaosnLw/+FgbTv1x+UhoO4oz5ZU+m+5QsMDGTFihWYmZnh5uamH9jMyMigZ8+e9OzZk3Xr1uHo6Mjly5cJCgoip8DSWQA2NjaltjN79uwKJyAHCg0gKxQKg235A935yZ41Gg19+/Zl4cKFherKH2B/kJ2dHenp6ajVaoNlpNRqNenp6djbGy7F9Oabb2Jubs6RI0cICAhg7dq1DB06VL8/P9dBwZkPtra2+kBcQXfv3i1Uf0XFxsYCunwG+edj9erVdOjQwaBc/jG26diFxMREdu/ezb59+xgwYADdu3fnq6/+vn7zNLqllbRabaGgQn6w4UElfT8P+vzzz7l//36hzxWUPxsiNjaWVq1aFVkG0C9NVbBf+UuqFWRlZVVkgKS069nKyqrE/UqlstA5Kar98vYXCp/Tou6L4s5xQZ6enjg4ONC4cWOysrL497//zdmzZ7GwsCjXvV8WJfWxPNfTP4lSq6FRTg5ZCgXm5pI4XQghhBBCCCGEeFz9EpVAfPR12vZyp1ad8j/ILR6eR2amxoQJEzh9+jQbN24ssZy3tzejRo2iTZs2BAQEsHz5cp599lk+/PDDIsu//fbbpKam6l9XrlypUP/MLC2LfZmamxuUPfbN1xzdvpmOAwbz+voddBwwmKPbN3Psm68xM7coU70VYWNjQ8OGDXF3dzcYfLxw4QIpKSmEhYXx9NNP4+PjU6YnwEH3BLxarTbY5uTkRMOGDfWv/HJAobLG0KZNG86dO4eHh4dBuw0bNix20NrHxwe1Ws3JkycNtp84cQK1Wo23t7d+2969e/n888+JiIigZcuWzJ8/n9DQUJKTk/Vldu7cWWiWho+PD7/++qvBNq1Wy/Hjxw3qr6j79+/z2Wef0blzZxwdHXF2dqZOnTokJCQUOg/5idpBF9AZOHAgq1evZvPmzWzbto3bt29z6/4tAFKzU/X9P336NNnZ2frPHjt2rNL9rlOnjr5fxS1/1apVK3x9fVm0aFGRA/f5icHzlzUr+F0YM+l0ixYtOHToULGBB0dHR4O21Wo1Z8+eLba+qu5vaYYMGYJGo9Enjy/LvW+se7eqrqdql5uFGWCrMEVh8sg8ByCEEEIIIYQQQggjc29WC9eG9tg7yUoNj7pHIqgxceJEoqKi2L9/v359+PLw9/fXr9H/IAsLC+zs7AxeVennbRs5smU9HQcMJuDFlwFd8vCOAwZzZMt6ft5WctCmKtSvXx9zc3OWLVtGQkICUVFRzJkzp0yf9fDwIDExkVOnTpGSkmIwYFmQk5MTVlZW+iTeRc1gqKjx48dz+/ZtXn75ZaKjo0lISOD7779n+PDhxQ7E+vr60rt3b4YPH86+fftITExk3759jBgxgt69e+Pr6wvolpUaMWIEkydPxt/fH4BJkybRtGlTRo8eDUBeXh67d+8ulE9j8uTJfPHFF3zyySfEx8cTExPDhAkTuHTpEuPHjy/3cd64cYNr165x8eJFNm3aRKdOnUhJSWHFihX6MjNnzmTBggUsWbKE+Ph4zpw5Q3h4OB999BEAiz/6iE0Rn3Hh6A/Ex55n69atuLi44ODggIWJLqCm1urOWXBwMBqNhtGjRxMbG8uePXv0wUFjLQtVHIVCQXh4OPHx8XTu3Jlvv/2WhIQETp8+zbx58/TnumHDhtSrV4+ZM2cSHx/PN998w6JFi4zWjwkTJpCWlsagQYM4duwYFy9e5MsvvyQuLg7Q5eT45ptv+Oabb7hw4QLjxo3TB1yKYmVlhb+/P2FhYZw/f56ffvpJnz/mYVAqlfrcMJmZmWW6993d3VEoFOzatYubN2+Snl6xKZbVeT1VqVzdrCPMSp7VI4QQQgghhBBCiH+2xu1deGFyW5p0LHplGPHoqNaghlarZcKECWzfvp0ff/zR4Gnz8jh58mSxyxA9bFqNxiCgkS8/sKEtw3Iyxubo6EhERARbt27F19eXsLCwYme2POjFF1+kV69eBAYG4ujoWOxMGlNTU5YuXcqqVatwc3MzakJtNzc3Dh8+jFqtJigoiGbNmvHaa69hb2+vX+6nKJs2baJ79+6MHTsWX19fxo4dS7du3QyOITQ0FHt7e4MlypRKJeHh4fz444+sXbuWgwcPolKpaNu2rUH9AwYMICIigsjISNq1a0fPnj25dOkShw4dKjFBd3G8vb1xc3Ojbdu2hIWF0b17d86ePasPwACMHDlSP6ukefPmdOnShYiICP29o7K1ZeGixfh160s7/wCSkpL49ttvUSqVWP+VD8DJ2gnQzej4v//7P06dOkWrVq2YNm0aM2bMAKhwAvDyaN++PceOHaNBgwaMGjWKJk2a8Nxzz3Hu3Dk+/vhjQLfc0caNG7lw4QItW7Zk4cKFzJ0712h9qFWrFj/++CPp6el06dKFtm3bsnr1av1Mp+HDh/PKK68wdOhQunTpgqenJ4GBgSXWuWbNGnJzc/Hz8+O1114zan/LYvjw4eTm5vLJJ5+U6d6vU6cOs2bN4q233sLZ2ZkJEyZUqN3qvp6qys2cu9xWKskz/ecegxBCCCGEEEIIIcTjRKGtxkXPx40bx4YNG9i5c6fBcj329vb6te7ffvttrl69ytq1awH4+OOP8fDwoGnTpuTk5LBu3TrCwsLYtm0bL7zwQqltpqWlYW9vT2pqaqFZG1lZWSQmJuLp6fmPHoQTxjVp0iTy8vL0S/o88u78Dvdvg8oZ7NzK9dH169czbNgwUlNTS803IURp/unXk0ar4cKtWLRAQytnLGxqV3eXHnnyd1QIIYQQQgghxD+dRq3h3u0s7B1lGaqHraSx+4KqdYHw/GV1unbtarA9PDyckJAQQLc2/eXLl/X7cnJymDx5MlevXsXKyoqmTZvyzTff0KdPn4fVbfGEadasGQEBAdXdjbIzt9EFNXIySi26du1avLy8qFOnDjExMUydOpUBAwb8IwegRfV73K4nrVZLLavaZKuzMbeuVd3dEUIIIYQQQgghRBVL+eMeX394AjNLU15Z0PGfvaT2Y6xagxplmSQSERFh8H7KlClMmTKlinokRGH5uTX+McxVun9zMkGrAcXfS3TlqnO5kXmDPG0e7nbuXLt2jRkzZnDt2jVcXV3p378/8+bNq6aOi3+6x+16MlGa4GzjXN3dEEIIIYQQQgghxEPi4GSNWq1Fkasm424OqhoW1d0lUYRqXX6qOsjyU+Kxp9XCtTOgVUPtxrqZG3/J0+QRd1uXBNu7pjemymqNawrxaNOodUFBeSqjzOTvqBBCCCGEEEKIf7o71zKwd7JGqZTxgIftH7H8lBCiCigUukBGdppuCaoCQQ1TpSnONs5YmliiVBSfZF0IAdn3/sQ88zYKlTPYulR3d4QQQgghhBBCCPEQ1HCxKb2QqFYS1BDicZQf1FDnFtpV20qSHQtRGo1Ww6XcNDAzoZECzKq7Q0IIIYQQQgghhBACkKCGEI8nm9pg4whKk+ruiRD/SLmaXPInmZqaqaq1L0IIIYQQQgghhHi4Yn64wsVj1/Hv50Vdn5rV3R3xAFl/RojHkdK0xIBGVl4Wt+7fQq1RP8ROCfHPYYEJPjk5NMzJRWFmVd3dEUIIIYQQQgghxEOUcuUe1xPTuHz+dnV3RRRBZmoI8QS6cu8KOeoczE3MsTW3re7uCPHoybuPAjAzMZcZT0IIIYQQQgghxBOmyVNuuDZyoL5vreruiiiCBDWEeFzdvwvp13X5NezrGuxSmavIUeeglMlaQhQt977uX5mlIYQQQgghhBBCPHHcGjrg1tChurshiiEjmqJKhYSE8Pzzz1d3N55QWsjNhOx0/RaFQsGOHTtwtXHF3c4dG3Obauxf+URERODg4FDd3XhiJSUloVAoOHXqVHV3pcpptBqSsm9zzcQEjalldXdHCCGEEEIIIYQQQhQgQQ0jy7ubRc7V9GJfeXezqqTdkJAQFAoFCoUCMzMzvLy8mDx5MhkZGZWqd+bMmbRq1arUcsUNeC5ZsoSIiIhK9aEiShoAd3Bw0PcpJiYGCwsLoqKiDMps27YNS0tLzp49a7B95syZDBo0CPg7QPCg0NBQunbtqn9fWmDnwIED+u9OqVRib29P69atmTJlCsnJyaUea7HyAxZ59+Gv3BnJycn07t274nUaUdeuXQkNDa3ydvbv309gYCA1a9bE2tqaRo0a8corr5CXl1flbRtLWYODBX8HTE1NqV+/PmPHjuXOnTuVbq9evXokJyfTrFmzctX1T5StziZDq+aOiQkKc0kSLoQQQgghhBBCPIly7ufx2/EbnD/8Z3V3RTxAlp8yory7WVz78BjkaYsvZKrAZbIfpg7Gf/q3V69ehIeHk5uby6FDhxg5ciQZGRmsWLGi3HVptVrU6sonkba3t690HVWpZcuWTJ8+ndGjR9OpUydq1arFjRs3GDNmDLNmzSo0gBsVFcWbb75ZJX2Ji4vDzs6OtLQ0Tpw4wfvvv88XX3zBgQMHaN68efkrNDHXvdQ5uhkbFra4uLgYFNFoNWi1Wkwe05wB586do3fv3kyaNIlly5ZhZWXFxYsX+eqrr9BoNNXdvVKp1WoUCkW5PpP/O5CXl8f58+cZPnw4d+/eZePGjZXqi4mJSaHr53FlpjTDTeWGRqtBYWlX3d0RQgghhBBCCCFENbhx+R57Vp/Fys6cJh1dyz1GI6qOzNQwIk1GXskBDYA8ra5cFbCwsMDFxYV69eoRHBzM4MGD9TMJ1q1bh5+fH7a2uoHt4OBgbty4of9s/myBPXv24Ofnh4WFBV9++SWzZs0iJiZG//R3cbMuPD09AWjdujUKhUI/U+HBJ767du3KxIkTCQ0NpUaNGjg7O/PZZ5+RkZHBsGHDsLW1pUGDBuzevdug/vPnz9OnTx9UKhXOzs4MGTKElJQUo5y3t99+m/r16zN+/HgAXn31VRo1asTkyZMNyl25coWzZ89W2UwHJycnXFxcaNy4MYMGDeLw4cM4OjoyduxYg3Lh4eE0adIES0tLfHx8WL58uX5fTk4OEyZMwNXVFUtLSzzaBbFg2RrI0S1BVXB2yY3MG2z8biMtW7XE0tISPz8/duzYYTDjJv+6+OGHH/Dz88Pa2pqOHTsSFxdn9OO/c+cOQ4cOpUaNGlhbW9O7d28uXrxYqNyOHTto3LgxlpaW9OjRgytXrhRb5969e3F1deX999+nWbNmNGjQgF69evH5559jbm4OFD0b6eOPP8bDw0P/Pv86njVrFk5OTtjZ2fHqq6+Sk5OjL9O1a1cmTJjAhAkTcHBwoFatWrz77rtotX//JpR2jPkzjHbt2oWvry8WFhYMGzaMyMhIdu7cqb8PDxw4UOwx5/8O1K1bl549ezJw4EC+//57/X61Ws2IESPw9PTEysoKb29vlixZot8/c+bMItt7cDZWWa+NuXPn4uTkhK2tLSNHjuStt94q0+yv6mSqNKWGZQ1qWUkyMCGEEEIIIYQQ4knl6mWPY31bGvs5k5fz6D8c+ySRoEYZaXLUaHLUBgOU2jyNbltexS9qfb2aAvWqjXOTWFlZkZubC+gGu+fMmUNMTAw7duwgMTGRkJCQQp+ZMmUKCxYsIDY2lp49e/LGG2/QtGlTkpOTSU5OZuDAgUW2FR0dDcC+fftITk5m+/btxfYrMjKS2rVrEx0dzcSJExk7diz9+/enY8eOnDhxgqCgIIYMGUJmZiagWzKpS5cutGrVimPHjvHdd99x/fp1BgwYUMkzpGNiYqIfxA0ODmbPnj1ERERgYmI4eyEqKorOnTs/tLwOVlZWjBkzhsOHD+sDUKtXr2batGnMmzeP2NhY5s+fz/Tp04mMjARg6dKlREVFsWXLFuLi4lj3xQo86rlBTuFlyO6n32f84PE09m3MiRMnmDNnDlOnTi2yL9OmTWPRokUcO3YMU1NThg8fbvTjDQkJ4dixY0RFRfHzzz+j1Wrp06eP/hoGyMzMZN68eURGRnL48GHS0tL0y4EVxcXFheTkZH766adK9++HH34gNjaW/fv3s3HjRr7++mtmzZplUCYyMhJTU1N++eUXli5dyuLFi/n888/LfYwLFizg888/59y5cyxdupQBAwbQq1cv/X3YsWPHMvU5ISGB7777DjMzM/02jUZD3bp12bJlC+fPn2fGjBm88847bNmyBYDJkyeXq72Sro3169czb948Fi5cyPHjx6lfv36FZo49dOoc3UtbSpBaCCGEEEIIIYQQjy0TMyUD3mnHUwMaYWbxeK5y8k8ly0+V0Z8zjgDg+m4HTFS6J7zv/fQHad//jk07F2q82KhC9V5bGI0mIw/n19tg5qzLgZBx/Dqq9q6V6m90dDQbNmygW7duAAYDjV5eXixdupT27duTnp6OSvX3mvGzZ8+mR48e+vcqlQpTU9NSl51xdHQEoFatWqWWbdmyJe+++y6gmyURFhZG7dq1GTVqFAAzZsxgxYoVnD59Gn9/f1asWEGbNm2YP3++vo41a9ZQr1494uPjady4cVlOSYmaNGlCaGgoYWFhLFy4sMg6d+7cSb9+/SrdVnn4+PgAupwlTk5OzJkzh0WLFvHCCy8Auhky58+fZ9WqVbzyyitcvnyZRo0a8dRTT6FQKHB3dYSmdSEns9AA7a6vdmGqNGV9+HqsrKzw9fXl6tWr+u+hoHnz5tGlSxcA3nrrLZ599lmysrKwtDTOMmoXL14kKiqKw4cP6wfQ169fT7169dixYwf9+/cHIDc3l08++YQOHToAuiBCkyZNiI6Opn379oXq7d+/P3v27KFLly64uLjg7+9Pt27dGDp0KHZ25VtWyNzcnDVr1mBtbU3Tpk2ZPXs2b775JnPmzEGp1MWH69Wrx+LFi1EoFHh7e3PmzBkWL17MqFGjynWMy5cvp2XLlvq2raysyM7OLtPyT7t27UKlUqFWq8nK0uXw+eijj/T7zczMDIIxnp6eHDlyhC1btjBgwABUKlW52ivp2li2bBkjRoxg2LBhgO7e/v7770lPTy+pymql0WpIv/cnlpl3MLNxQmFfp7q7JIQQQgghhBBCCCEKkJkaj5H8wUxLS0sCAgLo3Lkzy5YtA+DkyZP069cPd3d3bG1t9ctDXb582aAOPz+/UtsZM2YMKpVK/yqvFi1a6P/bxMSEWrVqGeSMcHZ2BtDPTjh+/Dj79+83aDN/sP/SpUvlbr8o6enpbN68GWtraw4dOlRof1paGgcPHuS5554zSntllT8zSKFQcPPmTa5cucKIESMMzsXcuXP15yEkJIRTp07h7e3NpEmT+H7/ITCxAAuVPll4vt8u/kaLFi2wsrLSbysqMACG35mrqy7gVnD5soJ69+6t71vTpk3LdJyxsbGYmprqgxWgC5B5e3sTGxur32Zqampwjfr4+ODg4GBQpiATExPCw8P5448/eP/993Fzc2PevHn62Ufl0bJlS6ytrfXvAwICSE9PN1j+yt/f32B9xYCAAC5evIharS7zMZqbmxuc7/IKDAzk1KlT/PLLL0ycOJGgoCAmTpxoUGblypX4+fnh6OiISqVi9erVhX4LyqqkayMuLq7QNVXcNfaoyFZncyUvg0vmZmBqUd3dEUIIIYQQQgghRDXTarXcuZZBXm7l8w8L45CZGmXkNlv3ZLXC7O84kG3nuqieqoNCWfEkMS5TdQN8CtO/67Vp61yhugIDA1mxYgVmZma4ubnpl5zJyMigZ8+e9OzZk3Xr1uHo6Mjly5cJCgoyyAkAYGNjU2o7s2fPLpRvojwKLoUDugH7gtvyB4XzEzlrNBr69u3LwoULC9WVP4j6IDs7O9LT01Gr1QbLSKnVatLT0wslMH/zzTcxNzfnyJEjBAQEsHbtWoYOHarfv3v3bpo0aYK7u7t+m62tLampqYXavnv3rtESpOcPdnt4eOjPx+rVqw0GxgH9MbZp04bExER2797Nvn37GDBwIN27d+err74qVLdWqy2U4EhbzHI7JX0/D/r888+5f/9+oc+VpLh2i+pjUUmZSkvUVKdOHYYMGcKQIUOYO3cujRs3ZuXKlcyaNQulUlmo/YLLQZWmrEmiynqMVlZWlUo8ZWNjQ8OGDQHdcmSBgYHMmjWLOXPmALBlyxZef/11Fi1aREBAALa2tnzwwQf88ssvFWqvtGujrNfYo0Kj1WCp1WKq1aIwsyr9A0IIIYQQQgghhHisbf/gBNcSUuk7sSX1m0r+zUeBzNQoI6W5CUpzE4MBOoWpUrfNtOKnUV9vgcCIwqRi9eUPZrq7uxsMNF64cIGUlBTCwsJ4+umn8fHxKfYp+weZm5ujVhtGIZ2cnGjYsKH+lV8OKFTWGNq0acO5c+fw8PAwaLdhw4bFBmF8fHxQq9WcPHnSYPuJEydQq9V4e3vrt+3du5fPP/+ciIgIWrZsyfz58wkNDTV4kn/nzp2FZmn4+Pjw66+/GmzTarUcP37coP6Kun//Pp999hmdO3fG0dERZ2dn6tSpQ0JCQqHzkJ+oHXQBnYEDB7J69Wo2b97Mtm3buH37dqH6fXx8OH36NL/f/p1rGdcAOHbsWKX7XadOHX2/CgaBSuLr60teXp7BwPqtW7eIj4+nSZMm+m15eXkGfYyLi+Pu3bv6mTtlUaNGDVxdXcnI0OUZcXR05Nq1awaD7fnJsAuKiYnRB2sAjh49ikqlom7dugbbCjp69CiNGjXCxMSkzMdYlKLuw7J67733+PDDD/nzzz8BOHToEB07dmTcuHG0bt2ahg0bFprxVJn2CvL29tbn28lnjGusKtkozWmQm0v9vDwwNc7yakIIIYQQQgghhPjnquFijdJUQerN+6UXFg+FBDWeAPXr18fc3Jxly5aRkJBAVFSU/qnt0nh4eJCYmMipU6dISUkhOzu7yHJOTk5YWVnpk3gXNYOhosaPH8/t27d5+eWXiY6OJiEhge+//57hw4cXO/Dq6+tL7969GT58OPv27SMxMZF9+/YxYsQIevfuja+vL6BbVmrEiBFMnjwZf39/ACZNmkTTpk0ZPXo0oBtI3717d6F8GpMnT+aLL77gk08+IT4+npiYGCZMmMClS5cYP358uY/zxo0bXLt2jYsXL7Jp0yY6depESkqKQWLlmTNnsmDBApYsWUJ8fDxnzpwhPDxcnzNh8eLFbNq0iQsXLhAfH8/WrVtxcXHBwd4e8gy/u+DgYDQaDZPGTuLYaV0C9g8//BAo++wDY2nUqBH9+vVj1KhR/O9//yMmJob//Oc/1KlTx+C8m5mZMXHiRH755RdOnDjBsGHD8Pf3L3ZJo1WrVjF27Fi+//57Ll26xLlz55g6dSrnzp2jb9++AHTt2pWbN2/y/vvvc+nSJT799FN2795dqK6cnBxGjBjB+fPn2b17N++99x4TJkzQ59MAuHLlCv/973+Ji4tj48aNLFu2jNdee61cx1gUDw8PTp8+TVxcHCkpKeWaSdK1a1eaNm2qz0nTsGFDjh07xp49e4iPj2f69OmFgnOVaa+giRMn8sUXXxAZGcnFixeZO3cup0+ffujXV7nk6v4HRWFiAUpJAiaEEEIIIYQQQjzpOvTzYuRHnWnetW7phcVDIUENI1LamIJpKYN1pgpduYfI0dGRiIgItm7diq+vL2FhYfrB69K8+OKL9OrVi8DAQBwdHdm4cWOR5UxNTVm6dCmrVq3Czc3NqAm13dzcOHz4MGq1mqCgIJo1a8Zrr72Gvb29wYDygzZt2kT37t0ZO3Ysvr6+jB07lm7duhkcQ2hoKPb29gaJk5VKJeHh4fz444+sXbuWgwcPolKpaNu2rUH9AwYMICIigsjISNq1a0fPnj25dOkShw4dKvMMhYK8vb1xc3Ojbdu2hIWF0b17d86ePasPwACMHDlSP6ukefPmdOnShYiICP1MDZVKxcKFC/Hz86Ndu3YkJSXx7Te7UN6MhRvnDdqzs7MjKiqK387/xotdX+Tdd99lxowZAEZLAF4SjUaDqenf90J4eDht27blX//6FwEBAWi1Wr799luDWUfW1tZMnTqV4OBgAgICsLKyYtOmTcW20b59e9LT0xkzZgxNmzalS5cuHD16lB07duiTWzdp0oTly5fz6aef0rJlS6Kjo4tcXq1bt240atSIzp07M2DAAPr27cvMmTMNygwdOpT79+/Tvn17xo8fz8SJE/XBsbIeY1FGjRqFt7e3Pg/G4cOHSyz/oP/+97+sXr2aK1euMGbMGF544QUGDhxIhw4duHXrFuPGjTNqe/kGDx7M22+/zeTJk/VLo4WEhDyU66vC/gpqIEtPCSGEEEIIIYQQArCxt8DMXB58fJQotI/6AudGlpaWhr29PampqdjZ2Rnsy8rKIjExEU9PzwoPuuXdzUKTkVfsfqWNKaYOj/CAnihk0qRJ5OXlsXz58uruSsXdiIW8LKjhCVYOxRZbv349w4YNIzU11SCBeFXw8fFh5MiRlcrP8rCEhIRw9+5dduzYUWyZrl270qpVKz7++OOH1q9/oh49euDi4sKXX35Z3V0pJCsvi9/vJqDS5FHHyglsXaq7S/84xvg7KoQQQgghhBBCiCdTSWP3BUmicCMzdbAEh+ruhTCmZs2aERAQUN3dqBxzlS6okZNhENRYu3YtXl5e1KlTh5iYGKZOncqAAQOqNKBx48YNdu/eTVxcHN26dauydkT1y8zMZOXKlQQFBWFiYsLGjRvZt28fe/fure6uFel+3n3y0JJrYgEWttXdHSGEEEIIIYQQQjwiriWkcmx3Ejb2FgT+p+y5XUXVkKCGEKUouHzQP5a5DWSmQE66weZr164xY8YMrl27hrOLMy+99JI+90JV6dWrF3fu3GHp0qW0bt26StsS1UuhUPDtt98yd+5csrOz8fb2Ztu2bXTv3r26u1YkO3M7zO3NdW/MbKq3M0IIIYQQQgghhHhkaNRafj9zCytbM7oGe6NQPsL5Qp8AsvxUAbJshnhs5WX/lVNDAS4toEAuEo1Ww4XbF9BqtTR0aIiFqUX19VMI8Y8mf0eFEEIIIYQQQjyO1GoNp3/4g3q+NahVR4VCIUGNqiDLTwkh/mZiDkpT0ORBbiZYqPS7lAol1qbWaLQa1Fp1NXZSiGqWe193j5hZ6e4XIYQQQgghhBBCCMDEREnrnvWruxviLzJqI8STQKHQLUGVlarLq1EgqAHgbucuEWbxRMtR55B270+ssu9hY10b7OtWd5eEEEIIIYQQQgghRBGUpRcRQjwWrGqAjVOhgAYgAQ3xxMvIzeC6JoubJia6mRpCCCGEEEIIIYQQBWi1Wq7G3eHnHZfIycqr7u480WSmhhBPCqsaulcJ8lPsSJBDPGnMlGbYabRYaTVgKkENIYQQQgghhBBCFPbjl7GkpWTh2sAej+a1q7s7TywJagghALiecZ072XdwsXbBwdKhursjxEOlUpqjyssFFGAmCa6FEEIIIYQQQghhSKFQ0MjPmXt3srBSmVd3d55oEtQQ4kmiUetyaihNwdzaYJcWLWqNmsy8TBxwqJ7+CVFd8u7r/jW1AIWszCiEEEIIIYQQQojC/J9vUN1dEEhODVHFQkJCeP7556u7G+IvChNTdmz4HDJTCu2rYVkDT3tPXGxcqqFn/xwzZ86kVatW+vfVfY137dqV0NDQamv/caDWqFHnZureSD4NIYQQQgghhBBCiEeaBDWqiEajITExkTNnzpCYmIhGo6nS9kJCQlAoFCgUCszMzPDy8mLy5MlkZGRUqt4HB3CLk5SUhEKh4NSpUwbblyxZQkRERKX6UBERERE4ODgUuc/BwUHfp5iYGCwsLIiKijIos23bNiwtLTl79qzB9pkzZzJo0CBAN+Vsx44dheoPDQ2la9eu+velDXofOHBA/90plUrs7e1p3bo1U6ZMITk5udRjLY/khAv0Duykm63xAAsTC6zNrFFW41Pq9+/f57333sPb2xsLCwtq167NSy+9xLlz56qtT5VV8PtVKBTUqlWLZ555hsOHD1eonrt37xps3759O3PmzDFij588aTlpXMi+zVVTSRIuhBBCCCGEEEKI0t2/l0PqzfvV3Y0nliw/VQXOnz/Pd999R1pamn6bnZ0dvXr1wtfXt8ra7dWrF+Hh4eTm5nLo0CFGjhxJRkYGK1asKHddWq0WtVpd6T7Z29tXuo6q1LJlS6ZPn87o0aPp1KkTtWrV4saNG4wZM4ZZs2bRrFkzg/JRUVG8+eabVdKXuLg47OzsSEtL48SJE7z//vt88cUXHDhwgObNmxulDZf6XnD9LORlgToPTB6dn4Ds7Gy6d+/O5cuXWbRoER06dOD69essWLCADh06sG/fPvz9/aus/ZycHMzNq249xPzv9+bNm8ydO5dnn32W+Ph4nJycKlVvzZo1jdTDJ1e2OhsAE3NbsLCr5t4IIYQQQgghhBDiUXbmwB/8tCmeBm2c6DW6WekfEEYnMzWM7Pz582zZssUgoAGQlpbGli1bOH/+fJW1bWFhgYuLC/Xq1SM4OJjBgwfrZxKsW7cOPz8/bG1tcXFxITg4mBs3bug/m/8U+J49e/Dz88PCwoIvv/ySWbNmERMTo3/KvLhZF56engC0bt0ahUKhn6nw4CyFrl27MnHiREJDQ6lRowbOzs589tlnZGRkMGzYMGxtbWnQoAG7d+82qP/8+fP06dMHlUqFs7MzQ4YMISWl8BJKFfH2229Tv359xo8fD8Crr75Ko0aNmDx5skG5K1eucPbsWXr37m2Udh/k5OSEi4sLjRs3ZtCgQRw+fBhHR0fGjh1rUC48PJwmTZpgaWmJj48Py5cv1+/LyclhwoQJuLq6YmlpiYeHBwsWLNDvV5ias+P7/+ne5GZw5MgRWrVqhaWlJX5+fmzdvhWFQsHBoweBv6+LH374AT8/P6ytrenYsSNxcXFGP/6PP/6Yn3/+mV27djFgwADc3d1p374927Zto0mTJowYMQKtVsuePXuwtLQsNGNh0qRJdOnSRf/+yJEjdO7cGSsrK+rVq8ekSZMMZi55eHgwd+5cQkJCsLe3Z9SoUQBMnTqVxo0bY21tjZeXF9OnTyc3N7fSx5f//TZv3px3332X1NRUfvnlF/3+ku7RpKQkAgMDAahRowYKhYKQkBCg8PJTHh4ezJ8/n+HDh2Nra0v9+vX57LPPDPry4Pe+Y8eOImdaPSlcbFxoXKMxtWzrykwNIYQQQgghhBBClKh2PVsAsjJyqrknTy4JapRCq9WSk5NTpldWVlahwfgHfffdd2RlZZWpPq1WW6m+W1lZ6Qdjc3JymDNnDjExMezYsYPExET9oGhBU6ZMYcGCBcTGxtKzZ0/eeOMNmjZtSnJyMsnJyQwcOLDItqKjowHYt28fycnJbN++vdh+RUZGUrt2baKjo5k4cSJjx46lf//+dOzYkRMnThAUFMSQIUPIzNStcZ+cnEyXLl1o1aoVx44d47vvvuP69esMGDCgUucnn4mJCZGRkezcuZPg4GD27NlDREQEJiYmBuWioqLo3LlzsctaGZuVlRVjxozh8OHD+sHt1atXM23aNObNm0dsbCzz589n+vTpREZGArB06VKioqLYsmULcXFxrFu3Dg8PD8OKTS0AuHfrOn379qV58+acOHGCOXPm8M5b7wCQmptq8JFp06axaNEijh07hqmpKcOHDzf68W7YsIEePXrQsmVLg+1KpZLXX3+d8+fPExMTQ/fu3XFwcGDbtm36Mmq1mi1btjB48GAAzpw5Q1BQEC+88AKnT59m8+bN/O9//2PChAkGdX/wwQc0a9aM48ePM336dABsbW2JiIjg/PnzLFmyhNWrV7N48WKjHWdmZibh4eEAmJmZ6beXdI/Wq1dPf7xxcXEkJyezZMmSYttYtGgRfn5+nDx5knHjxjF27FguXLgAwL179wp971OnTjXa8f1TmZmYYWZiVnpBIYQQQgghhBBCPNGcPWwJWdiJ519vU91deWI9OmvPPKJyc3OZP3++0epLS0sjLCysTGXfeeedCi+HEx0dzYYNG+jWrRuAwSC0l5cXS5cupX379qSnp6NSqfT7Zs+eTY8ePfTvVSoVpqamuLiUnDza0dERgFq1apVatmXLlrz77ruAbpZEWFgYtWvX1j8pP2PGDFasWMHp06fx9/dnxYoVtGnTxuB7WLNmDfXq1SM+Pp7GjRuX5ZSUqEmTJoSGhhIWFsbChQuLrHPnzp3069ev0m2Vh4+PD6B7Ut/JyYk5c+awaNEiXnjhBUA3Q+b8+fOsWrWKV155hcuXL9OoUSOeeuopFAoF7u7uhSs1tQRg/cZNKBQKVq9ejaWlJb6+vky+Mpkxr47B3szeIKg2b948/SyIt956i2effZasrCwsLS2Ndqzx8fH62QgPatKkib5Mq1atGDhwIBs2bGDEiBEA/PDDD9y5c4f+/fsDumBFcHCwfgZDo0aNWLp0KV26dGHFihX6fj/zzDOFZuTkX5ugm/XwxhtvsHnzZqZMmVKp46tbty6gC2potVratm2rvz+h9Hs0f5kpJyenUgNrffr0Ydy4cYBu5snixYs5cOAAPj4+rF+/vtD3fvXqVf3990TKTtctyWauAjPjXdNCCCGEEEIIIYR4/ChNlNjYW1R3N55oMlPjMbJr1y5UKhWWlpYEBATQuXNnli1bBsDJkyfp168f7u7u2Nra6peHunz5skEdfn5+pbYzZswYVCqV/lVeLVq00P+3iYkJtWrVMsgZ4ezsDKCfnXD8+HH2799v0Gb+YP+lS5fK3X5R0tPT2bx5M9bW1hw6dKjQ/rS0NA4ePMhzzz1nlPbKKj+woFAouHnzJleuXGHEiBEG52Lu3Ln68xASEsKpU6fw9vZm0qRJfP/994Ur/WumRlxcPC1atDAITAT4BwBgb2mPQqHQby/4nbm6ugIYLF9WkvXr1xv0t6jzW5qC5wFg8ODBHDhwgD///FPfRp8+fahRowagu2YiIiIM2g0KCkKj0ZCYmKivt6jr/auvvuKpp57CxcUFlUrF9OnTC90nFXHo0CFOnDjBxo0bcXd3JyIiwmCmRlnv0bIo+H0pFApcXFz031dcXFyh7719+/YVPKp/vrTsNP7M+JN7aX/A/VvV3R0hhBBCCCGEEEL8g1R2pR1RMTJToxRmZma88847ZSr7+++/s379+lLLDR48uOgn6ItouzwCAwNZsWIFZmZmuLm56T+fkZFBz5496dmzJ+vWrcPR0ZHLly8TFBRETo7h2m82NjaltjN79uxCT7eXx4PHpVAoDLblD1xrNBr9v3379mXhwoWF6sofYH+QnZ0d6enpqNVqg2Wk1Go16enphRKYv/nmm5ibm3PkyBECAgJYu3YtQ4cO1e/fvXs3TZo0MfjebG1tSU01XKYJ4O7du0ZLkB4bGwvoZgzkn4/Vq1fToUMHg3L5x9imTRsSExPZvXs3+/btY8CAAXTv3p2vvvqqQGFzsK+H1soehSLZoJ7ifohL+n5K89xzzxn0t06dOkWWa9y4cbE5Z/KXTmrUqBGgG4Rv0KABmzZtYuzYsXz99df6JZ3y+/bqq68yadKkQnXVr19f/98PXu9Hjx5l0KBBzJo1i6CgIOzt7dm0aROLFi0q07GWxNPTEwcHBxo3bkxWVhb//ve/OXv2LBYWFuW6R8uiqHss//vSarUGAav8bU+q9Nx07mhyUSqV2JpKPg0hhBBCCCGEEEKUTp2r4cD6C/wRf4eXp3fA3EqG2R8mOdulUCgUZV4CqkGDBtjZ2RVKEl6QnZ0dDRo0QKk0/iQZGxsbGjZsWGj7hQsXSElJISwsjHr16gFw7NixMtVpbm6OWq022Obk5ISTk1OhckChssbQpk0btm3bhoeHB6amZbtkfXx8UKvVnDx50uBp/BMnTqBWq/H29tZv27t3L59//jmHDh2iZcuWzJ8/n9DQUHr06KEPmuzcubPQLA0fHx9+/fVXXnnlFf02rVbL8ePHjZJM/P79+3z22Wd07txZv7xXnTp1SEhI0OeOKIqdnR0DBw5k4MCBvPTSS/Tq1Yvbt2/rly9CoQCb2vj4Nmf9xi1kZ2djYaGbvZF/Xag1ajJzMyt9DKAL/tja2pZabtCgQUybNo2YmBiDvBoajYbFixfj6+trsD04OJj169dTt25dlEolzz77rH5fmzZtOHfuXJH3Q0kOHz6Mu7s706ZN02/7/fffy1VHWQwZMoTZs2ezfPlyXn/99TLdo8a6x/KXoCrqe38S2ZnbYZJ5C5VGI0nChRBCCCGEEEIIUSYmZkqSL6WSfjubq/F38GzpWN1deqLI8lNGpFQq6dWrV4llevXqVSUBjZLUr18fc3Nzli1bRkJCAlFRUcyZM6dMn/Xw8CAxMZFTp06RkpJCdnZ2keWcnJywsrLSJ/EuagZDRY0fP57bt2/z8ssvEx0dTUJCAt9//z3Dhw8vdoDX19eX3r17M3z4cPbt20diYiL79u1jxIgR9O7dG19fX0C3rNSIESOYPHky/v7+AEyaNImmTZsyevRoAPLy8ti9e3ehfBqTJ0/miy++4JNPPiE+Pp6YmBgmTJjApUuXGD9+fLmP88aNG1y7do2LFy+yadMmOnXqREpKCitWrNCXmTlzJgsWLGDJkiXEx8dz5swZwsPD+eijjwBYvHgxmzZt4sKFC8THx7N161ZcXFyKzMEQHByMRqNh9OjRxMbGsmfPHj788EMAktKSSEpNQq0xfpCqOK+//jrt27enb9++bN26lcuXL/Prr7/y4osvEhsbyxdffGEww2Dw4MGcOHGCefPm8dJLLxkspzR16lR+/vlnxo8fz6lTp7h48SJRUVFMnDixxD40bNiQy5cvs2nTJi5dusTSpUv5+uuvjX6sSqVSn8MlMzOzTPeou7s7CoWCXbt2cfPmTdLT0yvUdknf+4MzOJ4EKqUZznl52GjRL80mhBBCCCGEEEIIUZqOLzbkudBW1POtWd1deeJIUMPIfH19GTBgAHZ2dgbb7ezsGDBggH4w/WFydHQkIiKCrVu34uvrS1hYmH4QszQvvvgivXr1IjAwEEdHRzZu3FhkOVNTU5YuXcqqVatwc3MzakJtNzc3Dh8+jFqtJigoiGbNmvHaa69hb29fYoBo06ZNdO/enbFjx+Lr68vYsWPp1q2bwTGEhoZib2/PrFmz9NuUSiXh4eH8+OOPrF27loMHD6JSqWjbtq1B/QMGDCAiIoLIyEjatWtHz549uXTpEocOHSrT8mIP8vb2xs3NjbZt2xIWFkb37t05e/aswTUzcuRIPv/8cyIiImjevDldunQhIiICT09PQJfYfeHChfj5+dGuXTuSkpL49ttvC58njRo7kxz+b+MXnDp1ilatWjFt2jRmzJgBgI2VDaYmpqi1Dy+oYWlpyY8//sgrr7zCO++8Q8OGDenVqxcmJiYcPXpUH3TK16hRI9q1a8fp06cLzVxp0aIFBw8e5OLFizz99NO0bt2a6dOnF7tcWb5+/frx+uuvM2HCBFq1asWRI0eYPn260Y8VdInBc3Nz+eSTT8p0j9apU4dZs2bx1ltv4ezszIQJEyrUrp2dHf/3f/9X5PduzMTv/xi593X/mlqCQv4kCiGEEEIIIYQQomy8WjlSz6cmpmYmpRcWRqXQPmGLqaelpWFvb09qamqhwENWVhaJiYl4enpWenBPo9Hw+++/k56ejkqlwt3d/aHP0BDGMWnSJPLy8li+fHl1d8V4NGq4dlr3305NwVS3tNH69esZNmwYt+/cRmVT/iTw4p8p/3tPTU3FyurJWYIpW52NNv0mFhk3UVjVhBrlD0YKQ8b8OyqEEEIIIYQQQognS0lj9wVJTo0qolQq9U/Pi3+2Zs2aERAQUN3dMC6lCZhZs3bDFryaJlOnQRNiYmKYOnUqAwYMkIDGY27t2rV4eXlRp04dg+/9SQpoANy6f4s7uanUNjHBWfJpCCGEEEIIIYQQopzu3sgkMSaFGi7WeDSvXd3deWJIUEOIUuTn1njsmNtw7WYKM4a/yrUbN3F1daV///7Mmzevunsmqti1a9eYMWMG165de+K/d6VCgaWNE1jaV3dXhBBCCCGEEEII8Q/z27Eb/BKVgFdrRwlqPESy/FQBsmyGeKLcvwN3ksDMChx9Cu2+nnGdtJw03FRu2JjZPPz+CfEQaLVatGhRSj4No5C/o0IIIYQQQgghniQ3L9/j6M4EvFrVpunTdaq7O/94svyUEKJk+YGK3Pu6HBtKw6RGOZocctQ5ZOZmSlBDPLYUCgUKFNXdDSGEEEIIIYQQQvwDOda3pe/EltXdjSeOBDWEeFKZmoPSDDS5kJsJFrYGu2ta1sTBwgErU8k1IB5TWamQkw4W9mAheWSEEEIIIYQQQggh/glkvQ0hnmTmfw3k5mUV2mVjZoOtuS2mSol9isfP9YzrJGUkcy/jJmSnVXd3hBBCCCGEEEII8Q+Wl6PmWkJqdXfjiSGjlUI8yezcwKEuSOBCPGEycjO4r1VTQ6HQ5ZURQgghhBBCCCGEqID76TlEvn0ETZ6G4R8+jaWNWXV36bEnMzWEeJKZmpcY0MhR53A76zb3cu49xE4JUfXcVK64qdVYazQgS6wJIYQQQgghhBCigqxU5tjVssTGwYK0lPvV3Z0ngjyeLYQoVlpOGtczrmNrboutuW3pHxDiH8JSq8BSrQaUYGpR3d0RQgghhBBCCCHEP9i/32iDpcoMhUJR3V15IshMDVGlQkJCeP7556u7G+IvCoWCHTt2GG7MSIGUeMi8Vai8jakNNmY2WJtZP5wOVoOuXbsSGhpqtPpmzpxJq1atjFbfoyIiIgIHB4fq7obx5P315ISZJcj/cAghhBBCCCGEEKISrGzNJaDxEElQ4zEREhKCQqFAoVBgZmaGl5cXkydPJiMjo1L1lnWANikpCYVCwalTpwy2L1myhIiIiEr1oSJKGoB1cHDQ9ykmJgYLCwuioqIMymzbtg1LS0vOnj1rsH3mzJkMGjQIKCZAAISGhtK1a1f9+9ICOwcOHNB/d0qlEnt7e1q3bs2UKVNITk4u9VjLIzk5md69extuVOdATgZkpxcqb2VmhYe9B7Wtahu1H8XJycnh/fffp2XLllhbW1O7dm06depEeHg4ubm5VdLm9u3bmTNnTpXU/bB5eHjoryUrKyt8fHz44IMP0Gq15a7n448/Ntg2cOBA4uPjjdjb6nMv5x5p2WnkgeTTEEIIIYQQQgghhFGVdxxGlJ8ENYwsIWEJiYnLityXmLiMhIQlVdZ2r169SE5OJiEhgblz57J8+XImT55cobq0Wi15eXmV7pO9vf0j/XR3y5YtmT59OqNHj+bWLd1MhRs3bjBmzBhmzZpFs2bNDMpHRUXRr1+/KulLXFwcf/75J7/++itTp05l3759NGvWjDNnzhitDRcXFywsHlhqx1yl+zencFDjYcrJySEoKIiwsDBGjx7NkSNHiI6OZvz48Sxbtoxz585VuO6iAiL522rWrImt7eOztNbs2bNJTk4mNjaWyZMn88477/DZZ59Vul4rKyucnJyM0MPqdzPzJlfy0slQKiWoIYQQQgghhBBCCKM4d+gqG2f/wtmDV6u7K489CWoYmUKhJCHx40KBjcTEZSQkfoxCUXWn3MLCAhcXF+rVq0dwcDCDBw/WzyRYt24dfn5+2Nra4uLiQnBwMDdu3NB/Nn+2wJ49e/Dz88PCwoIvv/ySWbNmERMTo3/6u7hZF56engC0bt0ahUKhn6nw4CyFrl27MnHiREJDQ6lRowbOzs589tlnZGRkMGzYMGxtbWnQoAG7d+82qP/8+fP06dMHlUqFs7MzQ4YMISUlxSjn7e2336Z+/fqMHz8egFdffZVGjRoVCghduXKFs2fPFp7pYCROTk64uLjQuHFjBg0axOHDh3F0dGTs2LEG5cLDw2nSpAmWlpb4+PiwfPly/b6cnBwmTJiAq6srlpaWeHh4sGDBAv3+B2eXHDlyhFb+T2Pp5Y9fz/7s2P6VwYyb/Oti7769tPVri7W1NR07diQuLs7ox//xxx/z008/8cMPPzB+/HhatWqFl5cXwcHB/PLLLzRq1AgoehZBq1atmDlzpsFxrly5kn79+mFjY8PcuXP1s47WrFmDl5cXFhYWaLXaQstPZWdnM2XKFOrVq4eFhQWNGjXiiy++AIqeAbRjx44SpxcWtbzV888/T0hIiP69h4cHc+fOZejQoahUKtzd3dm5cyc3b96kX79+qFQqmjdvzrFjx0o9j/n3uIeHByNHjqRFixZ8//33+v2XLl2iX79+ODs7o1KpaNeuHfv27TPo7++//87rr7+uv++LOvb88/nll1/i4eGBvb09gwYN4t69v5PK37t3j8GDB2NjY4OrqyuLFy82+nJfFWFpaomFqQVWNRuAZY1q7YsQQgghhBBCCCEeD1kZudz+M4PL529Xd1ceexLUKCO1OrOEV7a+nKfnRDw8xpOQ+DGXEj5Crc7kUsJHJCR+jIfHeOrXH1Wmeo3ByspK/zR6Tk4Oc+bMISYmhh07dpCYmGgwqJpvypQpLFiwgNjYWHr27Mkbb7xB06ZNSU5OJjk5mYEDBxbZVnR0NAD79u0jOTmZ7du3F9uvyMhIateuTXR0NBMnTmTs2LH079+fjh07cuLECYKCghgyZAiZmbrzkJycTJcuXWjVqhXHjh3ju+++4/r16wwYMKCSZ0jHxMSEyMhIdu7cSXBwMHv27CEiIgITExODclFRUXTu3PmhzTyxsrJizJgxHD58WB+AWr16NdOmTWPevHnExsYyf/58pk+fTmRkJABLly4lKiqKLVu2EBcXx7p16/Dw8Ciy/nv37tG3b1+aN2/Bib1fMefNcUx96+0iy05+azKh74Xy66+/YmpqyvDhw41+vOvXr6d79+60bt260D4zMzNsbGzKVd97771Hv379OHPmjL6/v/32G1u2bGHbtm2FlkrLN3ToUDZt2sTSpUuJjY1l5cqVqFSqch9PeS1evJhOnTpx8uRJnn32WYYMGcLQoUP5z3/+w4kTJ2jYsCFDhw4t8xRGrVbLgQMHiI2NxczMTL89PT2dPn36sG/fPk6ePElQUBB9+/bl8uXLgG45rrp16+pnfJS0BNqlS5fYsWMHu3btYteuXRw8eJCwsDD9/v/+978cPnyYqKgo9u7dy6FDhzhx4kQFz5DxuKncaOjQEHNzFZiYVnd3hBBCCCGEEEII8Rho2NaZniOb0m1ok+ruymNPRnPK6MDB5sXuq1WrK61afqF/f/nyGgCSkj4lKelT/fakpE+5e/cYbdts0G87fKQLubmFo3fdnrlUqf5GR0ezYcMGunXrBmAwCO3l5cXSpUtp37496enpBgO2s2fPpkePHvr3KpUKU1NTXFxcSmzP0dERgFq1apVatmXLlrz77ruAbpZEWFgYtWvXZtQoXcBnxowZrFixgtOnT+Pv78+KFSto06YN8+fP19exZs0a6tWrR3x8PI0bNy7LKSlRkyZNCA0NJSwsjIULFxZZ586dO6ts6ani+Pj4ALqcJU5OTsyZM4dFixbxwgsvALoZMufPn2fVqlW88sorXL58mUaNGvHUU0+hUChwd3cvtu7169ejUChYvXo1llk38G1Ql6t37jNq0pRCZV+b9hrtOrajQY0GvPXWWzz77LNkZWVhaWlptGO9ePGiQS6SygoODi4UfMnJyeHLL7/UX68Pio+PZ8uWLezdu5fu3bsDuvvlYejTpw+vvvoq8Pc90K5dO/r37w/A1KlTCQgI4Pr16yXeY1OnTuXdd98lJyeH3NxcLC0tmTRpkn5/y5Ytadmypf793Llz+frrr4mKimLChAnUrFkTExMT/YyPkmg0GiIiIvTLdw0ZMoQffviBefPmce/ePSIjIw1+h8LDw3Fzc6vYCRJCCCGEEEIIIYR4hNk7WmHvKMtcPwwyU+MxsmvXLlQqFZaWlgQEBNC5c2eWLdMtg3Xy5En69euHu7s7tra2+sHj/Kez8/n5+ZXazpgxY1CpVPpXebVo0UL/3yYmJtSqVYvmzf8OGjk7OwPoZyccP36c/fv3G7SZP9h/6VLlgj/50tPT2bx5M9bW1hw6dKjQ/rS0NA4ePMhzzz1nlPbKKv+pfIVCwc2bN7ly5QojRowwOBdz587Vn4eQkBBOnTqFt7c3kyZNMlh26EFxcXG0aNFCF5gw182CaN/c26BMrlo306dru66427mTp8mjhqNuuZ7Lf14mR51T6jGsX7/eoL9Fnd/8Yy1pGafyKupadnd3LzagAXDq1ClMTEzo0qWL0fpRVgXvi/x7oKT7ojhvvvkmp06d4uDBgwQGBjJt2jQ6duyo35+RkcGUKVPw9fXFwcEBlUrFhQsXCv0WlIWHh4dBPhJXV1d9/xISEsjNzaV9+/b6/fb29nh7exeq52HSaDWQeRtuJ8L9O9XaFyGEEEIIIYQQQghRfjJTo4y6dikpWbPhMkWdn44m6feVJCV9ikJhhlabi4fHeDzcx/BgHKlTx4NG62NgYCArVqzAzMwMNzc3/ZIzGRkZ9OzZk549e7Ju3TocHR25fPkyQUFB5OQYDkqXZYmf2bNnVzgBOWCwFA7oBuwLbssf2NZoNPp/+/bty8KFCwvV5erqWmQbdnZ2pKeno1arDZaRUqvVpKenY29vb1D+zTffxNzcnCNHjhAQEMDatWsZOnSofv/u3btp0qSJwcwHW1tbUlNTC7V99+7dQvVXVGxsLKAbPM4/H6tXr6ZDhw4G5fKPsU2bNiQmJrJ792727dvHgAED6N69O1999VWhug2CCOYqUJqiVf79k5CjzuFqui6x0fXs69xPvQ/An+l/ApB0N4k8+zzdMj4m5sUew3PPPWfQ3zp16hRZrnHjxvrjLYlSqSy0BFNRicCLupZLu76trEqOppe17Yp8pqh7oKT7oji1a9emYcOGNGzYkG3bttGwYUP8/f31M0/efPNN9uzZw4cffkjDhg2xsrLipZdeKvRbUBZF3cv5/SsYkCuorMtnVZWk1CTy8rKok5uDjaklyAMUQgghhBBCCCGEMJKc+3kknLrJ3RuZ+PdrUN3deWzJTI0yMjGxLuFlYVD28uUvSEr6FC/PUJ4JvICXZyhJSZ9y+fIXmJhYlqneirCxsaFhw4a4u7sbDDZeuHCBlJQUwsLCePrpp/Hx8Sn1ae985ubmqNVqg21OTk76QdOGDRvqywGFyhpDmzZtOHfuHB4eHgbtNmzYsNhBah8fH9RqNSdPnjTYfuLECdRqtcHT4nv37uXzzz8nIiKCli1bMn/+fEJDQw1yCezcubPQLA0fHx9+/fVXg21arZbjx48b5Wn0+/fv89lnn9G5c2ccHR1xdnamTp06JCQkFDoP+YnaQRfQGThwIKtXr2bz5s1s27aN27cLL3Hm4+PD6dOnyc7OBhNzcG7GsYt/H7Naq0ZLyQPQWq0Wtbbk79zW1tagr8UFDoKDg/V5Hh6Ul5dHRkYGoFvqrOB3k5aWRmJiYol9KKvmzZuj0Wg4eLDoYKOjoyP37t3T9wUoNjdHwc8U7K9arebs2bNG6W9patSowcSJE5k8ebI+mHDo0CFCQkL497//TfPmzXFxcSEpKcngc0Xd9+XVoEEDzMzM9Pl2QPddXbx4sVL1VoZWqyVLnUUuWsy0gJlENIQQQgghhBBCCGE8OVlqfoiM5fh3v5OVXvKDsKLiJKhhZImJy0hI/Bgvz1A8PScCuuThXp6hJCR+TGLisofep/r162Nubs6yZctISEggKiqKOXPmlOmzHh4eJCYmcurUKVJSUnQD4EVwcnLCyspKn8S7qBkMFTV+/Hhu377Nyy+/THR0NAkJCXz//fcMHz682IFXX19fevfuzfDhw9m3bx+JiYns27ePESNG0Lt3b3x9fQHdIOuIESOYPHky/v7+AEyaNImmTZsyevRoQDegvnv37kL5NCZPnswXX3zBJ598Qnx8PDExMUyYMIFLly4xfvz4ch/njRs3uHbtGhcvXmTTpk106tSJlJQUVqxYoS8zc+ZMFixYwJIlS4iPj+fMmTOEh4fz0UcfAbpk05s2beLChQvEx8ezdetWXFxcikxuHhwcjEajYfTo0cReuMCe77/nww8/BAo/Xf8whIaG0qlTJ7p168ann35KTEwMCQkJbNmyhQ4dOugHw5955hm+/PJLDh06xNmzZ3nllVcKJXWvKA8PD1555RWGDx/Ojh07SExM5MCBA2zZsgWADh06YG1tzTvvvMNvv/3Ghg0biIiIKLHOZ555hm+++YZvvvmGCxcuMG7cOO7evWuU/pbF+PHjiYuLY9u2bQA0bNiQ7du3c+rUKWJiYvTXQUEeHh789NNPXL16lZSUlAq1a2tryyuvvMKbb77J/v37OXfuHMOHD0epVFbL9QW669q7RmM88vIwQytBDSGEEEIIIYQQQhiVqoYFjdo507aXOxpN9a5W8TiToIaRabUag4BGvvzAhlZb8tIxVcHR0ZGIiAi2bt2Kr68vYWFh+sHr0rz44ov06tWLwMBAHB0d2bhxY5HlTE1NWbp0KatWrcLNzc2oCbXd3Nw4fPgwarWaoKAgmjVrxmuvvYa9vT1KZfGX8KZNm+jevTtjx47F19eXsWPH0q1bN4NjCA0Nxd7enlmzZum3KZVKwsPD+fHHH1m7di0HDx5EpVLRtm1bg/oHDBhAREQEkZGRtGvXjp49e3Lp0iUOHTpUYoLu4nh7e+Pm5kbbtm0JCwuje/funD17Vh+AARg5cqR+Vknz5s3p0qULERER+pkaKpWKhQsX4ufnR7t27UhKSuLbb78t8jzZ2dnxf//3f5w6dYpWrVoxbdo0ZkyfDmDUBOBlZWFhwd69e5kyZQqrVq3C39+fdu3asXTpUiZNmkSzZs0AXXL5zp07869//Ys+ffrw/PPP06CB8abzrVixgpdeeolx48bh4+PDqFGj9DMzatasybp16/j2229p3rw5GzduZObMmSXWN3z4cF555RWGDh1Kly5d8PT0JDAw0Gj9LY2joyNDhgxh5syZaDQaFi9eTI0aNejYsSN9+/YlKCiINm3aGHxm9uzZJCUl0aBBgxJzkJTmo48+IiAggH/96190796dTp060aRJk2q5vvKZqHOx0WhQKJS6GUpCCCGEEEIIIYQQRtRzRFP8+zXA2k7GHaqKQlvdC5w/ZGlpadjb25OamoqdnZ3BvqysLBITE/H09KzWQTfxaJk0aRJ5eXksX768urtStfKyWL/qY4a9Pp3Uu6lgriDhbkKpH/Ny8MLKVJ54F6XLyMigTp06LFq0iBEjRlRPJzJvw93fwcwGHBtXTx8eY/J3VAghhBBCCCGEEBVV0th9QZIoXIhSNGvWjICAgOruRpVYu3YtXl5e1KlTh5hTJ5k6dzED+vbAylzJ/VLyaQhRmpMnT3LhwgXat29Pamoqs2fPBjDqTK7yuJ5xHZOcdBwAU1l6SgghhBBCCCGEEFVEq9GS8kc6Ng4WMmOjCkhQQ4hS5OfWeBxdu3aNGTNmcO3aNVxdXenfrzfz3hwNORlgXrGE9UIU9OGHHxIXF4e5uTlt27bl0KFD1K5d+6H3Q6PVcCvrFlqtFjuFUvJpCCGEEEIIIYQQosrsWX2WSydv8lT/RrTsVq+6u/PYkaCGEE+wKVOmMGXKlL83pF6FjBsS1BBG0bp1a44fP17d3QBAq9XiaOVItjobs1puyEQkIYQQQgghhBBCVBVnT3sun79NTlZedXflsSRBDSHE38xtIAPIycBE4YJCoaCktDsKhQIThcnD658QFWSiNMHRukDSc0X19UUIIYQQQgghhBCPt2Zd6tCiW11MTJTV3ZXHkgQ1hBB/M7fR/ZuXhblCSUOHhqi16kLFctW5KBVKzE3MMTeRdQGFEEIIIYQQQgghhMhnZiEPAVclCWoIIf5mYgYmFqDOhpxMzC3tiixmZSr5CMQ/S1ZeFuZZqSgz74BNLbBxLP1DQgghhBBCCCGEEJWk1WhRKGXJCGOSoIYQwpB1TdDk6QIcZZCZm8mtrFvUUdVBqZApdeLRo9FqSEhNQKvV0jgvBzNN4dlHQgghhBBCCCGEEMZ0+88MftoUR16uhpem+lV3dx4rEtQQQhiydSlzUY1Ww5V7V8jT5GFpYmmYs0CIR0SeJg+lQolWq9b90TOTmUZCCCGEEEIIIYSoWpYqM67G3wXg/r0crGxlCXdjkaCGEKLClAolrjaupOWkUdOyZnV3R4gimZuY4+3QGPW107r84LJ8mhBCCCGEEEIIIaqYtZ05PYb74uRhh6WqbCuiiLKRtWJElQoJCeH555+v7m6IvygUCnbs2FF6QY0asu+BOqfUonYWdtS1rYuJ8uEnQCrz8Ygq0bVrV0JDQ6u7G2WiyMvCFC0oTMq8tJoQQgghhBBCCCFEZTRu74KDkzUKheTUMCYJahjZH1k5nL6XWezrj6zSB4krIiQkBIVCgUKhwMzMDC8vLyZPnkxGRkal6p05cyatWrUqtVxSUhIKhYJTp04ZbF+yZAkRERGV6kNFRERE4ODgUOQ+BwcHfZ9iYmKwsLAgKirKoMy2bduwtLTk7NmzBttnzpzJoEGDgOIH1ENDQ+natav+fWmBnQMHDui/O6VSib29Pa1bt2bKlCkkJyeXeqzlkZycTO/evUsveCcJbv0G91PL3UZWXhZarbbcnyvpOzOmGzdu8Oqrr1K/fn0sLCxwcXEhKCiIn3/+ucrbNpb8a+bu3btlKpf/qlWrFs888wyHDx82Snvbt29nzpw55ex9Ncm7r/vXzArkfySEEEIIIYQQQggh/rFk+Skj+iMrh06/xJKtKX5A10Kp4HCHJtS1NP4aar169SI8PJzc3FwOHTrEyJEjycjIYMWKFeWuS6vVolZXPpmuvb19peuoSi1btmT69OmMHj2aTp06UatWLW7cuMGYMWOYNWsWzZo1MygfFRXFm2++WSV9iYuLw87OjrS0NE6cOMH777/PF198wYEDB2jevLlR2nBxKWO+DHMbyE6DnAyg7HkyrmVc49Z9XdJwB0uHCvWxqr344ovk5uYSGRmJl5cX169f54cffuD27dvV3bUyyc3NLfdn8q+tmzdvMnfuXJ599lni4+NxcnKqVF9q1nz0lxzTaDUkpSVhqVbjDJhIPg0hhBBCCCGEEEI8RJfP3yLpzC2ad6lDDReb6u7OY0FmahjR7dy8EgMaANkaLbdz86qk/fynzuvVq0dwcDCDBw/WzyRYt24dfn5+2Nra4uLiQnBwMDdu3NB/Nv9J7D179uDn54eFhQVffvkls2bNIiYmRv+kd3GzLjw9PQFo3bo1CoVCP1PhwVkKXbt2ZeLEiYSGhlKjRg2cnZ357LPPyMjIYNiwYdja2tKgQQN2795tUP/58+fp06cPKpUKZ2dnhgwZQkpKilHO29tvv039+vUZP348AK+++iqNGjVi8uTJBuWuXLnC2bNnyzbToQKcnJxwcXGhcePGDBo0iMOHD+Po6MjYsWMNyoWHh9OkSRMsLS3x8fFh+fLl+n05OTlMmDABV1dXLC0t8fDwYMGCBfr9D84uOXLkCK1atcLS0hI/Pz927Nihm3ETewmAAwf2o1Ao+OGHH/Dz88Pa2pqOHTsSFxdX5DGYKHRLUGWps4xyTlasWEGDBg0wNzfH29ubL7/8slCZ/NknVlZWeHp6snXr1mLru3v3Lv/73/9YuHAhgYGBuLu70759e95++22effZZoOhZR3fv3kWhUHDgwAHg7/vlm2++oWXLllhaWtKhQwfOnDmj/0z+zJMdO3bQuHFjLC0t6dGjB1euXCnXMSoUClauXEm/fv2wsbFh5MiRBAYGAlCjRg0UCgUhISElnsf8a6t58+a8++67pKam8ssvv+j3l/T7kJSUVGx7Dy4/5eHhwfz58xk+fDi2trbUr1+fzz77zKAvxV5zD8zyMpZsdTb3c++Tqs1FaWIhScKFEEIIIYQQQgjxUMX8cIUz+/8g6cyt6u7KY0OCGmWUoVaToVYbLKuTo9GQoVaTrdFUul5NgXpzSwmMlJWVlZX+qe6cnBzmzJlDTEwMO3bsIDExsciB0ClTprBgwQJiY2Pp2bMnb7zxBk2bNiU5OZnk5GQGDhxYZFvR0dEA7Nu3j+TkZLZv315svyIjI6lduzbR0dFMnDiRsWPH0r9/fzp27MiJEycICgpiyJAhZGZmArpB6y5dutCqVSuOHTvGd999x/Xr1xkwYEAlz5COiYkJkZGR7Ny5k+DgYPbs2UNERAQmJoY5IqKioujcufNDWSIJdN/fmDFjOHz4sH6AefXq1UybNo158+YRGxvL/PnzmT59OpGRkQAsXbqUqKgotmzZQlxcHOvWrcPDw6PI+u/du0ffvn1p3rw5J06cYM6cOUydOlW309RS969GF4CbNm0aixYt4tixY5iamjJ8+PAi66xtVRsPew9cbMo4I6QEX3/9Na+99hpvvPEGZ8+e5dVXX2XYsGHs37/foNz06dN58cUXiYmJ4T//+Q8vv/wysbGxRdapUqlQqVTs2LGD7OzsSvfxzTff5MMPP+TXX3/FycmJ5557zmAmRWZmJvPmzSMyMpLDhw+TlpamX76sPMf43nvv0a9fP86cOcPs2bPZtm0boJuBkZyczJIlS8rU38zMTMLDwwEwM/s7r0RJvw/16tUrV3uLFi3Cz8+PkydPMm7cOMaOHcuFCxeAUq65KmKmNKOubV2cbVxQOPuCda0qbU8IIYQQQgghhBCioMbtnGnauQ7OnnbV3ZXHhiw/VUYNftI9gX22UzNqm+tO2/LLNwhLvMZg15os8qlfoXrb/Xye27lqDrT3xsdG9wTx5mu3+Y9b5QbeoqOj2bBhA926dQMwGIT28vJi6dKltG/fnvT0dFQqlX7f7Nmz6dGjh/69SqXC1NS01GWLHB11SxTVqlWr1LItW7bk3XffBXSzJMLCwqhduzajRo0CYMaMGaxYsYLTp0/j7+/PihUraNOmDfPnz9fXsWbNGurVq0d8fDyNGzcuyykpUZMmTQgNDSUsLIyFCxcWWefOnTvp169fpdsqDx8fH0D3tLyTkxNz5sxh0aJFvPDCC4Buhsz58+dZtWoVr7zyCpcvX6ZRo0Y89dRTKBQK3N3di617/fr1KBQKVq9ejaWlJb6+vly9elX3PShNwMxSX3bevHl06dIFgLfeeotnn32WrKwsLC0tDepUKBTYmBlnGt2HH35ISEgI48aNA+C///0vR48e5cMPP9TPHADo378/I0eOBGDOnDns3buXZcuWGcxgyWdqakpERASjRo1i5cqVtGnThi5dujBo0CBatGhR7j6+9957+vslMjKSunXr8vXXX+sDbrm5uXzyySd06NBBX6ZJkyZER0fTvn37Mh9jcHCwwT2cmJgI6GZglCXIVrduXUAX1NBqtbRt21b/2wCl/z7kLzNVlvb69OmjP56pU6eyePFiDhw4gI+PT8nXXBUxVZpib/FoL4MnhBBCCCGEEEKIx5e3vyve/q7V3Y3HiszUeIzs2rULlUqFpaUlAQEBdO7cmWXLlgFw8uRJ+vXrh7u7O7a2tvrloS5fvmxQh5+fX6ntjBkzRv/Ee8GASFkVHDw2MTGhVq1aBjkjnJ2dAfSzE44fP87+/fsN2swf7L906VK52y9Keno6mzdvxtramkOHDhXan5aWxsGDB3nuueeM0l5Z5c8MUigU3Lx5kytXrjBixAiDczF37lz9eQgJCeHUqVN4e3szadIkvv/++2LrjouLo0WLFgaBifbt2/9dwPzv77bgd+bqqvsRLrh8WVHUGjVX06+yJnKNQX+LOr9FiY2NpVOnTgbbOnXqVGgWRkBAQKH3xc3UAF1OjT///JOoqCiCgoI4cOAAbdq0qVBC+4Jt16xZE29vb4O2TU1NDe4pHx8fHBwc9GXKeoxluS9LcujQIU6cOMHGjRtxd3cnIiLCYKZGWX8fyqLgtaJQKHBxcdFfK6Vec1VFq4EKJK8XQgghhBBCCCGEEI8emalRRpc66wbdrZV/x4HG1XdiVD1HTBWKCtf7a4AvAFYF6h3oUrHku4GBgaxYsQIzMzPc3Nz0g5YZGRn07NmTnj17sm7dOhwdHbl8+TJBQUHk5OQY1GFjU/pT9rNnzy6Ub6I8Cg6mgm7gs+A2xV/nU/PXsl4ajYa+ffuycOHCQnXlD7A/yM7OjvT0dNRqtcEyUmq1mvT09EIJzN98803Mzc05cuQIAQEBrF27lqFDh+r37969myZNmhjMfLC1tSU1NbVQ23fv3jVagvT8wW0PDw/9+Vi9erX+yf98+cfYpk0bEhMT2b17N/v27WPAgAF0796dr776qlDdWq1Wf64LbtMz//taKOn7Kc6N+ze4m3WX1oGtOXnypP5zderUKfFzBRXVvwe3leVzD8rPb9GjRw9mzJjByJEjee+99wgJCUH5171Y8FyUJzn3g20X1ZeC28pyjGW5L0vi6emJg4MDjRs3Jisri3//+9+cPXsWCwuLcv0+lEVR93f+tVLqNWdkGq2GtJw0rLIzMM9IQWHjBHbyZIQQQgghhBBCCCEevrRb98lMy8HFU1aUqCyZqVFGNiYm2JiYGAzImSuV2JiYYKGs+GnMr1dZoF4zZcWCJDY2NjRs2BB3d3eDgcULFy6QkpJCWFgYTz/9ND4+PqU+ZZ/P3NwctVptsM3JyYmGDRvqX/nlgEJljaFNmzacO3cODw8Pg3YbNmxY7GCvj48ParWakydPGmw/ceIEarUab29v/ba9e/fy+eefExERQcuWLZk/fz6hoaEkJyfry+zcubPQLA0fHx9+/fVXg21arZbjx48b1F9R9+/f57PPPqNz5844Ojri7OxMnTp1SEhIKHQe8hO1gy6gM3DgQFavXs3mzZvZtm0bt2/fLlS/j48Pp0+fNsgtcezYsb8LmKvApnaF++9k5YS1mTWNXRvTqFEjfV+trMqWqLlJkyb873//M9h25MgRmjRpYrDt6NGjhd7nz+QpK19fXzIyMoC/l1Ir+P0Xl8S6YNt37twhPj7eoO28vDyDcxoXF8fdu3f1Zcp6jA+qzP02ZMgQNBqNfnmusvw+GOv+LvWaM7JsdTZX710lIeeubraGQv7kCSGEEEIIIYQQ4uFLjLnJl9N+5sC6C9XdlceCjPA8AerXr4+5uTnLli0jISGBqKgo5syZU6bPenh4kJiYyKlTp0hJSSk2ubKTkxNWVlb6JN5FzWCoqPHjx3P79m1efvlloqOjSUhI4Pvvv2f48OHFDrL6+vrSu3dvhg8fzr59+0hMTGTfvn2MGDGC3r174+urmyGTlpbGiBEjmDx5Mv7+/gBMmjSJpk2bMnr0aEA3ML179+5C+TQmT57MF198wSeffEJ8fDwxMTFMmDCBS5cuMX78+HIf540bN7h27RoXL15k06ZNdOrUiZSUFFasWKEvM3PmTBYsWMCSJUuIj4/nzJkzhIeH89FHHwGwePFiNm3axIULF4iPj2fr1q24uLgUmQchODgYjUbD6NGjiY2NZc+ePXz44YfAX7MHTMzAqka5jyOfidIET3vPCufYePPNN4mIiGDlypVcvHiRjz76iO3btxeaJbR161bWrFlDfHw87733HtHR0UyYMKHIOm/dusUzzzzDunXrOH36NImJiWzdupX3339f//1aWVnh7+9PWFgY58+f56efftLngHnQ7Nmz+eGHHzh79iwhISHUrl2b559/Xr/fzMyMiRMn8ssvv3DixAmGDRuGv7+/fsmlsh7jg9zd3VEoFOzatYubN2+Snp5e1tOKUqnU54/JzMws0+9DZdorqNRrzsi0Wi1WZlbYaEEBYFa2gJoQQgghhBBCCCGEMbk0sEdposDc0pS8XOM/FP6kkaCGEdU0M8WilFkWFkoFNc0e7qpfjo6OREREsHXrVnx9fQkLC9MPJJbmxRdfpFevXgQGBuLo6MjGjRuLLGdqasrSpUtZtWoVbm5uRk2o7ebmxuHDh1Gr1QQFBdGsWTNee+017O3t9UsFFWXTpk10796dsWPH4uvry9ixY+nWrZvBMYSGhmJvb8+sWbP025RKJeHh4fz444+sXbuWgwcPolKpaNu2rUH9AwYMICIigsjISNq1a0fPnj25dOkShw4dKjFBd3G8vb1xc3Ojbdu2hIWF0b17d86ePasPwACMHDlSP6ukefPmdOnShYiICP1MDZVKxcKFC/Hz86Ndu3YkJSXx7bffFnme7Ozs+L//+z9OnTpFq1atmDZtGjNmzAAolADcGPI0eeSqi1/GSaPRYGr6973x/PPPs2TJEj744AOaNm3KqlWrCA8P1+d7yDdr1iw2bdpEixYtiIyMZP369QbnrCCVSkWHDh1YvHgxnTt3plmzZkyfPp1Ro0bxySef6MutWbOG3Nxc/Pz8eO2115g7d26R9YWFhfHaa6/Rtm1bkpOTiYqK0s9qALC2tmbq1KkEBwcTEBCAlZUVmzZtKvcxPqhOnTrMmjWLt956C2dn52KDOMUZPny4Pol5WX4fKttevod9zVmbWeNl60793L+W0ZKghhBCCCGEEEIIIaqBlcqcEYue5oU322JqZlL6B0SJFNqqXND8EZSWloa9vT2pqanY2dkZ7MvKyiIxMRFPT88KD7D9kZXD7dy8YvfXNDOlrqV5sfvFo2fSpEnk5eXpl+t5nK1fv55hw4aRmpqqWyZKnQfZqaBRg8qpwvVm5Gbwx70/sDCxwN3Ovcin8sPCwli3bh1nz56tzCE8FAcOHCAwMJA7d+4UOQsGICIigtDQUO7evftQ+/ZPU+iaM7acDEiJB6UpuDQ3fv3CgDH+jgohhBBCCCGEEOLJVNLYfUGSKNzI6lqaS9DiMdOsWTMCAgKquxtVYu3atXh5eVGnTh1iYmKYOnUqAwYM+HtwWZ0Ddy+DwgRsHKGCSwSZKkzRaDXkafLI0+Zhpvg750tmZiYXLlwgPDyc3r17G+OwxCOs1GvOSPLj9Yrc+7oNpjJLQwghhBBCCCGEENVPo9GiUFTNUtxPCglqCFGK/Nwaj6Nr164xY8YMrl27hqurK/3792fevHl/FzCz0iVX1qohL6vCy/dYmOpmaFiaWqJ8IFnzZ599xuzZs+nevbt+KSLx+Cr1mjOSLHUWv6f9jo1WST2QpaeEEEIIIYQQQghR7X6IPE9iTAr9QlvjWN+2urvzjyXLTxUgy2YIUYSUi5CTDvb1wKZ2dfdGiDK5k3WHP9P/xEZpjodWCda1wMqhurv12JO/o0IIIYQQQgghRPG++TSGpDO3CHihAW16lj8n7+NOlp8SQhiHuY0uqJGTYbSgRmp2Kll5WTjbOBulPiEeZG9hj6WJJVq0YGZd3d0RQgghhBBCCCGEwK+PJ217e+DkLrM0KkOCGkKIkpmrgOu6oIYRZOVl8ce9PwBQmauwMbMxSr1CFKRUKLGSJaeEEEIIIYQQQgjxCHH2LH72gSg7CWoIIUpm/tdT7upsUOeCiVnJ5UthaWpJLataukFnSd4sqpI6V/dvJa9ZIYQQQgghhBBCCPHokKCGEKJkSlMwtdQlCs+9b5QBYhcbFyN0TIiiZauzSc1OxTo3C1XGLbCuDQ71qrtbQgghhBBCCCGEENy9nsnFY9exsDajRWDd6u7OP5IENYQQpavhAUozMDH+T4ZWqyVbnY2lqSQVFsaRkZvBzcyb2KBEBWBqUd1dEkIIIYQQQgghhODe7SwSTt0k+v8Ssa1tiWsDe4P9liozbGvKGFlplNXZ+IIFC2jXrh22trY4OTnx/PPPExcXV+rnDh48SNu2bbG0tMTLy4uVK1c+hN4K8QRKS4Z718DMqnBA49413f5KUGvUXL53mYTUBLLysipVlxD5zJXm2FvYY6vR6DZIbg0hhBBCCCGEEEJUs3u3s1g/4yg/f31J9z4liy3zfzV4rZ9xlHu3ZYysNNUa1Dh48CDjx4/n6NGj7N27l7y8PHr27ElGRvEJiRMTE+nTpw9PP/00J0+e5J133mHSpEls27btIfZclFVISAjPP/98dXfDaBQKBTt27KjublRK165dCQ0NLVthhQLu/RXYKOjeNd12haJSfVEq/v4JylZnV6quJ8mD91W5vtMq4OHhwccff1xt7T9IZa6iro0rtfJydBskd4sQQgghhBBCCCGqWVZ6Luo8TYll1HkastJzH1KP/rmqNajx3XffERISQtOmTWnZsiXh4eFcvnyZ48ePF/uZlStXUr9+fT7++GOaNGnCyJEjGT58OB9++OFD7Hnp1BotP1+6xc5TV/n50i3UGm2VthcSEoJCoUChUGBmZoaXlxeTJ08uMUBUFjNnzqRVq1allktKSkKhUHDq1CmD7UuWLCEiIqJSfSiv9PR0zMzM2Lx5s8H2gQMHolAouHTpksH2Bg0a8M4771RZfx78bpydnenRowdr1qxBoyn5h6za2bqArasugHHrN0i5CHcv697buur2V4JCocDNxg0vey/sLexL/0ARjD2gf/v2bUJDQ/Hw8MDc3BxXV1eGDRvG5cuXjdbGwxYREaG/BhUKBc7OzvTt25dz586Vux4HB4dC23/99VdGjx5tpN4aSe593b9VtGyaEEIIIYQQQgghhKge1RrUeFBqaioANWvWLLbMzz//TM+ePQ22BQUFcezYMXJzC0exsrOzSUtLM3hVte/OJvPUwh95efVRXtt0ipdXH+WphT/y3dnKLdVTml69epGcnExCQgJz585l+fLlTJ48uUJ1abVa8vLyKt0ne3v7IgdBq5JKpcLPz4/9+/cbbD948CD16tUz2P7HH3+QkJBAYGBglfYp/7tJSkpi9+7dBAYG8tprr/Gvf/3LKOe5SuUHNrLvQU46ZN4ySkAjn5mJ2SOTT+P27dv4+/uzb98+li9fzm+//cbmzZu5dOkS7dq1IyEhoUrbL+o3zFjs7OxITk7mzz//5JtvviEjI4Nnn32WnJycStft6OiItbW1EXpZeWqNmjxNHuT9FdSQpaeEEEIIIYQQQgghHiuPTFBDq9Xy3//+l6eeeopmzZoVW+7atWs4OzsbbHN2diYvL4+UlJRC5RcsWIC9vb3+Va9ePaP3vaDvziYzdt0JklMN1z67lprF2HUnqjSwYWFhgYuLC/Xq1SM4OJjBgwfrl0pat24dfn5+2Nra4uLiQnBwMDdu3NB/9sCBAygUCvbs2YOfnx8WFhZ8+eWXzJo1i5iYGP0T3sXNuvD09ASgdevWKBQKunbtChS9TM7EiRMJDQ2lRo0aODs789lnn5GRkcGwYcOwtbWlQYMG7N6926D+8+fP06dPH1QqFc7OzgwZMqTI7ztfYGAgBw4c0L+PjY3l/v37jBs3zmD7/v37MTMzo1OnTgD83//9n0G+llmzZhUKOiQnJ9O7d2+srKzw9PRk69atxfYjX/53U6dOHdq0acM777zDzp072b17t8E5TU1NZfTo0Tg5OWFnZ8czzzxDTEwMAHFxcSgUCi5cuGBQ90cffYSHhwdarbZC5+rOnTsMHTqUGjVqYG1tTe/evbl48aJ+f0REBA71fNjx3QEaP/U8ll7+9Hg+mCtXrujL5M/oWbNmDfXr10elUjF27FjUajXvv/8+Li4uODk5MW/ePIO2HzzewMBA9hzZoxuULlDvl19+iYeHB/b29gwaNIh79+4Buuvr4MGDLFmyRH+NJiUllfp9FGfatGn8+eef7Nu3jz59+lC/fn06d+7Mnj17MDMzY/z48QCsWrWKOnXqFJpp89xzz/HKK6/o35d2PSkUClauXEm/fv2wsbFh7ty5qNVqRowYgaenJ1ZWVnh7e7NkyZIKH1PBtlxcXHB1dcXPz4/XX3+d33//3SCP0UcffUTz5s2xsbGhXr16jBs3jvT0dED3GzFs2DBSU1P153rmzJlA4eWnFAoFn3/+Of/+97+xtramUaNGREVFGfQnKiqKRo0aYWVlRWBgIJGRkSgUCu7evVup40zLSSPudhx/ZN3WbZCghhBCCCGEEEIIIcRj5ZEJakyYMIHTp0+zcePGUssqHljHP38w98HtAG+//Tapqan6V8GB2LLQarVk5uSV6XUvK5f3os5R1EJT+dtmRp3nXlZumerLP66KsrKy0j/5nZOTw5w5c4iJiWHHjh0kJiYSEhJS6DNTpkxhwYIFxMbG0rNnT9544w2aNm1KcnIyycnJDBw4sMi2oqOjAdi3bx/Jycls37692H5FRkZSu3ZtoqOjmThxImPHjqV///507NiREydOEBQUxJAhQ8jMzAR0QYQuXbrQqlUrjh07xnfffcf169cZMGBAsW0EBgYSFxdHcrIuiLR//36efvppnnnmmUJBjQ4dOmBtbc2ePXv4z3/+w6RJkzh//jyrVq0iIiKi0ED89OnTefHFF4mJieE///kPL7/8MrGxscX2pTjPPPMMLVu21J8rrVbLs88+y7Vr1/j22285fvw4bdq0oVu3bty+fRtvb2/atm3L+vXrDerZsGEDwcHBKBSKCp2rkJAQjh07RlRUFD///DNarZY+ffoYzBrIzMxk3tLPifx4Fod3rCHtzk0GDTK8Fi5dusTu3bv57rvv2LhxI2vWrOHZZ5/ljz/+4ODBgyxcuJB3332Xo0ePFnm8x44do0GzBgzqO4gLVy4Y1Ltjxw527drFrl27OHjwIGFhYYBuebOAgABGjRqlv0YrGrjUaDRs2rSJwYMH4+JiOAvFysqKcePGsWfPHm7fvk3//v1JSUkxmPVz584d9uzZw+DBgwHKfD2999579OvXjzNnzjB8+HA0Gg1169Zly5YtnD9/nhkzZvDOO++wZcuWCh1XUe7evcuGDRsAMDMz029XKpUsXbqUs2fPEhkZyY8//siUKVMA6NixIx9//LF+xkdycnKJM8FmzZrFgAEDOH36NH369GHw4MHcvq0LNCQlJfHSSy/x/PPPc+rUKV599VWmTZtmlGPLUetmnpiaWoGNI1jYGqVeIYQQQgghhBBCCPFoeCQWGp84cSJRUVH89NNP1K1bt8SyLi4uXLtmmLT4xo0bmJqaUqtWrULlLSwssLCwqHDf7ueq8Z2xp8KfL0gLXEvLovnM78tU/vzsIKzNK/YVRUdHs2HDBrp16wbA8OHD9fu8vLxYunQp7du3Jz09HZVKpd83e/ZsevTooX+vUqkwNTUtNMj7IEdHRwBq1apVatmWLVvy7rvvArqgU1hYGLVr12bUqFEAzJgxgxUrVnD69Gn8/f1ZsWIFbdq0Yf78+fo61qxZQ7169YiPj6dx48aF2ujUqRNmZmYcOHCAl19+mQMHDtClSxfatGlDamoqFy9epFGjRhw4cID//Oc/AMybN4+33npL/6S9l5cXc+bMYcqUKbz33nv6uvv378/IkSMBmDNnDnv37mXZsmUsX768xOMuio+PD6dPnwZ0AZYzZ85w48YN/TX74YcfsmPHDr766itGjx7N4MGD+eSTT5gzZw4A8fHxHD9+nLVr1wKU+1xdvHiRqKgoDh8+TMeOHQFYv3499erVY8eOHfTv3x+yUsnNzeWTjz6gQ9cguH6OyI9n0aTLi0T/8gvtO3QAdEGBNWvWYGtri6+vrz6w9O2336JUKvH29mbhwoUcOHAAf3//Io932eJl7PtmHz/t/olmY5rp642IiMDWVjc4PWTIEH744QfmzZuHvb095ubmWFtbl3rdlebmzZvcvXuXJk2aFLm/SZMmaLVafvvtN9q3b0+vXr0M7rGtW7dSs2ZN/fuyXk/BwcEG9yfoAgL5PD09OXLkCFu2bCkxOFWa1NRUVCqVLlD7V8Dwueeew8fHR1+mYG4ST09P5syZw9ixY1m+fDnm5ubY29vrZ3yUJiQkhJdffhmA+fPns2zZMqKjo+nVqxcrV67E29ubDz74AABvb2/Onj1bKOBTEc42ztSy+utvgfKR+BMnhBBCCCGEEEIIIYyoWmdqaLVaJkyYwPbt2/nxxx/1SxiVJCAggL179xps+/777/Hz8zN44vhJtGvXLlQqFZaWlgQEBNC5c2eWLVsGwMmTJ+nXrx/u7u7Y2trql4d6MPmxn59fqe2MGTMGlUqlf5VXixYt9P9tYmJCrVq1aN68uX5b/vJi+ctjHT9+nP379xu0mT8Q+2DS73zW1ta0b99ePyvj4MGDdO3aFVNTUzp16sSBAwe4fPkyiYmJPPPMM/p2Zs+ebdBO/gyA/EFg0F2DBQUEBFRopgbo7oH8GUbHjx8nPT2dWrVqGfQhMTFRf5yDBg3i999/1892WL9+Pa1atcLX17dC5yo2NhZTU1M6/BWYAF1gytvbW3dM967B/buYmpri1yUIlCZQqyE+DT1xsLcl9thP+s95eHjoAw+g+x59fX1RKpUG2wp+rw8er6ODI1d+v8Lvib8XW6+rq6vB0mllMX/+fINzUpGk3w/OCBs8eDDbtm0jOzsb0H0XgwYNwsTERH98ZbmeirrnVq5ciZ+fH46OjqhUKlavXl3pROW2tracOnWK48ePs3LlSho0aMDKlSsNyuzfv58ePXpQp04dbG1tGTp0KLdu3SIjI6Pc7RW8z21sbLC1tdV/b3FxcbRr186gfPv27StwVEUzVZpiKgENIYQQQgghhBBCiMdStY76jB8/ng0bNrBz505sbW31MzDs7e2xstKtg/72229z9epV/ZPoY8aM4ZNPPuG///0vo0aN4ueff+aLL74o07JVFWFlZsL52UFlKhudeJuQ8F9LLRcxrB3tPYtPhl6w7fIIDAxkxYoVmJmZ4ebmpg/yZGRk0LNnT3r27Mm6detwdHTk8uXLBAUFFUoSbGNjU2o7s2fPrnACcqBQ8EmhUBhsyx80zs9XoNFo6Nu3LwsXLixUl6ura7HtBAYGsnnzZs6dO8f9+/dp06YNAF26dGH//v2Ym5tjaWmJv7+/vp1Zs2bxwgsvFKrL0rLkRNZFLX1WFrGxsfpgnkajwdXV1WB5rHz5ydZdXV0JDAxkw4YN+Pv7s3HjRl599VV9ufKeq+KWONMHW7RasNK1rT9Gc2uw082oUhRYbK207zV/W8HvtbTjzdPklVhHWY0ZM8ZgloObm1uhMo6Ojjg4OHD+/Pki67hw4QIKhYIGDRoA0LdvXzQaDd988w3t2rXj0KFDfPTRR/ryZb2eHrzntmzZwuuvv86iRYsICAjA1taWDz74gF9++aVcx/wgpVJJw4YNAd0MoWvXrjFw4EB++kkXmPr999/p06cPY8aMYc6cOdSsWZP//e9/jBgxokIJzEv63goG8/JVdrk9A3lZoM7T5dNQlu93VAghhBBCCCGEEKIqWKrMMDFVos4rflzLxFSJperJfnC/LKo1qLFixQoA/ayBfOHh4fp8D8nJyQZPKHt6evLtt9/y+uuv8+mnn+Lm5sbSpUt58cUXq6SPCoWizEtAPd3IEVd7S66lZhWZV0MBuNhb8nQjR0yUFRsEL4mNjY1+0LKgCxcukJKSQlhYmD7fwLFjx8pUp7m5OWq12mCbk5MTTk5OhcoBhcoaQ5s2bdi2bRseHh6Ympb9kg0MDGTu3Lls2LCBp556Sv8EfZcuXVi2bBkWFhYEBAToB5jbtGlDXFxckeewoKNHjzJ06FCD961bty73cf3444+cOXOG119/Xd/+tWvXMDU1xcPDo9jPDR48mKlTp/Lyyy9z6dIlBg0apN9X3nPl6+tLXl4ev/zyi375qVu3bhEfH69bhsnOFSztycvL49ixY/qn6eP+uMXd1Hv4tOta7uMu2NeSjvdO1h3uZN3RJw0vTlHX6INq1qxJzZolBxKVSiUDBgxg/fr1zJ4922CJpfv377N8+XKCgoL09VhZWfHCCy+wfv16fvvtNxo3bkzbtm0Njq8s19ODDh06RMeOHRk3bpx+W3Ezkirj9ddf56OPPuLrr7/m3//+N8eOHSMvL49FixbpZ9c8mMejLOe6LHx8fPj2228NtpX1N6kkadlppOWkYadWY5d5G6xrgUP9StcrhBBCCCGEEEIIUVm2NS0ZPNufrPTiHx61VJlhW7Pkh6vFI7D8VFGvggmsIyIiCj3J3aVLF06cOEF2djaJiYmMGTPm4Xa8GCZKBe/11S0D9GDIIv/9e319qySgUZL69etjbm7OsmXLSEhIICoqSp+ToTQeHh4kJiZy6tQpUlJS9EvtPMjJyQkrKyt9YurU1FSj9X/8+PHcvn2bl19+mejoaBISEvj+++8ZPnx4iQOsHTt2xMLCgmXLltGlSxf99nbt2pGamsq2bdsIDAzUb58xYwZr165l5syZnDt3jtjYWDZv3qzP/5Fv69atrFmzhvj4eN577z2io6OZMGFCiceQnZ3NtWvXuHr1KidOnGD+/Pn069ePf/3rX/oASffu3QkICOD5559nz549JCUlceTIEd59912DAd8XXniBtLQ0xo4dS2BgIHXq1KnwuWrUqBH9+vVj1KhR/O9//9MnP69Tpw79+vXTlzMzM2PixIn88ssvnDhxgmHDh+Pv7//3kkEVeMq+tONVKpRo0aJBU+JT/B4eHvzyyy8kJSWRkpJS7lkcBc2bNw8XFxd69OjB7t27uXLlCj/99BNBQUHk5uby6aefGpQfPHgw33zzDWvWrNHnZslX1uvpQQ0bNuTYsWPs2bOH+Ph4pk+fzq+/lj4DrLzs7OwYOXIk7733HlqtlgYNGpCXl6f/nfjyyy8LLU/l4eFBeno6P/zwAykpKQbLaJXHq6++yoULF5g6dSrx8fFs2bKFiIgIoOKzngDSc9NJzU4lMy9Lt8HUqsJ1CSGEEEIIIYQQQhibbU1LHOvbFvuSgEbZVGtQ43HUq5krK/7TBhd7wwvQxd6SFf9pQ69mxS+XVFUcHR2JiIhg69at+Pr6EhYWxocfflimz7744ov06tWLwMBAHB0di13my9TUlKVLl7Jq1Src3NwMBsQry83NjcOHD6NWqwkKCqJZs2a89tpr2NvbG+RreFD+0lL37t0zmA1kZmZGQEAA9+7dMwhqBAUFsWvXLvbu3Uu7du3w9/fno48+wt3d3aDeWbNmsWnTJlq0aEFkZCTr16/X57QoznfffYerqyseHh706tWL/fv3s3TpUnbu3KmfQaJQKPj222/p3Lkzw4cPp3HjxgwaNIikpCR9nhHQDUb37duXmJgYBg8eXOlzFR4eTtu2bfnXv/5FQEAAWq2Wb7/91mD5IGtra6ZOnUpwcDABAQFYWVmxadMm3c68bMi8BaXMqHhQacdrb2GPg4UD5krzEge6J0+ejImJCb6+vvql1Sqqdu3aHD16lMDAQF599VW8vLwYMGAAXl5e/Prrr3h5eRmUf+aZZ6hZsyZxcXEEBwcb7Cvr9fSgMWPG8MILLzBw4EA6dOjArVu3DGZtGNNrr71GbGwsW7dupVWrVnz00UcsXLiQZs2asX79ehYsWGBQvmPHjowZM4aBAwfi6OjI+++/X6F2PT09+eqrr9i+fTstWrRgxYoVTJs2DUCfNL4iHCwccLR2xFb91xMPZhLUEEIIIYQQQgghhHjcKLRGXcj80ZeWloa9vT2pqanY2dkZ7MvKyiIxMRFPT89ScyiURq3REp14mxv3snCytaS9Z82HPkNDCGOIiIggNDSUu3fvFl0g/QakXQUUULuxLueGEOU0b948Vq5cyZUrVypXkToPrp/R/bdLc5CE4Q+VMf+OCiGEEEIIIYQQ4slS0th9QTLaU0VMlAoCGtSq7m4IUfVsHCH7HmSnwZ0kcPQ2enJmrVbLzfs3sTCxwN7C3qh1i+qxfPly2rVrR61atTh8+DAffPBBqcu4lUnefd2/JuYS0BBCCCGEEEIIIYR4DMmIjxCichQKcHCHmxdAnQ13r0ANd912I7mTfYebmTdRKpTYmNlgKoPV/3gXL15k7ty53L59m/r16/PGG2/w9ttvV7i+7LxsNFoNFrn3desqSj4NIYQQQgghhBBCiMeSLD9VgCybIUQlZKfDrYu6/7avBza1jVa1Rqvhyr0r+jwbQjzoz/Q/uZN1h1oKM1yyM0DlAnYPP4fRk07+jgohhBBCCCGEEKKiZPkpIcTDZaECWze49yek/gHmNkZL1KxUKKlvW7/EhOHiyaZQKDBRmmBlWQMsauiuPyGEEEIIIYQQQgjx2JGghhDCeFROkJMOmlxQKI1adcGAhkarIU+Th7mJuVHbEP9crjauuFi76N5I8EsIIYQQQgghhBDisSVBDSGE8SgUf+XTUBo9qJEvW53NlXtX0Gq1NHBogLKK2hH/PDKTRwghhBBCCCGEEOLxJ6OBQgjjUpoaBjTUuUat3kRhglqjRq1Vk63ONmrd4h8uJxMyb0FuVnX3RAghhBBCCCGEEEJUEZmpIYSoGlot3EuGjJtQ2xvMjJM02FRpSn3b+piZmGGqlJ8wAdcyrpGZl0ltrRK7zDtgXRsc6lV3t4QQQgghhBBCCCFEFZCZGkKIqpOTCVoN3EkEjdpo1VqZWUlAQ+hl5GZwP/c+2rwc3QYjJagXQgghhBBCCCGEEI8eCWqIKhUSEsLzzz9f3d0wGoVCwY4dO6q7G5XStWtXQkNDq76h/PwaSlPIy4K0q1XSTGZuJn+m/4lWq62S+h8GDw8PPv74Y6PV97jdd/lmzpxJq1atCm2vq6pLHds6WOf9tRyZBDWEEEIIIYQQQgghHlsS1HhMhISEoFAoUCgUmJmZ4eXlxeTJk8nIyKhUvcUNIj4oKSkJhULBqVOnDLYvWbKEiIiISvWhvNLT0zEzM2Pz5s0G2wcOHIhCoeDSpUsG2xs0aMA777xTZf158LtxdnamR48erFmzBo1GU2XtPhJMzKCGh+6/M29B5m2jVp+nyaNr165MfWMqd7LvGKXOtLQ0pk2bho+PD5aWlri4uNC9e3e2b99eZYGTX3/9ldGjR1dJ3Q9b/rWuUChQqVS0bNmyQr8BRQUQJ0+ezA8//FCorIWpBQ6mNphp8nQbTI2z1JkQQgghhBBCCCGEePRIUMPY9i+Ag+8Xve/g+7r9VaRXr14kJyeTkJDA3LlzWb58OZMnT65QXVqtlry8vEr3yd7eHgcHh0rXUx4qlQo/Pz/2799vsP3gwYPUq1fPYPsff/xBQkICgYGBVdqn/O8mKSmJ3bt3ExgYyGuvvca//vUvo5znR5qFLahcdP+desWoSZxNlaaYmZhhYWKBvbl9peu7e/cuHTt2ZO3atbz99tucOHGCn376iYEDBzJlyhRSU1MrXHdubuGE6Tk5uuWSHB0dsba2rnDdj5rw8HCSk5OJiYn5f/buPCyq6n/g+Htm2HdUBFQEN0TclzTsp4CJlFZYlqakol+3MrevplmZmppLaqaV2rcUcqvMMjM1l8DcEje0FHcIM9BQZF9n7u8P4sbIvihWn9fzzANz77lnu3fgec5nzjkMGDCAYcOG8f3331c5XxsbG2rXrl38ydzM/J86c9DqqlyWEEIIIYQQQgghhHgwSVCjuml1ED6vaGBj/6L84/dwsM3c3BwXFxfc3NwYNGgQwcHB6jed169fT6dOnbC1tcXFxYVBgwZx8+ZN9dqIiAg0Gg3ff/89nTp1wtzcnHXr1jF79mxOnz6tfvO6pG9cN2rUCID27duj0Wjw8/MDii6D4+fnx7hx45g4cSKOjo44Ozvz0UcfkZ6ezrBhw7C1taVJkybs3LnTKP9z587Ru3dvbGxscHZ2ZvDgwSQmJpbYF/7+/kRERKjvo6OjyczM5KWXXjI6Hh4ejqmpKY888ggA3377LR07dsTCwoLGjRsze/bsIkGH+Ph4Hn/8cSwtLWnUqBGbN28usR4FCu5N/fr16dChA6+99hrffPMNO3fuNOrT5ORkRo0aRd26dbGzs6NHjx6cPn0agAsXLqDRaDh//rxR3kuXLsXDw0OdRVDRvkpKSmLIkCE4OjpiZWXF448/zqVLl9TzoaGhODg4sHXrVjw9PbGwsCAgIIBr166paQpm9KxZs4aGDRtiY2PDiy++iF6vZ9GiRbh4tqdu257MW/YRJMXm77NRRnsL57tu3To8PDywt7fn+eefJzU1Fch/vg4fOMwnKz/BRGeCRqMhNja2zPtRktdee43Y2FiOHj3K0KFD8fb2xtPTk5EjRxIVFYWNjQ1Q/CwCBwcH9V4WzFz64osv8PPzw8LCgvXr16ufh/nz51OvXj08PT2BostP3blzh1GjRuHs7IyFhQWtWrVi+/btRn1S2LJly/Dw8CixXcUtb9WuXTtmzZqlvtdoNKxevZonnngCKysrWrRowZEjR7h8+TJ+fn5YW1vj4+NTZKZTcRwcHHBxcVFnQdWqVYvdu3er548dO0ZAQAB16tTB3t4eX19fTp48aVRfgKeffhqNRqO+v7vtISEhPPHUE8xdMBdXj2bUbunP2NfmGwWQ4uPj6dOnj/p53bhxY7Uv9yWEEEIIIYQQQggh7h8JapRXTnrJr8LfPPedCt1fyQ9g/DA3//wPc/Pfd38Fuo4rX77VwNLSUh3cy8nJYc6cOZw+fZqtW7cSExNDSEhIkWumTp3K/PnziY6OplevXkyePJmWLVsSHx9PfHw8AwYMKLasyMhIAPbu3Ut8fDxfffVVifUKCwujTp06REZGMm7cOF588UWee+45unbtysmTJwkMDGTw4MFkZGQA+YOSvr6+tGvXjuPHj7Nr1y5u3LhB//79SyzD39+fCxcuEB8fD+QHL7p160aPHj2KBDW6dOmClZUV33//PS+88ALjx4/n3LlzrF69mtDQUObNm2eU94wZM+jXrx+nT5/mhRdeYODAgURHR5dYl5L06NGDtm3bqn2lKAp9+vQhISGBHTt2cOLECTp06MCjjz7K7du3ad68OR07dmTDhg1G+WzcuJFBgwah0Wgq1VchISEcP36cbdu2ceTIERRFoXfv3kYDwxkZGcybN4+wsDAOHTpESkoKzz//vFE+V65cYefOnezatYtNmzaxZs0a+vTpw2+//cb+/ftZuGABbyz6kJ/O/Qpoymxv4Xy3bt3K9u3b2b59O/v372fBggVA/vJmPj4+jBw5Un1G67rWrfC9ADAYDHz22WcEBwdTr169IudtbGwwManY5uTTpk1j/PjxREdHExgYCMC+ffuIjo5mz549aqDi7no8/vjjHD58mPXr13Pu3DkWLFiATnfvZx/MmTOHIUOGEBUVhZeXF4MGDWL06NFMnz6d48ePA/Dyyy+XOz+9Xs8XX3zB7du3MTU1VY+npqYydOhQDhw4wE8//USzZs3o3bu3Gqw6duwY8NeMj4L3xdkfsZ+fL/zMtq2fErZsNqGfbTEKFA4ZMoTff/+diIgItmzZwkcffWQU0BVCCCGEEEIIIYQQfy8VG6H7N3u76CCnqlkvCC70bf0jH+T//PGd/FeBH9+BX4/AsO/+Orasdf5eA3ebVfllbiA/yLBx40YeffRRAIYPH66ea9y4McuXL6dz586kpaWp3z4HeOuttwgICFDfFwzkuri4lFqek5MTALVr1y4zbdu2bXnjjTcAmD59OgsWLKBOnTqMHDkSgDfffJOVK1dy5swZHn74YVauXEmHDh14++231TzWrFmDm5sbFy9eVL/tXtgjjzyCqakpERERDBw4kIiICHx9fenQoQPJyclcunSJZs2aERERwQsvvADAvHnzePXVVxk6dKjaT3PmzGHq1KnMnDlTzfu5555jxIgRQP4g8J49e1ixYgUffvhhqe0ujpeXF2fOnAHyAyw///wzN2/exNzcHIDFixezdetWvvzyS0aNGkVwcDDvv/8+c+bMAeDixYucOHGCTz/9FKDCfXXp0iW2bdvGoUOH6Nq1KwAbNmzAzc2NrVu38txzzwH5Sye9//77dOnSBcgPTLVo0YLIyEg6d+4M5A/Gr1mzBltbW7y9vdXA0o4dO9BqtTRv3pyF7ywh4qdTPOwXSPgPP5TZ3oJ8Q0NDsbW1BWDw4MHs27ePefPmYW9vj5mZGVZWVjg7O5OQkUBMagzuGndszGyoiMTERJKSkvDy8qrQdaWZOHEizzzzjNExa2trPv74Y8zMzIq9Zu/evURGRhIdHa3er8aNG1dbnUozbNgwNQA2bdo0fHx8mDFjhhqQmTBhAsOGDSszn4EDB6LT6cjKykKv11OrVi31MwP5Ab3CVq9ejaOjI/v37+eJJ55Q/54UzPgojYOjA3MXz8Xdrj5m7Xzos/1H9u3bx8iRIzl//jx79+7l2LFjdOrUCYCPP/6YZs2alb9ThBBCCCGEEEIIIcQDRWZq/INs374dGxsbLCws8PHxoXv37qxYsQKAU6dOERQUhLu7O7a2turyUHFxcUZ5FAz8lWbMmDHY2Nior4pq06aN+rtOp6N27dq0bt1aPebs7Aygfpv6xIkThIeHG5VZMPBc0lI4VlZWdO7cWZ2VsX//fvz8/DAxMeGRRx4hIiKCuLg4YmJi1AHWEydO8NZbbxmVUzADoGDWCICPj49RWT4+PpWaqQH5szM0Go1aflpaGrVr1zaqQ0xMjNrO559/nl9//ZWffvoJyA9AtGvXDm9v70r1VXR0NCYmJmqwAvIDU82bNzdqk4mJidGz4eXlhYODg1EaDw8PNfAA+ffR29sbrVZrdEy9r8eOldne4vJ1dXUt9pv2Go1GXYIrIy/D6Nzbb79tVMbdzz2gXltwP6pDcZ+n1q1blxjQAIiKiqJBgwbFBuvutcKfzYLP4d2fzaysLFJSUkrN59133yUqKoo9e/bQrl073n33XZo2baqev3nzJmPGjMHT0xN7e3vs7e1JS0sr9r6UWedWbWhWuxlmplZgYYdrvQbq83HhwgVMTEzo0KGDmr5p06Y4OjpWuBwhhBBCCCGEEEII8WCQmRrl9drvJZ/T3LUszCuX4eC7+TMzdGagz8lfeur/JoHmrjjSxJ+rrYr+/v6sXLkSU1NT6tWrpy73kp6eTq9evejVqxfr16/HycmJuLg4AgMD1Y2KC1hbW5dZzltvvVXpDcgBo2VoIH8QufCxgkFlg8Gg/nzyySdZuHBhkbxcXV1LLMff35/PP/+cs2fPkpmZqQ5s+vr6Eh4ejpmZGRYWFjz88MNqObNnzy7yzXoACwuLUttU2YHw6OhodT8Sg8GAq6ur0fJYBQo2W3d1dcXf35+NGzfy8MMPs2nTJkaPHq2mq2hfFQzkF3f87jYV18bCx8q6rwXHDAYD5GRgSE3A1dmJiP0/FvlcFN5cvsQ8iuFi7YKdmV2RWRpjxowxWoKruOWlnJyccHR0LFeAqnAApUBxG4EX93kq6zNmaWlZ6nmtVluusitzTXGfw9I+myVxcXGhadOmNG3alM2bN9O+fXs6deqkBt9CQkL4448/WLZsGe7u7pibm+Pj41Pk71F5lPZ8lPZ8CyGEEEIIIYQQQoi/JwlqlJdZ2YP9qiMf5Ac0/F/P32OjYJNwnVn++8rmWwZra2ujb0MXOH/+PImJiSxYsAA3NzcAdX38spiZmaHX642O1a1bl7p16xZJBxRJWx06dOjAli1b8PDwqNCeBv7+/sydO5eNGzfyf//3f+qeBL6+vqxYsUIdSC0IWHTo0IELFy4U24eF/fTTTwwZMsToffv27Svcrh/+XH5p0qRJavkJCQmYmJiUuulzcHAw06ZNY+DAgVy5csVob4uK9pW3tzd5eXkcPXpUXX7q1q1bXLx4kRYtWqjp8vLyOH78uLrU1IULF7hz507ll2rSmtChlRcJNxMxybyFRxufsq8pQeFnVKvRFrvsVK1atahVq1bpVdJqGTBgAOvWrWPmzJlFAh/p6emYm5tjYmKCk5OTul8L5C/jVXg2T1W0adOG3377rcSl1ZycnEhISDAKPEVFRZWa5931TUlJISYmplrqW5amTZvSr18/pk+fzjfffAPAgQMH+PDDD+nduzcA165dK7KZvampaZl/T9TgRHZq/svc1ui8l5cXeXl5nDp1io4dOwJw+fJl7ty5Uw0tE0IIIYQQQgghhBA1QZafqm4FAYyCgAbk//R/Pf/4/kX3vUoNGzbEzMyMFStWcPXqVbZt26buyVAWDw8PYmJiiIqKIjExkezs7GLT1a1bF0tLS3Vj6uTkqu0JUtjYsWO5ffs2AwcOJDIykqtXr7J7926GDx9e6qBn165dMTc3Z8WKFfj6+qrHH3roIZKTk9myZQv+/v7q8TfffJNPP/2UWbNmcfbsWaKjo/n888/V/T8KbN68mTVr1nDx4kVmzpxJZGRkmZsnZ2dnk5CQwPXr1zl58iRvv/02QUFBPPHEE2qApGfPnvj4+NC3b1++//57YmNjOXz4MG+88YZREOqZZ54hJSWFF198EX9/f+rXr1/pvmrWrBlBQUGMHDmSgwcPqpuf169fn6CgIDWdqakp48aN4+jRo5w8eZJhw4bx8MMPq0GOCjMxo2fQAHw6tqbvwBC+37alxPaWxcPDg6NHjxIbG0tiYqL6LX29Qc/1tOtk64t/Zovz9ttv4+bmRpcuXfj00085d+4cly5dYs2aNbRr1460tDQgf0+I999/n5MnT3L8+HHGjBlTZMZAZfn6+tK9e3f69evHnj17iImJUTdgB/Dz8+OPP/5g0aJFXLlyhQ8++ICdO3eWmmePHj1Yt24dBw4c4JdffmHo0KH3ZePxApMnT+bbb79V72vTpk1Zt24d0dHRHD16lODg4CIzVDw8PNi3bx8JCQkkJSUVm29abhppOWmkZ96GtBuQZfx3x8vLi549ezJq1CgiIyM5deoUo0aNwtLSslqXGRNCCCGEEEIIIYQQ948ENaqbQW8c0ChQENgwVP9MhrI4OTkRGhrK5s2b8fb2ZsGCBSxevLhc1/br14/HHnsMf39/nJyc2LRpU7HpTExMWL58OatXr6ZevXpGA+JVVa9ePQ4dOoRerycwMJBWrVoxYcIE7O3tjfZruFvB0lKpqanqHiKQP0Dv4+NDamqqUVAjMDCQ7du3s2fPHh566CEefvhhli5diru7u1G+s2fP5rPPPqNNmzaEhYWxYcMGdVmdkuzatQtXV1c8PDx47LHHCA8PZ/ny5XzzzTfq4LJGo2HHjh10796d4cOH4+npyfPPP09sbKy6vwGAnZ0dTz75JKdPnyY4OLjKfbV27Vo6duzIE088gY+PD4qisGPHDqNBeisrK6ZNm8agQYPw8fHB0tKSzz77rNQ2l0Vj6cCOLZ/R/eEODB/9YontLcuUKVPQ6XR4e3urS6sBJKQncCfrDtfTrpd7uSFHR0d++uknXnjhBebOnUv79u3p1q0bmzZt4p133sHe3h6AJUuW4ObmRvfu3Rk0aBBTpkzBysqq4p1Qgi1btvDQQw8xcOBAvL29mTp1qhqUatGiBR9++CEffPABbdu2JTIysszl4KZPn0737t154okn6N27N3379qVJkybVVt+ytG7dmp49e/Lmm28C+ZvXJyUl0b59ewYPHsz48eOLzP5asmQJe/bswc3NrdiZUIqiYFAMKCiY5v0ZuDIpunTXp59+irOzM927d+fpp59m5MiR2NralrmknBBCCCGEEEIIIYR4MGmUf9ni4ikpKdjb25OcnIydnZ3RuaysLGJiYmjUqJEMeAnxp9DQUCZOnHhvluxRDJB4CXIzwNQK6jQruu9MJeXqc4lLjcPV2hUr0+oLOIgHh0ExkJWXhWXiZTSKHuo0B7PS7/Vvv/2Gm5sbe/fu5dFHH71PNf33kP+jQgghhBBCCCGEqKzSxu4Lkz01hBA1R6MFRw/440J+YCPtJti6VEvWpjpTGts3lmWG/sG0Gi1WWhNQ/pwBZ1J0EP2HH34gLS2N1q1bEx8fz9SpU/Hw8KB79+73ubZCCCGEEEIIIYQQojpIUEMIUbNMzMGhIWTeBus61Zp14YBGriEXLVp02vu3l4S4D3Iz83+aWEAxS6zl5uby2muvcfXqVWxtbenatSsbNmyotj1QhBBCCCGEEEIIIcT9JctPFSLLZghRgxQF7tGsirScNH5L+w0bUxsa2Da4J2WI+yshPQGdRodDXi6maTfAwhFqedR0tf715P+oEEIIIYQQQgghKkuWnxJC/L0UBDQUBbKSwcK+2oIcWo0WvUFPlj4LvUEvszX+5gyKgdtZt1EUBXvtn3tomBbdJFwIIYQQQgghhBBC/PNIUEMI8WBJvgYZt8DGGezqVUuWVqZWuNu5Y2VqhbaaNiIXNUdRFOpa1SVbn42pdT3QZ4NGAlVCCCGEEEIIIYQQ/wYS1BBCPFjMbfODGmk3wMwGLEqealYRNmY21ZKPqHk6rY46loX2Xylmg3AhhBBCCCGEEEII8c8kX1kWQjxYLB3B6s8B6zu/gj6n2ou4k32HxMzEas9XCCGEEEIIIYQQQghxb0lQQwjx4LGrDyaWYMiDpF/z99moJum56VxPvc7N9Jtk5WVVW77i/snMzURv0EPmHbgdA5lJNV0lIYQQQgghhBBCCHGfSFBDCPHg0WrB0QM0WshJg9SEasvaysQKe3N76ljVwVxnXm35ivvDoBiISYnh/O3z5GSnQNYdyMmo6WoJIYQQQgghhBBCiPtEghringoJCaFv3741XY1qo9Fo2Lp1a01Xo0r8/PyYOHFiTVejbKYWYO+W/3vaDcirnmWoNBoN9W3qU9eqLhqNpkp5xcbGotFoiIqKqpa6ibLlGfIw0Zig0+owzcvCo0sflq0Oq+lqCSGEEEIIIYQQQoj7RIIa1Sw+LZ5zt86V+IpPi78n5YaEhKDRaNBoNJiamtK4cWOmTJlCenp6lfKdNWsW7dq1KzNdSYO77733HqGhoVWqQ0WlpaVhamrK559/bnR8wIABaDQarly5YnS8SZMmvPbaa/esPnffG2dnZwICAlizZg0Gg+GelfuPYFULbJyhdhMwMSs2SWWCNIWDGYqikPPnvh3lfd6r6urVqwwcOJB69ephYWFBgwYNCAoK4uLFi/e87OoSGhqKg4NDudIVPP8ajQZnZ2eefPJJzp49W6nyzHRmeNbypJlDMzS5WRzbsZ5Ro0dXshVCCCGEEEIIIYQQ4u/GpKYr8E8SnxbPE1ufUAdIi2OmM2N73+242rhWe/mPPfYYa9euJTc3lwMHDjBixAjS09NZuXJlhfNSFAW9Xl/lOtnb21c5j4qysbGhU6dOhIeHM2DAAPX4/v37cXNzIzw8nCZNmgDw22+/cfXqVfz9/e9pnQrujV6v58aNG+zatYsJEybw5Zdfsm3bNkxM5KNYIrt69yzrPEMe19Ouk5mXSRP7JvesnMJycnIICAjAy8uLr776CldXV3777Td27NhBcnLyfalDVeXm5lYovZ2dHRcuXEBRFK5fv87UqVPp06cPFy9exMys+GBVWXSGPFD0ONWuBXaOlcpDCCGEEEIIIYQQQvz9yEyNapSUnVRqQAMgR59DUva92dTW3NwcFxcX3NzcGDRoEMHBwepSSevXr6dTp07Y2tri4uLCoEGDuHnzpnptREQEGo2G77//nk6dOmFubs66deuYPXs2p0+fVr9lXdKsi0aNGgHQvn17NBoNfn5+QNHlp/z8/Bg3bhwTJ07E0dERZ2dnPvroI9LT0xk2bBi2trY0adKEnTt3GuV/7tw5evfujY2NDc7OzgwePJjExMQS+8Lf35+IiAj1fXR0NJmZmbz00ktGx8PDwzE1NeWRRx4B4Ntvv6Vjx45YWFjQuHFjZs+eTV5enlHe8fHxPP7441haWtKoUSM2b95cYj0KFNyb+vXr06FDB1577TW++eYbdu7cadSnycnJjBo1irp162JnZ0ePHj04ffo0ABcuXECj0XD+/HmjvJcuXYqHhwfKn5tpV7SvkpKSGDJkCI6OjlhZWfH4449z6dIl9XzBN+S3bt2Kp6cnFhYWBAQEcO3aNTVNwQyHNWvW0LBhQ2xsbHjxxRfR6/UsWrQIFxcX6taty7x584zKLq29hfNdt24dHh4e2Nvb8/yzT5OamgrkP1/79+/nvffeU5/R2NjYMu9HAa1GS54hD4NiIDMvs8h5g8HAW2+9RYMGDTA3N6ddu3bs2rWrSLrz58/TtWtXLCwsaNmypdEzdrdz585x9epVPvzwQx5++GHc3d155JFHmDdvHg899BDw1+fxzp076nVRUVFG7avIfVm9ejVubm5YWVnx3HPPGeVbVhsLZmF98cUX+Pn5YWFhwfr16xk2bBjJyclqv8+aNavENms0GlxcXHB1daVTp05MmjSJX3/9lQsXLqhpli5dSuvWrbG2tsbNzY2XXnqJtLQ0tT+KlDdzJgAeD/dh2XvLjcr6+OOPefrpp7GysqJZs2Zs27bNqD7btm2jWbNmWFpa4u/vT1hYWJH+FkIIIYQQQgghhBAPJglqlFNGbgYZuRnqwDFArj6XjNyMMgMZ5cnXoPy1DFGuoWLfgi6JpaWl+o3qnJwc5syZw+nTp9m6dSsxMTGEhIQUuWbq1KnMnz+f6OhoevXqxeTJk2nZsiXx8fHEx8cbzXwoLDIyEoC9e/cSHx/PV199VWK9wsLCqFOnDpGRkYwbN44XX3yR5557jq5du3Ly5EkCAwMZPHgwGRn5m//Gx8fj6+tLu3btOH78OLt27eLGjRv079+/xDL8/f25cOEC8fH5y32Fh4fTrVs3evToUSSo0aVLF6ysrPj+++954YUXGD9+POfOnWP16tWEhoYWGYifMWMG/fr14/Tp07zwwgsMHDiQ6OjoEutSkh49etC2bVu1rxRFoU+fPiQkJLBjxw5OnDhBhw4dePTRR7l9+zbNmzenY8eObNiwwSifjRs3MmjQIDQaTaX6KiQkhOPHj7Nt2zaOHDmCoij07t3b6Nv4GRkZzJs3j7CwMA4dOkRKSgrPP/+8UT5Xrlxh586d7Nq1i02bNrFmzRr69OnDb7/9xv79+1m4cCFvvPEGP/30U7naWzjfrVu3sn3rV2wPW8b+AwdZMPctIH95Mx8fH0aOHKk+o25ubuW+B1qNlgY2DWhs3xg7c7si59977z2WLFnC4sWLOXPmDIGBgTz11FNGQR+AV155hcmTJ3Pq1Cm6du3KU089xa1bt4ot08nJCa1Wy5dfflnl2VDluS+XL1/miy++4Ntvv2XXrl1ERUUxduzYCrdx2rRpjB8/nujoaB599FGWLVuGnZ2d2u9TpkwpV53v3LnDxo0bATA1NVWPa7Vali9fzi+//EJYWBg//PADU6dOBaBr165qeUfOH+HkpZNMGjvizyuL7osye/Zs+vfvz5kzZ+jduzfBwcHqMxUbG8uzzz5L3759iYqKYvTo0bz++uvlqrsQQgghhBBCCCGEeAAo/zLJyckKoCQnJxc5l5mZqZw7d07JzMwscq5VaCulVWgr5VbmLfXY6tOrlVahrZSZh2YqiqIoZxPPqulKe51NPKvm0W1TN6VVaCvl0u1L6rHNFzZXuF1Dhw5VgoKC1PdHjx5VateurfTv37/Y9JGRkQqgpKamKoqiKOHh4QqgbN261SjdzJkzlbZt25ZZfkxMjAIop06dKrVevr6+yv/93/+p7/Py8hRra2tl8ODB6rH4+HgFUI4cOaIoiqLMmDFD6dWrl1G+165dUwDlwoULxdYnPT1dMTU1VTZu3KgoiqI899xzyqJFi5Tc3FzFxsZGuXjxoqIoitKoUSNlxowZiqIoSrdu3ZS3337bKJ9169Yprq6u6ntAGTNmjFGaLl26KC+++GKJfXN3HxQ2YMAApUWLFoqiKMq+ffsUOzs7JSsryyhNkyZNlNWrVyuKoihLly5VGjdurJ67cOGCAihnz+Y/U+XpK19fX2XChAmKoijKxYsXFUA5dOiQmj4xMVGxtLRUvvjiC0VRFGXt2rUKoPz0009qmujoaAVQjh49qihK/nNiZWWlpKSkqGkCAwMVDw8PRa/Xq8eaN2+uzJ8/v9ztLZLv7VjllReHKF06tFGUvJwi7amqu5/3evXqKfPmzTNK89BDDykvvfSSoih/PfcLFixQz+fm5ioNGjRQFi5cWGI577//vmJlZaXY2toq/v7+yltvvaVcuXJFPV/weUxKSlKPnTp1SgGUmJgYRVHKf190Op1y7do1Nc3OnTsVrVarxMfHV6iNy5YtM0qzdu1axd7evsQ2Fk4HKNbW1oqVlZUCKIDy1FNPlXrdF198odSuXbtIeb/88YsSnRitGO5cU5TrpxT3hm7Ku+++q6YDlDfeeEN9n5aWpmg0GmXnzp2KoijKtGnTlFatWhmV9frrrxfpb1E5pf0fFUIIIYQQQgghhChNaWP3hclMjX+Q7du3Y2Njg4WFBT4+PnTv3p0VK1YAcOrUKYKCgnB3d8fW1lZdHiouLs4oj06dOpVZzpgxY7CxsVFfFdWmTRv1d51OR+3atWndurV6zNnZGUBdHuvEiROEh4cblenl5QVQZNPvAlZWVnTu3FmdlbF//378/PwwMTHhkUceISIigri4OGJiYujRo4dazltvvWVUTsEMgIJZIwA+Pj5GZfn4+FRqpgbkz1Yo2LT6xIkTpKWlUbt2baM6xMTEqO18/vnn+fXXX9XZDhs2bKBdu3Z4e3tXqq+io6MxMTGhS5cu6rHatWvTvHlzozaZmJgYPRteXl44ODgYpfHw8MDW1lZ97+zsjLe3N1qt1uhY4ftaVnuL5GvfAFcXF24m3oI7v0KhmVOlefvtt43KuPu5L6A36Mk15GJQDKSkpPD777+rS5MVeOSRR4rc78LPREFflfZMjB07loSEBNavX4+Pjw+bN2+mZcuW7Nmzp1ztubusAsXdl4YNG9KgQQOjuhoMBi5cuFChNpbnb0NJbG1tiYqK4sSJE6xatYomTZqwatUqozTh4eEEBARQv359bG1tGTJkCLdu3SI9Pd0onZutG87WzmjsG4BrG9AU/TdW+G+MtbU1tra26nN34cIFdZmvAp07d65024QQQgghhBBCCCHE/SW7E5fT0UFHAbA0sVSPDWs5jBdavICJtvLduKtf/tr1FiYW6rGgpkGVysvf35+VK1diampKvXr11KVd0tPT6dWrF7169WL9+vU4OTkRFxdHYGAgOTnGS2dZW1uXWc5bb71V7qVmilN4yRnIXwO/8LGCQX6DwaD+fPLJJ1m4cGGRvFxdS95w3d/fn88//5yzZ8+SmZlJhw4dAPD19SU8PBwzMzMsLCx4+OGH1XJmz57NM888UyQvCwuLIsfubkNlREdHq/uRGAwGXF1di92PwcHBAchvr7+/Pxs3buThhx9m06ZNjB49Wk1X0b5SSggKFA62FCiujYWPlXVfC44Vvq9ltbdIvlodGus6+Xlkp0LazSLXFmfMmDFGS3DVq1d083FFUbiTfQe9Qc/NjJtYYVWkjQXpynO/y0pja2vLU089xVNPPcXcuXMJDAxk7ty5BAQEqIGgwvenpM25y7ovJZ0rnKY8bSzP34aSaLVamjZtCuQHXhISEhgwYAA//vgjAL/++iu9e/dmzJgxzJkzh1q1anHw4EH+85//FGm30TJhxQQ0oPhnseC5K65tJX0OhBBCCCGEEEIIIcSDR2ZqlJOVqRVWplbGg7g6U6xMrTDTmVU5X22hwTlTrWkpV5TM2tqapk2b4u7ubjSod/78eRITE1mwYAHdunXDy8vLaJPw0piZmRVZ979u3bo0bdpUfRWkA6q8R0BxOnTowNmzZ/Hw8DAqt2nTpqUOtPr7+3Pp0iU2btzI//3f/6HT6YD8oEZERAQRERH4+PioAYsOHTpw4cKFImU0bdrUaLZBwSyJwu8LZkNUxA8//MDPP/9Mv3791PITEhIwMTEpUn6dOnXU64KDg/n88885cuQIV65cMdpDoaJ95e3tTV5eHkePHlWP3bp1i4sXL9KiRQv1WF5eHsePH1ffX7hwgTt37lSq3YXrWp72FqEzhYJAYurvmJnoynzuatWqZZS/iUnRQKRGo8HGzAatRksti1rY2dlRr149Dh48aJTu8OHDRn0Dxs9EXl4eJ06cqFDfaDQavLy81FkJTk5OAOqeMJC/UfjdynNf4uLi+P3339X3R44cQavV4unpWaE23q24vw3lNWnSJE6fPs3XX38NwPHjx8nLy2PJkiU8/PDDeHp6GtW5quUV5uXlxbFjx4yOFe5DIYQQQgghhBBCCPFgk6DGv0DDhg0xMzNjxYoVXL16lW3btjFnzpxyXevh4UFMTAxRUVEkJiaSnZ1dbLq6detiaWmpbkydnJxcbfUfO3Yst2/fZuDAgURGRnL16lV2797N8OHDSx3k7Nq1K+bm5qxYsQJfX1/1+EMPPURycjJbtmzB399fPf7mm2/y6aefMmvWLM6ePUt0dDSff/45b7zxhlG+mzdvZs2aNVy8eJGZM2cSGRnJyy+/XGobsrOzSUhI4Pr165w8eZK3336boKAgnnjiCYYMGQJAz5498fHxoW/fvnz//ffExsZy+PBh3njjDaNB12eeeYaUlBRefPFF/P39qV+/fqX7qlmzZgQFBTFy5EgOHjyobn5ev359goL+mjFkamrKuHHjOHr0KCdPnmTYsGE8/PDDVVq2p7ztLZZGCxaOAHjUr8vRo0eJjY0lMTFR/UZ+ZZjrzDHTmamByldeeYWFCxfy+eefc+HCBV599VWioqKYMGGC0XUffPABX3/9NefPn2fs2LEkJSUxfPjwYsuIiooiKCiIL7/8knPnznH58mU++eQT1qxZo/Z506ZNcXNzY9asWVy8eJHvvvuOJUuWFMmrPPfFwsKCoUOHcvr0aQ4cOMD48ePp378/Li4uFWrj3Tw8PEhLS2Pfvn0kJiYaLdFWFjs7O0aMGMHMmTNRFIUmTZqQl5en/o1at25dkeWpGro3JC0tjR27d/DHrxfI+PVUuWfqFDZ69GjOnz/PtGnTuHjxIl988QWhoaFA5WdcCSGEEEIIIYQQQoj7R4Ia1cjR3LHMWRtmOjMczR3vU43yOTk5ERoayubNm/H29mbBggUsXry4XNf269ePxx57DH9/f5ycnNi0aVOx6UxMTFi+fDmrV6+mXr16RgPiVVWvXj0OHTqEXq8nMDCQVq1aMWHCBOzt7Y1mUNytYGmp1NRUdQ8RyB8I9vHxITU11SioERgYyPbt29mzZw8PPfQQDz/8MEuXLsXd3d0o39mzZ/PZZ5/Rpk0bwsLC2LBhg7qnRUl27dqFq6srHh4ePPbYY4SHh7N8+XK++eYbdQaJRqNhx44ddO/eneHDh+Pp6cnzzz9PbGysus8I5A8IP/nkk5w+fZrg4OAq99XatWvp2LEjTzzxBD4+PiiKwo4dO4xm+1hZWTFt2jQGDRqEj48PlpaWfPbZZ6W2uSzlbW+JHNzAth5TXpuJTqfD29tbXVqtsgwGg9EsjjFjx/Df//6XyZMn07p1a3bt2sW2bdto1qyZ0XULFixg4cKFtG3blgMHDvDNN9+UONukQYMGeHh4MHv2bLp06UKHDh147733mD17Nq+//jqQ/4xu2rSJ8+fP07ZtWxYuXMjcuXOL5FWe+9K0aVOeeeYZevfuTa9evWjVqhUffvihen78+PFMnjy5zDberWvXrowZM4YBAwbg5OTEokWLSu/cu0yYMIHo6Gg2b95Mu3btWLp0KQsXLqRVq1Zs2LCB+fPnG6Xv2KUj/UP6EzwwmLoeXixavgoMeRUqE6BRo0Z8+eWXfPXVV7Rp04aVK1eq/W5ubl7h/IQQQgghhBBCCCHE/aVR/mWLiaekpGBvb09ycjJ2dnZG57KysoiJiaFRo0Zl7qFQkvi0eJKyk0o872juiKtNyftACPGgCQ0NZeLEidy5c6emq3LPjRkzht9++43t27dzO/M2CRkJuFi7UMuiVk1XrYjy3JdZs2axdevWYpeu+rvJyM3gZsZNdFodblkZkJsBDu5gVfV7M2/ePFatWsW1a9eqoab/btXxf1QIIYQQQgghhBD/TqWN3RcmG4VXM1cbVwlaCHG/KQZIiQdLBzCr+IbWqampnDp1iq+++orXXnsNAAMGFEUhPTcdR3NHWZqohlmZWuFh7wGKAmln8g+aWlUqrw8//JCHHnqI2rVrc+jQId55550yl5ATQgghhBBCCCGEEA8GCWoIIf7+UhMg/SZk3QGn5n9tJF5Ob775Jhs2bODpp59mzJgxANS2qI2Z1gxbM1sJaDxI9Nn5QSw0YFK55aIuXbrE3LlzuX37Ng0bNmTy5MlMnz69eusphBBCCCGEEEIIIe4JWX6qEFk2Q4i/KUMe/HEB9DlgYQ+OjUACEf8YBf+mNBoNZCZBUmz+LA2n5jVbMVGE/B8VQgghhBBCCCFEZZV3+SnZKFwI8fenNQFHD0ADWcmQkVit2SuKws2Mm6TnpldrvqJ8svRZnL99nriUOMjNzD9oalmzlRJCCCGEEEIIIYQQNUKCGkKIfwYza7Crl/978nXIyai2rBMzE/kj4w9+S/0NvUFfbfmK8snMy8SgGDAoBtBoQWcmQQ0hhBBCCCGEEEKIfynZU0MI8c9h7QTZaZCdDEkx4OQFWl2Vs61lUYuUnBTqWNZBVw35iYpxNHfEysQKBQVMLMHWJX/DcCGEEEIIIYQQQgjxryMzNYQQ/xwaDTg0zP8mvyHvr6WKqkin1dHYvjH25vbVkp+oGI1Gg4WJBZYmloUP1lyFhBBCCCGEEEIIIUSNkZkaQoh/Fp1J/kbhWi2YVN9GxZpCg+gGxYBe0WOqNa22/EU5KAZAIwENIYQQQgghhBBCiH8xCWoIIf55zKyM3ytKtQ2EZ+Vl8Vvqb2i1WhrZNTIKdojql52XTVJ2Etam1tjmZEJqAljX+Wv/FCGEEEIIIYQQQgjxryLLTwkjH330EW5ubmi1WpYtW1bT1XlgzZo1i3bt2tV0NQCIjY1Fo9EQFRVV01V5MGWnwq3LcNcG3xqNhq1btwIV60OtRkuuIZdcfS45+pxqqWJERAQajYY7d+5US37/JOl56dzKvMWtzFuQlwmKHpBAkhBCCCGEEEIIIcS/lQQ17hFFryf9aCTJ278j/Wgkil5f9kVVcPPmTUaPHk3Dhg0xNzfHxcWFwMBAjhw5Uu48UlJSePnll5k2bRrXr19n1KhR+Pn5MXHixHtX8Wrm5+eHRqMp8hozZky1ljNlyhT27dtXrXlWlpubG/Hx8bRq1aqmq6I6fPgwvXv3xtHREQsLC1q3bs2SJUvQ3+PPQRGKAe7EQU4aJF+r0ubSBc+WuYk5bV3b0vuh3syaMYvs7OwK53P3Z6pr167Ex8djby97dtzNXGeOo4UjdmZ2f+2RYmpZ+kVCCCGEEEIIIYQQ4h9Llp+6B1J27+bG2/PJS0hQj5m4uOD82nTsevW6J2X269eP3NxcwsLCaNy4MTdu3GDfvn3cvn273HnExcWRm5tLnz59cHV1vSf1LA9FUdDr9ZiYVO7xHDlyJG+99ZbRMSsrqxJSV46NjQ02NjbVmmdl5OTkYGZmhouLS01XRfX111/Tv39/hg0bRnh4OA4ODuzdu5epU6fy008/8cUXX9yzJZv0ej0ajQat9s94rUYLDu5w6xJkJoG5LVjVrnT+Bc9WTk4Ox44dY9iwYQDMnz+/SvV+0O7hg8Ta1BprU+v8gFRSXP5B0+rbK0UIIYQQQgghhBBC/L3ITI1qlrJ7N9cnTDQKaADk3bjB9QkTSdm9u9rLvHPnDgcPHmThwoX4+/vj7u5O586dmT59On369FHTxcXFERQUhI2NDXZ2dvTv358bN24AEBoaSuvWrQFo3LgxGo2GkJAQ9u/fz3vvvafOeIiNjaVjx44sWbJEzbdv376YmJiQkpICQEJCAhqNhgsXLgCwfv16OnXqhK2tLS4uLgwaNIibN2+q1xcsvfP999/TqVMnzM3NOXDgAIqisGjRIho3boylpSVt27blyy+/LLM/rKyscHFxMXrZ2dkBfy0z9NVXX+Hv74+VlRVt27YtMqPlf//7H25ublhZWfH000+zdOlSHBwc1PN3Lz8VEhJC3759Wbx4Ma6urtSuXZuxY8eSm5urpsnJyWHq1KnUr18fa2trunTpQkREhFG5hw8fpnv37lhaWuLm5sb48eNJT09Xz3t4eDB37lxCQkKwt7dn5MiRRZZOKujPffv20alTJ6ysrOjatat6PwrMnTuXunXrYmtry4gRI3j11VervKRWeno6I0eO5KmnnuKjjz6iXbt2eHh4MGLECMLCwvjyyy/54osvAPDx8eHVV181uv6PP/7A1NSU8PDwcvVZaGgoDg4ObN++HW9vb8zNzfn11185duwYAQEB1KlTB/u69fHt/xInf46GO7/99W3/Sih4tho2bEi/fv0ICAhg1/e7uJGe/zm6desWAwcOpEGDBlhZWdG6dWs2bdqkXl/SZ+ru5acK2vX999/TokULbGxseOyxx4iPj1fzysvLY/z48Tg4OFC7dm2mTZvG0KFD6du3b6Xb90DLywKU/ECVzrymayOEEEIIIYQQQgghaogENcqgKAqGjIxyvfSpqdyYO6/4JW4UBVC4Me9t9Kmp5cpPKedSOQWzBrZu3VriUjiKotC3b19u377N/v372bNnD1euXGHAgAEADBgwgL179wIQGRlJfHw87733Hj4+PowcOZL4+Hji4+Nxc3PDz89PHVhWFIUDBw7g6OjIwYMHAQgPD8fFxYXmzZsD+QPTc+bM4fTp02zdupWYmBhCQkKK1HHq1KnMnz+f6Oho2rRpwxtvvMHatWtZuXIlZ8+eZdKkSbzwwgvs37+/XP1Smtdff50pU6YQFRWFp6cnAwcOJC8vD4BDhw4xZswYJkyYQFRUFAEBAcybN6/MPMPDw7ly5Qrh4eGEhYURGhpKaGioen7YsGEcOnSIzz77jDNnzvDcc8/x2GOPcenSJQB+/vlnAgMDeeaZZzhz5gyff/45Bw8e5OWXXzYq55133qFVq1acOHGCGTNmlNrGJUuWcPz4cUxMTBg+fLh6bsOGDcybN4+FCxdy4sQJGjZsyMqVKyvShcXavXs3t27dYsqUKUXOPfnkk3h6eqqD/MHBwWzatMnoOf/8889xdnbG19cXKLvPADIyMpg/fz4ff/wxZ8+epW7duqSmpjJ06FAOHDjATz/9RLPm3vQePIHUtFRIii2yv0ZlnD59mkOHDmHQGkjMTCQlO4WsrCw6duzI9u3b+eWXXxg1ahSDBw/m6NGjACV+poqTkZHB4sWLWbduHT/++CNxcXFG/bpw4UI2bNjA2rVrOXToECkpKeoeIf8UeoOeXP2fgcGCYJSJZbVt+i6EEEIIIYQQQggh/oaUf5nk5GQFUJKTk4ucy8zMVM6dO6dkZmaqx/Tp6cq55l418tKnp5e7XV9++aXi6OioWFhYKF27dlWmT5+unD59Wj2/e/duRafTKXFxceqxs2fPKoASGRmpKIqinDp1SgGUmJgYNY2vr68yYcIEo7K2bdum2NvbK3q9XomKilKcnJyUSZMmKa+88oqiKIoyatQoZcCAASXWNTIyUgGU1NRURVEUJTw8XAGUrVu3qmnS0tIUCwsL5fDhw0bX/uc//1EGDhxYYt6+vr6KqampYm1tbfQKDQ1VFEVRYmJiFED5+OOPi/RDdHS0oiiKMmDAAKVPnz5G+QYHByv29vbq+5kzZypt27ZV3w8dOlRxd3dX8vLy1GPPPfec2g+XL19WNBqNcv36daN8H330UWX69OmKoijK4MGDlVGjRhmdP3DggKLVatVn0t3dXenbt69RmoI2nTp1SlGUv/pz7969aprvvvtOAdR8unTpoowdO9Yon0ceecSoTZWxYMECBVCSkpKKPf/UU08pLVq0UBRFUW7evKmYmJgoP/74o3rex8dHfY7K02dr165VACUqKqrUeuXl5Sm2trbKt5+uUJTrJxUlKVYBlK+//lpRlKJ9WJzCz5aZmZkCKFqtVvl4/cfKbym/KXn6vGKv6927tzJ58mSjfO7+TBXcs4J+K2jX5cuX1TQffPCB4uzsrL53dnZW3nnnHaM2NmzYUAkKCiq1L/5ObmXeUn754xclLiVOUZJ/+/PexZV9oagxxf0fFUIIIYQQQgghhCiP0sbuC5OZGv8Q/fr14/fff2fbtm0EBgYSERFBhw4d1JkC0dHRuLm5GX0r3NvbGwcHB6KjoytUVvfu3UlNTeXUqVPs378fX19f/P391RkUERER6jftAU6dOkVQUBDu7u7Y2tri5+cH5C+HVVinTp3U38+dO0dWVhYBAQHqTBQbGxs+/fRTrly5Umr9goODiYqKMno9/fTTRmnatGmj/l6wf0jBklgXLlygc+fORunvfl+cli1botPpjPItyPPkyZMoioKnp6dRe/bv36+258SJE4SGhhqdDwwMxGAwEBMTU2w/laa629iyZUu1Xo8//nipaZUSZhkpiqLup+Hk5ERAQAAbNmwAICYmhiNHjhAcHAyUr88gfz+Kwm0taOeYMWPw9PTE3t4ee3t70tLSiEvKKahIqfUvScGzdeTIEfr378/w4cMZPmg49W3ro9Pq0Ov1zJs3jzZt2lC7dm1sbGzYvXt3kWe9PKysrGjSpIn6vvDzlJyczI0bN4zumU6no2PHjpVq14Mqz5A/e8pMawYmFvl7ophZ13CthBBCCCGEEEIIIURNko3Cy6CxtKT5yRPlSptx/DjXRo0uM53bR6uxKsfAtMbSslzlFrCwsCAgIICAgADefPNNRowYwcyZMwkJCTEaTC6spOOlsbe3p127dkRERHD48GF69OhBt27diIqK4tKlS1y8eFENXKSnp9OrVy969erF+vXrcXJyIi4ujsDAQHJycozytbb+a7DSYDAA8N1331G/fn2jdObmpa+nb29vT9OmTUtNY2pqqv5e0P6CMovrk5IG6UvKsyDfgjwNBgM6nY4TJ04YBT4AdcNxg8HA6NGjGT9+fJG8GzZsqP5euJ/KW5+721j4WIGy2rhjxw51jxDLEp5NT09PID+I1rVr1yLnz58/j7e3t/o+ODiYCRMmsGLFCjZu3EjLli1p27atWtey+qygLne3JSQkhD/++INly5bh7u6Oubk5Pj4+5Bi0UKc5mFbss1Wg8LO1fv16WrZsyZo1a/jPf/4DwJIlS3j33XdZtmwZrVu3xtramokTJxZ51sujuOfp7ntUmef076SuVV3qWNbBoBhAa1KlTd6FEEIIIYQQQgghxD+DBDXKoNFo0FhZlSut9SOPYOLiQt6NG8V/E1yjwcTZGetHHkFz1yDtveDt7a2use/t7U1cXBzXrl1TZ2ucO3eO5ORkWrRoUWIeZmZm6PVF9x/w8/MjPDyco0eP8tZbb+Hg4IC3t7e6+XRBnufPnycxMZEFCxao5R4/frxcdTc3NycuLs5o1sf94OXlRWRkpNGx8tS5NO3bt0ev13Pz5k26detWbJoOHTpw9uzZMgMy1aF58+ZERkYyePBg9VhZbXR3dy8z3169elGrVi2WLFlSJKixbds2Ll26xJw5c9Rjffv2ZfTo0ezatYuNGzca1ac8fVaSAwcO8OGHH9K7d28Arl27RmJiYv5Js0KfZ0UBxVBMDmUzNTXltddeY/r06QwcOBALSwv2hO/B9zFf+j3fD0sTSwwGA5cuXTL6jJX0maoIe3t7nJ2diYyMVPtGr9dz6tSpKm/2/qDRarRoNTKpUAghhBBCCCGEEELkk5GiaqTR6XB+bfqfb+6a/fDne+fXpld7QOPWrVv06NGD9evXc+bMGWJiYti8eTOLFi0iKCgIgJ49e9KmTRuCg4M5efIkkZGRDBkyBF9f31KXM/Lw8ODo0aPExsaSmJioftPfz8+PXbt2odFo1G/e+/n5sWHDBqMgRMOGDTEzM2PFihVcvXqVbdu2GQ1ql8TW1pYpU6YwadIkwsLCuHLlCqdOneKDDz4gLCys1GszMjJISEgweiUlJZVZZoFx48axY8cOli5dyqVLl1i9ejU7d+6s8IyWwjw9PQkODmbIkCF89dVXxMTEcOzYMRYuXMiOHTsAmDZtGkeOHGHs2LHqrJdt27Yxbty4SpdbknHjxvHJJ58QFhbGpUuXmDt3LmfOnKlSGyF/Fsnq1av55ptvGDVqFGfOnCE2NpZPPvmEkJAQnn32Wfr372+UPigoiBkzZhAdHc2gQYPUc+Xps5I0bdqUdevWER0dzdGjRwkODi5+dknaDUi+Xun2Dho0CI1Gw4cffogGDe6N3TkccZjwA+FER0czevRoEhISjK4p6TNVUePGjWP+/Pl88803XLhwgQkTJpCUlFTle/hA0udBwYbhQgghhBBCCCGEEOJfTYIa1cyuVy/qv7cME2dno+Mmzs7Uf28Zdr16VXuZNjY2dOnShXfffZfu3bvTqlUrZsyYwciRI3n//feB/BknW7duxdHRke7du9OzZ08aN27M559/XmreU6ZMQafT4e3trS4dBfn7agD4+vqqg6i+vr7o9XqjoIaTkxOhoaFs3rwZb29vFixYwOLFi8vVrjlz5vDmm28yf/58WrRoQWBgIN9++y2NGjUq9br//e9/uLq6Gr0GDhxYrjIBHnnkEVatWsXSpUtp27Ytu3btYtKkSVhYWJQ7j+KsXbuWIUOGMHnyZJo3b85TTz3F0aNH1Rksbdq0Yf/+/Vy6dIlu3brRvn17ZsyYoe6HUZ2Cg4OZPn06U6ZMoUOHDsTExBASElLlNgI8++yzhIeHc+3aNbp3707z5s1ZunQpr7/+Op999lmRQffg4GBOnz5Nt27djJbZgrL7rCRr1qwhKSmJ9u3bM3jwYMaPH0/dunWLJszNgIxEyEquVFvNzMx4+eWXWbRoEenp6bw9+206dujIgKcG4Ofnh4uLC3379jW6pqTPVEVNmzaNgQMHMmTIEHx8fNQ9WKrjHj4IkrOTuZZ6jeTsZMi8BTd+gTuV6yshhBBCCCGEEEII8c+hUf5pi7CXISUlBXt7e5KTk7GzszM6l5WVRUxMDI0aNarywKCi15Nx/AR5f/yBiZMTVp063pclp8S9MXLkSM6fP8+BAwdquir3TEBAAC4uLqxbt66mq3L/pPyeP1tDowWn5vmbUf9NGQwGWrRoQf/+/cs1G+pB93va7yRlJVHHsg7OOVmQeRtsXcHWpaarJkpRnf9HhRBCCCGEEEII8e9S2th9YbKnxj2i0emw7tK5pqshKmnx4sUEBARgbW3Nzp07CQsL48MPP6zpalWbjIwMVq1aRWBgIDqdjk2bNrF371727NlT01W7v2xdIScNctIhKRbqeOYHOKqB3qDnRsYNnKycMNWaln1BBf3666/s3r0bX19fsrOzef/994mJiTFawuvvzNHcETOdGVYmVpD+5/JxJpXb4F0IIYQQQgghhBBC/HNIUEOIYkRGRrJo0SJSU1Np3Lgxy5cvZ8SIETVdrWqj0WjYsWMHc+fOJTs7m+bNm7NlyxZ69uxZ01W7vzQacPCAP85Dbmb+zA37BtWS9W9pv5GWk0aeIY+Gdg3LvqCCtFotoaGhTJkyBUVRaNWqFXv37jXalPzvzNLUEktTy/yN3POy8g+ayjf/hRBCCCGEEEIIIf7tJKghRDG++OKLmq7CPWVpacnevXtruhoPBhMzcHSH21ch/Q8wswFLhypn62zlTK4hlzqWdapex2K4ublx6NChe5L3AyUvC1BAowOdWU3XRgghhBBCCCGEEELUMAlqCCGEhT1Y14WsO6CrnqWiLEwsaGLfpMjG6KJsWXlZ6BU9FjoLdLmZ+QdNLfNn1gghhBBCCCGEEEKIfzUJagghBICdK9g6g7b6/iwWDmjkGnLRaXRoq2nPjn+y21m3/9okPC8v/6Cp7KchhBBCCCGEEEIIISSoIYQQ+TRa403C9bnVNmsjNSeV62nXcTB3wMXapVry/CfTarSYak2xMLEAnQYwgLltTVdLCCGEEEIIIYQQQjwAJKghhBB3S0+E5OtQyyN/aaoqUhQFvUFPem46BsUgszXK4GLtgou1C4qi5C85ZWFX01USQgghhBBCCCGEEA8ICWoIIcTd8rIAAyT9Ck5e+ZuJV4GduR0NaICtma0ENCpA9iMRQgghhBBCCCGEEHeT0TUhhLibXT0wtQJFD0mxoBiqnKW9ub0ENMpBUZS/3uRlQ046GPQ1VyEhhBBCCCGEEEII8UCRETZh5KOPPsLNzQ2tVsuyZctqujoPrFmzZtGuXbuargYAsbGxaDQaoqKiaroqNSYiIgKNRsOdO3eqJ0ONFk1dL7bu2g+56ZAaXz35kj9ofyfrDney71RbnhXh4eHxQH+2E9ITuHLnCsnZyZCZBIkX4c61mq6WEEIIIYQQQgghhHhASFDjH+LmzZuMHj2ahg0bYm5ujouLC4GBgRw5cqTceaSkpPDyyy8zbdo0rl+/zqhRo/Dz82PixIn3ruLVzM/PD41GU+Q1ZsyYai1nypQp7Nu3r1rzrCw3Nzfi4+Np1apVTVdFderUKZ577jmcnZ2xsLDA09OTkSNHcvHixXtSXteuXYmPj8fevur7Xxixdsr/mXYTslKqJcuCTcPj0+LJ0ecUOR8aGmr07Do7O/Pkk09y9uzZCpUTGhqKg4NDkePHjh1j1KhRla3+PZeRl0FWXlb+m9zM/J+mFjVXISGEEEIIIYQQQgjxQJGgRjWL/PYqx76LKfbcse9iiPz26j0pt1+/fpw+fZqwsDAuXrzItm3b8PPz4/bt2+XOIy4ujtzcXPr06YOrqytWVlb3pK5lURSFvLy8Sl8/cuRI4uPjjV6LFi2qxhqCjY0NtWvXrtY8KyMnJwedToeLiwsmJg/GFjnbt2/n4YcfJjs7mw0bNhAdHc26deuwt7dnxowZlc43Nze3xONmZma4uLhU/x4M5tZgVSf/9zu/gr74OlSErZkt1qbW1LGsg6nWtNg0dnZ2xMfH8/vvv/Pdd9+Rnp5Onz59yMkpGgSpKCcnpxr7bJdHQ9uGuNm6YW1qDXkFQY0Ht75CCCGEEEIIIYQQ4v6SoEY102g1RH4bUySwkR/QiEGjrf6Nb+/cucPBgwdZuHAh/v7+uLu707lzZ6ZPn06fPn3UdHFxcQQFBWFjY4OdnR39+/fnxo0bQP63ulu3bg1A48aN0Wg0hISEsH//ft577z31W+OxsbF07NiRJUuWqPn27dsXExMTUlLyv8mekJCARqPhwoULAKxfv55OnTpha2uLi4sLgwYN4ubNm+r1BUsHff/993Tq1Alzc3MOHDiAoigsWrSIxo0bY2lpSdu2bfnyyy/L7A8rKytcXFyMXnZ2dsBfSzV99dVX+Pv7Y2VlRdu2bYvMaPnf//6Hm5sbVlZWPP300yxdutToW+93Lz8VEhJC3759Wbx4Ma6urtSuXZuxY8caDcTn5OQwdepU6tevj7W1NV26dCEiIsKo3MOHD9O9e3csLS1xc3Nj/PjxpKenq+c9PDyYO3cuISEh2NvbM3LkyCLLTxX05759++jUqRNWVlZ07dpVvR8F5s6dS926dbG1tWXEiBG8+uqrVV5SKyMjg2HDhtG7d2+2bdtGz549adSoEV26dGHx4sWsXr0aKH4WwdatW42CEgV9vGbNGho3boy5uTmKoqDRaFi1ahVBQUFYW1szd+7cYpefOnToEL6+vlhZWeHo6EhgYCBJSUlqP969BFO7du2YNWtW0UbZ1Sci8mc0rm24k5KmHo6KilI/E4XbtH37dpo3b46VlRXPPvss6enphIWF4eHhgaOjI+PHj6eBdQOcrJxKDMJoNBpcXFxwdXWlU6dOTJo0iV9//dXoHi5dupTWrVtjbW2Nm5sbL730Emlp+fWLiIhg2LBhJCcnq5/dgrbd3XaNRsPHH3/M008/jZWVFc2aNWPbtm1G9dm2bRvNmjXD0tISf39/wsLCqne5r0JMdabYmdthgjZ/Tw2QmRpCCCGEEEIIIYQQQiVBjXLKzdaX+MrL/WsT24f6NKJTbw8iv43h6Lar5GbrObrtKpHfxtCptwftAxqWK9+KsLGxwcbGhq1bt5KdnV1sGkVR6Nu3L7dv32b//v3s2bOHK1euMGDAAAAGDBjA3r17AYiMjCQ+Pp733nsPHx8fo5kPbm5u+Pn5qYPxiqJw4MABHB0dOXjwIADh4eG4uLjQvHlzIH8wf86cOZw+fZqtW7cSExNDSEhIkTpOnTqV+fPnEx0dTZs2bXjjjTdYu3YtK1eu5OzZs0yaNIkXXniB/fv3V6h/ivP6668zZcoUoqKi8PT0ZODAgerskEOHDjFmzBgmTJhAVFQUAQEBzJs3r8w8w8PDuXLlCuHh4YSFhREaGkpoaKh6ftiwYRw6dIjPPvuMM2fO8Nxzz/HYY49x6dIlAH7++WcCAwN55plnOHPmDJ9//jkHDx7k5ZdfNirnnXfeoVWrVpw4caLUmQ+vv/46S5Ys4fjx45iYmDB8+HD13IYNG5g3bx4LFy7kxIkTNGzYkJUrV1akC4v1/fffk5iYyNSpU4s9X9xySKW5fPkyX3zxBVu2bDHaM2TmzJkEBQXx888/G7WrQFRUFI8++igtW7bkyJEjHDx4kCeffBK9vhIbTmu1YN8g//cyZoJkZGSwfPlyPvvsM3bt2kVERATPPPMMO3bsYMeOHaxbt46PPvqILVu2qNcoikJuKTNA7ty5w8aNGwEwNf1rZodWq2X58uX88ssvhIWF8cMPP6j93rVrV5YtW6bO+IiPj2fKlCklljF79mz69+/PmTNn6N27N8HBweosr9jYWJ599ln69u1LVFQUo0eP5vXXXy+9z6pDwSwNrQmUMKNFCCGEEEIIIYQQQvz7PBjr1fwNfDSh5IF091a1eeLltur7qL1xABzfEcvxHbHq8eM7Yvn90h2entxBPfbp64fJSis6oDl2VY9y183ExITQ0FBGjhzJqlWr6NChA76+vjz//PO0adMGgL1793LmzBliYmJwc3MDYN26dbRs2ZJjx47x0EMPqcspOTk54eLiAoCZmZk686GAn58fn3zyCQaDgZ9//hmdTscLL7xAREQEvXv3JiIiAl9fXzV94UHnxo0bs3z5cjp37kxaWho2NjbqubfeeouAgAAA0tPTWbp0KT/88AM+Pj7qtQcPHmT16tVG+d/tww8/5OOPPzY69sEHHzB06FD1/ZQpU9RZLLNnz6Zly5ZcvnwZLy8vVqxYweOPP64OAnt6enL48GG2b99e6n1wdHTk/fffR6fT4eXlRZ8+fdi3bx8jR47kypUrbNq0id9++4169eqpddi1axdr167l7bff5p133mHQoEHqHibNmjVj+fLl+Pr6snLlSiws8r+t3qNHD6MB6oKZAnebN2+e2k+vvvoqffr0ISsrCwsLC1asWMF//vMfhg0bBsCbb77J7t271W/6V1ZBgMbLy6tK+RTIyclh3bp1ODk5GR0fNGiQ0XMVE2M8M2rRokV06tSJDz/8UD3WsmXLyldEUyj+azCAvvjgYW5uLitXrqRJkyYAPPvss6xbt44bN25gY2ODt7c3/v7+hIeHM2DAAPIMeVxPu062Ppsm9k3QaXUAJCcnY2Njg6IoZGRkAPDUU08Z9WvhvW4aNWrEnDlzePHFF/nwww8xMzPD3t5enfFRlpCQEAYOHAjA22+/zYoVK4iMjOSxxx5j1apVNG/enHfeeQeA5s2b88svv5Qr0FdRydnJGBQDNqY2mBbsp2FiUWYwSQghhBBCCCGEEEL8e8hMjX+Ifv368fvvv7Nt2zYCAwOJiIigQ4cO6kyB6Oho3Nzc1IAGgLe3Nw4ODkRHR1eorO7du5OamsqpU6fYv38/vr6++Pv7qzMo7g5qnDp1iqCgINzd3bG1tcXPzw/IXw6rsE6dOqm/nzt3jqysLAICAtSZKDY2Nnz66adcuXKl1PoFBwcTFRVl9Hr66aeN0hQEewBcXV0B1CWxLly4QOfOnY3S3/2+OC1btkSn0xnlW5DnyZMnURQFT09Po/bs379fbc+JEycIDQ01Oh8YGIjBYDAatC/cT6Wp7ja2bNlSrdfjjz9ebBpFUcpVt/Jyd3cvEtCAsvugYKZGtcvLgcSLcOtysftrWFlZqQENAGdnZzw8PIyCd87Ozup90KAhW59NniGPzIKZCYCtrS1RUVGcOHGCVatW0aRJE1atWmVUVnh4OAEBAdSvXx9bW1uGDBnCrVu3jJYrK6/Cz4q1tTW2trZGz8pDDz1klL48n4fKSMxM5Pe038nIy4CCzcJlPw0hhBBCCCGEEEIIUYjM1CinUe+VPDNAc1doaPg73Tj5/a8c3xGLVqfBoFfo1NuDDoHuRb5wPGRe12qro4WFBQEBAQQEBPDmm28yYsQIZs6cSUhIiLoXwd1KOl4ae3t72rVrR0REBIcPH6ZHjx5069aNqKgoLl26xMWLF9XARXp6Or169aJXr16sX78eJycn4uLiCAwMLLLpsbW1tfq7wWAA4LvvvqN+/fpG6czNzcusX9OmTUtNU3gZn4L2F5RZXJ+UZ7C+cJ4F+RbkaTAY0Ol0nDhxwijwAagD3gaDgdGjRzN+/PgieTds+NeyZYX7qbz1ubuNhY8VKKuNO3bsUPcIsbS0LDaNp6cnAOfPn1dn2BRHq9UWKa+4jcBLamtZfVBS/SpafuH0AIpGByhgyCP3dlyRdMU9A6U9FzqtDjcbN7QaLeYmfz3XWq1WfYa9vLxISEhgwIAB/PjjjwD8+uuv9O7dmzFjxjBnzhxq1arFwYMH+c9//lNqO0pSWh0r+3moDBtTG3QaHZYmlmBpCjozCWoIIYQQQgghhBBCCCMS1CgnU3Nd2Yn+FLU3juM7Yun8ZCMe6tNI3SRcq9PwUJ9Glc63ory9vdm6dav6e1xcHNeuXVNna5w7d47k5GRatGhRYh5mZmbF7kPg5+dHeHg4R48e5a233sLBwQFvb2918+mCPM+fP09iYiILFixQyz1+/Hi56m5ubk5cXFypS03dC15eXkRGRhodK0+dS9O+fXv0ej03b96kW7duxabp0KEDZ8+eLTMgUx2aN29OZGQkgwcPVo+V1UZ3d/cy8+3Vqxd16tRh0aJFfP3110XO37lzBwcHB5ycnEhNTSU9PV0NUBTeM6Oq2rRpw759+5g9e3ax552cnIiPj1ffp6SkFFnC6u70APE3buDYrDEkXqi2+lqalh6AAZg0aRJLly7l66+/5umnn+b48ePk5eWxZMkSNeDyxRdfGF1T0me3ory8vNixY4fRsap+HkribO381xudGZhJQEMIIYQQQgghhBBCGJPlp6pZQQCjIKAB+ZuHd36yEZHfxnDsu5IHTivr1q1b9OjRg/Xr16v7ZmzevJlFixYRFBQEQM+ePWnTpg3BwcGcPHmSyMhIhgwZgq+vb6lL+Xh4eHD06FFiY2NJTExUv73t5+fHrl270Gg0eHt7q8c2bNhgFIRo2LAhZmZmrFixgqtXr7Jt2zbmzJlTZptsbW2ZMmUKkyZNIiwsjCtXrnDq1Ck++OADwsLCSr02IyODhIQEo1dSUlKZZRYYN24cO3bsYOnSpVy6dInVq1ezc+fOCs9oKczT05Pg4GCGDBnCV199RUxMDMeOHWPhwoXqgPG0adM4cuQIY8eOVWe9bNu2jXHjxlW63JKMGzeOTz75hLCwMC5dusTcuXM5c+ZMldoI+TMoPv74Y7777jueeuop9u7dS2xsLMePH2fq1KmMGTMGgC5dumBlZcVrr73G5cuX2bhxo9Gm6lU1ffp0jh07xksvvcSZM2c4f/48K1euJDExEcjfl2TdunUcOHCAX375haFDhxaZQVNY06ZNcXNzY9asWVyMieO7I+dYsnp9/snsqu1DUliOPoc72XeKHLezs1NnXimKQpMmTcjLy1M/V+vWrSuyPJWHhwdpaWns27ePxMREdW+Oiho9ejTnz59n2rRpXLx4kS+++EK9V1V9XoQQQgghhBBCCCGEqCgJalQzxaAYBTQKFAQ2FEP1L9tiY2NDly5dePfdd+nevTutWrVixowZjBw5kvfffx/IH3zcunUrjo6OdO/enZ49e9K4cWM+//zzUvOeMmUKOp0Ob29vdekoyN9XA8DX11cd2PT19UWv1xsFNZycnAgNDWXz5s14e3uzYMECFi9eXK52zZkzhzfffJP58+fTokULAgMD+fbbb2nUqFGp1/3vf//D1dXV6FWwCXJ5PPLII6xatYqlS5fStm1bdu3axaRJk9SNuitr7dq1DBkyhMmTJ9O8eXOeeuopjh49qs5gadOmDfv37+fSpUt069aN9u3bM2PGDHU/jOoUHBzM9OnTmTJlCh06dCAmJoaQkJAqtxEgKCiIw4cPY2pqyqBBg/Dy8mLgwIEkJyczd+5cAGrVqsX69evZsWMHrVu3ZtOmTcyaNavKZRfw9PRk9+7dnD59ms6dO+Pj48M333yDiUn+5LTp06fTvXt3nnjiCXr37k3fvn2N9sK4m6mpKZs2beL8+fO0bduWhctWMveNqfknU64Xu79GRRkUAzHJMaTnpKNQ9O/EhAkTiI6OZvPmzbRr146lS5eycOFCWrVqxYYNG5g/f75R+q5duzJmzBgGDBiAk5MTixYtqlS9GjVqxJdffslXX31FmzZtWLlyJa+//jpQ9lJwFZFnyPtrWavcTMi4DblZ1Za/EEIIIYQQQgghhPhn0Cj3anH0B1RKSgr29vYkJydjZ2dndC4rK4uYmBgaNWpULYO74p9j5MiRnD9/ngMHDtR0Ve6ZgIAAXFxcWLduXU1X5e/BoM/fNDwvCywcoFbpwbbySMpK4k72Herb1MdMZ1b1Ot4j8+bNY9WqVVy7dq3a8rxy5wo5+hwa2jbEOjsVUuPBshY4lr3smXhwyP9RIYQQQgghhBBCVFZpY/eFyZ4aQhRj8eLFBAQEYG1tzc6dOwkLC+PDDz+s6WpVm4yMDFatWkVgYCA6nY5Nmzaxd+9e9uzZU9NV+/vQ6sDRA5J/A7t61ZKlg7kDDuYOD9yyTh9++CEPPfQQtWvX5tChQ7zzzju8/PLL1Za/oijk6HMwKAZMdaaQ++dSWaYyKC6EEEIIIYQQQgghjElQQ4hiREZGsmjRIlJTU2ncuDHLly9nxIgRNV2taqPRaNixYwdz584lOzub5s2bs2XLFnr27FnTVft7MbWEOs2qLbu7gxm5+tz8Qf4aVrDvyu3bt2nYsCGTJ09m+vTp1Za/RqPBq5YX2fpsTLWmfy07ZVL2JupCCCGEEEIIIYQQ4t9Flp8qRJbNEEJUSVYKmFqBrurx4luZt7iRcYMGNg2wMy95ut0/jkEPCWfyf3duBQ9AUEeUn/wfFUIIIYQQQgghRGWVd/mpGt0o/Mcff+TJJ5+kXr166kbWpYmIiECj0RR5nT9//v5UWAghSpJ2E25fgTu/QjXEinMNuSiKQmpuajVU7m8k789ZGlpTCWgIIYQQQgghhBBCiCJqdPmp9PR02rZty7Bhw+jXr1+5r7tw4YJRpMbJyeleVE8IIcrPzAbQQHYKpN8EG+cqZVfXqi6WJpbYmf3zZ2nEp8Wj1WipZVELU9lPQwghhBBCCCGEEEKUokaDGo8//jiPP/54ha+rW7cuDg4O1V8hIYSoLDMrsK+fv3F4Snx+kMPMutLZaTVa7M3tq7GCDyaDYiApOwlFUXC0cPxrPw1T2U9DCCGEEEIIIYQQQhRVo8tPVVb79u1xdXXl0UcfJTw8vKarI4QQ+azqgIUDoEBSLBjyqiVbg2LgZsZNsgqWZvqHcbF2yZ+loTUFWxeo1Rgsa9V0tYQQQgghhBBCCCHEA6hGZ2pUlKurKx999BEdO3YkOzubdevW8eijjxIREUH37t2LvSY7O5vs7Gz1fUpKyv2qrhDi30ajAQc3+CMD9DlwJw4cG+Ufr4KbGTe5lXmLlJwUGts3Rqv5W8aji1Ww7JRKZwq6f/4MFSGEEEIIIYQQQghROX+roEbz5s1p3ry5+t7Hx4dr166xePHiEoMa8+fPZ/bs2ferikKIfzutSX4gI/EiZCVDThqY21Ypy9qWtUnNScXJ0ukfFdAQQgghhBBCCCGEEKKi/vajYw8//DCXLl0q8fz06dNJTk5WX9euXbuPtfv7+eijj3Bzc0Or1bJs2bKars4Da9asWbRr166mqwFAbGwsGo2GqKiomq5KpTxIfVltzKzAvgE4uFc5oAFgqjWlqUPTe7LHRkREBBqNhjt37lR73uWRnptOriE3/01Oev5+JNmpNVIXIYQQQgghhBBCCPHg+9sHNU6dOoWrq2uJ583NzbGzszN63UspiTe5cfVyia+UxJv3pNybN28yevRoGjZsiLm5OS4uLgQGBnLkyJHy1z0lhZdffplp06Zx/fp1Ro0ahZ+fHxMnTrwndb4X/Pz80Gg0RV5jxoyp1nKmTJnCvn37qjXPynJzcyM+Pp5WrVrVdFUA8PDwuC8BsS1bttClSxfs7e2xtbWlZcuWTJ48+Z6XW27WdcCq9H0hyvv58vPzQ6vVotFoMDMzo0mTJkx7dZrR0nrlUVx5Xbt2JT4+Hnv7+7/kk0Ex8GvKr1y8fZEcfQ5kpUBaAmTevu91EUIIIYQQQgghhBB/DzW6/FRaWhqXL19W38fExBAVFUWtWrVo2LAh06dP5/r163z66acALFu2DA8PD1q2bElOTg7r169ny5YtbNmypaaaYCQl8SZrJo5Gn5tbYhqdqSnDl63Grk7dai27X79+5ObmEhYWRuPGjblx4wb79u3j9u3yDw7GxcWRm5tLnz59Sg0U3WuKoqDX6zExqdzjOXLkSN566y2jY1ZWVtVRNZWNjQ02NjbVmmdl5OTkYGZmhouLS01X5b7au3cvzz//PG+//TZPPfUUGo2Gc+fOPTCBpiL0uZBxG2zqgkZDbm4upqamFcqi4LlOyUhh94HdTB83HQ0aFixYUKWq1eTzk2fIw0xrRp6Sl79JeG5m/gkTyxqpjxBCCCGEEEIIIYR48NXoTI3jx4/Tvn172rdvD8B///tf2rdvz5tvvglAfHw8cXFxavqcnBymTJlCmzZt6NatGwcPHuS7777jmWeeqZH63y0zJaXUgAaAPjeXzGrerPzOnTscPHiQhQsX4u/vj7u7O507d2b69On06dNHTRcXF0dQUBA2NjbY2dnRv39/bty4AUBoaCitW7cGoHHjxmg0GkJCQti/fz/vvfeeOuMhNjaWjh07smTJEjXfvn37YmJiom7CnpCQgEaj4cKFCwCsX7+eTp06YWtri4uLC4MGDeLmzb9mrBQsf/P999/TqVMnzM3NOXDgAIqisGjRIho3boylpSVt27blyy+/LLM/rKyscHFxMXoVzNApWKrpq6++wt/fHysrK9q2bVtkRsv//vc/3NzcsLKy4umnn2bp0qU4ODio5+9eMikkJIS+ffuyePFiXF1dqV27NmPHjiW30POQk5PD1KlTqV+/PtbW1nTp0oWIiAijcg8fPkz37t2xtLTEzc2N8ePHk56erp738PBg7ty5hISEYG9vz8iRI4ssP1XQn/v27aNTp05YWVnRtWtX9X4UmDt3LnXr1sXW1pYRI0bw6quv3pNloEp77gpbvXq12ufPPfdcqcshbd++nf/7v//jlVdeoXnz5nh6etK3b19WrFihpim4J4VNnDgRPz8/9b2fnx8vv/wyL7/8Mg4ODtSuXZs33ngDRVHUNB4eHsyZM4dBgwZhY2NDvXr1jMops40GA7OmTaDdw91Zs2o5jRs3xtzcnKFDhxb7+SpJwXPt1tCNHk/0wMfXh917dqvnb926xcCBA2nQoAFWVla0bt2aTZs2GfVHceXdvfxUaGgoDg4OfP/997Ro0QIbGxsee+wx4uPj1bzy8vIYP3682mfTpk1j6NChRfq7LGY6M5o6NsXT0RONRgN5fwY1TCWoIYQQQgghhBBCCCGKV6NBDT8/PxRFKfIKDQ0F8gfXCg/6Tp06lcuXL5OZmcnt27c5cOAAvXv3vi91zc3KIjcry2iwU5+XS25WFnllBDLKla/BUCjfvArlUTBrYOvWrSUuR6MoCn379uX27dvs37+fPXv2cOXKFQYMGADAgAED2Lt3LwCRkZHEx8fz3nvv4ePjw8iRI4mPjyc+Ph43Nzf8/PzU+6IoCgcOHMDR0ZGDBw8CEB4ejouLi7qpe05ODnPmzOH06dNs3bqVmJgYQkJCitRx6tSpzJ8/n+joaNq0acMbb7zB2rVrWblyJWfPnmXSpEm88MIL7N+/v0L9U5zXX3+dKVOmEBUVhaenJwMHDiTvz34/dOgQY8aMYcKECURFRREQEMC8efPKzDM8PJwrV64QHh5OWFgYoaGh6rMMMGzYMA4dOsRnn33GmTNneO6553jsscfUPWF+/vlnAgMDeeaZZzhz5gyff/45Bw8e5OWXXzYq55133qFVq1acOHGCGTNmlNrGJUuWcPz4cUxMTBg+fLh6bsOGDcybN4+FCxdy4sQJGjZsyMqVKyvSheVS1nNX4PLly3zxxRd8++237Nq1i6ioKMaOHVtivi4uLpw9e5ZffvmlynUMCwvDxMSEo0ePsnz5ct59910+/vhjozTvvPMObdq04eTJk0yfPp1JkyaxZ8+e8rVRqwUzKy7HXuOLL75gy2friYqKYvny5cV+vspiaWJJ0tUkzhw7g5mpmXo8KyuLjh07sn37dn755RdGjRrF4MGDOXr0KECJn+fiZGRksHjxYtatW8ePP/5IXFwcU6ZMUc8vXLiQDRs2sHbtWg4dOkRKSgpbt26tSLcb0Wq0YMgDfU7+AQlqCCGEEEIIIYQQQoiSKP8yycnJCqAkJycXOZeZmamcO3dOyczMLHJucf8+yuL+fZT05DvqsSNbPlMW9++jfL/qPUVRFCXhyiU1XWmvhCuX1Dw++M9AZXH/PsofcbHqsdN7d1a4XV9++aXi6OioWFhYKF27dlWmT5+unD59Wj2/e/duRafTKXFxceqxs2fPKoASGRmpKIqinDp1SgGUmJgYNY2vr68yYcIEo7K2bdum2NvbK3q9XomKilKcnJyUSZMmKa+88oqiKIoyatQoZcCAASXWNTIyUgGU1NRURVEUJTw8XAGUrVu3qmnS0tIUCwsL5fDhw0bX/uc//1EGDhxYYt6+vr6KqampYm1tbfQKDQ1VFEVRYmJiFED5+OOPi/RDdHS0oiiKMmDAAKVPnz5G+QYHByv29vbq+5kzZypt27ZV3w8dOlRxd3dX8vLy1GPPPfec2g+XL19WNBqNcv36daN8H330UWX69OmKoijK4MGDlVGjRhmdP3DggKLVatVn0t3dXenbt69RmoI2nTp1SlGUv/pz7969aprvvvtOAdR8unTpoowdO9Yon0ceecSoTZXl7u6uvPvuu4qilO+5mzlzpqLT6ZRr166paXbu3KlotVolPj6+2DLS0tKU3r17K4Di7u6uDBgwQPnkk0+UrKwsNc3QoUOVoKAgo+smTJig+Pr6qu99fX2VFi1aKAaDQT02bdo0pUWLFkbteeyxx4zyGTBggPL444+Xv41vvqmYmpoqN8/sU5SEs4qiz1PLv/vzVZzCz7WZmZkCKFqtVvnyyy9Lva53797K5MmTjfK5u7yC5yUpKUlRFEVZu3atAiiXL19W03zwwQeKs7Oz+t7Z2Vl555131Pd5eXlKw4YNi/R3hWSlKsr1k4qS8Evl8xA1rrT/o0IIIYQQQgghhBClKW3svrC//UbhIl+/fv34/fff2bZtG4GBgURERNChQwd1pkB0dDRubm5G38z29vbGwcGB6OjoCpXVvXt3UlNTOXXqFPv378fX1xd/f391BkVERAS+vr5q+lOnThEUFIS7uzu2trbq8j+FlxYD6NSpk/r7uXPnyMrKIiAgQJ2JYmNjw6effsqVK1dKrV9wcDBRUVFGr6efftooTZs2bdTfC/YPKVgS68KFC3Tu3Nko/d3vi9OyZUt0Op1RvgV5njx5EkVR8PT0NGrP/v371facOHGC0NBQo/OBgYEYDAZiYmKK7afSVHcbW7Zsqdbr8ccfL1cdyvvcNWzYkAYNGqjvfXx8MBgMRZbMKmBtbc13333H5cuXeeONN7CxsWHy5Ml07tyZjIyMctWtwMMPP5y/9FGhsi9duoRerzc6VpiPj49a/3K1UaPB3d0dJ6e6oM+G5GtQaNZXeRQ810eOHKF///4MHz6cfv36kZ6bTmJmInq9nnnz5tGmTRtq166NjY0Nu3fvLvI5Kw8rKyuaNGmivi/8LCcnJ3Pjxg2j50Wn09GxY8cKlWFQDFxKusS11GvoDfpC+2lYVLhaMsq6AAEAAElEQVS+QgghhBBCCCGEEOLfo0Y3Cv87GR+Wv5eDibm5euyhp56hY+8gNIUGsitq5Ptr8vM1+2sZmZa+PSuVl4WFBQEBAQQEBPDmm28yYsQIZs6cSUhICIqiGA3cFijpeGns7e1p164dERERHD58mB49etCtWzeioqK4dOkSFy9eVAMX6enp9OrVi169erF+/XqcnJyIi4sjMDCQnJwco3ytra3V3w1/Lsf13XffUb9+faN05oXuQUn1a9q0aalpCm/SXND+gjKL6xOlHAPQd2/8rNFo1DwNBgM6nY4TJ04YBT4AdcNxg8HA6NGjGT9+fJG8GzZsqP5euJ/KW5+721j4WIGy2rhjxw51jxBLy/ItD1TZ567gXFnPZpMmTWjSpAkjRozg9ddfx9PTk88//5xhw4ah1WqLtCm3CkvFlVTH8rbR2toaHD3g1iXITAIz2wqVV/i5Xr9+PS1btmTVR6vo9kw3AFYtW8Wyd5exbNkyWrdujbW1NRMnTizyOSuP4p7lu/uyMp+RwrL12eToc9Ar+vzlp2Q/DSGEEEIIIYQQQghRDhLUKCdTi6LfHtaZmKIzMS0mdVXzrZ7b4u3tra5z7+3tTVxcHNeuXVO/UX7u3DmSk5Np0aJFiXmYmZkZfWO9gJ+fH+Hh4Rw9epS33noLBwcHvL291c2nC/I8f/48iYmJLFiwQC33+PHj5aq7ubk5cXFxRrM+7gcvLy8iIyONjpWnzqVp3749er2emzdv0q1bt2LTdOjQgbNnz5YZkKkOzZs3JzIyksGDB6vHymqju7t7hcsp73MXFxfH77//Tr169QA4cuQIWq0WT0/Pcpfl4eGBlZWVurG6k5NTkT03oqKiigzY//TTT0XeN2vWzCj4VFwaLy+vCrURAHMbsHWF1HhI/6PEz1dZTE1Nee2115g+fToHgg5gaW3JT4d+IigoiBdeeAHID2BdunTJqA6VLa8we3t7nJ2diYyMVJ9lvV7PqVOnKrTRvJnWDHc7d/SKPj9AYu8G1nVBIxMIhRBCCCGEEEIIIUTJZPToH+DWrVv06NGD9evXc+bMGWJiYti8eTOLFi0iKCgIgJ49e9KmTRuCg4M5efIkkZGRDBkyBF9f31KXM/Lw8ODo0aPExsaSmJioftPfz8+PXbt2odFo8Pb2Vo9t2LDBKAjRsGFDzMzMWLFiBVevXmXbtm3MmTOnzDbZ2toyZcoUJk2aRFhYGFeuXOHUqVN88MEHhIWFlXptRkYGCQkJRq+kpKQyyywwbtw4duzYwdKlS7l06RKrV69m586dFZ7RUpinpyfBwcEMGTKEr776ipiYGI4dO8bChQvZsWMHANOmTePIkSOMHTtWnfWybds2xo0bV+lySzJu3Dg++eQTwsLCuHTpEnPnzuXMmTNVamNxyvvcWVhYMHToUE6fPs2BAwcYP348/fv3x8XFpdh8Z82axdSpU4mIiCAmJoZTp04xfPhwcnNzCQgIAKBHjx4cP36cTz/9lEuXLjFz5sxiNxa/du0a//3vf7lw4QKbNm1ixYoVTJgwwSjNoUOHWLRoERcvXuSDDz5g8+bNapoKf7ZsnMGuHtRpVuLnqzwGDRqERqPh60+/pr5NfZo1a8aePXs4fPgw0dHRjB49moSEBKNrqlJeYePGjWP+/Pl88803XLhwgQkTJpCUlFSh50en1WFjZoO9uX3+AY0GTC3AxKz0C4UQQgghhBBCCCHEv5oENaqRpZ0dOtPSZ27oTE2xtLOr1nJtbGzo0qUL7777Lt27d6dVq1bMmDGDkSNH8v777wP5S8Vs3boVR0dHunfvTs+ePWncuDGff/55qXlPmTIFnU6Ht7e3unQU5O+rAeDr66sOZPr6+qLX642CGk5OToSGhrJ582a8vb1ZsGABixcvLle75syZw5tvvsn8+fNp0aIFgYGBfPvttzRq1KjU6/73v//h6upq9Bo4cGC5ygR45JFHWLVqFUuXLqVt27bs2rWLSZMmYVHMrJqKWLt2LUOGDGHy5Mk0b96cp556iqNHj6rf7m/Tpg379+/n0qVLdOvWjfbt2zNjxgx1P4zqFBwczPTp05kyZQodOnQgJiaGkJCQKrcR8mcImPw526i8z13Tpk155pln6N27N7169aJVq1Z8+OGHJZbh6+vL1atXGTJkCF5eXjz++OMkJCSwe/dumjdvDkBgYCAzZsxg6tSpPPTQQ6SmpjJkyJAieQ0ZMoTMzEw6d+7M2LFjGTduHKNGjTJKM3nyZE6cOEH79u2ZM2cOS5YsITAwsEJtVGk0+YENra7Ez1d5mJmZ8fLLL/POO++QlpbGjBkz6NChA4GBgfj5+eHi4kLfvn2NrqlKeYVNmzaNgQMHMmTIEHx8fNT9X6rj+RFCCCGEEEIIIYQQojQapaILof/NpaSkYG9vT3JyMnZ3BReysrKIiYmhUaNGlR6cS0m8SWZKSonnLe3ssKtTt1J5i5ozcuRIzp8/z4EDB2q6KvdMQEAALi4urFu3rtJ56PV67OzsCAsL49lnn63G2t0bfn5+tGvXjmXLlpWYxsPDg4kTJzJx4sTqr4CiQPofoDUBq1pVysqgGEhITyA5O5kmDk0w092/GQ8Gg4EWLVrQv3//cs3EMigGkrKSsDSxxNLEEk12KmTeBnO7KveDqFnV8X9UCCGEEEIIIYQQ/06ljd0XJntqVDO7OnUlaPEPsHjxYgICArC2tmbnzp2EhYWVOnPg7yYjI4NVq1YRGBiITqdj06ZN7N27lz179lQ6z99++41PP/0UvV7P//3f/1Vjbf/BMpMg5Xr+PhKmVvnLL1WSBg1Z+iwMioG03DRq6e5dcODXX39l9+7d+Pr6kp2dzfvvv09MTAyDBg0q1/XZedkkpCeg0+po7tgcctLy+0KjlaCGEEIIIYQQQgghhCiVBDWEKEZkZCSLFi0iNTWVxo0bs3z5ckaMGFHT1ao2Go2GHTt2MHfuXLKzs2nevDlbtmyhZ8+elc6zXbt21K5dm3Xr1pW4F4a4i6UjZNzKH9RPioE6zUFbuVUBNRoNDWwakKPPwcbMpporakyr1RIaGsqUKVNQFIVWrVqxd+/eohujl1hZsDWzRavR5i9fl5uZf9zU8t5VWgghhBBCCCGEEEL8I8jyU4XIshlCiPtOnwt/nAdDHljVBoeGNV2j+y/hFzDkQu1mYH5vAzLi3pL/o0IIIYQQQgghhKis8i4/JRuFCyFETdKZgoN7/u8ZtyDjdrVkm2fIIz49Hr1BXy353TP6vPyABshMDSGEEEIIIYQQQghRJglqCCFETbOwAxvn/N+Tr0FeVpWyUxSFuNQ4bmfe5kbGjWqoYPVRFAWDYvjrQN6fS0/pzECrq5lKCSGEEEIIIYQQQoi/DQlqCCHEg8DWFcxsQFEgJ6NKWWk0GpytnDHTmeFo7lhNFaweWfoszt8+T2xybP4B2U9DCCGEEEIIIYQQQlSAbBQuhBAPAo0GHN3z99gws65ydtam1jR1aJq/EfcDJCsvC6OtnAx5+T8lqCGEEEIIIYQQQgghykGCGkII8aDQmeW/CihKfrCjkgoHNPIMeeg0uhoPcjiYO2Btav3XElR29cDGBVBKvU4IIYQQQgghhBBCCJDlp4QQ4sGUmwmJFyEvu8pZpWSncPnOZW5l3aqGilWNRqPBTGeGhYnFXwe1WtlPQwghhBBCCCGEEEKUiwQ1xD9WaGgoDg4ONV2Nv5WIiAg0Gg137twBar4PZ82aRbt27Wqs/BqVfB1yMyApFgpvrF0JeUoeeoOelJwU46WfhBBCCCGEEEIIIYT4m5Ggxj2iGBSyrtwhI+omWVfuoBju7UCin58fEydOLHJ869atRsvNTJ06FQ8PD1JTU43SPfnkk3Tv3h2DwXjwtFGjRuzatavUwW0HBwdCQ0PV9xqNhq1bt5ZY15CQEDQaDRqNBlNTU5ydnQkICGDNmjVFyq+KAQMGcPHixWrLrzqEhYXRuXNnrK2tsbW1pXv37mzfvr2mq1UlBfdSo9FgY2ND27ZtjZ6HiuRz93MzZcoU9u3bVz0V/btxaAgaXX5gI+X3KmXlaO5IPZt6eNh51OjyU9l52cSnxZOcnZx/IDMJ/rgAaTdqrE5CCCGEEEIIIYQQ4u9Fghr3QOYviSQsjCTxfz9z+7MLJP7vZxIWRpL5S2JNV405c+ZgY2PDf//7X/XYmjVrCA8PZ+3atWi1fz0SZ86c4datW/j7+1d7PR577DHi4+OJjY1l586d+Pv7M2HCBJ544gny8vKqpQxLS0vq1q1bLXlVhylTpjB69Gj69+/P6dOniYyMpFu3bgQFBfH+++/f07JzcnLuaf5r164lPj6e06dPM2DAAIYNG8b3339f5XxtbGyoXbt2NdTwb8jELH/jcID0PyDzTqWz0mg0OFo4otXU7J/89Lx0bmfdJikrKf9ATkZ+0EZ/b59PIYQQQgghhBBCCPHPIUGNapb5SyK31kejTzYepNMn53BrfXSNBzbMzc0JCwsjLCyMXbt2ERcXx6RJk1i0aBFNmjQxSvvNN98QGBiIubn5PamHi4sL9evXp0OHDrz22mt888037Ny50+hb/snJyYwaNYq6detiZ2dHjx49OH36tHr+9OnT+Pv7Y2tri52dHR07duT48eNA8UsnzZ07l7p162Jra8uIESN49dVXjZY3CgkJoW/fvixevBhXV1dq167N2LFjyc3NrVJ7f/rpJ5YsWcI777zDlClTaNq0KS1atGDevHlMnDiR//73v1y7do3k5GQsLS3ZtWuX0fVfffUV1tbWpKWlAXD9+nUGDBiAo6MjtWvXJigoiNjY2CLtmD9/PvXq1cPT0xOA9evX06lTJ2xtbXFxcWHQoEHcvHmzSm2D/Nk6Li4uNGnShNdee41atWqxe/du9fyxY8cICAigTp062Nvb4+vry8mTJ9XzHh4eADz99NNoNBr1/d3LT5Xn/sTHx9OnTx8sLS1p1KgRGzduxMPDg2XLllW5nfedhT1Y/xmYuxNXLftrKIpCUlYSaTlpVc6roix0FtS2rI29uX3+gdzM/J8mlve9LkIIIYQQQgghhBDi70mCGmVQFAVDjr5cL31WHknbrpSaX9K2K+iz8sqV371a+75jx45Mnz6dESNGMHjwYB566CFefPHFIum2bdtGUFDQPalDcXr06EHbtm356quvgPy+79OnDwkJCezYsYMTJ07QoUMHHn30UW7fvg1AcHAwDRo04NixY5w4cYJXX30VU1PTYvPfsGED8+bNY+HChZw4cYKGDRuycuXKIunCw8O5cuUK4eHhhIWFERoaWqnllArbtGkTNjY2jB49usi5yZMnk5uby5YtW7C3t6dPnz5s2LDBKM3GjRsJCgrCxsaGjIwM/P39sbGx4ccff+TgwYPY2Njw2GOPGc3I2LdvH9HR0ezZs0dd4ionJ4c5c+Zw+vRptm7dSkxMDCEhIVVqW2F6vZ4vvviC27dvG92H1NRUhg4dyoEDB/jpp59o1qwZvXv3VpdBO3bsGPDXjI+C98Up6/4MGTKE33//nYiICLZs2cJHH31ULYGbGmPnCqZWoOirZX+NO9l3+D3td66nXSfPUD2zosrLytQKF2sXHC0cQVEg78+ghqkENYQQQgghhBBCCCFE+ZjUdAUedEqugd/fPFxt+RlScoifdaRcaeu91RWNma7ayi7sjTfeYO3atRw9epSLFy8WWWf/+vXrnD59mt69e9+T8kvi5eXFmTNngPzB659//pmbN2+qs0UWL17M1q1b+fLLLxk1ahRxcXG88soreHl5AdCsWbMS816xYgX/+c9/GDZsGABvvvkmu3fvVmc/FHB0dOT9999Hp9Ph5eVFnz592LdvHyNHjqx0uy5evEiTJk0wMzMrcq5evXrY29ur+38EBwczZMgQMjIysLKyIiUlhe+++44tW7YA8Nlnn6HVavn444/V+7Z27VocHByIiIigV69eAFhbW/Pxxx8blTl8+HD198aNG7N8+XI6d+5MWloaNjY2lW7fwIED0el0ZGVlodfrqVWrFiNGjFDP9+jRwyj96tWrcXR0ZP/+/TzxxBM4OTkBf834KE1p9+f8+fPs3buXY8eO0alTJwA+/vjjUp+LB55GC44e+XtPaLRgMICu8vFoe3N7bmfdxs7MDp3m3vx9KRdDXv4LZKaGEEIIIYQQQgghhCg3manxL7Vnzx7i4+NRFKXYb8Vv27aNRx55hFq1at3XeimKog7UnzhxgrS0NGrXro2NjY36iomJ4cqV/Bkx//3vfxkxYgQ9e/ZkwYIF6vHiXLhwgc6dOxsdu/s9QMuWLdHp/hrsdXV1LfGb/nFxcUZ1e/vttyvcZjBud58+fTAxMWHbtm0AbNmyBVtbWzVYceLECS5fvoytra1abq1atcjKyjJqf+vWrYsEUU6dOkVQUBDu7u7Y2tri5+entqMq3n33XaKiotizZw/t2rXj3XffpWnTpur5mzdvMmbMGDw9PbG3t8fe3p60tLRKlVva/blw4QImJiZ06NBBPd+0aVMcHR2r0LoHgIk51GkGtZuCrmqxaK1GS2P7xjhZOd3XTcPzDHlk67P/moGmLj1lDlr5VySEEEIIIYQQQgghykdmapRBY6ql3ltdy5U2OyaZW2vPlpmu9rCWmDeyL1fZ5WVnZ0dycnKR43fu3MHOzs7oWFJSEiNHjuS1117D1NSUl156CV9fX+rUqaOmuXvpKTs7O9LS0tDr9UYDynq9nrS0NOzty25PeURHR9OoUSMADAYDrq6uREREFElXsFfGrFmzGDRoEN999x07d+5k5syZfPbZZzz99NPF5n/3IG5xS3zdvXyVRqPBYCh+yZ969eoRFRWlvi8pCOTp6cnBgwfJyckpEmj4/fffSUlJUWcTmJmZ8eyzz7Jx40aef/55Nm7cyIABAzAxyf+4GgwGOnbsWGSJKkCd8QD5MzUKS09Pp1evXvTq1Yv169fj5OREXFwcgYGBVd5I3MXFhaZNm9K0aVM2b95M+/bt6dSpE97e3kD+Xhh//PEHy5Ytw93dHXNzc3x8fCpVbmn3p6Ql2+7VUm731d1LNCmG/JkblVD4c6AoCnpFj4n23v47SMlJIT4tHlszWxraNczfIBxkloYQQgghhBBCCCGEqBD5emwZNBoNWjNduV4WzRzR2RddXqgwnb05Fs0cy5VfRb5F7eXlpW6QXdixY8do3ry50bFx48ZRt25d3njjDV599VXc3Nx4+eWX1fNpaWmEh4fz1FNPGeWv1+s5deqUUV4nT55Er9cXKaMyfvjhB37++Wf69esHQIcOHUhISMDExEQdMC94FQ7AeHp6MmnSJHbv3s0zzzzD2rVri82/efPmREZGGh0rrs8q4u66lRTUeP7550lLS2P16tVFzi1evBhTU1O13ZC/BNWuXbs4e/Ys4eHhBAcHq+c6dOjApUuXqFu3bpF+KS24dP78eRITE1mwYAHdunXDy8vrnuw10bRpU/r168f06dPVYwcOHGD8+PH07t2bli1bYm5uTmJiotF1pqam6PX6KpXt5eVFXl6e0XN6+fJl7ty5U6V8HygGA9y5Brcu5+9LUQW5+lx+TfmVX1N+xVDFvTrKojfo0Wg0mOvyl5JDowGdmeynIYQQQgghhBBCCCEqRIIa1Uij1eDwZJNS0zg82RiNtvqXfHnppZe4cuUKY8eO5fTp01y8eJEPPviATz75hFdeeUVN9/XXX7N582bCwsIwNTXFxMSE0NBQvv76a3XPhl27dtGsWTMaN26sXuft7c3jjz/O8OHD2bt3LzExMezdu5f//Oc/PP744+o38ssrOzubhIQErl+/zsmTJ3n77bcJCgriiSeeYMiQIQD07NkTHx8f+vbty/fff09sbCyHDx/mjTfe4Pjx42RmZvLyyy8TERHBr7/+yqFDhzh27BgtWrQotsxx48bxySefEBYWxqVLl5g7dy5nzpy5L0vw+Pj4MGHCBF555RWWLFnClStXOH/+PG+88QbvvfceS5Yswc3NTU3v6+uLs7MzwcHBeHh48PDDD6vngoODqVOnDkFBQRw4cICYmBj279/PhAkT+O2330qsQ8OGDTEzM2PFihVcvXqVbdu2MWfOnHvS3smTJ/Ptt9+qQaOmTZuybt06oqOjOXr0KMHBwVhaGg9me3h4sG/fPhISEkhKSqpUuV5eXvTs2ZNRo0YRGRnJqVOnGDVqFJaWlvd1qaV7ypALmbchJx1S46ucXZY+ixx9Dll5WdVQuZI5WTnhVcuLOpZ/BiRtnMG5Zf5PIYQQQgghhBBCCCHKSYIa1cyyVR1qv9CiyIwNnb05tV9ogWWrOiVcWTUeHh4cOHCAK1eu0KtXLx566CFCQ0MJDQ3lueeeAyAxMZExY8Ywc+ZM2rRpo17bqlUrZs6cyUsvvURiYiLffPON0dJTBT777DN69uzJiy++iLe3Ny+++CKPPvoomzZtqnB9d+3ahaurKx4eHjz22GOEh4ezfPlyvvnmG3V5K41Gw44dO+jevTvDhw/H09OT559/ntjYWJydndHpdNy6dYshQ4bg6elJ//79efzxx5k9e3axZQYHBzN9+nSmTJlChw4diImJISQkBAsLiwrXvzKWLVvGhx9+yGeffUbr1q3p2LEj+/fvZ+vWrYwbN84orUajYeDAgZw+fdpolgaAlZUVP/74Iw0bNuSZZ56hRYsWDB8+nMzMzCJLjRXm5OREaGgomzdvxtvbmwULFrB48eJ70tbWrVvTs2dP3nzzTQDWrFlDUlIS7du3Z/DgwYwfP566desaXbNkyRL27NmDm5sb7du3r3TZn376Kc7OznTv3p2nn36akSNHYmtre9/u8z1nYg4ODfN/T7sBWSmVzspUZ0oDmwY0tm+MlalVNVWwZFqNFp32rs3J/ynBJiGEEEIIIYQQQghxX2iUf8Ri8+WXkpKCvb09ycnJRQaAs7KyiImJoVGjRlUeAFUMCtkxyRhSc9DammHeyP6ezNCobnq9nrp167Jz585iN9H+pwkICMDFxYV169bVdFXEPfLbb7/h5ubG3r17efTRR2u6OtXnThxk3AKtCTh5gc607GseFAX/diSg8Y9Tnf9HhRBCCCGEEEII8e9S2th9YbJR+D2i0WqwaOJQ09WosFu3bjFp0iQeeuihmq5KtcvIyGDVqlUEBgai0+nYtGkTe/fuZc+ePTVdNVGNfvjhB9LS0mjdujXx8fFMnToVDw8PunfvXtNVq152DSAnA/IyISkWajetcpAgW59NcnYyTpZO1bpc153sOyRnJ2NvZo+DhUN+MCbld7CqDfb1q60cIYQQQgghhBBCCPHPJ0ENYaRgA/F/ooLlrObOnUt2djbNmzdny5Yt9OzZs6arJqpRbm4ur732GlevXsXW1pauXbuyYcMGTE3/RjMZykOrBUcPSLwAOWmQmgB2rpXOTm/Qc/XOVQyKATOtWX7woZpk5GaQlpOGhe7Pb+7nZYGiB/5VEwWFEEIIIYQQQgghRDWQoIb417C0tGTv3r01XQ1xjwUGBhIYGFjT1bg/TC3A3g2SfwNTy7LTl0Kn1VHHsg7puelYm1pXUwXz1bKohYXOAkuTP+uYm5n/s4p1FkIIIYQQQgghhBD/PhLUEEKIvzOrWmBuB7qq/zmvY1mHOpZ1qnXpKQALEwssTP6cpaEofwU1TCSoIYQQQgghhBBCCCEqRlvTFRBCCFFFhQMa+ty/NuKuII1GYxTQyDPkVbVmRelz/1x6SpM/00QIIYQQQgghhBBCiAqQoIYQQvxTZKXAzWhIu1GlbBRFITEzkYtJF8nIzahSXpl5maTmpP4VIMkrmKVhDhr5FySE+H/27j0ux/t/4Pjr7qh0IjogiiTltBw2bBRZjsN8hzE0YuRYDnOanDfHGea0SW3fjc0ctxEiZjklin1FtNJGDc2hnNLd9fujX9e6VSSl4f38Pu7Huj/X5/p83tfVdV/5Xu/78/kIIYQQQgghhBBPRp4oCSHEiyL7/0dBpKfA/YxiN6PRaLiXdQ9FUbiZefOpQrp+7zrJt5JJu5uWUyDraQghhBBCCCGEEEKIpyBJDSGEeFGYVMx5AVxPAm3xp4+yL29PVbOq2JnaPVVIBnoGGOkb/bNIuL4RGJmDkdlTtSuEEEIIIYQQQgghXk6yULgQQrwoNBqwrAaZt0F7H25chIo1c8qfkL6ePlblrJ46JBtTG2xMbf4pMK2Y8xJCCCGEEEIIIYQQohhkpIZ4YYWEhGBlZVXWYZSp6dOn06hRoxJrb//+/Wg0Gm7cuFFibf4bJCUlodFoiImJKetQnp6ePlR0AjRw/xbcvvLUTWYr2Vy5c4UH2gdPH58QQgghhBBCCCGEEE9BkhovCE9PT8aMGZOvfOvWrWjyfEt7woQJODo6kp6erlOvS5cutGrViuzsbJ1yJycnwsLCHpkgsLKyIiQkRH2v0WjYunVrobH6+vqi0WjQaDQYGhpia2tLu3btCA4Oztf/0+jVqxfx8fEl1l5J2LRpE56enlhaWmJmZkaDBg2YOXMmf//9d6n0N27cOPbu3VsqbT9rea8bAwMDqlevzrBhw7h+/foTt9OtWzedMgcHB1JSUqhXr14JRlyGDE1yRmwA3ErJGbnxFFJup3D1zlUuZVxCUZQi75evbrYWsos/JZYQQgghhBBCCCGEEJLUKGEREREcOHCgwG0HDhwgIiLiGUeka9asWZiZmREYGKiWBQcHExERwbp169DT++eSOHXqFGlpaXh5eZV4HO3btyclJYWkpCR27tyJl5cXo0ePpnPnzmRllcxDTxMTE2xsbB5f8RmZMmUKvXr1omnTpuzcuZPffvuNRYsWERsby9dff13sdjMzM/OVKYpCVlYWZmZmWFtbP03Y/yp5r5svv/ySH3/8EX9//6duV19fHzs7OwwMXqAZ+UytoZxVzlRPBuWeqqlK5SphqGdIxXIVdZKkj5NyO4Xz189z8/7/LzZ+9zqkns5Z70MIIYQQQgghhBBCiGKQpEYJ09PTKzCxkZvQyJs0KAvGxsaEhoYSGhpKWFgYycnJBAQEMH/+fGrVqqVTd9u2bfj4+GBsbFwqcdjZ2VG1alU8PDyYPHky27ZtY+fOnTqjPm7evMmQIUOwsbHBwsKCNm3aEBsbq26PjY3Fy8sLc3NzLCwsaNy4McePHwcKnn5q9uzZ2NjYYG5ujp+fHxMnTtSZnin3W/wLFy7E3t4ea2trhg8fzoMHTzftzrFjx5g7dy6LFi1iwYIFtGjRAkdHR9q1a8emTZsYMGCATv95jRkzBk9PT/W9p6cnI0aMIDAwkEqVKtGuXTt1Wqhdu3bRpEkTjI2NOXjwYIHTTwUHB+Pu7o6xsTH29vaMGDECKHgKphs3bqDRaNi/f3+Bx1VQ+0uWLMHR0VF9n3tMc+fOxdbWFisrK2bMmEFWVhbjx4+nYsWKVKtWjeDg4Meex9zrplq1arz55pv06tWL3bt3q9u1Wi2DBg3CyckJExMT6tSpw2effaYTb2hoKNu2bVNHfezfvz/fseeez71799KkSRNMTU1p0aIF586d04nncddTmdJooIIjWFXPmZLqKRgbGONcwRkLY4sn2u9u1l0ytZlo+P9EyIO7Of/VN3yqeIQQQgghhBBCCCHEy0uSGkWUmZlZ6CvvA+/WrVvTqlUrIiIi2LdvH5mZmezbt4+IiAhatWpFixYtitRuaWrcuDGTJk3Cz8+Pfv360bRpU4YNG5av3vbt2+natWupxpJXmzZtaNiwIZs3bwZyRht06tSJ1NRUduzYQXR0NB4eHrRt21adrqlv375Uq1aNqKgooqOjmThxIoaGBT8w/eabb5gzZw7z5s0jOjqa6tWrs3Llynz1IiIiSEhIICIigtDQUEJCQnQSLcXxzTffYGZmVuiogidd+yM0NBQDAwMiIyNZvXq1Wj5hwgQ+/vhj4uLiaNCgQb79Vq5cyfDhwxkyZAinT59m+/btODs7P1HfxbFv3z4uX77ML7/8wuLFi5k+fTqdO3emQoUKHD16lKFDhzJ06FD++OOPIrf5+++/ExYWpvP7zs7Oplq1anz//fecOXOGadOmMXnyZL7//nsgZzqunj17qiM+UlJS8n0m85oyZQqLFi3i+PHjGBgYMHDgQHVbUa+nMpV3VIWiPNU0VHqaf/5caLO1ZCuPnyquhkUNaljUwNTQNKcgN6lhYFLsOIQQQgghhBBCCCHEy+0FmmuldM2dO7fQbbVr16Zv377q+8OHDwPwyy+/8Msvv6jlv/zyCxcvXuT9999Xy5YsWcKdO3fytTl9+vQSiLpwU6dOZd26dRw9epT4+Ph8U8pcunSJ2NhYOnbsWKpxPMzV1ZVTp04BOcmF06dPc+XKFXW0yMKFC9m6dSs//PADQ4YMITk5mfHjx+Pq6grk/C4Ks2zZMgYNGqSe/2nTprF7924yMjJ06lWoUIHly5ejr6+Pq6srnTp1Yu/evQwePLjYx3X+/Hlq1qxZaMLlSTk7OzN//nz1fWpqKgAzZ86kXbt2he43e/Zsxo4dy+jRo9Wypk2blkhMj1KxYkWWLl2Knp4ederUYf78+dy5c4fJkycDMGnSJD755BMiIyPp3bt3oe389NNPmJmZodVquXfvHgCLFy9WtxsaGjJjxgz1vZOTE4cOHeL777+nZ8+emJmZYWJiwv3797Gzs3ts3HPmzKF169YATJw4kU6dOnHv3j3KlStX5OvpXyFbC9cT4X4GVKoNRuWL3dTdrLv8mf4n5Q3LU8WsyiPrGugZYGZklvNGUSDr/5MahpLUEEIIIYQQQgghhBDFIyM1XlJ79uwhJSUFRVGIiorKt3379u20bNmSihUrPtO4FEVREyzR0dFkZGRgbW2NmZmZ+kpMTCQhIQGAwMBA/Pz88Pb25pNPPlHLC3Lu3DmaNWumU/bwewB3d3f09f+Zrsfe3p4rV64U2GZycrJObIUlv/IeV0lo0qTJE5UDXLlyhcuXL9O2bdsSi6Oo3N3ddaZes7W1pX79+up7fX19rK2tCz3Puby8vIiJieHo0aOMHDkSHx8fRo4cqVNn1apVNGnShMqVK2NmZsYXX3xBcnJyseLOO9rF3t4eQI2xqNfTv4JGL+eFkrOexVMs1q3N1pKpzSQ9M52sJ2lHmwlKNqB56jU+hBBCCCGEEEIIIcTLS0ZqFFHuN8oL8vDD6vHjx/Prr7/yyy+/oK+vj1arpVWrVrz++uv56o4ZM6ZE4rOwsODmzZv5ym/cuIGFhe48+NevX2fw4MFMnjwZQ0ND/P39ad26NZUqVVLrPDz1lIWFBRkZGWi1Wp0H/lqtloyMDCwtLUvkOOLi4nBycgJyphKyt7cvcD2H3Omapk+fTp8+ffj555/ZuXMnQUFBbNiwge7duxfY/sPnX1GUfHUeHk2h0WjIzi54qp0qVarorEFRWBLIxcWFX3/9lQcPHjxytIaenl6+mApaz6N8+YK/aV9YOeQsnP4ouUmHvP0/bi2RosZb0Dl9kvOcq3z58up0WUuXLsXLy4sZM2Ywa9YsAL7//nsCAgJYtGgRzZs3x9zcnAULFnD06NFHtluYvDHmXjt5YyzK9fSvoNHkrK1x9VxOcuFGMlRw0p2eqojMjMyoalYVMyMzDPQK/xNy/d51spVszI3MMdI3+mfqKcNyxepXCCGEEEIIIYQQQgiQkRpFZmRkVOjr4Yezhw8f5pdffsHLy4uPPvoILy8vfvnlFw4fPpyvbmFtPilXV1d1gey8oqKiqFOnjk7ZyJEjsbGxYerUqUycOBEHBwd1sWiAjIwMIiIieOutt3Ta12q1nDx5UqetEydOoNVq8/VRHPv27eP06dP06NEDAA8PD1JTUzEwMMDZ2VnnlTcB4+LiQkBAALt37+btt99m3bp1BbZfp04djh07plNW0Dl7Eg/HVlhSo0+fPmRkZLBixYoCt9+4cQOAypUrk5KSorMtb9LkaZibm+Po6MjevXsL3F65cmUAnf4f13flypVJTU3VeZhfUvEWRVBQEAsXLuTy5csAHDx4kBYtWuDv788rr7yCs7NzvtE7RkZGaLXap+67NK6nUqVnkLNwOBq4dxPuXCt2U1blrB6Z0AD4+97fpN5O5V5WzjRhsp6GEEIIIYQQQgghhCgJktQoYQcOHCAiIgIvLy91Lv7WrVvj5eVFREQEBw4cKJV+/f39SUhIYPjw4cTGxhIfH8/nn3/O2rVrGT9+vFpvy5YtbNy4kdDQUAwNDTEwMCAkJIQtW7awadMmAMLCwqhduzY1a9ZU93Nzc6NDhw4MHDiQ8PBwEhMTCQ8PZ9CgQXTo0AE3N7cnivf+/fukpqZy6dIlTpw4wdy5c+natSudO3emf//+AHh7e9O8eXO6devGrl27SEpK4tChQ0ydOpXjx49z9+5dRowYwf79+7l48SKRkZFERUVRt27dAvscOXIka9euJTQ0lPPnzzN79mxOnTpVotNCFebVV19lwoQJjB07lgkTJnD48GEuXrzI3r17eeeddwgNDQVyFks/fvw4X331FefPnycoKIjffvutxOKYPn06ixYtYunSpZw/f54TJ06wbNkyIGckx2uvvcYnn3zCmTNn+OWXX5g6deoj2/P09OTq1avMnz+fhIQEPv/8c3bu3Fli8T6Op6cn7u7u6rRfzs7OHD9+nF27dhEfH89HH32Ub3o1R0dHTp06xblz57h27dpjR6MUpiyvp2IzKg8W/78Oxs1LkJl/PZ8ndTvzNjfu3chXbmFkgZmRGeVyp5oyKg+mlaCcRb66QgghhBBCCCGEEEIUlSQ1Slh2drZOQiNXbmLjcdPrFJejoyMHDx4kISGBN998k6ZNmxISEkJISAjvvPMOANeuXWPo0KEEBQXprBVQr149goKC8Pf359q1a2zbtk1n6qlcGzZswNvbm2HDhuHm5sawYcNo27Yt69evf+J4w8LCsLe3x9HRkfbt2xMREcHSpUvZtm2bOr2VRqNhx44dtGrVioEDB+Li4kLv3r1JSkrC1tYWfX190tLS6N+/Py4uLvTs2ZMOHTroLBSdV9++fZk0aRLjxo3Dw8ODxMREfH19KVfu2czvP2/ePL799luOHj2Kj48P7u7uBAYG0qBBAwYMGACAj48PH330ERMmTKBp06akp6erSZ6SMGDAAJYsWcKKFStwd3enc+fOnD9/Xt0eHBzMgwcPaNKkCaNHj2b27NmPbK9u3bqsWLGCzz//nIYNG3Ls2DHGjRtXYvEWRWBgIF988QV//PEHQ4cO5e2336ZXr168+uqrpKWl4e/vr1N/8ODB1KlTR113IzIyslj9lvX1VGzlK4OxJaDAjYs5C3gX050Hd0i6lcTl25e5n3VfZ1tl08rUsKiRM/UU5CQzrBzApMJTBC+EEEIIIYQQQgghXnYa5V87CXzpuHXrFpaWlty8eTPfWhP37t0jMTERJyenf/+DyVKi1WqxsbFh586d/95Fj0tQu3btsLOz4+uvvy7rUMQL4Lm5nrRZcD0RLKqCkWmxm1EUheT0ZAz1DLE1tUVfT//xO4kXmvwdFUIIIYQQQgghRHE96tl9XrJQuNCRlpZGQEAATZs2LetQStydO3dYtWoVPj4+6Ovrs379esLDw9mzZ09ZhyaeQ8/19aRvAJVqP3UzGo0GB3MH9DR6ZGozyczKBCArOwt9jf4/U3Fps9BXsjEyMgc9GSAohBBCCCGEEEIIIYpPkhpCR+4C4i+i3OmsZs+ezf3796lTpw6bNm3C29u7rEMTz6EX6nrKvA0aPTB88kW8cxMaF25c4FED/zSAs8YYI2vnpwhUCCGEEEIIIYQQQrzsJKkhXhomJiaEh4eXdRjiBfHCXE93b+ZMRWVgBJXqQDGmkNIq2kcmNAAUQGtgXMwghRBCCCGEEEIIIYTIIfOACCHEy8zIFPQMIOs+3PyzdPuSpIYQQgghhBBCCCGEeEqS1BBCiJeZviFUcMz5+e7fcCetFPuSpIYQQgghhBBCCCGEeDqS1BBCiJedsRmY2+f8fPNPeHC3dPrRNyqddoUQQgghhBBCCCHES0OSGkIIIcDMFozMQcmG60mQrS35PjQl36QQQgghhBBCCCGEeLlIUkMIIQRoNFChxv+vr3GvdKehEkIIIYQQQgghhBCimAzKOgAhhBD/Ernrazy4A+Url3U0QgghhBBCCCGEEELkIyM1xAsrJCQEKyursg6j2Dw9PRkzZkxZh/HSmj59Oo0aNSrrMJ49Y/Ocqag0RZ8rSl+jj+Yx9TUaDfoa/aeNTgghhBBCCCGEEEK85CSpUcLu3bvMrfTfCn3du3e5VPot7AH41q1bdR42TpgwAUdHR9LT03XqdenShVatWpGdna1T7uTkRFhY2CMTBFZWVoSEhKjvNRoNW7duLTRWX19fNBoNGo0GQ0NDbG1tadeuHcHBwfn6fxq9evUiPj6+xNp7GklJSWg0GmJiYkq1H61Wy8cff4yrqysmJiZUrFiR1157jXXr1pVqvyXtcddQ3nq5LzMzMxo2bKhzLT5Nf+PGjWPv3r1P3NYLJVsLt1LgMZ9LI30jnK2cqWlVs9CXs5UzRrJQuBBCCCGEEEIIIYR4SjL9VAm6d+8yh494k519v9A6enrGNH8tnHLlqjzDyP4xa9YsduzYQWBgIF988QUAwcHBREREEBsbi57eP3muU6dOkZaWhpeXF+vXry/RONq3b8+6devQarX89ddfhIWFMXr0aH744Qe2b9+OgcHTX5omJiaYmJiUQLTPj+nTp7NmzRqWL19OkyZNuHXrFsePH+f69etlHVqRZGZmYmT0ZA++161bR/v27bl9+zbfffcd77//Pvb29vj4+DxVLGZmZpiZmT1VG881RYG/f4fMDMjOAiuHR1YvMGGRdQ8y74CRKUhCQwghhBBCCCGEEEKUABmpUYIyH/z9yIQGQHb2fTIf/P2MIsrP2NiY0NBQQkNDCQsLIzk5mYCAAObPn0+tWrV06m7btg0fHx+MjY1LJQ47OzuqVq2Kh4cHkydPZtu2bezcuVPnm/Y3b95kyJAh2NjYYGFhQZs2bYiNjVW3x8bG4uXlhbm5ORYWFjRu3Jjjx48DBU8/NXv2bGxsbDA3N8fPz4+JEyfqTDHk6+tLt27dWLhwIfb29lhbWzN8+HAePHhQ4ufgwIEDNGvWDGNjY+zt7Zk4cSJZWVk6dbKyshgxYgRWVlZYW1szdepUFEUptM0ff/wRf39/3nnnHZycnGjYsCGDBg0iMDBQrePo6MiSJUt09mvUqBHTp09X32s0GlauXEmHDh0wMTHBycmJjRs3qttzR55s2LCBFi1aUK5cOdzd3dm/f/8THaOnpycjRowgMDCQSpUq0a5dOxwdHQHo3r07Go1GfV8YKysr7OzsqFWrFpMnT6ZixYrs3r1b3R4VFUW7du2oVKkSlpaWtG7dmhMnTuicj4L6e3j6qaJcGykpKXTq1Ek9Z99++22B5/u5oNHkTEMFcOca3C1GYuzeLbhxEW6Vzgg1IYQQQgghhBBCCPHykaRGEWm1d9Bq7+g8UM7OzkSrvfPYREbR2v1nepfs7JJ/gJ5X48aNmTRpEn5+fvTr14+mTZsybNiwfPW2b99O165dSzWWvNq0aUPDhg3ZvHkzAIqi0KlTJ1JTU9mxYwfR0dF4eHjQtm1b/v47JzHUt29fqlWrRlRUFNHR0UycOBFDQ8MC2//mm2+YM2cO8+bNIzo6murVq7Ny5cp89SIiIkhISCAiIoLQ0FBCQkKKNaXRo1y6dImOHTvStGlTYmNjWblyJWvXrmX27Nk69UJDQzEwMODo0aMsXbqUTz/9lC+//LLQdu3s7Ni3bx9Xr1596hg/+ugjevToQWxsLO+99x7vvvsucXFxOnXGjx/P2LFjOXnyJC1atOCtt94iLS2tWMcYGRnJ6tWriYqKAnJGYKSkpKjvH0er1fL999/z999/61wD6enpDBgwgIMHD3LkyBFq165Nx44d1SnYnqS/x10b/fv35/Lly+zfv59NmzaxZs0arly5UqT4/5XKWfyT2LiRDFlPeK97cDfnv4Yv14gpIYQQQgghhBBCCFF6ZPqpItp/oD4Ab7x+DCMjawAuJn/B778vpop9T+rW/bhY7UYeas2DB3/zarOdmJm5AJCSsomqVXuXTOCFmDp1KuvWrePo0aPEx8fnW+T30qVLxMbG0rFjx1KN42Gurq6cOnUKyHmAfPr0aa5cuaKOFlm4cCFbt27lhx9+YMiQISQnJzN+/HhcXV0BqF27dqFtL1u2jEGDBvH+++8DMG3aNHbv3k1GRoZOvQoVKrB8+XL09fVxdXWlU6dO7N27l8GDB5fYca5YsQIHBweWL1+ORqPB1dWVy5cv8+GHHzJt2jR1GjAHBwc+/fRTNBoNderU4fTp03z66aeFxrJ48WL+85//YGdnh7u7Oy1atKBr16506NDhiWN855138PPzA3KmLduzZw/Lli1jxYoVap0RI0bQo0cPAFauXElYWBhr165lwoQJRT5GZ2dn5s+fn6//3BEYj/Puu++ir6/PvXv30Gq1VKxYUY0bcpJlea1evZoKFSpw4MABOnfuTOXKlYvc36OujbNnzxIeHk5UVBRNmjQB4Msvv3zkNflcMLeH+xnw4DZcT4RKLqApYj48N6lhIEkNIYQQQgghhBBCCFEyZKTGS2rPnj2kpKSgKEqB30zfvn07LVu2pGLFis80LkVR1ARLdHQ0GRkZWFtbq+sbmJmZkZiYSEJCAgCBgYH4+fnh7e3NJ598opYX5Ny5czRr1kyn7OH3AO7u7ujr66vv7e3tC/22fXJysk5sc+fOLdJxxsXF0bx5c51kUsuWLcnIyODPP/9Uy1577TWdOs2bN+f8+fNotdoC23Vzc+O3337jyJEjvP/++/z111906dJF5yF/UTVv3jzf+4dHauStY2BgQJMmTdQ6RT3G3ARAcX366afExMSwZ88eGjVqxKeffoqzs7O6/cqVKwwdOhQXFxcsLS2xtLQkIyOD5OTkJ+7rUdfGuXPnMDAwwMPDQ93u7OxMhQoVnuLo/gU0GqjgCBr9nCRFUaeSUrJz1tQAGakhhBBCCCGEEEIIIUqMjNQoIs/WpwHQ0/vn4VyN6oOp7vA+Go1+Ybs9VssWB/6/3XJqmb19jydux8LCgps3b+Yrv3HjBhYWFjpl169fZ/DgwUyePBlDQ0P8/f1p3bo1lSpVUus8PPWUhYUFGRkZaLVanYe6Wq2WjIwMLC0tnzjmgsTFxeHk5ARAdnY29vb2+dZpANS1MqZPn06fPn34+eef2blzJ0FBQWzYsIHu3bsX2P7DI1IKWp/i4emrNBoN2dnZ+eoBVKlShZiYGPV9UZNAeZM3D8fycPmT0tPTo2nTpjRt2pSAgAD++9//0q9fP6ZMmYKTkxN6enr5jruoa4YUJbbcOkU9xvLlyxep78LY2dnh7OyMs7MzGzdu5JVXXqFJkya4ubkBOWthXL16lSVLllCjRg2MjY1p3rw5mZmZT9zXo66NwtY6edQaKM8NAyOoUCNn4fC718HMDvQf8+cj6z6g5CRDZJFwIYQQQgghhBBCCFFCZKRGEenrm6Kvb6rzMFZPzwh9fVP09Iq/kPY/7f7zq9DTK3hNiEdxdXVVF8jOKyoqijp16uiUjRw5EhsbG6ZOncrEiRNxcHBgxIgR6vaMjAwiIiJ46623dNrXarWcPHlSp60TJ06g1Wrz9VEc+/bt4/Tp0+p0Rh4eHqSmpmJgYKA+tM595U3AuLi4EBAQwO7du3n77bdZt25dge3XqVOHY8eO6ZQVdM6exMOxFTWp4ebmxqFDh3QeeB86dAhzc3OqVq2qlh05ckRnv9w1IfImlorSF8Dt27cBqFy5MikpKer2W7dukZiYmG+/gvrOnearoDpZWVlER0erdYp6jAUxNDQsdDTKozg7O9OjRw8mTZqklh08eJBRo0bRsWNH3N3dMTY25tq1ayXSX16urq5kZWXpfEYuXLjAjRs3nqrdf41ylmDpAJXrPD6hAXnW0yiXM9pDCCGEEEIIIYQQQogSIEmNF4S/vz8JCQkMHz6c2NhY4uPj+fzzz1m7di3jx49X623ZsoWNGzcSGhqKoaEhBgYGhISEsGXLFjZt2gRAWFgYtWvXpmbNmup+bm5udOjQgYEDBxIeHk5iYiLh4eEMGjSIDh06qA/Oi+r+/fukpqZy6dIlTpw4wdy5c+natSudO3emf//+AHh7e9O8eXO6devGrl27SEpK4tChQ0ydOpXjx49z9+5dRowYwf79+7l48SKRkZFERUVRt27dAvscOXIka9euJTQ0lPPnzzN79mxOnTr11CMjisPf358//viDkSNHcvbsWbZt20ZQUBCBgYHqWhMAf/zxB4GBgZw7d47169ezbNkyRo8eXWi7//nPf/j00085evQoFy9eZP/+/QwfPhwXFxc12dCmTRu+/vprDh48yG+//caAAQMKTJJs3LiR4OBg4uPjCQoK4tixYzrJL4DPP/+cLVu2cPbsWYYPH87169cZOHDgEx1jQRwdHdm7dy+pqalcv369yOcVYOzYsfz4449qwsrZ2Zmvv/6auLg4jh49St++fTEx0Z0O6Wn6y+Xq6oq3tzdDhgzh2LFjnDx5kiFDhmBiYlIm11ipKF+p6KMuZD0NIYQQQgghhBBCCFEKJKlRgowMKz521IaenjFGhiW/ToWjoyMHDx4kISGBN998k6ZNmxISEkJISAjvvPMOANeuXWPo0KEEBQXRoEEDdd969eoRFBSEv78/165dY9u2bTpTT+XasGED3t7eDBs2DDc3N4YNG0bbtm1Zv379E8cbFhaGvb09jo6OtG/fnoiICJYuXcq2bdvUB+wajYYdO3bQqlUrBg4ciIuLC7179yYpKQlbW1v09fVJS0ujf//+uLi40LNnTzp06MCMGTMK7LNv375MmjSJcePG4eHhQWJiIr6+vpQrV67A+iUpd4oiA4Ocb7hXrVqVHTt2cOzYMRo2bMjQoUMZNGgQU6dO1dmvf//+3L17l2bNmjF8+HBGjhzJkCFDCu3Hx8eHH3/8kS5duuDi4sKAAQNwdXVl9+7dat+TJk2iVatWdO7cmY4dO9KtWzdq1aqVr60ZM2awYcMGGjRoQGhoKN98802+5NUnn3zCvHnzaNiwIQcPHmTbtm3qKJqiHmNBFi1axJ49e3BwcOCVV155bP286tevj7e3N9OmTQMgODiY69ev88orr9CvXz9GjRqFjY1NifWX11dffYWtrS2tWrWie/fuDB48GHNz82dyjT1zd29Aekrh280qQwUnMLV+ZiEJIYQQQgghhBBCiBefRnkhJnwvulu3bmFpacnNmzfzrTVx7949EhMTcXJyKvZDyHv3LpP54O9CtxsZVqRcuSrFavtZ0Gq12NjYsHPnzgIX0X7RtGvXDjs7O77++utS7efIkSM0b96cq1ev6kyd9W+l0WjYsmUL3bp1K3B7UlISTk5OnDx5kkaNGj3T2J4nf/75Jw4ODoSHh9O2bduyDqfkPLgLV8/m/FyxZs7UVEJQMn9HhRBCCCGEEEII8XJ61LP7vGSh8BJWrlyVf3XS4nHS0tIICAigadOmZR1Kibtz5w6rVq3Cx8cHfX191q9fT3h4OHv27Cm1PrOyskhKSmLBggU0bNjwuUhoiOLbt28fGRkZ1K9fn5SUFCZMmICjoyOtWrUq69BKlqEJlK8Mt6/C9YtQ2TVnMXEhhBBCCCGEEEIIIUqZTD8ldOQuIP7CrAGQR+50Vm+88QaNGzfmxx9/ZNOmTXh7e5dan7/99hsNGjQgJSWFr776qtT6Ef8ODx48YPLkybi7u9O9e3cqV67M/v37MTQ0LOvQSp5FlZzkhqKF60mQd9Bf5h1IT4X76WUWnhBCCCGEEEIIIYR4Mcn0U3nItBlCCPEEsu7D1XM5iQ0z25xEB0D6X5B+GcpZQUWnMg1RPFvyd1QIIYQQQgghhBDFVdTpp2SkhhBCiOIxMAYrh5yfM/6Ce7dyfs66m/NfQ5OyiUsIIYQQQgghhBBCvLAkqSGEEKL4TCqA6f+vFZPxV85/HzyU1EhPhVspzz42IYQQQgghhBBCCPHCkaSGEEKIp2NRFUwqQmZGTvIi615OuYFJTkIjPQVewHV6hBBCCCGEEEIIIcSzZ1DWAQghhHjO6elBhRo501Gl//+IDI0+3E3LSWqY24O5XdnGKIQQQgghhBBCCCFeCDJSQwghRMkwtwMjs5yfFa0kNIQQQgghhBBCCCFEiZOkhhBCiJJjUC7PG40kNIQQQgghhBBCCCFEiZKkhnhhhYSEYGVlVdZhiBdUUlISGo2GmJgYAPbv349Go+HGjRtlEs+/5nrXz53VUAMoOaM1hBBCCCGEEEIIIYQoIZLUKCVaRSHyejpb/rpO5PV0tIpSqv15enoyZsyYfOVbt25Fk2eB3gkTJuDo6Eh6erpOvS5dutCqVSuys7N1yp2cnAgLC3vkA1MrKytCQkLU9xqNhq1btxYaq6+vLxqNBo1Gg6GhIba2trRr147g4OB8/T+NXr16ER8fX2LtFSYkJEQ9Ho1Gg5mZGY0bN2bz5s0l3pejoyNLliwp8Xb/jX766Sc8PT0xNzfH1NSUpk2b6lxnzyNHR0f1OjExMcHV1ZUFCxagPOH9oaDr4Fld74+UnvrPlFNVGuX8Nz1FEhtCCCGEEEIIIYQQosRIUqMU/Hz1Bk0On6FHTALDzlykR0wCTQ6f4eerN8o6NGbNmoWZmRmBgYFqWXBwMBEREaxbtw49vX8uiVOnTpGWloaXl1eJx9G+fXtSUlJISkpi586deHl5MXr0aDp37kxWVlaJ9GFiYoKNjU2JtPU4FhYWpKSkkJKSwsmTJ/Hx8aFnz56cO3fumfT/olm2bBldu3alRYsWHD16lFOnTtG7d2+GDh3KuHHjSrXvBw8elGr7M2fOJCUlhbi4OMaNG8fkyZNZs2bNU7f7LK/3AqWn5iQw8q6hYW4niQ0hhBBCCCGEEEIIUaIkqVHCfr56A7/fkki5r/tgNPX+A/x+SyrzxIaxsTGhoaGEhoYSFhZGcnIyAQEBzJ8/n1q1aunU3bZtGz4+PhgbG5dKHHZ2dlStWhUPDw8mT57Mtm3b2Llzp8638W/evMmQIUOwsbHBwsKCNm3aEBsbq26PjY3Fy8sLc3NzLCwsaNy4McePHwcKno5n9uzZ2NjYYG5ujp+fHxMnTqRRo0bqdl9fX7p168bChQuxt7fH2tqa4cOHP/ZBt0ajwc7ODjs7O2rXrs3s2bPR09Pj1KlTap3r16/Tv39/KlSogKmpKR06dOD8+fM67WzatAl3d3eMjY1xdHRk0aJF6jZPT08uXrxIQECA+m3/XJGRkbRu3RpTU1MqVKiAj48P169fByAsLIzXX38dKysrrK2t6dy5MwkJCeq+udMoff/997zxxhuYmJjQtGlT4uPjiYqKokmTJpiZmdG+fXuuXr2a71zNmDFD/f188MEHZGZmPvJcPc4ff/zB2LFjGTNmDHPnzsXNzQ1nZ2fGjh3LggULWLRoEUePHiU7O5tq1aqxatUqnf1PnDiBRqPh999/Bx5/DU2fPp1GjRoRHBxMzZo1MTY2RlGUx5634jI3N8fOzg5HR0f8/Pxo0KABu3fvVrcnJCTQtWtXbG1tMTMzo2nTpoSHh6vbC7sOHr7ec4/r66+/xtHREUtLS3r37q0zSis9PZ2+fftSvnx57O3t+fTTTwsd9fVYilLwouC5iY1SHq0mhBBCCCGEEEIIIV4OktR4DEVRuK3VFul1KyuLKfGXKOjRXW7Z1POXuJWVVaT2nnRKmqJq3LgxkyZNws/Pj379+tG0aVOGDRuWr9727dvp2rVrqcRQkDZt2tCwYUN12iZFUejUqROpqans2LGD6OhoPDw8aNu2LX///TcAffv2pVq1akRFRREdHc3EiRMxNDQssP1vvvmGOXPmMG/ePKKjo6levTorV67MVy8iIoKEhAQiIiIIDQ0lJCTkiaY90mq1hIaGAuDh4aGW+/r6cvz4cbZv387hw4dRFIWOHTuqCZPo6Gh69uxJ7969OX36NNOnT+ejjz5S+968eTPVqlVTv+mfkpICQExMDG3btsXd3Z3Dhw/z66+/0qVLF7RaLQC3b98mMDCQqKgo9u7di56eHt27d8831VdQUBBTp07lxIkTGBgY8O677zJhwgQ+++wzDh48SEJCAtOmTdPZZ+/evcTFxREREcH69evZsmULM2bMKPK5KsgPP/zAgwcPChyR8cEHH2BmZsb69evR09Ojd+/efPPNNzp1vv32W5o3b07NmjWLdA0BXLhwge+//55Nmzapa2QU9bwVl6Io7N+/n7i4OJ1rNiMjg44dOxIeHq6O+unSpQvJyclA4ddBQRISEti6dSs//fQTP/30EwcOHOCTTz5RtwcGBhIZGcn27dvZs2cPBw8e5MSJE8U7IIsCEhq5zO1ytgshhBBCCCGEEEII8ZQMHl/l5XYnO5tav5wukbYUIOX+A1wO/lak+gmt6lNeX79E+n7Y1KlTWbduHUePHiU+Pl7nW/8Aly5dIjY2lo4dO5ZK/4VxdXVVRzdERERw+vRprly5oo4WWbhwIVu3buWHH35gyJAhJCcnM378eFxdXQGoXbt2oW0vW7aMQYMG8f777wMwbdo0du/eTUZGhk69ChUqsHz5cvT19XF1daVTp07s3buXwYMHF9r2zZs3MTMzA+Du3bsYGhqyZs0adfTL+fPn2b59O5GRkbRo0QLISbI4ODiwdetW3nnnHRYvXkzbtm356KOPAHBxceHMmTMsWLAAX19fKlasiL6+vvpN/1zz58+nSZMmrFixQi1zd3dXf+7Ro4dOrGvXrsXGxoYzZ85Qr149tXzcuHH4+PgAMHr0aN5991327t1Ly5YtARg0aFC+5I6RkRHBwcGYmpri7u7OzJkzGT9+PLNmzdKZyuxJxMfHY2lpib19/ofgRkZG1KxZU107om/fvixevJiLFy9So0YNsrOz2bBhA5MnTwaKdg0BZGZm8vXXX1O5cuUnPm9P6sMPP2Tq1KlkZmby4MEDypUrx6hRo9TtDRs2pGHDhur72bNns2XLFrZv386IESMKvQ4Kkp2dTUhICObm5gD069ePvXv3MmfOHNLT0wkNDeXbb7+lbdu2AKxbt44qVaoU+9iEEEIIIYQQQgghhChtMlLjJbVnzx5SUlJQFIWoqKh827dv307Lli2pWLHiM41LURQ1wRIdHU1GRgbW1taYmZmpr8TERHUaoMDAQPz8/PD29uaTTz555PRA586do1mzZjplD7+HnISAfp5kkr29PVeuXHlk3Obm5sTExBATE8PJkyeZO3cuH3zwAT/++CMAcXFxGBgY8Oqrr6r7WFtbU6dOHeLi4tQ6uQmEXC1btuT8+fPqqIuC5I7UKExCQgJ9+vShZs2aWFhY4OTkBKB+8z9XgwYN1J9tbW0BqF+/vk7Zw+ehYcOGmJqaqu+bN29ORkYGf/zxR4Gx5P09Dh06tNCYHyXvNfLKK6/g6urK+vXrAThw4ABXrlyhZ8+eQNGuIYAaNWroJDSg6OftSY0fP56YmBgOHDiAl5cXU6ZMURNdkDNCZMKECbi5uWFlZYWZmRlnz54tVr+Ojo5qQgN0r+Xff/+dBw8e6HwGLC0tqVOnzlMcnRBCCCGEEEIIIYQQpUtGajyGqZ4eCa3qP74icORGBn1PJT623jcNnHjNyqxIfReVhYUFN2/ezFd+48YNLCwsdMquX7/O4MGDmTx5MoaGhvj7+9O6dWsqVaqk1nl46ikLCwsyMjLQarU6D/y1Wi0ZGRlYWloWOdZHiYuLUx8eZ2dnY29vz/79+/PVy107YPr06fTp04eff/6ZnTt3EhQUxIYNG+jevXuB7T88IqWgKb4enr5Ko9E8dsohPT09nJ2d1fe56yTMmzePLl26FDqVWN4H9Hl/flR8DzMxMXnk9i5duuDg4MAXX3xBlSpVyM7Opl69evnWvsh73LlxPFxW1KmXHj6OXLlTOwH5rstcLi4u3Lx5k8uXL+cbNZCZmcnvv/9OmzZt1LK+ffvy7bffMnHiRL799lt8fHzUa7ko1xBA+fLl820v6nl7UpUqVcLZ2RlnZ2c2bdqEs7Mzr732Gt7e3kBO0mPXrl0sXLgQZ2dnTExM+M9//lOsfh91LedeW8W55oQQQgghhBBCCCGEKCsyUuMxNBoN5fX1i/TyrGiBvbEhBT/OBQ1QxdgQz4oWRWqvsAfDBXF1dVUXyM4rKioq3zevR44ciY2NDVOnTmXixIk4ODgwYsQIdXtGRgYRERG89dZbOu1rtVpOnjyp09aJEyfQarUl8u3uffv2cfr0aXXaHw8PD1JTUzEwMFAfAue+8iZgXFxcCAgIYPfu3bz99tusW7euwPbr1KnDsWPHdMoKOmclRV9fn7t37wLg5uZGVlYWR48eVbenpaURHx9P3bp11Tq//vqrThuHDh3CxcVFTSQZGRnlG7XRoEED9u7dW2AMaWlpxMXFMXXqVNq2bUvdunXVBcRLQmxsrHqMAEeOHMHMzIxq1aoVWD/v79DGxqbAOj169MDAwEBnkfRcq1at4vbt27z77rtqWZ8+fTh9+jTR0dH88MMP9O3bV91W1GvoYaV93nJVqFCBkSNHMm7cODWZcPDgQXx9fenevTv169fHzs6OpKQknf0Kug6eVK1atTA0NNT5TNy6dSvf4vVCCCGEEEIIIYQQQvybSFKjBOlrNMyuXRUgX2Ij9/2s2lXRf4JkRVH5+/uTkJDA8OHDiY2NJT4+ns8//5y1a9cyfvx4td6WLVvYuHEjoaGhGBoaYmBgQEhICFu2bGHTpk0AhIWFUbt2bWrWrKnu5+bmRocOHRg4cCDh4eEkJiYSHh7OoEGD6NChA25ubk8U7/3790lNTeXSpUucOHGCuXPn0rVrVzp37kz//v0B8Pb2pnnz5nTr1o1du3aRlJTEoUOHmDp1KsePH+fu3buMGDGC/fv3c/HiRSIjI4mKilKTBA8bOXIka9euJTQ0lPPnzzN79mxOnTr1RMmjwiiKQmpqKqmpqSQmJrJmzRp27dqljnapXbs2Xbt2ZfDgwfz666/Exsby3nvvUbVqVbXO2LFj2bt3L7NmzSI+Pp7Q0FCWL1+us2C2o6Mjv/zyC5cuXeLatWsATJo0iaioKPz9/Tl16hRnz55l5cqVXLt2jQoVKmBtbc2aNWu4cOEC+/btIzAw8KmPN1dmZiaDBg3izJkz6kiZESNGFHs9DYDq1aszf/58lixZwpQpUzh79iwJCQksXryYCRMmMHbsWJ1pvJycnGjRogWDBg0iKytLZ4TR466hwpT2ectr+PDhnDt3Tv38OTs7s3nzZmJiYoiNjaVPnz75RsgUdB08KXNzcwYMGMD48eOJiIjgf//7HwMHDkRPT69EPhNCCCGEEEIIIYQQQpQGSWqUsE6VrfiyniN2xrrTvtgbG/JlPUc6VbYqlX4dHR05ePAgCQkJvPnmmzRt2pSQkBBCQkJ45513ALh27RpDhw4lKChIZ/2EevXqERQUhL+/P9euXWPbtm06D4ZzbdiwAW9vb4YNG4abmxvDhg2jbdu26noGTyIsLAx7e3scHR1p3749ERERLF26lG3btqmjEjQaDTt27KBVq1YMHDgQFxcXevfuTVJSEra2tujr65OWlkb//v1xcXGhZ8+edOjQgRkzZhTYZ9++fZk0aRLjxo3Dw8ODxMREfH19KVeu3BPH/7Bbt25hb2+Pvb09devWZdGiRcycOZMpU6aoddatW0fjxo3p3LkzzZs3R1EUduzYoU4R5OHhwffff8+GDRuoV68e06ZNY+bMmfj6+qptzJw5k6SkJGrVqqWuAeHi4sLu3buJjY2lWbNmNG/enG3btmFgYICenh4bNmwgOjqaevXqERAQwIIFC576eHO1bduW2rVr06pVK3r27EmXLl2YPn36U7cbEBDAli1bOHjwIE2aNKFevXp8++23rFy5koULF+ar37dvX2JjY3n77bd1puN63DVUmNI+b3lVrlyZfv36MX36dLKzs/n000+pUKECLVq0oEuXLvj4+ODh4aGzT0HXQXEsXryY5s2b07lzZ7y9vWnZsiV169Ytkc+EEEIIIYQQQgghhBClQaOU4QTqv/zyCwsWLCA6OpqUlBS2bNlCt27dHrnPgQMHCAwM5H//+x9VqlRhwoQJT7Tg8K1bt7C0tOTmzZv55vS/d+8eiYmJODk5PfVDPa2icORGBlcys7AxMuA1K7NSGaFR0rRaLTY2NuzcubPARbRfNO3atcPOzo6vv/66rEN57vj6+nLjxg22bt1a1qGIEnL79m2qVq3KokWLGDRoUFmHI55DJfl3VAghhBBCCCGEEC+XRz27z6tMFwq/ffs2DRs25P3331fXUXiUxMREOnbsyODBg/nvf/9LZGQk/v7+VK5cuUj7P0v6Gg0tK5iXdRhPLC0tjYCAAJo2bVrWoZS4O3fusGrVKnx8fNDX12f9+vWEh4ezZ8+esg5NiDJx8uRJzp49S7Nmzbh58yYzZ84EKHCklhBCCCGEEEIIIYQQ/wZlmtTo0KEDHTp0KHL9VatWUb16dZYsWQJA3bp1OX78OAsXLvzXJTWeV7kLiL+Icqcimj17Nvfv36dOnTps2rQJb2/vsg5NiDKzcOFCzp07h5GREY0bN+bgwYOPXERdCCGEEEIIIYQQQoiyVKZJjSd1+PBh3nzzTZ0yHx8f1q5dy4MHD9S1CfK6f/8+9+/fV9/funWr1OMU/04mJiaEh4eXdRgvjJCQkLIOQTylV155hejo6LIOQwghhBBCCCGEEEKIInuuFgpPTU3Nt7ivra0tWVlZXLt2rcB9Pv74YywtLdWXg4PDswhVCCGEEEIIIYQQQgghhBAl7LlKakDOFEJ55a5z/nB5rkmTJnHz5k319ccff5R6jEIIIYQQQgghhBBCCCGEKHnP1fRTdnZ2pKam6pRduXIFAwMDrK2tC9zH2NgYY2PjZxGeEEIIIYQQQgghhBBCCCFK0XM1UqN58+bs2bNHp2z37t00adKkwPU0hBBCCCGEEEIIIYQQQgjx4ijTpEZGRgYxMTHExMQAkJiYSExMDMnJyUDO1FH9+/dX6w8dOpSLFy8SGBhIXFwcwcHBrF27lnHjxpVF+EIIIYQQQgghhBBCCCGEeIbKdPqp48eP4+Xlpb4PDAwEYMCAAYSEhJCSkqImOACcnJzYsWMHAQEBfP7551SpUoWlS5fSo0ePZx67EEIIIYQQQgghhBBCCCGerTIdqeHp6YmiKPleISEhAISEhLB//36dfVq3bs2JEye4f/8+iYmJDB069NkHLp4LISEhWFlZlXUY4jlR0tdLUlISGo1GHYn2ItFoNGzdurWswxBCCCGEEEIIIYQQL6Hnak2N58Gne+JZuvd8gduW7j3Pp3viS6VfT09PxowZk69869ataDQa9f2ECRNwdHQkPT1dp16XLl1o1aoV2dnZOuVOTk6EhYU98oGvlZWVmoiCxz/w9PX1RaPRoNFoMDQ0xNbWlnbt2hEcHJyv/6fRq1cv4uNL53znFRISoh6PRqPBzMyMxo0bs3nz5hLvy9HRkSVLlpR4u/9GERERdOzYEWtra0xNTXFzc2Ps2LFcunSpVPp7VtfLszB9+nT1etTT06NKlSr07duXP/7444nbadSoUb7ylJQUOnToUELRCiGEEEIIIYQQQghRdJLUKGH6ehoWF5DYWLr3PIv3xKOvpylkz2dj1qxZmJmZqVN9AQQHBxMREcG6devQ0/vnkjh16hRpaWk6U4SVlPbt25OSkkJSUhI7d+7Ey8uL0aNH07lzZ7KyskqkDxMTE2xsbEqkrcexsLAgJSWFlJQUTp48iY+PDz179uTcuXPPpP8XzerVq/H29sbOzo5NmzZx5swZVq1axc2bN1m0aFGx283MzCyw/MGDB8/0enkW3N3dSUlJ4c8//+S7777j9OnT9OzZs0TatrOzw9jYuETaEkIIIYQQQgghhBDiSUhSo4juZGYV+rr3QKvWG9W2NiPbOLN4TzyLdp/jTmYWi3afY/GeeEa2cWZIq5pFare0GBsbExoaSmhoKGFhYSQnJxMQEMD8+fOpVauWTt1t27bh4+NTKg8vjY2NsbOzo2rVqnh4eDB58mS2bdvGzp07dUZ93Lx5kyFDhmBjY4OFhQVt2rQhNjZW3R4bG4uXlxfm5uZYWFjQuHFjjh8/DhQ8ndDs2bOxsbHB3NwcPz8/Jk6cqPNNdF9fX7p168bChQuxt7fH2tqa4cOH8+DBg0cej0ajwc7ODjs7O2rXrs3s2bPR09Pj1KlTap3r16/Tv39/KlSogKmpKR06dOD8ed3k16ZNm3B3d8fY2BhHR0edB/ienp5cvHiRgIAA9Vv4uSIjI2ndujWmpqZUqFABHx8frl+/DkBYWBivv/46VlZWWFtb07lzZxISEtR9c6dJ+v7773njjTcwMTGhadOmxMfHExUVRZMmTTAzM6N9+/ZcvXo137maMWOG+vv54IMPCk0cFNWff/7JqFGjGDVqFMHBwXh6euLo6EirVq348ssvmTZtGlDwKIIlS5bg6OiYL8aPP/6YKlWq4OLionO8np6elCtXjv/+978FXi/bt2+nSZMmlCtXjkqVKvH222+r2woakfTwqKW8Cmr/4ZFUuccUHBxM9erVMTMzY9iwYWi1WubPn4+dnR02NjbMmTPnsefRwMAAOzs7qlSpwhtvvMHgwYM5cuQIt27dUut8+OGHuLi4YGpqSs2aNfnoo4/Uaz0kJIQZM2YQGxurXm+5x5b32HPP5+bNm/Hy8sLU1JSGDRty+PBhnXi++OILHBwcMDU1pXv37ixevFimhxNCCCGEEEIIIYQQT6xMFwp/nrhN21XoNq86lVn3fjP1/ZcHEwFYtu8Cy/ZdUMuX7bvAscS/+e6D5mrZ6/Mi+Pt2/ofASZ90KomwC9S4cWMmTZqEn58ftWrVomnTpgwbNixfve3btzN69OhSi+Nhbdq0oWHDhmzevBk/Pz8URaFTp05UrFiRHTt2YGlpyerVq2nbti3x8fFUrFiRvn378sorr7By5Ur09fWJiYnB0NCwwPa/+eYb5syZw4oVK2jZsiUbNmxg0aJFODk56dSLiIjA3t6eiIgILly4QK9evWjUqBGDBw8u0nFotVq++uorADw8PNRyX19fzp8/z/bt27GwsODDDz+kY8eOnDlzBkNDQ6Kjo+nZsyfTp0+nV69eHDp0CH9/f6ytrfH19WXz5s00bNiQIUOG6MQSExND27ZtGThwIEuXLsXAwICIiAi02pxk2+3btwkMDKR+/frcvn2badOm0b17d2JiYnRG5gQFBbFkyRKqV6/OwIEDeffdd7GwsOCzzz7D1NSUnj17Mm3aNFauXKnus3fvXsqVK0dERARJSUm8//77VKpUqUgP3QuzceNGMjMzmTBhQoHbn/RB+N69e7GwsGDPnj0oiqKWf/jhhyxatIh169ZhbGzM7t27dfb7+eefefvtt5kyZQpff/01mZmZ/Pzzz098PE8qISGBnTt3EhYWRkJCAv/5z39ITEzExcWFAwcOcOjQIQYOHEjbtm157bXXitRmamoqmzdvRl9fH319fbXc3NyckJAQqlSpwunTpxk8eDDm5uZMmDCBXr168dtvvxEWFkZ4eDgAlpaWhfYxZcoUFi5cSO3atZkyZQrvvvsuFy5cwMDAgMjISIYOHcq8efN46623CA8P56OPPnq6EyWEEEIIIYQQQgghXkqS1HhJTZ06lXXr1nH06FHi4+N1vi0OcOnSJWJjY+nYseMzjcvV1VUd3RAREcHp06e5cuWKOlpk4cKFbN26lR9++IEhQ4aQnJzM+PHjcXV1BaB27dqFtr1s2TIGDRrE+++/D8C0adPYvXs3GRkZOvUqVKjA8uXL0dfXx9XVlU6dOrF3795HJjVu3ryJmZkZAHfv3sXQ0JA1a9aoo19ykxmRkZG0aNECyEmyODg4sHXrVt555x0WL15M27Zt1Ye9Li4unDlzhgULFuDr60vFihXR19fH3NwcOzs7te/58+fTpEkTVqxYoZa5u7urP/fo0UMn1rVr12JjY8OZM2eoV6+eWj5u3Dh8fHwAGD16NO+++y579+6lZcuWAAwaNCjfKAQjIyOCg4MxNTXF3d2dmTNnMn78eGbNmqWTMHkS58+fx8LCAnt7+2Lt/7Dy5cvz5ZdfYmRkBOSMLAAYM2aMzsiLh82ZM4fevXszY8YMtaxhw4YlEtOjZGdnExwcjLm5OW5ubnh5eXHu3Dl27NiBnp4ederUYd68eezfv/+RSY3Tp09jZmZGdnY2d+/eBWDUqFGUL19erTN16lT1Z0dHR8aOHct3333HhAkTMDExwczMTB3x8Tjjxo2jU6ecZOyMGTNwd3fnwoULuLq6smzZMjp06MC4ceOAnGv70KFD/PTTT8U6R0IIIYQQQgghhBDi5SVJjSI6M9On0G16DyUEoj/yZuX+BJbtu4ChvoYHWoWRbZwZ5lkrX91fPyz59SqKYs+ePaSkpKCnp0dUVBTVq1fX2b59+3ZatmxJxYoVn2lciqKoCZbo6GgyMjKwtrbWqXP37l11+qTAwED8/Pz4+uuv8fb25p133sk3jVauc+fO4e/vr1PWrFkz9u3bp1Pm7u6u8212e3t7Tp8+/ci4zc3NOXHiBAB37twhPDycDz74AGtra7p06UJcXBwGBga8+uqr6j7W1tbUqVOHuLg4AOLi4ujatatOuy1btmTJkiVotVqdmPKKiYnhnXfeKTS2hIQEPvroI44cOcK1a9fUxdiTk5N1khoNGjRQf7a1tQWgfv36OmVXrlzRabthw4aYmpqq75s3b05GRgZ//PEHNWrUyBdLbuIH4L333mPVqlX56uS9BkpC/fr11YRGXk2aNHnkfjExMUUenVOSHB0dMTc3V9/b2tqir6+vkyQq6HfxsDp16rB9+3bu37/Ptm3b2LhxY74RND/88ANLlizhwoULZGRkkJWVhYWFRbHiznv95Cakrly5gqurK+fOnaN79+469Zs1ayZJDSGEEEIIIYQQQgjxxCSpUUSmRkU/VV8eTGTZvgsEtnNhVNva6iLhhvp6jGqrO5LgSdp9FAsLC27evJmv/MaNG/keUl6/fp3BgwczefJkDA0N8ff3p3Xr1lSqVEmts337dp0H7BYWFmRkZOR7uK7VasnIyHjktDRPIi4uTp0OKjs7G3t7e/bv35+vXu4URNOnT6dPnz78/PPP7Ny5k6CgIDZs2JDvAWquhx+W552OKNfD01dpNBo1EVAYPT09nJ2d1fcNGjRg9+7dzJs3jy5duhTYT27/uTEV9DC/sP3yMjExeeT2Ll264ODgwBdffEGVKlXIzs6mXr16+da+yHvcuXE8XPa48/Dw/g+LiYlRfy7s4bmLiws3b94kJSXlkaM19PT08p2fgtY+yTsyoSjluR53XjUaTZH6z1XUeAu6/opzTRoZGanXpLu7O+fPn2fYsGF8/fXXABw5ckQdieLj44OlpaU6JVtxFHT95MZY3GtbCCGEEEIIIYQQQoiHyULhJSw3gZGb0ICcxcMD27mweE88S/eef0wLxePq6qoukJ1XVFQUderU0SkbOXIkNjY2TJ06lYkTJ+Lg4MCIESPU7RkZGURERPDWW2/ptK/Vajl58qROWydOnECr1ebrozj27dvH6dOn1emSPDw8SE1NxcDAAGdnZ51X3gSMi4sLAQEB7N69m7fffpt169YV2H6dOnU4duyYTllB56yk6Ovrq9P+uLm5kZWVxdGjR9XtaWlpxMfHU7duXbXOr7/+qtPGoUOHcHFxURNJRkZG6loZuRo0aMDevXsLjCEtLY24uDimTp1K27ZtqVu3rrqAeEmIjY1VjxFyHpSbmZlRrVq1Auvn/R3a2NgUWOc///kPRkZGzJ8/v8DtN27cAKBy5cqkpqbqPBzPmzR5Wo86r7n9p6SkqO/Pnz/PnTt3Hlk/PT2d27dvq2UlGe/jfPTRR6xfv14dURQZGUmNGjWYMmUKTZo0oXbt2ly8eFFnn4Kut+JwdXV9pp89IYQQQgghhBBCCPHikqRGCdNmKzoJjVy5iQ1tdul8O9nf35+EhASGDx9ObGws8fHxfP7556xdu5bx48er9bZs2cLGjRsJDQ3F0NAQAwMDQkJC2LJlC5s2bQIgLCyM2rVrU7NmTXU/Nzc3OnTowMCBAwkPDycxMZHw8HAGDRpEhw4dcHNze6J479+/T2pqKpcuXeLEiRPMnTuXrl270rlzZ/r37w+At7c3zZs3p1u3buzatYukpCQOHTrE1KlTOX78OHfv3mXEiBHs37+fixcvEhkZSVRUlJokeNjIkSNZu3YtoaGhnD9/ntmzZ3Pq1KkSmepIURRSU1NJTU0lMTGRNWvWsGvXLnW0S+3atenatSuDBw/m119/JTY2lvfee4+qVauqdcaOHcvevXuZNWsW8fHxhIaGsnz5cnUdAsiZmuiXX37h0qVLXLt2DYBJkyYRFRWFv78/p06d4uzZs6xcuZJr165RoUIFrK2tWbNmDRcuXGDfvn0EBgY+9fHmyszMZNCgQZw5c0YdKTNixIhir6cB4ODgwKeffspnn33GoEGDOHDggPr7/eCDD5g1axYAnp6eXL16lfnz55OQkMDnn3/Ozp07S+rQCAoKYv369QQFBREXF8fp06d1Ei1t2rRh+fLlnDhxguPHjzN06NBCF6kHePXVVzE1NWXy5MlcuHCBb7/9Nt8aJaWpZs2adO3alWnTpgE5Cabk5GQ2bNhAQkICS5cuZcuWLTr7ODo6kpiYSExMDNeuXeP+/fvF6nvkyJHs2LGDxYsXc/78eVavXs3OnTtLdJoxIYQQQgghhBBCCPFykKRGCQsoIKGRa1Tb2gS0cymVfh0dHTl48CAJCQm8+eabNG3alJCQEEJCQtT1Fq5du8bQoUMJCgrSmf++Xr16BAUF4e/vz7Vr19i2bVu+tR0ANmzYgLe3N8OGDcPNzY1hw4bRtm1b1q9f/8TxhoWFYW9vj6OjI+3btyciIoKlS5eybds2dVSCRqNhx44dtGrVioEDB+Li4kLv3r1JSkpS1xlIS0ujf//+uLi40LNnTzp06KCzsHNeffv2ZdKkSYwbNw4PDw8SExPx9fWlXLlyTxz/w27duoW9vT329vbUrVuXRYsWMXPmTKZMmaLWWbduHY0bN6Zz5840b94cRVHYsWOH+iDcw8OD77//ng0bNlCvXj2mTZvGzJkz8fX1VduYOXMmSUlJ1KpVi8qVKwM5I1V2795NbGwszZo1o3nz5mzbtg0DAwP09PTYsGED0dHR1KtXj4CAABYsWPDUx5urbdu21K5dm1atWtGzZ0+6dOnC9OnTn7pdf39/du/ezaVLl+jevTuurq74+flhYWGhJnnq1q3LihUr+Pzzz2nYsCHHjh3TSQA9LU9PTzZu3Mj27dtp1KgRbdq00Rlps2jRIhwcHGjVqhV9+vRh3LhxOuuLPKxixYr897//ZceOHdSvX5/169eXyLl6EmPHjuXnn3/m6NGjdO3alYCAAEaMGEGjRo04dOiQukh9rh49etC+fXu8vLyoXLlysT7rkLM2zKpVq1i8eDENGzYkLCyMgICAEvnsCSGEEEIIIYQQQoiXi0Z5ySY2v3XrFpaWlty8eTPfnP737t0jMTERJyenl/Zhm1arxcbGhp07d9KsWbOyDqfUtWvXDjs7O3WdAVF0vr6+3Lhxg61bt5Z1KOI5NHjwYM6ePcvBgwfLOhRRguTvqBBCCCGEEEIIIYrrUc/u85KFwoWOtLQ0AgICaNq0aVmHUuLu3LnDqlWr8PHxQV9fn/Xr1xMeHs6ePXvKOjQhXngLFy6kXbt2lC9fnp07dxIaGsqKFSvKOiwhhBBCCCGEEEII8ZyRpIbQkbuA+Isodzqr2bNnc//+ferUqcOmTZvw9vYu69CEeOEdO3aM+fPnk56eTs2aNVm6dCl+fn5lHZYQQgghhBBCCCGEeM5IUkO8NExMTAgPDy/rMF4Yz3KRa/H8+/7778s6BCGEEEIIIYQQQgjxApCFwoUQQgghhBBCCCGEEEII8VyQpIYQQgghhBBCCCGEEEIIIZ4LL930U4qiADkrqT8sMzOT7OxstFotWq32WYcmhBBCPNe0Wi3Z2dlkZGSQmZlZ1uEIIYQQQgghhBDiOZL7zD73GX5hXrqkRnp6OgAODg75ttWoUYNVq1Zx9+7dZx2WEEII8UK4du0anTp14uLFi2UdihBCCCGEEEIIIZ5D6enpWFpaFrpdozwu7fGCyc7O5vLly5ibm6PRaHS2ZWZm8tdff+Ho6Ei5cuXKKMJnT6vVcurUKRo0aIC+vn5ZhyOEeM7JPeXlde/ePZKSkrC1tcXIyKiswxEvgFu3buHg4MAff/yBhYVFWYcjhHiOyf1ECFFS5H4ihCgpcj/JT1EU0tPTqVKlCnp6ha+c8dKN1NDT06NatWoFbrt37x5Xr15FX1//pXwQ97IetxCidMg95eWjr6+Pnp4eZmZmL9WXA0Tps7CwkH/kCyFKhNxPhBAlRe4nQoiSIvcTXY8aoZFLFgovaTf+gMsxhb9u/FGGwb1cQkJCsLKyKuswxDPg6+tLt27dyjqMl5Z81oQQQgghhBBCCCHEsyJJjZJ04w9Y3hjWtC78tbxxqSQ2PD09GTNmTL7yrVu36kyzNWHCBBwdHdW1RXIFBATg6elJdna2TrmTkxNhYWGPfGhpZWVFSEiI+l6j0bB169ZCY/X19UWj0aDRaDA0NMTW1pZ27doRHBycr/+n0atXL+Lj40usvcKEhISox6PRaDAzM6Nx48Zs3ry5xPtydHRkyZIlJd7uv83jrqGSsnr1aho2bEj58uWxsrLilVdeYd68eaXeb0kq6jXh6OioXqMmJia4urqyYMGCxy68VJT+ntVnTQghhBBCCCGEEEIISWqUpDtpkHX/0XWy7ufUKyOzZs3CzMyMwMBAtWzdunWcOHGC4OBgnbnKTp06RVpaGl5eXiUeR/v27UlJSSEpKYmdO3fi5eXF6NGj6dy5M1lZWSXSh4mJCTY2NiXS1uNYWFiQkpJCSkoKJ0+exMfHh549e3Lu3Lln0r94cmvXriUwMJBRo0YRGxtLZGQkEyZMICMjo6xDK5LMzMwn3mfmzJmkpKQQFxfHuHHjmDx5MmvWrHnqWB7+rGk0GqpUqZJv3SIhhHhSxsbGBAUFYWxsXNahCCGec3I/EUKUFLmfCCFKitxPik+SGkWVeTvnlfdbzVmZOWWPS2QUpd28IxS0D4rf3mMYGxsTGhpKaGgoYWFhJCcnM3bsWBYsWEDt2rV16m7btg0fH59S+WAZGxtjZ2dH1apV8fDwYPLkyWzbto2dO3fqjPq4efMmQ4YMwcbGBgsLC9q0aUNsbKy6PTY2Fi8vL8zNzbGwsKBx48YcP34cKHhKnNmzZ2NjY4O5uTl+fn5MnDiRRo0aqdtzpzFauHAh9vb2WFtbM3z4cB48ePTvRKPRYGdnh52dHbVr12b27Nno6elx6tQptc7169fp378/FSpUwNTUlA4dOnD+/HmddjZt2oS7uzvGxsY4OjqyaNEidZunpycXL14kICBA/cZ9rsjISFq3bo2pqSkVKlTAx8eH69evAxAWFsbrr7+OlZUV1tbWdO7cmYSEBHXfpKQkNBoN33//PW+88QYmJiY0bdqU+Ph4oqKiaNKkCWZmZrRv356rV6/mO1czZsxQfz8ffPBBsR62P87p06dp06YNJiYmWFtbM2TIkAKTD08Sy48//kjPnj0ZNGgQzs7OuLu78+677zJr1iy1TkEjoLp164avr6/63tHRkVmzZtGnTx/MzMyoUqUKy5Yt09lHo9GwcuVKOnTogImJCU5OTmzcuPGJjjH3fH/88cdUqVIFFxeXR14TBTE3N8fOzg5HR0f8/Pxo0KABu3fvVrcnJCTQtWtXbG1tMTMzo2nTpoSHh+ucj4L6e/izNnPmTDp27Mg333yDo6MjlpaW9O7dW2eEWHp6On379qV8+fLY29vz6aefFjriTAjx8jI2Nmb69Onyj3whxFOT+4kQoqTI/UQIUVLkflJ8ktQoqrlVcl55R1kc+iynbMe44re7pH5OG9fyfKM/5pvit1cEjRs3ZtKkSfj5+dGvXz+aNm3KsGHD8tXbvn07Xbt2LdVY8mrTpg0NGzZUp21SFIVOnTqRmprKjh07iI6OxsPDg7Zt2/L3338D0LdvX6pVq0ZUVBTR0dFMnDgRQ0PDAtv/5ptvmDNnDvPmzSM6Oprq1auzcuXKfPUiIiJISEggIiKC0NBQQkJCdBItj6PVagkNDQXAw8NDLff19eX48eNs376dw4cPoygKHTt2VBMm0dHR9OzZk969e3P69GmmT5/ORx99pPa9efNmqlWrpn7bPiUlBYCYmBjatm2Lu7s7hw8f5tdff6VLly5otVoAbt++TWBgIFFRUezduxc9PT26d++eb6qvoKAgpk6dyokTJzAwMODdd99lwoQJfPbZZxw8eJCEhASmTZums8/evXuJi4sjIiKC9evXs2XLFmbMmFHkc1UUd+7coX379lSoUIGoqCg2btxIeHg4I0aMeKpY7OzsOHLkCBcvXnzqGBcsWECDBg04ceIEkyZNIiAggD179ujU+eijj+jRowexsbG89957vPvuu8TFxRXrGPfs2cNPP/1U6DXxOIqisH//fuLi4nQ+LxkZGXTs2JHw8HB1xFGXLl1ITk4GCr8GC5KQkMDWrVv56aef+Omnnzhw4ACffPKJuj0wMJDIyEi2b9/Onj17OHjwICdOnChS/EIIIYQQQgghhBDiJaYI1d27d5UzZ84od+/ezb8xyCLnlXH1n7ID83PKto3IeX/p5D/1HvW6dPKfNuY55ZT9deafsuPrnjj21q1bK6NHj85XvmXLFqWgX3NmZqbi4OCgGBsbKxcvXsy3/c8//1QMDQ2VtLQ0RVEUZd26dYqlpWWBfVtaWirr1v0TM6Bs2bKl0FgHDBigdO3atcBtvXr1UurWrasoiqLs3btXsbCwUO7du6dTp1atWsrq1asVRVEUc3NzJSQkpMC2Ho751VdfVYYPH65Tp2XLlkrDhg11YqtRo4aSlZWllr3zzjtKr169Cj2edevWKYBSvnx5pXz58oqenp5ibGysc07i4+MVQImMjFTLrl27ppiYmCjff/+9oiiK0qdPH6Vdu3Y6bY8fP15xc3NT39eoUUP59NNPdeq8++67SsuWLQuN72FXrlxRAOX06dOKoihKYmKiAihffvmlWmf9+vUKoOzdu1ct+/jjj5U6deqo7wcMGKBUrFhRuX37tlq2cuVKxczMTNFqtUWOpyB5r6E1a9YoFSpUUDIyMtTtP//8s6Knp6ekpqYWO5bLly8rr732mgIoLi4uyoABA5TvvvtOp35Bn6uuXbsqAwYMUN/XqFFDad++vU6dXr16KR06dNA5nqFDh+rUefXVV5Vhw4Y90THa2toq9+/f12mnoGuiIDVq1FCMjIyU8uXLK4aGhgqglCtXTueaLIibm5uybNmyR/b38GctKChIMTU1VW7duqWWjR8/Xnn11VcVRVGUW7duKYaGhsrGjRvV7Tdu3FBMTU0LvI+J58cj/44KIYQQQgghhBBClAAZqVFUky/nvEyt/ylrMTqnrOPC4rc75nROG5Xq/FPWqG/x2yuiPXv2kJKSgqIoREVF5du+fft2WrZsScWKFUs9lrwURVGntImOjiYjIwNra2vMzMzUV2Jiojp9UmBgIH5+fnh7e/PJJ5/oTKv0sHPnztGsWTOdsoffA7i7u6Ovr6++t7e358qVK4+M29zcnJiYGGJiYjh58iRz587lgw8+4McffwQgLi4OAwMDXn31VXUfa2tr6tSpo35bPy4ujpYtW+q027JlS86fP6+OuihI7kiNwiQkJNCnTx9q1qyJhYUFTk5OAOq373M1aNBA/dnW1haA+vXr65Q9fB4aNmyIqamp+r558+ZkZGTwxx9/FBhL3t/j0KFDC405r7i4OHUx71wtW7YkOztbZ82SJ43F3t6ew4cPc/r0aUaNGsWDBw8YMGAA7du3f+IF65s3b57vfe7vtSh1inqM9evXx8jI6Iliy2v8+PHExMRw4MABvLy8mDJlCi1atFC33759mwkTJuDm5oaVlRVmZmacPXs237VSFI6Ojpibm6vv836Ofv/9dx48eKDz+bO0tKROnTr52hFCCCGEEEIIIYQQIi+Dsg7guWFUPn+ZgRFQ/AeMhbarX/D0SY9iYWHBzZs385XfuHEDCwsLnbLr168zePBgJk+ejKGhIf7+/rRu3ZpKlSqpdR6eesrCwoKMjAy0Wq3OA3+tVktGRgaWlpZPHHNB4uLi1Ifu2dnZ2Nvbs3///nz1cufvnz59On369OHnn39m586dBAUFsWHDBrp3715g+w+vOaDkXSPl/z08fZVGo3nsQ249PT2cnZ3V97lrFcybN48uXboU2E9u/7kx5f35UfE9zMTE5JHbu3TpgoODA1988QVVqlQhOzubevXq5VtvIu9x58bxcFlRH/YXtrZDTEyM+vPD12VhCjovj+vnSerUq1ePevXqMXz4cH799VfeeOMN9aG/np5evt/B49ZXKU5sRT3GvEmP4qhUqRLOzs44OzuzadMmnJ2dee211/D29gZykh67du1i4cKFODs7Y2Jiwn/+859irZPyqM9R7jktzvUuhBBCCCGEEEIIIV5uMlLjBVGtWjUiIyM5ceIEMTExXLhwgXv37hEVFaV++1lRFC5fvsx7772HmZkZ77zzDqNHj8bBwUGdu//q1aucOHGCffv24ejoSFZWFgCurq5otVpOnjyp9pmdnc3GjRvRarVUr179qY9h3759nD59mh49egA561GkpqZiYGCgPojNfeVNwLi4uBAQEMDu3bt5++23WbduXYHt16lTh2PHjumU5S4qXhr09fW5e/cuAG5ubmRlZXH06FF1e1paGvHx8dStW1et8+uvv+q0cejQIVxcXNREkpGRUb5RGw0aNGDv3r0FxpCWlkZcXBxTp06lbdu21K1bV11AvCTExsaqxwhw5MgRzMzMqFatWoH18/4ObWxsitSHm5sbMTEx3L59Wy2LjIxET08PFxeXYsdSWF+A2lflypV11o3QarX89ttv+fY7cuRIvveurq5FrlPUYyxIQddEUVSoUIGRI0cybtw4NZlw8OBBfH19ee2119DX1yc1NZWEhARu3LjBvXv3dPrLvZ/ExsaSlJREdna2zvmHnPvJuXPnOHHihM5oj1q1amFoaKh+Hm/cuEFUVBTnzp3j6tWrXLhw4YmPRwjx7/Txxx/TtGlTzM3NsbGxoVu3bjoj0CDn3yfTp0+nSpUqmJiY4Onpyf/+9z+dOmvWrMHT0xMLCws0Gg03btzI11d8fDxdu3alUqVKWFhY0LJlSyIiIkrz8IQQz1BJ3E/+/vtvRo4cSZ06dTA1NaV69eqMGjUq35fDrl+/Tr9+/bC0tMTS0pJ+/foVeN8RQjyfntX9JCkpiUGDBuHk5ISJiQm1atUiKCioWF8aE0L8Oz3Lf5/kun//Po0aNUKj0eh8efhlI0mNkmRqDQaPWa3ewFh3CqsS8p///Ic///yT1atXc+/ePX7//XdmzpzJ2rVrGT9+PACpqal8++23hIeH8/XXX2NiYsLvv//O2rVr2bJlC5s2bSI7O5vo6Ghq1qyp8zDYzc2NDh06MHDgQMLDw0lMTGTDhg1Mnz6dFi1aqA/mi+r+/fukpqZy6dIlTpw4wdy5c+natSudO3emf//+AHh7e9O8eXO6devGrl27SEpK4tChQ0ydOpXjx49z9+5dRowYwf79+7l48SKRkZFERUUVGsvIkSNZu3YtoaGhnD9/ntmzZ3Pq1KkifaP+cRRFITU1ldTUVBITE1mzZg27du1SR7vUrl2brl27MnjwYH799Vd1seiqVauqdcaOHcvevXuZNWsW8fHxhIaGsnz5csaN+2chekdHR3755RcuXbrEtWvXAJg0aRJRUVH4+/tz6tQpzp49y8qVK7l27RoVKlTA2tqaNWvWcOHCBfbt20dgYOBTH2+uzMxMBg0axJkzZ9SRMiNGjEBPr+RuLX379qVcuXIMGDCA3377jYiICEaOHEm/fv3UabKKE8uwYcOYNWsWkZGRXLx4kSNHjtC/f38qV66sThXVpk0bfv75Z37++WfOnj2Lv79/gf+HNjIykvnz5xMfH8/nn3/Oxo0bGT16tE6djRs3EhwcTHx8PEFBQRw7dkxNJhb1GAtS0DVRVMOHD+fcuXNs2rQJyEk6bd68mWPHjnHlyhU+/vhj9fMRHx+PVqtV+zt58iRxcXFUr16dKlWq6NTJlZ2djYWFBfb29jr9mpubM2DAAMaPH8/27dsJDw9n5syZGBgYULFixWc+7Z0QovQcOHCA4cOHc+TIEfbs2UNWVhZvvvmmThJ3/vz5LF68mOXLlxMVFYWdnR3t2rUjPT1drXPnzh3at2/P5MmTC+2rU6dOZGVlsW/fPqKjo2nUqBGdO3cmNTW1VI9RCPFslMT95PLly1y+fJmFCxdy+vRpQkJCCAsLY9CgQTp99enTh5iYGMLCwggLCyMmJoZ+/fo90+MVQpSeZ3U/OXv2LNnZ2axevZr//e9/fPrpp6xateqR/54RQjxfnuW/T3JNmDBBfQ7zUnu2S3j8u5XIAqfXk3MWAi/sdT25BCIt2PHjxxUfHx/FxsZGsbCwUOrWrasEBwcriqIo2dnZSkREhFKpUiVlzpw5iqIoilarVU6cOKFcuXJFmTNnjmJjY6NcvXpVee+995Rx48YpUVFRyoMHD9T2b968qQQEBCjOzs5KuXLllOrVqysjRoxQIiIidBZopggLhQMKoBgYGCiVK1dWvL29leDg4HyLOt+6dUsZOXKkUqVKFcXQ0FBxcHBQ+vbtqyQnJyv3799XevfurTg4OChGRkZKlSpVlBEjRqi/v4IWN585c6ZSqVIlxczMTBk4cKAyatQo5bXXXtOJ7eFFzEePHq20bt260OPJXSg892VsbKy4uLgoc+bM0Vlw/O+//1b69eunWFpaKiYmJoqPj48SHx+v09YPP/yguLm5KYaGhkr16tWVBQsW6Gw/fPiw0qBBA8XY2FhnAfj9+/crLVq0UIyNjRUrKyvFx8dHuX79uqIoirJnzx6lbt26irGxsdKgQQNl//79Or+j3IXCT548qbYXERGhAGobBZ3P3HM1bdo0xdraWjEzM1P8/PzyLez+pLRarQIoP/74o1p26tQpxcvLSylXrpxSsWJFZfDgwUp6evpTxfLDDz8oHTt2VOzt7dXrp0ePHsqpU6fUOpmZmcqwYcOUihUrKjY2NsrHH39c4ELhM2bMUHr27KmYmpoqtra2ypIlS3T6ApTPP/9cadeunWJsbKzUqFFDWb9+vU6doh7jwwq7Jh5W2ILigwcPVtzd3RWtVqskJiYqXl5eiomJieLg4KAsX75cad26tTJy5EglKipKuXXrltqfkZGR2l/utZF7PwkKClIaNmyo9nHr1i0lICBAqVGjhk5Znz59lHLlyik2NjbK4sWLlWbNmikTJ04s9BjEv58sFC4e58qVKwqgHDhwQFGUnH+f2NnZKZ988ola5969e4qlpaWyatWqfPsX9PdJURTl6tWrCqD88ssvatmtW7cUQAkPDy+dgxFClKmnvZ/k+v777xUjIyP1//ecOXNGAZQjR46odQ4fPqwAytmzZ0vpaIQQZam07icFmT9/vuLk5FRywQsh/lVK+36yY8cOxdXVVfnf//6X71ney0aSGnm8SA9j7t69q0RFRSl37txRFCXnAxMVFaWTfFAURTl//rzy+++/q++zsrKUihUrKvv27cuX1MiVmZmpxMTEKBkZGYW2+7zw9vZW3nvvvbIO47lU2EP2p5WSkqIASlRUVIm3XRoKSxbk9bhE379dce8nuW7dulXg/SQjI0OJiopSrl69qkRFRSlmZmbK7Nmz1X7E8+dF+jsqSsf58+cVQDl9+rSiKIqSkJCgAMqJEyd06r311ltK//798+1fWFIjOztbqVu3ruLn56dkZGQoDx48UBYsWKDY2trmqyuEeDE87f0k1xdffKFUqlRJfb927dp8X4xSFEWxtLRUvzAmhHixlNb9pCBTpkxRGjdu/PRBCyH+lUrzfpKamqpUrVpViYqKKvALyi8bWSj8BaQoCn/88QdmZmbqItK5ixsbGOj+yg0MDHTmc0xLSyMgIIDGjRsTHx9fYNuJiYlUrlyZ8uXLc//+/VI8kpJ1584dVq1ahY+PD/r6+qxfv57w8HD27NlT1qEJcq6tixcvsnDhQmxtbalXr15ZhyR4uvvJo5w8eZLjx49TuXJlEhIS+Oqrr9DX18fHx4dz585Rr169fO0LIZ5viqIQGBjI66+/rt7jc6eGeniqPVtbWy5evFjktjUaDXv27KFr166Ym5ujp6eHra0tYWFhWFlZldgxCCH+HUrqfpKWlsasWbP44IMP1LLU1NQC136zsbGR6eyEeAGV5v3kYQkJCSxbtoxFixaVUPRCiH+T0ryfKIqCr68vQ4cOpUmTJiQlJZXOQTxH5InRCyg5OZm7d+/mW6i4KGxsbJg6darOPNZ5Xblyhezs7Hxz5D8PNBoNO3bsYPbs2dy/f586deqwadMmvL29yzo0Ady8eZM6depQt25dNmzYQLly5co6JMHT3U8eZ/ny5Zw/fx5jY2OaNGnCwYMHcXd359SpU1y/fp3KlSuXeJ9CiLIzYsQITp06xa+//ppv28PrWymK8kRrXimKgr+/PzY2Nhw8eBATExO+/PJLOnfuTFRU1HP57xYhROFK4n5y69YtOnXqhJubG0FBQY9s41HtCCGeb6V9P8l1+fJl2rdvzzvvvIOfn1/JBC+E+FcpzfvJsmXLuHXrFpMmTSr5wJ9TktR4wSQnJ6sPh42MjNRyQ0NDALKysnTKs7Ky1G1FkZ6eTkZGBtHR0TrlZ86cwdraGicnp6c8gtJjYmJCeHh4WYfxwggJCSnR9qysrJ6rkT+5ipIdVxSl9AMpBaV5P3nllVc4ePAg8fHx1KlTB3Nzc3WbsbFxkUd8CCGeDyNHjmT79u388ssvVKtWTS23s7MDcr7BlDfxcOXKlXzfZnqUffv28dNPP3H9+nUsLCwAWLFiBXv27CE0NJSJEyeW0JEIIcpaSdxP0tPTad++PWZmZmzZskXn3y92dnb89ddf+fq9evXqE92XhBD/fqV9P8l1+fJlvLy8aN68OWvWrCmloxFClKXSvp/s27ePI0eOYGxsrLNPkyZN6Nu3L6GhoaVxWP9qemUdgCgZiqKQnJzM9evXcXFxyXeRGxkZYWhoyK1bt9Sy7Oxs0tPTMTMzK3I/Dg4OuLu7q6/atWsDUKtWLapWrVoyByOEKFPP6n5Svnx5NBoN9+7d02nn/v37OskSIcTzS1EURowYwebNm9m3b1++Lz84OTlhZ2enMxVkZmYmBw4coEWLFkXu586dOwDo6en+01ZPT4/s7OynOAIhxL9FSd1Pbt26xZtvvomRkRHbt2/PNzq4efPm3Lx5k2PHjqllR48e5ebNm090XxJC/Hs9q/sJwKVLl/D09MTDw4N169bl+7eKEOL59qzuJ0uXLiU2NpaYmBhiYmLYsWMHAN999x1z5swpxSP895KRGi+I5ORk/v77b5ydndHX11fnvNfX10dPTw+NRoONjQ0pKSkYGxtTrlw5UlJS0NPTo2LFimo7Dx484MGDB+pDxrt376Kvr4+RkREGBgb5Hm7m/kE2NjaWh5BCvCCe1f1EX1+fypUrc/nyZYyMjDA2Nlbnm6xQocKzP3AhRIkbPnw43377Ldu2bcPc3Fz9jFtaWmJiYoJGo2HMmDHMnTuX2rVrU7t2bebOnYupqSl9+vRR20lNTSU1NZULFy4AcPr0aczNzalevToVK1akefPmVKhQgQEDBjBt2jRMTEz44osvSExMpFOnTmVy7EKIklUS95P09HTefPNN7ty5w3//+19u3bqlfkmjcuXK6OvrU7duXdq3b8/gwYNZvXo1AEOGDKFz587UqVOnbA5eCFGintX95PLly3h6elK9enUWLlzI1atX1Rhyv70thHi+Pav7SfXq1XX6zf1Caa1atXRGhrxMNMrzOi9KKbh37x6JiYk4OTk9d/P5Hz9+vMByR0dHKlWqBORkD1NSUrh69SpZWVmUL1+eGjVqqIv/Qs6wyMuXLz+ynbzu37/P6dOncXNzw9TUtISORghRlp7l/SQ7O5tLly6RlpZGdnY2ZmZmODg46LQjnh/P899RUToKm39+3bp1+Pr6Ajn3kxkzZrB69WquX7/Oq6++yueff64urgcwffp0ZsyY8ch2jh8/zpQpUzh+/DgPHjzA3d2dadOm0aFDhxI/LiHEs1cS95P9+/fj5eVVYDuJiYk4OjoC8PfffzNq1Ci2b98OwFtvvcXy5cuxsrIq0WMSQpSNZ3U/CQkJ4f333y+wjjyKE+LF8Cz/fZJXUlISTk5OnDx5kkaNGpXEoTx3JKmRhzyMEUIIIYpP/o4KIYQQQgghhBCitMlkfkIIIYQQQgghhBBCCCGEeC5IUkMIIYQQQgghhBBCCCGEEM8FSWqUEm22lqjUKHb8voOo1Ci02dqyDumlExISIvPekrN+wZIlS8o6jOfaw9fS9OnTy3TOQl9fX7p161Zm/QshhBBCCCGEEEIIUVYkqVEKwi+G47PJh4G7BvLhwQ8ZuGsgPpt8CL8YXmp9enp6MmbMmHzlW7du1Vm0ZsKECTg6OpKenq5Tr0uXLrRq1Yrs7GydcicnJ8LCwh6ZILCysiIkJER9r9Fo2Lp1a6Gx+vr6otFo0Gg0GBoaYmtrS7t27QgODs7X/9Po1asX8fHxJdZeYUJCQtTj0Wg02Nvb07NnTxITE5+q3f3796PRaLhx40aR+i3otX//fqKiohgyZMhTxVKatFotn376KQ0aNKBcuXJYWVnRoUMHIiMjyzq0YktKStL5PVhaWvLaa6/x448/FqudmJgYnfLPPvtM5zMnhBBCCCGEEEIIIcTLQpIaJSz8YjiB+wP5685fOuVX7lwhcH9gqSY2imLWrFmYmZkRGBiolgUHBxMREcG6devQ0/vnkjh16hRpaWl4eXmVeBzt27cnJSWFpKQkdu7ciZeXF6NHj6Zz585kZWWVSB8mJibY2NiUSFuPY2FhQUpKCpcvX+bbb78lJiaGt956C622eCN0Hjx48Ng6vXr1IiUlRX01b96cwYMH65S1aNGCypUrY2pqWqw4SpuiKPTu3ZuZM2cyatQo4uLiOHDgAA4ODnh6ej4yOVYSMjMzS7X98PBwUlJSOHr0KM2aNaNHjx789ttvT92upaWljEISQgghhBBCCCGEEC8lSWo8hqIo3Hlwp0iv9PvpfHzsYxSU/O38//8+OfYJ6ffTi9SeouRv52kZGxsTGhpKaGgoYWFhJCcnExAQwPz586lVq5ZO3W3btuHj44OxsXGpxGFnZ0fVqlXx8PBg8uTJbNu2jZ07d+p8A/3mzZsMGTIEGxsbLCwsaNOmDbGxser22NhYvLy8MDc3x8LCgsaNG3P8+HGg4OmnZs+ejY2NDebm5vj5+TFx4kSdaYRyp/VZuHAh9vb2WFtbM3z48McmGTQaDXZ2dtjb2+Pl5UVQUBC//fYbFy5cICoqinbt2lGpUiUsLS1p3bo1J06cyLf/qlWr6Nq1K+XLl8fPz09NJlWoUAGNRoOvr6/OPiYmJtjZ2akvIyMjTE1N85U9PP2URqNh9erVdO7cGVNTU+rWrcvhw4e5cOECnp6elC9fnubNm5OQkKDT348//kjjxo0pV64cNWvWZMaMGU+dgPr+++/54Ycf+Oqrr/Dz88PJyYmGDRuyZs0a3nrrLfz8/Lh9+zbnzp1Do9Fw9uxZnf0XL16Mo6Oj+lk5c+YMHTt2xMzMDFtbW/r168e1a9fU+p6enowYMYLAwEAqVapEu3bt1Hbq169P+fLlcXBwwN/fn4yMjKc6NgBra2vs7OxwdXVlzpw5PHjwgIiICHV7WFgYr7/+OlZWVlhbW9O5c2ed8+7k5ATAK6+8gkajwdPTE8g//ZSnpyejRo1iwoQJVKxYETs7O6ZPn64Ty9mzZ3n99dcpV64cbm5uhIeHP3ZUlRBCCCGEEEIIIYQQ/zYGZR3Av93drLu8+u2rJdbeX3f+osWGFkWqe7TPUUwNS/4b9o0bN2bSpEn4+flRq1YtmjZtyrBhw/LV2759O6NHjy7x/gvTpk0bGjZsyObNm/Hz80NRFDp16kTFihXZsWMHlpaWrF69mrZt2xIfH0/FihXp27cvr7zyCitXrkRfX5+YmBgMDQ0LbP+bb75hzpw5rFixgpYtW7JhwwYWLVqkPjjOFRERgb29PREREVy4cIFevXrRqFEjBg8eXORjMTExAXJGXKSnpzNgwACWLl0KwKJFi+jYsSPnz5/H3Nxc3ScoKIiPP/6YTz/9FH19fbp27UqPHj04d+4cFhYWapslYdasWSxevJjFixfz4Ycf0qdPH2rWrMmkSZOoXr06AwcOZMSIEezcuROAXbt28d5777F06VLeeOMNEhIS1CmtgoKCih3Ht99+i4uLC126dMm3bezYsWzevJk9e/bQrVs3GjduzDfffMOsWbN09u/Tpw8ajYaUlBRat27N4MGDWbx4MXfv3uXDDz+kZ8+e7Nu3T90nNDSUYcOGERkZqSZD9PT0WLp0KY6OjiQmJuLv78+ECRNYsWJFsY8trwcPHvDFF18A6Fyft2/fJjAwkPr163P79m2mTZtG9+7diYmJQU9Pj2PHjtGsWTPCw8Nxd3fHyMio0D5CQ0MJDAzk6NGjHD58GF9fX1q2bEm7du3Izs6mW7duVK9enaNHj5Kens7YsWNL5NiEEEIIIYQQQgghhHiWJKnxkpo6dSrr1q3j6NGjxMfH66y7AXDp0iViY2Pp2LHjM43L1dWVU6dOATnJhdOnT3PlyhV1tMjChQvZunUrP/zwA0OGDCE5OZnx48fj6uoKQO3atQtte9myZQwaNIj3338fgGnTprF79+5838ivUKECy5cvR19fH1dXVzp16sTevXuLnNT4888/WbBgAdWqVcPFxYV69erpbF+9ejUVKlTgwIEDdO7cWS3v06cPAwcOVN/nrslhY2NT4lMNvf/++/Ts2ROADz/8kObNm/PRRx/h4+MDwOjRo9XzBDBnzhwmTpzIgAEDAKhZsyazZs1iwoQJT5XUiI+Pp27dugVuyy3PXRelb9++LF++XE1qxMfHEx0dzVdffQXAypUr8fDwYO7cuWobwcHBODg4EB8fj4uLCwDOzs7Mnz9fp6+869E4OTkxa9Yshg0b9tRJjRYtWqCnp8fdu3fJzs7G0dFRPe8APXr00Km/du1abGxsOHPmDPXq1aNy5crAPyM+HqVBgwbq76J27dosX76cvXv30q5dO3bv3k1CQgL79+9X25kzZ446UkUIIYQQQgghhBBCiOeFJDUew8TAhKN9jhapbvRf0fjv9X9svRVtV9DYtnGR+i4te/bsISUlBT09PaKioqhevbrO9u3bt9OyZUsqVqxYajEURFEUNcESHR1NRkYG1tbWOnXu3r2rTtETGBiIn58fX3/9Nd7e3rzzzjv5ptHKde7cOfz9dX8/zZo10/kWP4C7uzv6+vrqe3t7e06fPv3IuG/evImZmVnOdGV37uDh4cHmzZsxMjLiypUrTJs2jX379vHXX3+h1Wq5c+cOycnJOm00adLkkX1AzmiTDz74QH2/c+dO3njjjcfu97AGDRqoP9va2gJQv359nbJ79+5x69YtLCwsiI6OJioqijlz5qh1tFot9+7d486dO/nW7Dh48CAdOnRQ369evZq+ffs+cZyAej307t2b8ePHc+TIEV577TW++eYbGjVqhJubG5BzvURERGBmZpavjYSEBDWpUdB5joiIYO7cuZw5c4Zbt26RlZXFvXv3uH37NuXLly9W3ADfffcdrq6uxMfHM2bMGFatWqXzmUpISOCjjz7iyJEjXLt2jezsbACSk5PzJcMeJ+/vFHKu2ytXrgA5176Dg4NOYqRZs2bFPSwhhBCiVCiKQrt27dDX12fXrl0621asWMGkSZM4ffp0vn+3CiGEEEIIIV4uktR4DI1GU+QpoFpUaYGtqS1X7lwpcF0NDRpsTW1pUaUF+nr6BbRQfBYWFty8eTNf+Y0bN7CwsNApu379OoMHD2by5MkYGhri7+9P69atqVSpklpn+/btdO3aVaf9jIwMtFqtzgN/rVZLRkYGlpaWJXIccXFx6nRQ2dnZ2Nvbs3///nz1ckcuTJ8+nT59+vDzzz+zc+dOgoKC2LBhA927dy+w/YdHpBS0bsnD01dpNBr1YXNhzM3NOXHiBHp6etja2uo8CPf19eXq1assWbKEGjVqYGxsTPPmzfMtUl2Uh+dvvfUWr776z3RoVatWfew+Bcl7jLnnpKCy3OPOzs5mxowZvP322/naKleuXL6yJk2aEBMTo77PTZw8zMXFhTNnzhS4LS4uDvhn9E3ueiXffvstr732GuvXr9dJ8GRnZ9OlSxfmzZuXry17e3v154fP88WLF+nYsSNDhw5l1qxZVKxYkV9//ZVBgwYVacH2R3FwcKB27drUrl0bMzMzevTowZkzZ9QF7Lt06YKDgwNffPEFVapUITs7m3r16hVrAfNHXbd5k4VCCCHEv5VGo2HdunXUr1+f1atXq3/nExMT+fDDD1m2bFmJJzQePHhQ6NSlQgghhBBCiH8nWSi8BOnr6TOx2UQgJ4GRV+77D5t9WOIJDciZtil3gey8oqKiqFOnjk7ZyJEjsbGxYerUqUycOBEHBwdGjBihbs/IyCAiIoK33npLp32tVsvJkyd12jpx4gRarTZfH8Wxb98+Tp8+rU7J4+HhQWpqKgYGBjg7O+u88iZgXFxcCAgIYPfu3bz99tusW7euwPbr1KnDsWPHdMoKOmfFoaenh7OzMzVr1sz30PzgwYOMGjWKjh074u7ujrGxsc7i1YXJXT9Bq9WqZebm5jrnoSTX2XgUDw8Pzp07l+/34OzsjJ5e/tuIiYmJTp28a4fk1bt3b86fP8+PP/6Yb9uiRYuwtrbWmSKpb9++fPfddxw+fJiEhAR69+6tE+P//vc/HB0d88X4qITR8ePHycrKYtGiRbz22mu4uLhw+fLlJzk9RdK6dWvq1aunjnZJS0sjLi6OqVOn0rZtW+rWrcv169d19inoGigOV1dXkpOT+euvv9SyqKiop2pTCCGEKA0ODg589tlnjBs3jsTERBRFYdCgQbRt25ZmzZrRsWNHzMzMsLW1pV+/fjr/pgoLC+P111/HysoKa2trOnfurI7uBUhKSkKj0fD999/j6elJuXLl+O9//1sWhymEEEIIIYR4CpLUKGHeNbxZ7LkYG1MbnXJbU1sWey7Gu4Z3qfTr7+9PQkICw4cPJzY2lvj4eD7//HPWrl3L+PHj1Xpbtmxh48aNhIaGYmhoiIGBASEhIWzZsoVNmzYBOf+HsHbt2tSsWVPdz83NjQ4dOjBw4EDCw8NJTEwkPDycQYMG0aFDB3UKoKK6f/8+qampXLp0iRMnTjB37ly6du1K586d6d+/PwDe3t40b96cbt26sWvXLpKSkjh06BBTp07l+PHj3L17lxEjRrB//34uXrxIZGQkUVFRha7RMHLkSNauXUtoaCjnz59n9uzZnDp1qtS/we7s7MzXX39NXFwcR48epW/fvkVKRtSoUQONRsNPP/3E1atX86398SxNmzaNr776iunTp/O///2PuLg4vvvuO6ZOnfpU7fbu3Zvu3bszYMAA1q5dS1JSEqdOneKDDz5g+/btfPnllzoJibfffptbt24xbNgwvLy8dEaqDB8+nL///pt3332XY8eO8fvvv7N7924GDhz4yKRArVq1yMrKYtmyZfz+++98/fXXrFq16qmOqzBjx45l9erVXLp0iQoVKmBtbc2aNWu4cOEC+/btIzAwUKe+jY0NJiYmhIWF8ddffxU4Gqso2rVrR61atRgwYACnTp0iMjKSKVOmAPlHLwkhhBBlbcCAAbRt25b333+f5cuX89tvv/HZZ5/RunVrGjVqxPHjx9W/jXnXqrp9+zaBgYFERUWxd+9e9PT06N69e74Rtx9++CGjRo0iLi5OXU9MCCGEEEII8fyQpEYp8K7hza4euwj2CWbeG/MI9gkmrEdYqSU0ABwdHTl48CAJCQm8+eabNG3alJCQEEJCQnjnnXcAuHbtGkOHDiUoKEhn/v169eoRFBSEv78/165dY9u2bTpTT+XasGED3t7eDBs2DDc3N4YNG0bbtm1Zv379E8cbFhaGvb09jo6OtG/fnoiICJYuXcq2bdvU6a00Gg07duygVatWDBw4EBcXF3r37k1SUhK2trbo6+uTlpZG//79cXFxoWfPnnTo0IEZM2YU2Gffvn2ZNGkS48aNw8PDg8TERHx9fQucPqkkBQcHc/36dV555RX69evHqFGj1OmHHqVq1arMmDGDiRMnYmtrqzOa5lnz8fHhp59+Ys+ePTRt2pTXXnuNxYsXU6NGjadqN/fbklOmTOHTTz/F1dWVN954g4sXLxIREUG3bt106ltYWNClSxdiY2PzrdFRpUoVIiMj0Wq1+Pj4UK9ePUaPHo2lpWWBo0lyNWrUiMWLFzNv3jzq1avHN998w8cff/xUx1WYzp074+joyJw5c9DT02PDhg1ER0dTr149AgICWLBggU59AwMDli5dyurVq6lSpUqBn8ui0NfXZ+vWrWRkZNC0aVP8/PzUhFRpX/9CCCFEcaxZs4YzZ84wZswYVq9ezdq1a/Hw8GDu3Lm4urryyiuvEBwcTEREBPHx8QD06NGDt99+m9q1a9OoUSPWrl3L6dOn8011OWbMGN5++22cnJyoUqVKWRyeEEIIIYQQ4ilolIIWFXhJ3bt3j8TERJycnF7aB31arRYbGxt27tz5Uiwk3K5dO+zs7Pj666/LOhQhnqnIyEhef/11Lly4QK1atco6HPGCkL+jQoiSNHXqVLZu3cpvv/1Gp06d2LNnjzo1Y67bt2+zY8cOOnToQEJCAh999BFHjhzh2rVrZGdnc/v2bX7++Wc6duxIUlISTk5O/Prrr7Rs2bKMjkoIIYQQQgjxtGShcKEjLS2NgIAAmjZtWtahlLg7d+6watUqfHx80NfXZ/369YSHh7Nnz56yDk2IUrdlyxbMzMyoXbs2Fy5cYPTo0bRs2VISGkIIIf61DAwMMDDI+b8r2dnZdOnShXnz5uWrZ29vD0CXLl1wcHDgiy++oEqVKmRnZ1OvXj0yMzN16j9qrS0hhBBCCCHEv58kNYSO3AXEX0S501nNnj2b+/fvU6dOHTZt2oS3d+lNCybEv0V6ejoTJkzgjz/+oFKlSnh7e7No0aKyDksIIYQoEg8PDzZt2oSjo6Oa6MgrLS2NuLg4Vq9ezRtvvAHAr7/++qzDFEIIIYQQQjwDktQQLw0TExPCw8PLOgwhykT//v3p379/WYchhBBCFMvw4cP54osvePfddxk/fjyVKlXiwoULbNiwgS+++IIKFSpgbW3NmjVrsLe3Jzk5mYkTJ5Z12EIIIYQQQohSIAuFCyGEEEIIIf7VqlSpQmRkJFqtFh8fH+rVq8fo0aOxtLRET08PPT09NmzYQHR0NPXq1SMgIIAFCxaUddhCCCGEEEKIUiALhechC5wKIYQQxSd/R4UQQgghhBBCCFHaZKSGEEIIIYQQQgghhBBCCCGeC5LUEEIIIYQQQgghhBBCCCHEc0GSGkIIIYQQQgghhBBCCCGEeC5IUkO8sEJCQrCysirrMMqco6MjS5YsKesw/lV8fX3p1q1bibX3ol5r+/fvR6PRcOPGjbIORQghhBBCCCGEEEIIQJIaLwxPT0/GjBmTr3zr1q1oNBr1/YQJE3B0dCQ9PV2nXpcuXWjVqhXZ2dk65U5OToSFhT3yoa2VlRUhISHqe41Gw9atWwuN1dfXF41Gg0ajwdDQEFtbW9q1a0dwcHC+/p9Gr169iI+PL7H2ChMSEqIej0ajwd7enp49e5KYmPhU7T7ugfLD/Rb02r9/P1FRUQwZMuSpYilNiqKwZs0aXn31VczMzLCysqJJkyYsWbKEO3fulEqfn332mc41+zzz9PRUf99GRkbUqlWLSZMmcf/+/Sdu5+F7SIsWLUhJScHS0rIEIxZCCCGEEEIIIYQQovgkqVHCri5bztUVKwretmIFV5ctf8YR6Zo1axZmZmYEBgaqZcHBwURERLBu3Tr09P65JE6dOkVaWhpeXl4lHkf79u1JSUkhKSmJnTt34uXlxejRo+ncuTNZWVkl0oeJiQk2NjYl0tbjWFhYkJKSwuXLl/n222+JiYnhrbfeQqvVFqu9Bw8ePLZOr169SElJUV/Nmzdn8ODBOmUtWrSgcuXKmJqaFiuOZ6Ffv36MGTOGrl27EhERQUxMDB999BHbtm1j9+7dxW43MzMzX5lWqyU7OxtLS8sXamRF7u/9woULzJ8/n88//5zp06c/dbtGRkbY2dnpJEaFEEIIIYQQQgghhChLktQoafp6XFu6LF9i4+qKFVxbugz0y/aUGxsbExoaSmhoKGFhYSQnJxMQEMD8+fOpVauWTt1t27bh4+ODsbFxqcRhZ2dH1apV8fDwYPLkyfwfe/cdlcXRtgH8emhSBRtFpXcLVkQ0UlSCIUaMsUSIKPaCqLEg9oaJGnvDCmhQYuwxRkUFg6CIFLEgogFLgrGBUlVgvz/42JdHOsLra3L9znlO3Nl5Zu7ZXcI5ezMzx44dw2+//Sb1F/QvX77E2LFjoampiYYNG6Jnz564du2aeP7atWtwdHSEmpoaGjZsiE6dOuHq1asAyl8SaNmyZdDU1ISamhpGjx6N2bNno3379uL5kmWJfvjhB+jo6KBJkyaYNGlSlUkGiUQCbW1t6OjowNHREQsXLsSNGzdw9+5dxMTEwMnJCU2bNoW6ujrs7e0RFxdX5vv+/v5wdXWFiooKRo8eLSaTGjVqBIlEghEjRkh9R0lJCdra2uJHQUEBysrKZcreXX5KIpFg27Zt6Nu3L5SVlWFpaYlLly7h7t27cHBwgIqKCmxtbXHv3j2p/n755Rd06tQJioqKMDIywuLFi987AXXgwAEEBwdj//79mDNnDqytrWFgYABXV1ecP39evAblzSLo37+/1DUxMDDAsmXLMGLECKirq2PMmDHiM3DixAm0atUKDRo0wP3798ssP1VUVIQVK1bAxMQEDRo0gJ6eHvz8/ACUP2MmISEBEokEaWlp5Y6rvOWtpk6dCgcHB/HYwcEBkydPxtSpU9GoUSNoaWlh+/btyMnJgaenJ9TU1GBsbIzffvutyutYct/19PTw1VdfwcnJSSoh9Pz5cwwdOhQtW7aEsrIy2rZti/3790vFe+HCBaxfv16c9ZGWllZm7CXX8/Tp07C0tISqqqqYoCxRUFAAb29vaGhooEmTJvDx8cHw4cPrdLkvIiIiIiIiIiL692JSo5qKcnMr/pRa5qXZxIloMmE8nm3YiCfr16MoNxdP1q/Hsw0b0WTCeDQZObJa7danTp06wdfXF6NHj8awYcNgbW2NCRMmlKl3/PhxuLq61msspfXs2RPt2rXD4cOHARQvS/T555/j8ePHOHnyJGJjY9GxY0f06tULL168AAC4u7ujZcuWiImJQWxsLGbPng15efly2w8ODoafnx9WrFiB2NhY6OnpYevWrWXqhYWF4d69ewgLC0NQUBACAwNrvFSRkpISgOIZF1lZWRg+fDgiIiJw+fJlmJqawsXFpcwSYAsXLoSrqyuuX7+OJUuW4NChQwCA5ORkpKenY/369TWKoTJLly6Fh4cHEhISYGFhATc3N4wbNw6+vr5iUsjLy0usf/r0aXzzzTfw9vbGrVu3sG3bNgQGBoov/msrODgY5ubm5T5nEomkxsserVq1Cm3atEFsbCzmz58PAMjNzcV3332HnTt34ubNm+XO3vH19cWKFSswf/583Lp1C/v27YOWllbtBlUDQUFBaNq0Ka5cuYLJkydjwoQJGDRoELp164a4uDg4Oztj2LBhNVqG69q1a4iMjJT6OcjPz0enTp1w4sQJ3LhxA2PHjsWwYcMQHR0NoHg5rndn+ujq6pbbfm5uLn744Qfs3bsXv//+Ox48eIAZM2aI51esWIHg4GAEBAQgMjISr169qnQ5OiIiIiIiIiIiopqQ+9ABfCySO3aq8JyKvR30tm0Tj18EBgEAnm/1x/Ot/mL5863+yLsaC/29e8Syu716ozAjo0yblreT6iLsCs2bNw8BAQGIjo7GnTt3yiwv8+eff+LatWtwcXGp1zjeZWFhgcTERADFyYXr16/jyZMn4myRH374AUePHsXBgwcxduxYPHjwADNnzoSFhQUAwNTUtMK2N27ciFGjRsHT0xMAsGDBApw5cwbZ2dlS9Ro1aoRNmzZBVlYWFhYW+Pzzz3Hu3DmMGTOmWmN49OgRVq1ahZYtW8LMzAxt2rSROr9t2zY0atQIFy5cQN++fcVyNzc3jCyV9CrZk0NTU7POl0ry9PTE4MGDAQA+Pj6wtbXF/Pnz4ezsDACYMmWKeJ0AwM/PD7Nnz8bw4cMBAEZGRli6dClmzZqFhQsX1jqOlJQUmJubv8dIpPXs2VPqBfvFixfx9u1bbNmyBe3atSv3O1lZWVi/fj02bdokjs/Y2BiffPJJncVVkXbt2mHevHkAihMr33//PZo2bSo+awsWLMDWrVuRmJiIrl27VtjOli1bsHPnTrx9+xZv3ryBjIwMNm/eLJ5v0aKF1HWZPHkyTp06hZ9//hk2NjZQV1eXmulTmbdv38Lf31+c2eXl5YUlS5aI5zdu3AhfX198+eWXAIBNmzbh5MmTNbwyRERERERERERE5eNMjX+p0NBQpKenQxAExMTElDl//PhxdO/eHY0bN/6vxiUIgphgiY2NRXZ2Npo0aQJVVVXxk5qaKi6N9O2332L06NHo3bs3vv/++zJLJpWWnJyMLl26SJW9ewwArVu3hqysrHiso6ODJ0+eVBr3y5cvoaqqChUVFejq6uLNmzc4fPgwFBQU8OTJE4wfPx5mZmZQV1eHuro6srOz8eDBA6k2OnfuXPnFQfHMhtLXIiIiosrvlMfKykr8d8mMhLZt20qV5efn49WrVwCK78WSJUuk+i75q/7yZhFERERI1Q0ODi43jtL3uy6Udw0VFBSkxvuupKQkvH79Gr169aqzOKqrdFyysrJo0qRJmfsAoMrnz93dHQkJCbh06RIGDx6MkSNH4quvvhLPFxYWws/PD1ZWVuLP05kzZ8o8g9WhrKwstVRd6Z+Ply9f4u+//5b6uZKVlUWnThUnhYmIiIiIiIiIiGqCMzWqyTwutuKTpV6AA4BZ5EU827EDz7f6QyIvD+HtWzSZMB5Nx4wBZKTzSCbnztZJfA0bNsTLly/LlGdmZqJhw4ZSZRkZGRgzZgzmzJkDeXl5TJw4Efb29mjatKlY592lpxo2bIjs7GwUFhZKvfAvLCxEdnZ2jZcJqkhSUhIMDQ0BFO9zoKOjg/Dw8DL1SmYuLFq0CG5ubvj111/x22+/YeHChQgJCRH/Svxd775AFwShTJ13l6+SSCQoKiqqNG41NTXExcVBRkYGWlpaUFFREc+NGDECT58+xbp166Cvr48GDRrA1ta2zEbWpb9TkX79+sHGxkY8btGiRZXfKU/pMZZck/LKSsZdVFSExYsXY8CAAWXaUlRULFPWuXNnJCQkiMcVLeVkZmaGpKSqZyXJyMiUuVfl7XNS3jVUUlKqNHFSslRYZX0D0s9KVXusVDfe8p61yu5DRdTV1WFiYgIA+PHHH9G6dWvs2rULo0aNAgCsXr0aa9euxbp169C2bVuoqKhg6tSp5W6mXpXyYn53rNX5OSMiIiIiIiIiIqoNztSoJhll5Yo/72yk/TwwEM+3+qOp92RYXE9EU+/JxUtRBQZC5p0XwBW1WVMWFhbiXgilxcTElFneZ/LkydDU1MS8efMwe/Zs6OrqSu2fkJ2djbCwMPTr10+q/cLCQsTHx0u1FRcXh8LCwjpZQuj8+fO4fv26+BfmHTt2xOPHjyEnJwcTExOpT+kEjJmZGaZNm4YzZ85gwIABCAgIKLd9c3NzXLlyRaqsvGtWGzIyMjAxMYGRkVGZF+sRERHw9vaGi4sLWrdujQYNGuDZs2dVtqmgoACgOHFUQk1NTeo6VPVCvq507NgRycnJZe6DiYmJ+NK/NCUlJak6ampq5bbr5uaGO3fu4NixY2XOCYIgJuqaNWsmtRl1YWEhbty4USdjMzU1hZKSEs6dO1fu+WbNmgGAVP+lEzYVfad0/ep8p67Iy8tjzpw5mDdvnjiLJiIiAq6urvjmm2/Qrl07GBkZISUlRep7CgoKUs9abairq0NLS0vq56y8/28QERERERERERHVFpMadezpli14tmEjmnpPRrOJEwEUbx7e1Hsynm3YiKdbttRLvxMnTsS9e/cwadIkXLt2DXfu3MHmzZuxa9cuzJw5U6x35MgR/PzzzwgKCoK8vDzk5OQQGBiII0eOiBtTnzp1CqampjAyMhK/16pVK3z22WcYOXIkzp49i9TUVJw9exajRo3CZ599hlatWtUo3tevX+Px48f4888/ERcXh+XLl8PV1RV9+/aFh4cHAKB3796wtbVF//79cfr0aaSlpSEqKgrz5s3D1atXkZeXBy8vL4SHh+P+/fuIjIxETEwMLC0ty+1z8uTJ2LVrF4KCgpCSkoJly5YhMTGxTpc/Ko+JiQn27t2LpKQkREdHw93dvVrJCH19fUgkEpw4cQJPnz4ts/fHf9OCBQuwZ88eLFq0CDdv3kRSUhJ++ukncT+I2ho8eDCGDBmCoUOH4rvvvsPVq1dx//59nDhxAr1790ZYWBiA4r0yfv31V/z666+4ffs2Jk6ciMzMzDoYWfFMEx8fH8yaNQt79uzBvXv3cPnyZezatQtA8f3T1dXFokWLcOfOHfz6669YvXp1pW327NkTV69exZ49e5CSkoKFCxfWWRKmOtzc3CCRSLDl//9/Y2JigtDQUERFRSEpKQnjxo3D48ePpb5jYGCA6OhopKWl4dmzZ1XODqnI5MmT8d133+HYsWNITk7GlClTkJGRUe8/Z0RERERERERE9O/ApEZdKyySSmiUKElsoLB2LwqrYmBggIiICNy7dw+ffvoprK2tERgYiMDAQAwaNAgA8OzZM4wfPx4LFy6UWsu/TZs2WLhwISZOnIhnz57h2LFjUktPlQgJCUHv3r0xYcIEtGrVChMmTECvXr2wf//+Gsd76tQp6OjowMDAAH369EFYWBg2bNiAY8eOictbSSQSnDx5EnZ2dhg5ciTMzMzw9ddfIy0tDVpaWpCVlcXz58/h4eEBMzMzDB48GJ999hkWL15cbp/u7u7w9fXFjBkz0LFjR6SmpmLEiBHlLp9Ul3bv3o2MjAx06NABw4YNg7e3NzQ1Nav8XosWLbB48WLMnj0bWlpaUrNp/tucnZ1x4sQJhIaGwtraGl27dsWaNWugr6//Xu1KJBLs27cPa9aswZEjR2Bvbw8rKyssWrQIrq6u4sblI0eOxPDhw+Hh4QF7e3sYGhrC0dGxLoYGAJg/fz6mT5+OBQsWwNLSEkOGDBH3iZCXl8f+/ftx+/ZttGvXDitWrMCyZcsqbc/Z2Rnz58/HrFmzYG1tjaysLDFZ99+goKAALy8vrFy5EtnZ2Zg/fz46duwIZ2dnODg4QFtbG/3795f6zowZMyArK4tWrVqhWbNmtdpvAyjeeH7o0KHw8PCAra0tVFVV4ezsXO8/Z0RERERERERE9O8gEbjYuSg/Px+pqakwNDT8176AKywshKamJn777bdyN9H+p3FycoK2tjb27t37oUMh+kcqKiqCpaUlBg8ejKVLl37ocKie8fcoEREREREREdU3bhROUp4/f45p06bB2tr6Q4dS53Jzc+Hv7w9nZ2fIyspi//79OHv2LEJDQz90aET/GPfv38eZM2dgb2+P169fY9OmTUhNTYWbm9uHDo2IiIiIiIiIiP4BmNQgKSUbiP8TlSxntWzZMrx+/Rrm5uY4dOgQevfu/aFDI/rHkJGRQWBgIGbMmAFBENCmTRucPXu2wr1uiIiIiIiIiIiIaoJJDfrXUFJSwtmzZz90GET/aLq6uoiMjPzQYRARERERERER0T8UNwonIiIiIiIiIiIiIqKPApMaRERERERERERERET0UWBSg4iIiIiIiIiIiIiIPgpMahARERERERERERER0UeBSQ0iIiIiIiIiIiIiIvooMKlBREREREREREREREQfBSY16B8rMDAQGhoaHzqMD87AwADr1q370GHUmX/aeD42I0aMQP/+/T90GERERERERERE9C/FpEYdy3qRj6cPsir8ZL3Ir5d+HRwcMHXq1DLlR48ehUQiEY9nzZoFAwMDZGVlSdX74osvYGdnh6KiIqlyQ0NDnDp1qtIEgYaGBgIDA8VjiUSCo0ePVhjriBEjIJFIIJFIIC8vDy0tLTg5OWH37t1l+n8fQ4YMwZ07d+qsvYoEBgaK45FIJNDR0cHgwYORmpr6Xu2Gh4dDIpEgMzOzWv2W9wkPD0dMTAzGjh37XrHUl6rGWFdycnLg4+MDIyMjKCoqolmzZnBwcMCJEyfqtd+6lJaWBolEgoSEhGrVK/moq6uja9eu+OWXX+qkv/Xr10v9vBMREREREREREf03yX3oAP5Jsl7kI3jBZRQWVPxiXlZOBu5LukKtseJ/MbL/WLp0KU6ePIlvv/0WO3bsAADs3r0bYWFhuHbtGmRk/pPnSkxMxPPnz+Ho6Ij9+/fXaRx9+vRBQEAACgsL8ffff+PUqVOYMmUKDh48iOPHj0NO7v0fTSUlJSgpKdVBtFVr2LAhkpOTIQgCbt++jXHjxqFfv35ISEiArKxsjdt7+/ZtlXWGDBmCPn36iMcDBgxAmzZtsGTJErGscePGUFBQqHH//zTjx4/HlStXsGnTJrRq1QrPnz9HVFQUnj9//qFDq5Y3b97U+Dtnz55F69atkZmZiS1btuCrr75CXFwc2rRp816xqKurv9f3iYiIiIiIiIiI3gdnatSh/Oy3lSY0AKCwoAj52VW/sK4vDRo0QFBQEIKCgnDq1Ck8ePAA06ZNw8qVK2FsbCxV99ixY3B2dkaDBg3qJQ5tbW20aNECHTt2xJw5c3Ds2DH89ttvUn8F/vLlS4wdOxaamppo2LAhevbsiWvXronnr127BkdHR6ipqaFhw4bo1KkTrl69CqD85aeWLVsGTU1NqKmpYfTo0Zg9ezbat28vni9ZWueHH36Ajo4OmjRpgkmTJlWZZJBIJNDW1oaOjg4cHR2xcOFC3LhxA3fv3kVMTAycnJzQtGlTqKurw97eHnFxcWW+7+/vD1dXV6ioqGD06NFwdHQEADRq1AgSiQQjRoyQ+o6SkhK0tbXFj4KCApSVlcuUvbtck0QiwbZt29C3b18oKyvD0tISly5dwt27d+Hg4AAVFRXY2tri3r17Uv398ssv6NSpExQVFWFkZITFixejoKCg0utSG4cOHULr1q3RoEEDGBgYYPXq1WXqZGVlwc3NDaqqqmjevDk2btxYaZu//PIL5syZAxcXFxgYGKBTp06YPHkyhg8fLtYpb4ZR6VlIJTMXQkJC0K1bNygqKqJ169YIDw8X65fMPPn111/Rrl07KCoqwsbGBtevX6/RGA0MDLBs2TKMGDEC6urqGDNmDAwNDQEAHTp0gEQigYODQ6VjbtKkCbS1tWFhYQE/Pz+8ffsWYWFh4vlTp07hk08+gYaGBpo0aYK+fftK3fOK+nt3+SkHBwd4e3tj1qxZaNy4MbS1tbFo0SKpWG7fvo1PPvkEioqKaNWqFc6ePVvljC4iIiIiIiIiIqLyMKlRTW9fF+Lt60IIgiCWFRYU4e3rQhS+rf2SSWK7RaXaLay7JZjK06lTJ/j6+mL06NEYNmwYrK2tMWHChDL1jh8/DldX13qNpbSePXuiXbt2OHz4MABAEAR8/vnnePz4MU6ePInY2Fh07NgRvXr1wosXLwAA7u7uaNmyJWJiYhAbG4vZs2dDXl6+3PaDg4Ph5+eHFStWIDY2Fnp6eti6dWuZemFhYbh37x7CwsIQFBSEwMDAGi+3UzJD5O3bt8jKysLw4cMRERGBy5cvw9TUFC4uLmWWAFu4cCFcXV1x/fp1LFmyBIcOHQIAJCcnIz09HevXr69RDJVZunQpPDw8kJCQAAsLC7i5uWHcuHHw9fUVk0JeXl5i/dOnT+Obb76Bt7c3bt26hW3btiEwMBB+fn51FhMAxMbGYvDgwfj6669x/fp1LFq0CPPnzy9z/VetWgUrKyvExcXB19cX06ZNQ2hoaIXtamtr4+TJk2WueW3MnDkT06dPR3x8PLp164Z+/fqVmfExc+ZM/PDDD4iJiYGmpib69esnJsZqMsY2bdogNjYW8+fPx5UrVwAUz8BIT08Xf06q8vbtW3FWVumfjZycHHz77beIiYnBuXPnICMjgy+//FJcAq4m/QUFBUFFRQXR0dFYuXIllixZIt6PoqIi9O/fH8rKyoiOjsb27dsxd+7casVORERERERERET0Li4/VU3bp1wAAIxc9QmU1IqX84k/8wDRx/9Aq+46cBxmWat298yNQn72W3y9oAuaNFcFANyOSkfrHi3qJvAKzJs3DwEBAYiOjsadO3ek9t0AgD///BPXrl2Di4tLvcbxLgsLCyQmJgIoTi5cv34dT548EWeL/PDDDzh69CgOHjyIsWPH4sGDB5g5cyYsLCwAAKamphW2vXHjRowaNQqenp4AgAULFuDMmTPIzs6WqteoUSNs2rQJsrKysLCwwOeff45z585hzJgx1RrDo0ePsGrVKrRs2RJmZmZllvvZtm0bGjVqhAsXLqBv375iuZubG0aOHCkel+zJoampWecbnnt6emLw4MEAAB8fH9ja2mL+/PlwdnYGAEyZMkW8TgDg5+eH2bNnizMbjIyMsHTpUsyaNQsLFy6ss7jWrFmDXr16Yf78+QAAMzMz3Lp1C6tWrZKaqdK9e3fMnj1brBMZGYm1a9fCycmp3Ha3b98Od3d3NGnSBO3atcMnn3yCgQMHonv37jWO0cvLC1999RUAYOvWrTh16hR27dqFWbNmiXUWLlwoxhIUFISWLVviyJEjGDx4cLXH2LNnT8yYMUM8TktLA/CfGRhV6datG2RkZJCXl4eioiIYGBiI9xyAOIYSu3btgqamJm7duoU2bdqgWbNm1e7PyspKfA5MTU2xadMmnDt3Dk5OTjhz5gzu3buH8PBwsR0/P78K7xUREREREREREVFlOFPjXyo0NBTp6ekQBAExMTFlzh8/fhzdu3dH48aN/6txCYIgJlhiY2ORnZ2NJk2aQFVVVfykpqaKy+R8++23GD16NHr37o3vv/++zJJJpSUnJ6NLly5SZe8eA0Dr1q2l9sHQ0dHBkydPKo375cuXUFVVhYqKCnR1dfHmzRscPnwYCgoKePLkCcaPHw8zMzOoq6tDXV0d2dnZePDggVQbnTt3rvzioHi2SelrERERUeV3ymNlZSX+W0tLCwDQtm1bqbL8/Hy8evUKQPG9WLJkiVTfY8aMQXp6OnJzc8u0HxERIVU3ODi4WnElJSWVSTR0794dKSkpKCwsFMtsbW2l6tja2iIpKanCdu3s7PDHH3/g3Llz+Oqrr3Dz5k306NEDS5curVZc7/ZVQk5ODp07dy7Td+k6jRs3hrm5uVinumOszvNQmZ9++gnx8fE4fvw4TExMsHPnTqmf53v37sHNzQ1GRkZo2LChuNzUu89ldZR+ngDpn5nk5GTo6upKJUbK+7kjIiIiIiIiIiKqDs7UqKax6+0BAHIK/8kDdfhUD+166UJGRlLR16rk4detuF35/7Rr0U2nxu00bNgQL1++LFOemZmJhg0bSpVlZGRgzJgxmDNnDuTl5TFx4kTY29ujadOmYp13l55q2LAhsrOzUVhYKPXCv7CwENnZ2XW2eXBSUpL4crWoqAg6OjpSexaUKJm5sGjRIri5ueHXX3/Fb7/9hoULFyIkJARffvllue2/OyOl9HJiJd5dvkoikYhL8lRETU0NcXFxkJGRgZaWFlRUVMRzI0aMwNOnT7Fu3Tro6+ujQYMGsLW1LbP5c+nvVKRfv36wsbERj1u0qN2MntJjLLkm5ZWVjLuoqAiLFy/GgAEDyrSlqFh20/vOnTsjISFBPC5JnFSldFKrdFl1vPu9d8nLy6NHjx7o0aMHZs+ejWXLlmHJkiXw8fGBgoICJBJJmb6qs2F7dfouXae6Y6zO81AZXV1dmJqawtTUFKqqqvjqq69w69YtaGpqAgC++OIL6OrqYseOHWjevDmKiorQpk2bWm1KXtnPTHnjJSIiIiIiIiIiqi3O1Kgm+QaykG8gK/VyTlZOBvINZCErX/vLKLZbKjEiK1vz9iwsLMS9EEqLiYmBubm5VNnkyZOhqamJefPmYfbs2dDV1ZXaPyE7OxthYWHo16+fVPuFhYWIj4+XaisuLg6FhYVl+qiN8+fP4/r16+KyOB07dsTjx48hJycHExMTqU/pBIyZmRmmTZuGM2fOYMCAAQgICCi3fXNzc3GfgBLlXbPakJGRgYmJCYyMjMq8jI6IiIC3tzdcXFzEzaGfPXtWZZsKCsXLnJX+6301NTWp61Cyd0d969ixI5KTk8vcBxMTE8jIlH1elZSUpOqoqalVq59WrVrh4sWLUmVRUVEwMzOTSqZdvnxZqs7ly5fFJciqq1WrVigoKEB+fj4AoFmzZkhPTxfPp6SklDsLpXTfBQUFiI2NLdN36ToZGRm4c+eOWKe6Y3xXec9Dddnb26NNmzbiHijPnz9HUlIS5s2bh169esHS0hIZGRl11l9pFhYWePDgAf7++2+xrLzZYURERERERERERNXBmRr/EBMnTsSmTZswadIkjB07FkpKSggNDcWuXbuwd+9esd6RI0fw888/IyYmRvzr6sDAQHTq1AmHDh3CV199hVOnTsHU1BRGRkbi91q1aoXPPvsMI0eOxJo1a2BsbIx79+7h22+/xWeffYZWrVrVKN7Xr1/j8ePHKCwsxN9//41Tp07hu+++Q9++feHh4QEA6N27N2xtbdG/f3+sWLEC5ubm+Ouvv3Dy5En0798frVu3xsyZMzFw4EAYGhri0aNHiImJKbNXQInJkydjzJgx6Ny5M7p164affvoJiYmJUuOsDyYmJti7dy86d+6MV69eYebMmdVKRujr60MikeDEiRNwcXGBkpISVFVV6zXWiixYsAB9+/aFrq4uBg0aBBkZGSQmJuL69etYtmxZnfUzffp0WFtbY+nSpRgyZAguXbqETZs2YcuWLVL1IiMjsXLlSvTv3x+hoaH4+eef8euvv1bYroODA4YOHYrOnTujSZMmuHXrFubMmQNHR0dxJlPPnj2xadMmdO3aFUVFRfDx8Sl30/nNmzfD1NQUlpaWWLt2LTIyMqT2QgGAJUuWoEmTJtDS0sLcuXPRtGlT9O/fv0ZjfJempiaUlJRw6tQptGzZEoqKijWaITV9+nQMGjQIs2bNgo6ODpo0aYLt27dDR0cHDx48EPcoqav+Sjg5OcHY2BjDhw/HypUrkZWVJW4UzhkcRERERERERERUU5ypUYcUVeUhK1f5JZWVk4GiatkXpe/LwMAAERERuHfvHj799FNYW1sjMDAQgYGBGDRoEADg2bNnGD9+PBYuXCi1Bn6bNm2wcOFCTJw4Ec+ePcOxY8eklp4qERISgt69e2PChAlo1aoVJkyYgF69emH//v01jvfUqVPQ0dGBgYEB+vTpg7CwMGzYsAHHjh0T/1pdIpHg5MmTsLOzw8iRI2FmZoavv/4aaWlp0NLSgqysLJ4/fw4PDw+YmZlh8ODB+Oyzz7B48eJy+3R3d4evry9mzJiBjh07IjU1FSNGjCh3+aS6tHv3bmRkZKBDhw4YNmwYvL29xSWAKtOiRQssXrwYs2fPhpaWltRsmv82Z2dnnDhxAqGhobC2tkbXrl2xZs0a6Ovrv1e7JUsUyckV51c7duyIAwcOICQkBG3atMGCBQuwZMkSqQ20geIX9LGxsejQoQOWLl2K1atXi5ucVxR/UFAQPv30U1haWmLy5MlwdnbGgQMHxDqrV6+Grq4u7Ozs4ObmhhkzZkBZWblMW99//z1WrFiBdu3aISIiAseOHZOaOVRSZ8qUKejUqRPS09Nx/PhxceZDdcf4Ljk5OWzYsAHbtm1D8+bNy/0ZrUzfvn1hYGAAPz8/yMjIICQkBLGxsWjTpg2mTZuGVatW1Wl/JWRlZXH06FFkZ2fD2toao0ePxrx58wCUv3QZERERERERERFRZSRCdRes/xfIz89HamoqDA0Na/2yLetFPvKzK16HX1FVHmqN/3df5BUWFkJTUxO//fbbv2IzXycnJ2hra0vNZqH/npCQEIwePRrZ2dkfOpQqpaWlwdDQEPHx8Wjfvn25dcLDw+Ho6IiMjAxx3xcqKzIyEp988gnu3r0LY2PjDx0O1aG6+D1KRERERERERFQZLj9Vx9QaK/5PJy2q8vz5c0ybNg3W1tYfOpQ6l5ubC39/fzg7O0NWVhb79+/H2bNnERoa+qFD+9d5/fo17t27h02bNqF3794fOhyqZ0eOHIGqqipMTU1x9+5dTJkyBd27d2dCg4iIiIiIiIiIaozLT5GUkg3E/4lr3ZcsZ9WjRw906tQJv/zyCw4dOsSX6h/Ab7/9BhsbG6ioqGDDhg0fOhyqZ1lZWZg4cSIsLCwwYsQIWFtb49ixYx86LCIiIiIiIiIi+ghx+alSuGwGERFR7fH3KBERERERERHVN87UICIiIiIiIiIiIiKijwKTGkRERERERERERERE9FFgUoOIiIiIiIiIiIiIiD4KTGoQEREREREREREREdFHgUkNIiIiIiIiIiIiIiL6KDCpQUREREREREREREREHwUmNahCgYGB0NDQ+NBhVMjBwQFTp0790GF8VEaMGIH+/fuLxx/6GhoYGGDdunUfrH8iIiIiIiIiIiL6uDCpUU+Kigrx8GYikiIv4OHNRBQVFdZbX/7+/lBTU0NBQYFYlp2dDXl5efTo0UOqbkREBCQSCe7cuVNv8UgkEvGjoqICU1NTjBgxArGxsXXaz+HDh7F06dI6bfN9vHjxAlOnToWBgQEUFBSgo6MDT09PPHjw4EOHVmuBgYFS91NLSwtffPEFbt68WeN2ykuQxcTEYOzYsXUULREREREREREREf3TyX3oAP6JUqKjcD5wO7JfPBPLVBs3Rc8RY2Fq063O+3N0dER2djauXr2Krl27AihOXmhrayMmJga5ublQVlYGAISHh6N58+YwMzOr8zhKCwgIQJ8+fZCfn487d+5g+/btsLGxwe7du+Hh4VEnfTRu3LhO2qkLL168QNeuXaGgoIAtW7agTZs2SEtLw7x582BtbY1Lly7ByMio3vp/+/Yt5OXl66Xthg0bIjk5GYIg4M8//8SsWbPw+eef486dO1BQUHivtps1a1ZHURIREREREREREdG/AWdq1LGU6CgcX7NcKqEBANkvnuH4muVIiY6q8z7Nzc3RvHlzhIeHi2Xh4eFwdXWFsbExoqKipModHR0BAG/evMGsWbPQokULqKiowMbGRqqNEkePHoWZmRkUFRXh5OSEhw8fVhmThoYGtLW1YWBggE8//RQHDx6Eu7s7vLy8kJGRIdaLioqCnZ0dlJSUoKurC29vb+Tk5Ijnt2zZAlNTUygqKkJLSwsDBw4Uz727dFJ6ejo+//xzKCkpwdDQEPv27SuzvJFEIsHOnTvx5ZdfQllZGaampjh+/HiV46nK3Llz8ddff+Hs2bNwcXGBnp4e7OzscPr0acjLy2PSpEkAgG3btqFFixYoKiqS+n6/fv0wfPhw8fiXX35Bp06doKioCCMjIyxevFhqJo5EIoG/vz9cXV2hoqKCZcuWobCwEKNGjYKhoSGUlJRgbm6O9evXv/fYJBIJtLW1oaOjg86dO2PatGm4f/8+kpOTxTpr1qxB27ZtoaKiAl1dXUycOBHZ2dkAip85T09PvHz5UpzxsWjRIgBll5+qzv05fvw4TE1NoaSkBEdHRwQFBUEikSAzM/O9x0pERERERERERET/25jUqIIgCHibn1+tz+vcHJwP2FZpe+cDt+F1bk612hMEodpxOjg4ICwsTDwOCwuDg4MD7O3txfI3b97g0qVLYlLD09MTkZGRCAkJQWJiIgYNGoQ+ffogJSVFbCc3Nxd+fn4ICgpCZGQkXr16ha+//roml1A0bdo0ZGVlITQ0FABw/fp1ODs7Y8CAAUhMTMRPP/2EixcvwsvLCwBw9epVeHt7Y8mSJUhOTsapU6dgZ2dXYfseHh7466+/EB4ejkOHDmH79u148uRJmXqLFy/G4MGDkZiYCBcXF7i7u+PFixe1GhMAFBUVISQkBO7u7tDW1pY6p6SkhIkTJ+L06dN48eIFBg0ahGfPnkndq4yMDJw+fRru7u4AgNOnT+Obb76Bt7c3bt26hW3btiEwMBB+fn5SbS9cuBCurq64fv06Ro4ciaKiIrRs2RIHDhzArVu3sGDBAsyZMwcHDhyo9djelZmZiX379gGA1MwQGRkZbNiwATdu3EBQUBDOnz+PWbNmAQC6deuGdevWoWHDhkhPT0d6ejpmzJhRYR+V3Z+0tDQMHDgQ/fv3R0JCAsaNG4e5c+fW2fiIiIiIiIiIiIjofxuXn6pCwevX2DB8YNUVqyn7xXNs8hxSrbreQQchr6hYrboODg6YNm0aCgoKkJeXh/j4eNjZ2aGwsBAbNmwAAFy+fBl5eXlwdHTEvXv3sH//fjx69AjNmzcHAMyYMQOnTp1CQEAAli9fDqB4WaNNmzbBxsYGABAUFARLS0tcuXIFXbp0qdHYLSwsABS/mAaAVatWwc3NTZxtYWpqig0bNsDe3h5bt27FgwcPoKKigr59+0JNTQ36+vro0KFDuW3fvn0bZ8+eRUxMDDp37gwA2LlzJ0xNTcvUHTFiBIYOHQoAWL58OTZu3IgrV66gT58+NRpPiadPnyIzMxOWlpblnre0tIQgCLh79y66dOmCPn36YN++fejVqxcA4Oeff0bjxo3FYz8/P8yePVucuWFkZISlS5di1qxZWLhwodium5sbRo4cKdXX4sWLxX8bGhoiKioKBw4cwODBg2s1NgB4+fIlVFVVIQgCcnNzARTPLCm5nwCkZswYGhpi6dKlmDBhArZs2QIFBQWoq6uLMz6qUtn98ff3h7m5OVatWgWgeJbSjRs3yiR8iIiIiIiIiIiI6J+JMzX+IRwdHZGTk4OYmBhERETAzMwMmpqasLe3R0xMDHJychAeHg49PT0YGRkhLi4OgiDAzMwMqqqq4ufChQu4d++e2K6cnJyYJACKExMaGhpISkqqcYwlM08kEgkAIDY2FoGBgVL9Ozs7o6ioCKmpqXBycoK+vj6MjIwwbNgwBAcHiy/V35WcnAw5OTl07NhRLDMxMUGjRo3K1LWyshL/raKiAjU1tXJndADFL9VLx1ebTb/fHbe7uzsOHTqE169fAwCCg4Px9ddfQ1ZWVrwuS5Yskep3zJgxSE9Plxp/6ftSwt/fH507d0azZs2gqqqKHTt2vPdG5WpqakhISEBsbCz8/f1hbGwMf39/qTphYWFwcnJCixYtoKamBg8PDzx//lxqKbHqquz+JCcnw9raWqp+TZNrRERERERERERE9PHiTI0qyDVoAO+gg9Wq+yjpBg5/v6jKegNmL0JLyzbV6ru6TExM0LJlS4SFhSEjIwP29vYAAG1tbRgaGiIyMhJhYWHo2bMngOIlk2RlZREbGyu+TC+hqqoqdVzyMr6qsqqUJEIMDQ3FGMaNGwdvb+8ydfX09KCgoIC4uDiEh4fjzJkzWLBgARYtWoSYmBhoaGhI1a9oqa7yyt/dUFsikZTZ46LE+PHjpWY5lMxqKa1Zs2bQ0NDArVu3ym3j9u3bkEgkMDY2BgB88cUXKCoqwq+//gpra2tERERgzZo1Yv2ioiIsXrwYAwYMKNOWYqmZOyoqKlLnDhw4gGnTpmH16tWwtbWFmpoaVq1ahejo6HLjqi4ZGRmYmJgAKE5qPX78GEOGDMHvv/8OALh//z5cXFwwfvx4LF26FI0bN8bFixcxatQovH37tsb9VXZ/BEEo8+zVZJk2IiIiIiIiIiIi+rgxqVEFiURS7SWg9Nt1gGrjpmU2CS9NrUlT6LfrABkZ2Qrr1JajoyPCw8ORkZGBmTNniuX29vY4ffo0Ll++DE9PTwBAhw4dUFhYiCdPnqBHjx4VtllQUICrV6+Kfw2fnJyMzMxMqaWHqqtkX4XevXsDADp27IibN2+KL8zLIycnh969e6N3795YuHAhNDQ0cP78+TIv/C0sLFBQUID4+Hh06tQJAHD37t333jy6cePGaNy4caV1ZGRkMHjwYAQHB2PJkiVSSyzl5eVhy5YtcHZ2FttRUlLCgAEDEBwcjLt378LMzEyMGSi+LsnJyZVel/JERESgW7dumDhxolhWetZNXZk2bRrWrFmDI0eO4Msvv8TVq1dRUFCA1atXQ0amePLXu/t4KCgooLCw8L37trCwwMmTJ6XKrl69+t7tEhERERERERER0ceBy0/VIRkZWfQcMbbSOo7Dx9ZLQgMoTmpcvHgRCQkJ4kwNoDipsWPHDuTn54ubhJuZmcHd3R0eHh44fPgwUlNTERMTgxUrVki9NJaXl8fkyZMRHR2NuLg4eHp6omvXrlUu+ZOZmYnHjx/j/v37CA0NxcCBA7Fv3z5s3bpVnGXh4+ODS5cuYdKkSUhISEBKSgqOHz+OyZMnAwBOnDiBDRs2ICEhAffv38eePXtQVFQEc3PzMv1ZWFigd+/eGDt2LK5cuYL4+HiMHTsWSkpKtZpVUlN+fn7Q1taGk5MTfvvtNzx8+BC///47nJ2d8fbtW2zevFmqvru7O3799Vfs3r0b33zzjdS5BQsWYM+ePVi0aBFu3ryJpKQk/PTTT5g3b16lMZiYmODq1as4ffo07ty5g/nz5yMmJqbOx9qwYUOMHj0aCxcuhCAIMDY2RkFBATZu3Ig//vgDe/fuLbM8lYGBAbKzs3Hu3Dk8e/aswmXEqjJu3Djcvn0bPj4+uHPnDg4cOIDAwEAAtZs9RERERERERERERB8XJjXqmKlNN/T7dg5UGzeVKldr0hT9vp0DU5tu9da3o6Mj8vLyYGJiAi0tLbHc3t4eWVlZMDY2hq6urlgeEBAADw8PTJ8+Hebm5ujXrx+io6Ol6igrK8PHxwdubm6wtbWFkpISQkJCqozF09MTOjo6sLCwwIQJE6CqqoorV67Azc1NrGNlZYULFy4gJSUFPXr0QIcOHTB//nzo6OgAADQ0NHD48GH07NkTlpaW8Pf3x/79+9G6dety+9yzZw+0tLRgZ2eHL7/8EmPGjIGamprUkk31pWnTprh8+TIcHR0xbtw4GBkZYfDgwTAyMkJMTAyMjIyk6vfs2RONGzdGcnKy1DUBAGdnZ5w4cQKhoaGwtrZG165dsWbNGujr61caw/jx4zFgwAAMGTIENjY2eP78udSsjbo0ZcoUJCUl4eeff0b79u2xZs0arFixAm3atEFwcDC+++47qfrdunXD+PHjMWTIEDRr1gwrV66sVb+GhoY4ePAgDh8+DCsrK2zduhVz584FADSowXJtRERERERERERE9HGSCFyQXpSfn4/U1FQYGhq+94vwoqJC/Jl0E9mZGVDVaIQWlq3rbYYGle/Ro0fQ1dXF2bNn0atXrw8dDtUTPz8/+Pv74+HDhx86FKJ/vbr8PUpEREREREREVB7uqVFPZGRkodva6kOH8a9y/vx5ZGdno23btkhPT8esWbNgYGAAOzu7Dx0a1aEtW7bA2toaTZo0QWRkJFatWgUvL68PHRYRERERERERERH9FzCpQf8Yb9++xZw5c/DHH39ATU0N3bp1Q3BwMOTl5T90aFSHUlJSsGzZMrx48QJ6enqYPn06fH19P3RYRERERERERERE9F/A5adK4bIZREREtcffo0RERERERERU37hROBERERERERERERERfRSY1CAiIiIiIiIiIiIioo8CkxpERERERERERERERPRRYFKDiIiIiIiIiIiIiIg+CkxqEBERERERERERERHRR4FJDSIiIiIiIiIiIiIi+igwqUEVCgwMhIaGxocOo0IODg6YOnXqhw7jgzIwMMC6devqrL0RI0agf//+ddbe/4pFixahffv2HzoMIiIiIiIiIiIiek9MavwD+Pv7Q01NDQUFBWJZdnY25OXl0aNHD6m6ERERkEgkuHPnTr3FI5FIxI+KigpMTU0xYsQIxMbG1mk/hw8fxtKlS+u0zffx6tUrzJ07FxYWFlBUVIS2tjZ69+6Nw4cPQxCEeukzJiYGY8eOrZe2/9tKPzeqqqpo164dAgMDa9XO0aNHpcpmzJiBc+fO1U2gRERERERERERE9MEwqVHHXobex6tzD8o99+rcA7wMvV/nfTo6OiI7OxtXr14VyyIiIqCtrY2YmBjk5uaK5eHh4WjevDnMzMzqPI7SAgICkJ6ejps3b2Lz5s3Izs6GjY0N9uzZU2d9NG7cGGpqanXW3vvIzMxEt27dsGfPHvj6+iIuLg6///47hgwZglmzZuHly5e1bvvt27dlyt68eQMAaNasGZSVlWvd9v+akufm2rVrGDJkCDw9PXH69On3bldVVRVNmjSpgwiJiIiIiIiIiIjoQ2JSo45JZCR4VU5i49W5B3gVeh8SGUmd92lubo7mzZsjPDxcLAsPD4erqyuMjY0RFRUlVe7o6Aig+MX4rFmz0KJFC6ioqMDGxkaqjRJHjx6FmZkZFBUV4eTkhIcPH1YZk4aGBrS1tWFgYIBPP/0UBw8ehLu7O7y8vJCRkSHWi4qKgp2dHZSUlKCrqwtvb2/k5OSI57ds2QJTU1MoKipCS0sLAwcOFM+9u/xUeno6Pv/8cygpKcHQ0BD79u0rszyTRCLBzp078eWXX0JZWRmmpqY4fvx4leOpypw5c5CWlobo6GgMHz4crVq1gpmZGcaMGYOEhASoqqqK/b87i0BDQ0OckZCWlgaJRIIDBw7AwcEBioqK+PHHH8Vlob777juppNS748vMzMTYsWOhpaUFRUVFtGnTBidOnABQ/hJM69atg4GBQYXjKm95q/bt22PRokXisUQiwbZt29C3b18oKyvD0tISly5dwt27d+Hg4AAVFRXY2tri3r17VV7HkufG2NgYc+bMQePGjXHmzBnxfExMDJycnNC0aVOoq6vD3t4ecXFxUvECwJdffgmJRCIevzv2kuv5ww8/QEdHB02aNMGkSZOkEkjVeZ6IiIiIiIiIiIjov4tJjWoqelNY4Ud4WyTWa9hLD2o9dfEq9D5enklD0ZtCvDyThleh96HWUxdqdi2q1W5NOTg4ICwsTDwOCwuDg4MD7O3txfI3b97g0qVLYlLD09MTkZGRCAkJQWJiIgYNGoQ+ffogJSVFbCc3Nxd+fn4ICgpCZGQkXr16ha+//rrG8QHAtGnTkJWVhdDQUADA9evX4ezsjAEDBiAxMRE//fQTLl68CC8vLwDA1atX4e3tjSVLliA5ORmnTp2CnZ1dhe17eHjgr7/+Qnh4OA4dOoTt27fjyZMnZeotXrwYgwcPRmJiIlxcXODu7o4XL17UakwAUFRUhJCQELi7u6N58+ZlzquqqkJOTq5Gbfr4+MDb2xtJSUlwdnYGAJw7dw5JSUkIDQ0VExXvxvHZZ58hKioKP/74I27duoXvv/8esrKytRtYDSxduhQeHh5ISEiAhYUF3NzcMG7cOPj6+ooziErua3UUFhbiwIEDePHiBeTl5cXyrKwsDB8+HBEREbh8+TJMTU3h4uKCrKwsAMVJD+A/Mz5KjssTFhaGe/fuISwsDEFBQQgMDJRa7qq6zxMRERERERERERH999TsTeu/2F8Loio8p2jeCE0924jH2RF/AgCyzj9E1vn/zGrIOv8Qr1NfQXOclVj2eMUVFOX8Zy+MEi2/71GmrDIODg6YNm0aCgoKkJeXh/j4eNjZ2aGwsBAbNmwAAFy+fBl5eXlwdHTEvXv3sH//fjx69Eh8ET9jxgycOnUKAQEBWL58OYDipY82bdoEGxsbAEBQUBAsLS1x5coVdOnSpUYxWlhYACiejQAAq1atgpubmzjbwtTUFBs2bIC9vT22bt2KBw8eQEVFBX379oWamhr09fXRoUOHctu+ffs2zp49i5iYGHTu3BkAsHPnTpiampapO2LECAwdOhQAsHz5cmzcuBFXrlxBnz59ajSeEs+ePUNGRoY4vrowdepUDBgwQKpMRUUFO3fuhIKCQrnfOXv2LK5cuYKkpCRxJoeRkVGdxVQZT09PDB48GEBxQsbW1hbz588XEzJTpkyBp6dnle0MHToUsrKyyM/PR2FhIRo3bozRo0eL53v27ClVf9u2bWjUqBEuXLiAvn37olmzZgD+M+OjMo0aNcKmTZsgKysLCwsLfP755zh37hzGjBlTo+eJiIiIiIiIiIiI/ns4U+MfwtHRETk5OYiJiUFERATMzMygqakJe3t7xMTEICcnB+Hh4dDT04ORkRHi4uIgCALMzMygqqoqfi5cuCC1TJCcnJz4UhcoTkxoaGggKSmpxjGWbJYtkRQvwRUbG4vAwECp/p2dnVFUVITU1FQ4OTlBX18fRkZGGDZsGIKDg6X2ByktOTkZcnJy6Nixo1hmYmKCRo0alalrZfWfpJKKigrU1NQq/Av85cuXS8X34EHZ/VLeHVddKH3NS7Rt27bChAYAJCQkoGXLlvW+X0p5Sl9TLS0tAMXxli7Lz8/Hq1evKm1n7dq1SEhIQGhoKNq3b4+1a9fCxMREPP/kyROMHz8eZmZmUFdXh7q6OrKzs8u9L1Vp3bq11CwWHR0d8TmoyfNERERERERERERE/z2cqVFNzZd0q/Dcuy+zdeZ3RVb4/8/SkJUAhULx0lMOunj3vbe2T81mO1TExMQELVu2RFhYGDIyMmBvb1/cvrY2DA0NERkZibCwMPEv3YuKiiArK4vY2NgyyxOV7P9Q0fgqKqtKSSLE0NBQjGHcuHHw9vYuU1dPTw8KCgqIi4tDeHg4zpw5gwULFmDRokWIiYmBhoaGVP2SxMK7yisvvZxRyViKiorK1AOA8ePHizMQAJS7vFSzZs3QqFGjaiV6JBJJmZjK2whcRUWlWmWlKSkpVXpeRkamWn3X5julr2nJs1FeWUXXuYS2tjZMTExgYmKCn3/+GR06dEDnzp3RqlUrAMWzbJ4+fYp169ZBX18fDRo0gK2trbhxek1U9hzU5HkiIiIiIiIiIiKi/x7O1KgmGQXZCj8SeenLmB3xJ7LOP0RDJ3209PsEDZ30kXX+IbIj/oREXrZa7daGo6MjwsPDER4eDgcHB7Hc3t4ep0+fxuXLl8X9NDp06IDCwkI8efJEfIlc8im9bE9BQYG4JwJQ/BfsmZmZtVpqad26dWjYsCF69+4NAOjYsSNu3rxZpn8TExNxRoKcnBx69+6NlStXIjExEWlpaTh//nyZti0sLFBQUID4+Hix7O7du8jMzKxxnKU1btxYKq7y9saQkZHBkCFDEBwcjL/++qvM+ZycHBQUFC8x1qxZM6Snp4vnUlJSKpx9UlNWVlZ49OgR7ty5U+75Zs2a4fHjx1Iv5hMSEipt8914X716hdTU1DqJtyomJib46quv4OvrK5ZFRETA29sbLi4uaN26NRo0aIBnz55JfU9eXh6FhTXfl6a0+nqeiIiIiIiIiIiI6P0wqVHHXp17gFeh99HQSR8Ne+kBKN48vKGTPl6F3serczVfJqe6HB0dcfHiRSQkJIgzNYDipMaOHTuQn58vJjXMzMzg7u4ODw8PHD58GKmpqYiJicGKFStw8uRJ8bvy8vKYPHkyoqOjERcXB09PT3Tt2rXK/TQyMzPx+PFj3L9/H6GhoRg4cCD27duHrVu3irMsfHx8cOnSJUyaNAkJCQlISUnB8ePHMXnyZADAiRMnsGHDBiQkJOD+/fvYs2cPioqKYG5uXqY/CwsL9O7dG2PHjsWVK1cQHx+PsWPHQklJqU6XharI8uXLoaurCxsbG+zZswe3bt1CSkoKdu/ejfbt2yM7OxtA8Z4QmzZtQlxcHK5evYrx48eXmTFQW/b29rCzs8NXX32F0NBQpKam4rfffsOpU6cAFO+78vTpU6xcuRL37t3D5s2b8dtvv1XaZs+ePbF3715ERETgxo0bGD58+H9l4/ES06dPxy+//CIm1kxMTLB3714kJSUhOjoa7u7uZWaoGBgY4Ny5c3j8+DEyMjJq1e+Hfp6IiIiIiIiIiIiofExq1DGhSJBKaJQoSWwIRfW3fI2joyPy8vJgYmIi7msAFL/szsrKgrGxMXR1dcXygIAAeHh4YPr06TA3N0e/fv0QHR0tVUdZWRk+Pj5wc3ODra0tlJSUEBISUmUsnp6e0NHRgYWFBSZMmABVVVVcuXIFbm5uYh0rKytcuHABKSkp6NGjBzp06ID58+dDR0cHQPFmz4cPH0bPnj1haWkJf39/7N+/H61bty63zz179kBLSwt2dnb48ssvMWbMGKipqUFRUbHG17KmGjVqhMuXL+Obb77BsmXL0KFDB/To0QP79+/HqlWroK6uDgBYvXo1dHV1YWdnBzc3N8yYMQPKysp1FsehQ4dgbW2NoUOHolWrVpg1a5Y4a8HS0hJbtmzB5s2b0a5dO1y5cgUzZsyotD1fX1/Y2dmhb9++cHFxQf/+/WFsbFxn8Valbdu26N27NxYsWAAA2L17NzIyMtChQwcMGzYM3t7e0NTUlPrO6tWrERoaCl1d3Qo3lq+OD/k8ERERERERERERUfkkAheJF+Xn5yM1NRWGhoZ8cfkP8OjRI+jq6uLs2bPo1avXhw6HPnJ8noiqxt+jRERERERERFTfuFE4/WOcP38e2dnZaNu2LdLT0zFr1iwYGBjAzs7uQ4dGHyE+T0RERERERERERP97mNSgf4y3b99izpw5+OOPP6CmpoZu3bohODi4zvasoH8XPk9ERERERERERET/e7j8VClcNoOIiKj2+HuUiIiIiIiIiOobNwonIiIiIiIiIiIiIqKPApMaRERERERERERERET0UWBSg4iIiIiIiIiIiIiIPgpMahARERERERERERER0UeBSQ0iIiIiIiIiIiIiIvooMKlBREREREREREREREQfBSY1qEKBgYHQ0ND40GFUyMHBAVOnTv3QYdRKWloaJBIJEhISPnQo/1oGBgZYt27dhw6DiIiIiIiIiIiIaoBJjTqWmZmJv/76q8JPZmZmnffp7+8PNTU1FBQUiGXZ2dmQl5dHjx49pOpGRERAIpHgzp07dR5HCYlEIn5UVFRgamqKESNGIDY2tk77OXz4MJYuXVqnbdbWokWL0L59+3rv548//sDQoUPRvHlzKCoqomXLlnB1da3X+1nXqpssCwwMlHqWtLS08MUXX+DmzZt10l9MTAzGjh1bo7aIiIiIiIiIiIjow5L70AH8k2RmZmLTpk1SyYV3ycnJwcvLq05nQDg6OiI7OxtXr15F165dARQnL7S1tRETE4Pc3FwoKysDAMLDw9G8eXOYmZnVWf/lCQgIQJ8+fZCfn487d+5g+/btsLGxwe7du+Hh4VEnfTRu3LhO2vlYvHnzBk5OTrCwsMDhw4eho6ODR48e4eTJk3j58uWHDq9a3r59W6P6DRs2RHJyMgRBwJ9//olZs2bh888/x507d6CgoPBesTRr1uy9vk9ERERERERERET/fZypUYdyc3MrTWgAQEFBAXJzc+u0X3NzczRv3hzh4eFiWXh4OFxdXWFsbIyoqCipckdHRwDFL8lnzZqFFi1aQEVFBTY2NlJtlDh69CjMzMygqKgIJycnPHz4sMqYNDQ0oK2tDQMDA3z66ac4ePAg3N3d4eXlhYyMDLFeVFQU7OzsoKSkBF1dXXh7eyMnJ0c8v2XLFpiamkJRURFaWloYOHCgeO7d5afS09Px+eefQ0lJCYaGhti3b1+ZJYYkEgl27tyJL7/8EsrKyjA1NcXx48erHE9NFRUVYcmSJWjZsiUaNGiA9u3b49SpU2Xq3b59G926dYOioiJat25d7vUvcevWLfzxxx/YsmULunbtCn19fXTv3h1+fn6wtrYGUHx/JRKJ1IyghIQESCQSpKWlAfjPzIXK7mvJzJNt27ZBV1cXysrKGDRokFS7VY2xZImtAwcOwMHBAYqKivjxxx/h6emJly9fijMwFi1aVOGYJRIJtLW1oaOjg86dO2PatGm4f/8+kpOTxTpr1qxB27ZtoaKiAl1dXUycOBHZ2dni9aiov9o8G8ePH4epqSmUlJTg6OiIoKCgMtebiIiIiIiIiIiI6g+TGtX05s0bvHnzBoIgiGUFBQV48+ZNlYmM6rRbVFQklhUWFta4HQcHB4SFhYnHYWFhcHBwgL29vVj+5s0bXLp0SUxqeHp6IjIyEiEhIUhMTMSgQYPQp08fpKSkiO3k5ubCz88PQUFBiIyMxKtXr/D111/XaqzTpk1DVlYWQkNDAQDXr1+Hs7MzBgwYgMTERPz000+4ePEivLy8AABXr16Ft7c3lixZguTkZJw6dQp2dnYVtu/h4YG//voL4eHhOHToELZv344nT56Uqbd48WIMHjwYiYmJcHFxgbu7O168eFGrMVVk/fr1WL16NX744QckJibC2dkZ/fr1k7q2ADBz5kxMnz4d8fHx6NatG/r164fnz5+X22azZs0gIyODgwcP1uoZKa069/Xu3bs4cOAAfvnlF5w6dQoJCQmYNGlSjcfo4+MDb29vJCUloVevXli3bh0aNmyI9PR0pKenY8aMGdWKOTMzE/v27QMAyMvLi+UyMjLYsGEDbty4gaCgIJw/fx6zZs0CAHTr1q1G/VX2bKSlpWHgwIHo378/EhISMG7cOMydO7dasRMREREREREREVHdYFKjmpYvX47ly5dLzbKIiorC8uXLcfLkyVq3u27dOixfvhzPnj0Ty2qzebSDgwMiIyNRUFCArKwsxMfHw87ODvb29uJf/1++fBl5eXlwdHTEvXv3sH//fvz888/o0aMHjI2NMWPGDHzyyScICAgQ23379i02bdoEW1tbdOrUCUFBQYiKisKVK1dqHKOFhQUAiDMGVq1aBTc3N0ydOhWmpqbo1q0bNmzYgD179iA/Px8PHjyAiooK+vbtC319fXTo0AHe3t7ltn379m2cPXsWO3bsgI2NDTp27IidO3ciLy+vTN0RI0Zg6NChMDExwfLly5GTk1Or8VTmhx9+gI+PD77++muYm5tjxYoVaN++fZmNqb28vPDVV1/B0tISW7duhbq6Onbt2lVumy1atMCGDRuwYMECNGrUCD179sTSpUvxxx9/1Di+6tzX/Px8BAUFoX379rCzs8PGjRsREhKCx48f12iMU6dOxYABA2BoaAg9PT2oq6uLMzC0tbWhqqpaYZwvX76EqqoqVFRU0KhRI4SEhKBfv37is1TSvqOjIwwNDcVrcuDAAQCAgoJCjfqr7Nnw9/eHubk5Vq1aBXNzc3z99dcYMWJETS89ERERERERERERvQcmNf4hHB0dkZOTg5iYGERERMDMzAyampqwt7dHTEwMcnJyEB4eDj09PRgZGSEuLg6CIMDMzAyqqqri58KFC7h3757YrpycHDp37iweW1hYQENDA0lJSTWOsWSWi0QiAQDExsYiMDBQqn9nZ2cUFRUhNTUVTk5O0NfXh5GREYYNG4bg4OAKl+5KTk6GnJwcOnbsKJaZmJigUaNGZepaWVmJ/1ZRUYGamlq5MzqA4mRW6fgePHhQ5ThfvXqFv/76C927d5cq7969e5nrZmtrK/675FpXdm0nTZqEx48f48cff4StrS1+/vlntG7dWpz9Ul3Vua96enpo2bKlVKxFRUVITk6u0RhL91NTampqSEhIQGxsLPz9/WFsbAx/f3+pOmFhYXByckKLFi2gpqYGDw8PPH/+XGoZs+qq7NlITk4Wl/kq0aVLl1qMioiIiIiIiIiIiGqLG4VX05w5cwBIL3vTrVs3dO3aFTIytc8NlewJISf3n1vRvn37GrdjYmKCli1bIiwsDBkZGbC3twcAaGtrw9DQEJGRkQgLC0PPnj0BFO+HICsri9jYWMjKykq19e5fspckIaoqq0rJy25DQ0MxhnHjxpU7+0JPTw8KCgqIi4tDeHg4zpw5gwULFmDRokWIiYkps9F66WXBqiovfQ9LxlJ6+a/Sxo8fj8GDB4vHzZs3r3iA73j3GgmCUK3rVlUdNTU19OvXD/369cOyZcvg7OyMZcuWwcnJSXwWS4+7os25a3pfS86VrlOdMaqoqFQ6nsrIyMjAxMQEQHHi5fHjxxgyZAh+//13AMD9+/fh4uKC8ePHY+nSpWjcuDEuXryIUaNG1XhTcqDyZ6O8sVX03BEREREREREREVH94EyNalJQUICCgoLUS005OTkoKChIJSRq227pxMi7SYbqcnR0RHh4OMLDw+Hg4CCW29vb4/Tp07h8+bK4n0aHDh1QWFiIJ0+ewMTEROqjra0tfregoABXr14Vj5OTk5GZmSm1/E91lext0Lt3bwBAx44dcfPmzTL9m5iYQEFBAUDxNe7duzdWrlyJxMREpKWl4fz582XatrCwQEFBAeLj48Wyu3fvvvcGzo0bN5aKqzr3umHDhmjevDkuXrwoVR4VFQVLS0upssuXL4v/LigoQGxsbI2urUQigYWFhTgroVmzZgCKN00vUd5yZtW5rw8ePMBff/0lHl+6dAkyMjIwMzOr0RjfpaCgUOs9QaZNm4Zr167hyJEjAIr3XSkoKMDq1avRtWtXmJmZScX8vv2VZmFhgZiYGKmy0teQiIiIiIiIiIiI6h+TGv8gjo6OuHjxIhISEsSZGkBxUmPHjh3Iz88XkxpmZmZwd3eHh4cHDh8+jNTUVMTExGDFihVSe4TIy8tj8uTJiI6ORlxcHDw9PdG1a9cql93JzMzE48ePcf/+fYSGhmLgwIHYt28ftm7dKs6y8PHxwaVLlzBp0iQkJCQgJSUFx48fx+TJkwEAJ06cwIYNG5CQkID79+9jz549KCoqgrm5eZn+LCws0Lt3b4wdOxZXrlxBfHw8xo4dCyUlpVrNKnlfM2fOxIoVK/DTTz8hOTkZs2fPRkJCAqZMmSJVb/PmzThy5Ahu376NSZMmISMjAyNHjiy3zYSEBLi6uuLgwYO4desW7t69i127dmH37t1wdXUFUDxjR1dXF4sWLcKdO3fw66+/YvXq1WXaqs59VVRUxPDhw3Ht2jVERETA29sbgwcPFpNe1R3juwwMDJCdnY1z587h2bNnFS4pVp6GDRti9OjRWLhwIQRBgLGxMQoKCrBx40b88ccf2Lt3b5nlqd6nv9LGjRuH27dvw8fHB3fu3MGBAwcQGBgIoHYzl4iIiIiIiIiIiKjmmNSoQ8rKylX+Jb+cnByUlZXrpX9HR0fk5eXBxMQEWlpaYrm9vT2ysrJgbGwMXV1dsTwgIAAeHh6YPn06zM3N0a9fP0RHR0vVUVZWho+PD9zc3GBrawslJSWEhIRUGYunpyd0dHRgYWGBCRMmQFVVFVeuXIGbm5tYx8rKChcuXEBKSgp69OiBDh06YP78+dDR0QEAaGho4PDhw+jZsycsLS3h7++P/fv3o3Xr1uX2uWfPHmhpacHOzg5ffvklxowZAzU1NSgqKtb4WtZUUVGR1L339vbG9OnTMX36dLRt2xanTp3C8ePHYWpqKvW977//HitWrEC7du0QERGBY8eOoWnTpuX20bJlSxgYGGDx4sXiZujr16/H4sWLMXfuXADFyYr9+/fj9u3baNeuHVasWIFly5aVaas699XExAQDBgyAi4sLPv30U7Rp0wZbtmyp8Rjf1a1bN4wfPx5DhgxBs2bNsHLlysov7jumTJmCpKQk/Pzzz2jfvj3WrFmDFStWoE2bNggODsZ3331Xp/2VMDQ0xMGDB3H48GFYWVlh69at4nVv0KBBrdokIiIiIiIiIiKimpEIXBRelJ+fj9TUVBgaGtb6RXhmZmalfwmurKxcZj8Iqh+PHj2Crq4uzp49i169etVrX+PHj8ejR49w4sSJeu2nLgQGBmLq1KmVLs21aNEiHD16tNylq+g//Pz84O/vj4cPH37oUIj+J9TF71EiIiIiIiIiospwo/A6pqGhwaTFB3L+/HlkZ2ejbdu2SE9Px6xZs2BgYAA7O7t66zMrKwvx8fE4fPiwuJk8/XNt2bIF1tbWaNKkCSIjI7Fq1Sp4eXl96LCIiIiIiIiIiIj+NZjUoH+Mt2/fYs6cOfjjjz+gpqaGbt26ITg4GPLy8vXW54IFCxAcHIwvv/wS48ePr7d+6H9DSkoKli1bhhcvXkBPTw/Tp0+Hr6/vhw6LiIiIiIiIiIjoX4PLT5XCZTOIiIhqj79HiYiIiIiIiKi+caNwIiIiIiIiIiIiIiL6KDCpQUREREREREREREREHwUmNYiIiIiIiIiIiIiI6KPApAYREREREREREREREX0UmNQgIiIiIiIiIiIiIqKPApMaRERERERERERERET0UWBSgyoUGBgIDQ2NDx3Ge0lLS4NEIkFCQsKHDoXeg0QiwdGjRwF8+HsaHh4OiUSCzMzMD9I/ERERERERERHRvxmTGvVEEAqRkXEZjx8fR0bGZQhCYb315e/vDzU1NRQUFIhl2dnZkJeXR48ePaTqRkREQCKR4M6dO/UWj0QiET8qKiowNTXFiBEjEBsbW299/lvUxwv9qKgouLi4oFGjRlBUVETbtm2xevVqFBbW3zNb3xwcHMRnUEFBAcbGxvD19cXr169r3M7UqVOlyrp164b09HSoq6vXYcRERERERERERERUHUxq1IMnT04jMsoOcfHuuHlrGuLi3REZZYcnT07XS3+Ojo7Izs7G1atXxbKIiAhoa2sjJiYGubm5Ynl4eDiaN28OMzOzeomlREBAANLT03Hz5k1s3rwZ2dnZsLGxwZ49e+q1X6qZI0eOwN7eHi1btkRYWBhu376NKVOmwM/PD19//TUEQai3vgsLC1FUVFRv7Y8ZMwbp6em4e/cuVq5cic2bN2PRokXv3a6CggK0tbUhkUjeP0giIiIiIiIiIiKqESY16tiTJ6dx/cYkvH79WKr89eu/cf3GpHpJbJibm6N58+YIDw8Xy8LDw+Hq6gpjY2NERUVJlTs6OgIA3rx5g1mzZqFFixZQUVGBjY2NVBsljh49CjMzMygqKsLJyQkPHz6sMiYNDQ1oa2vDwMAAn376KQ4ePAh3d3d4eXkhIyNDrBcVFQU7OzsoKSlBV1cX3t7eyMnJAQD4+vqia9euZdq2srLCwoULxeOAgABYWlpCUVERFhYW2LJlS6WxXbhwAV26dEGDBg2go6OD2bNnS81ycXBwgJeXF7y8vKChoYEmTZpg3rx5Ui/4DQwMsGzZMnh4eEBVVRX6+vo4duwYnj59CldXV6iqqqJt27ZSiaaqxlvS7vLlyzFy5EioqalBT08P27dvF88bGhoCADp06ACJRAIHB4dKx1qZnJwcjBkzBv369cP27dvRvn17GBgYYPTo0QgKCsLBgwdx4MABAICtrS1mz54t9f2nT59CXl4eYWFhAKp+nkqWMztx4gRatWqFBg0a4P79+4iJiYGTkxOaNm0KdXV12NvbIy4urtbjKqGsrAxtbW3o6enhq6++gpOTE86cOSOef/78OYYOHYqWLVtCWVkZbdu2xf79+8XzI0aMwIULF7B+/Xpx1kdaWlqZ5adKxnX69GlYWlpCVVUVffr0QXp6uthWQUEBvL29xefJx8cHw4cPR//+/d97nERERERERERERP8mTGpUQRAEFBbmVutTUJCFO3cWAyjvr9uLy+6kLEFBQVa12qvJX8k7ODiIL5cBICwsDA4ODrC3t5d66Xzp0iUxqeHp6YnIyEiEhIQgMTERgwYNQp8+fZCSkiK2k5ubCz8/PwQFBSEyMhKvXr3C119/XfMLCWDatGnIyspCaGgoAOD69etwdnbGgAEDkJiYiJ9++gkXL16El5cXAMDd3R3R0dG4d++e2MbNmzdx/fp1uLu7AwB27NiBuXPnws/PD0lJSVi+fDnmz5+PoKCgcmP4888/4eLiAmtra1y7dg1bt27Frl27sGzZMql6QUFBkJOTQ3R0NDZs2IC1a9di586dUnXWrl2L7t27Iz4+Hp9//jmGDRsGDw8PfPPNN4iLi4OJiQk8PDzE+1jVeEusXr0anTt3Rnx8PCZOnIgJEybg9u3bAIArV64AAM6ePYv09HQcPny4VvcCAM6cOYPnz59jxowZZc598cUXMDMzE1/yu7u7Y//+/VLP5E8//QQtLS3Y29sDqP7z9N1332Hnzp24efMmNDU1kZWVheHDhyMiIgKXL1+GqakpXFxckJWVVeuxvevatWuIjIyEvLy8WJafn49OnTrhxIkTuHHjBsaOHYthw4YhOjoaALB+/XrY2tqKMz7S09Ohq6tbbvu5ubn44YcfsHfvXvz+++948OCB1HVdsWIFgoODERAQIP4clewRQkRERERERERERDUgkCgvL0+4deuWkJeXJ5YVFOQIZ88ZfZBPQUFOtWPfvn27oKKiIrx9+1Z49eqVICcnJ/z9999CSEiI0K1bN0EQBOHChQsCAOHevXvC3bt3BYlEIvz5559S7fTq1Uvw9fUVBEEQAgICBADC5cuXxfNJSUkCACE6OrrCWAAIR44cKff6AhBWrFghCIIgDBs2TBg7dqxUnYiICEFGRka8B1ZWVsKSJUvE876+voK1tbV4rKurK+zbt0+qjaVLlwq2traCIAhCamqqAECIj48XBEEQ5syZI5ibmwtFRUVi/c2bNwuqqqpCYWGhIAiCYG9vL1haWkrV8fHxESwtLcVjfX194ZtvvhGP09PTBQDC/PnzxbJLly4JAIT09PRqj/fddouKigRNTU1h69at5Y7nfXz//fcCACEjI6Pc8/369RPH/OTJE0FOTk74/fffxfO2trbCzJkzBUEQavQ8JSQkVBpXQUGBoKamJvzyyy9iWelnqjrXwN7eXpCXlxdUVFQEBQUFAYAgIyMjHDx4sNK+XVxchOnTp0u1M2XKFKk6YWFhUtetZFx3794V62zevFnQ0tISj7W0tIRVq1ZJjVFPT09wdXWtNB6ij015v0eJiIiIiIiIiOoSZ2r8Qzg6OiInJwcxMTGIiIiAmZkZNDU1YW9vj5iYGOTk5CA8PBx6enowMjJCXFwcBEGAmZkZVFVVxc+FCxekZkbIycmhc+fO4rGFhQU0NDSQlJRU4xiF//8r/5K9CGJjYxEYGCjVv7OzM4qKipCamgqgeIZAcHCw+P39+/eLszSePn2Khw8fYtSoUVJtLFu2TGoMpSUlJcHW1lZqP4Tu3bsjOzsbjx49Esu6du0qVcfW1hYpKSlSm2dbWVmJ/9bS0gIAtG3btkzZkydPqj3ed9uVSCTQ1tYW26iu1q1bi3189tlnldYVKpgRJAiCeA2aNWsGJycn8V6kpqbi0qVL4r2o7vOkoKAgNT6g+PqMHz8eZmZmUFdXh7q6OrKzs/HgwYMajfld7u7uSEhIwKVLlzB48GCMHDkSX331lXi+sLAQfn5+sLKyQpMmTaCqqoozZ87Uql9lZWUYGxuLxzo6OuI9e/nyJf7++2906dJFPC8rK4tOnTq9x+iIiIiIiIiIiIj+neQ+dAD/62RklOBgf71adTMyY3Dt2sgq67VrtxuNNKyr1Xd1mZiYiJs9Z2RkiEsCaWtrw9DQEJGRkQgLC0PPnj0BAEVFRZCVlUVsbCxkZWWl2lJVVZU6Lm9D5NpsklySCCnZF6KoqAjjxo2Dt7d3mbp6enoAADc3N8yePRtxcXHIy8vDw4cPxeWvSjaZ3rFjB2xsbKS+/+6YSpR+UV+6rDZjKr2UUcl3yysribM64323jZJ2arqh9smTJ/H27VsAgJJS+c9RyWbxSUlJ6NatW5nzt2/fRqtWrcRjd3d3TJkyBRs3bsS+ffvQunVrtGvXThxbdZ4nJSWlMtd5xIgRePr0KdatWwd9fX00aNAAtra2ePPmTY3G/C51dXWYmJgAAH788Ue0bt0au3btwqhRowAUL/O1du1arFu3Dm3btoWKigqmTp1aq37Lu2fvJosqeu6IiIiIiIiIiIio+pjUqIJEIoGsrHK16jZp/AkaNNDG69d/o/x9NSRo0EAbTRp/Aomk/Jfu78PR0RHh4eHIyMjAzJkzxXJ7e3ucPn0aly9fhqenJ4DijaYLCwvx5MkT9OjRo8I2CwoKcPXqVfGvzJOTk5GZmQkLC4sax7du3To0bNgQvXv3BgB07NgRN2/eFF88l6dly5aws7NDcHAw8vLy0Lt3b3EGhJaWFlq0aIE//vhDnDFQlVatWuHQoUNSyY2oqCioqamhRYsWYr3Lly9Lfa9kr4eKkiXVUZ3xVkVBQQEApGaMlEdfX7/Ktj799FM0btwYq1evLpPUOH78OFJSUrB06VKxrH///hg3bhxOnTqFffv2YdiwYeK56j5P5YmIiMCWLVvg4uICAHj48CGePXtWozaqIi8vjzlz5sDX1xdDhw6FsrIyIiIi4Orqim+++QZAcWImJSUFlpaW4vcUFBSqvNZVUVdXh5aWFq5cuSJem8LCQsTHx6N9+/bv1TYREREREREREdG/DZefqkMSiSzMTBeUHL17FgBgZjq/XhIaQHFS4+LFi0hISBBnagDFSY0dO3YgPz9f3CTczMwM7u7u8PDwwOHDh5GamoqYmBisWLECJ0+eFL8rLy+PyZMnIzo6GnFxcfD09ETXrl2lltIpT2ZmJh4/foz79+8jNDQUAwcOxL59+7B161ZoaGgAAHx8fHDp0iVMmjQJCQkJSElJwfHjxzF58mSpttzd3RESEoKff/5ZfAFdYtGiRfjuu++wfv163LlzB9evX0dAQADWrFlTblwTJ07Ew4cPMXnyZNy+fRvHjh3DwoUL8e2330JG5j8/Dg8fPsS3336L5ORk7N+/Hxs3bsSUKVOqvgmVqO54K6OpqQklJSWcOnUKf//9N16+fFnreFRUVLBt2zYcO3YMY8eORWJiItLS0rBr1y6MGDECAwcOxODBg6Xqu7q6Yv78+UhKSoKbm5t4rrrPU3lMTEywd+9eJCUlITo6Gu7u7hXOLnkfbm5ukEgk2LJli9hvaGgooqKikJSUhHHjxuHx48dS3zEwMEB0dDTS0tLw7NmzGs+YKTF58mR89913OHbsGJKTkzFlyhRkZGTUgLNwWAAAo7tJREFUasYTERERERERERHRvxmTGnVMU9MZbdtsRoMGWlLlDRpoo22bzdDUdK63vh0dHZGXlwcTExNxNgNQnNTIysqCsbExdHV1xfKAgAB4eHhg+vTpMDc3R79+/RAdHS1VR1lZGT4+PnBzc4OtrS2UlJQQEhJSZSyenp7Q0dGBhYUFJkyYAFVVVVy5ckXqRbiVlRUuXLiAlJQU9OjRAx06dMD8+fOho6Mj1dagQYPw/Plz5Obmon///lLnRo8ejZ07dyIwMBBt27aFvb09AgMDxSWu3tWiRQucPHkSV65cQbt27TB+/HiMGjUK8+bNk6rn4eGBvLw8dOnSBZMmTcLkyZMxduzYKsddmeqOtzJycnLYsGEDtm3bhubNm8PV1fW9Yho4cCDCwsLw8OFD2NnZwdzcHGvWrMHcuXMREhJS5qW7u7s7rl27hh49ekgtmQVU73kqz+7du5GRkYEOHTpg2LBh8Pb2hqam5nuNqzwKCgrw8vLCypUrkZ2djfnz56Njx45wdnaGg4MDtLW1yzxfM2bMgKysLFq1aoVmzZrVep8PHx8fDB06FB4eHrC1tRX3U1FUVKyDkREREREREREREf17SAQu7C7Kz89HamoqDA0N3/tloyAUIjMzBq9fP0GDBprQ0LCutxkaVLccHBzQvn17rFu37kOHQv9QRUVFsLS0xODBg6WW+CL62NXl71EiIiIiIiIiovJwT416IpHIolGjrh86DCL6H3D//n2cOXMG9vb2eP36NTZt2oTU1FSpmUtERERERERERERUNS4/RURUz2RkZBAYGAhra2t0794d169fx9mzZ6U2JSciIiIiIiIiIqKqcaYG0TvCw8M/dAj0D6Orq4vIyMgPHQYREREREREREdFHjzM1iIiIiIiIiIiIiIjoo8CkBhERERERERERERERfRSY1CAiIiIiIiIiIiIioo8CkxpERERERERERERERPRRYFKDiIiIiIiIiIiIiIg+CkxqEBERERERERERERHRR4FJDapQYGAgNDQ0PnQY7yUtLQ0SiQQJCQkfOhT6f+Hh4ZBIJMjMzKyzNiUSCY4ePVpn7f2vMDAwwLp16z50GERERERERERERP8zmNT4B/D394eamhoKCgrEsuzsbMjLy6NHjx5SdSMiIiCRSHDnzp16i0cikYgfFRUVmJqaYsSIEYiNja23Pv8t6iNJEx8fj0GDBkFLSwuKioowMzPDmDFj6u0Z6datG9LT06Gurl4v7f83BQYGSj3vWlpa+OKLL3Dz5s0at1NeAjEmJgZjx46to2iJiIiIiIiIiIg+fkxq1LFVqelYk/a43HNr0h5jVWp6nffp6OiI7OxsXL16VSyLiIiAtrY2YmJikJubK5aHh4ejefPmMDMzq/M4SgsICEB6ejpu3ryJzZs3Izs7GzY2NtizZ0+99ks1c+LECXTt2hWvX79GcHAwkpKSsHfvXqirq2P+/Pm1bvft27cVlisoKEBbWxsSiaTW7f8vadiwIdLT0/HXX3/h119/RU5ODj7//HO8efPmvdtu1qwZlJWV6yBKIiIiIiIiIiKifwYmNeqYrESClamPyyQ21qQ9xsrUx5Cthxe55ubmaN68OcLDw8Wy8PBwuLq6wtjYGFFRUVLljo6OAIA3b95g1qxZaNGiBVRUVGBjYyPVRomjR4/CzMwMioqKcHJywsOHD6uMSUNDA9ra2jAwMMCnn36KgwcPwt3dHV5eXsjIyBDrRUVFwc7ODkpKStDV1YW3tzdycnIAAL6+vujatWuZtq2srLBw4ULxOCAgAJaWllBUVISFhQW2bNlSaWwXLlxAly5d0KBBA+jo6GD27NlSs1wcHBzg5eUFLy8vaGhooEmTJpg3bx4EQRDrGBgYYNmyZfDw8ICqqir09fVx7NgxPH36FK6urlBVVUXbtm2lEk1Vjbek3eXLl2PkyJFQU1ODnp4etm/fLp43NDQEAHTo0AESiQQODg6VjrUyubm58PT0hIuLC44fP47evXvD0NAQNjY2+OGHH7Bt2zYA5c8iOHr0qFRSYtGiRWjfvj12794NIyMjNGjQAIIgQCKRwN/fH66urlBRUcGyZcvKXX4qMjIS9vb2UFZWRqNGjeDs7Cw+J+UtwdS+fXssWrSo3HGV135CQgIkEgnS0tKkxnTixAmYm5tDWVkZAwcORE5ODoKCgmBgYIBGjRph8uTJKCwsrPQ6SiQSaGtrQ0dHB507d8a0adNw//59JCcni3XWrFmDtm3bQkVFBbq6upg4cSKys7PFeD09PfHy5UtxxkfJ2N4du0Qiwc6dO/Hll19CWVkZpqamOH78uFQ8x48fh6mpKZSUlODo6IigoKA6X+6LiIiIiIiIiIjoQ2FSo5pyCgsr/OQXFon1vjXQxlR9TaxMfYzv//gLOYWF+P6Pv7Ay9TGm6mtigq5mtdqtKQcHB4SFhYnHYWFhcHBwgL29vVj+5s0bXLp0SUxqeHp6IjIyEiEhIUhMTMSgQYPQp08fpKSkiO3k5ubCz88PQUFBiIyMxKtXr/D111/XOD4AmDZtGrKyshAaGgoAuH79OpydnTFgwAAkJibip59+wsWLF+Hl5QUAcHd3R3R0NO7duye2cfPmTVy/fh3u7u4AgB07dmDu3Lnw8/NDUlISli9fjvnz5yMoKKjcGP7880+4uLjA2toa165dw9atW7Fr1y4sW7ZMql5QUBDk5OQQHR2NDRs2YO3atdi5c6dUnbVr16J79+6Ij4/H559/jmHDhsHDwwPffPMN4uLiYGJiAg8PDzEZUtV4S6xevRqdO3dGfHw8Jk6ciAkTJuD27dsAgCtXrgAAzp49i/T0dBw+fLhW9wIATp8+jWfPnmHWrFnlnq/pfip3797FgQMHcOjQIanlsRYuXAhXV1dcv34dI0eOLPO9hIQE9OrVC61bt8alS5dw8eJFfPHFF1UmE95Xbm4uNmzYgJCQEJw6dQrh4eEYMGAATp48iZMnT2Lv3r3Yvn07Dh48WO02MzMzsW/fPgCAvLy8WC4jI4MNGzbgxo0bCAoKwvnz58Xr3q1bN6xbt06c8ZGeno4ZM2ZU2MfixYsxePBgJCYmwsXFBe7u7njx4gWA4uXJBg4ciP79+yMhIQHjxo3D3Llza3N5iIiIiIiIiIiI/jcJJMrLyxNu3bol5OXllTmndT6+wo9bwj2pugbh1yqs2z/ujlRdy4jEcuvV1Pbt2wUVFRXh7du3wqtXrwQ5OTnh77//FkJCQoRu3boJgiAIFy5cEAAI9+7dE+7evStIJBLhzz//lGqnV69egq+vryAIghAQECAAEC5fviyeT0pKEgAI0dHRFcYCQDhy5EiZ8ry8PAGAsGLFCkEQBGHYsGHC2LFjpepEREQIMjIy4j2wsrISlixZIp739fUVrK2txWNdXV1h3759Um0sXbpUsLW1FQRBEFJTUwUAQnx8vCAIgjBnzhzB3NxcKCoqEutv3rxZUFVVFQoLCwVBEAR7e3vB0tJSqo6Pj49gaWkpHuvr6wvffPONeJyeni4AEObPny+WXbp0SQAgpKenV3u877ZbVFQkaGpqClu3bi13PO9jxYoVAgDhxYsXldYLCAgQ1NXVpcqOHDkilP7fx8KFCwV5eXnhyZMnUvUACFOnTpUqCwsLEwAIGRkZgiAIwtChQ4Xu3btX2L++vr6wdu1aqbJ27doJCxculOqn5Jl7t31BEIT4+HgBgJCamiqOCYBw9+5dsc64ceMEZWVlISsrSyxzdnYWxo0bV2FsJe2oqKgIysrKAgABgNCvX78KvyMIgnDgwAGhSZMmUu28e43LGzsAYd68eeJxdna2IJFIhN9++00QhOLntE2bNlJtzJ07t8z1IKovlf0eJSIiIiIiIiKqC5yp8Q/h6OiInJwcxMTEICIiAmZmZtDU1IS9vT1iYmKQk5OD8PBw6OnpwcjICHFxcRAEAWZmZlBVVRU/Fy5ckJoZIScnh86dO4vHFhYW0NDQQFJSUo1jFP5/xkLJskWxsbEIDAyU6t/Z2RlFRUVITU0FUDxbIzg4WPz+/v37xVkaT58+xcOHDzFq1CipNpYtWyY1htKSkpJga2srtXRS9+7dkZ2djUePHollXbt2lapja2uLlJQUqdkDVlZW4r+1tLQAAG3bti1T9uTJk2qP9912S5Y2Kmmjulq3bi328dlnn5VbRyi1nFZd0NfXR7NmzcqUl35+ylMyU+O/TVlZGcbGxuKxlpYWDAwMoKqqKlVW1bVXU1NDQkICYmNj4e/vD2NjY/j7+0vVCQsLg5OTE1q0aAE1NTV4eHjg+fPnUkuPVVfp50NFRQVqampijMnJybC2tpaq36VLlxr3QURERERERERE9L9K7kMH8LG4Z9e2wnOykN4n48YnrbHx/t9Yd/8JFCQSvBEETNXXxGR9Lci8UzfGtlWdxGdiYoKWLVsiLCwMGRkZsLe3BwBoa2vD0NAQkZGRCAsLQ8+ePQEARUVFkJWVRWxsLGRlZaXaKv1SF0C5GzrXZpPnkkRIyb4QRUVFGDduHLy9vcvU1dPTAwC4ublh9uzZiIuLQ15eHh4+fCguf1VUVLzs144dO2BjYyP1/XfHVEL4/30e3i2rzZhKLy9U8t3yykrirM54322jpJ2SNqrr5MmT4mbdSkpK5dYp2Sz+9u3bsLW1rbAtGRmZMgmQ8jYCV1FRKff7FZWXqCi+mvZfuj4gnbQpr35517k2115GRgYmJiYAipN+jx8/xpAhQ/D7778DAO7fvw8XFxeMHz8eS5cuRePGjXHx4kWMGjWq0nFUpLIYK3u+iYiIiIiIiIiI/gmY1KgmlQpekpdn28OnWHf/CWYZauNbA21xk3AFGRl8a6Bd63ar4ujoiPDwcGRkZGDmzJliub29PU6fPo3Lly/D09MTQPFG04WFhXjy5Al69OhRYZsFBQW4evWq+NfeycnJyMzMhIWFRY3jK9k3oHfv3gCAjh074ubNm+IL4fK0bNkSdnZ2CA4ORl5eHnr37i3OgNDS0kKLFi3wxx9/iLM3qtKqVSscOnRI6uVvVFQU1NTU0KJFC7He5cuXpb53+fJlmJqaVpgsqY7qjLcqCgoKAFDlfhP6+vpVtvXpp5+iadOmWLlyJY4cOVLmfGZmJjQ0NNCsWTNkZWUhJydHTFCU3jPjfVlZWeHcuXNYvHhxueebNWuG9PR08fjVq1dSM1vKqw8A6enpaNSoUZ3HW5Vp06ZhzZo1OHLkCL788ktcvXoVBQUFWL16tZhwOXDggNR3FBQU6mQPEQsLC5w8eVKq7N3N6omIiIiIiIiIiD5mXH6qjpUkMEoSGkDx5uGzDLWxMvUx1qQ9rre+HR0dcfHiRSQkJIgzNYDipMaOHTuQn58vbhJuZmYGd3d3eHh44PDhw0hNTUVMTAxWrFgh9VJUXl4ekydPRnR0NOLi4uDp6YmuXbtWuaRNZmYmHj9+jPv37yM0NBQDBw7Evn37sHXrVnEDah8fH1y6dAmTJk1CQkICUlJScPz4cUyePFmqLXd3d4SEhODnn3/GN998I3Vu0aJF+O6777B+/XrcuXMH169fR0BAANasWVNuXBMnTsTDhw8xefJk3L59G8eOHcPChQvx7bffii+cAeDhw4f49ttvkZycjP3792Pjxo2YMmVK1TehEtUdb2U0NTWhpKSEU6dO4e+//8bLly9rHY+Kigp27tyJX3/9Ff369cPZs2eRlpaGq1evYtasWRg/fjwAwMbGBsrKypgzZw7u3r2Lffv2ITAwsNb9vsvX1xcxMTGYOHEiEhMTcfv2bWzduhXPnj0DAPTs2RN79+5FREQEbty4geHDh1eaXDIxMYGuri4WLVqEO3fu4Ndff8Xq1avrLN6qNGzYEKNHj8bChQshCAKMjY1RUFCAjRs34o8//sDevXvLLE9lYGCA7OxsnDt3Ds+ePUNubm6t+h43bhxu374NHx8f3LlzBwcOHBDvVW1mVxEREREREREREf2vYVKjjhUKglRCo0RJYqOwHpeCcXR0RF5eHkxMTMTZDEBxUiMrKwvGxsbQ1dUVywMCAuDh4YHp06fD3Nwc/fr1Q3R0tFQdZWVl+Pj4wM3NDba2tlBSUkJISEiVsXh6ekJHRwcWFhaYMGECVFVVceXKFbi5uYl1rKyscOHCBaSkpKBHjx7o0KED5s+fDx0dHam2Bg0ahOfPnyM3Nxf9+/eXOjd69Gjs3LkTgYGBaNu2Lezt7REYGCgucfWuFi1a4OTJk7hy5QratWuH8ePHY9SoUZg3b55UPQ8PD+Tl5aFLly6YNGkSJk+ejLFjx1Y57spUd7yVkZOTw4YNG7Bt2zY0b94crq6u7xWTq6sroqKiIC8vDzc3N1hYWGDo0KF4+fIlli1bBgBo3LgxfvzxR5w8eRJt27bF/v37sWjRovfqtzQzMzOcOXMG165dQ5cuXWBra4tjx45BTq54Ipmvry/s7OzQt29fuLi4oH///lJ7YbxLXl4e+/fvx+3bt9GuXTusWLFCHMt/y5QpU5CUlISff/4Z7du3x5o1a7BixQq0adMGwcHB+O6776Tqd+vWDePHj8eQIUPQrFkzrFy5slb9Ghoa4uDBgzh8+DCsrKywdetWzJ07FwDQoEGD9x4XERERERERERHRhyYRuOC6KD8/H6mpqTA0NISiouKHDoc+EAcHB7Rv3x7r1q370KEQvTc/Pz/4+/vj4cOHHzoU+hfg71EiIiIiIiIiqm/cU4OI6B9ky5YtsLa2RpMmTRAZGYlVq1bBy8vrQ4dFRERERERERERUJ5jUICL6B0lJScGyZcvw4sUL6OnpYfr06fD19f3QYREREREREREREdUJLj9VCpfNICIiqj3+HiUiIiIiIiKi+saNwomIiIiIiIiIiIiI6KPApAYREREREREREREREX0UmNQgIiIiIiIiIiIiIqKPApMaRERERERERERERET0UWBSg4iIiIiIiIiIiIiIPgpMahARERERERERERER0UeBSQ2qUGBgIDQ0ND50GO8lLS0NEokECQkJHzqUf4RFixahffv2HzqMf63w8HBIJBJkZmZ+6FCIiIiIiIiIiIg+CCY16tifmXm48efLCj9/ZubVeZ/+/v5QU1NDQUGBWJadnQ15eXn06NFDqm5ERAQkEgnu3LlT53GUkEgk4kdFRQWmpqYYMWIEYmNj663Pf4u6TtIYGBhg3bp1ddJWZQ4dOgQbGxuoq6tDTU0NrVu3xvTp0+u937rk4OCAqVOnVqteyfOvoKAAY2Nj+Pr64vXr1+/dX7du3ZCeng51dfUatUVERERERERERPRPIfehA/gn+TMzDz1/CMfrgqIK6zSQk8H5GQ5ooaFUZ/06OjoiOzsbV69eRdeuXQEUJy+0tbURExOD3NxcKCsrAyj+S+/mzZvDzMyszvovT0BAAPr06YP8/HzcuXMH27dvh42NDXbv3g0PD4967Zv+t5w9exZff/01li9fjn79+kEikeDWrVs4d+7chw6tWt6+fQt5efkafWfMmDFYsmQJ3rx5g5iYGHh6egIAvvvuu/eKRUFBAdra2u/VBhERERERERER0ceMMzXqUEbOm0oTGgDwuqAIGTlv6rRfc3NzNG/eHOHh4WJZeHg4XF1dYWxsjKioKKlyR0dHAMCbN28wa9YstGjRAioqKrCxsZFqo8TRo0dhZmYGRUVFODk54eHDh1XGpKGhAW1tbRgYGODTTz/FwYMH4e7uDi8vL2RkZIj1oqKiYGdnByUlJejq6sLb2xs5OTkAAF9fXzFJU5qVlRUWLlwoHgcEBMDS0hKKioqwsLDAli1bKo3twoUL6NKlCxo0aAAdHR3Mnj1bapaLg4MDvLy84OXlBQ0NDTRp0gTz5s2DIAhiHQMDAyxbtgweHh5QVVWFvr4+jh07hqdPn8LV1RWqqqpo27Ytrl69KtV3ZeMtaXf58uUYOXIk1NTUoKenh+3bt4vnDQ0NAQAdOnSARCKBg4NDpWOtqQcPHojxN2zYEIMHD8bff/9dpt62bdugq6sLZWVlDBo0qNLlkE6cOIFPPvkEM2fOhLm5OczMzNC/f39s3LhRrDNixAj0799f6ntTp06VGl9178vSpUvh5uYGVVVVNG/eXKqf6oyxZImt3bt3w8jICA0aNMDw4cNx4cIFrF+/XpyFkZaWVuGYlZWVoa2tDT09PXz11VdwcnLCmTNnxPPPnz/H0KFD0bJlSygrK6Nt27bYv3+/1PUor793l58qWSLu9OnTsLS0hKqqKvr06YP09HSxrYKCAnh7e4vXzMfHB8OHDy9zvYmIiIiIiIiIiD4GTGpUU+6bAuS+KZB6gfqmoAi5bwrwuqDwvdstKvpPu28LK0+MlMfBwQFhYWHicVhYGBwcHGBvby+Wv3nzBpcuXRKTGp6enoiMjERISAgSExMxaNAg9OnTBykpKf+JLzcXfn5+CAoKQmRkJF69eoWvv/66VmOdNm0asrKyEBoaCgC4fv06nJ2dMWDAACQmJuKnn37CxYsX4eXlBQBwd3dHdHQ07t27J7Zx8+ZNXL9+He7u7gCAHTt2YO7cufDz80NSUhKWL1+O+fPnIygoqNwY/vzzT7i4uMDa2hrXrl3D1q1bsWvXLixbtkyqXlBQEOTk5BAdHY0NGzZg7dq12Llzp1SdtWvXonv37oiPj8fnn3+OYcOGwcPDA9988w3i4uJgYmICDw8P8ZmparwlVq9ejc6dOyM+Ph4TJ07EhAkTcPv2bQDAlStXABTPfkhPT8fhw4drdS/KIwgC+vfvjxcvXuDChQsIDQ3FvXv3MGTIEKl6d+/exYEDB/DLL7/g1KlTSEhIwKRJkypsV1tbGzdv3sSNGzfeO8bq3JdVq1bBysoKcXFx8PX1xbRp08RnrqZjPHToEBISErBhwwbY2tpizJgxSE9PR3p6OnR1dasV87Vr1xAZGSk12yM/Px+dOnXCiRMncOPGDYwdOxbDhg1DdHQ0AGD9+vXV7i83Nxc//PAD9u7di99//x0PHjzAjBkzxPMrVqxAcHAwAgICxJ/ho0ePVit2IiIiIiIiIiKi/zkCifLy8oRbt24JeXl5Zc7p+5wQ9H1OCM+y8sWyjefuCPo+JwSfg9cEQRCE648yxXqVfa4/yhTb6LDkjKDvc0JIfvxKLNsXfb/GsW/fvl1QUVER3r59K7x69UqQk5MT/v77byEkJETo1q2bIAiCcOHCBQGAcO/ePeHu3buCRCIR/vzzT6l2evXqJfj6+gqCIAgBAQECAOHy5cvi+aSkJAGAEB0dXWEsAIQjR46UKc/LyxMACCtWrBAEQRCGDRsmjB07VqpORESEICMjI94DKysrYcmSJeJ5X19fwdraWjzW1dUV9u3bJ9XG0qVLBVtbW0EQBCE1NVUAIMTHxwuCIAhz5swRzM3NhaKiIrH+5s2bBVVVVaGwsFAQBEGwt7cXLC0tper4+PgIlpaW4rG+vr7wzTffiMfp6ekCAGH+/Pli2aVLlwQAQnp6erXH+267RUVFgqamprB169Zyx/O+9PX1hbVr1wqCIAhnzpwRZGVlhQcPHojnb968KQAQrly5IgiCICxcuFCQlZUVHj58KNb57bffBBkZGXGc78rOzhZcXFwEAIK+vr4wZMgQYdeuXUJ+/n9+loYPHy64urpKfW/KlCmCvb29eFzd+9KnTx+pdoYMGSJ89tlnNRqjvLy88OTJE6l27O3thSlTppQ7xnfrycvLCyoqKoKCgoIAQJCRkREOHjxY6fdcXFyE6dOnV9pfWFiYAEDIyMgQBOE/P6N3794V62zevFnQ0tISj7W0tIRVq1aJxwUFBYKenl6Z601UFyr7PUpEREREREREVBc4U+MfwtHRETk5OYiJiUFERATMzMygqakJe3t7xMTEICcnB+Hh4dDT04ORkRHi4uIgCALMzMygqqoqfi5cuCA1M0JOTg6dO3cWjy0sLKChoYGkpKQaxyj8/4wFiUQCAIiNjUVgYKBU/87OzigqKkJqaiqA4tkawcHB4vf3798vztJ4+vQpHj58iFGjRkm1sWzZMqkxlJaUlARbW1sxBgDo3r07srOz8ejRI7Gsa9euUnVsbW2RkpKCwsL/zMqxsrIS/62lpQUAaNu2bZmyJ0+eVHu877YrkUigra0ttlFdrVu3Fvv47LPPqvWdpKQk6OrqSs0IaNWqVZn7raenh5YtW4rHtra2KCoqQnJycrntqqio4Ndff8Xdu3cxb948qKqqYvr06ejSpQtyc3NrNK7q3BdbW1up79ja2orxV3eM+vr6aNasWY1iK83d3R0JCQm4dOkSBg8ejJEjR+Krr74SzxcWFsLPzw9WVlZo0qQJVFVVcebMGTx48KDGfSkrK8PY2Fg81tHREZ+Xly9f4u+//0aXLl3E87KysujUqVOtx0ZERERERERERPQhcaPwarq1xBkAoCQvK5aNtTPGyE8MISsjqehrVbroU7wUlKLcf9od2KllRdUrZGJigpYtWyIsLAwZGRmwt7cHULz0j6GhISIjIxEWFoaePXsCAIqKiiArK4vY2FjIyspKtaWqqip1XPolcmVlVSl5aVyyL0RRURHGjRsHb2/vMnX19PQAAG5ubpg9ezbi4uKQl5eHhw8fistfFRUVL9O1Y8cO2NjYSH3/3TGVEAShTOzvJluqq/RyQiXfLa+sJM7qjPfdNkraKWmjuk6ePIm3b98CAJSUqrcpfXnXprLy0vGV/m9FjI2NYWxsjNGjR2Pu3LkwMzPDTz/9BE9PT8jIyEgt7QZAjL8ulMRW3TGqqKi8V3/q6uowMTEBAPz4449o3bo1du3ahVGjRgEoXmJs7dq1WLduHdq2bQsVFRVMnToVb97UfL+d8p6Xd69lRc88ERERERERERHRx4ZJjWpSVih7qRTkZKDwntuSlNeuvGzt2nR0dER4eDgyMjIwc+ZMsdze3h6nT5/G5cuX4enpCaB4o+nCwkI8efIEPXr0qLDNgoICXL16VfxL7+TkZGRmZsLCwqLG8a1btw4NGzZE7969AQAdO3bEzZs3xZe/5WnZsiXs7OwQHByMvLw89O7dW5wBoaWlhRYtWuCPP/4QZ29UpVWrVjh06JDUS+yoqCioqamhRYsWYr3Lly9Lfe/y5cswNTWtMFlSHdUZb1UUFBQAQGpmQnn09fVr3HarVq3w4MEDPHz4UJzJcOvWLbx8+RKWlpZivQcPHuCvv/5C8+bNAQCXLl2CjIwMzMzMqt2XgYEBlJWVxU3SmzVrVmbPjf9j787Dqqr2x4+/D4MyHBQ1kUEUFRlMEM0JvQqYhtk1rNQUBKdyxjmHkjTHrBSHzLGAuipmmnpzth9wEWRQQE0RSdHQMMucGEyF/fuDLzuOzIjX7H5ez3Oe2muvvdZn7b2OPM9eZ62VkpJS4oV9ZZ5LaXmK+mtl21iaWrVqVXjfS2NoaMi7777L7NmzGTx4MCYmJkRHR+Pj48OQIUOAwgGv9PR0nRiqW19xdevWpVGjRiQkJKjf8/z8fJKTk3Fzc3ussoUQQgghhBBCCCGEeBpk+am/ES8vL44ePUpKSoo6UwMKBzU2btzIvXv31E3CHRwc8PPzIyAggJ07d5KRkUFiYiJLly5l37596rWGhoYEBgYSHx9PUlISw4cPp3PnzjrL2ZTm1q1bXLt2jcuXL3P48GH69+/Pli1bWLt2Lebm5gDMnDmTY8eOMX78eFJSUkhPT2fPnj0EBgbqlOXn50d4eDjbt29XXwIXmTdvHkuWLGHlypWcP3+e06dPExISwvLly0uNa9y4cWRmZhIYGMi5c+fYvXs3c+fOZerUqejp/fl1yMzMZOrUqaSlpbF161ZWr17NpEmTKn4I5ahse8tjYWGBsbExBw4c4JdffuH27duPFVNxPXv2xNXVFT8/P5KSkkhISCAgIAAPDw+dJciMjIwYOnQoJ0+eJDo6mokTJzJw4EAsLS1LLXfevHnMmDGDyMhIMjIySE5OZsSIETx48IBevXoB0KNHD44fP86XX35Jeno6c+fOLXVj8co8l5iYGD766CPOnz/PmjVr2L59u5qnsm0sjZ2dHfHx8Vy6dInffvutSrNnfH190Wg0fPbZZ0DhzKrDhw8TGxtLamoqo0eP5tq1azVWX3GBgYEsWbKE3bt3k5aWxqRJk7h582a1ZlsJIYQQQgghhBBCCPG0yaBGDapnWovaBuXf0toGetQzrfVE6vfy8iIvLw97e3t1NgMUDmrcvXuXFi1a6OwlEBISQkBAANOmTcPR0ZFXX32V+Ph4nTwmJibMnDkTX19f3N3dMTY2Jjw8vMJYhg8fjpWVFU5OTowdOxatVktCQgK+vr5qHldXV6KiokhPT6dbt260bduWoKAgrKysdMoaMGAAN27cIDc3l379+umce+utt9i0aROhoaG4uLjg4eFBaGiousTVo2xsbNi3bx8JCQm0adOGMWPGMHLkSObMmaOTLyAggLy8PDp27Mj48eMJDAxk1KhRFba7PJVtb3kMDAxYtWoV69evx9raGh8fn8eKqaCgAAODwtlCGo2GXbt2Ua9ePbp3707Pnj1p3rw527Zt07nG3t6e119/nT59+vDSSy/RunVr9WV9aTw8PLh48SIBAQE4OTnx8ssvc+3aNQ4dOoSjoyMA3t7eBAUFMWPGDDp06MDdu3cJCAgoUVZlnsu0adM4ceIEbdu2ZcGCBSxbtgxvb+8qtbE006dPR19fn1atWtGwYcMq7X9Rq1YtJkyYwEcffUR2djZBQUG0a9cOb29vPD09sbS0LNG3H6e+4mbOnMngwYMJCAjA3d1d3cvFyMioWuUJIYQQQgghhBBCCPE0aRRZXF117949MjIyaNasWbVf+F29lcfNnLLXxa9nWgsb88rtcSCeDk9PT9zc3FixYsXTDuWJys/Pp06dOoSFhdG/f/+nHU6FKvNc7OzsmDx5MpMnT/6vxfWsKSgowNnZmYEDB7JgwYKnHY74m6mJv6NCCCGEEEIIIYQQ5ZE9NWqYjbmxDFqIv7wrV67w5Zdfkp+fzz/+8Y+nHY54gi5fvsyhQ4fw8PDgjz/+4NNPPyUjI0Nn1pQQQgghhBBCCCGEEM8KGdQQ4n+Qm5sbDRo04KuvvipzLwzx96Cnp0doaCjTp09HURRat27NkSNHKtwYXQghhBBCCCGEEEKIvyJZfqoYWTZDCCGEqD75OyqEEEIIIYQQQognTTYKF0IIIYQQQgghhBBCCCHEM0EGNYQQQgghhBBCCCGEEEII8UyQQQ0hhBBCCCGEEEIIIYQQQjwTZFBDCCGEEEIIIYQQQgghhBDPBBnUEEIIIYQQQgghhBBCCCHEM0EGNYQQQgghhBBCCCGEEEII8UyQQQ1RptDQUMzNzZ92GI/l0qVLaDQaUlJSnnYoQvxX2NnZsWLFCvVYo9Gwa9eupxKLfP+EEEIIIYQQQgghRE2TQY0npSAfMqLh9DeF/y3If2JVrVu3DjMzMx4+fKimZWdnY2hoSLdu3XTyRkdHo9FoOH/+/BOLR6PRqB9TU1NatmzJsGHDOHHixBOr839FZV8SF+Ur+tSqVQt7e3sWLlyIoig1GtOwYcPo169fjZb5V3XmzBkGDhxIw4YNqV27Ni1btiQoKIjc3NynHVq1DRs2TO0nBgYGNGnShLFjx3Lz5s0ql/NoP7C1tSUrK4vWrVvXYMRCCCGEEEIIIYQQ4n+ZDGo8CWf3wIrWEPZP2DGy8L8rWhemPwFeXl5kZ2dz/PhxNS06OhpLS0sSExN1XrhGRkZibW2Ng4PDE4mlSEhICFlZWZw5c4Y1a9aQnZ1Np06d+PLLL59ovULXkSNHyMrKIj09nQ8++IBFixbxxRdfPO2wnklxcXF06tSJ+/fvs3fvXs6fP8/ixYsJCwujV69e3L9//4nVrSiKzqBlTevduzdZWVlcunSJTZs28e9//5tx48Y9drn6+vpYWlpiYGBQA1EKIYQQQgghhBBCCCGDGjXv7B74OgDu/KybfierMP0JDGw4OjpibW1NZGSkmhYZGYmPjw8tWrQgNjZWJ93LywuA+/fvM2PGDGxsbDA1NaVTp046ZRTZtWsXDg4OGBkZ0atXLzIzMyuMydzcHEtLS+zs7HjppZf45ptv8PPzY8KECTq/AI+NjaV79+4YGxtja2vLxIkTycnJAWD27Nl07ty5RNmurq7MnTtXPQ4JCcHZ2RkjIyOcnJz47LPPyo0tKiqKjh07Urt2baysrJg1a5bOC2NPT08mTJjAhAkTMDc3p0GDBsyZM0dnhoOdnR0LFy4kICAArVZL06ZN2b17N7/++is+Pj5otVpcXFx0Bpoqam9RuYsXL2bEiBGYmZnRpEkTNmzYoJ5v1qwZAG3btkWj0eDp6VluWxs0aIClpSVNmzbFz8+PLl26kJSUpJ4vKChg/vz5NG7cmNq1a+Pm5saBAwd0yjh9+jQ9evTA2NiYBg0aMGrUKLKzswGYN28eYWFh7N69W/21f1EfunLlCoMGDaJ+/fqYmprSvn174uPjAbhw4QI+Pj40atQIrVZLhw4dOHLkiE691bnHRUumVafPlkdRFEaOHImzszM7d+6kY8eONG3alAEDBvDvf/+bY8eOERwcDMDgwYMZNGiQzvUPHjzgueeeIyQkRC3vo48+onnz5hgbG9OmTRu++eYbNX9kZCQajYaDBw/Svn17ateuTXR0dKXuW3XUrl0bS0tLGjduzEsvvcSbb77JoUOH1PP5+fmMHDmSZs2aYWxsjKOjIytXrlTPl9UPHp1ZVNSu77//nvbt22NiYkKXLl1IS0vTiWfhwoVYWFhgZmbGW2+9xaxZs3Bzc3vsdgohhBBCCCGEEEKIZ58MalREUeB+TuU+9+7A/hlAacv7/F/agZmF+SpTXhWWCfL09CQiIkI9joiIwNPTEw8PDzX9/v37HDt2TB3UGD58ODExMYSHh3Pq1CkGDBhA7969SU9PV8vJzc1l0aJFhIWFERMTw507d0q8sK2sKVOmcPfuXQ4fPgwUviz39vbm9ddf59SpU2zbto2jR48yYcIEAPz8/IiPj+fChQtqGWfOnOH06dP4+fkBsHHjRt577z0WLVpEamoqixcvJigoiLCwsFJjuHr1Kn369KFDhw6cPHmStWvX8vnnn7Nw4UKdfGFhYRgYGBAfH8+qVasIDg5m06ZNOnmCg4Pp2rUrycnJvPLKK/j7+xMQEMCQIUNISkrC3t6egIAAdTCkovYWWbZsGe3btyc5OZlx48YxduxYzp07B0BCQgLw5wyMnTt3Vvr+Hz9+nKSkJDp16qSmrVy5kmXLlvHJJ59w6tQpvL29efXVV9U+kJubS+/evalXrx6JiYls376dI0eOqDFPnz6dgQMHqr/0z8rKokuXLmRnZ+Ph4cHPP//Mnj17OHnyJDNmzKCgoAAoXB6tT58+HDlyhOTkZLy9venbty8//fTTY93jophrqs8WSUlJ4ezZs0ydOhU9Pd1/Ntu0aUPPnj3ZunUrUNhv9+zZow78ABw8eJCcnBzeeOMNAObMmUNISAhr167lzJkzTJkyhSFDhhAVFaVT9owZM1iyZAmpqam4urpW+r49josXL3LgwAEMDQ3VtIKCAho3bszXX3/N2bNnef/993n33Xf5+uuvgbL7QVnee+89li1bxvHjxzEwMGDEiBHquc2bN7No0SKWLl3KiRMnaNKkCWvXrq2x9gkhhBBCCCGEEEKIZ5wiVHl5ecrZs2eVvLy8PxP/yFaUuXWezueP7ErHvmHDBsXU1FR58OCBcufOHcXAwED55ZdflPDwcKVLly6KoihKVFSUAigXLlxQfvzxR0Wj0ShXr17VKefFF19UZs+erSiKooSEhCiAEhcXp55PTU1VACU+Pr7MWADl22+/LfX+AsrSpUsVRVEUf39/ZdSoUTp5oqOjFT09PfUZuLq6KvPnz1fPz549W+nQoYN6bGtrq2zZskWnjAULFiju7u6KoihKRkaGAijJycmKoijKu+++qzg6OioFBQVq/jVr1iharVbJz89XFEVRPDw8FGdnZ508M2fOVJydndXjpk2bKkOGDFGPs7KyFEAJCgpS044dO6YASlZWVqXb+2i5BQUFioWFhbJ27dpS21OWonzGxsaKqampYmhoqAAl6re2tlYWLVqkk9ahQwdl3LhxiqIU9qt69eop2dl/9sW9e/cqenp6yrVr1xRFUZShQ4cqPj4+OmWsX79eMTMzU27cuFFunMW1atVKWb16tXpcnXtc3T5bkfDw8HLv+8SJExVjY2NFURTl/v37ynPPPad8+eWX6vnBgwcrAwYMUBRFUbKzsxUjIyMlNjZWp4yRI0cqgwcPVhRFUSIiIhRA2bVrV4WxlXbfgoOD1eOyvo9Fhg4dqujr6yumpqaKkZGRQuEIrLJ8+fJy6x03bpzyxhtv6JTzaD94tL8WtevIkSNqnr179yqA+h3o1KmTMn78eJ1yunbtqrRp06bceMRfQ6l/R4UQQgghhBBCCCFqkMzU+Jvw8vIiJyeHxMREoqOjcXBwwMLCAg8PDxITE8nJySEyMpImTZrQvHlzkpKSUBQFBwcHtFqt+omKitKZGWFgYED79u3VYycnJ8zNzUlNTa1yjMr//Zpeo9EAcOLECUJDQ3Xq9/b2pqCggIyMDKDwV++bN29Wr9+6das6S+PXX38lMzOTkSNH6pSxcOFCnTYUl5qairu7uxoDQNeuXcnOzubKlStqWufOnXXyuLu7k56eTn7+nxu+u7q6qv/fqFEjAFxcXEqkXb9+vdLtfbRcjUaDpaWlWkZVbdu2jZSUFE6ePMm2bdvYvXs3s2bNAuDOnTv8/PPPdO3aVeearl27qs83NTWVNm3aYGpqqnO+oKCgxJJBxaWkpNC2bVvq169f6vmcnBxmzJhBq1atMDc3R6vVcu7cuRIzDqp6j6Hqffbll19Wn8fzzz9fZpvKoyiK2l8MDQ0ZMGCA2m9zcnLYvXu32m/Pnj3LvXv36NWrl05f+PLLL0v02+LtKCqrMvetqry8vEhJSSE+Pp7AwEC8vb0JDAzUybNu3Trat29Pw4YN0Wq1bNy4sdr1Fn+uVlZWwJ/PMC0tjY4dO+rkf/RYCCGEEEIIIYQQQvzvkt1bK2JoAu/+XHE+gMuxsLl/xfn8voGmZS/NolN3Jdnb29O4cWMiIiK4efMmHh4eAFhaWtKsWTNiYmKIiIigR48eQOFyMvr6+pw4cQJ9fX2dsrRarc5x8Zf75aVVpOilctG+EAUFBYwePZqJEyeWyNukSRMAfH19mTVrFklJSeTl5ZGZmakuJVS0lNHGjRt1llQCSrSpSPGXz8XTqtOm4svzFH+h/WhaUZyVae+jZRSVU1RGVdna2mJvbw+As7MzFy9eJCgoiHnz5pWIs0jxe1Ta/SrruuKMjY3Ljeudd97h4MGDfPLJJ9jb22NsbEz//v1LbLZd1XtcXmxlxbtp0yby8vJKlF2cg4MDUDggUdreDufOnaNly5bqsZ+fHx4eHly/fp3Dhw9jZGTEyy+/rBPr3r17sbGx0Smndu3aOsfFB5Og8vetqkxNTdV+smrVKry8vPjggw9YsGABAF9//TVTpkxh2bJluLu7Y2Zmxscff6zukVJVFT3Dsr6jQgghhBBCCCGEEELIoEZFNBqoZVpxPoAWPaCOdeGm4KXuq6EpPN+iB+iV/tL9cXh5eREZGcnNmzd555131HQPDw8OHjxIXFwcw4cPBwo3ms7Pz+f69et069atzDIfPnzI8ePH1V9Kp6WlcevWLZycnKoc34oVK6hTpw49e/YEoF27dpw5c0Z9mVqaxo0b0717dzZv3kxeXh49e/ZUf53fqFEjbGxsuHjxovor+Iq0atWKHTt26Lysj42NxczMTOcFc1xcnM51cXFxtGzZsszBksqoTHsrUqtWLQCdGSNVoa+vz8OHD7l//z516tTB2tqao0eP0r17dzVPbGys+rxbtWpFWFgYOTk56gv2mJgY9PT01Bf9tWrVKhGPq6srmzZt4vfffy91tkZ0dDTDhg3jtddeAwr32Lh06VK12vSoqvbZRwcWSuPm5oaTkxPBwcEMGjRIZ1+NkydPcuTIEZYsWaKmdenSBVtbW7Zt28b+/fsZMGCA+uxatWpF7dq1+emnn9TBx8p6kvetuLlz5/Lyyy8zduxYrK2tiY6OpkuXLowbN07N8+isktL6QXU4OjqSkJCAv7+/mlZ8M3ghhBBCCCGEEEII8b9Nlp+qSXr60Hvp/x08+qvw/zvu/eETGdCAwkGNo0ePkpKSovOy1MPDg40bN3Lv3j11k3AHBwf8/PwICAhg586dZGRkkJiYyNKlS9m3b596raGhIYGBgcTHx5OUlMTw4cPp3LlzhcvB3Lp1i2vXrnH58mUOHz5M//792bJlC2vXrsXc3ByAmTNncuzYMcaPH09KSgrp6ens2bOnxLI3fn5+hIeHs337doYMGaJzbt68eSxZsoSVK1dy/vx5Tp8+TUhICMuXLy81rnHjxpGZmUlgYCDnzp1j9+7dzJ07t8QG0JmZmUydOpW0tDS2bt3K6tWrmTRpUsUPoRyVbW95LCwsMDY25sCBA/zyyy/cvn273Pw3btzg2rVrXLlyhf3797Ny5Uq8vLyoU6cOUPjL/6VLl7Jt2zbS0tKYNWsWKSkpalv9/PwwMjJi6NCh/PDDD0RERBAYGIi/v786uGRnZ8epU6dIS0vjt99+48GDBwwePBhLS0v69etHTEwMFy9eZMeOHRw7dgwonFm0c+dOdWksX1/fas9GeVR1+2x5NBoNmzZt4uzZs7zxxhskJCTw008/sX37dvr27Yu7uzuTJ0/Wye/r68u6des4fPiwTr81MzNj+vTpTJkyhbCwMC5cuEBycjJr1qwpc4P7Ik/yvhXn6enJ888/z+LFi9V6jx8/zsGDBzl//jxBQUEkJibqXFNaP6iOwMBAPv/8c8LCwkhPT2fhwoWcOnWqWrPDhBBCCCGEEEIIIcTfjwxq1LRWr8LAL6GOlW56HevC9FavPrGqvby8yMvLw97eXn3hDIWDGnfv3qVFixbY2tqq6SEhIQQEBDBt2jQcHR159dVXiY+P18ljYmLCzJkz8fX1xd3dHWNjY8LDwyuMZfjw4VhZWeHk5MTYsWPRarUkJCTg6+ur5nF1dSUqKor09HS6detG27ZtCQoKUtfYLzJgwABu3LhBbm4u/fr10zn31ltvsWnTJkJDQ3FxccHDw4PQ0FB1iatH2djYsG/fPhISEmjTpg1jxoxh5MiRzJkzRydfQEAAeXl5dOzYkfHjxxMYGMioUaMqbHd5Ktve8hgYGLBq1SrWr1+PtbU1Pj4+5ebv2bMnVlZW2NnZMWrUKPr06cO2bdvU8xMnTmTatGlMmzYNFxcXDhw4wJ49e9SllExMTDh48CC///47HTp0oH///rz44ot8+umnahlvv/02jo6O6n4LMTEx1KpVi0OHDmFhYUGfPn1wcXHhww8/VGe6BAcHU69ePbp06ULfvn3x9vamXbt2VbmdZapun61I165diYuLQ19fnz59+mBvb8/s2bMZOnQohw8fLrF0lJ+fH2fPnsXGxqbEviULFizg/fffZ8mSJTg7O+Pt7c2///3vMvttkSd53x41depUNm7cSGZmJmPGjOH111/nzTffpFOnTty4cUNn1gaU3g+qw8/Pj9mzZzN9+nTatWtHRkYGw4YNw8jIqCaaJYQQQgghhBBCCCGecRpFFitX3bt3j4yMDJo1a/b4L9AK8gv32Mj+BbSNCvfQeEIzNETN8vT0xM3NjRUrVjztUEQVhYaGMnnyZG7duvW0QxE1qFevXlhaWvLVV1897VBEBWr076gQQgghhBBCCCFEKWRPjSdFTx+alb1XhRBCiJJyc3NZt24d3t7e6Ovrs3XrVo4cOcLhw4efdmhCCCGEEEIIIYQQ4i9ABjWEEEL8ZWg0Gvbt28fChQv5448/cHR0ZMeOHfTs2fNphyaEEEIIIYQQQggh/gJk+aliZNkMIYQQovrk76gQQgghhBBCCCGeNNkoXAghhBBCCCGEEEIIIYQQzwQZ1BBCCCGEEEIIIYQQQgghxDNBBjWEEEIIIYQQQgghhBBCCPFMkEENIYQQQgghhBBCCCGEEEI8E2RQQwghhBBCCCGEEEIIIYQQzwQZ1BBCCCGEEEIIIYQQQgghxDNBBjVEmUJDQzE3N3/aYTyWS5cuodFoSElJedqhCFFlT6L/2tnZsWLFihor76/C09OTyZMnP+0whBBCCCGEEEIIIcQTJoMafwPr1q3DzMyMhw8fqmnZ2dkYGhrSrVs3nbzR0dFoNBrOnz//xOLRaDTqx9TUlJYtWzJs2DBOnDjxxOr8X1HZl9xF+Yo+tWrVwt7enoULF6IoSo3GNGzYMPr161ejZf5V/fjjjwwfPpzGjRtTu3ZtmjVrxuDBgzl+/PgTqc/W1pasrCxat279RMr/b4qMjNTpkw0aNKBHjx7ExMRUq5xbt27ppO/cuZMFCxbUYMRCCCGEEEIIIYQQ4q9IBjVq2Gcpn7Hu5LpSz607uY7PUj6r8Tq9vLzIzs7WebEaHR2NpaUliYmJ5ObmqumRkZFYW1vj4OBQ43EUFxISQlZWFmfOnGHNmjVkZ2fTqVMnvvzyyydar9B15MgRsrKySE9P54MPPmDRokV88cUXTzusZ9Lx48d54YUXOH/+POvXr+fs2bN8++23ODk5MW3atGqXm5+fT0FBQYn0+/fvo6+vj6WlJQYGBo8T+l9KWloaWVlZREZG0rBhQ1555RWuX7/+2OXWr18fMzOzGohQCCGEEEIIIYQQQvyVyaBGDdPT6LEmZU2JgY11J9exJmUNepqav+WOjo5YW1sTGRmppkVGRuLj40OLFi2IjY3VSffy8gIKX5rOmDEDGxsbTE1N6dSpk04ZRXbt2oWDgwNGRkb06tWLzMzMCmMyNzfH0tISOzs7XnrpJb755hv8/PyYMGECN2/eVPPFxsbSvXt3jI2NsbW1ZeLEieTk5AAwe/ZsOnfuXKJsV1dX5s6dqx6HhITg7OyMkZERTk5OfPZZ+QNHUVFRdOzYkdq1a2NlZcWsWbN0Zrl4enoyYcIEJkyYgLm5OQ0aNGDOnDk6Mxzs7OxYuHAhAQEBaLVamjZtyu7du/n111/x8fFBq9Xi4uJS4hf85bW3qNzFixczYsQIzMzMaNKkCRs2bFDPN2vWDIC2bdui0Wjw9PQst60NGjTA0tKSpk2b4ufnR5cuXUhKSlLPFxQUMH/+fHXmgZubGwcOHNAp4/Tp0/To0QNjY2MaNGjAqFGjyM7OBmDevHmEhYWxe/du9Rf4RX3oypUrDBo0iPr162Nqakr79u2Jj48H4MKFC/j4+NCoUSO0Wi0dOnTgyJEjOvVW5x4XLZlWnT5bHkVRGDZsGC1btiQ6OppXXnmFFi1a4Obmxty5c9m9ezdQ+iyClJQUNBoNly5d0onxu+++o1WrVtSuXZvLly+r7R02bBh169bl7bffLnVmzpkzZ3jllVeoU6cOZmZmdOvWjQsXLgClL8HUr18/hg0bVmq7Siv/1q1bOs+xqE0HDx6kbdu2GBsb06NHD65fv87+/ftxdnamTp06DB48WGcAtSwWFhZYWlri4uLCnDlzuH37ttovAP71r3/Rvn17zMzMsLS0xNfXVx30uHTpkvrvV7169dBoNGrbHm17Rd8lKPw+urm5YWRkRPv27dm1a5csVyeEEEIIIYQQQgjxFyeDGpWU+yC3zM8f+X+o+ca0GcMol1GsSVnD6qTV5D7IZXXSatakrGGUyyiGPT+sUuVWlaenJxEREepxREQEnp6eeHh4qOn379/n2LFj6kvB4cOHExMTQ3h4OKdOnWLAgAH07t2b9PT0P+PLzWXRokWEhYURExPDnTt3GDRoUJXjA5gyZQp3797l8OHDQOHLcm9vb15//XVOnTrFtm3bOHr0KBMmTADAz8+P+Ph49YUtFL7QPX36NH5+fgBs3LiR9957j0WLFpGamsrixYsJCgoiLCys1BiuXr1Knz596NChAydPnmTt2rV8/vnnLFy4UCdfWFgYBgYGxMfHs2rVKoKDg9m0aZNOnuDgYLp27UpycjKvvPIK/v7+BAQEMGTIEJKSkrC3tycgIEAdDKmovUWWLVtG+/btSU5OZty4cYwdO5Zz584BkJCQAPw5A2Pnzp2Vvv/Hjx8nKSmJTp06qWkrV65k2bJlfPLJJ5w6dQpvb29effVVtQ/k5ubSu3dv6tWrR2JiItu3b+fIkSNqzNOnT2fgwIH07t2brKwssrKy6NKlC9nZ2Xh4ePDzzz+zZ88eTp48yYwZM9QZCdnZ2fTp04cjR46QnJyMt7c3ffv25aeffnqse1wUc0312SIpKSmcOXOGadOmoadX8p/Nqu49k5uby5IlS9i0aRNnzpzBwsICgI8//pjWrVtz4sQJgoKCSlx39epVunfvjpGREf/v//0/Tpw4wYgRI3QG5Z6UefPm8emnnxIbG0tmZiYDBw5kxYoVbNmyhb1793L48GFWr15d6fJyc3MJCQkBwNDQUE2/f/8+CxYs4OTJk+zatYuMjAx14MLW1pYdO3YAf874WLlyZZl1lPddunv3Ln379sXFxYWkpCQWLFjAzJkzq3pbhBBCCCGEEEIIIcR/myJUeXl5ytmzZ5W8vLwS51qHti7zM/bwWJ28Hf7Vocy8w/YP08nbbWu3UvNV1YYNGxRTU1PlwYMHyp07dxQDAwPll19+UcLDw5UuXbooiqIoUVFRCqBcuHBB+fHHHxWNRqNcvXpVp5wXX3xRmT17tqIoihISEqIASlxcnHo+NTVVAZT4+PgyYwGUb7/9tkR6Xl6eAihLly5VFEVR/P39lVGjRunkiY6OVvT09NRn4OrqqsyfP189P3v2bKVDhw7qsa2trbJlyxadMhYsWKC4u7sriqIoGRkZCqAkJycriqIo7777ruLo6KgUFBSo+desWaNotVolPz9fURRF8fDwUJydnXXyzJw5U3F2dlaPmzZtqgwZMkQ9zsrKUgAlKChITTt27JgCKFlZWZVu76PlFhQUKBYWFsratWtLbU9ZivIZGxsrpqamiqGhoQKUqN/a2lpZtGiRTlqHDh2UcePGKYpS2K/q1aunZGdnq+f37t2r6OnpKdeuXVMURVGGDh2q+Pj46JSxfv16xczMTLlx40a5cRbXqlUrZfXq1epxde5xdftsRbZt26YASlJSUrn5IiIiFEC5efOmmpacnKwASkZGhk6MKSkpOtc2bdpU6devn07ao8979uzZSrNmzZT79++XWr+Hh4cyadIknTQfHx9l6NChOvUEBweXWr6iKMrNmzcVQImIiNBp05EjR9Q8S5YsUf8tKTJ69GjF29u7jDvzZzmmpqaKqampotFoFEB54YUXymyPoihKQkKCAih3797VKaf4PS6t7RV9l9auXas0aNBA59/7jRs3Vur7JcpW3t9RIYQQQgghhBBCiJogMzX+Jry8vMjJySExMZHo6GgcHBywsLDAw8ODxMREcnJyiIyMpEmTJjRv3pykpCQURcHBwQGtVqt+oqKidGZGGBgY0L59e/XYyckJc3NzUlNTqxyj8n+/ptdoNACcOHGC0NBQnfq9vb0pKCggIyMDKJytsXnzZvX6rVu3qrM0fv31VzIzMxk5cqROGQsXLtRpQ3Gpqam4u7urMQB07dqV7Oxsrly5oqZ17txZJ4+7uzvp6enk5+eraa6urur/N2rUCAAXF5cSaUVL51SmvY+Wq9FosLS0rPaeA9u2bSMlJYWTJ0+ybds2du/ezaxZswC4c+cOP//8M127dtW5pmvXrurzTU1NpU2bNpiamuqcLygoIC0trcx6U1JSaNu2LfXr1y/1fE5ODjNmzKBVq1aYm5uj1Wo5d+5ciZkaVb3HUPU++/LLL6vP4/nnny81z6N993HVqlVLp21FisddmpSUFLp166Yzs+G/5dFnYWJiQvPmzXXSKtNPo6OjSUpKYuvWrTRt2pTQ0FCd9iQnJ+Pj40PTpk0xMzNTl1h7tG9UNeZHv0tpaWm4urpiZGSk5unYsWOV6xBCCCGEEEIIIYQQ/11/n91nn7B43/gyz+nr6escRw6M5PPTn7Ph9AYM9Qx5UPCAUS6jGOkyssSeGgfe0N2/oLrs7e1p3LgxERER3Lx5Ew8PDwAsLS1p1qwZMTExRERE0KNHD6BwLwV9fX1OnDiBvr5u/FqtVue4tBe51Xm5W/RSuWhfiIKCAkaPHs3EiRNL5G3SpAkAvr6+zJo1i6SkJPLy8sjMzFSXEipaymjjxo06SyoBJdpURFGUErFX94V18RexRdeWllYUZ2Xa+2gZReWUtpF0Zdja2mJvbw+As7MzFy9eJCgoiHnz5pWIs0jxe1Ta/SrruuKMjY3Ljeudd97h4MGDfPLJJ9jb22NsbEz//v25f/++Tr6q3uPyYisr3k2bNpGXl1ei7OIcHByAwj7s5uZWZruKlqZSii2H9eDBgxL5jI2NS42n+OBRaSq6r3p6ejp1l1V/VeOFkve9uv20WbNmmJub4+DgwL1793jttdf44YcfqF27Njk5Obz00ku89NJL/Otf/6Jhw4b89NNPeHt7l+gblVFejOX9WyCEEEIIIYQQQggh/rpkpkYlmRialPmprV9bJ++XZ79kw+kNjHcbT5J/EuPdxrPh9Aa+PPslRgZGlSq3Ory8vIiMjCQyMlJnA2kPDw8OHjxIXFycup9G27Ztyc/P5/r169jb2+t8LC0t1WsfPnyosxFzWloat27dwsnJqcrxrVixgjp16tCzZ08A2rVrx5kzZ0rUb29vT61atQBo3Lgx3bt3Z/PmzWzevJmePXuqv85v1KgRNjY2XLx4scT1RQMnj2rVqhWxsbE6Ly9jY2MxMzPDxsZGTYuLi9O5Li4ujpYtW5Y5WFIZlWlvRYryFZ8xUhX6+vo8fPiQ+/fvU6dOHaytrTl69KhOntjYWJydnYHC+5WSkqKzmXlMTAx6enrqi/5atWqViMfV1ZWUlBR+//33UuOIjo5m2LBhvPbaa7i4uGBpaalupP24qtpnbWxs1OfQtGnTUvO4ubnRqlUrli1bVuqL+6KNwRs2bAhAVlaWeq4mN512dXUlOjq6zIGHhg0b6tSdn5/PDz/8UGZ5Tzreivj7+1NQUMBnn30GwLlz5/jtt9/48MMP6datG05OTiVmfzzud6CIk5MTp06d4o8//twTqXi/EUIIIYQQQgghhBB/TTKoUcPWnVzHmpQ1jHcbz5g2Y4DCzcPHu41nTcoa1p1c98Tq9vLy4ujRo6SkpKgzNaBwUGPjxo3cu3dPHdRwcHDAz8+PgIAAdu7cSUZGBomJiSxdupR9+/ap1xoaGhIYGEh8fDxJSUkMHz6czp07V7hMy61bt7h27RqXL1/m8OHD9O/fny1btrB27Vp1U+WZM2dy7Ngxxo8fT0pKCunp6ezZs4fAwECdsvz8/AgPD2f79u0MGTJE59y8efNYsmQJK1eu5Pz585w+fZqQkBCWL19ealzjxo0jMzOTwMBAzp07x+7du5k7dy5Tp07V2QA6MzOTqVOnkpaWxtatW1m9ejWTJk2q+CGUo7LtLY+FhQXGxsYcOHCAX375hdu3b5eb/8aNG1y7do0rV66wf/9+Vq5ciZeXF3Xq1AEKZ0wsXbqUbdu2kZaWxqxZs0hJSVHb6ufnh5GREUOHDuWHH34gIiKCwMBA/P391cElOzs7Tp06RVpaGr/99hsPHjxg8ODBWFpa0q9fP2JiYrh48SI7duzg2LFjQOHMop07d6pLY/n6+lZ7Nsqjqttny6PRaAgJCeH8+fN0796dffv2cfHiRU6dOsWiRYvw8fFR22Vra8u8efM4f/48e/fuZdmyZTXSLoAJEyaoG58fP36c9PR0vvrqK3UpsB49erB371727t3LuXPnGDdunDrgUhpjY2M6d+7Mhx9+yNmzZ/nPf/7DnDlzaizeiujp6TF58mQ+/PBDcnNzadKkCbVq1WL16tVcvHiRPXv2sGDBAp1rmjZtikaj4bvvvuPXX38lOzu7WnUX9blRo0aRmpqqzhyCmltmTAghhBBCCCGEEELUPBnUqGEFSoHOgEaRooGNAqVmXtyWxsvLi7y8POzt7dUXzlA4qHH37l1atGiBra2tmh4SEkJAQADTpk3D0dGRV199lfj4eJ08JiYmzJw5E19fX9zd3TE2NiY8PLzCWIYPH46VlRVOTk6MHTsWrVZLQkICvr6+ah5XV1eioqJIT0+nW7dutG3blqCgIKysrHTKGjBgADdu3CA3N5d+/frpnHvrrbfYtGkToaGhuLi44OHhQWhoaJkzNWxsbNi3bx8JCQm0adOGMWPGMHLkyBIvcgMCAsjLy6Njx46MHz+ewMBARo0aVWG7y1PZ9pbHwMCAVatWsX79eqytrdWX6WXp2bMnVlZW2NnZMWrUKPr06cO2bdvU8xMnTmTatGlMmzYNFxcXDhw4wJ49e2jZsiVQ+PwPHjzI77//TocOHejfvz8vvvgin376qVrG22+/jaOjI+3bt6dhw4bExMRQq1YtDh06hIWFBX369MHFxYUPP/xQnekSHBxMvXr16NKlC3379sXb25t27dpV5XaWqbp9tiIdO3bk+PHjtGjRgrfffhtnZ2deffVVzpw5w4oVK4DCAZWtW7dy7tw52rRpw9KlS1m4cOFj112kQYMG/L//9//Izs7Gw8ODF154gY0bN6rLLI0YMYKhQ4cSEBCAh4cHzZo1Uwcyy/LFF1/w4MED2rdvz6RJk2o03soYMWIEDx484NNPP6Vhw4aEhoayfft2WrVqxYcffqgONBSxsbHhgw8+YNasWTRq1IgJEyZUq946derw73//m5SUFNzc3Hjvvfd4//33AXT22RBCCCGEEEIIIYQQfy0aRRYRV927d4+MjAyaNWsmL7X+h3l6euLm5qa+qBbPjtDQUCZPnlzu7AQhyrJ582aGDx/O7du3K9y/RJRO/o4KIYQQQgghhBDiSZONwoUQQvxP+vLLL2nevDk2NjacPHmSmTNnMnDgQBnQEEIIIYQQQgghhPgLk0ENIYQQ/5OuXbvG+++/z7Vr17CysmLAgAEsWrToaYclhBBCCCGEEEIIIcohy08VI8tmCCGEENUnf0eFEEIIIYQQQgjxpMlG4UIIIYQQQgghhBBCCCGEeCbIoIYQQgghhBBCCCGEEEIIIZ4JMqghhBBCCCGEEEIIIYQQQohnggxqCCGEEEIIIYQQQgghhBDimSCDGkIIIYQQQgghhBBCCCGEeCbIoIYQQgghhBBCCCGEEEIIIZ4JMqghyhQaGoq5ufnTDuOxXLp0CY1GQ0pKytMORfyP+Tt8f55l8t0XQgghhBBCCCGE+HuSQY0a9uDnn8k7c6bMz4Off67xOtetW4eZmRkPHz5U07KzszE0NKRbt246eaOjo9FoNJw/f77G4yii0WjUj6mpKS1btmTYsGGcOHHiidX5v6KyL2qL8hV9atWqhb29PQsXLkRRlBqNadiwYfTr169Gy/wr8vT0ZPLkyU+8noiICLy8vKhfvz4mJia0bNmSoUOH6ny//+oq2yeGDRum9lEDAwOaNGnC2LFjuXnz5mPXZ2trS1ZWFq1bt65SWUIIIYQQQgghhBDir83gaQfwd/Lg55+50PtllPv3y8yjqVWLFgf2Y2htXWP1enl5kZ2dzfHjx+ncuTNQOHhhaWlJYmIiubm5mJiYABAZGYm1tTUODg41Vn9pQkJC6N27N/fu3eP8+fNs2LCBTp068cUXXxAQEPBE6xZ/OnLkCM8//zx//PEHR48e5a233sLKyoqRI0c+7dBEKc6cOcPLL7/MxIkTWb16NcbGxqSnp/PNN99QUFDwtMOrUH5+PhqNpkrX9O7dm5CQEB4+fMjZs2cZMWIEt27dYuvWrY8Vi76+PpaWlo9VhhBCCCGEEEIIIYT465GZGjXo4c2b5Q5oACj37/Owir9CroijoyPW1tZERkaqaZGRkfj4+NCiRQtiY2N10r28vAC4f/8+M2bMwMbGBlNTUzp16qRTRpFdu3bh4OCAkZERvXr1IjMzs8KYzM3NsbS0xM7OjpdeeolvvvkGPz8/JkyYoPMr7NjYWLp3746xsTG2trZMnDiRnJwcAGbPnq0O0hTn6urK3Llz1eOQkBCcnZ0xMjLCycmJzz77rNzYoqKi6NixI7Vr18bKyopZs2bp/Are09OTCRMmMGHCBMzNzWnQoAFz5szRmeFgZ2fHwoULCQgIQKvV0rRpU3bv3s2vv/6Kj48PWq0WFxcXjh8/rlN3ee0tKnfx4sWMGDECMzMzmjRpwoYNG9TzzZo1A6Bt27ZoNBo8PT3LbWuDBg2wtLSkadOm+Pn50aVLF5KSktTzBQUFzJ8/n8aNG1O7dm3c3Nw4cOCAThmnT5+mR48eGBsb06BBA0aNGkV2djYA8+bNIywsjN27d6u/uC/qQ1euXGHQoEHUr18fU1NT2rdvT3x8PAAXLlzAx8eHRo0aodVq6dChA0eOHNGptzr3uGjJp+r02aq6efMmAQEB1KtXDxMTE15++WXS09NL5KtKLIcPH8bKyoqPPvqI1q1b06JFC3r37s2mTZuoVasWUHjP3dzcdK5bsWIFdnZ26nHRzIUPPvgACwsL6tSpw+jRo7lf7N+nyvTzitpYdL+/++47WrVqRe3atRk+fHiZfaI0tWvXxtLSksaNG/PSSy/x5ptvcujQIfV8fn4+I0eOpFmzZhgbG+Po6MjKlSvV82X1wUdnNUVGRqLRaPj+++9p3749JiYmdOnShbS0NJ14Fi5ciIWFBWZmZrz11lvMmjWrxP0WQgghhBBCCCGEEE+PDGpUUkFuLgW5uTov/JT79wvTKxjIqFS5xX6FrTx4UOVyPD09iYiIUI8jIiLw9PTEw8NDTb9//z7Hjh1TBzWGDx9OTEwM4eHhnDp1igEDBtC7d2+dl5a5ubksWrSIsLAwYmJiuHPnDoMGDapWW6dMmcLdu3c5fPgwUPiy3Nvbm9dff51Tp06xbds2jh49yoQJEwDw8/MjPj6eCxcuqGWcOXOG06dP4+fnB8DGjRt57733WLRoEampqSxevJigoCDCwsJKjeHq1av06dOHDh06cPLkSdauXcvnn3/OwoULdfKFhYVhYGBAfHw8q1atIjg4mE2bNunkCQ4OpmvXriQnJ/PKK6/g7+9PQEAAQ4YMISkpCXt7ewICAtQ+U1F7iyxbtoz27duTnJzMuHHjGDt2LOfOnQMgISEBKJyBkZWVxc6dOyt9/48fP05SUhKdOnVS01auXMmyZcv45JNPOHXqFN7e3rz66qtqH8jNzaV3797Uq1ePxMREtm/fzpEjR9SYp0+fzsCBA+nduzdZWVlkZWXRpUsXsrOz8fDw4Oeff2bPnj2cPHmSGTNmqLMNsrOz6dOnD0eOHCE5ORlvb2/69u3LTz/99Fj3uCjmmuqz5Rk2bBjHjx9nz549HDt2DEVR6NOnDw+KfX+rGoulpSVZWVn85z//eez4vv/+e1JTU4mIiGDr1q18++23fPDBBzp5KurnlW3jkiVL2LRpE2fOnGHVqlWl9onKuHjxIgcOHMDQ0FBNKygooHHjxnz99decPXuW999/n3fffZevv/4aKLsPluW9995j2bJlHD9+HAMDA0aMGKGe27x5M4sWLWLp0qWcOHGCJk2asHbt2krFLoQQQgghhBBCCCH+SxShysvLU86ePavk5eWVOHfW0Uk56+ikPLhxQ037de1a5ayjk/LznDmKoihK7g8/qPnK++T+8INaRlpnd+Wso5Ny7/x5Ne33bduqHPuGDRsUU1NT5cGDB8qdO3cUAwMD5ZdfflHCw8OVLl26KIqiKFFRUQqgXLhwQfnxxx8VjUajXL16VaecF198UZk9e7aiKIoSEhKiAEpcXJx6PjU1VQGU+Pj4MmMBlG+//bZEel5engIoS5cuVRRFUfz9/ZVRo0bp5ImOjlb09PTUZ+Dq6qrMnz9fPT979mylQ4cO6rGtra2yZcsWnTIWLFiguLu7K4qiKBkZGQqgJCcnK4qiKO+++67i6OioFBQUqPnXrFmjaLVaJT8/X1EURfHw8FCcnZ118sycOVNxdnZWj5s2baoMGTJEPc7KylIAJSgoSE07duyYAihZWVmVbu+j5RYUFCgWFhbK2rVrS21PWYryGRsbK6ampoqhoaEClKjf2tpaWbRokU5ahw4dlHHjximKUtiv6tWrp2RnZ6vn9+7dq+jp6SnXrl1TFEVRhg4dqvj4+OiUsX79esXMzEy5Uez7UpFWrVopq1evVo+rc4+r22crw8PDQ5k0aZKiKIpy/vx5BVBiYmLU87/99ptibGysfP3119WO5eHDh8qwYcMUQLG0tFT69eunrF69Wrl9+7aaZ+7cuUqbNm10rgsODlaaNm2qHg8dOlSpX7++kpOTo6atXbu2Sv28Km1MSUnRiae0PlGaoUOHKvr6+oqpqaliZGSkAAqgLF++vNzrxo0bp7zxxhvl1vfodyUiIkIBlCNHjqh59u7dqwDq969Tp07K+PHjdcrp2rVrifstylbe31EhhBBCCCGEEEKImiAzNf4mvLy8yMnJITExkejoaBwcHLCwsMDDw4PExERycnKIjIykSZMmNG/enKSkJBRFwcHBAa1Wq36ioqJ0ZkYYGBjQvn179djJyQlzc3NSU1OrHKPyf7+mL1pz/8SJE4SGhurU7+3tTUFBARkZGUDhbI3Nmzer12/dulWdpfHrr7+SmZnJyJEjdcpYuHChThuKS01Nxd3dXWfd/65du5Kdnc2VK1fUtM6dO+vkcXd3Jz09nfz8fDXN1dVV/f9GjRoB4OLiUiLt+vXrlW7vo+VqNBosLS3VMqpq27ZtpKSkcPLkSbZt28bu3buZNWsWAHfu3OHnn3+ma9euOtd07dpVfb6pqam0adMGU1NTnfMFBQUllu0pLiUlhbZt21K/fv1Sz+fk5DBjxgxatWqFubk5Wq2Wc+fOlZipUdV7DFXvsy+//LL6PJ5//vky21RcamoqBgYGOrNeGjRogKOjo049VY1FX1+fkJAQrly5wkcffYS1tTWLFi3i+eefJysrq1KxFWnTpo26lw4U9uHs7Gyd5a/K6+eVbWOtWrV0nlNVeXl5kZKSQnx8PIGBgXh7exMYGKiTZ926dbRv356GDRui1WrZuHFjib5SWcVjtbKyAv7sP2lpaXTs2FEn/6PHQgghhBBCCCGEEOLpko3CK8kx6QQAGmNjNa3BiBHUDwgAg+rfRvvvC/cR0BgZqWnmr71W9XLs7WncuDERERHcvHkTDw8PoHA5m2bNmhETE0NERAQ9evQACpd00dfX58SJE+jr6+uUpdVqdY5L2/i3qpsBA+qL0KJ9IQoKChg9ejQTJ04skbdJkyYA+Pr6MmvWLJKSksjLyyMzM1NdvqdoKaONGzfqvHgFSrSpiKIoJWJ/dLClsoovkVN0bWlpRXFWpr2PllFUTnU3iba1tcXe3h4AZ2dnLl68SFBQEPPmzSsRZ5Hi96i0+1XWdcUZF/uelOadd97h4MGDfPLJJ9jb22NsbEz//v119nyAqt/j8mIrK95NmzaRl5dXouzyKMWWu3o0/dF6qvP9sbGxwd/fH39/fxYuXIiDgwPr1q3jgw8+QE9Pr0T9D6qwZF1l+3ll22hsbFytfw+KmJqaqn101apVeHl58cEHH7BgwQIAvv76a6ZMmcKyZctwd3fHzMyMjz/+WN2fpaoq6j9l/fsghBBCCCGEEEIIIf4aZFCjkvSK/eK5iKZWLTT/t3lvjZZbyRerj/Ly8iIyMpKbN2/yzjvvqOkeHh4cPHiQuLg4hg8fDhRuNJ2fn8/169fp1q1bmWU+fPiQ48ePq79WTktL49atWzg5OVU5vhUrVlCnTh169uwJQLt27Thz5oz6QrM0jRs3pnv37mzevJm8vDx69uyp/jq/UaNG2NjYcPHiRXX2RkVatWrFjh07dF7MxsbGYmZmho2NjZovLi5O57q4uDhatmxZ5mBJZVSmvRUp2iy6+IyRqtDX1+fhw4fcv3+fOnXqYG1tzdGjR+nevbuaJzY2Vn3erVq1IiwsjJycHHW2RkxMDHp6ejg4OKgxPRqPq6srmzZt4vfffy91tkZ0dDTDhg3jtf8bwMvOzubSpUvVatOjqtpniz/3ymrVqhUPHz4kPj5e3b/hxo0bnD9/Hmdn52rHUpp69ephZWWlbijfsGFDrl27ptOHizbDLu7kyZPk5eWpA0xxcXFotVoaN26s5imvn1e2jaUprU9U1ty5c3n55ZcZO3Ys1tbWREdH06VLF8aNG6fmeXQm1uPUV5yjoyMJCQn4+/uracU3ohdCCCGEEEIIIYQQT58sP/U34uXlxdGjR0lJSVFnakDhoMbGjRu5d++eukm4g4MDfn5+BAQEsHPnTjIyMkhMTGTp0qXs27dPvdbQ0JDAwEDi4+NJSkpi+PDhdO7cucIlWW7dusW1a9e4fPkyhw8fpn///mzZsoW1a9dibm4OwMyZMzl27Bjjx48nJSWF9PR09uzZU2LpGT8/P8LDw9m+fTtDhgzROTdv3jyWLFnCypUrOX/+PKdPnyYkJITly5eXGte4cePIzMwkMDCQc+fOsXv3bubOncvUqVPR0/vz65CZmcnUqVNJS0tj69atrF69mkmTJlX8EMpR2faWx8LCAmNjYw4cOMAvv/zC7du3y81/48YNrl27xpUrV9i/fz8rV67Ey8uLOnXqAIUzJpYuXcq2bdtIS0tj1qxZpKSkqG318/PDyMiIoUOH8sMPPxAREUFgYCD+/v7q4JKdnR2nTp0iLS2N3377jQcPHjB48GAsLS3p168fMTExXLx4kR07dnDs2DGgcGbRzp071aWxfH19qz0b5VHV7bNV0bJlS3x8fHj77bc5evQoJ0+eZMiQIdjY2ODj41PtWNavX8/YsWM5dOgQFy5c4MyZM8ycOZMzZ87Qt29fADw9Pfn111/56KOPuHDhAmvWrGH//v0lyrp//z4jR47k7Nmz7N+/n7lz5zJhwoRK9/PKtrE0pfWJyvL09OT5559n8eLFQGFfOX78OAcPHuT8+fMEBQWRmJhYY/UVFxgYyOeff05YWBjp6eksXLiQU6dOPdZMFCGEEEIIIYQQQghRs2RQowYZ1KtX4cwNTa1aGNSr90Tq9/LyIi8vD3t7e/WFMxQOaty9e5cWLVpga2urpoeEhBAQEMC0adNwdHTk1VdfJT4+XiePiYkJM2fOxNfXF3d3d4yNjQkPD68wluHDh2NlZYWTkxNjx45Fq9WSkJCAr6+vmsfV1ZWoqCjS09Pp1q0bbdu2JSgoSF3nvsiAAQO4ceMGubm59OvXT+fcW2+9xaZNmwgNDcXFxQUPDw9CQ0PVJa4eZWNjw759+0hISKBNmzaMGTOGkSNHMmfOHJ18AQEB5OXl0bFjR8aPH09gYCCjRo2qsN3lqWx7y2NgYMCqVatYv3491tbWFb5c7tmzJ1ZWVtjZ2TFq1Cj69OnDtm3b1PMTJ05k2rRpTJs2DRcXFw4cOMCePXto2bIlUPj8Dx48yO+//06HDh3o378/L774Ip9++qlaxttvv42jo6O650FMTAy1atXi0KFDWFhY0KdPH1xcXPjwww/VmS7BwcHUq1ePLl260LdvX7y9vWnXrl1VbmeZqttnK1JQUIBBsaXmQkJCeOGFF/jnP/+Ju7s7iqKwb98+neWNqhpLx44dyc7OZsyYMTz//PN4eHgQFxfHrl271IFKZ2dnPvvsM9asWUObNm1ISEhg+vTpJcp68cUXadmyJd27d2fgwIH07dtXZ9kxqLifV6aNpSmtT1TF1KlT2bhxI5mZmYwZM4bXX3+dN998k06dOnHjxg2dWRs1UV8RPz8/Zs+ezfTp02nXrh0ZGRkMGzYMo2LLAwohhBBCCCGEEEKIp0ujyILhqnv37pGRkUGzZs2q/RLrwc8/8/DmzTLPG9Srh6G1dXVDFP8Fnp6euLm5sWLFiqcdiqii0NBQJk+ezK1bt2q8bCcnJ956661SBxD+aoYNG8atW7fYtWtXmXmkn1dOr169sLS05KuvvnraoTwTauLvqBBCCCGEEEIIIUR5ZE+NGmZobS2DFkL8jVy/fp39+/eTlpbGiy+++LTDEU9Qbm4u69atw9vbG319fbZu3cqRI0c4fPjw0w5NCCGEEEIIIYQQQvwfGdQQQohy9O7dm5s3b7Jq1Sratm37tMMRT5BGo2Hfvn0sXLiQP/74A0dHR3bs2EHPnj2fdmhCCCGEEEIIIYQQ4v/I8lPFyLIZQgghRPXJ31EhhBBCCCGEEEI8abJRuBBCCCGEEEIIIYQQQgghngkyqCGEEEIIIYQQQgghhBBCiGeCDGoIIYQQQgghhBBCCCGEEOKZIIMaQgghhBBCCCGEEEIIIYR4JsighhBCCCGEEEIIIYQQQgghngkyqCGEEEIIIYQQQgghhBBCiGeCDGqIMoWGhmJubv60w3gsly5dQqPRkJKS8rRDEcUMGzaMfv36Pe0wnmmP9u3IyEg0Gg23bt16KvH8Hf69EEIIIYQQQgghhBB/fTKo8YQUFChcTbvJ+cRrXE27SUGB8sTqWrduHWZmZjx8+FBNy87OxtDQkG7duunkjY6ORqPRcP78+ScWj0ajUT+mpqa0bNmSYcOGceLEiSdW5/+Kyg7SFOUr+tSrV4/u3bsTFRX12DFoNBp27dpVqXpL+8ybN4+VK1cSGhr62LE8Sd999x2enp6YmZlhYmJChw4d/vIxV8TOzk59DsbGxjg5OfHxxx+jKFX798nOzo4VK1bopL355ptP9N8VIYQQQgghhBBCCCFABjWeiAvJ1/ny3Vh2BSdz+POz7ApO5st3Y7mQfP2J1Ofl5UV2djbHjx9X06Kjo7G0tCQxMZHc3Fw1PTIyEmtraxwcHJ5ILEVCQkLIysrizJkzrFmzhuzsbDp16sSXX375ROsVuo4cOUJWVhZRUVHUqVOHPn36kJGRUa2y7t+/X2EeW1tbsrKy1M+0adN4/vnnddKmT59O3bp1/9K/6l+9ejU+Pj506dKF+Ph4Tp06xaBBgxgzZgzTp09/onU/ePDgiZY/f/58srKySE1NZfr06bz77rts2LDhscs1NjbGwsKiBiIUQgghhBBCCCGEEKJsMqhRwy4kX+fA+h/IufWHTnrOrT84sP6HJzKw4ejoiLW1NZGRkWpaZGQkPj4+tGjRgtjYWJ10Ly8voPAl9YwZM7CxscHU1JROnTrplFFk165dODg4YGRkRK9evcjMzKwwJnNzcywtLbGzs+Oll17im2++wc/PjwkTJnDz5k01X2xsLN27d8fY2BhbW1smTpxITk4OALNnz6Zz584lynZ1dWXu3LnqcUhICM7OzhgZGeHk5MRnn31WbmxRUVF07NiR2rVrY2VlxaxZs3RmuXh6ejJhwgQmTJiAubk5DRo0YM6cOTq/Zrezs2PhwoUEBASg1Wpp2rQpu3fv5tdff8XHxwetVouLi4vOQFNF7S0qd/HixYwYMQIzMzOaNGmi88K5WbNmALRt2xaNRoOnp2e5bW3QoAGWlpa4urqyfv16cnNzOXToEDdu3GDw4ME0btwYExMTXFxc2Lp1q861Rfdh6tSpPPfcc/Tq1Qs7OzsAXnvtNTQajXpcRF9fH0tLS/Wj1WoxMDAokfbo8lOenp4EBgYyefJk6tWrR6NGjdiwYQM5OTkMHz4cMzMzWrRowf79+3XqO3v2LH369EGr1dKoUSP8/f357bffyr0nFcnMzGTatGlMnjyZxYsX06pVK+zt7Zk2bRoff/wxy5YtIz4+noKCAho3bsy6det0rk9KSkKj0XDx4kUAbt++zahRo7CwsKBOnTr06NGDkydPqvnnzZuHm5sbX3zxBc2bN6d27dooisKBAwf4xz/+ofbBf/7zn1y4cOGx2gZgZmamfjffeustXF1dOXTokHr+woUL+Pj40KhRI7RaLR06dODIkSPqeU9PTy5fvsyUKVPUWR9QcvmponZ99dVX2NnZUbduXQYNGsTdu3fVPHfv3sXPzw9TU1OsrKwIDg7G09OTyZMnP3Y7hRBCCCGEEEIIIcTfkwxqVEBRFB78kV+pzx95D4neVv7yK9Hb0vkj72GlyqvKkjCenp5ERESoxxEREXh6euLh4aGm379/n2PHjqmDGsOHDycmJobw8HBOnTrFgAED6N27N+np6Wo5ubm5LFq0iLCwMGJiYrhz5w6DBg2qyi1UTZkyhbt373L48GEATp8+jbe3N6+//jqnTp1i27ZtHD16lAkTJgDg5+dHfHy8zovcM2fOcPr0afz8/ADYuHEj7733HosWLSI1NZXFixcTFBREWFhYqTFcvXqVPn360KFDB06ePMnatWv5/PPPWbhwoU6+sLAwDAwMiI+PZ9WqVQQHB7Np0yadPMHBwXTt2pXk5GReeeUV/P39CQgIYMiQISQlJWFvb09AQID6HCtqb5Fly5bRvn17kpOTGTduHGPHjuXcuXMAJCQkAH/OwNi5c2el77+JiQlQOBPg3r17vPDCC3z33Xf88MMPjBo1Cn9/f+Lj40u9DzExMaxfv57ExETgz5k4Rcc1ISwsjOeee46EhAQCAwMZO3YsAwYMoEuXLiQlJeHt7Y2/v7868ygrKwsPDw/c3Nw4fvw4Bw4c4JdffmHgwIGPFcc333zDgwcPSp2RMXr0aLRaLVu3bkVPT49BgwaxefNmnTxbtmzB3d2d5s2boygKr7zyCteuXWPfvn2cOHGCdu3a8eKLL/L777+r1/z44498/fXX7NixQ11aLCcnh6lTp5KYmMj333+Pnp4er732GgUFBY/VviKKohAZGUlqaiqGhoZqenZ2Nn369OHIkSMkJyfj7e1N3759+emnnwDYuXMnjRs3Vmd8ZGVllVnHhQsX2LVrF9999x3fffcdUVFRfPjhh+r5qVOnEhMTw549ezh8+DDR0dEkJSXVSPuEEEIIIYQQQgghxN+TwdMO4K/u4f0CNkx6/H0IiuTc+oNNU/5TqbyjVnpgWFu/Unk9PT2ZMmUKDx8+JC8vj+TkZLp3705+fj6rVq0CIC4ujry8PLy8vLhw4QJbt27lypUrWFtbAzB9+nQOHDhASEgIixcvBgpfgH/66ad06tQJKHzx7OzsTEJCAh07dqxS252cnIDCfRcAPv74Y3x9fdVfZbds2ZJVq1bh4eHB2rVrad26Na6urmzZsoWgoCAANm/eTIcOHdTlsxYsWMCyZct4/fXXgcKZDGfPnmX9+vUMHTq0RAyfffYZtra2fPrpp2g0GpycnPj555+ZOXMm77//Pnp6heN8tra2BAcHo9FocHR05PTp0wQHB/P222+rZfXp04fRo0cD8P7777N27Vo6dOjAgAEDAJg5cybu7u788ssvWFpaVtheIyMjtdxx48apZQQHBxMZGYmTkxMNGzYE/pyBUVk5OTnMnj0bfX19PDw8sLGx0XlpHxgYyIEDB9i+fbv6rAHs7e356KOPSpRXNBOnJrVp04Y5c+YAhbN0PvzwQ5577jn1nhfd41OnTtG5c2fWrl1Lu3bt1L4K8MUXX2Bra8v58+ervcTa+fPnqVu3LlZWViXO1apVi+bNm6t7R/j5+bF8+XIuX75M06ZNKSgoIDw8nHfffRcoHFw8ffo0169fp3bt2gB88skn7Nq1i2+++YZRo0YBhQOOX331lfp8Ad544w2duj///HMsLCw4e/YsrVu3rlbboLBPzZkzh/v37/PgwQOMjIyYOHGier5Nmza0adNGPV64cCHffvste/bsYcKECdSvXx99fX11xkd5CgoKCA0NxczMDAB/f3++//57Fi1axN27dwkLC2PLli28+OKLQOFgWdG/R0IIIYQQQgghhBBClEZmavxNeHl5kZOTQ2JiItHR0Tg4OGBhYYGHhweJiYnk5OQQGRlJkyZNaN68OUlJSSiKgoODA1qtVv1ERUXpzIwwMDCgffv26rGTkxPm5uakpqZWOcaiGQtFy9WcOHGC0NBQnfq9vb0pKChQ933w8/NTfwmvKApbt25VZ2n8+uuvZGZmMnLkSJ0yFi5cWOYyPampqbi7u6sxAHTt2pXs7GyuXLmipnXu3Fknj7u7O+np6eTn56tprq6u6v83atQIABcXlxJp169fr3R7Hy1Xo9FgaWmpllFVXbp0QavVYmZmxr///W9CQ0NxcXEhPz+fRYsW4erqSoMGDdBqtRw6dEj9NX6R4s++LD/99JNOm4oPMlRF8Xbr6+vToEGDCu9nRESETt1FA2dlPf/ieceMGVOtOBVFUftG27ZtcXJyUpfuioqK4vr16+pskRMnTpCdna3e46JPRkaGToxNmzbVGdAoaoOvry/NmzenTp066tJjjz6jqnrnnXdISUkhKioKLy8v3nvvPbp06aKez8nJYcaMGbRq1Qpzc3O0Wi3nzp2rVr12dnbqgAaAlZWV+vwuXrzIgwcPdAZH69ati6Oj42O0TgghhBBCCCGEEEL83clMjQoY1NJj1EqPSuX9Of0W3316ssJ8/5zQBuuW5pWqu7Ls7e1p3LgxERER3Lx5Ew+PwpgtLS1p1qwZMTExRERE0KNHD6DwF9T6+vqcOHECfX3d2SBarVbnuPjL/fLSKlI0EFL0cragoIDRo0fr/Eq8SJMmTQDw9fVl1qxZJCUlkZeXR2Zmprr8VdEyPBs3btSZXQCUaFOR4i+ki6dVp03Fl+wpura0tKI4K9PeR8soKqe6Sw5t27ZNfTndoEEDNX3ZsmUEBwezYsUKXFxcMDU1ZfLkySU2Azc1Na2wDmtra3XJJID69etXK9bS2l3R/ezbty9Lly4tUVZpsywAnTjr1KlTah4HBwdu377Nzz//XGLWwP3797l48aL6PYLCgbctW7Ywa9YstmzZgre3N88995wao5WVVal71RTff6K0+9y3b19sbW3ZuHEj1tbWFBQU0Lp160pt2F6e5557Dnt7e+zt7dmxYwf29vZ07tyZnj17AoWDHgcPHuSTTz7B3t4eY2Nj+vfvX616y+vLZX3vqrLsnhBCCCGEEEIIIYT43yODGhXQaDSVXgLKtlV9TM1rl9gkvDhtvdrYtqqPnl7VBwUq4uXlRWRkJDdv3uSdd95R0z08PDh48CBxcXEMHz4cKPyFeX5+PtevX6dbt25llvnw4UOOHz+u/po6LS2NW7duqb+Ir4oVK1ZQp04d9eVpu3btOHPmDPb29mVe07hxY7p3787mzZvJy8ujZ8+e6i/2GzVqhI2NDRcvXlRnb1SkVatW7NixQ2dwIzY2FjMzM2xsbNR8cXFxOtfFxcXRsmXLMgdLKqMy7a1IrVq1AHRmjJTH1taWFi1alEiPjo7Gx8eHIUOGAIUv39PT03F2dq6wTENDQ536DQwMHqtN1dWuXTt27NiBnZ0dBgaV+6esMnG+8cYbzJgxg2XLlrFs2TKdc+vWrSMnJ4fBgwerab6+vsyZM4cTJ07wzTffsHbtWp0Yr127hoGBQYlN1ctz48YNUlNTWb9+vfr9PHr0aKWvr6x69eoRGBjI9OnTSU5ORqPREB0dzbBhw3jttdeAwj02ipaMK1KrVq1K98GytGjRAkNDQxISErC1tQXgzp07pKenq4OyQgghhBBCCCGEEEI8SpafqkF6ehq6vdmy3Dz/GNjyiQxoQOGgxtGjR0lJSdF5Kejh4cHGjRu5d++eukm4g4MDfn5+BAQEsHPnTjIyMkhMTGTp0qXs27dPvdbQ0JDAwEDi4+NJSkpi+PDhdO7cucL9NG7dusW1a9e4fPkyhw8fpn///mzZsoW1a9eqv1CfOXMmx44dY/z48aSkpJCens6ePXsIDAzUKcvPz4/w8HC2b9+uvoQvMm/ePJYsWcLKlSs5f/48p0+fJiQkhOXLl5ca17hx48jMzCQwMJBz586xe/du5s6dy9SpU9X9NAAyMzOZOnUqaWlpbN26ldWrVzNp0qSKH0I5Ktve8lhYWGBsbKxuin379u1qxWJvb8/hw4eJjY0lNTWV0aNHc+3atUpda2dnx/fff8+1a9e4efNmteqvCePHj+f3339n8ODBJCQkcPHiRQ4dOsSIESMe64V7kyZN+Oijj1ixYgXvvfce586d48KFCyxfvpwZM2Ywbdo0nZlBzZo1o0uXLowcOZKHDx/i4+OjnuvZsyfu7u7069ePgwcPcunSJWJjY5kzZw7Hjx8vM4Z69erRoEEDNmzYwI8//sj/+3//j6lTp1a7TeUZP348aWlp7NixAyjsGzt37iQlJYWTJ0/i6+tbYqaQnZ0d//nPf7h69Sq//fZbteo1MzNj6NChvPPOO0RERHDmzBlGjBiBnp5etWaCCSGEEEIIIYQQQoj/DTKoUcNatLWg9+jWmJrX1knX1qtN79GtadHW4onV7eXlRV5eHvb29upsBigc1Lh79y4tWrRQfxENhZvyBgQEMG3aNBwdHXn11VeJj4/XyWNiYsLMmTPx9fXF3d0dY2NjwsPDK4xl+PDhWFlZ4eTkxNixY9FqtSQkJODr66vmcXV1JSoqivT0dLp160bbtm0JCgoqsXTQgAEDuHHjBrm5ufTr10/n3FtvvcWmTZvUvSI8PDwIDQ1Vl7h6lI2NDfv27SMhIYE2bdowZswYRo4cqW5QXSQgIIC8vDw6duzI+PHjCQwMVDd1rq7Ktrc8BgYGrFq1ivXr12Ntba3zAr0qgoKCaNeuHd7e3nh6emJpaVni3pZl2bJlHD58GFtbW9q2bVut+muCtbU1MTEx5Ofn4+3tTevWrZk0aRJ169bVGaCqjilTpvDtt98SHR1N+/btad26tToo98knn5TI7+fnx8mTJ3n99dcxNjZW0zUaDfv27aN79+6MGDECBwcHBg0axKVLl3S+o4/S09MjPDycEydO0Lp1a6ZMmcLHH3/8WG0qS8OGDfH392fevHkUFBQQHBxMvXr16NKlC3379sXb25t27drpXDN//nwuXbpEixYtSuwFUhXLly/H3d2df/7zn/Ts2ZOuXbvi7OyMkZHR4zZLCCGEEEIIIYQQQvxNaRRZwFx17949MjIyaNas2WO/VCsoUMhKv0XOnT8wrVMbq5bmT2yGhqhZnp6euLm5sWLFiqcdihD/U3JycrCxsWHZsmWMHDnyaYcjqqEm/44KIYQQQgghhBBClEb21HhC9PQ02DjWe9phCCHEX1ZycjLnzp2jY8eO3L59m/nz5wNUewaSEEIIIYQQQgghhPj7k0ENIYQQT80nn3xCWloatWrV4oUXXiA6OprnnnvuaYclhBBCCCGEEEIIIf6iZFBDiEdERkY+7RCE+J/Qtm1bTpw48bTDEEIIIYQQQgghhBDPENkoXAghhBBCCCGEEEIIIYQQzwQZ1BBCCCGEEEIIIYQQQgghxDNBBjWEEEIIIYQQQgghhBBCCPFMkEENIYQQQgghhBBCCCGEEEI8E2RQQwghhBBCCCGEEEIIIYQQzwQZ1BBCCCGEEEIIIYQQQgghxDNBBjVEmUJDQzE3N3/aYTyWS5cuodFoSElJedqhiGKGDRtGv379nnYYfyk1/X37O/d9jUbDrl27nnYYQgghhBBCCCGEEOIpkEGNv4F169ZhZmbGw4cP1bTs7GwMDQ3p1q2bTt7o6Gg0Gg3nz59/YvFoNBr1Y2pqSsuWLRk2bBgnTpx4YnX+r6jsi+qifEWfevXq0b17d6Kioh47hvJeKD9ab2mfefPmsXLlSkJDQx87licpIiKCPn360KBBA0xMTGjVqhXTpk3j6tWrT6S+N99884l+L/+b5s2bpz5vPT09rK2t8fPzIzMzs8rluLm5lUjPysri5ZdfrqFohRBCCCGEEEIIIcSzRAY1aljs9s0c27G11HPHdmwldvvmGq/Ty8uL7Oxsjh8/rqZFR0djaWlJYmIiubm5anpkZCTW1tY4ODjUeBzFhYSEkJWVxZkzZ1izZg3Z2dl06tSJL7/88onWK3QdOXKErKwsoqKiqFOnDn369CEjI6NaZd2/f7/CPLa2tmRlZamfadOm8fzzz+ukTZ8+nbp16/6lZwGtX7+enj17YmlpyY4dOzh79izr1q3j9u3bLFu2rNrllnUPHzx4gLGxMRYWFtUu+6+m6LlfuXKFbdu2cfr0aQYOHFgjZVtaWlK7du0aKUsIIYQQQgghhBBCPFtkUKOGafT0iP265MDGsR1bif16Mxq9mr/ljo6OWFtbExkZqaZFRkbi4+NDixYtiI2N1Un38vICCl+wzpgxAxsbG0xNTenUqZNOGUV27dqFg4MDRkZG9OrVq1K/tjY3N8fS0hI7OzteeuklvvnmG/z8/JgwYQI3b95U88XGxtK9e3eMjY2xtbVl4sSJ5OTkADB79mw6d+5comxXV1fmzp2rHoeEhODs7IyRkRFOTk589tln5cYWFRVFx44dqV27NlZWVsyaNUtnlounpycTJkxgwoQJmJub06BBA+bMmYOiKGoeOzs7Fi5cSEBAAFqtlqZNm7J7925+/fVXfHx80Gq1uLi46Aw0VdTeonIXL17MiBEjMDMzo0mTJmzYsEE936xZMwDatm2LRqPB09Oz3LY2aNAAS0tLXF1dWb9+Pbm5uRw6dIgbN24wePBgGjdujImJCS4uLmzdqttni+7D1KlTee655+jVqxd2dnYAvPbaa2g0GvW4iL6+PpaWlupHq9ViYGBQIu3R5ac8PT0JDAxk8uTJ1KtXj0aNGrFhwwZycnIYPnw4ZmZmtGjRgv379+vUd/bsWfr06YNWq6VRo0b4+/vz22+/lXtPKnLlyhUmTpzIxIkT+eKLL/D09MTOzo7u3buzadMm3n//faD0WQQrVqzQuSdF7VyyZIk6mFg0m+Xrr7/G09MTIyMj/vWvf5W6/NSePXto3749RkZGPPfcc7z++uvqudJmzJibm5c5A6a08nft2oVGo1GPi9r0xRdf0KRJE7RaLWPHjiU/P5+PPvoIS0tLLCwsWLRoUYX3sei5W1tb061bN95++23i4uK4c+eOmmfmzJk4ODhgYmJC8+bNCQoK4sGDB2q8H3zwASdPnlRnfRS1rXjbi+7nzp078fLywsTEhDZt2nDs2DGdeDZu3IitrS0mJia89tprLF++/C89sCaEEEIIIYQQQgghSieDGpX04N69Mj8Pi/362v2NwXR+/U1iv95MzLaveHDvHjHbviL26810fv1N2vd9vVLlVpWnpycRERHqcUREBJ6ennh4eKjp9+/f59ixY+qgxvDhw4mJiSE8PJxTp04xYMAAevfuTXp6ulpObm4uixYtIiwsjJiYGO7cucOgQYOqHB/AlClTuHv3LocPHwbg9OnTeHt78/rrr3Pq1Cm2bdvG0aNHmTBhAgB+fn7Ex8dz4cIFtYwzZ85w+vRp/Pz8gMIXle+99x6LFi0iNTWVxYsXExQURFhYWKkxXL16lT59+tChQwdOnjzJ2rVr+fzzz1m4cKFOvrCwMAwMDIiPj2fVqlUEBwezadMmnTzBwcF07dqV5ORkXnnlFfz9/QkICGDIkCEkJSVhb29PQECAOhhSUXuLLFu2jPbt25OcnMy4ceMYO3Ys586dAyAhIQH4cwbGzp07K33/TUxMgMJZAffu3eOFF17gu+++44cffmDUqFH4+/sTHx9f6n2IiYlh/fr1JCYmAn/OxCk6rglhYWE899xzJCQkEBgYyNixYxkwYABdunQhKSkJb29v/P391ZlHWVlZeHh44ObmxvHjxzlw4AC//PLLY88G2L59uzrgV5qqvgj//vvvSU1N5fDhw3z33Xdq+syZM5k4cSKpqal4e3uXuG7v3r28/vrrvPLKKyQnJ/P999/Tvn37KtVdHRcuXGD//v0cOHCArVu38sUXX/DKK69w5coVoqKiWLp0KXPmzCEuLq7SZV67do2dO3eir6+Pvr6+mm5mZkZoaChnz55l5cqVbNy4keDgYKBwOa5HZ/q8+eabZdbx3nvvMX36dFJSUnBwcGDw4MHqYGVMTAxjxoxh0qRJpKSk0KtXr0oNzAghhBBCCCGEEEKIvyBFqPLy8pSzZ88qeXl5Jc59MvCVMj87lszVybvC//Uy84bPm6mTd83IwaXmq6oNGzYopqamyoMHD5Q7d+4oBgYGyi+//KKEh4crXbp0URRFUaKiohRAuXDhgvLjjz8qGo1GuXr1qk45L774ojJ79mxFURQlJCREAZS4uDj1fGpqqgIo8fHxZcYCKN9++22J9Ly8PAVQli5dqiiKovj7+yujRo3SyRMdHa3o6empz8DV1VWZP3++en727NlKhw4d1GNbW1tly5YtOmUsWLBAcXd3VxRFUTIyMhRASU5OVhRFUd59913F0dFRKSgoUPOvWbNG0Wq1Sn5+vqIoiuLh4aE4Ozvr5Jk5c6bi7OysHjdt2lQZMmSIepyVlaUASlBQkJp27NgxBVCysrIq3d5Hyy0oKFAsLCyUtWvXltqesjyaLzs7Wxk9erSir6+vnDp1qtRr+vTpo0ybNk099vDwUNzc3ErkK+v5lmbu3LlKmzZtSqQPHTpU8fHx0anrH//4h3r88OFDxdTUVPH391fTiu7xsWPHFEVRlKCgIOWll17SKTczM1MBlLS0tErFV5qxY8cqderUqTBfaW0LDg5WmjZtqh4PHTpUadSokfLHH3+oaUXPZsWKFTrXhoSEKHXr1lWP3d3dFT8/vzLrL+051K1bVwkJCdGpp6gPPFq+oijKt99+qxT/MzB37lzFxMREuXPnjprm7e2t2NnZqd8PRVEUR0dHZcmSJWXGNnfuXEVPT08xNTVVjI2NFUABlIkTJ5Z5jaIoykcffaS88MILOuWU1n+Kt72onZs2bVLPnzlzRgGU1NRURVEU5c0331ReeUX331U/P78S90M8vvL+jgohhBBCCCGEEELUBJmp8Tfh5eVFTk4OiYmJREdH4+DggIWFBR4eHiQmJpKTk0NkZCRNmjShefPmJCUloSgKDg4OaLVa9RMVFaUzM8LAwEDn1+FOTk6Ym5uTmppa5RiV/5uxULTczYkTJwgNDdWp39vbm4KCAnXfBz8/PzZv3qxev3XrVnWWxq+//kpmZiYjR47UKWPhwoU6bSguNTUVd3d3nSV3unbtSnZ2NleuXFHTOnfurJPH3d2d9PR08vPz1TRXV1f1/xs1agSAi4tLibTr169Xur2PlqvRaLC0tFTLqKouXbqg1WoxMzPj3//+N6Ghobi4uJCfn8+iRYtwdXWlQYMGaLVaDh06xE8//aRzfWVmBvz00086bVq8eHG1Yi3ebn19fRo0aFDh/YyIiNCp28nJCaDM518875gxY0rNoyiKzrN/XC4uLtSqVatEekX3NiUlhRdffLHG4qgsOzs7zMzM1ONGjRrRqlUr9IotndeoUaMK+6SjoyMpKSkkJiayaNEi3NzcSsyO+Oabb/jHP/6hLksWFBRUog9WVvH+Y2VlBfzZV9LS0ujYsaNO/kePhRBCCCGEEEIIIcSzweBpB/CsmBj2TZnnHt0nY9yGzSTs3k7czm3oGRhQ8PAhnV9/k44+A0BP92Xp259+USPx2dvb07hxYyIiIrh58yYeHh5A4Ya6zZo1IyYmhoiICHr06AFAQUEB+vr6nDhxQmc5GCh88avTvlJe8FbnpW/RQEjRvhAFBQWMHj2aiRMnlsjbpEkTAHx9fZk1axZJSUnk5eWRmZmpLn9VUFAAFC5B1alTJ53rH21TkdJeWD862FJZhoaG6v8XXVtaWlGclWnvo2UUlVNURlVt27aNVq1aqXuDFFm2bBnBwcGsWLECFxcXTE1NmTx5comNrE1NTSusw9rampSUFPW4fv361Yq1tHZXdD/79u3L0qVLS5RV9FL7UcXjrFOnTql5HBwcuH37NllZWWWWA6Cnp6ezzwqg7gdRXFn3sKJ7a2xsXO55jUZTqfqLVDbeip5DUVpFfbJWrVrY29sDhZuGp6enM3bsWL766isA4uLiGDRoEB988AHe3t7UrVuX8PDwam/EXl5fKe97L4QQQgghhBBCCCGeLTKoUUmGRkaVznt877fE7dxGl4F+uL8xWN0kXM/AAPc3Ble73Ip4eXkRGRnJzZs3eeedd9R0Dw8PDh48SFxcHMOHDwcKN5rOz8/n+vXrdOvWrcwyHz58yPHjx9VfNaelpXHr1i31F/FVsWLFCurUqUPPnj0BaNeuHWfOnFFffJamcePGdO/enc2bN5OXl0fPnj3VX+w3atQIGxsbLl68qM7eqEirVq3YsWOHzkvO2NhYzMzMsLGxUfM9ul9AXFwcLVu2LHOwpDIq096KFP3iv/iMkfLY2trSokWLEunR0dH4+PgwZMgQoPDlb3p6Os7OzhWWaWhoqFO/gYHBY7Wputq1a8eOHTuws7PDwKBy/5RVJs7+/fsza9YsPvroI3V/h+Ju3bqFubk5DRs25Nq1azp9qfigyeNydXXl+++/V7+zj2rYsCFZWVnqcXp6urrfSFn57969S05OjjqgUpPxViQoKAgHBwemTJlCu3btiImJoWnTprz33ntqnsuXL+tcU6tWrUr39fI4OTmp+9EUOX78+GOXK4QQQgghhBBCCCH++2T5qRpWNIBRNKABhZuHdxnoR+zXmzm2Y+sTq9vLy4ujR4+SkpKiztSAwkGNjRs3cu/ePXWTcAcHB/z8/AgICGDnzp1kZGSQmJjI0qVL2bdvn3qtoaEhgYGBxMfHk5SUxPDhw+ncuXOFS7fcunWLa9eucfnyZQ4fPkz//v3ZsmULa9euVTdanjlzJseOHWP8+PGkpKSQnp7Onj17CAwM1CnLz8+P8PBwtm/frr6ELzJv3jyWLFnCypUrOX/+PKdPnyYkJITly5eXGte4cePIzMwkMDCQc+fOsXv3bubOncvUqVN1ltfJzMxk6tSppKWlsXXrVlavXs2kSZMqfgjlqGx7y2NhYYGxsbG6Kfbt27erFYu9vT2HDx8mNjaW1NRURo8ezbVr1yp1rZ2dHd9//z3Xrl3j5s2b1aq/JowfP57ff/+dwYMHk5CQwMWLFzl06BAjRox4rBfhtra2BAcHs3LlSkaOHElUVBSXL18mJiaG0aNHs2DBAgA8PT359ddf+eijj7hw4QJr1qxh//79NdU85s6dy9atW5k7dy6pqamcPn2ajz76SD3fo0cPPv30U5KSkjh+/DhjxowpMaOiuE6dOmFiYsK7777Ljz/+yJYtWwgNDa2xeCvSvHlzfHx8eP/994HCPvjTTz8RHh7OhQsXWLVqFd9++63ONXZ2dmRkZJCSksJvv/3GH3/8Ua26AwMD2bdvH8uXLyc9PZ3169ezf//+Gl1mTAghhBBCCCGEEEL8d8igRg1TCgp0BjSKFA1sKNVcRqgyvLy8yMvLw97eXp3NAIWDGnfv3qVFixbY2tqq6SEhIQQEBDBt2jQcHR159dVXiY+P18ljYmLCzJkz8fX1xd3dHWNjY8LDwyuMZfjw4VhZWeHk5MTYsWPRarUkJCTg6+ur5nF1dSUqKor09HS6detG27ZtCQoKKrHkz4ABA7hx4wa5ubn069dP59xbb73Fpk2b1L0iPDw8CA0NVZe4epSNjQ379u0jISGBNm3aMGbMGEaOHMmcOXN08gUEBJCXl0fHjh0ZP348gYGBjBo1qsJ2l6ey7S2PgYEBq1atYv369VhbW+Pj41OtWIKCgmjXrh3e3t54enpiaWlZ4t6WZdmyZRw+fBhbW1vatm1brfprgrW1NTExMeTn5+Pt7U3r1q2ZNGkSdevW1Rmgqo5x48Zx6NAhrl69ymuvvYaTkxNvvfUWderUYfr06QA4Ozvz2WefsWbNGtq0aUNCQoJ6riZ4enqyfft29uzZg5ubGz169CA+Pl49v2zZMmxtbenevTu+vr5Mnz4dExOTMsurX78+//rXv9i3bx8uLi5s3bqVefPm1Vi8lTFt2jT27t1LfHw8Pj4+TJkyhQkTJuDm5kZsbCxBQUE6+d944w169+6Nl5cXDRs2ZOvW6g0Kd+3alXXr1rF8+XLatGnDgQMHmDJlCkY1OFNOCCGEEEIIIYQQQvx3aBRZWFx17949MjIyaNasmbzs+h/m6emJm5sbK1aseNqhCCGekLfffptz584RHR39tEP5W5G/o0IIIYQQQgghhHjSZE8NIYQQf3uffPIJvXr1wtTUlP379xMWFsZnn332tMMSQgghhBBCCCGEEFUkgxpCCCH+9hISEvjoo4+4e/cuzZs3Z9WqVbz11ltPOywhhBBCCCGEEEIIUUUyqCHEIyIjI592CEKIGvb1118/7RCEEEIIIYQQQgghRA2QjcKFEEIIIYQQQgghhBBCCPFMkEENIYQQQgghhBBCCCGEEEI8E2RQQwghhBBCCCGEEEIIIYQQzwQZ1BBCCCGEEEIIIYQQQgghxDNBBjWEEEIIIYQQQgghhBBCCPFMkEENIYQQQgghhBBCCCGEEEI8E2RQQ5QpNDQUc3Pzpx3GY7l06RIajYaUlJSnHYooZtiwYfTr1+9ph1Fj/m7tedb8Hf6tEkIIIYQQQgghhBCVI4MaNezhrXvcv5pd5ufhrXs1Xue6deswMzPj4cOHalp2djaGhoZ069ZNJ290dDQajYbz58/XeBxFNBqN+jE1NaVly5YMGzaMEydOPLE6/1dUdpCmKF/Rp169enTv3p2oqKjHjkGj0bBr165K1VvaZ968eaxcuZLQ0NDHjuVJKa+NNWn9+vW0adMGU1NTzM3Nadu2LUuXLn3i9dYkOzs7VqxYUal8RX3A2NgYJycnPv74YxRFeez63nzzzSf6b5oQQgghhBBCCCGE+OsweNoB/J08vHWPa58ch4flvKQz0GA5vT0G5kY1Vq+XlxfZ2dkcP36czp07A4WDF5aWliQmJpKbm4uJiQkAkZGRWFtb4+DgUGP1lyYkJITevXtz7949zp8/z4YNG+jUqRNffPEFAQEBT7Ru8acjR47w/PPPc/36dd5991369OnDDz/8QLNmzapc1v3796lVq1a5eWxtbcnKylKPP/nkEw4cOMCRI0fUNK1Wi1arrXL9fzeff/45U6dOZdWqVXh4ePDHH39w6tQpzp49+7RDq5TK9IdHzZ8/n7fffpt79+5x5MgRxo4dS506dRg9evRjxWJsbIyxsfFjlSGEEEIIIYQQQgghng0yU6MGFeQ8LH9AA+ChUpivBjk6OmJtbU1kZKSaFhkZiY+PDy1atCA2NlYn3cvLCyh8KTljxgxsbGwwNTWlU6dOOmUU2bVrFw4ODhgZGdGrVy8yMzMrjMnc3BxLS0vs7Ox46aWX+Oabb/Dz82PChAncvHlTzRcbG0v37t0xNjbG1taWiRMnkpOTA8Ds2bPVQZriXF1dmTt3rnocEhKCs7MzRkZGODk58dlnn5UbW1RUFB07dqR27dpYWVkxa9YsnVkunp6eTJgwgQkTJmBubk6DBg2YM2eOzi/K7ezsWLhwIQEBAWi1Wpo2bcru3bv59ddf8fHxQavV4uLiwvHjx3XqLq+9ReUuXryYESNGYGZmRpMmTdiwYYN6vmgwom3btmg0Gjw9Pctta4MGDbC0tMTV1ZX169eTm5vLoUOHuHHjBoMHD6Zx48aYmJjg4uLC1q1bda4tug9Tp07lueeeo1evXtjZ2QHw2muvodFo1OMi+vr6WFpaqh+tVouBgUGJtEeXa/L09CQwMJDJkydTr149GjVqxIYNG8jJyWH48OGYmZnRokUL9u/fr1Pf2bNn6dOnD1qtlkaNGuHv789vv/1W7j2pjtOnT9OjRw+MjY1p0KABo0aNIjs7u0S+Dz74AAsLC/VF/f3798ss89///jcDBw5k5MiR2Nvb8/zzzzN48GAWLFig5vH09GTy5Mk61/Xr149hw4apx3Z2dixYsABfX1+0Wi3W1tasXr1a5xqNRsPatWt5+eWXMTY2plmzZmzfvr1KbSx6ZkuWLFEHRj09Pbl8+TJTpkxRZ2GUx8zMTP134a233sLV1ZVDhw6p5y9cuICPjw+NGjVCq9XSoUMHnQGxsup7dPmpefPm4ebmxldffYWdnR1169Zl0KBB3L17V81z9+5d/Pz8MDU1xcrKiuDg4FLvtxBCCCGEEEIIIYT4a5FBjUoquJ9Pwf18nRfbysOCwrSHBY9fbkGxcvOrXp6npycRERHqcUREBJ6ennh4eKjp9+/f59ixY+qgxvDhw4mJiSE8PJxTp04xYMAAevfuTXp6ulpObm4uixYtIiwsjJiYGO7cucOgQYOq1dYpU6Zw9+5dDh8+DBS+RPX29ub111/n1KlTbNu2jaNHjzJhwgQA/Pz8iI+P58KFC2oZZ86c4fTp0/j5+QGwceNG3nvvPRYtWkRqaiqLFy8mKCiIsLCwUmO4evUqffr0oUOHDpw8eZK1a9fy+eefs3DhQp18YWFhGBgYEB8fz6pVqwgODmbTpk06eYKDg+natSvJycm88sor+Pv7ExAQwJAhQ0hKSsLe3p6AgAC1z1TU3iLLli2jffv2JCcnM27cOMaOHcu5c+cASEhIAApnYGRlZbFz585K3/+i2ToPHjzg3r17vPDCC3z33Xf88MMPjBo1Cn9/f+Lj40u9DzExMaxfv57ExESgcCApKytLPa4JYWFhPPfccyQkJBAYGMjYsWMZMGAAXbp0ISkpCW9vb/z9/cnNzQUgKysLDw8P3NzcOH78OAcOHOCXX35h4MCBNRYTFH4HevfuTb169UhMTGT79u0cOXKkxHP7/vvvSU1NJSIigq1bt/Ltt9/ywQcflFmupaUlcXFxXL58+bFj/Pjjj3F1dSUpKYnZs2czZcoU9XtWJCgoiDfeeIOTJ08yZMgQBg8eTGpqarXaePjwYb777jt27txJ48aNmT9/PllZWTqzdMqjKAqRkZGkpqZiaGiopmdnZ9OnTx+OHDlCcnIy3t7e9O3bl59++gmgSvVduHCBXbt28d133/Hdd98RFRXFhx9+qJ6fOnUqMTEx7Nmzh8OHDxMdHU1SUlKl4hdCCCGEEEIIIYQQT5EiVHl5ecrZs2eVvLy8EucyZ/5HyZz5H+Xh3T/UtNvfX1YyZ/5H+f2b84qiKMofV+6q+cr7/HHlrlrG1fmxSubM/yj3r2WraXfjf65y7Bs2bFBMTU2VBw8eKHfu3FEMDAyUX375RQkPD1e6dOmiKIqiREVFKYBy4cIF5ccff1Q0Go1y9epVnXJefPFFZfbs2YqiKEpISIgCKHFxcer51NRUBVDi4+PLjAVQvv322xLpeXl5CqAsXbpUURRF8ff3V0aNGqWTJzo6WtHT01OfgaurqzJ//nz1/OzZs5UOHTqox7a2tsqWLVt0yliwYIHi7u6uKIqiZGRkKICSnJysKIqivPvuu4qjo6NSUFCg5l+zZo2i1WqV/Px8RVEUxcPDQ3F2dtbJM3PmTMXZ2Vk9btq0qTJkyBD1OCsrSwGUoKAgNe3YsWMKoGRlZVW6vY+WW1BQoFhYWChr164ttT1leTRfdna2Mnr0aEVfX185depUqdf06dNHmTZtmnrs4eGhuLm5lchX1vMtzdy5c5U2bdqUSB86dKji4+OjU9c//vEP9fjhw4eKqamp4u/vr6YV3eNjx44piqIoQUFByksvvaRTbmZmpgIoaWlplYqvLMXbuGHDBqVevXpKdvaf39G9e/cqenp6yrVr19T21K9fX8nJyVHzrF27VqdfPernn39WOnfurACKg4ODMnToUGXbtm06+T08PJRJkybpXOfj46MMHTpUPW7atKnSu3dvnTxvvvmm8vLLL+u0Z8yYMTp5OnXqpIwdO7ZKbWzUqJHyxx9/6JTTtGlTJTg4uNQ2PpqvVq1aiqmpqWJoaKgAipGRkRITE1Puda1atVJWr15dbn0hISFK3bp11eO5c+cqJiYmyp07d9S0d955R+nUqZOiKIpy584dxdDQUNm+fbt6/tatW4qJiUmJ+y2qpry/o0IIIYQQQgghhBA1QWZq/E14eXmRk5NDYmIi0dHRODg4YGFhgYeHB4mJieTk5BAZGUmTJk1o3rw5SUlJKIqCg4ODuseBVqslKipKZ2aEgYEB7du3V4+dnJwwNzdXf+FdFcr/zVgoWjLmxIkThIaG6tTv7e1NQUEBGRkZQOFsjc2bN6vXb926VZ2l8euvv5KZmcnIkSN1yli4cKFOG4pLTU3F3d1dZ5mcrl27kp2dzZUrV9S0zp076+Rxd3cnPT2d/Px8Nc3V1VX9/0aNGgHg4uJSIu369euVbu+j5Wo0GiwtLdUyqqpLly5otVrMzMz497//TWhoKC4uLuTn57No0SJcXV1p0KABWq2WQ4cOqb+IL1L82Zflp59+0mnT4sWLqxVr8Xbr6+vToEGDCu9nRESETt1OTk4AZT7/4nnHjBlTqbhSU1PVzbyLdO3alYKCAtLS0tS0Nm3aqLNhoLDPZGdnl7lcm5WVFceOHeP06dNMnDiRBw8eMHToUHr37k1BQdVma7m7u5c4fvQ7Wl6eyrbRxcWlyvtoFPfOO++QkpJCVFQUXl5evPfee3Tp0kU9n5OTw4wZM2jVqhXm5uZotVrOnTtXol9Whp2dHWZmZuqxlZWV2ncuXrzIgwcP6Nixo3q+bt26ODo6VrttQgghhBBCCCGEEOK/QzYKryTr+YUv3jSGf44DmXVvjPYfNmj0yl9HvjyWMwtfqmkM/izX9IVGVS7H3t6exo0bExERwc2bN/Hw8Cgs39KSZs2aERMTQ0REBD169ACgoKAAfX19Tpw4gb6+vk5Zj27iXNo6+RWtnV+aoheoRftCFBQUMHr0aCZOnFgib5MmTQDw9fVl1qxZJCUlkZeXR2Zmprr8VdGL340bN9KpUyed6x9tUxFFUUrE/uhgS2UVXzan6NrS0orirEx7Hy2jqJyqvuQusm3bNvUFcYMGDdT0ZcuWERwczIoVK3BxccHU1JTJkyeX2AOi+EvuslhbW5OSkqIe169fv1qxltbuiu5n3759Wbp0aYmyrKysSq2jeJx16tSpVFyl9ZlHYypPRXlat25N69atGT9+PEePHqVbt27qS389PT2dJe+gcPmwyqhKbJVtY2X6Q3mee+457O3tsbe3Z8eOHdjb29O5c2d69uwJFA56HDx4kE8++QR7e3uMjY3p379/uXuTlKW871FZ3/lH77UQQgghhBBCCCGE+OuRQY1K0qtV8iW5xkCP6g9nlFOufvUm0Hh5eREZGcnNmzd555131HQPDw8OHjxIXFwcw4cPBwo3ms7Pz+f69et069atzDIfPnzI8ePH1V80p6WlcevWLfUX8VWxYsUK6tSpo77AbNeuHWfOnMHe3r7Maxo3bkz37t3ZvHkzeXl59OzZU/3FfqNGjbCxseHixYvq7I2KtGrVih07dui8xI2NjcXMzAwbGxs1X1xcnM51cXFxtGzZsszBksqoTHsrUvQr+eIzRspja2tLixYtSqRHR0fj4+PDkCFDgMIBgvT0dJydnSss09DQUKd+AwODx2pTdbVr144dO3ZgZ2eHgUHl/imrTpytWrUiLCyMnJwc9aV+TEwMenp6ODg4qPlOnjxJXl4exsbGQGGf0Wq1NG7cuEp1Aerm8Q0bNtTZNyI/P58ffvhB3RenSGn99dHvaFxcHAEBATrHbdu2rVIbS1OrVq1K98fi6tWrR2BgINOnTyc5ORmNRkN0dDTDhg3jtddeAwr32Lh06VKN1FdcixYtMDQ0JCEhAVtbWwDu3LlDenq6OiAshBBCCCGEEEIIIf6aZPmpvxEvLy+OHj1KSkqKzos5Dw8PNm7cyL1799SXoQ4ODvj5+REQEMDOnTvJyMggMTGRpUuXsm/fPvVaQ0NDAgMDiY+PJykpieHDh9O5c2edZVtKc+vWLa5du8bly5c5fPgw/fv3Z8uWLaxduxZzc3MAZs6cybFjxxg/fjwpKSmkp6ezZ88eAgMDdcry8/MjPDyc7du3qy/hi8ybN48lS5awcuVKzp8/z+nTpwkJCWH58uWlxjVu3DgyMzMJDAzk3Llz7N69m7lz5zJ16lT09P78OmRmZjJ16lTS0tLYunUrq1evZtKkSRU/hHJUtr3lsbCwwNjYWN0U+/bt29WKxd7ensOHDxMbG0tqaiqjR4/m2rVrlbrWzs6O77//nmvXrnHz5s1q1V8Txo8fz++//87gwYNJSEjg4sWLHDp0iBEjRjz2S+/i/Pz8MDIyYujQofzwww9EREQQGBiIv7+/OsAGcP/+fUaOHMnZs2fZv38/c+fOZcKECTr9qrixY8eyYMECYmJiuHz5sjro0LBhQ3WpqB49erB371727t3LuXPnGDduHLdu3SpRVkxMDB999BHnz59nzZo1bN++vUR/3b59O1988QXnz59n7ty5JCQkqBuBV7aNpbGzs+M///kPV69e5bfffqvKrWX8+PGkpaWxY8cOoLBf7ty5k5SUFE6ePImvr2+JWUqPU18RMzMzhg4dyjvvvENERARnzpxhxIgR6OnpVWsWmhBCCCGEEEIIIYT475FBjRqkZ2oABhW8EDPQFOZ7Ary8vMjLy8Pe3l7nRaSHhwd3796lRYsW6q+SAUJCQggICGDatGk4Ojry6quvEh8fr5PHxMSEmTNn4uvri7u7O8bGxoSHh1cYy/Dhw7GyssLJyYmxY8ei1WpJSEjA19dXzePq6kpUVBTp6el069aNtm3bEhQUVGLpoAEDBnDjxg1yc3Pp16+fzrm33nqLTZs2qXtFeHh4EBoaqi5x9SgbGxv27dtHQkICbdq0YcyYMYwcOZI5c+bo5AsICCAvL4+OHTsyfvx4AgMDGTVqVIXtLk9l21seAwMDVq1axfr167G2tsbHx6dasQQFBdGuXTu8vb3x9PTE0tKyxL0ty7Jlyzh8+DC2trbqL/2fBmtra2JiYsjPz8fb25vWrVszadIk6tatW+ZAQmUUvUQvmv1hYmLCwYMH+f333+nQoQP9+/fnxRdf5NNPP9W57sUXX6Rly5Z0796dgQMH0rdvX+bNm1dmPT179iQuLo4BAwbg4ODAG2+8gZGREd9//726VNiIESMYOnQoAQEBeHh40KxZsxKzNACmTZvGiRMnaNu2LQsWLGDZsmV4e3vr5Pnggw8IDw/H1dWVsLAwNm/erM4MqWwbSzN//nwuXbpEixYtaNiwYYX5i2vYsCH+/v7MmzePgoICgoODqVevHl26dKFv3754e3vTrl27GquvuOXLl+Pu7s4///lPevbsSdeuXXF2dsbIyKjaZQohhBBCCCGEEEKIJ0+jyCLiqnv37pGRkUGzZs2q/WLr4a17FOQ8LPO8nqkBBuby0uyvzNPTEzc3N1asWPG0QxFPwbVr17CysiIxMbFSG6U/bXZ2dkyePJnJkyeXmUej0fDtt99WeuDqf1FOTg42NjYsW7aMkSNHPu1wnlk18XdUCCGEEEIIIYQQojyyp0YNMzA3AvOnHYUQoqoUReHy5ct88sknNGrUiNatWz/tkMQTlJyczLlz5+jYsSO3b99m/vz5ANWe/SSEEEIIIYQQQggh/jtkUEMIIYDbt2/j6OiIs7Mz4eHh8ivz/wGffPIJaWlp1KpVixdeeIHo6Giee+65px2WEEIIIYQQQgghhCiHLD9VjCybIYQQQlSf/B0VQgghhBBCCCHEkyYbhQshhBBCCCGEEEIIIYQQ4pkggxqlkMkrQgghRNXJ308hhBBCCCGEEEI8aTKoUYyhoSEAubm5TzkSIYQQ4tlT9Pez6O+pEEIIIYQQQgghRE2TjcKL0dfXx9zcnOvXrwNgYmKCRqN5ylEJIf5/e3eMAjEIhGF0INhb5v6nC1ZWNhLcfmHLYGZ57wR//ykDvNtaK8YY0VqLWmscx7F7EgAAAPCnHAr/staK67qi9757CgCkUmuN8zw9CAAAAAAeI2r8cN93zDl3zwCAFEopfmgAAAAAjxM1AAAAAACAFBwKBwAAAAAAUhA1AAAAAACAFEQNAAAAAAAgBVEDAAAAAABIQdQAAAAAAABSEDUAAAAAAIAURA0AAAAAACCFDyXzIUeoRLcHAAAAAElFTkSuQmCC",
+ "text/plain": [
+ "