diff --git a/README.md b/README.md index 643a0e99..4200af11 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,59 @@ -# Nigeria-COVID-19-Data-Analysis-Using-Python -Data Scientist Microdegree Capstone Project +## The project sort to collect and analyse data from the COVID-19 pandemic cases as means to analyze and generate insight to the impact incur by Nigeria from the global event that affected nations of the world + +#Project Steps + +Step 1: The appropriate libraries were imported and data was scraped from the Official NCDC Website + +Libraries Imported + +.matplotlib.pyplot .warnings .time .BeautifulSoup from bs4 .seaborn .requests .numpy .urllib.request .pandas .csv + +Methods Used + +.strip() .find_all() .append() .reshape() .read_html() .time() .get() .Find() + +Attributes Used + +.content Step 2: Data was extracted from the Josh Hopkins Data Repository + +Methods Used + +.read_csv() + +Step 3: Data was extracted from external data sources + +Methods Used + +.read_csv() + +Step 4: Data from Josh Hopkins Repository which contained global data was removed to Nigeria's data, columns was renamed from the NCDC data to another and special characters was removed from the numerical columns. + +Methods Used + +.apply() .drop() .rename() .melt() to_datetime() + +Attributes Used + +.columns + +Step 5: Data Analyses is performed and visualizations is created. + +Methods Used + +.diff() .max() .idmax() .rename() .replace() .merge() .twinx() .corr() .nlargest() .color_palette() .set_context() .figure() .title() .xlabel & ylabel .xticks & yticks .abs() .plot_relation() .sum() .legend() .xlim & ylim .axhline() .max() .idmax() .rename() .replace() .merge() .twinx() .corr() + +Attributes Used + +.Date .index + +Plots Created + +.pointplot .heatmap .pie .regplot .barplot .lineplot + +Expressions + +.lambda expression + +Presentation + +can be found in covidproject.ppt.pptx diff --git a/Readme.mb.md b/Readme.mb.md new file mode 100644 index 00000000..bcc58e09 --- /dev/null +++ b/Readme.mb.md @@ -0,0 +1,4363 @@ +### Task 1 - Data Collection +Here you will obtain the required data for the analysis. As described in the project instructions, you will perform a web scrap to obtain data from the NCDC website, import data from the John Hopkins repository, and import the provided external data. + + +Data Collection from the Nigerian Center for Disease Control + +### A - NCDC Website scrap +Website - https://covid19.ncdc.gov.ng/ + + +```python +# Write Your Code Below +# Import all libraries in this cell +import requests +import numpy as np +import urllib.request +import pandas as pd +import csv +from bs4 import BeautifulSoup +import seaborn as sns +sns.set_style("darkgrid") +import matplotlib.pyplot as plt +%matplotlib inline +plt.style.use('fivethirtyeight') +import warnings +warnings.filterwarnings('ignore') +import time +``` + + +```python +# Beautiful Soup intialization of url data to a DataFrame object. +start = time.time() +page_content = requests.get('https://covid19.ncdc.gov.ng/') +soup = BeautifulSoup(page_content.content, 'html.parser') +table = soup.find('table') +table_headers, table_rows = [], [] +for i in table.thead.find_all('th'): + title = i.text.strip() + table_headers.append(title) +for j in table.tbody.find_all('tr'): + for k in j.find_all('td'): + table_rows.append(k.text.strip()) +table_rows = np.array(table_rows).reshape(37, 5) +ncdc_data_from_soup = pd.DataFrame(table_rows, columns = table_headers) +print('Runtime speed for Beautiful Soup parsing: ', time.time()- start) +``` + + Runtime speed for Beautiful Soup parsing: 3.0302469730377197 + + + +```python +""" start = time.time() +ncdc_data_from_pandas = pd.read_html('https://covid19.ncdc.gov.ng/')[0] +print('Runtime speed for Pandas parsing: ', time.time() - start)""" +``` + + + + + " start = time.time()\nncdc_data_from_pandas = pd.read_html('https://covid19.ncdc.gov.ng/')[0]\nprint('Runtime speed for Pandas parsing: ', time.time() - start)" + + + + +```python +#for Web Scrapping, the Beautiful Soup parsing is suitable given its functionality in Pandas +ncdc_data = ncdc_data_from_soup +``` + +### B - John Hopkins Data Repository +Here you will obtain data from the John Hopkins repository. Your task here involves saving the data from the GitHub repo link to DataFrame for further analysis. Find the links below. +* Global Daily Confirmed Cases - Click [Here](https://github.com/CSSEGISandData/COVID-19/blob/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv) +* Global Daily Recovered Cases - Click [Here](https://github.com/CSSEGISandData/COVID-19/blob/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_recovered_global.csv) +* Global Daily Death Cases - Click [Here](https://github.com/CSSEGISandData/COVID-19/blob/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv) + + +```python +daily_confirmed = pd.read_csv(r"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv") +daily_recovered = pd.read_csv(r"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_recovered_global.csv") +daily_death = pd.read_csv(r"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv") + +``` + +### C - External Data +* Save the external data to a DataFrame +* External Data includes but not limited to: `covid_external.csv`, `Budget data.csv`, `RealGDP.csv` + + +```python +vulner_index = pd.read_csv(r"C:\Users\User\Desktop\covid_external.csv") +budget_data = pd.read_csv(r"C:\Users\User\Desktop\Budget data.csv") +gdp_data = pd.read_csv(r"C:\Users\User\Desktop\RealGDP.csv") +``` + +### Task 2 - View the data +Obtain basic information about the data using the `head()` and `info()` method. + + +```python +print(ncdc_data.info()) +ncdc_data.head(10) +``` + + + RangeIndex: 37 entries, 0 to 36 + Data columns (total 5 columns): + # Column Non-Null Count Dtype + --- ------ -------------- ----- + 0 States Affected 37 non-null object + 1 No. of Cases (Lab Confirmed) 37 non-null object + 2 No. of Cases (on admission) 37 non-null object + 3 No. Discharged 37 non-null object + 4 No. of Deaths 37 non-null object + dtypes: object(5) + memory usage: 1.6+ KB + None + + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
States AffectedNo. of Cases (Lab Confirmed)No. of Cases (on admission)No. DischargedNo. of Deaths
0Lagos103,835692102,372771
1FCT29,36022028,891249
2Rivers17,97618017,641155
3Kaduna11,5531211,45289
4Oyo10,329010,127202
5Plateau10,326910,24275
6Edo7,914317,561322
7Ogun5,810115,71782
8Delta5,7074255,170112
9Kano5,3371705,040127
+
+ + + + +```python +print(daily_confirmed.info()) +daily_confirmed.head(10) +``` + + + RangeIndex: 289 entries, 0 to 288 + Columns: 978 entries, Province/State to 9/21/22 + dtypes: float64(2), int64(974), object(2) + memory usage: 2.2+ MB + None + + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...9/12/229/13/229/14/229/15/229/16/229/17/229/18/229/19/229/20/229/21/22
0NaNAfghanistan33.9391167.709953000000...196182196404196751196870196992197066197240197434197608197788
1NaNAlbania41.1533020.168300000000...331053331191331295331384331459331540331583331601331715331810
2NaNAlgeria28.033901.659600000000...270551270551270570270584270599270606270609270612270612270619
3NaNAndorra42.506301.521800000000...46113461134614746147461474614746147461474614746147
4NaNAngola-11.2027017.873900000000...103131103131103131103131103131103131103131103131103131103131
5NaNAntarctica-71.9499023.347000000000...11111111111111111111
6NaNAntigua and Barbuda17.06080-61.796400000000...8974897490089008900890089008900890089008
7NaNArgentina-38.41610-63.616700000000...9697763969776396977639697763969776396977639703938970393897039389703938
8NaNArmenia40.0691045.038200000000...439302439302439302439302439302439302439302441444441444441444
9Australian Capital TerritoryAustralia-35.47350149.012400000000...203680203680203680204471204397204397204397204397204397204397
+

10 rows × 978 columns

+
+ + + + +```python +print(daily_confirmed.info()) +daily_confirmed.tail(10) +``` + + + RangeIndex: 289 entries, 0 to 288 + Columns: 978 entries, Province/State to 9/21/22 + dtypes: float64(2), int64(974), object(2) + memory usage: 2.2+ MB + None + + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...9/12/229/13/229/14/229/15/229/16/229/17/229/18/229/19/229/20/229/21/22
279NaNUruguay-32.522800-55.765800000000...982846982846982846982846982846982846982846984152984152984152
280NaNUzbekistan41.37749164.585262000000...243970243981243993244006244023244023244023244060244072244084
281NaNVanuatu-15.376700166.959200000000...11921119211193011930119371193711937119501195011950
282NaNVenezuela6.423800-66.589700000000...543832543832543930544057544090544090544210544248544270544310
283NaNVietnam14.058324108.277199022222...11441626114449271144803411450999114540791145655811458449114602271146340411465691
284NaNWest Bank and Gaza31.95220035.233200000000...702591702591702591702768702768702768702768702768702768702768
285NaNWinter Olympics 202239.904200116.407400000000...535535535535535535535535535535
286NaNYemen15.55272748.516388000000...11932119321193211932119321193211932119321193211932
287NaNZambia-13.13389727.849332000000...333234333274333313333337333363333375333382333387333387333439
288NaNZimbabwe-19.01543829.154857000000...256888256904256939256939256939256988256996257090257156257156
+

10 rows × 978 columns

+
+ + + + +```python +print(daily_recovered.info()) +daily_recovered.head(10) +``` + + + RangeIndex: 274 entries, 0 to 273 + Columns: 978 entries, Province/State to 9/21/22 + dtypes: float64(2), int64(974), object(2) + memory usage: 2.0+ MB + None + + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...9/12/229/13/229/14/229/15/229/16/229/17/229/18/229/19/229/20/229/21/22
0NaNAfghanistan33.9391167.709953000000...0000000000
1NaNAlbania41.1533020.168300000000...0000000000
2NaNAlgeria28.033901.659600000000...0000000000
3NaNAndorra42.506301.521800000000...0000000000
4NaNAngola-11.2027017.873900000000...0000000000
5NaNAntarctica-71.9499023.347000000000...0000000000
6NaNAntigua and Barbuda17.06080-61.796400000000...0000000000
7NaNArgentina-38.41610-63.616700000000...0000000000
8NaNArmenia40.0691045.038200000000...0000000000
9Australian Capital TerritoryAustralia-35.47350149.012400000000...0000000000
+

10 rows × 978 columns

+
+ + + + +```python +print(daily_recovered.info()) +daily_recovered.tail(10) +``` + + + RangeIndex: 274 entries, 0 to 273 + Columns: 978 entries, Province/State to 9/21/22 + dtypes: float64(2), int64(974), object(2) + memory usage: 2.0+ MB + None + + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...9/12/229/13/229/14/229/15/229/16/229/17/229/18/229/19/229/20/229/21/22
264NaNUruguay-32.522800-55.765800000000...0000000000
265NaNUzbekistan41.37749164.585262000000...0000000000
266NaNVanuatu-15.376700166.959200000000...0000000000
267NaNVenezuela6.423800-66.589700000000...0000000000
268NaNVietnam14.058324108.277199000000...0000000000
269NaNWest Bank and Gaza31.95220035.233200000000...0000000000
270NaNWinter Olympics 202239.904200116.407400000000...0000000000
271NaNYemen15.55272748.516388000000...0000000000
272NaNZambia-13.13389727.849332000000...0000000000
273NaNZimbabwe-19.01543829.154857000000...0000000000
+

10 rows × 978 columns

+
+ + + + +```python +print(daily_death.info()) +daily_death.head(10) +``` + + + RangeIndex: 289 entries, 0 to 288 + Columns: 978 entries, Province/State to 9/21/22 + dtypes: float64(2), int64(974), object(2) + memory usage: 2.2+ MB + None + + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...9/12/229/13/229/14/229/15/229/16/229/17/229/18/229/19/229/20/229/21/22
0NaNAfghanistan33.9391167.709953000000...7789779177927792779477947795779677967796
1NaNAlbania41.1533020.168300000000...3585358635863586358635863586358835893589
2NaNAlgeria28.033901.659600000000...6879687968796879687968796879687968796879
3NaNAndorra42.506301.521800000000...155155155155155155155155155155
4NaNAngola-11.2027017.873900000000...1917191719171917191719171917191719171917
5NaNAntarctica-71.9499023.347000000000...0000000000
6NaNAntigua and Barbuda17.06080-61.796400000000...145145145145145145145145145145
7NaNArgentina-38.41610-63.616700000000...129830129830129830129830129830129830129855129855129855129855
8NaNArmenia40.0691045.038200000000...8669866986698669866986698669867986798679
9Australian Capital TerritoryAustralia-35.47350149.012400000000...125125125125125125125125125125
+

10 rows × 978 columns

+
+ + + + +```python +print(daily_death.info()) +daily_death.tail(10) +``` + + + RangeIndex: 289 entries, 0 to 288 + Columns: 978 entries, Province/State to 9/21/22 + dtypes: float64(2), int64(974), object(2) + memory usage: 2.2+ MB + None + + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...9/12/229/13/229/14/229/15/229/16/229/17/229/18/229/19/229/20/229/21/22
279NaNUruguay-32.522800-55.765800000000...7462746274627462746274627462747374737473
280NaNUzbekistan41.37749164.585262000000...1637163716371637163716371637163716371637
281NaNVanuatu-15.376700166.959200000000...14141414141414141414
282NaNVenezuela6.423800-66.589700000000...5809580958095809580958095811581258145814
283NaNVietnam14.058324108.277199000000...43130431324313243137431374313843139431414314243146
284NaNWest Bank and Gaza31.95220035.233200000000...5706570657065707570757075707570757075707
285NaNWinter Olympics 202239.904200116.407400000000...0000000000
286NaNYemen15.55272748.516388000000...2155215521552155215521552155215521552155
287NaNZambia-13.13389727.849332000000...4017401740174017401740174017401740174017
288NaNZimbabwe-19.01543829.154857000000...5596559655965596559655985598559855985598
+

10 rows × 978 columns

+
+ + + + +```python +print(vulner_index.info()) +vulner_index.head(10) +``` + + + RangeIndex: 37 entries, 0 to 36 + Data columns (total 12 columns): + # Column Non-Null Count Dtype + --- ------ -------------- ----- + 0 states 37 non-null object + 1 region 37 non-null object + 2 Population 37 non-null int64 + 3 Overall CCVI Index 37 non-null float64 + 4 Age 37 non-null float64 + 5 Epidemiological 37 non-null float64 + 6 Fragility 37 non-null float64 + 7 Health System 37 non-null float64 + 8 Population Density 37 non-null float64 + 9 Socio-Economic 37 non-null float64 + 10 Transport Availability 37 non-null float64 + 11 Acute IHR 37 non-null float64 + dtypes: float64(9), int64(1), object(2) + memory usage: 3.6+ KB + None + + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
statesregionPopulationOverall CCVI IndexAgeEpidemiologicalFragilityHealth SystemPopulation DensitySocio-EconomicTransport AvailabilityAcute IHR
0FCTNorth Central48650000.30.00.90.40.60.90.60.20.79
1PlateauNorth Central47660000.40.50.40.80.30.30.50.30.93
2KwaraNorth Central35240000.30.40.30.20.40.20.60.70.93
3NassarawaNorth Central27830000.10.30.50.90.00.10.60.50.85
4NigerNorth Central62600000.60.00.60.30.70.10.80.80.84
5BenueNorth Central63760000.50.70.50.70.40.40.30.50.91
6KogiNorth Central49700000.10.30.20.50.50.40.30.60.87
7BauchiNorth East72700000.80.10.20.80.80.20.80.80.85
8GombeNorth East36920001.00.40.40.90.90.30.80.70.83
9BornoNorth East66510000.90.30.11.01.00.10.70.90.89
+
+ + + + +```python +print(vulner_index.info()) +vulner_index.tail(10) +``` + + + RangeIndex: 37 entries, 0 to 36 + Data columns (total 12 columns): + # Column Non-Null Count Dtype + --- ------ -------------- ----- + 0 states 37 non-null object + 1 region 37 non-null object + 2 Population 37 non-null int64 + 3 Overall CCVI Index 37 non-null float64 + 4 Age 37 non-null float64 + 5 Epidemiological 37 non-null float64 + 6 Fragility 37 non-null float64 + 7 Health System 37 non-null float64 + 8 Population Density 37 non-null float64 + 9 Socio-Economic 37 non-null float64 + 10 Transport Availability 37 non-null float64 + 11 Acute IHR 37 non-null float64 + dtypes: float64(9), int64(1), object(2) + memory usage: 3.6+ KB + None + + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
statesregionPopulationOverall CCVI IndexAgeEpidemiologicalFragilityHealth SystemPopulation DensitySocio-EconomicTransport AvailabilityAcute IHR
27DeltaSouth South63030000.40.60.70.21.00.60.50.41.08
28EbonyiSouth South31920000.61.00.00.60.10.70.30.61.00
29BayelsaSouth South26060000.50.80.60.10.90.50.20.71.00
30Cross riverSouth South42720000.50.40.70.80.10.40.40.60.98
31LagosSouth West139920000.00.11.00.30.11.00.10.40.93
32OyoSouth West87370000.20.70.80.20.80.60.20.31.06
33OgunSouth West58780000.30.60.70.50.60.60.00.21.07
34OndoSouth West51850000.10.80.50.10.30.60.30.31.04
35OsunSouth West52520000.00.70.40.40.00.80.10.21.06
36EkitiSouth West35930000.30.80.30.50.20.80.10.41.03
+
+ + + + +```python +print(gdp_data.info()) +gdp_data.head(10) +``` + + + RangeIndex: 7 entries, 0 to 6 + Data columns (total 5 columns): + # Column Non-Null Count Dtype + --- ------ -------------- ----- + 0 Year 7 non-null int64 + 1 Q1 7 non-null float64 + 2 Q2 7 non-null float64 + 3 Q3 7 non-null float64 + 4 Q4 7 non-null float64 + dtypes: float64(4), int64(1) + memory usage: 408.0 bytes + None + + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
YearQ1Q2Q3Q4
0201415438679.5016084622.3117479127.5818150356.45
1201516050601.3816463341.9117976234.5918533752.07
2201615943714.5416218542.4117555441.6918213537.29
3201715797965.8316334719.2717760228.1718598067.07
4201816096654.1916580508.0718081342.1019041437.59
5201916434552.6516931434.8918494114.1719530000.00
6202016740000.0015890000.0017820000.000.00
+
+ + + + +```python +print(gdp_data.info()) +gdp_data.tail(10) +``` + + + RangeIndex: 7 entries, 0 to 6 + Data columns (total 5 columns): + # Column Non-Null Count Dtype + --- ------ -------------- ----- + 0 Year 7 non-null int64 + 1 Q1 7 non-null float64 + 2 Q2 7 non-null float64 + 3 Q3 7 non-null float64 + 4 Q4 7 non-null float64 + dtypes: float64(4), int64(1) + memory usage: 408.0 bytes + None + + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
YearQ1Q2Q3Q4
0201415438679.5016084622.3117479127.5818150356.45
1201516050601.3816463341.9117976234.5918533752.07
2201615943714.5416218542.4117555441.6918213537.29
3201715797965.8316334719.2717760228.1718598067.07
4201816096654.1916580508.0718081342.1019041437.59
5201916434552.6516931434.8918494114.1719530000.00
6202016740000.0015890000.0017820000.000.00
+
+ + + + +```python +print(budget_data.info()) +budget_data.head(10) +``` + + + RangeIndex: 37 entries, 0 to 36 + Data columns (total 3 columns): + # Column Non-Null Count Dtype + --- ------ -------------- ----- + 0 states 37 non-null object + 1 Initial_budget (Bn) 37 non-null float64 + 2 Revised_budget (Bn) 37 non-null float64 + dtypes: float64(2), object(1) + memory usage: 1016.0+ bytes + None + + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
statesInitial_budget (Bn)Revised_budget (Bn)
0Abia136.60102.70
1Adamawa183.30139.31
2Akwa-Ibom597.73366.00
3Anambra137.10112.80
4Bauchi167.20128.00
5Bayelsa242.18183.15
6Benue189.00119.00
7Borno146.80108.80
8Cross River1100.00147.10
9Delta395.50282.30
+
+ + + + +```python +print(budget_data.info()) +budget_data.tail(10) +``` + + + RangeIndex: 37 entries, 0 to 36 + Data columns (total 3 columns): + # Column Non-Null Count Dtype + --- ------ -------------- ----- + 0 states 37 non-null object + 1 Initial_budget (Bn) 37 non-null float64 + 2 Revised_budget (Bn) 37 non-null float64 + dtypes: float64(2), object(1) + memory usage: 1016.0+ bytes + None + + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
statesInitial_budget (Bn)Revised_budget (Bn)
27Ondo187.80151.4
28Osun119.6082.2
29Oyo213.00174.0
30Plateau177.30122.0
31Rivers530.80300.4
32Sokoto202.40153.0
33Taraba215.00150.5
34Yobe108.0086.0
35Zamfara188.50127.3
36FCT278.78199.0
+
+ + + +### Task 3 - Data Cleaning and Preparation +From the information obtained above, you will need to fix the data format. +
+Examples: +* Convert to appropriate data type. +* Rename the columns of the scraped data. +* Remove comma(,) in numerical data +* Extract daily data for Nigeria from the Global daily cases data + +TODO A - Clean the scraped data + + +```python +ncdc_data.head(4) +``` + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
States AffectedNo. of Cases (Lab Confirmed)No. of Cases (on admission)No. DischargedNo. of Deaths
0Lagos103,835692102,372771
1FCT29,36022028,891249
2Rivers17,97618017,641155
3Kaduna11,5531211,45289
+
+ + + + +```python +ncdc_data = ncdc_data.rename(columns = {'States Affected': 'State', 'No. of Cases (Lab Confirmed)': 'Confirmed', + 'No. of Cases (on admission)': 'Admitted', 'No. Discharged': 'Discharged', + 'No. of Deaths': 'Dead'}) +``` + + +```python +ncdc_data +``` + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
StateConfirmedAdmittedDischargedDead
0Lagos103,835692102,372771
1FCT29,36022028,891249
2Rivers17,97618017,641155
3Kaduna11,5531211,45289
4Oyo10,329010,127202
5Plateau10,326910,24275
6Edo7,914317,561322
7Ogun5,810115,71782
8Delta5,7074255,170112
9Kano5,3371705,040127
10Ondo5,1733154,749109
11Akwa Ibom5,00474,95344
12Kwara4,6914524,17564
13Gombe3,31383,23966
14Osun3,311293,19092
15Enugu2,952132,91029
16Anambra2,825462,76019
17Nasarawa2,7773932,34539
18Imo2,65572,59058
19Ekiti2,46462,43028
20Katsina2,41802,38137
21Abia2,25932,22234
22Benue2,1293401,76425
23Ebonyi2,064282,00432
24Bauchi1,990181,94824
25Borno1,62951,58044
26Taraba1,474631,37734
27Bayelsa1,363101,32528
28Adamawa1,3121341,14038
29Niger1,18316599820
30Cross River886485725
31Sokoto822079428
32Jigawa669264918
33Yobe63846259
34Kebbi4801045416
35Zamfara37503669
36Kogi5032
+
+ + + + +```python +for column in ncdc_data.columns: + if column != 'State': + ncdc_data[column] = ncdc_data[column].apply(lambda x: int(x.replace(',', ''))) +``` + + +```python +ncdc_data.head(5) +``` + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
StateConfirmedAdmittedDischargedDead
0Lagos103835692102372771
1FCT2936022028891249
2Rivers1797618017641155
3Kaduna11553121145289
4Oyo10329010127202
+
+ + + +TODO B - Get a Pandas DataFrame for Daily Confirmed Cases in Nigeria. Columns are Date and Cases + + +```python +ng_daily_confirmed = daily_confirmed[daily_confirmed['Country/Region']=='Nigeria'].drop(['Province/State', 'Country/Region', 'Lat', 'Long'], axis =1) +ng_daily_confirmed = ng_daily_confirmed.melt(var_name = 'Date', value_name = 'Cases') +ng_daily_confirmed['Date'] = pd.to_datetime(ng_daily_confirmed['Date']) +``` + + +```python +ng_daily_confirmed[100:103] +``` + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + +
DateCases
1002020-05-012170
1012020-05-022388
1022020-05-032558
+
+ + + +TODO C - Get a Pandas DataFrame for Daily Recovered Cases in Nigeria. Columns are Date and Cases + + +```python +ng_daily_recovered = daily_recovered[daily_confirmed['Country/Region']=='Nigeria'].drop(['Province/State', 'Country/Region', 'Lat', 'Long'], axis =1) +ng_daily_recovered = ng_daily_recovered.melt(var_name = 'Date', value_name = 'Cases') +ng_daily_recovered['Date'] = pd.to_datetime(ng_daily_recovered['Date']) +``` + + +```python +ng_daily_recovered[100:103] +``` + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + +
DateCases
1002020-05-0113220
1012020-05-0215013
1022020-05-0316639
+
+ + + +TODO D - Get a Pandas DataFrame for Daily Death Cases in Nigeria. Columns are Date and Cases + + +```python +ng_daily_death = daily_recovered[daily_death['Country/Region']=='Nigeria'].drop(['Province/State', 'Country/Region', 'Lat', 'Long'], axis =1) +ng_daily_death = ng_daily_death.melt(var_name = 'Date', value_name = 'Cases') +ng_daily_death['Date'] = pd.to_datetime(ng_daily_death['Date']) +``` + + +```python +ng_daily_death[100:103] +``` + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + +
DateCases
1002020-05-0113220
1012020-05-0215013
1022020-05-0316639
+
+ + + +### Task 4 - Analysis +Here you will perform some analyses on the datasets. You are welcome to communicate findings in charts and summary. +
+We have included a few TODOs to help with your analysis. However, do not let this limit your approach, feel free to include more, and be sure to support your findings with chart and summary + +TODO A - Generate a plot that shows the Top 10 states in terms of Confirmed Covid cases by Laboratory test + + +```python +# outcome from testing, nlargest runs faster than sort_values() +max_confirmed = ncdc_data.iloc[ncdc_data['Confirmed'].nlargest(10).index] +``` + + +```python +# theme setting for testing plots +theme = sns.color_palette('Greens_r', 20) +paper_rc = {'lines.linewidth': 1, 'lines.markersize': 15} +sns.set_context('paper', rc = paper_rc) +``` + + +```python +plt.figure(figsize = (10, 8)) + +plt.title('States with Highest Confirmed Cases', fontsize = 18) + +sns.barplot(x = 'State', y = 'Confirmed', data = max_confirmed, palette = theme) + +plt.xlabel('State', fontsize = 12) +plt.ylabel('No. of Cases', fontsize = 12) + +#plt.savefig('States with Highest Confirmed Cases.png', dpi = 300, transparent = True) + +plt.show() +``` + + + +![png](output_45_0.png) + + + + +```python +#The above plot indicates that Lagos has the highest number of cases in comparison to other states +``` + +TODO B - Generate a plot that shows the Top 10 states in terms of Discharged Covid cases. Hint - Sort the values + + +```python +#testing outcome, nlargest runs faster than sort sort_values() +max_discharged = ncdc_data.iloc[ncdc_data['Discharged'].nlargest(10).index] +``` + + +```python +plt.figure(figsize = (10, 8)) + +plt.title('States with Highest Discharged Cases', fontsize = 18) + +sns.barplot(x = 'State', y = 'Discharged', data = max_discharged, palette = theme) + +plt.xlabel('State', fontsize = 12) +plt.ylabel('No. of Cases', fontsize = 12) + +#plt.savefig('States with Highest Discharged Cases.png', dpi = 300, transparent = True) + +plt.show() +``` + + + +![png](output_49_0.png) + + + + +```python +#The above plot indicates that Lagos has the highest number of discharged cases in comparison to other states +``` + +TODO D - Plot the top 10 Death cases + + +```python +# After testing, nlargest runs faster than sort sort_values() +max_deaths = ncdc_data.iloc[ncdc_data['Dead'].nlargest(10).index] +``` + + +```python +plt.figure(figsize = (10, 8)) + +plt.title('States with Highest Death Cases', fontsize = 18) + +sns.barplot(x = 'State', y = 'Dead', data = max_deaths, palette = theme) + +plt.xlabel('State', fontsize = 12) +plt.ylabel('No. of Cases', fontsize = 12) + +#plt.savefig('States with Highest Discharged Cases.png', dpi = 300, transparent = True) + +plt.show() +``` + + + +![png](output_53_0.png) + + + + +```python +#The above plot indicates that Lagos has the highest number of discharged cases in comparison to other states +``` + +TODO E - Generate a line plot for the total daily confirmed, recovered and death cases in Nigeria + + +```python +plt.figure(figsize = (12, 10)) +plt.xticks(rotation = 90) +plt.ylabel('No. of cases', fontsize = 12) +plt.title('Daily report of confirmed, recovered and death cases', fontsize = 25) + +sns.lineplot(x = 'Date', y = 'Cases', data = ng_daily_confirmed, label = 'Confirmed', linewidth = 2) +sns.lineplot(x = 'Date', y = 'Cases', data = ng_daily_recovered, label = 'Recovered', linewidth = 2) +sns.lineplot(x = 'Date', y = 'Cases', data = ng_daily_death, label = 'Death', linewidth = 2) + +#plt.savefig('Daily report of Cases. png', dpi = 300, transparent = True) + +plt.show() +``` + + + +![png](output_56_0.png) + + + + +```python +#The above plot shows +#1. a steady rise in the number of confirmed case +#2. a spontaneous decline in the number of death from September +#3. a decline in the number of recorvered given the decline in confirmed cases +``` + +TODO F - +* Determine the daily infection rate, you can use the Pandas `diff` method to find the derivate of the total cases. +* Generate a line plot for the above + + +```python +daily_infection_rate = ng_daily_confirmed['Cases']. diff() +``` + + +```python +plt.figure(figsize = (15, 10)) +plt.xticks(rotation = 90) +plt.ylabel('Infection Rate', fontsize = 12) +plt.xlabel('Date', fontsize = 12) +plt.title('Daily infection Rate', fontsize = 20) + +sns.lineplot(x = ng_daily_confirmed.Date, y = daily_infection_rate, linewidth = 1, color = 'darkgreen', palette = theme) + + +#plt.savefig('Daily Infection Rate. png', dpi = 300, transparebt = True) + +plt.show() +``` + + + +![png](output_60_0.png) + + + +TODO G - +* Calculate maximum infection rate for a day (Number of new cases) +* Find the date + + +```python +print('Maximum infectionrate: ', daily_infection_rate.max()) +``` + + Maximum infectionrate: 6158.0 + + + +```python +print('Maximum infection rate was recorde on: ', ng_daily_confirmed.max()) +``` + + Maximum infection rate was recorde on: Date 2022-09-21 00:00:00 + Cases 265008 + dtype: object + + +TODO H - Determine the relationship between the external dataset and the NCDC COVID-19 dataset. +Here you will generate a line plot of top 10 confirmed cases and the overall community vulnerability index on the same axis. From the graph, explain your observation. +
+Steps +* Combine the two dataset together on a common column(states) +* Create a new dataframe for plotting. This DataFrame will contain top 10 states in terms of confirmed cases i.e sort by confirmed cases. ** Hint: Check out Pandas [nlargest](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.nlargest.html) function. This [tutorial](https://cmdlinetips.com/2019/03/how-to-select-top-n-rows-with-the-largest-values-in-a-columns-in-pandas/) can help out ** +* Plot both variable on the same axis. Check out this [tutorial](http://kitchingroup.cheme.cmu.edu/blog/2013/09/13/Plotting-two-datasets-with-very-different-scales/) + + +```python +vulner_index = vulner_index.rename(columns = {'states' : 'State'}) + +vulner_index['States'] = vulner_index['State'].replace('Abuja', 'Abuja') +vulner_index['State'].replace('Cross river', 'Cross River') + +merged_data = ncdc_data.merge(vulner_index, on = 'State', how = 'left') +``` + + +```python +mini_merged_data = merged_data.iloc[merged_data['Confirmed'].nlargest(10).index] +``` + + +```python +plt.figure(figsize = (12, 10)) +plt.title('Relationship between Confirmed Cases and Vulnerability Index', fontsize = 21) + +axis_1 = sns.pointplot(x = 'State', y = 'Confirmed', data = mini_merged_data, color = 'green', markers ='>') + +plt.xlabel('State', fontsize =11) +plt.ylabel('No. of cases', fontsize = 11) + +axis_2 = axis_1.twinx() + +sns.pointplot(x = 'State', y = 'Overall CCVI Index', data = mini_merged_data, ax = axis_2, color = 'red', markers = '>') + +plt.ylabel('COVID 19 Commuinty Vulnerability Index', fontsize = 11) + +#plt.savefig('Confirmed Cases and Vulnerability Index.png', dpi = 300, transparent = True) + +plt.show() +``` + + + +![png](output_67_0.png) + + + + +```python +# Observation: The plot indicates an insignificant relationship between CCVI Index and COVID19 case confirmation. +#By this, the confirmation of cases has not be proven to be the reason behind the index position by state +# For instance, states with the highest number of confirmed cases tend to be the least vulnerable as depicted in the plot above +# the question will now be what makes the correlation insignificant. + +``` + +TODO I - Determine the relationship between the external dataset and the NCDC COVID-19 dataset. +* Here you will generate a regression plot between two variables to visualize the linear relationships - Confirmed Cases and Population Density. +Hint: Check out Seaborn [Regression Plot](https://seaborn.pydata.org/generated/seaborn.regplot.html). +* Provide a summary of your observation + + +```python +plt.figure(figsize=(10, 8)) +plt.title('Line that best fits the relation between Population Density and Confirmed Cases', fontsize = 18) + +sns.regplot(x = 'Population Density', y = 'Confirmed', data = mini_merged_data, color = 'darkgreen') + +plt.ylabel('No. of Cases', fontsize = 12) +plt.xlabel('Population Density', fontsize = 12) + +#plt.savefig('Regplot.png', dpi = 300, transparent = True) + +plt.show() + +``` + + + +![png](output_70_0.png) + + + + +```python +# This plot shows a positive correlation between population density and confirmed cases of an area. +# Studied carefully though, the 'line of best fit' that sns.regplot() returns captures perfectly only one +# data point. This shows that the two features have at best a moderate correlation. +# This means that a city with high population per area will fairly likely have high COVID cases. +``` + +TODO J - +* Provide more analyses by extending TODO G & H. Meaning, determine relationships between more features. +* Provide a detailed summary of your findings. +* Note that you can have as many as possible. + + +```python +plt.figure(figsize = (15, 12)) +plt.title('Correlation between numerical features', fontsize = 19) + +sns.heatmap(merged_data.corr(), annot = True, cmap = theme, center = 0.1) + +#plt.savefig('Correlation between numerical features.png', dpi = 300, transparent = True) + +plt.show() + +``` + + + +![png](output_73_0.png) + + + + +```python +# The above plot shows the correlation degree between variables and inferences from this is as thus; + +#1 Acute IHR and confirmed have a weak correlation +# The weak correlation indicates that a progression of either variable has no effect on the other + +#2 socio-economic and age have a positive correlation +# By this, the socio-economic advancement indicates the viability of a population with regards to the age of the populace + +#3 The health system has a positive correlation with overall CCVI index +# Here, the evidence of development in affects health facilitation and the overall well-being of the populace. + +#4Transport availabity has positive correlation with overall CCVI index + +# 5. Transport and Population Density (Very strong and negative) +# This says transport systems get clogged when there is a higher concentration of people to an area. + +# 6. Number of Admitted Cases and Transport Availability (Very weak and negative) +# This says there is no relation between the quality of transport of a place to admitted cases. + +# 7. Number of Confirmed Cases and Population (Strong and positive) +# The number of confirmed cases will definitely grow higher with population increase. + +``` + + +```python +figure, axes = plt.subplots(1, 2, figsize = (15, 8)) + +xticklabels = axes[0].get_xticklabels() + +axes[0].set_xticklabels(xticklabels, rotation = 90) +axes[0].set_title('Correlation between Overall CCVI Index and other features', fontsize = 12) +axes[0].set_ylabel('Overall CCVI Index', fontsize = 12) + +axes[1].set_xticklabels(xticklabels, rotation = 90) +axes[1].set_title('Correlation between Confirmed Cases and other features', fontsize = 12) +axes[1].set_ylabel('No. of Cases', fontsize = 12) +sns.barplot(x = merged_data.corr().columns, y = merged_data.corr()['Overall CCVI Index'], ax = axes[0], palette = theme) +sns.barplot(x = merged_data.corr().columns, y = merged_data.corr()['Confirmed'], ax = axes[1], palette = theme) + +#plt.savefig('Correlation between main features and others.png', dpi = 300, transparent = True) + +plt.show() + +``` + + + +![png](output_75_0.png) + + + + +```python +# This plot shows the correlation between all other variables and the two main varibles (Vulnerability Index and Number of Confirmed Cases)# From it, we get the features that drive our main variables the most. + +# For Overall CCVI Index we have Socio-Economic status, Transport, Fragility and Health System as the main drivers. This will be proven below +# by plotting their relationship. + +# As for Number of Confirmed Cases, Population seems to be the biggest driver (This is not taking into consideration obvious drivers like +# Number of Admitted, Discharged and Dead patients). + +``` + + +```python +def plot_relation(m_feature, features): + for feature in features: + if feature != m_feature: + + plt.figure(figsize = (15, 12)) + plt.title('Relationship between ' + m_feature + ' and ' + feature, fontsize = 20) + + axis_1 = sns.pointplot(x = 'State', y = m_feature, data = merged_data, color = 'darkorange') + + plt.xlabel('State', fontsize = 12) + plt.ylabel(m_feature, fontsize = 12) + plt.xticks(rotation = 90) + + axis_2 = axis_1.twinx() + + sns.pointplot(x = 'State', y = feature, data = merged_data, ax = axis_2, color = 'darkblue') + + #plt.savefig(str('Relationship between ' + m_feature + ' and ' + feature + '.png'), dpi = 300, transparent = True) + + plt.show() + +``` + + +```python +top_relating_features = merged_data.corr()['Overall CCVI Index'].abs().nlargest(5) +plot_relation('Overall CCVI Index', top_relating_features.index) + +``` + + + +![png](output_78_0.png) + + + + + +![png](output_78_1.png) + + + + + +![png](output_78_2.png) + + + + + +![png](output_78_3.png) + + + + +```python +# The plot points closely tracking each other show very strong correlation to Vulnerability Index +``` + + +```python +plt.figure(figsize = (15, 12)) +plt.title('Relationship between Age and Acute IHR', fontsize = 25) + +axis_1 = sns.pointplot(x = 'State', y = 'Acute IHR', data = merged_data, color = 'darkorange', markers = 'o') + +plt.xlabel('State', fontsize = 12) +plt.ylabel('Acute IHR', fontsize = 12) +plt.xticks(rotation = 90) + +axis_2 = axis_1.twinx() + +sns.pointplot(x = 'State', y = 'Age', data = merged_data, ax = axis_2, color = 'darkblue', markers = 'o') + +plt.ylabel('Age', fontsize = 12) + +#plt.savefig('Relationship between Age and Acute IHR.png', dpi = 300, transparent = True) + +plt.show() + +``` + + + +![png](output_80_0.png) + + + + +```python +# It is interesting to see the data conform strongly with the fact that the elderly in any place generally need greater health care than the youngsters. +``` + + +```python +budget_data = budget_data.melt(id_vars = 'states', value_vars = ['Initial_budget (Bn)', 'Revised_budget (Bn)'], var_name = 'Budget Type', value_name = 'Budget Value') +``` + + +```python +plt.figure(figsize = (12, 8)) +plt.xticks(rotation = 90) +plt.title('COVID 19 effect on State Budgets', fontsize = 18) + +sns.barplot(x = 'states', y = 'Budget Value', hue = 'Budget Type', data = budget_data, palette = theme) + +plt.ylabel('Budget Value (Bn)', fontsize = 12) +plt.xlabel('State', fontsize = 12) + +#plt.savefig('COVID 19 effect on State Budgets.png', dpi = 300, transparent = True) + +plt.show() + +``` + + + +![png](output_83_0.png) + + + + +```python +# This plot shows how every state has had to revise its budget and probably allocate more to mitigating the effect of COVID 19. +``` + + +```python +percentages = merged_data['Confirmed'] / sum(merged_data['Confirmed']) +``` + + +```python +explode_mask = np.array([merged_data['Confirmed'] < 3000]).astype(int).reshape(37,) +``` + + +```python +explode = [] +for i in range(len(explode_mask)): + if i > 0: + explode.append(2 * (i / 30.0)) + else: explode.append(0) + +``` + + +```python +plt.figure(figsize = (12, 10)) +plt.title('Most Affected States by Percentage', fontsize = 18) +plt.pie(percentages, labels = merged_data['State'], colors = theme) +plt.legend() +#plt.savefig('Most Affected States by Percentage', dpi = 500, transparent = True) +plt.show() + +``` + + + +![png](output_88_0.png) + + + + +```python +# This shows that Lagos State undoubtedly saw the biggest outburst of the virus. Followed by FCT, Rivers and Kaduna. It's no surprise that +# these cities are the most industrial in the country. + +``` + +### TODO L - +Determine the effect of the Pandemic on the economy. To do this, you will compare the Real GDP value Pre-COVID-19 with Real GDP in 2020 (COVID-19 Period, especially Q2 2020) +
+Steps +* From the Real GDP Data, generate a `barplot` using the GDP values for each year & quarters. For example: On x-axis you will have year 2017 and the bars will be values of each quarters(Q1-Q4). You expected to have subplots of each quarters on one graph. +
+Hint: Use [Pandas.melt](https://pandas.pydata.org/docs/reference/api/pandas.melt.html) to create your plot DataFrame +* Set your quarter legend to lower left. +* Using `axhline`, draw a horizontal line through the graph at the value of Q2 2020. +* Write out your observation + + +```python +gdp_data = gdp_data.melt(id_vars = 'Year', value_vars = ['Q1', 'Q2', 'Q3', 'Q4'], var_name = 'Quarter', value_name = 'GDP Value') +``` + + +```python +plt.figure(figsize = (10, 8)) +plt.ylim(1.2e7, 2.0e7) +plt.title('GDP for Every Quarter Since 2014', fontsize = 18) +plt.axhline(gdp_data[gdp_data['Year'] == 2020][gdp_data['Quarter'] == 'Q2']['GDP Value'].values, color = 'black') + +sns.barplot(x = 'Year', y = 'GDP Value', hue = 'Quarter', data = gdp_data, palette = theme) + +plt.legend(loc = 'lower left') +#plt.savefig('GDP For Every Quarter Since 2014.png', dpi = 300, transparent = True) +plt.show() + +``` + + + +![png](output_92_0.png) + + + + +```python +# The plot shows a general trend of rising GDP over the quarters of every year except for the year 2020. +# In 2020, we see what seemed like it would be a great year given that it had the highest GDP in the last 6 years. +# This GDP took a massive hit in the beginning of the second quarter when the virus was first confirmed in the country (~ April, 2020) +# The second quarter GDP of 2020 was at an all time low. + +``` + + + +### Note: Do not limit your analysis to the provided TODOs. Perform more analyses e.g +* Check for more external dataset +* Ask more questions & find the right answers by exploring the data + + +```python +vaccinations = pd.read_csv('https://raw.githubusercontent.com/owid/covid-19-data/master/public/data/vaccinations/vaccinations.csv') +``` + + +```python +ng_vaccinations = vaccinations[vaccinations['location'] == 'Nigeria'] +``` + + +```python +ng_vaccinations = ng_vaccinations[['date', 'daily_vaccinations']] +``` + + +```python +ng_vaccinations[100:103] +``` + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + +
datedaily_vaccinations
833032021-06-1239399.0
833042021-06-1339399.0
833052021-06-1439399.0
+
+ + + + +```python +plt.figure(figsize = (12, 10)) +plt.title('Daily Vaccinations Effect on Rate of Infection', fontsize = 18) + +axis_1 = sns.lineplot(x = pd.to_datetime(ng_vaccinations['date']), y = ng_vaccinations['daily_vaccinations'], color = 'darkorange', markers = 'o') +axis_2 = axis_1.twinx() + +sns.lineplot(x = ng_daily_confirmed.Date, y = daily_infection_rate, color = 'darkblue', markers = 'X') +#plt.savefig('Daily Vaccinations Effect on Rate of Infection', dpi = 300, transparent = True) + +plt.show() + +``` + + + +![png](output_100_0.png) + + + + +```python +# The daily vaccinations rolled out (in orange) shows that vaccination is effective for curbing the spread of the virus. The massive spike in +# vaccination caused a flattening of the curve which was the goal. + + +``` + + diff --git a/covidproject (2).ipynb b/covidproject (2).ipynb new file mode 100644 index 00000000..c46ae842 --- /dev/null +++ b/covidproject (2).ipynb @@ -0,0 +1,5553 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 1 - Data Collection\n", + "Here you will obtain the required data for the analysis. As described in the project instructions, you will perform a web scrap to obtain data from the NCDC website, import data from the John Hopkins repository, and import the provided external data.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Data Collection from the Nigerian Center for Disease Control" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A - NCDC Website scrap\n", + "Website - https://covid19.ncdc.gov.ng/" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Write Your Code Below\n", + "# Import all libraries in this cell\n", + "import requests\n", + "import numpy as np\n", + "import urllib.request\n", + "import pandas as pd\n", + "import csv\n", + "from bs4 import BeautifulSoup\n", + "import seaborn as sns\n", + "sns.set_style(\"darkgrid\")\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "plt.style.use('fivethirtyeight') \n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "import time" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Runtime speed for Beautiful Soup parsing: 3.0302469730377197\n" + ] + } + ], + "source": [ + "# Beautiful Soup intialization of url data to a DataFrame object.\n", + "start = time.time()\n", + "page_content = requests.get('https://covid19.ncdc.gov.ng/')\n", + "soup = BeautifulSoup(page_content.content, 'html.parser')\n", + "table = soup.find('table')\n", + "table_headers, table_rows = [], []\n", + "for i in table.thead.find_all('th'):\n", + " title = i.text.strip()\n", + " table_headers.append(title)\n", + "for j in table.tbody.find_all('tr'):\n", + " for k in j.find_all('td'):\n", + " table_rows.append(k.text.strip())\n", + "table_rows = np.array(table_rows).reshape(37, 5)\n", + "ncdc_data_from_soup = pd.DataFrame(table_rows, columns = table_headers)\n", + "print('Runtime speed for Beautiful Soup parsing: ', time.time()- start)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\" start = time.time()\\nncdc_data_from_pandas = pd.read_html('https://covid19.ncdc.gov.ng/')[0]\\nprint('Runtime speed for Pandas parsing: ', time.time() - start)\"" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\"\"\" start = time.time()\n", + "ncdc_data_from_pandas = pd.read_html('https://covid19.ncdc.gov.ng/')[0]\n", + "print('Runtime speed for Pandas parsing: ', time.time() - start)\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "#for Web Scrapping, the Beautiful Soup parsing is suitable given its functionality in Pandas\n", + "ncdc_data = ncdc_data_from_soup" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### B - John Hopkins Data Repository\n", + "Here you will obtain data from the John Hopkins repository. Your task here involves saving the data from the GitHub repo link to DataFrame for further analysis. Find the links below. \n", + "* Global Daily Confirmed Cases - Click [Here](https://github.com/CSSEGISandData/COVID-19/blob/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv)\n", + "* Global Daily Recovered Cases - Click [Here](https://github.com/CSSEGISandData/COVID-19/blob/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_recovered_global.csv)\n", + "* Global Daily Death Cases - Click [Here](https://github.com/CSSEGISandData/COVID-19/blob/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "daily_confirmed = pd.read_csv(r\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\")\n", + "daily_recovered = pd.read_csv(r\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_recovered_global.csv\")\n", + "daily_death = pd.read_csv(r\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### C - External Data \n", + "* Save the external data to a DataFrame\n", + "* External Data includes but not limited to: `covid_external.csv`, `Budget data.csv`, `RealGDP.csv`" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "vulner_index = pd.read_csv(r\"C:\\Users\\User\\Desktop\\covid_external.csv\")\n", + "budget_data = pd.read_csv(r\"C:\\Users\\User\\Desktop\\Budget data.csv\")\n", + "gdp_data = pd.read_csv(r\"C:\\Users\\User\\Desktop\\RealGDP.csv\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 2 - View the data\n", + "Obtain basic information about the data using the `head()` and `info()` method." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 37 entries, 0 to 36\n", + "Data columns (total 5 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 States Affected 37 non-null object\n", + " 1 No. of Cases (Lab Confirmed) 37 non-null object\n", + " 2 No. of Cases (on admission) 37 non-null object\n", + " 3 No. Discharged 37 non-null object\n", + " 4 No. of Deaths 37 non-null object\n", + "dtypes: object(5)\n", + "memory usage: 1.6+ KB\n", + "None\n" + ] + }, + { + "data": { + "text/html": [ + "
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285NaNWinter Olympics 202239.904200116.407400000000...0000000000
286NaNYemen15.55272748.516388000000...2155215521552155215521552155215521552155
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statesregionPopulationOverall CCVI IndexAgeEpidemiologicalFragilityHealth SystemPopulation DensitySocio-EconomicTransport AvailabilityAcute IHR
0FCTNorth Central48650000.30.00.90.40.60.90.60.20.79
1PlateauNorth Central47660000.40.50.40.80.30.30.50.30.93
2KwaraNorth Central35240000.30.40.30.20.40.20.60.70.93
3NassarawaNorth Central27830000.10.30.50.90.00.10.60.50.85
4NigerNorth Central62600000.60.00.60.30.70.10.80.80.84
5BenueNorth Central63760000.50.70.50.70.40.40.30.50.91
6KogiNorth Central49700000.10.30.20.50.50.40.30.60.87
7BauchiNorth East72700000.80.10.20.80.80.20.80.80.85
8GombeNorth East36920001.00.40.40.90.90.30.80.70.83
9BornoNorth East66510000.90.30.11.01.00.10.70.90.89
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" + ], + "text/plain": [ + " states region Population Overall CCVI Index Age \\\n", + "0 FCT North Central 4865000 0.3 0.0 \n", + "1 Plateau North Central 4766000 0.4 0.5 \n", + "2 Kwara North Central 3524000 0.3 0.4 \n", + "3 Nassarawa North Central 2783000 0.1 0.3 \n", + "4 Niger North Central 6260000 0.6 0.0 \n", + "5 Benue North Central 6376000 0.5 0.7 \n", + "6 Kogi North Central 4970000 0.1 0.3 \n", + "7 Bauchi North East 7270000 0.8 0.1 \n", + "8 Gombe North East 3692000 1.0 0.4 \n", + "9 Borno North East 6651000 0.9 0.3 \n", + "\n", + " Epidemiological Fragility Health System Population Density \\\n", + "0 0.9 0.4 0.6 0.9 \n", + "1 0.4 0.8 0.3 0.3 \n", + "2 0.3 0.2 0.4 0.2 \n", + "3 0.5 0.9 0.0 0.1 \n", + "4 0.6 0.3 0.7 0.1 \n", + "5 0.5 0.7 0.4 0.4 \n", + "6 0.2 0.5 0.5 0.4 \n", + "7 0.2 0.8 0.8 0.2 \n", + "8 0.4 0.9 0.9 0.3 \n", + "9 0.1 1.0 1.0 0.1 \n", + "\n", + " Socio-Economic Transport Availability Acute IHR \n", + "0 0.6 0.2 0.79 \n", + "1 0.5 0.3 0.93 \n", + "2 0.6 0.7 0.93 \n", + "3 0.6 0.5 0.85 \n", + "4 0.8 0.8 0.84 \n", + "5 0.3 0.5 0.91 \n", + "6 0.3 0.6 0.87 \n", + "7 0.8 0.8 0.85 \n", + "8 0.8 0.7 0.83 \n", + "9 0.7 0.9 0.89 " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(vulner_index.info())\n", + "vulner_index.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 37 entries, 0 to 36\n", + "Data columns (total 12 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 states 37 non-null object \n", + " 1 region 37 non-null object \n", + " 2 Population 37 non-null int64 \n", + " 3 Overall CCVI Index 37 non-null float64\n", + " 4 Age 37 non-null float64\n", + " 5 Epidemiological 37 non-null float64\n", + " 6 Fragility 37 non-null float64\n", + " 7 Health System 37 non-null float64\n", + " 8 Population Density 37 non-null float64\n", + " 9 Socio-Economic 37 non-null float64\n", + " 10 Transport Availability 37 non-null float64\n", + " 11 Acute IHR 37 non-null float64\n", + "dtypes: float64(9), int64(1), object(2)\n", + "memory usage: 3.6+ KB\n", + "None\n" + ] + }, + { + "data": { + "text/html": [ + "
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statesregionPopulationOverall CCVI IndexAgeEpidemiologicalFragilityHealth SystemPopulation DensitySocio-EconomicTransport AvailabilityAcute IHR
27DeltaSouth South63030000.40.60.70.21.00.60.50.41.08
28EbonyiSouth South31920000.61.00.00.60.10.70.30.61.00
29BayelsaSouth South26060000.50.80.60.10.90.50.20.71.00
30Cross riverSouth South42720000.50.40.70.80.10.40.40.60.98
31LagosSouth West139920000.00.11.00.30.11.00.10.40.93
32OyoSouth West87370000.20.70.80.20.80.60.20.31.06
33OgunSouth West58780000.30.60.70.50.60.60.00.21.07
34OndoSouth West51850000.10.80.50.10.30.60.30.31.04
35OsunSouth West52520000.00.70.40.40.00.80.10.21.06
36EkitiSouth West35930000.30.80.30.50.20.80.10.41.03
\n", + "
" + ], + "text/plain": [ + " states region Population Overall CCVI Index Age \\\n", + "27 Delta South South 6303000 0.4 0.6 \n", + "28 Ebonyi South South 3192000 0.6 1.0 \n", + "29 Bayelsa South South 2606000 0.5 0.8 \n", + "30 Cross river South South 4272000 0.5 0.4 \n", + "31 Lagos South West 13992000 0.0 0.1 \n", + "32 Oyo South West 8737000 0.2 0.7 \n", + "33 Ogun South West 5878000 0.3 0.6 \n", + "34 Ondo South West 5185000 0.1 0.8 \n", + "35 Osun South West 5252000 0.0 0.7 \n", + "36 Ekiti South West 3593000 0.3 0.8 \n", + "\n", + " Epidemiological Fragility Health System Population Density \\\n", + "27 0.7 0.2 1.0 0.6 \n", + "28 0.0 0.6 0.1 0.7 \n", + "29 0.6 0.1 0.9 0.5 \n", + "30 0.7 0.8 0.1 0.4 \n", + "31 1.0 0.3 0.1 1.0 \n", + "32 0.8 0.2 0.8 0.6 \n", + "33 0.7 0.5 0.6 0.6 \n", + "34 0.5 0.1 0.3 0.6 \n", + "35 0.4 0.4 0.0 0.8 \n", + "36 0.3 0.5 0.2 0.8 \n", + "\n", + " Socio-Economic Transport Availability Acute IHR \n", + "27 0.5 0.4 1.08 \n", + "28 0.3 0.6 1.00 \n", + "29 0.2 0.7 1.00 \n", + "30 0.4 0.6 0.98 \n", + "31 0.1 0.4 0.93 \n", + "32 0.2 0.3 1.06 \n", + "33 0.0 0.2 1.07 \n", + "34 0.3 0.3 1.04 \n", + "35 0.1 0.2 1.06 \n", + "36 0.1 0.4 1.03 " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(vulner_index.info())\n", + "vulner_index.tail(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 7 entries, 0 to 6\n", + "Data columns (total 5 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Year 7 non-null int64 \n", + " 1 Q1 7 non-null float64\n", + " 2 Q2 7 non-null float64\n", + " 3 Q3 7 non-null float64\n", + " 4 Q4 7 non-null float64\n", + "dtypes: float64(4), int64(1)\n", + "memory usage: 408.0 bytes\n", + "None\n" + ] + }, + { + "data": { + "text/html": [ + "
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YearQ1Q2Q3Q4
0201415438679.5016084622.3117479127.5818150356.45
1201516050601.3816463341.9117976234.5918533752.07
2201615943714.5416218542.4117555441.6918213537.29
3201715797965.8316334719.2717760228.1718598067.07
4201816096654.1916580508.0718081342.1019041437.59
5201916434552.6516931434.8918494114.1719530000.00
6202016740000.0015890000.0017820000.000.00
\n", + "
" + ], + "text/plain": [ + " Year Q1 Q2 Q3 Q4\n", + "0 2014 15438679.50 16084622.31 17479127.58 18150356.45\n", + "1 2015 16050601.38 16463341.91 17976234.59 18533752.07\n", + "2 2016 15943714.54 16218542.41 17555441.69 18213537.29\n", + "3 2017 15797965.83 16334719.27 17760228.17 18598067.07\n", + "4 2018 16096654.19 16580508.07 18081342.10 19041437.59\n", + "5 2019 16434552.65 16931434.89 18494114.17 19530000.00\n", + "6 2020 16740000.00 15890000.00 17820000.00 0.00" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(gdp_data.info())\n", + "gdp_data.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 7 entries, 0 to 6\n", + "Data columns (total 5 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Year 7 non-null int64 \n", + " 1 Q1 7 non-null float64\n", + " 2 Q2 7 non-null float64\n", + " 3 Q3 7 non-null float64\n", + " 4 Q4 7 non-null float64\n", + "dtypes: float64(4), int64(1)\n", + "memory usage: 408.0 bytes\n", + "None\n" + ] + }, + { + "data": { + "text/html": [ + "
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YearQ1Q2Q3Q4
0201415438679.5016084622.3117479127.5818150356.45
1201516050601.3816463341.9117976234.5918533752.07
2201615943714.5416218542.4117555441.6918213537.29
3201715797965.8316334719.2717760228.1718598067.07
4201816096654.1916580508.0718081342.1019041437.59
5201916434552.6516931434.8918494114.1719530000.00
6202016740000.0015890000.0017820000.000.00
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" + ], + "text/plain": [ + " Year Q1 Q2 Q3 Q4\n", + "0 2014 15438679.50 16084622.31 17479127.58 18150356.45\n", + "1 2015 16050601.38 16463341.91 17976234.59 18533752.07\n", + "2 2016 15943714.54 16218542.41 17555441.69 18213537.29\n", + "3 2017 15797965.83 16334719.27 17760228.17 18598067.07\n", + "4 2018 16096654.19 16580508.07 18081342.10 19041437.59\n", + "5 2019 16434552.65 16931434.89 18494114.17 19530000.00\n", + "6 2020 16740000.00 15890000.00 17820000.00 0.00" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(gdp_data.info())\n", + "gdp_data.tail(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 37 entries, 0 to 36\n", + "Data columns (total 3 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 states 37 non-null object \n", + " 1 Initial_budget (Bn) 37 non-null float64\n", + " 2 Revised_budget (Bn) 37 non-null float64\n", + "dtypes: float64(2), object(1)\n", + "memory usage: 1016.0+ bytes\n", + "None\n" + ] + }, + { + "data": { + "text/html": [ + "
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statesInitial_budget (Bn)Revised_budget (Bn)
0Abia136.60102.70
1Adamawa183.30139.31
2Akwa-Ibom597.73366.00
3Anambra137.10112.80
4Bauchi167.20128.00
5Bayelsa242.18183.15
6Benue189.00119.00
7Borno146.80108.80
8Cross River1100.00147.10
9Delta395.50282.30
\n", + "
" + ], + "text/plain": [ + " states Initial_budget (Bn) Revised_budget (Bn)\n", + "0 Abia 136.60 102.70\n", + "1 Adamawa 183.30 139.31\n", + "2 Akwa-Ibom 597.73 366.00\n", + "3 Anambra 137.10 112.80\n", + "4 Bauchi 167.20 128.00\n", + "5 Bayelsa 242.18 183.15\n", + "6 Benue 189.00 119.00\n", + "7 Borno 146.80 108.80\n", + "8 Cross River 1100.00 147.10\n", + "9 Delta 395.50 282.30" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(budget_data.info())\n", + "budget_data.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 37 entries, 0 to 36\n", + "Data columns (total 3 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 states 37 non-null object \n", + " 1 Initial_budget (Bn) 37 non-null float64\n", + " 2 Revised_budget (Bn) 37 non-null float64\n", + "dtypes: float64(2), object(1)\n", + "memory usage: 1016.0+ bytes\n", + "None\n" + ] + }, + { + "data": { + "text/html": [ + "
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statesInitial_budget (Bn)Revised_budget (Bn)
27Ondo187.80151.4
28Osun119.6082.2
29Oyo213.00174.0
30Plateau177.30122.0
31Rivers530.80300.4
32Sokoto202.40153.0
33Taraba215.00150.5
34Yobe108.0086.0
35Zamfara188.50127.3
36FCT278.78199.0
\n", + "
" + ], + "text/plain": [ + " states Initial_budget (Bn) Revised_budget (Bn)\n", + "27 Ondo 187.80 151.4\n", + "28 Osun 119.60 82.2\n", + "29 Oyo 213.00 174.0\n", + "30 Plateau 177.30 122.0\n", + "31 Rivers 530.80 300.4\n", + "32 Sokoto 202.40 153.0\n", + "33 Taraba 215.00 150.5\n", + "34 Yobe 108.00 86.0\n", + "35 Zamfara 188.50 127.3\n", + "36 FCT 278.78 199.0" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(budget_data.info())\n", + "budget_data.tail(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 3 - Data Cleaning and Preparation\n", + "From the information obtained above, you will need to fix the data format. \n", + "
\n", + "Examples: \n", + "* Convert to appropriate data type.\n", + "* Rename the columns of the scraped data.\n", + "* Remove comma(,) in numerical data\n", + "* Extract daily data for Nigeria from the Global daily cases data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "TODO A - Clean the scraped data" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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States AffectedNo. of Cases (Lab Confirmed)No. of Cases (on admission)No. DischargedNo. of Deaths
0Lagos103,835692102,372771
1FCT29,36022028,891249
2Rivers17,97618017,641155
3Kaduna11,5531211,45289
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" + ], + "text/plain": [ + " States Affected No. of Cases (Lab Confirmed) No. of Cases (on admission) \\\n", + "0 Lagos 103,835 692 \n", + "1 FCT 29,360 220 \n", + "2 Rivers 17,976 180 \n", + "3 Kaduna 11,553 12 \n", + "\n", + " No. Discharged No. of Deaths \n", + "0 102,372 771 \n", + "1 28,891 249 \n", + "2 17,641 155 \n", + "3 11,452 89 " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ncdc_data.head(4)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "ncdc_data = ncdc_data.rename(columns = {'States Affected': 'State', 'No. of Cases (Lab Confirmed)': 'Confirmed', \n", + " 'No. of Cases (on admission)': 'Admitted', 'No. Discharged': 'Discharged',\n", + " 'No. of Deaths': 'Dead'})" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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StateConfirmedAdmittedDischargedDead
0Lagos103,835692102,372771
1FCT29,36022028,891249
2Rivers17,97618017,641155
3Kaduna11,5531211,45289
4Oyo10,329010,127202
5Plateau10,326910,24275
6Edo7,914317,561322
7Ogun5,810115,71782
8Delta5,7074255,170112
9Kano5,3371705,040127
10Ondo5,1733154,749109
11Akwa Ibom5,00474,95344
12Kwara4,6914524,17564
13Gombe3,31383,23966
14Osun3,311293,19092
15Enugu2,952132,91029
16Anambra2,825462,76019
17Nasarawa2,7773932,34539
18Imo2,65572,59058
19Ekiti2,46462,43028
20Katsina2,41802,38137
21Abia2,25932,22234
22Benue2,1293401,76425
23Ebonyi2,064282,00432
24Bauchi1,990181,94824
25Borno1,62951,58044
26Taraba1,474631,37734
27Bayelsa1,363101,32528
28Adamawa1,3121341,14038
29Niger1,18316599820
30Cross River886485725
31Sokoto822079428
32Jigawa669264918
33Yobe63846259
34Kebbi4801045416
35Zamfara37503669
36Kogi5032
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" + ], + "text/plain": [ + " State Confirmed Admitted Discharged Dead\n", + "0 Lagos 103,835 692 102,372 771\n", + "1 FCT 29,360 220 28,891 249\n", + "2 Rivers 17,976 180 17,641 155\n", + "3 Kaduna 11,553 12 11,452 89\n", + "4 Oyo 10,329 0 10,127 202\n", + "5 Plateau 10,326 9 10,242 75\n", + "6 Edo 7,914 31 7,561 322\n", + "7 Ogun 5,810 11 5,717 82\n", + "8 Delta 5,707 425 5,170 112\n", + "9 Kano 5,337 170 5,040 127\n", + "10 Ondo 5,173 315 4,749 109\n", + "11 Akwa Ibom 5,004 7 4,953 44\n", + "12 Kwara 4,691 452 4,175 64\n", + "13 Gombe 3,313 8 3,239 66\n", + "14 Osun 3,311 29 3,190 92\n", + "15 Enugu 2,952 13 2,910 29\n", + "16 Anambra 2,825 46 2,760 19\n", + "17 Nasarawa 2,777 393 2,345 39\n", + "18 Imo 2,655 7 2,590 58\n", + "19 Ekiti 2,464 6 2,430 28\n", + "20 Katsina 2,418 0 2,381 37\n", + "21 Abia 2,259 3 2,222 34\n", + "22 Benue 2,129 340 1,764 25\n", + "23 Ebonyi 2,064 28 2,004 32\n", + "24 Bauchi 1,990 18 1,948 24\n", + "25 Borno 1,629 5 1,580 44\n", + "26 Taraba 1,474 63 1,377 34\n", + "27 Bayelsa 1,363 10 1,325 28\n", + "28 Adamawa 1,312 134 1,140 38\n", + "29 Niger 1,183 165 998 20\n", + "30 Cross River 886 4 857 25\n", + "31 Sokoto 822 0 794 28\n", + "32 Jigawa 669 2 649 18\n", + "33 Yobe 638 4 625 9\n", + "34 Kebbi 480 10 454 16\n", + "35 Zamfara 375 0 366 9\n", + "36 Kogi 5 0 3 2" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ncdc_data" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "for column in ncdc_data.columns:\n", + " if column != 'State':\n", + " ncdc_data[column] = ncdc_data[column].apply(lambda x: int(x.replace(',', '')))" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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StateConfirmedAdmittedDischargedDead
0Lagos103835692102372771
1FCT2936022028891249
2Rivers1797618017641155
3Kaduna11553121145289
4Oyo10329010127202
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" + ], + "text/plain": [ + " State Confirmed Admitted Discharged Dead\n", + "0 Lagos 103835 692 102372 771\n", + "1 FCT 29360 220 28891 249\n", + "2 Rivers 17976 180 17641 155\n", + "3 Kaduna 11553 12 11452 89\n", + "4 Oyo 10329 0 10127 202" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ncdc_data.head(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "TODO B - Get a Pandas DataFrame for Daily Confirmed Cases in Nigeria. Columns are Date and Cases" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "ng_daily_confirmed = daily_confirmed[daily_confirmed['Country/Region']=='Nigeria'].drop(['Province/State', 'Country/Region', 'Lat', 'Long'], axis =1)\n", + "ng_daily_confirmed = ng_daily_confirmed.melt(var_name = 'Date', value_name = 'Cases')\n", + "ng_daily_confirmed['Date'] = pd.to_datetime(ng_daily_confirmed['Date'])" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateCases
1002020-05-012170
1012020-05-022388
1022020-05-032558
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" + ], + "text/plain": [ + " Date Cases\n", + "100 2020-05-01 2170\n", + "101 2020-05-02 2388\n", + "102 2020-05-03 2558" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ng_daily_confirmed[100:103]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "TODO C - Get a Pandas DataFrame for Daily Recovered Cases in Nigeria. Columns are Date and Cases" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "ng_daily_recovered = daily_recovered[daily_confirmed['Country/Region']=='Nigeria'].drop(['Province/State', 'Country/Region', 'Lat', 'Long'], axis =1)\n", + "ng_daily_recovered = ng_daily_recovered.melt(var_name = 'Date', value_name = 'Cases')\n", + "ng_daily_recovered['Date'] = pd.to_datetime(ng_daily_recovered['Date'])" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateCases
1002020-05-0113220
1012020-05-0215013
1022020-05-0316639
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" + ], + "text/plain": [ + " Date Cases\n", + "100 2020-05-01 13220\n", + "101 2020-05-02 15013\n", + "102 2020-05-03 16639" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ng_daily_recovered[100:103]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "TODO D - Get a Pandas DataFrame for Daily Death Cases in Nigeria. Columns are Date and Cases" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "ng_daily_death = daily_recovered[daily_death['Country/Region']=='Nigeria'].drop(['Province/State', 'Country/Region', 'Lat', 'Long'], axis =1)\n", + "ng_daily_death = ng_daily_death.melt(var_name = 'Date', value_name = 'Cases')\n", + "ng_daily_death['Date'] = pd.to_datetime(ng_daily_death['Date'])" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateCases
1002020-05-0113220
1012020-05-0215013
1022020-05-0316639
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" + ], + "text/plain": [ + " Date Cases\n", + "100 2020-05-01 13220\n", + "101 2020-05-02 15013\n", + "102 2020-05-03 16639" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ng_daily_death[100:103]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 4 - Analysis\n", + "Here you will perform some analyses on the datasets. You are welcome to communicate findings in charts and summary. \n", + "
\n", + "We have included a few TODOs to help with your analysis. However, do not let this limit your approach, feel free to include more, and be sure to support your findings with chart and summary " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "TODO A - Generate a plot that shows the Top 10 states in terms of Confirmed Covid cases by Laboratory test" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "# outcome from testing, nlargest runs faster than sort_values()\n", + "max_confirmed = ncdc_data.iloc[ncdc_data['Confirmed'].nlargest(10).index] " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "# theme setting for testing plots\n", + "theme = sns.color_palette('Greens_r', 20)\n", + "paper_rc = {'lines.linewidth': 1, 'lines.markersize': 15}\n", + "sns.set_context('paper', rc = paper_rc)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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dklSvXj3Nnj1baWlp+vrrr5WSkqJy5cpd8XXeffddzZ07V/7+/rr33nt1//3365577tE777yjbdu2XbUGm82mJk2aKDg4+IqP5/1UWqlSJa1du1YxMTH64osvtGvXLq1evVpvvfWWlixZombNml3x+bVr11blypUVExMjf39/paamqlmzZrrjjju0fv16JSQkaPfu3WrSpMk1hzFJVxyi4Ah5QfSPveJ58kL1H+X11BUmL9z169fP3kP4ZwEBAZIuh/APP/xQX375pb766ivt2bNHL7/8statW6c1a9YUGvqupHHjxnr//fd18ODBQgPXoUOHtHjxYg0cOFD33XdfgROm/shmsxVYJzdzG/35S8HVphe13OLu+xaLJd+1oPNcbT3kuZ71+9VXX2ny5MmqUKGC/v73v6tt27aqX7++du/erVWrVtmfV5xjMicnR9WrV9eUKVOuuOzSpUtLutyrvWzZMh04cECff/65vv76a73zzjvauHGjwsPD1a1btyLbCpQEBFrACTw8PLR27Vo1bty4QKDNExAQoF27duX7WfuPMjMz9fLLL6t58+ZasmSJ3Nz+dzgvW7asyBqqVKmijIyMAj2Vqamp+uabb1S9enVJl09UkS6Hqbx5v//+e4WEhGj9+vWFBlrpci/tN998o4CAAJUvX161atWSn5+fLBaL9u7dq9jYWI0YMaLIWkuSvDGFCQkJBXorr+dav3lhx9XVtcC2OHr0qBITE+Xl5aWsrCzFxcWpYsWK6tKli7p06SKbzaa33npLixcv1o4dOzRgwIBiL7dt27by8PDQ5s2bC+3F+7//+z/FxsbaX7dKlSo6fvx4gflOnz6t9PR0VapUqdjLd6bi7vvVqlW74jb9453rCnM963f+/PmqXr26Vq9ebR9LLanAl9PiHJNVqlTR4cOH9fe//z3fl6rs7Gzt3LnTvq2OHz+u9PR0NWrUSI0aNdLYsWN19OhRjRo1Sm+99RaBFsZgDC3gBK6ururUqZP27dunrVu3Fnj8/Pnz+uSTT9SyZUt7oP3zmLzMzExdvHhRNWrUyBdm4+Li7GNv83oTrzSer0OHDvr555/tY+nyrFixQmFhYfZLAIWFhWnGjBn5fib+29/+Jnd39yJ7H9u2basTJ05o27Ztatq0qSwWi8qVK6eAgACtXbtWVqu1yPGzLi4u1zQO8VarX7++KlWqpM2bN+frvTtw4IB++umna369ChUqqH79+tqyZUu+G2fk3WUqLCxM2dnZSk1N1fDhw7V69Wr7PC4uLvaxw3k9lcUdu+nn56dHHnlEe/fu1Ztvvlng8d27d2vTpk2qU6eOvee4ffv2+uWXX/Jdjk26fLKYdHlMuAmKu+8HBgbq6NGj+S6flpaWdsVj9s+uZ/2eP39elStXzhdmk5OTtXPnTkn/680vzjHZoUMHpaamatOmTfmWu2nTJj399NP2O8ktWLBAkyZNyjfmvmbNmipdunSRxzdQktBDCzjJk08+qUOHDmnGjBnaunWrWrduLV9fX504cUJbtmzRpUuXNHnyZPv8eT8nb9q0SWfOnFG3bt3UsGFDffjhh/Lx8ZG/v7/i4+O1efNm+wdRRkaGypQpY3/u1q1blZubq+7du+vxxx/Xp59+qilTpqhPnz4KCAjQd999p61bt6pt27b2s9Ufe+wxPf/88woNDdUDDzyg3Nxcbd26VVlZWfnu7nQlLVq0kLu7uw4dOpTvLPZmzZppw4YNqlKliv3n9MKUL19eP//8szZu3KhmzZoV2mPtKC4uLpowYYKmTZumESNG6MEHH9S5c+e0fv16+8k712rSpEkKDQ3VkCFD1LdvX5UtW1bbt2/XwYMHFRoaah9y0q1bN23cuFFWq1WNGzfW+fPntWHDBvn5+dlPwLrStv7jF54/Cg4OVnx8vBYvXqzPP/9cgYGB8vDw0IEDB7Rjxw75+flpzpw59v0pb595+umn9a9//Us1atTQN998o507d6pjx472faakK+6+/+ijj2rbtm3697//rYEDB6p8+fJ67733ijXkQLr29du2bVt9/PHHmjNnjho0aKDffvtNH3zwgS5evCjpf5eUK84x2bNnT3300UeaP3++fvzxR91zzz2Kj4/Xu+++q3r16umhhx6SJA0aNEgTJkzQyJEj1b17d3l4eOjzzz/XiRMn8l1FASjpCLSAk5QrV05r1qzRW2+9pS+++ELLly/XxYsXVaFCBXXs2FHDhg3Ld8mfFi1aqFOnTvryyy8VExOjjh07as6cOVq0aJE+/PBDXbp0SZUrV9aQIUNUq1YtTZkyRTExMbr//vtVs2ZN9e/fXx999JEOHz6s5s2b66677tLy5csVFRWlTz75RO+9954qVaqk4cOH6/HHH7d/yPbs2VNubm5av369XnvtNdlsNtWvX98+3OFq/nj5rqZNm9qn5wXa4lzdIDg4WHPnztWiRYs0fPjwEvET6AMPPKDnn39eK1as0JIlS3TnnXdqwoQJ+uijjwq9vu3VNG7cWNHR0YqKitLatWuVnZ0tf39/Pfvss+rRo4d9vrCwMFWrVk07duywX26pRYsWCgkJsYfewrb1lXh6emrevHnatm2bNm/erDfeeEOpqamqWLGi+vfvr2HDhuUbl1u2bFktX75ckZGR2rFjh9LS0lStWjWNGzeuWJeyKiny2lHUvu/j46OoqCgtWbJE7777rmw2mzp37qyAgAAtWLCgyOVc6/qdMmWKvL299cUXX+j//u//VKlSJT344IPq2LGjRowYoZiYGP3tb38r1jHp4eGhpUuXavny5frkk0+0bds2VahQQf/61780YsQI+xfD1q1ba/78+Vq9erWWL1+uzMxM1a5dW7Nnz76hS9sBjmZJSUkp3ldNAIBycnKUmpp6xROwBg4cqNKlSysqKsoJlQHAXxcDZADgGthsNvvthf8oPj5eR48e1T333OOkygDgr4shBwBwDdzd3dWpUydt3rxZFotF9erV05kzZ7Rx40aVK1dOjz76qLNLBIC/HIYcAMA1unjxotauXautW7cqOTlZPj4+atmypUaPHl3si+gDAG4eAi0AAACMxhhaAAAAGI1ACwAAAKMRaAEAAGA0Ai0AAACMRqAFAACA0Qi0AAAAMBqBFgAAAEYj0AIAAMBoBFoAAAAYjUALAAAAoxFoAQAAYDQCLQAAAIxGoAUAAIDRCLQAAAAwGoEWAAAARiPQAgAAwGgEWgAAABiNQAsAAACjEWgBAABgNAItAAAAjEagBQAAgNEItAAAADAagRYAAABGc3N2ASXBubTzyszKcnYZN8zTw0Plfcs6uwwAAACHItBKyszKUrPQbs4u44bFLt3m7BIAAAAcjiEHAAAAMBqBFgAAAEYj0AIAAMBoBFoAAAAYjUALAAAAoxFoAQAAYDQCLQAAAIxGoAUAAIDRCLQAAAAwGoEWAAAARiPQAgAAwGi3PNAuWrRIX375pdLS0jRu3DgFBwdr7dq1kqTk5GSNHDlSw4cP1/bt2yVJcXFxCgoK0vDhw7Vv3z5J0p49ezR06FCNHDlS8fHxkqSPPvpIQ4cO1dixY3Xq1Klb3QwAAACUULcs0Obk5GjGjBn67LPPJEmbNm3Sgw8+qKioKO3du1enT5/WypUrFRoaqsjISG3cuFFZWVmKiIjQCy+8oFdeeUXLli2TJEVHR2vp0qUKDw9XRESEsrKytGnTJr3++usaPny4Vq5ceauaAQAAgBLulgVam82mbt26qXv37pKkgwcPqnnz5rJYLGratKkOHDiguLg4NW7cWO7u7goICNCxY8eUkpKiypUry9fXV56enjp58qS8vb3l4+OjqlWr6tSpU/rll19Up04dubm56d5779Xhw4dvVTMAAABQwt2yQOvu7q42bdrY/05PT1epUqUkSd7e3rJarbLZbLJYLJIkLy8vZWRkKDc31/4cb29vubi42J93pdeyWCyy2Wy3qhkAAAAo4dwctaBSpUrJarXKx8dHGRkZqlKlilxc/penrVarfH197QE3b5rNZlNGRoZ9mqurq3x8fGS1WiVJubm5cnV1LXYdCQkJBaa5entcT5NKnJycnCu2DwAAwHQ1atQo9DGHBdr69etr37596tq1q2JjY9W9e3cFBARo//79atCggY4cOSJ/f3+VKVNGycnJ+YJvenq60tPTdf78eZUtW1b+/v76+eeflZ2drYMHD+ruu+8udh1XWhlJZ2+Pk8pcXV1V7SobGwAA4HbksEDbr18/PfPMM1q3bp06dOigihUrKigoSDNnzpTValW/fv3k4eGhkJAQhYWFKTs7WyEhIZKk4OBgjR07VjabTWFhYfL09FSfPn0UHBwsFxcXzZ4921HNAAAAQAljSUlJyS16tttb0tlTahbazdll3LDYpdtU2e9OZ5cBAADgUNxYAQAAAEYj0AIAAMBoBFoAAAAYjUALAAAAoxFoAQAAYDQCLQAAAIxGoAUAAIDRCLQAAAAwGoEWAAAARiPQAgAAwGgEWgAAABiNQAsAAACjEWgBAABgNAItAAAAjEagBQAAgNEItAAAADAagRYAAABGI9ACAADAaARaAAAAGI1ACwAAAKMRaAEAAGA0Ai0AAACMRqAFAACA0Qi0AAAAMBqBFgAAAEYj0AIAAMBoBFoAAAAYjUALAAAAoxFoAQAAYDQCLQAAAIxGoAUAAIDRCLQAAAAwGoEWAAAARiPQAgAAwGgEWgAAABiNQAsAAACjEWgBAABgNAItAAAAjEagBQAAgNEItAAAADAagRYAAABGI9ACAADAaARaAAAAGI1ACwAAAKMRaAEAAGA0Ai0AAACMRqAFAACA0Qi0AAAAMBqBFgAAAEYj0AIAAMBoBFoAAAAYjUALAAAAoxFoAQAAYDQCLQAAAIxGoAUAAIDRCLQAAAAwGoEWAAAARiPQAgAAwGgEWgAAABiNQAsAAACjEWgBAABgNAItAAAAjEagBQAAgNEItAAAADAagRYAAABGI9ACAADAaARaAAAAGI1ACwAAAKMRaAEAAGA0Ai0AAACMRqAFAACA0Qi0AAAAMBqBFgAAAEYj0AIAAMBoBFoAAAAYjUALAAAAoxFoAQAAYDQCLQAAAIzm5qgFZWZmaurUqUpLS1O9evU0atQoTZs2TVarVYGBgXr00UeVnJysZ555Rjk5Oerfv7+6du2quLg4zZ07VxaLRWPGjFHz5s21Z88eRUREyMPDQ1OmTFHt2rUd1QwAAACUMA7rod21a5cCAgIUHR2tU6dOad26dXrwwQcVFRWlvXv36vTp01q5cqVCQ0MVGRmpjRs3KisrSxEREXrhhRf0yiuvaNmyZZKk6OhoLV26VOHh4YqIiHBUEwAAAFACOSzQ1qpVSzk5OcrNzVVmZqZiY2PVvHlzWSwWNW3aVAcOHFBcXJwaN24sd3d3BQQE6NixY0pJSVHlypXl6+srT09PnTx5Ut7e3vLx8VHVqlV16tQpRzUBAAAAJZDDhhy4u7tr165d+uqrr+Tv7y9JKlWqlCTJ29tbVqtVNptNFotFkuTl5aWMjAzl5ubaX8Pb21suLi72512PhISEAtNcvT2u+/VKkpycnCu2DwAAwHQ1atQo9DGHBdr169dr4MCB6tWrl1asWKGVK1fKarXKx8dHGRkZqlKlilxc/tdhbLVa5evraw+4edNsNpsyMjLs01xdXa+pjiutjKSzt0cvr6urq6pdZWMDAADcjhw25MDHx0e+vr6SJD8/Pz3++OPat2+fJCk2Nlb16tVTQECA9u/fr+zsbB05ckT+/v4qU6aMkpOTlZaWZg++6enpSk9PV2JiosqWLeuoJgAAAKAEclgP7YABAxQeHq4NGzbIx8dHkydP1ty5c7Vu3Tp16NBBFStWVFBQkGbOnCmr1ap+/frJw8NDISEhCgsLU3Z2tkJCQiRJwcHBGjt2rGw2m8LCwhzVBAAAAJRAlpSUlNyiZ7u9JZ09pWah3Zxdxg2LXbpNlf3udHYZAAAADsWNFQAAAGA0Ai0AAACMRqAFAACA0Qi0AAAAMBqBFgAAAEYj0AIAAMBoBFoAAAAYjUALAAAAoxFoAQAAYDQCLQAAAIxGoAUAAIDRCLQAAAAwGoEWAAAARiPQAgAAwGgEWgAAABiNQAsAAACjEWgBAABgNAItAAAAjEagBQAAgNEItAAAADAagRYAAABGI9ACAADAaARaAAAAGI1ACwAAAKMRaAEAAGA0Ai0AAACMRqAFAACA0Qi0AAAAMBqBFgAAAEYj0AIAAMBoBFoAAAAYjUALAAAAoxFoAQAAYDQCLQAAAIxGoAUAAIDRCLQAAAAwGoEWAAAARiPQAgAAwGgEWgAAABiNQAsAAACjEWgBAABgNAItAAAAjEagBQAAgNEItAAAADAagRYAAABGI9ACAADAaARaAAAAGI1ACwAAAKMRaAEAAGA0Ai0AAACMRqAFAACA0Qi0AAAAMBqBFgAAAEYj0AIAAMBoBFoAAAAYjUALAAAAoxFoAQAAYDQCLQAAAIxGoAUAAIDRCLQAAAAwGoEWAAAARiPQAgAAwGgEWgAAABiNQAsAAACjEWgBAABgNAItAAAAjEagBQAAgNEItAAAADAagRYAAABGI9ACAADAaARaAAAAGK3IQPvLL7/o/fffV25urqZNm6bevXsrJibGEbUBAAAARSoy0M6ZM0deXl766quvdOrUKU2fPl2vvfaaI2oDAAAAilRkoM3KylK3bt20e/duderUSc2bN1d2drYjagMAAACKVKxAe+bMGf33v/9VixYtdObMGWVmZjqiNgAAAKBIRQba3r17q2fPnmrSpIkCAgI0dOhQDRw40BG1AQAAAEWypKSk5BY1k81mk4vL5eybkpKicuXK3eq6HCrp7Ck1C+3m7DJuWOzSbarsd6ezywAAAHCoIntoMzIytGDBAo0ZM0bnz59XRESEMjIyHFEbAAAAUKQiA+2CBQvk4+Ojs2fPytPTU+np6XrhhReueUG5ubmaN2+egoODFRoaqqSkJI0bN07BwcFau3atJCk5OVkjR47U8OHDtX37dklSXFycgoKCNHz4cO3bt0+StGfPHg0dOlQjR45UfHz8NdcCAACA20eRgfann37SmDFj5ObmJi8vL82aNUs///zzNS/oq6++koeHh6Kjo/Xoo49q+/btevDBBxUVFaW9e/fq9OnTWrlypUJDQxUZGamNGzcqKytLEREReuGFF/TKK69o2bJlkqTo6GgtXbpU4eHhioiIuPZWAwAA4LZRZKDNGzubx2azyWKxXPOCvv32W1ksFo0dO1b//e9/dfDgQTVv3lwWi0VNmzbVgQMHFBcXp8aNG8vd3V0BAQE6duyYUlJSVLlyZfn6+srT01MnT56Ut7e3fHx8VLVqVZ06deqaawEAAMDtw62oGZo2baolS5YoMzNTu3bt0oYNG9S8efNrXlBqaqo8PT316quvavHixfr8888VHh4uSfL29pbVas0Xlr28vJSRkaHc3P+ds+bt7S0XFxeVKlXqmpefJyEhocA0V2+P6369kiQnJ+eK7QMAADBdjRo1Cn2syED7xBNPaPXq1fL19VVERIRat26t4cOHX3MRZcqUUaNGjSRJLVq00LFjx2S1WuXj46OMjAxVqVIlX2+w1WqVr69vvt7gvND7x5PSXF1dr6mOK62MpLO3Ry+vq6urql1lYwMAANyOihxy4ObmpuHDh2vlypV6/fXX1adPH3l6el7zgho0aKCYmBhJ0qFDh3TPPffYT/KKjY1VvXr1FBAQoP379ys7O1tHjhyRv7+/ypQpo+TkZKWlpdmDb3p6utLT05WYmKiyZctecy0AAAC4fRTZQ7tz507FxMRozJgxGjRokNLS0hQcHKxHHnnkmhYUGBior7/+WkFBQapYsaKmTJmi8PBwrVu3Th06dFDFihUVFBSkmTNnymq1ql+/fvLw8FBISIjCwsKUnZ2tkJAQSVJwcLDGjh0rm82msLCw62s5AAAAbgtF3lhh6NChmj59un788Uft3r1bU6dO1ZgxY7RmzRpH1XjLcWMFAAAAcxU55CA3N1d16tTR3r171aZNG/n6+uY7UQsAAABwpmJdtuvjjz/W7t271apVK/33v/+9rst2AQAAALdCkYF2/Pjxev/99xUSEqIKFSpo5cqVmjRpkiNqAwAAAIpU5BjavwLG0AIAAJiryKsc7N+/X2vWrLHf5MBmsykxMVEffvihI+oDAAAArqrIIQfPP/+8GjVqpPT0dHXr1k0+Pj7q2LGjI2oDAAAAilRkD63FYtHjjz+u8+fPq2bNmuratasef/xxR9QGAAAAFKnIHtpSpUpJkqpVq6b4+Hh5eXld8+1mAQAAgFulyB7ae+65R9OmTdOoUaM0ceJEJSQkEGgBAABQYhTZQztx4kQNHDhQ/v7+mjhxomw2m2bPnu2I2gAAAIAiXbWHNiUlRTabTY0aNZIkeXh4aNiwYSpfvrxDigMAAACKUmgPbXx8vPr376/vv//ePu2zzz7ToEGDdPz4cYcUBwAAABSl0EC7dOlSTZw4Md8luiZPnqzQ0FAtWbLEIcUBAAAARSk00CYlJalbt4J3z+rRo4dOnDhxS4sCAAAAiqvQQHu1Kxm4u7vfkmIAAACAa1VooPXz81NcXFyB6T/99JO8vLxuaVEAAABAcRV6lYPhw4frqaee0ogRI9S4cWPZbDYdOHBAy5cv19NPP+3IGgEAAIBCWVJSUnILezA2NlbR0dH68ccfZbFY1KhRIw0bNkz33nuvA0u89ZLOnlKz0ILjhU0Tu3SbKvvd6ewyAAAAHOqq16Ft1qyZIiIiHFULAAAAcM2KvFMYAAAAUJIRaAEAAGC0QgPtwYMHHVkHAAAAcF0KDbQvvviiJGnMmDEOKwYAAAC4VoWeFJadna0nnnhCP/30kyZNmlTg8QULFtzSwgAAAIDiKDTQvvzyy4qJidHx48fVsWNHR9YEAAAAFFuhgbZSpUrq3r27KleurObNm+vkyZPKzs5W9erVHVkfAAAAcFVXvQ6tJN15550aMGCATp8+LZvNpnLlymnRokWqWbOmA8oDAAAArq7Iy3bNnz9fgwcP1ieffKKdO3cqKCjIfsIYAAAA4GxFBtqzZ8+qR48e9r8feughpaSk3MqaAAAAgGIrMtDm5OTo/Pnz9r9TUlJksVhuaVEAAABAcRU5hrZ///4KCgpS586dZbFYtGPHDg0cONARtQEAAABFKjLQ9u7dW3fddZd2794tm82mKVOmqGXLlo6oDQAAAChSkYFWklq0aKEWLVrc6loAAACAa1bkGFoAAACgJCPQAgAAwGgEWgAAABjtugJtVFTUza4DAAAAuC700AIAAMBo1xVoR44cebPrAAAAAK5LkZftstlsevPNN7Vr1y5lZ2erVatWGjp0qNzcinXFLwAAAOCWKrKHdunSpYqJidGAAQM0aNAg7d+/X4sXL3ZEbQAAAECRiuxm3bVrl9asWWPvkW3Xrp0effTRW14YAAAAUBxF9tDm5ubmG17g4eHBcAMAAACUGEUG2rp162rhwoU6ceKEfvvtNy1atEh16tRxRG0AAABAkYoMtJMnT1ZqaqpGjBihYcOGKSUlRU899ZQjagMAAACKVOTYAV9fX4WHhzugFAAAAODaFRpoZ82aJYvFUugTn3nmmVtSEAAAAHAtCg20tWvXLjAtJSVFb7/9tqpUqXJLiwIAAACKq9BA++dLc+3du1czZ85U165dGUMLAACAEqPIMbTZ2dl67bXXtGXLFk2dOlX333+/I+oCAAAAiuWqgTYhIUHTp09XqVKl9MYbb6hSpUqOqgsAAAAolkIv2/Xhhx8qKChIgYGBioyMJMwCAACgRLKkpKTkXumBVq1aycXFRZ6envmudpCbmyuLxaKdO3c6rMhbLensKTUL7ebsMm5Y7NJtqux3p7PLAAAAcKhChxy8//77DiwDAAAAuD6FBlouzQUAAAATFHnrWwAAAKAkI9ACAADAaARaAAAAGI1ACwAAAKMRaAEAAGA0Ai0AAACMRqAFAACA0Qi0AAAAMBqBFgAAAEYj0AIAAMBoBFoAAAAYjUALAAAAoxFoAQAAYDQCLQAAAIxGoAUAAIDRCLQAAAAwGoEWAAAARiPQAgAAwGgEWgAAABiNQAsAAACjEWgBAABgNAItAAAAjObwQLt3715NnTpVaWlpGjdunIKDg7V27VpJUnJyskaOHKnhw4dr+/btkqS4uDgFBQVp+PDh2rdvnyRpz549Gjp0qEaOHKn4+HhHNwEAAAAliEMDrc1mU3R0tCRp06ZNevDBBxUVFaW9e/fq9OnTWrlypUJDQxUZGamNGzcqKytLEREReuGFF/TKK69o2bJlkqTo6GgtXbpU4eHhioiIcGQTAAAAUMI4NNBu3rxZbdu2lSQdPHhQzZs3l8ViUdOmTXXgwAHFxcWpcePGcnd3V0BAgI4dO6aUlBRVrlxZvr6+8vT01MmTJ+Xt7S0fHx9VrVpVp06dcmQTAAAAUMK4OWpB6enp+vLLLzVx4kT99NNPSk9PV6lSpSRJ3t7eslqtstlsslgskiQvLy9lZGQoNzfX/hre3t5ycXGxP+96JCQkFJjm6u1x3a9XkuTk5FyxfQAAAKarUaNGoY85LNCuXr1ajz32mD2wlipVSlarVT4+PsrIyFCVKlXk4vK/DmOr1SpfX1/7/HnTbDabMjIy7NNcXV2vqY4rrYyks7dHL6+rq6uqXWVjAwAA3I4cFmj379+v/fv3KysrSydOnFC/fv20b98+de3aVbGxserevbsCAgK0f/9+NWjQQEeOHJG/v7/KlCmj5OTkfME3PT1d6enpOn/+vMqWLeuoJgAAAKAEcligjYyMlCQlJiZq8eLFGjBggJ555hmtW7dOHTp0UMWKFRUUFKSZM2fKarWqX79+8vDwUEhIiMLCwpSdna2QkBBJUnBwsMaOHSubzaawsDBHNQEAAAAlkCUlJSW36Nlub0lnT6lZaDdnl3HDYpduU2W/O51dBgAAgENxYwUAAAAYjUALAAAAoxFoAQAAYDQCLQAAAIxGoAUAAIDRCLQAAAAwGoEWAAAARiPQAgAAwGgEWgAAABiNQAsAAACjEWgBAABgNAItAAAAjEagBQAAgNEItAAAADAagRYAAABGI9ACAADAaARaAAAAGI1ACwAAAKMRaAEAAGA0Ai0AAACMRqAFAACA0Qi0AAAAMBqBFgAAAEYj0AIAAMBoBFoAAAAYjUALAAAAoxFoAQAAYDQCLQAAAIxGoAUAAIDRCLQAAAAwGoEWAAAARiPQAgAAwGgEWgAAABiNQAsAAACjEWgBAABgNAItAAAAjEagBQAAgNEItAAAADAagRYAAABGI9ACAADAaARaAAAAGM3N2QXAuc6ln1fmpSxnl3HDPN09VN6nrLPLAAAATkCg/YvLvJSlv0/p6ewybljMix84uwQAAOAkDDkAAACA0Qi0AAAAMBqBFgAAAEYj0AIAAMBoBFoAAAAYjUALAAAAoxFoAQAAYDQCLQAAAIxGoAUAAIDRCLQAAAAwGoEWAAAARiPQAgAAwGgEWgAAABiNQAsAAACjEWgBAABgNAItAAAAjEagBQAAgNEItAAAADAagRYAAABGI9ACAADAaARaAAAAGI1ACwAAAKMRaAEAAGA0Ai0AAACMRqAFAACA0Qi0AAAAMBqBFgAAAEYj0AIAAMBoBFoAAAAYjUALAAAAoxFoAQAAYDQCLQAAAIxGoAUAAIDRCLQAAAAwGoEWAAAARnNz1ILS0tI0ffp0Xbx4UeXKldP06dM1bdo0Wa1WBQYG6tFHH1VycrKeeeYZ5eTkqH///uratavi4uI0d+5cWSwWjRkzRs2bN9eePXsUEREhDw8PTZkyRbVr13ZUMwAAAFDCOKyH9r333tMDDzygyMhI1apVS5s2bdKDDz6oqKgo7d27V6dPn9bKlSsVGhqqyMhIbdy4UVlZWYqIiNALL7ygV155RcuWLZMkRUdHa+nSpQoPD1dERISjmgAAAIASyGGBtnfv3urataskKScnR2vWrFHz5s1lsVjUtGlTHThwQHFxcWrcuLHc3d0VEBCgY8eOKSUlRZUrV5avr688PT118uRJeXt7y8fHR1WrVtWpU6cc1QQAAACUQA4bcuDr6ytJOnjwoGJjY/W3v/1NpUqVkiR5e3vLarXKZrPJYrFIkry8vJSRkaHc3Fz7a3h7e8vFxcX+vOuRkJBQYJqrt8d1v15JkpOTc8X2XY2rz1+37QAAwBw1atQo9DGHBVpJ+v7777Vw4ULNnz9fL774oqxWq3x8fJSRkaEqVarIxeV/HcZWq1W+vr72gJs3zWazKSMjwz7N1dX1mmq40spIOnt79PK6urqq2lU29pUkpfx12w4AAG4PDhtycPz4cS1cuFALFizQnXfeqfr162vfvn2SpNjYWNWrV08BAQHav3+/srOzdeTIEfn7+6tMmTJKTk5WWlqaPfimp6crPT1diYmJKlu2rKOaAAAAgBLIYT20q1evtl/pQJIGDBig999/X+vWrVOHDh1UsWJFBQUFaebMmbJarerXr588PDwUEhKisLAwZWdnKyQkRJIUHByssWPHymazKSwszFFNAAAAQAlkSUlJyS16tttb0tlTahbazdll3LDYpdtU2e/Oa3pOUsop/X1Kz1tUkePEvPiBKpe7trYDAIDbAzdWAAAAgNEItAAAADAagRYAAABGI9ACAADAaA69Di1QUqSkpyozO8vZZdwwTzcPlfMp4+wyAABwKgIt/pIys7PUZlZ/Z5dxw3Y9+46zSwAAwOkYcgAAAACjEWgBAABgNAItAAAAjEagBQAAgNEItAAAADAagRYAAABGI9ACAADAaARaAAAAGI1ACwAAAKMRaAEAAGA0Ai0AAACMRqAFAACA0Qi0AAAAMBqBFgAAAEYj0AIAAMBoBFoAAAAYjUALAAAAoxFoAQAAYDQCLQAAAIxGoAUAAIDRCLQAAAAwGoEWAAAARiPQAgAAwGgEWgAAABiNQAsAAACjuTm7AACOdT7jgjKzs5xdxg3zdPNQ2VKlnV0GAKAEINACfzGZ2VnqvOBxZ5dxwz6etNrZJQAASgiGHAAAAMBoBFoAAAAYjUALAAAAozGGFsBfxnnrBWVlX3J2GTfMw81dZb2Lf0LchYtpysq5Ddrt6q7SXr7OLgNACUSgBfCXkZV9Sb0jRju7jBv2XkjkNc2flXNJj62ZeIuqcZw3hyx0dgkASiiGHAAAAMBoBFoAAAAYjUALAAAAoxFoAQAAYDQCLQAAAIxGoAUAAIDRCLQAAAAwGoEWAAAARiPQAgAAwGjcKQwAcNu6kJmuS7fBbX/dXd1V2tPH2WUAJRaBFgBw27qUc0kjNz3t7DJuWNS/nnd2CUCJxpADAAAAGI1ACwAAAKMRaAEAAGA0Ai0AAACMRqAFAACA0Qi0AAAAMBqBFgAAAEbjOrQAANxm0rLSdSkn29ll3BTurm7y9Sj+TSXSszKUbTO/7W4ubvLxKOXsMoxBoAUA4DZzKSdbT257ztll3BSLuj1zTfNn27I184sFt6gax5nRYZKzSzAKgRYAAOA2YL1kvW16p73dva/tObeoFgAAADhQti1br3wT4ewybtj4FiHX/BxOCgMAAIDRCLQAAAAwGoEWAAAARiPQAgAAwGgEWgAAABiNQAsAAACjEWgBAABgNAItAAAAjEagBQAAgNEItAAAADAagRYAAABGI9ACAADAaARaAAAAGI1ACwAAAKMRaAEAAGA0Ai0AAACMRqAFAACA0dycXcD1ys7O1rPPPqtTp07pnnvu0YQJE5xdEgAAAJzA2B7anTt3qk6dOoqOjtaFCxd06NAhZ5cEAAAAJzA20B44cEB///vfJUktW7bUd99959yCAAAA4BTGBtr09HSVKlVKkuTt7S2r1erkigAAAOAMlpSUlFxnF3E9Fi5cqE6dOqlx48batm2bzp8/rwEDBji7LAAAADiYsT209evXV2xsrCQpJiZGDRo0cHJFAAAAcAZjA22nTp0UFxenoKAgubq6qlGjRs4uCQAAAE5g7JADAAAAQDK4hxYAAACQCLQAAAAwHIEWAAAARiPQAgAAwGhuzi7AZFu2bFFGRob69+/v7FKcat++fZoxY4buuusuSZKnp6emTZuml156Senp6crOzlZoaKj8/Pw0Z84cZWVl6cSJEwoICFDdunU1ceJEJ7eg+P7Y1tzcXF24cEFhYWHasmWLwsLCnF3eTfXH/Ts1NVVjx47VhAkT1KxZs0KfM2TIEK1Zs8aBVTrH3r17tWLFCkmX9/ennnpK1atXd3JVN8eWLVu0cuVK3XnnnZKkMmXK6PTp03r11VftN7P5o48//lgdOnSQp6eno0t1qD+/z0nS+PHjVb9+fUnS1KlTNW7cOFWtWtVZJd5Ut/M+XpQ/HgNZWVlq2LChJkyYIBcXlwLzZWRkqEuXLjpw4IDat2/vpIpvjut5zy9JCLS4KTp37qzx48fb/x4zZowmT56sWrVq6fTp0woNDdWbb76pyMhIJSYmavHixZo7d64TK75+f2zrzz//rOjoaL300ktOrurWuXjxoqZMmaLg4GBj3thupaSkJC1fvlwLFiyQr6+vjh8/rhkzZig6Olqurq7OLu+mGDBggP2LekREhI4fP17ovJs2bVK7du0cVZpT/fl97nb1V9jHi/LHYyAqKkoffPCBevfufcV54+PjFRsba3ygzWPqez6B9ib69ddfNX/+fGVlZcnb21vz5s1TTEyMli5dKj8/PyUlJWnFihXas2eP1qxZI4vFooEDB6pz58565pln9Pvvv8vDw0PPP/+8ypQp4+zmXLfffvtNPj4+qlWrliSpQoUKio6Olru7u5Mru/lOnTolX19fDRkyRI899piSk5M1ePBgffXVVzp8+LC6dOmiuXPnKjs7W/fdd58ee+wxPfHEE/Ly8lLdunVltVp18OBB5ebmKjw8XNWqVXN2k/Kx2WyaPn26evToofbt2+uHH35QRESEMjMz5e/vr+nTp+uDDz7Qpk2bVKNGDWVnZ0v6X09tRkaGJk6cqMjISA0ZMkRVq1ZVQkKCRo0apfvuu0+vv/66vvvuO6Wmpio4ONiID4Tt27drwIAB8vX1lST5+/urfv36ateunXbv3i1JCg4O1pIlSzR9+nRduHBBpUuXVnh4uP05Jrlw4YK8vb0lSV9++aXWrVunixcvqnXr1mrZsqXi4uL04osvKiwsTOHh4Tp//rwqVqyoZ555RidPnizwnhgaGqqFCxeqVKlSxvfoHzp0SHPnzlW5cuV09uxZSdJ3332nxYsXS7p8vfRBgwY5s8TrcqV9vGHDhlq1apU+//zzfJ9no0ePtm/DvO05atQoValSRfHx8erZs6f69u3rzObcsN69e+uVV17R77//rpiYGHl5eWn69On2xzds2KCDBw+qffv2SkhI0Mcff6y0tDT17t1bvXr1cl7h16E47/lPPPGEatSooUOHDqlly5YKCQnRzp07C+QaRyPQ3kS//vqrxo8fr4CAAE2ePFm//PKLVq5cqVdffVUWi0W9e/eWzWbT66+/rhUrVsjFxUXDhw9XmzZtdOLECUVEROjQoUO6cOGCcYH2448/1uHDhyVJrVq1sv9cmce09lzNxx9/rIMHDyoxMVGNGjXSU089pYkTJ6pDhw568sknNXjwYH3yyScaOnSoli5dqqlTp8rf319TpkxRUlKSLl26pNDQUNWrV0+DBg1SZGSkkpKSlJaW5uymFbBmzRpVrVpVp0+fliQlJCRo5syZ8vPz05AhQ5Senq6NGzdq5cqVOnPmjMaMGVPoayUmJioqKkrJyclasGCB2rVrJ19fX7366quKi4vTihUrjAi0J0+eVIsWLfJNq1q1qipVqqQffvhBFotF9evX17vvvqvWrVurb9++2rJli9avX6/hw4c7qeprs379en366aeyWCxq2LChfTjByZMntWjRIrm6umrgwIEaOXKk6tatqylTpuj9999Xq1at1Lt3b7311lv6z3/+ozJlyhR4TzTZH9/nJMnLy0svvPCCKleurMGDB0uSlixZogULFqhcuXJ64oknFBgYaNwwhCvt45UqVdJ7772nFStW2D/PCpOcnKzZs2fL19dXQUFBxgfa8uXLa9euXbJYLIqOjtZPP/2k119/XU2aNJEk9evXT1WqVFGzZs10+PBhvfrqq0pNTdWECROMC7RFvednZGTo0qVL6tatmyZNmqS+fftq1KhRBXJN+/bt5eXl5dDaCbQ3UYUKFbRixQp5enoqMTFROTk5ysrKsoe5GjVq6MKFC6pUqZL9A6J69eo6d+6cBg0apKlTp8rLy0sTJkxwYiuuzx9/ijt58mSBn+D37t2rBg0aGNlD9Wd5bf3yyy/11ltvyc/PT9LlD7cKFSooISFBv//+u/z9/fXrr79qzpw5ki73dCUmJkqSfRze+PHjNWvWLOXk5Fw1DDpLx44dNW7cOA0dOlQdOnTQHXfcoUWLFsnLy0sXLlzQpUuXdOedd8rNzU2VKlWyr4s8ubn/u29L1apV5eXlZR+X5urqqnPnzik8PFyurq723t2Szs/PT8nJyflut52YmKgZM2bok08+kcViUefOnfXRRx+pZ8+ekqSGDRtq7969zir5mv3x51ZJGj16tCSpXLlyeu655+Tj46OcnJx8z/nll1906NAhbd++XVlZWQoMDFRAQECB90ST/XnIQVBQkP1Yrlu3riQpJydH5cuXlyTVq1dPJ06cMC7QFraP//rrr/k+zwpTpkwZe6fG7fDL3JkzZ3ThwgX98MMP9mOhsE4aV1dXzZgxQ76+vkbu70W95+e1KSAgQC4uLvL19dW5c+cK5JpTp045fMw1Vzm4iaKiohQUFKRp06bJw8NDubm5slgsunDhgjIyMvTrr7+qdOnSSkpKUmZmpi5duqRjx47Jw8NDSUlJevnll9W+fXt99NFHzm7KDalSpYoyMjLsvTG///675s2bd1u8sf1R+/btVb16db377rv2aV26dNGiRYvUpk0bSVK1atX03HPPKTIyUg899JD9Q8DFxUWXLl1STEyM5s+fr8GDB+vtt992Sjuuxt/fX56enpo4caKee+45LV68WGFhYZo0aZJsNptcXFx0+vRpZWZm6vTp0zp37pwkKSMjQzabTfHx8YW+dlxcnBISEhQeHq7AwEAHtejGde3aVW+99Za9Rz0+Pl4HDhxQ48aNFRcXpyNHjqhRo0aqXr26fvjhB0nSwYMHVaVKFWeWfVMsW7ZMzz33nEaOHCmr1SpJslgsys3N1V133aXBgwcrMjJSQUFBatSo0RXfEz08PHTu3DmlpaUpKSnJyS26MRUrVtSxY8fy7esuLi46d+6ccnNz9cMPP6hy5cpOrvLaFbaPN2zYMN/nmXQ5wFutViUnJ5fIX5luhvXr12vUqFFq2bKlIiMjNW3atHzjxvOOgdTUVG3btk2zZs1Snz59jPmS/kdFvefndVJYLBb7c8qVK1cg19xxxx0Or50e2hv05ptvasuWLZKkhx56SFOnTlXZsmXl6empM2fOaNSoURo7dqwqVKggT09Pubu7a8SIEQoJCVFOTo6CgoJUsWJFHTlyRMOGDZOXl5emTZvm5FbduKefflovvfSSsrOzlZWVpalTp96WZ0GHhIRoxIgR9jGGrVu31qxZszR16lT7488++6wuXryoOnXq5Ov1cnd3l81m05AhQ+Tl5aVx48Y5pQ3F0aJFC3300UeqVq2aRowYIV9fX91xxx06c+aMgoKCNGLECN111132XovAwEAFBQWpQYMG9nXzZ9WrV9fvv/9uPwYuXLjgyCZdN39/fw0ZMsT+S4q3t7eee+45ubm56e6775ab2+W31d69e2vGjBnavn27SpcurdmzZzux6pujWbNmGjJkiHx9fVW+fHllZGSofv36Cg8PV3h4uGbOnKl33nlH7u7uev7559WhQ4cC74m9e/e2nzFvWs/ln4ccdOzYUTNnzpSvr688PDwkSU888YSeeuop5eTkqFu3blftySypCtvHk5OT832eubq6qmfPngoODlbt2rVVqVIl5xZ+E+UNu8nNzdU999yjoKAgLVmyRKNGjZLVatVTTz2lhIQESZc7Lnbt2qXWrVurfPnyGjZsmMqUKSM3Nzd7x5Zprvae/2eurq4Fcs2Vrohyq1lSUlJyi54N12vjxo3q1auXsrKyNHjwYG3atMnZJQG4RRYuXKiHHnpId999t7NLAW46Ps9QktFDe4t5eXkpKChI2dnZCgoKcnY5AG6ROXPmKDc3lzCL2xafZyjJ6KEFAACA0TgpDAAAAEYj0AIAAMBoBFoAAAAYjUALACXQgQMHFBISokGDBumRRx7R+PHj7dc6feKJJ5SSklLkaxR3PgAwHVc5AIASJisrSxMnTtSSJUtUr149SdLWrVs1YcIEvf/++9qzZ0+xXqe48wGA6Qi0AFDCXLx4UWlpacrIyLBP69atm3x8fPT8889LunzTjpdffllxcXFatWqVLl26pHPnzql79+4aPXq0Zs2alW8+i8WiefPmKTk5WdnZ2ercubOGDRvmlPYBwM3GZbsAoARau3atIiMjdccdd6hJkyZq3ry5unTpIi8vL7Vs2VI7duxQ2bJlNWbMGIWFhalGjRo6deqUHn74YW3dulXlypWzz1euXDn78IX27dsrMzNTEyZMUJ8+fdS5c2dnNxUAbhg9tABQAj366KPq1auXYmNj9e2332rNmjVas2aNVq1aZZ/HYrFowYIF+uqrr7R9+3b98ssvys3NldVqVbly5ezzWa1Wffvtt0pNTVVkZKR92s8//0ygBXBbINACQAnz/fffa//+/Ro8eLDat2+v9u3ba8yYMRo4cGC+cbFWq1WDBw/Wfffdp6ZNm+rhhx/W559/rtzc/D+85eTkKDc3V8uXL5eXl5ckKSUlRR4eHg5tFwDcKlzlAABKmHLlymnFihX67rvv7NPOnDmjtLQ01alTR66ursrOztavv/6q9PR0hYSEqH379tq3b5+ysrJks9kkyT6fr6+vGjZsqLVr10qSLly4oBEjRuiLL75wRvMA4KZjDC0AlEAxMTGKiorS77//Lk9PT/n4+Cg4OFht2rTR9OnTdfjwYc2dO1dvv/229u3bJw8PD9WuXVtHjx7VhAkT8s330ksvydvbW/PmzVNSUpIuXbqkLl26aOTIkc5uJgDcFARaAAAAGI0hBwAAADAagRYAAABGI9ACAADAaARaAAAAGI1ACwAAAKMRaAEAAGA0Ai0AAACMRqAFAACA0f4fSleyPWTshJsAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize = (10, 8))\n", + "\n", + "plt.title('States with Highest Confirmed Cases', fontsize = 18)\n", + "\n", + "sns.barplot(x = 'State', y = 'Confirmed', data = max_confirmed, palette = theme)\n", + "\n", + "plt.xlabel('State', fontsize = 12)\n", + "plt.ylabel('No. of Cases', fontsize = 12)\n", + "\n", + "#plt.savefig('States with Highest Confirmed Cases.png', dpi = 300, transparent = True)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "#The above plot indicates that Lagos has the highest number of cases in comparison to other states" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "TODO B - Generate a plot that shows the Top 10 states in terms of Discharged Covid cases. Hint - Sort the values" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "#testing outcome, nlargest runs faster than sort sort_values()\n", + "max_discharged = ncdc_data.iloc[ncdc_data['Discharged'].nlargest(10).index]" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize = (10, 8))\n", + "\n", + "plt.title('States with Highest Discharged Cases', fontsize = 18)\n", + "\n", + "sns.barplot(x = 'State', y = 'Discharged', data = max_discharged, palette = theme)\n", + "\n", + "plt.xlabel('State', fontsize = 12)\n", + "plt.ylabel('No. of Cases', fontsize = 12)\n", + "\n", + "#plt.savefig('States with Highest Discharged Cases.png', dpi = 300, transparent = True)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "#The above plot indicates that Lagos has the highest number of discharged cases in comparison to other states" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "TODO D - Plot the top 10 Death cases" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "# After testing, nlargest runs faster than sort sort_values()\n", + "max_deaths = ncdc_data.iloc[ncdc_data['Dead'].nlargest(10).index]" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize = (10, 8))\n", + "\n", + "plt.title('States with Highest Death Cases', fontsize = 18)\n", + "\n", + "sns.barplot(x = 'State', y = 'Dead', data = max_deaths, palette = theme)\n", + "\n", + "plt.xlabel('State', fontsize = 12)\n", + "plt.ylabel('No. of Cases', fontsize = 12)\n", + "\n", + "#plt.savefig('States with Highest Discharged Cases.png', dpi = 300, transparent = True)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "#The above plot indicates that Lagos has the highest number of discharged cases in comparison to other states" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "TODO E - Generate a line plot for the total daily confirmed, recovered and death cases in Nigeria" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize = (12, 10))\n", + "plt.xticks(rotation = 90)\n", + "plt.ylabel('No. of cases', fontsize = 12)\n", + "plt.title('Daily report of confirmed, recovered and death cases', fontsize = 25)\n", + "\n", + "sns.lineplot(x = 'Date', y = 'Cases', data = ng_daily_confirmed, label = 'Confirmed', linewidth = 2)\n", + "sns.lineplot(x = 'Date', y = 'Cases', data = ng_daily_recovered, label = 'Recovered', linewidth = 2)\n", + "sns.lineplot(x = 'Date', y = 'Cases', data = ng_daily_death, label = 'Death', linewidth = 2)\n", + "\n", + "#plt.savefig('Daily report of Cases. png', dpi = 300, transparent = True)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "#The above plot shows\n", + "#1. a steady rise in the number of confirmed case\n", + "#2. a spontaneous decline in the number of death from September\n", + "#3. a decline in the number of recorvered given the decline in confirmed cases " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "TODO F - \n", + "* Determine the daily infection rate, you can use the Pandas `diff` method to find the derivate of the total cases.\n", + "* Generate a line plot for the above" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "daily_infection_rate = ng_daily_confirmed['Cases']. diff()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize = (15, 10))\n", + "plt.xticks(rotation = 90)\n", + "plt.ylabel('Infection Rate', fontsize = 12)\n", + "plt.xlabel('Date', fontsize = 12)\n", + "plt.title('Daily infection Rate', fontsize = 20)\n", + "\n", + "sns.lineplot(x = ng_daily_confirmed.Date, y = daily_infection_rate, linewidth = 1, color = 'darkgreen', palette = theme)\n", + "\n", + "\n", + "#plt.savefig('Daily Infection Rate. png', dpi = 300, transparebt = True)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "TODO G - \n", + "* Calculate maximum infection rate for a day (Number of new cases)\n", + "* Find the date" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximum infectionrate: 6158.0\n" + ] + } + ], + "source": [ + "print('Maximum infectionrate: ', daily_infection_rate.max())" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximum infection rate was recorde on: Date 2022-09-21 00:00:00\n", + "Cases 265008\n", + "dtype: object\n" + ] + } + ], + "source": [ + "print('Maximum infection rate was recorde on: ', ng_daily_confirmed.max())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "TODO H - Determine the relationship between the external dataset and the NCDC COVID-19 dataset. \n", + "Here you will generate a line plot of top 10 confirmed cases and the overall community vulnerability index on the same axis. From the graph, explain your observation.\n", + "
\n", + "Steps\n", + "* Combine the two dataset together on a common column(states)\n", + "* Create a new dataframe for plotting. This DataFrame will contain top 10 states in terms of confirmed cases i.e sort by confirmed cases. ** Hint: Check out Pandas [nlargest](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.nlargest.html) function. This [tutorial](https://cmdlinetips.com/2019/03/how-to-select-top-n-rows-with-the-largest-values-in-a-columns-in-pandas/) can help out ** \n", + "* Plot both variable on the same axis. Check out this [tutorial](http://kitchingroup.cheme.cmu.edu/blog/2013/09/13/Plotting-two-datasets-with-very-different-scales/)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "vulner_index = vulner_index.rename(columns = {'states' : 'State'})\n", + "\n", + "vulner_index['States'] = vulner_index['State'].replace('Abuja', 'Abuja')\n", + "vulner_index['State'].replace('Cross river', 'Cross River')\n", + "\n", + "merged_data = ncdc_data.merge(vulner_index, on = 'State', how = 'left')" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "mini_merged_data = merged_data.iloc[merged_data['Confirmed'].nlargest(10).index]" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize = (12, 10))\n", + "plt.title('Relationship between Confirmed Cases and Vulnerability Index', fontsize = 21)\n", + "\n", + "axis_1 = sns.pointplot(x = 'State', y = 'Confirmed', data = mini_merged_data, color = 'green', markers ='>')\n", + "\n", + "plt.xlabel('State', fontsize =11)\n", + "plt.ylabel('No. of cases', fontsize = 11)\n", + "\n", + "axis_2 = axis_1.twinx()\n", + "\n", + "sns.pointplot(x = 'State', y = 'Overall CCVI Index', data = mini_merged_data, ax = axis_2, color = 'red', markers = '>')\n", + " \n", + "plt.ylabel('COVID 19 Commuinty Vulnerability Index', fontsize = 11)\n", + "\n", + "#plt.savefig('Confirmed Cases and Vulnerability Index.png', dpi = 300, transparent = True)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "# Observation: The plot indicates an insignificant relationship between CCVI Index and COVID19 case confirmation. \n", + "#By this, the confirmation of cases has not be proven to be the reason behind the index position by state\n", + "# For instance, states with the highest number of confirmed cases tend to be the least vulnerable as depicted in the plot above\n", + "# the question will now be what makes the correlation insignificant.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "TODO I - Determine the relationship between the external dataset and the NCDC COVID-19 dataset. \n", + "* Here you will generate a regression plot between two variables to visualize the linear relationships - Confirmed Cases and Population Density.\n", + "Hint: Check out Seaborn [Regression Plot](https://seaborn.pydata.org/generated/seaborn.regplot.html).\n", + "* Provide a summary of your observation" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 8))\n", + "plt.title('Line that best fits the relation between Population Density and Confirmed Cases', fontsize = 18)\n", + "\n", + "sns.regplot(x = 'Population Density', y = 'Confirmed', data = mini_merged_data, color = 'darkgreen')\n", + "\n", + "plt.ylabel('No. of Cases', fontsize = 12)\n", + "plt.xlabel('Population Density', fontsize = 12)\n", + "\n", + "#plt.savefig('Regplot.png', dpi = 300, transparent = True)\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "# This plot shows a positive correlation between population density and confirmed cases of an area.\n", + "# Studied carefully though, the 'line of best fit' that sns.regplot() returns captures perfectly only one\n", + "# data point. This shows that the two features have at best a moderate correlation.\n", + "# This means that a city with high population per area will fairly likely have high COVID cases. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "TODO J - \n", + "* Provide more analyses by extending TODO G & H. Meaning, determine relationships between more features.\n", + "* Provide a detailed summary of your findings. \n", + "* Note that you can have as many as possible." + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize = (15, 12))\n", + "plt.title('Correlation between numerical features', fontsize = 19)\n", + "\n", + "sns.heatmap(merged_data.corr(), annot = True, cmap = theme, center = 0.1)\n", + "\n", + "#plt.savefig('Correlation between numerical features.png', dpi = 300, transparent = True)\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [], + "source": [ + "# The above plot shows the correlation degree between variables and inferences from this is as thus;\n", + "\n", + "#1 Acute IHR and confirmed have a weak correlation\n", + "# The weak correlation indicates that a progression of either variable has no effect on the other\n", + "\n", + "#2 socio-economic and age have a positive correlation\n", + "# By this, the socio-economic advancement indicates the viability of a population with regards to the age of the populace\n", + "\n", + "#3 The health system has a positive correlation with overall CCVI index\n", + "# Here, the evidence of development in affects health facilitation and the overall well-being of the populace.\n", + "\n", + "#4Transport availabity has positive correlation with overall CCVI index\n", + "\n", + "# 5. Transport and Population Density (Very strong and negative)\n", + "# This says transport systems get clogged when there is a higher concentration of people to an area.\n", + "\n", + "# 6. Number of Admitted Cases and Transport Availability (Very weak and negative)\n", + "# This says there is no relation between the quality of transport of a place to admitted cases.\n", + "\n", + "# 7. Number of Confirmed Cases and Population (Strong and positive) \n", + "# The number of confirmed cases will definitely grow higher with population increase.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "figure, axes = plt.subplots(1, 2, figsize = (15, 8))\n", + "\n", + "xticklabels = axes[0].get_xticklabels()\n", + "\n", + "axes[0].set_xticklabels(xticklabels, rotation = 90)\n", + "axes[0].set_title('Correlation between Overall CCVI Index and other features', fontsize = 12)\n", + "axes[0].set_ylabel('Overall CCVI Index', fontsize = 12)\n", + "\n", + "axes[1].set_xticklabels(xticklabels, rotation = 90)\n", + "axes[1].set_title('Correlation between Confirmed Cases and other features', fontsize = 12)\n", + "axes[1].set_ylabel('No. of Cases', fontsize = 12)\n", + "sns.barplot(x = merged_data.corr().columns, y = merged_data.corr()['Overall CCVI Index'], ax = axes[0], palette = theme)\n", + "sns.barplot(x = merged_data.corr().columns, y = merged_data.corr()['Confirmed'], ax = axes[1], palette = theme)\n", + "\n", + "#plt.savefig('Correlation between main features and others.png', dpi = 300, transparent = True)\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "# This plot shows the correlation between all other variables and the two main varibles (Vulnerability Index and Number of Confirmed Cases)# From it, we get the features that drive our main variables the most.\n", + "\n", + "# For Overall CCVI Index we have Socio-Economic status, Transport, Fragility and Health System as the main drivers. This will be proven below\n", + "# by plotting their relationship.\n", + "\n", + "# As for Number of Confirmed Cases, Population seems to be the biggest driver (This is not taking into consideration obvious drivers like\n", + "# Number of Admitted, Discharged and Dead patients). \n" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_relation(m_feature, features):\n", + " for feature in features:\n", + " if feature != m_feature: \n", + " \n", + " plt.figure(figsize = (15, 12))\n", + " plt.title('Relationship between ' + m_feature + ' and ' + feature, fontsize = 20)\n", + "\n", + " axis_1 = sns.pointplot(x = 'State', y = m_feature, data = merged_data, color = 'darkorange')\n", + "\n", + " plt.xlabel('State', fontsize = 12)\n", + " plt.ylabel(m_feature, fontsize = 12)\n", + " plt.xticks(rotation = 90)\n", + "\n", + " axis_2 = axis_1.twinx()\n", + "\n", + " sns.pointplot(x = 'State', y = feature, data = merged_data, ax = axis_2, color = 'darkblue')\n", + " \n", + " #plt.savefig(str('Relationship between ' + m_feature + ' and ' + feature + '.png'), dpi = 300, transparent = True)\n", + " \n", + " plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top_relating_features = merged_data.corr()['Overall CCVI Index'].abs().nlargest(5)\n", + "plot_relation('Overall CCVI Index', top_relating_features.index)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "# The plot points closely tracking each other show very strong correlation to Vulnerability Index" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize = (15, 12))\n", + "plt.title('Relationship between Age and Acute IHR', fontsize = 25)\n", + "\n", + "axis_1 = sns.pointplot(x = 'State', y = 'Acute IHR', data = merged_data, color = 'darkorange', markers = 'o')\n", + "\n", + "plt.xlabel('State', fontsize = 12)\n", + "plt.ylabel('Acute IHR', fontsize = 12)\n", + "plt.xticks(rotation = 90)\n", + "\n", + "axis_2 = axis_1.twinx()\n", + "\n", + "sns.pointplot(x = 'State', y = 'Age', data = merged_data, ax = axis_2, color = 'darkblue', markers = 'o')\n", + "\n", + "plt.ylabel('Age', fontsize = 12)\n", + "\n", + "#plt.savefig('Relationship between Age and Acute IHR.png', dpi = 300, transparent = True)\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "# It is interesting to see the data conform strongly with the fact that the elderly in any place generally need greater health care than the youngsters. " + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "budget_data = budget_data.melt(id_vars = 'states', value_vars = ['Initial_budget (Bn)', 'Revised_budget (Bn)'], var_name = 'Budget Type', value_name = 'Budget Value')" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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oklSxYkXly5dPf/75p6k1fcuWLSpdunSyCyxLhIeHW23pXT8/P929e1crVqzQ5s2bJUm1atXSZ599phkzZqTYKn7lyhVJD4ZFTZ069Yn3CQ4OfuY9MK5evaqkpKQUhwi5ublJkq5fvy5Jj4WQrFmzKmvWrM/0WEbG+QbG5aAfVqRIEe3bt880lEl68Nl4mLG34VnDb86cOfXBBx/ogw8+UHx8vP7v//5Pc+bM0cmTJzVv3jz1798/xd91dHTUnj17tGPHDgUFBeny5cuKiIiQlDwcP8rYw7ZixQqtWLHiife5ceOGXn311afWvXTp0o+t1tWwYUN9/PHHmjx5st555x25uLg8tQyj8PBwRUVFJVuEwejh9yI8PFwRERFPDJxFihRJ9vOVK1cUGxur+vXrP/ExnxaUW7ZsqX379mnlypVauXKlPD09VbNmTb333numAArg5UE4AZBhDAaDypcvr9OnTys+Pj7F+RezZs3S1atX9cUXX8jDw0OvvvqqTp48qdjY2BTnnSQlJenIkSMqUKBAsiFgBoNB9evX19KlSxUeHq579+49to+FJSIjI3X16lXVqFHDKuXZ2dmpb9++atu2rS5fvqy8efMqf/78mjlzpuzt7ZUvX74n/l5iYqIkqXPnzipfvvwT7/PoBeTTJCQkyM3NTWPHjn3iceP7YAwC1ug5etpFvfGYo6Oj4uLizH7MCxcuaMOGDWrcuLFpuJH0oDekevXqeu2119SsWbOnTr5OSkrSt99+q82bN+vVV19V+fLl1bx5c1WsWFHdunV76uMbX6+WLVuaehEeZZyb8rycnZ1Vs2ZNLVu2TIGBgSpVqlSK9zV+XiQlGz74qIffE2OvlZOT02P3e/S2xMREvfrqq6b5KY962jBNd3d3zZkzR8eOHdOOHTv0999/a8WKFVq1apWGDRtm8SIWAGwL4QRAhqpbt64OHTqkrVu3PvEiIyYmRuvXr1diYqKpN6JRo0Y6ePCg1q1b99jwIaMdO3bo6tWrT9yno1GjRlq0aJF27dqlsLAw2dvbp9ii+7z++usvJSUlqXbt2lYp748//pCHh4cqV66sXLlymW7/999/Vbp06RTDmXEPkSxZsjy2CtPJkycVHh7+1AUFHuXp6an9+/erTJkyj/WA/PXXX6YeHGNYunLlSrKeqJs3b2ry5Mlq1arVMy86YJyTcenSJZUrVy7ZscDAQLm6uipbtmy6d+/eMz+PR4WHh2vJkiVydXVNFk6MXF1dlT9//qfOD/r333+1efNm+fn5qXPnzqbb4+PjFR4e/tQ5EcbnaG9v/9j7dOHCBV27du2ZezyexBgmjIHD+Dzi4uKSBYiHh75lz55dbm5uCgoKeqy8h+dS5cyZU1myZHni/S5fvpzs5/z58ysqKuqx5xgREaH/+7//e+pwv8DAQN27d0/ly5dX+fLl1aNHD124cEGdO3fWzz//TDgBXjLMOQGQod5//33lz59fkydP1vnz55MdS0hI0NixYxUaGqo2bdqYelaaNm2q8uXLa/r06aaJ4Q8LCAjQ6NGj5enpqc8+++yx48WKFVPx4sW1Z88e7dq1S1WqVHmuSfkpCQkJkb+//xPH3Jtr2bJl+uGHH5LNrdi9e7eOHDmS4maSkuTj4yMPDw/98ssvyeY8REZGasCAAfruu++ead6OUa1atSRJCxYsSHb7rl271L9/f/3xxx+SZOoxenhfGknasGGDtm7dato7xc7OLllr/ZMYN8NctGhRshb706dP68CBA6pRo4bFPTQVKlRQ/vz59csvvzz2+ZMeBLmAgIBkYdN4gW+sv3HltEeHBa5bt04xMTHJhpUZX3Pj8/Hw8FCZMmW0YcMG0zBE6UGwGTlypAYMGJDsvX8eMTEx2rFjh3LkyGHqfTEG3ICAANP9goODky2jbDAY5Ovrq3379iV7Ta5du6Y9e/Ykex1q1aqlv//+O1loiYiIMA1BNKpdu7bOnj372NySH3/8UQMGDDA9zqOvjyRNmDBBX375ZbLPcZEiRZQ1a9ZUF5UA8OKh5wRAhnJ2dta4cePUs2dPtWvXTg0aNJCPj4/Cw8P1559/KiAgQG+//bY+/vhj0+/Y2dlp3Lhx6tevn3r37q26deuqSpUqsrOz0/Hjx7Vp0ybly5dPP/zwQ4obCTZq1Eg//vijYmJiNGTIkOeu944dO0w9ObGxsbp06ZI2btyo2NhYTZ482aLW7oe1adNG/fv3V9++fVW3bl1dv35dP//8s954442nBiAHBwf169dPAwcO1GeffaZmzZrJ2dlZ69at040bNzRixIinLmP8qBo1aqh27dpasmSJrl69atqrZOXKlcqXL58++eQTSQ8moTdr1ky//PKLbt26papVq5pW8GrcuLFpjkCOHDl09uxZrVq1SpUqVXri0KVixYqpdevW+uWXX9SjRw/VqVNHISEhWrlypbJmzaru3bs/56v5OHt7e3333Xfq1auX2rZtq/r168vHx0cODg46deqUNm7cqDJlyuijjz4y/Y5xbou/v78qV66sChUqyM3NTZMmTdKNGzeUNWtWHTx4UFu2bJGzs3Oynh3jZ2bx4sV68803Vbt2bX355Zfq3r272rRpow8++EDZs2fXH3/8oePHj6t79+7PNH9p//79unnzpunn0NBQ/fbbb7p+/boGDBhgeq/r1aunhQsXatCgQfr4448VGxurlStXKk+ePMl6QLp06aI9e/aoS5cu+uijj2Rvb68VK1YoS5YspmF00oNhg3v27JGfn59atWolJycnrVmzxjTfxhge27Ztq7/++kvffPONWrRoIW9vbx0+fFj//e9/9eabb5p2hM+ePbvs7Oy0c+dO5cuXT3Xr1tXHH3+sL774Qp06dVKTJk3k5OSkHTt26MqVKxo2bNhzvNsAXgSGsLCwlAf1AkA6uXnzppYvX649e/YoODhYiYmJKl68uJo3b66mTZs+sYU8Li5OGzdu1G+//abAwEAlJCSoYMGCqlevnlq0aGFa/vVJgoOD1axZMzk5OWnTpk1PDDEbNmzQiBEj9O2336pp06aSHmxW9+jO7G5ubsqTJ4/KlSunNm3aPHECd2qaNWum/Pnza/bs2Y8d27x5sxYuXKjLly8rZ86catiwodq1a/dMAci4H8ipU6dkMBhUrFgxtW3b1tQTIj24yJ43b57WrVtnGmb0pPrEx8dr0aJF2rhxo65fv64cOXKoSpUq6tKlS7K5L8bNGo1BKF++fGrcuLHatGljmqS+d+9ejRkzRiEhIfLz81OHDh2eWH/j5oarV69WUFCQsmbNqjfeeEOdO3c2DV27du2a3n//fX3++efq1KmT6XdTuv1Jrl+/riVLlmj//v26deuWkpKSVLBgQdWvX18ff/xxsiFQxgv+s2fPqnLlypo6daqOHDmi6dOn6+zZs3J0dFThwoX14Ycf6sSJE/rll1+0YcMG5cqVS3fv3tWAAQN0+PBheXp6mibBnz59Wv7+/jp8+LDi4+Pl5eWl1q1bmz53KTG+dw+zs7OTu7u7SpQooQ8++OCxFa3+/PNPzZ8/X4GBgcqbN68+/vhjxcTEaOrUqTpw4IDpfoGBgZo2bZoOHjwoJycn00aUP/30U7L7BQQEaOrUqTp69KicnZ3VuHFj2dvba8mSJdq4caOpV/L27dvy9/fXrl27FBERobx586p+/fpq27Ztss/ywoULtXjxYlPQr1y5snbv3q2FCxfq4sWLio2NVbFixfTxxx9bbTgmANtBOAEAAGYJDQ1Vjhw5Hms8+OGHH7RmzRrt2rXruXroAIDBmgAAwCwDBgzQhx9+mGz+UExMjHbv3q0SJUoQTAA8N84aAADALI0aNdKoUaPUp08f1a5dW3Fxcfrvf/+rmzdvPnVfGABICcO6AACA2TZt2qTly5crMDBQBoNBZcqUkZ+fnypVqpTRVQPwAiKcAAAAALAJzDkBAAAAYBMIJwAAAABsAuEEAAAAgE0gnAAAAACwCYQTAAAAADaBfU4AAABgkxITExUaGqr4+HgZDIaMrg7MkJSUpOzZs8vV1fWZ7k84AQAAgE0KDQ1VlixZlCVLloyuCswUHx+v0NDQZw4nDOsCAACATYqPjyeYvOAcHByUmJj4zPcnnAAAAMAmMZTr5fA87yPDugAAAICHHDx4UIMGDVKRIkWUkJAgZ2dnjRgxQjlz5kz1dzds2KBr166pU6dOz/x458+f171791ShQgXTbf3791dYWJguXbqkXLlyKWvWrGrUqJGaNWtm1nN6URBOAAAAgEdUr15dQ4cOlSStWbNGS5YsUa9evdLksf788095enomCydjxoyRJA0fPlxNmzZV5cqV0+SxbQ3hBAAAAHiKu3fvKk+ePJKkZs2aaf369ZKkFi1aaM2aNTp//ry+//57ubq6yt7eXuXKlVNMTIwGDx6siIgIeXl56dq1a5oxY4Y2bdqkFStWyGAw6L333lONGjX0+++/y8nJST4+PvL29k6xHqtXr1ZYWJj8/PwUFhamr7/+Wu+995527typyMhIRUZGqm/fvnrttdcee5wXpceFOScAAADAI/bu3asuXbqoXbt2Wrp0qWrVqpXifefOnavevXtrxowZKlKkiKQHw7tKlSolf39/vfPOO0pISFBYWJiWLFmiOXPmyN/fX5s2bVJiYqKaNGmitm3bPjWYSFKDBg20bds2SdLmzZvVoEEDSQ+W6505c6ZGjRqlqVOnPvFxbt68aZ0XJo3RcwIAAAA84uFhXYcPH9bIkSM1a9asZPdJSkqSJF24cEFlypSRJL366qs6f/68Lly4YAo0r732miTp6tWrCgkJUc+ePSVJERERunLlyjPXyd3dXUWKFNGpU6f0559/avz48dqxY4cqVaokSSpYsKBCQ0NTfBxj748to+cEAAAAeIrcuXMrPj5ekhQbG6u4uDjdvn1bISEhkqRChQrpyJEjkqTTp09Lkry8vHTixAlJ0vHjxyVJnp6eKlCggGbOnKlZs2bp7bfflpeXlwwGgynopObdd9/VkiVL5OHhoaxZs0qSTp48KUkKDAxUtmzZUnycFwE9JwAAAMAjjMO67OzsdP/+fVMvxPvvvy8/Pz95eXnJ09NTkvT1119r0KBBWrBggdzc3FSiRAk1a9ZMw4YNU5cuXZQ7d27Z29srR44cat68uTp16qTY2FhVqlRJuXLlUqlSpTRz5kwVL17c1AOTkqpVq2rkyJEaMGCA6bZr166pa9euio2NVf/+/VN8nBeBISws7NliGgAAAJCOgoODlTdv3oyuhlmOHj2quLg4ValSRQcPHtSGDRtMw8Qscf/+fXXp0kX+/v6yt7c3a+ni9PY87yM9JwAAAICV5c+fXwMHDtScOXPk4OCg/v37W1xmYGCgBgwYID8/P9nb21uhlraHnhMAAADYpBe55wT/8zzvIxPiAQAAANgEwgkAAAAAm0A4AQAAAGATCCcAAAAAbAKrdQEAAJM7keGKjYtL8bizk5NyuGdPxxoBD6T22XxWT/sMX7t2TVOnTtWYMWOeeHz06NEaMGCAtmzZotq1a+vQoUOKiYlR3bp1H7vv8OHD9emnn6pYsWKPHevSpYsmTpyoLFmyPFOdz58/ryVLljzzUsRhYWE6duyYaYd6o/379ysqKkpnz57Vtm3blD17dkVFRalTp06qWbPmE8tat26dSpUqler+K9ZCOAEAACaxcXGq1L1hiscPzdiUjrUB/ie1z+azsuQzbNz4cPXq1apRo4aqV69ucX3Swvnz53Xo0KHHwsnatWs1evRonT17Vt26dVOtWrUUFRWlHj16pBhOGjdurOHDh+v7779Pj6oTTgAAAIBHde7cWfnz59f58+fVrFkzffDBB2rTpo369u2rgIAAjR07VlWrVlVUVJTq16+vkSNHKjo6WgkJCfrhhx9SLX/MmDG6cuWKmjZtqhYtWqhNmzZatGiRoqKi1LdvX82ePVujR4/WhQsXlCtXLrm6uio+Pl5DhgxRaGiosmfPrgIFCqhXr14aNWqULl++LHd3dw0bNkwrV67U8ePHVatWLVWqVEmSFBAQoDx58shgMCSrR1RUlNzd3SU96O1xdnbWhQsX5OnpqWHDhsnJyUn29vbptqwzc04AAACARwQHB6t79+7y9/fX6tWrTbe/9tprKlmypL755hvTbVevXtUnn3yiGTNmqGTJkjp8+HCq5bdu3Vpz587Vb7/9ppiYmMeOnzp1SjExMZo7d67eeustSdLevXtVuHBhzZkzRyVKlJAk7dy5Uzly5NDs2bPVpEkTrVixQi1btlS9evVMwUR6sGN90aJFTT/PnDlTXbp0UZs2bZL1AFWqVEn+/v66fPmyQkJCJEleXl46fvz4M75ylqHnBAAAAHhEtmzZlDt3bkmSo6PjU++bI0cOzZkzR7/99psuX76cLBQ8icFgUJkyZWRnZ6cCBQro9u3bpmNJSQ/2R7927ZpKliwpSfLx8dHevXt18eJFlS5dWpJUrlw5HThwQJcuXdLOnTt19OhRJSQkqFSpUk98zIiIiGThxDisKz4+Xj169FDt2rUlSd7e3pKk3LlzK+7/z/HJmTOnIiIinvqcrIWeEwAAAOA5GAwGU4iQpGXLlql+/fr69ttvlStXrmTHniQpKUnnzp1TfHy8rly5Ig8PD0VFRSkxMVHnz5+XJBUpUkQnTpyQJJ09e1aSVLBgQZ05c0aSTP8WLFhQjRo10uzZs9WrVy9VrVr1sfpJ0iuvvKJ79+49VhcHBwdly5ZN8fHxpuf2qMjISL3yyivP8tJYjJ4TAAAA2DxnJyerLMjg7ORkcRllypTRsGHDVKdOHUnSm2++qQkTJuinn36Sq6trsp6QJ7G3t9fy5ct18eJFtWzZUs7OzvL19VWHDh3k4+MjV1dXFStWTAULFlSHDh1UoEABOTg4qHbt2tq6dau6du0qBwcHlSpVSr6+vho5cqQ6d+6s+/fva9iwYXJ2dtbevXv1xhtv6I033pAklS9fXr/99pupDjNnztTPP/+sxMRElS9fXl5eXinW9+zZs2rUqJHFr9uzMISFhT092gEAgEzjRuitVFfrypczdzrWCJlZek3CflGcP39et2/fVrVq1UxBqHXr1s/8+19//bXGjh37xN6RlMTFxWnEiBEaOXKkOVWW9HzvIz0nAAAAQBrYvXu3lixZkuy20qVL64svvjCrvLx582ry5MmaNWuW3N3dNWrUqOf6/ebNm2vbtm2mCfbP4vfff9fHH3/8vFU1Gz0nAADAhJ4T2BJ6Tl4Oz/M+MiEeAAAAgE0gnAAAAACwCYQTAAAAADaBCfEAAACweXfuhSv2fpzF5Tg7OimHW/YnHjt48KCGDh2qggULKikpSXfv3tWAAQNUvnz5Zyp74sSJ6tatm1xcXJ6rTv3791evXr3k6en52LEuXbpo4sSJypIlyzOVdf78eS1ZskRDhw59pvuHhYXp2LFjqlWrVrLb9+/fr6ioKJ09e1bbtm1T9uzZFRUVpU6dOqlmzZpPLGvdunUqVaqUypQp80yP/SSEEwAAANi82PtxqvJNM4vL+Wfs+qcer1evnnr37i3pwf4ec+fO1bhx456p7L59+1pcv/R2/vx5HTp06LFwsnbtWo0ePVpnz5417SYfFRWlHj16pBhOGjdurOHDh+v77783uz6EEwAAAOAJbt26JXd3d0nSmjVr9Pvvv8ve3l5fffWV/v77bxUoUEDvvPOOVq5cKVdXV23YsEETJ07UvHnzdPz4cSUlJWnYsGHKlSuXhg0bpvDwcOXJk0dDhgxRQECAxowZo1deeUWhoaFPrceYMWN05coVNW3aVC1atFCbNm20aNEiRUVFqW/fvpo9e7ZGjx6tCxcuKFeuXHJ1dVV8fLyGDBmi0NBQZc+eXQUKFFCvXr00atQoXb58We7u7ho2bJhWrlyp48ePq1atWqpUqZIkKSAgQHny5HlsP5SoqCjT6zF8+HA5OzvrwoUL8vT01LBhw+Tk5CR7e3uLVlljzgkAAADw/23ZskUdO3ZUkyZN9Ouvv6pbt266c+eOtmzZorlz52rUqFGaOXOm6tWrp7/++kuStGvXLvn6+prK2Ldvn8aPH6+vvvpKkZGRWrdunV5//XXNmjVLpUqV0tatWzV//nyNGjVKEydOVEJCwlPr1Lp1a82dO1e//fabYmJiHjt+6tQpxcTEaO7cuaY9TPbu3avChQtrzpw5KlGihCRp586dypEjh2bPnq0mTZpoxYoVatmyperVq2cKJpJ09OhRFS1a1PTzzJkz1aVLF7Vp00bVq1c33V6pUiX5+/vr8uXLCgkJkSR5eXnp+PHjz/mq/w89JwAAAMD/ZxzWtWvXLv3888/KmTOnTp48qcuXL6tbt26SHuya7unpqYiICF29elVubm6mHgVJ6t27t0aMGKGEhAR169ZNly5d0smTJ/XHH38oLi5Ovr6+unPnjgoWLChJKlmyZIr1MRgMKlOmjOzs7FSgQAHdvn3bdCwp6cF2hdeuXTOV4ePjo7179+rixYsqXbq0JKlcuXI6cOCALl26pJ07d+ro0aNKSEhQqVKlnviYERERycKJcVhXfHy8evToodq1a0uSvL29JUm5c+dWXNyD+UA5c+ZURETEc7ziyaV5OJk0aZKqVKmiatWqaeTIkbpx44Zy5Mih77//XqGhoRoyZIgSEhLUqlUrNWjQwNTFZTAY1K1bN1WuXDmtqwgAAAAkU6tWLe3atUtr1qyRr6+vSpYsqYkTJyosLEwbNmww3Wf8+PFq2rSp6fcSExP1zz//aPz48Tp06JCWL1+uokWLqnLlyqpXr552794tNzc3nTx5UhcvXpSXl5fOnz+fYj2SkpJ07tw5eXt768qVK/Lw8FBUVJQSExNNv1ekSBH9+eefkh7Mk5GkggUL6syZM6pbt67OnDljuq1Ro0Zq27atjh07ptDQUBkMBlPIMXrllVd07969x+ri4OCgbNmyKT4+XpIeG/YlSZGRkabQZY40G9aVkJCgoUOHavv27ZKk9evXq3z58qbuplu3bmnBggXq3r27Zs+erVWrVikuLk6zZs3SqFGjNGXKFM2ZMyetqgcAAAA8VdeuXbVs2TK5uLioWrVq6tixo7p3765ChQpJkt555x0dPXpUNWrUMP2OnZ2dEhMT1aZNG82ePVvNmzdX8+bNTcPFfv75ZxUpUkTdu3fX8OHD1atXLzk5OaVYB3t7ey1fvlwdO3ZUy5Yt5ezsLF9fX3Xo0EGbNm2Sq6urihUrpoIFC6pDhw6moWa1a9dWUFCQunbtqoMHD8re3l6+vr66dOmSOnfurEmTJqlo0aIqUKCA9u7dq3379pkes3z58goICDD9PHPmTHXt2lWdO3dW4cKF5eXllWJ9z549+8yrmz2JISwsLCn1uz2/+/fv659//tGxY8dUpkwZbdy4UUWLFtXhw4dVuXJl+fn5qUOHDpo/f74MBoNGjx6tFi1aaMyYMVqwYIEkqWfPnvr++++VLVu2tKgiAAB4xI3QW6rUvWGKxw/N2KR8OXOnY42QmT08sTo9lhJ+mZw/f163b99WtWrV9NNPP8nV1VWtW7d+5t//+uuvNXbs2Cf2jqQkLi5OI0aM0MiRI5Pd/jwT5NNsWJejo6OqV6+uY8eOSXowdi1LliyaOXOmBg4cqOPHjysxMdH0hF1cXBQVFZWsW8nV1VXR0dHPFE6CgoLS5okAAJCJ2Lum3IIrPRgZwXcu0lNsbKwkKYuDi7I4PN/+IamVaUv+/vtvLVu2LNltpUqVUo8ePcwqL0eOHJo4caJmzJghd3d3DR8+/Lmed9OmTbV58+ZkE/1T8+uvv+qDDz547HFiY2MfO28ULlz4iWWk24T4rFmzqkqVKpKkypUr69y5c7Kz+9+osujoaLm7uydLZ9HR0XJzc3um8lN6ggAA4NndCL311OP29vYqwHcu0klwcLCcnZ0zuhrpom7duqpbt67VynN2dtaMGTPM/n3jpPfn0bJlyxTr8qw9J+m2lHDZsmX1zz//SJJOnjypwoULy9vbW0ePHlV8fLzOnTsnLy8vZcuWTcHBwYqMjEy2ljIAAAAyl0cnauPF9DzvY7r1nLRo0UJDhw7VX3/9pVKlSqlSpUrKly+fhg8frujoaLVs2VJOTk7q2rWrBgwYoPj4eHXt2jW9qgcAAAAb4+DgoKioKGXJkiWjqwIzxcfHJxstlZo0mxAPAABePEyIhy1JTExUaGio4uPjn2tiNmxHUlKSsmfPLldX12e6P5swAgAAwCbZ2dnJw8Mjo6uBdJRuc04AAAAA4GkIJwAAAABsAuEEAAAAgE0gnAAAAACwCYQTAAAAADaBcAIAAADAJhBOAAAAANgEwgkAAAAAm0A4AQAAAGATCCcAAAAAbALhBAAAAIBNIJwAAAAAsAmEEwAAAAA2gXACAAAAwCYQTgAAAADYBMIJAAAAAJtAOAEAAABgEwgnAAAAAGwC4QQAAACATSCcAAAAALAJhBMAAAAANoFwAgAAAMAmEE4AAAAA2ATCCQAAAACbQDgBAAAAYBMIJwAAAABsAuEEAAAAgE0gnAAAAACwCYQTAAAAADaBcAIAAADAJhBOAAAAANgEwgkAAAAAm0A4AQAAAGATCCcAAAAAbALhBAAAAIBNIJwAAAAAsAmEEwAAAAA2gXACAAAAwCYQTgAAAADYBMIJAAAAAJtAOAEAAABgEwgnAAAAAGwC4QQAAACATSCcAAAAALAJaR5OJk2apF27dpl+XrdunaZMmSJJCg4OVqdOneTn56c//vhDkhQQEKAOHTrIz89PBw8eTOvqAQAAALARaRZOEhISNHToUG3fvt10W1RUlBYvXmz6ecGCBerevbtmz56tVatWKS4uTrNmzdKoUaM0ZcoUzZkzJ62qBwAAAMDGpFk4SUxMVMOGDdWkSRPTbQsXLlTTpk1NPwcEBKhChQpydHSUt7e3Ll68qLCwMOXLl0/u7u5ydnZWREREWlURAAAAgA1xSKuCHR0dVb16dR07dkySdOPGDd24cUPvvfeedu/eLelBgDEYDJIkFxcXRUVFKSkpyVSGq6uroqOjlS1btlQfLygoKA2eBQAAmYu9q9NTjyckJPCdC8BihQsXfuLtaRZOHuXv76+OHTsqODjYdJud3f86bqKjo+Xu7m4KK8bb3Nzcnqn8lJ4gAAB4djdCbz31uL29vQrwnQsgjaRbODl27JhGjhypu3fvKjw8XJUrV5a3t7eOHj0qHx8fnTt3Tl5eXsqWLZuCg4Pl5uamqKgoubu7p1cVAQAAAGSgdAsnK1eulCQdPHhQu3fvVs2aNeXt7a3hw4crOjpaLVu2lJOTk7p27aoBAwYoPj5eXbt2Ta/qAQAAAMhghrCwsKTU7wYAADKDG6G3VKl7wxSPH5qxSfly5k7HGgHITNiEEQAAAIBNIJwAAAAAsAmEEwAAAAA2gXACAAAAwCYQTgAAAADYBMIJAAAAAJtAOAEAAABgEwgnAAAAAGwC4QQAAACATSCcAAAAALAJhBMAAAAANoFwAgAAAMAmEE4AAAAA2ATCCQAAAACbQDgBAAAAYBMIJwAAAABsAuEEAAAAgE0gnAAAAACwCYQTAAAAADaBcAIAAADAJhBOAAAAANgEwgkAAAAAm0A4AQAAAGATCCcAAAAAbALhBAAAAIBNIJwAAAAAsAmEEwAAAAA2gXACAAAAwCYQTgAAAADYBMIJAAAAAJtAOAEAAABgEwgnAAAAAGwC4QQAAACATSCcAAAAALAJhBMAAAAANoFwAgAAAMAmEE4AAAAA2ATCCQAAAACbQDgBAAAAYBMIJwAAAABsAuEEAAAAgE0gnAAAAACwCYQTAAAAADaBcAIAAADAJhBOAAAAANiENA8nkyZN0q5du3Tjxg117dpVHTt21NixYyVJwcHB6tSpk/z8/PTHH39IkgICAtShQwf5+fnp4MGDaV09AAAAADYizcJJQkKChg4dqu3bt0uSFi1aJD8/P82dO1dRUVE6efKkFixYoO7du2v27NlatWqV4uLiNGvWLI0aNUpTpkzRnDlz0qp6AAAAAGyMQ1oVnJiYqIYNG6pAgQKSpE6dOilr1qySHgQXBwcHBQQE6JtvvpHBYJC3t7cuXryosLAw5cuXT5Lk7OysiIgIZcuWLa2qCQAAAMBGpFk4cXR0VPXq1XXs2DFJ0iuvvCJJ2r59u2JiYlSyZEklJibKYDBIklxcXBQVFaWkpCRTGa6uroqOjn6mcBIUFGT9JwEAQCZj7+r01OMJCQl85wKwWOHChZ94e5qFkyfZtm2bli9frgkTJkiS7Oz+N6osOjpa7u7uprBivM3Nze2Zyk7pCQIAgGd3I/TWU4/b29urAN+5ANJIuq3W9e+//+qXX37RpEmT5O7uLkny9vbW0aNHFR8fr3PnzsnLy0vZsmVTcHCwIiMjFRUVZbovAAAAgJdbuvWc+Pv7Kzw8XH379pUkdevWTR06dNDw4cMVHR2tli1bysnJSV27dtWAAQMUHx+vrl27plf1AAAAAGQwQ1hYWFLqdwMAAJnBjdBbqtS9YYrHD83YpHw5c6djjQBkJmzCCAAAAMAmEE4AAAAA2ATCCQAAAACbQDgBAAAAYBMIJwAAAABsAuEEAAAAgE0gnAAAAACwCYQTAAAAADaBcAIAAADAJhBOAAAAANgEwgkAAAAAm0A4AQAAAGATCCcAAAAAbALhBAAAAIBNIJwAAAAAsAmEEwAAAAA2gXACAAAAwCYQTgAAAADYBMIJAAAAAJtAOAEAAABgEwgnAAAAAGwC4QQAAACATXDI6AoAL6M7keGKjYtL8bizk5NyuGdPxxoBAADYPsIJkAZi4+JUqXvDFI8fmrEpHWsDAADwYmBYFwAAAACbQDgBAAAAYBMIJwAAAABsAuEEAAAAgE0gnAAAAACwCYQTAAAAADaBcAIAAADAJhBOAAAAANiEp27CGBcXp7Vr12r79u0KDAyUnZ2dihQporfffltNmzaVo6NjetUTAAAAwEsuxXBy6NAhjR8/Xq+++qpatWqlAgUKyN7eXteuXdO+ffvUtm1b9enTR1WrVk3P+gIAAAB4SaUYTnbt2iV/f3+5u7snu71YsWKqVauWIiMjNW/ePMIJAAAAAKtIMZz07t37qb/o7u6uL774wtr1AQAAAJBJPXXOiSTdvn1ba9asUUREhJKSkky39+vXL00rBgAAACBzSTWcDB06VC4uLipZsqQMBkN61AkAAABAJpRqOLl586ZWrFiRHnUBAAAAkImlus9Jvnz5FB0dnR51AQAAAJCJpdpz4uHhoU8//VSVKlWSs7Oz6XbmnAAAAACwplTDSf78+ZU/f/70qAsAAACATCzVcNKxY0fT/+/cuaMcOXKkaYUAAAAAZE4phpPbt2/L399fHh4eeu+999SrVy8FBgYqf/78+uGHH1S8ePH0rCcAAACAl1yKE+JHjRole3t7XblyRZ9//rnq16+vrVu3qnPnzpowYUJ61hEAAABAJpBiOLly5Yq+/vprDRkyRLGxsfLz85O7u7saNmyosLCwZ36ASZMmadeuXYqMjFSvXr3UsWNHLV26VJIUHBysTp06yc/PT3/88YckKSAgQB06dJCfn58OHjxo2bMDAAAA8MJIMZw4ODiY/s2dO3eyY46OjqkWnJCQoKFDh2r79u2SpNWrV6tx48by9/fXgQMHFBISogULFqh79+6aPXu2Vq1apbi4OM2aNUujRo3SlClTNGfOHAueGgAAAIAXSYrhxM7O7on/l6SkpKRUC05MTFTDhg3VpEkTSdLx48dVuXJlGQwGVaxYUceOHVNAQIAqVKggR0dHeXt76+LFiwoLC1O+fPnk7u4uZ2dnRUREmPvcAAAAALxAUpwQf/XqVX355ZeP/T8pKUnXrl1LtWBHR0dVr15dx44dkyTdu3dPWbJkkSS5uroqOjpaiYmJMhgMkiQXFxdFRUUlCz7G+2XLli3VxwsKCkr1PkB6sXd1eurxhIQEPrMAbBLnLwDpoXDhwk+8PcVw0rdvX9P/69atm+zYW2+99dwVyJIli6Kjo+Xm5qaoqCjlz58/WY9MdHS03N3dTWHFeJubm9szlZ/SEwQywo3QW089bm9vrwJ8ZgHYIM5fADJSiuGkRo0aqe5pEhoaqpw5cz7TA5UpU0YHDx5UgwYNdOjQITVp0kTe3t46evSofHx8dO7cOXl5eSlbtmwKDg42hRh3d/fne0YAAAAAXkgphpPvvvtOlStX1rvvvvvYsKrIyEitXbtWBw8e1OTJk5/pgVq2bKkhQ4Zo2bJlql27tvLkyaMOHTpo+PDhio6OVsuWLeXk5KSuXbtqwIABio+PV9euXS16cgAAAABeHIawsLAnzm5PTEzU0qVLtXz5chUuXFiFChVSYmKirly5osDAQH344Yf65JNPTKt6AfifG6G3VKl7wxSPH5qxSfly5k7xOABkFM5fADJSisnCzs5On332mVq2bKl//vlHgYGBkiRfX19Vq1ZNTk5PnzAHAAAAAM8j1W4PFxcX1axZUzVr1kyP+gAAAADIpFLc5wQAAAAA0hPhBAAAAIBNIJwAAAAAsAmphpOoqCiNGzdO3bp1U3h4uEaPHq2oqKj0qBsAAACATCTVcDJhwgS5u7srNDRUzs7OunfvnkaNGpUedQMAAACQiaQaTs6cOaNu3brJwcFBLi4uGjFihM6ePZsedQMAAACQiaQaTuzskt8lMTFRBoMhzSoEAAAAIHNKdZ+TihUratq0aYqNjdXevXu1cuVKVa5cOT3qBgAAACATSbXnpGfPnsqSJYvc3d01a9YsFS9eXL169UqPugEAAADIRFLtOXFwcJCfn5/8/PzSoz4AAAAAMqlUw0nfvn2fOMdkwoQJaVIhAAAAAJlTquHkrbfeMv0/Pj5ef/75p3x8fNK0UgAAAAAyn1TDSdOmTR/7uUuXLmlWIQAAAACZU6oT4h+VlJSkW7dupUVdAAAAAGRizzXnJCkpSefPn1elSpXSvGIAAMD22Nnb6UbY0xspnR2dlMMtezrVCMDL5LnmnBgMBn3wwQd6/fXX07RSAADANsUnxKvagOZPvc8/Y9enU20AvGxSDCfh4eGSpFq1aj12LDIyUtmz0yICAAAAwHpSDCf169dPNpxLetBzkpSUJIPBoH379qVPDQEAAABkCimGk/3796dnPQAAAABkcqnOObl//752796t6OhoJSUlKTExUZcvX1a3bt3So34AAAAAMolUw8nAgQN19epV3b59WyVLltSJEydYrQsAAACA1aW6z0lAQIAWLVqk2rVrq2/fvpo7d64iIiLSo24AAAAAMpFUw4mHh4ccHBxUuHBhnT9/XsWKFVNkZGR61A0AAABAJpJqOMmSJYs2bdqkEiVKaOvWrTp37pyio6PTo24AAAAAMpEUw0lAQIAk6auvvlJAQIBef/112dnZqUuXLvr000/TrYIAAAAAMocUJ8T36NFDXl5eatWqlbp16yaDwaBRo0alZ90AAAAAZCIp9pz8/vvv+uCDD7RmzRo1a9ZM/v7+CgkJSc+6AQAAAMhEUuw5cXR0VIMGDdSgQQMFBQVp3bp1atu2rSpUqKCWLVuynDAAAAAAq0p1QrwkFS5cWL169dLatWuVJ08ede/ePa3rBQAAACCTSXUTRkm6fv26fvvtN/3+++/y9PTUyJEj07peAAAAADKZFMNJXFyctm3bpl9//VWnT59Ww4YNNWnSJHl7e6dn/QAAAABkEimGk8aNGytPnjxq0aKFfvjhB2XJkiU96wUAAAAgk0kxnIwbN45J7wAAAADSTYoT4gkmAAAAANLTM63WBQAAAABpjXACAAAAwCakGk569+792G0dOnRIk8oAAAAAyLxSnBDfv39/BQUF6cqVK/r4449Nt8fHx8vR0TFdKgcAAAAg80gxnPTq1UvXr1/XqFGj1K9fP9Pt9vb2Klq0aLpUDgAAAEDmkWI48fT0lKenp1auXKm4uDhduXJFxYoVU2xsrFxcXNKzjgAAAAAygVTnnJw8eVItWrRQnz59dPPmTTVt2lRHjx5Nj7oBAAAAyERSDSdTpkzR9OnTlT17duXNm1fDhw/XhAkT0qNuAAAAADKRVMNJbGysvL29TT/XqFFDCQkJaVopAAAAAJlPinNOTHdwcFBERIQMBoMkKTAw0KwHio2NVf/+/RUZGanSpUurc+fOGjhwoKKjo+Xr66tPPvlEwcHBGjJkiBISEtSqVSs1aNDArMcCAAAA8OJJteekffv26tKli27evKnBgwfLz8/PrH1O9u7dK29vb82dO1e3bt3SsmXL1LhxY/n7++vAgQMKCQnRggUL1L17d82ePVurVq1SXFycWU8KAAAAwIsn1Z6TWrVqqUiRItq/f78SExPl5+dn1lLCRYsW1eHDh5WUlKTY2FgdOnRI77//vgwGgypWrKhjx44pICBA33zzjQwGg7y9vXXx4kWVKlXKrCcGAAAA4MWSajg5dOiQJJnmnYSFhenUqVMqVKiQ3N3dn/mBHB0dtXfvXu3evVteXl6SpCxZskiSXF1dFR0drcTERNPwMRcXF0VFRT1z+UFBQc98XyCt2bs6PfV4QkICn1kANim189ez4BwHIDWFCxd+4u2phpPJkyfr7Nmz8vb2lp2dnc6dOycPDw/FxMRo8ODBqlOnzjNV4JdfftFHH32k999/Xz/++KMWLFig6Ohoubm5KSoqSvnz55ed3f9GmUVHRz9X+EnpCQIZ4Uboracet7e3VwE+swBsUGrnr2fBOQ6AuVKdc5IvXz5Nnz5dS5cu1eLFizVv3jy9+uqrWrJkiebNm/fMD+Tm5mYKGzlz5lTbtm118OBBSQ96Z0qXLi1vb28dPXpU8fHxOnfunKmHBQAAAMDLL9VwcvXqVVWuXNn0c9myZRUUFKS8efM+1wO1bt1av//+uzp37qydO3eqSZMm2rhxo9q1a6eKFSsqT5486tChg2bMmKEOHTqoefPmcnKyvGsZAAAAwIvhmZYS3rdvn9544w1J0r59++Tg4KA7d+4oPj7+mR8oe/bsmjRpUrLbpkyZkuxnT09PzZkz55nLBAAAAPDySDWcfPPNN6YVtBITE+Xs7KzRo0dr8eLFatGiRXrUEQAAAEAmkGo48fHx0bp163T+/HnZ29urSJEisre3V8mSJdOjfgAAAAAyiRTDSWqT3T///HOrVwYAAABA5pViOLlz544kKTAwUIGBgfL19ZW9vb127typ4sWLp1sFAQAAAGQOKYaTr776SpLUtWtXLV68WK+88ookqUOHDurXr1+6VA4AAABA5pHqUsK3b982BRNJypo1q6lXBQAAAACsJdUJ8cWLF9eIESPUuHFjJSUl6ddff1XZsmXTo24AAAAAMpFUw8mgQYM0Z84cTZw4UZJUvXp1dezYMc0rBgAAACBzSTWcuLm5qW/fvulRFwAAAACZWKrh5KOPPpLBYHjs9p9//jlNKgQAAAAgc0o1nBhX7ZKk+/fva/PmzSpQoECaVgoAAABA5pNqOKlUqVKyn6tVqyY/Pz916NAhzSoFAAAAIPNJdSnhR4WHhyskJCQt6gIAAAAgE3uuOSdJSUm6ceOGmjdvnuYVAwAAAJC5PNecE0nKkSOHihYtmmYVAgAAAJA5PfOck+vXr+vEiRPKnTt3mlcKAAAAQOaT4pyTo0eP6j//+Y+6dOmivXv36qOPPtJPP/2k9u3b66+//krPOgIAAADIBFLsOZk8ebK6du2qsLAwffXVV5o4caKqVaumwMBADRw4UG+99VZ61hMAAADASy7FcBITE6N33nlHkrR48WJVq1ZNkuTl5fXETRkBAAAAwBIpDuuys/vfoaxZsyY7RjgBAAAAYG0phpOHAwhhBAAAAEBaS3FY17lz51S3bl1JD4Z4Gf+flJSk2NjY9KkdAAAAgEwjxXCyZs2a9KwHAAAAgEwuxXCSP3/+9KwHAAAAgEwuxTknAAAAAJCeCCcAAAAAbALhBAAAAIBNIJwAAAAAsAmEEwAAAAA2gXACAAAAwCYQTgAAAADYBMIJAAAAAJtAOAEAAABgEwgnAAAAAGwC4QQAAACATSCcAAAAALAJhBMAAAAANoFwAgAAAMAmEE4AAAAA2ATCCQAAAACbQDgBAAAAYBMIJwAAAABsAuEEAAAAgE0gnAAAAACwCYQTAAAAADbBIb0eKCkpSePHj1dAQICcnJw0ZMgQjRo1StHR0fL19dUnn3yi4OBgDRkyRAkJCWrVqpUaNGiQXtUDAAAAkMHSredk9+7dcnJy0ty5c/XJJ5/ojz/+UOPGjeXv768DBw4oJCRECxYsUPfu3TV79mytWrVKcXFx6VU9AAAAABks3cLJv//+K4PBoB49emjPnj06fvy4KleuLIPBoIoVK+rYsWMKCAhQhQoV5OjoKG9vb128eDG9qgcAAAAgg6XbsK6IiAg5Oztr+vTpmjp1qnbs2KFhw4ZJklxdXRUdHa3ExEQZDAZJkouLi6Kiop65/KCgoLSottU5u7kqPjEhxeMOdvaKvRedjjVCWrB3dXrq8YSEhBfmMwsgc0nt/PUsOMcBSE3hwoWfeHu6hZNs2bKpfPnykqSqVavq4sWLio6Olpubm6KiopQ/f37Z2f2vIyc6Olru7u7PXH5KT9DW3Ai9paq9mqR4/NCMTS/Mc0HKboTeeupxe3t7FeB9BmCDUjt/PQvOcQDMlW7Dunx8fPTPP/9Ikk6ePKmyZcvq4MGDkqRDhw6pdOnS8vb21tGjRxUfH69z587Jy8srvaoHAAAAIIOlWzjx9fVVdHS0OnTooLNnz+o///mPNm7cqHbt2qlixYrKkyePOnTooBkzZqhDhw5q3ry5nJws71oGAAAA8GJIt2FdDg4O+vbbb5PdNmXKlGQ/e3p6as6cOelVJQAAAAA2hE0YAQAAANgEwgkAAAAAm0A4AQAAAGATCCcAAAAAbALhBAAAAIBNIJwAAAAAsAmEEwAAAAA2gXACAAAAwCYQTgAAAADYBMIJAAAAAJtAOAEAAABgEwgnAAAAAGwC4QQAAACATXDI6AoAAAAAj7oTGa7YuLgUjzs7OSmHe/Z0rBHSA+EEAAAANic2Lk6VujdM8fihGZvSsTZILwzrAgAAAGATCCcAAAAAbALhBAAAAIBNIJwAAAAAsAmEEwAAAAA2gXACAAAAwCYQTgAAAADYBMIJAAAAAJtAOAEAAABgEwgnAAAAAGwC4QQAAACATSCcAAAAALAJhBMAAAAANoFwAgAAAMAmEE4AAAAA2ATCCQAAAACbQDgBAAAAYBMIJwAAAABsAuEEAAAAgE0gnAAAAACwCQ4ZXQEAAICMdCcyXLFxcSked3ZyUg737OlYIyDzIpwAAIBMLTYuTpW6N0zx+KEZm9KxNkDmxrAuAAAAADaBcAIAAADAJhBOAAAAANgEwgkAAAAAm0A4AQAAAGATCCcAAAAAbALhBAAAAIBNSPdwcuDAAfXv31+RkZHq1auXOnbsqKVLl0qSgoOD1alTJ/n5+emPP/5I76oBAAAAyEDpGk4SExM1d+5cSdLq1avVuHFj+fv768CBAwoJCdGCBQvUvXt3zZ49W6tWrVLcU3ZrBQAAAPBySddw8uuvv+rNN9+UJB0/flyVK1eWwWBQxYoVdezYMQUEBKhChQpydHSUt7e3Ll68mJ7VAwAAAJCB0i2c3Lt3T7t27VL9+vVNP2fJkkWS5OrqqujoaCUmJspgMEiSXFxcFBUVlV7VAwAAAJDBHNLrgRYuXKhPP/3UFD6yZMmi6Ohoubm5KSoqSvnz55ed3f+yUnR0tNzd3Z+5/KCgIKvXOS3Yuzo99XhCQsIL81yQMt5nAC+q1M5fz+JFO8dxzrZNvC8vt8KFCz/x9nQLJ0ePHtXRo0cVFxenK1euqGXLljp48KAaNGigQ4cOqUmTJvL29tbRo0fl4+Ojc+fOycvL65nLT+kJ2pobobeeetze3l4FXpDngpRZ+32+Exmu2KfMwXJ2clIO9+zPXB4ApCS189ezeNG+y/hutk28L5lTuoWT2bNnS5KuXbumqVOnqnXr1hoyZIiWLVum2rVrK0+ePOrQoYOGDx+u6OhotWzZUk5OlrfeAC+D2Lg4VereMMXjh2ZsSsfaAAAApI10CydGnp6eGjNmjCRpypQpjx2bM2dOelcJAAAAgA1gE0YAAAAANoFwAgAAAMAmEE4AAAAA2ATCCQAAAACbQDgBAAAAYBPSfbUuPJ2dvZ1uhKW8rrezo5NyuLGfBQAAAF4+hBMbE58Qr2oDmqd4/J+x69OxNgAAAED6YVgXAAAAAJtAOAEAAABgEwgnAAAAAGwC4QQAAACATSCcAAAAALAJhBMAAAAANoFwAgAAAMAmEE4AAAAA2ATCCQAAAACbQDgBAAAAYBMIJwAAAABsAuEEAAAAgE0gnAAAAACwCYQTAAAAADaBcAIAAADAJjhkdAUAAACA52Vnb6cbYbdSPO7s6KQcbtnTsUawBsIJAAAAXjjxCfGqNqB5isf/Gbs+HWsDa2FYFwAAAACbQDgBAAAAYBMIJwAAAABsAnNOgJcAkwIBIO2kdo6VOM8C1kI4AV4CTAoEgLST2jlW4jyLzOFOZLhi4+Keeh9nJyflcDc/qBNOAAAAAKQqNi5Olbo3fOp9Ds3YZNFjMOcEAAAAgE0gnAAAAACwCYQTAAAAADaBOScAgGeSHhMhAQCZG+EEAPBM0mMiJAAgc2NYFwAAAACbQDgBAAAAYBMY1oU0l9o4dcaoA7AWzjcA8GIjnCDNpTZOnTHqAKyF8w0AvNgY1gUAAADAJhBOAAAAANgEwgkAAAAAm8CcEwCA1djZ2+lG2K0Ujzs7OimHGxPSAQBPRjgBAFhNfEK8qg1onuLxf8auT8faAABeNAzrAgAAAGAT0q3nJDIyUoMHD1ZMTIxeeeUVDR48WAMHDlR0dLR8fX31ySefKDg4WEOGDFFCQoJatWqlBg0apFf1AACZAMPOgAfYE8hyqb2GEq+jOdItnKxdu1Zvv/223n33Xc2ZM0erV69W48aN1aBBA33xxRdq0KCBFixYoO7du8vHx0fdunVT3bp15eTklF5VBAC85Bh2BjzAnkCWS+01lHgdzZFuw7qaN29u6glJSEjQokWLVLlyZRkMBlWsWFHHjh1TQECAKlSoIEdHR3l7e+vixYvpVT0AAAAAGSzdek7c3d0lScePH9ehQ4dUqlQpZcmSRZLk6uqq6OhoJSYmymAwSJJcXFwUFRWVXtUDAADAS4yhbC+GdF2t68iRI5o4caLGjx+vsWPHKjo6Wm5uboqKilL+/PllZ/e/jpzo6GhToHkWQUFBaVFlq7N3tWyYWkJCwgvzXI1Se84v4nNKjbWfc2b83GRGzm6uik9MSPG4g529Yu9Fp2ONkrP0cyg9/lm09nPmb8VyafE+2zqe8+Ns4flY++/Z3tVJVXs1SfH+/zf1d90NDbdq/WzhdbSmZ3nOdnYGXb19I8XjDgZ7xUZGq3Dhwk8+bnbtnlNgYKAmTpyoCRMmyMPDQ2XKlNHBgwfVoEEDHTp0SE2aNJG3t7eOHj0qHx8fnTt3Tl5eXs9cfkpP0NbcCE15IuazsLe3V4EX5LkapfacX8TnlBprP+fM+LnJjG6E3nrqF+ehGZsy9Fxn6edQevyzaO3nzN+K5dLifbZ1POfH2cLzsfbfc0Z8N9vC62hNz/Kc4xMT9PrAFike/2fs+qee19MtnCxcuNC0YpcktW7dWuvWrdOyZctUu3Zt5cmTRx06dNDw4cMVHR2tli1bMhkeAAAAyETSLZx8++23j91Wt27dZD97enpqzpw56VUlvKAYMwoAsHV8V8EWvIifQ3aIfwrWr04fz7vvAMsfAgBsHd9VsAUv4ueQcPIUrF+dPth3IP2lRUvKi9g6AwAAbAvhBMiE0qIl5UVsnQEyAkEeL4LnHdUg8dmGdRBOAABIRwR5vAjMGdXAZxvWQDhBMrR64GXFZxsAANtHOEEytHrgZcVnGwAA20c4AQDgBUavIICXCeEEAIAXGL2CAF4mhBMAeEnRoo6X1cvw2TZnNSykLd4T20A4AYCXFC3qeFm9DJ9t9viyPWnxnhB4nh/hBJleRrTAcbKyPbwnAABrI4Q+P8IJMr2MaIHjZGV7eE8AAMh4L1U4yYwt4C/DuFsASImtn2MlzrMAYE0vVTjJjC3gL8O4WwBIia2fYyXOswBgTS9VOAFgHWnRWp3RLeDWRos6AADWRzjBc0ntAlN68S4y8bi0aK3O6BZwa6NFHQDworPFhkPCCZ5LaheY0ot3kQnbxHyqtGeLX0oAXl6cc2yPLTYcEk7w0uHk93JgPlXas8UvJVgf58SXw8vQYMM5B8+CcIKXDic/APgfzokvBxpskFkQTl5ytJgBAADgRUE4ecnRYmY5FgGAuazdOEBjA15UL8OQJCA98LeSycIJX+wwB4sAwFzWbhygsQEvKoYkAc+Gv5VMFk74YgcAWBs9ZABgPZkqnAAAYG30kNkeAh7w4iKcAHghcfEBICUEPODFRTgB8ELi4gMAgJcP4QQAAAB4AWSGUQOEEwAAgBdcZrhoReYYNUA4AQAAeMFlhotWZA52GV0BAAAAAJAIJwAAAABsBOEEAAAAgE1gzgkAAMhQTOYGYEQ4AQAAGYrJ3ACMGNYFAAAAwCYQTgAAAADYBMIJAAAAAJtAOAEAAABgEwgnAAAAAGwC4QQAAACATSCcAAAAALAJhBMAAAAANoFwAgAAAMAmEE4AAAAA2ATCCQAAAACb4JDRFXhUfHy8vv32W926dUtly5bVF198kdFVAgAAAJAObK7nZNu2bSpevLjmzp2ru3fv6uTJkxldJQAAAADpwObCybFjx1SlShVJUrVq1XT48OGMrRAAAACAdGFz4eTevXvKkiWLJMnV1VXR0dEZXCMAAAAA6cEQFhaWlNGVeNjEiRP1zjvvqEKFCtq0aZPCw8PVunXrjK4WAAAAgDRmcz0nZcqU0aFDhyRJ//zzj3x8fDK4RgAAAADSg82Fk3feeUcBAQHq0KGD7O3tVb58+YyuEgAAAIB0YHPDugAAAABkTjbXcwIAAAAgcyKcAAAAALAJhBMAAAAANoFwAgAAAMAmEE6AdBAfH5/RVQAAALB5DhldgfQQExNjuji8ffu2vLy8zC7r1KlT2rJlixISEpSUlKTQ0FCNHDnS7PKOHTumbdu2KS4uznRbv379zC5PkiIjI3XkyBFTHW/fvq0WLVpYVCYs07NnT82aNSujqwEAL634+Hg5OGSKyxrgpfbS/xWPGjVKp0+fVmRkpBISEpQrVy79+OOPZpc3btw4tW/fXv/9739VsWJFhYSEWFS/kSNHqm/fvnJzc7OonId99dVXKlmypE6fPq0cOXIoJibG7HCyY8cO1alTRytXrpTBYEh27IMPPjC7jtYOeZIUFxenkJAQeXh4yMnJyaKyjG7cuKHLly8rf/78KliwoNnlJCUlaeLEiSpYsKDs7B50WFry+knS+vXrtX79eiUmJio+Pl729vZauHChWWWl1fssWec1PH78uMqVK6c9e/Y8dqxGjRoW1c/aEhMTtWXLFt26dUvly5eXl5eXXnnlFYvKPHLkiAIDA5U/f35VrVrVorKs+bkx2rNnj3777TclJiYqKSlJkZGRFofxuLg43bp1S7ly5ZKLi4tFZVnzOY8ZM0b9+/dX27ZtZTAYlJT0YDV+g8Ggn376yaJ6WlNaNFJFRkYqIiJC9vb2+v3339WgQQMVKFDASjV+0JBoyXv9ojQCWfOzfffuXe3bty9ZA2eTJk3MLi8qKkrLli1TUFCQPD091bZtW4vraG3Xr1/X3bt3ZW9vr+XLl6t58+YWb9htzfckKSlJFy9eTPa3V716dYvKlKSjR4/qxo0bKlGihAoUKGDRdY41zw+TJk1Snz59zK7Lk7z04SQwMFCLFi3S999/ry+//FK9evWyqDx3d3fVrl1bO3bsUKtWrbRlyxaLyitdurQqVKggV1dXi8p5mIODg/r06aPvvvtOQ4YMUadOncwuy/jhf7R+j17APi9rh7wtW7ZozZo1Cg8P1zvvvKOEhAR17NjRojKXLVumv//+W6VLl9aJEydUp04dtW7d2qyymjZtalFdnmTdunWaMmWK5syZoxYtWmjatGlml5XS+2wpa72Gly5dUrly5XTy5MlktxsMBovDifEiMzExUffu3VO+fPk0Y8YMs8sbMWKESpUqpW3btqlo0aIaPHiwpk+fbnZ5U6dOVXh4uMqWLav//ve/2r9/v3r06GF2edb83Bj5+/tr8ODBWr58uXx9fbVx40aLytuyZYsWL16swoUL6+LFi/r8889Vt25ds8uz5nPu37+/JJnCTUJCguzt7c0uL63CjjUbqYwGDhyodu3aaeXKlapVq5ZGjRpl0d/K3LlzTY1U0dHRypkzp5YsWWJ2edZuBFqzZo1WrVolJycnJSUlWSWAWvuz3a9fP7366qvKnTu3RfUyGjZsmOrUqaN33nlHx44d0+DBgzV+/HiLynz4HBscHKwCBQpY1Eg8bNgwffnll5o5c6Y+/fRTTZ06VbNnzza7PGu/J1999ZXs7Ox0/fp1OTo6ytnZ2eJwMnnyZCUmJuro0aNq3bq1Zs+erbFjx1pUR2udHwICAsyuR0pe+nDi5OSkO3fuKDo62tSiZ4lChQppw4YNcnV11fTp0xUVFWVxee+++64KFixotZOfi4uLKRHv3btXd+7cMbss4x+Ur6+v9u3bp9jYWIvqZpQ1a1arhrwVK1Zozpw56t69uzp06KA2bdpYHE7+/PNPzZs3T9KDLz0/Pz+zw4mvr69WrlypO3fuqGrVqipatKhFdZMkNzc3ZcuWTZGRkSpWrJgiIiLMLsv4Pm/atEm1atXS22+/LQ8PD4vraK3X0Bju7t+/r27duplunzhxosV1fLgFPTg42OKW15s3b2rYsGHauXOnatSoYXGvxPHjx+Xv7y9JatGihT7//HOLyrPm58YoW7ZsKlGihJKSklSrVi2Ln/Py5cv1448/ysHBQffv31enTp0sulhIi+e8e/duzZs3T46OjkpISFDXrl3N6tV6NOxYizUbqYzu37+vsmXLavHixWrcuLFWrVplUXn79u3TsmXLNG7cOHXq1EmDBw+2qDxrNwKtW7dOP/74o1V7Dqz92XZyckp2TrRURESEqefFy8tLv/76q8VlPvzZjoyMtHiUhCR5enrKYDCoYsWKFl+HWfs9iYqK0syZM/Xdd99p0KBB6ty5s0X1k6QzZ85o1qxZ6tq1qxo1aqTVq1dbVJ41zw8XLlzQgAEDkt1mvJ4dPXq0efUzuzYviK5du2r//v1q1qyZOnfurHfeecei8nr37q24uDg1aNBAe/bsUatWrSwqb//+/frvf/8rR0dHi8p52MCBA3X9+nV17txZy5YtU9++fS0u8+uvv1alSpWUPXt2K9RQKliwoCnkTZs2zeKTiyRT8LR0aIBRUlKSwsPDlT17doWHh5ta4swxYsQINW7cWHv37lX9+vU1bNgw00W7uerVq6dly5bJx8dH7du3V44cOSwqT5LGjx+vv//+W1OmTFF0dLRq1Kiht956y+z33Vqv4e+//64VK1YoKChIBw4cMLUuFy5c2KzyUpI9e3ZduHDB4jLWrVun6Ohobd261eL3xWAwKDAwUF5eXrp48aLFY+rT4nPz2muv6ZdfflGePHk0cOBAi8szvr9GlvbU1qtXTz///LPpOVs6zE6SfvzxR82ePVsuLi66d++eevbsadGQu08++UR37tzRK6+8ovDwcDk7Oyt79uzq2rWrqlWr9tzlWbORysjDw0Ndu3bVRx99pCVLllj89+fi4qLExERFRUUpV65cunfvnkXlWbsRqFixYrp3755Vw4m1P9tZs2bV2LFj5e3tbSrLkt6irFmzas2aNSpbtqyOHz9ulb+VmJgY0/8jIiIUFBRkUXlly5ZVly5d1KtXL82cOdOsv4+HWfs9cXJy0qVLlxQXF6egoCCrNIa4uLjowIEDSkhI0MmTJ+Xu7m5xedY6PxQoUMDiUUmPMoSFhSWlfrcXz/Xr15U/f/5kFxrGJOft7W12uX379pWdnZ2qVKmi6tWrWzS5XpJGjx6tKlWqJDuxWFI/6UEgs/a4227dumnmzJlWLTMiIkKurq76+++/VaZMGeXJk8fsso4ePaqZM2fq4sWL8vb2VseOHVWpUiWL6nf48GFNnz7dNGyjZ8+eevXVV80qy/ieGP/t0qWLRd3QkvTvv/+qYsWKkh6MOz516pTFJ2npwaIR27Zt0549e+Ts7Cw7Ozt5e3ub1WJ/5MgRTZs2TYmJibKzs7PoNZSkv/76S2+99ZbZv/8kDw+nSUxM1HvvvaeWLVuaXV5MTIzWr1+vS5cuqWDBgmrevLmyZMlidnmXLl3S9OnTFRoaqpw5c6pHjx4qUqSI2eX9888/eu211+Tg4KC7d+/K3d3d4i9jSab3OCAgQIULF7bogm7btm2aP3++8ubNq+DgYPn5+VnUkvmwu3fvKmvWrBaXM2jQIPXp00ceHh66c+eOxo4dqzFjxphdXv/+/dWzZ08VKFBAwcHBmjZtmnr16qW+ffuaNdTpzp07un79unLkyKFly5apevXqVhn3HhkZqfDwcDk6Olp0zpYe9D7duHFD2bNn15w5c1S5cuXHWmCfx9dff63GjRvr559/Vq9evTR58mSLGoG6dOmi4OBgZc2aVQaDwSojG6z92d6wYUOynw0Gg0VzTmJiYrR27VoFBQWpYMGCatGihcXDfbt27Wr6v7Ozs5o3b646deqYXd78+fPl5+cnyTqLIFj7Pbly5YouX76sXLlyyd/fX3Xq1NG7775rUR1DQ0O1cOFCBQYGqmDBgmrbtq1FQ/mseX5Ii2vOl7bnZMuWLWrTpo2WLFny2BfvkCFDzC534sSJio2N1Z49ezRo0CBFRkZq3bp1Zpd3//597d27V/v27TOFJ0vqJ1l33K2x297e3l7ff/+9SpQoYZWxvHv37lV8fLzi4uI0f/58tWrVSu+//77Z5VWoUMHii/1Hvfbaaxo7dqxpoqElF3CFChXSrFmzFBYWpsWLF8vT09Pssnbv3q1Dhw5p69atpp7ApKQk0xAJS/To0UNOTk6qV6+evv/+e9NF9fOuIHfjxg1JUt68efXdd9+Zbjf3NTSOy1+4cKEWLVqU7JilFwuzZ882hRODwWDR/AFJio2N1d27dxUdHa379+8rMTHRovI8PDz0/vvvmz6HFy9etCicHDt2TEuXLpWrq6uqVaum6tWrK2/evBbVcdeuXVq1alWySbmWfFnVrVtXvr6+CgsLU/bs2S3qtZSsO3fAGGbj4uLUpUsX5c6dWyEhIRa3MF+7dk358uWTJOXKlUvXrl1Tnjx5zL7wGjhwoOk9sEbvuSRt3bpVixcvVqFChawyNv/OnTvy9fWVh4eH6tWrZ3H97t69K19fX/3yyy8qV66cxRet1v5Okf732b5z545y5MhhlYYBa5Rh1LNnT/n4+Khp06YqW7asVcqcMWOGaYK49KABzBIBAQEKCAgwXePEx8db1BiSkJCgxYsXm3ou//jjD4vqlzdvXh05ckTHjh1TvXr1LB6xIz3o0SpZsqTc3Nzk5eWlnDlzWlSeNc8P/fv3TxYS7927JycnJ4tGBL20PScPO3TokK5evSovLy9VqFDBorImTpyoK1euyNXVVRUqVFClSpVUokQJi8o8fPiwAgMD5enpafFKPNL/WlIenlxp7ljcR1tljOVKlq0I0qFDB02ZMkUDBw7UhAkT1LNnT82ZM8fs8h5u/Q4ODpanp6dFE+6kB0OxLl++LA8PD4vHT0rSzp07Ta3pvr6+Zl9whYeH6/z581qxYkWyYYUFChSw+CIzLCzMKt34xnH0165dU3x8vEqWLKnz58/L2dnZopZM4/tgFBERoWzZsllU148++kghISHy8vLS5cuX5ezsLCcnJ33++edq2LDhc5fXq1cvNWvWTMWLF9epU6f0xx9/aNKkSWbXr02bNqpevXqy3pe2bduaXZ70oPV77969WrhwoW7evKnNmzdbVN4nn3yi0aNHJ2vJs6S1dc6cOdq8eXOyHg5LQmibNm3k7+9v9VWHYmNjFRISojx58lg8NHfjxo1auXKlcuXKpVu3bunDDz9URESEoqOj1a5du+cur0uXLipZsqRVVwj08/PTnDlzko3NX7Bggdnlbdq0SQcOHNCdO3dUokQJVa9e3dQbbI5Ro0YpR44c2rlzpxo3bqyLFy/q22+/Nbu8h79XIiMjlT9/frMXtzCWFRERoaioKHl5eSkoKEivvPKKRY1KK1eulPTg3Hj+/HnFxMRo+PDhZpcnPVhN86+//tK5c+dUokQJNWjQQMWKFTO7vH79+sne3l7Xrl0zTRC3pPGiZ8+ej+0dZk55W7Zs0Z9//qnDhw+bPndJSUm6evWqFi9ebHb9+vfvr3Llypm+A86fP2/xPBtrl2nN88Phw4c1ZswYzZs3T+7u7vq///s/jR8/Xv379zf77/ml7TkxGjVqlBwdHVW8eHFt2LBBW7Zs0Zdffml2ebly5TKNzYuLi0s2ltIcj67Ec+DAAXXv3t2iMmvWrKlVq1bpypUrKlKkiEVfSMZQs23bNl28eFEdOnTQ4MGD1aBBA4vqKD3o+syVK5fi4+MtXqjg0Ql3D7fWm+vq1auaO3euxeVID77Uq1Spovr161t0kpdkWjygcuXKyYYtXrhwweKLj19++cV0UWhJC7NxeEvv3r01ceJE2dvbKzExUb1797aofsOHD9fQoUNlMBi0YcMGLV++3KLVfSQpX758mjt3rtzd3RUVFaVvv/1W3333ndnhJCEhQW+//bYk60wozZUrV7JhEZb65JNPlJiYqPfff1/Dhw+3+PMoPZj7ky9fPqst4b1//36tWrXKai3CaTF3YN26dfr1119VoEABXb16Va1atTLr82LUuHFjVaxYUSdOnFDp0qUtWrpcerxByhqvpbXH5jds2FDFixfX4cOH9euvv2rfvn2P9Yw+j4EDB2rnzp1yc3NTwYIF9emnn1pUP2sulmEsq1+/fvruu+/k6uqqmJgYi+doPToE1ZKV/IySkpKUkJCg+Ph4xcfH69dff1VMTIzZQ+6sPUF82rRpCg4O1rVr11SoUCHlypXLrHLq1KmjcuXKaeXKlWrVqpXpO8/SBrq7d++aPntvvPGGVc7f1i7TmueHGTNmaMaMGaZ5MFWrVtW0adM0YMAAzZ8/36wyX/pwcvnyZdMJpXnz5urSpYtF5bVt21ZhYWH6v//7Py1fvlwbNmzQL7/8YnZ51l6JR5K+/fZbNWvWTPXq1dOpU6c0ZMgQi1puJWnBggWmen777bfq2rWratWqZXZ5H3/8sRYuXKgePXpo6dKlpvGj5np0wt3ly5ctKk96MPdny5YtVpkPNG/ePP37779avXq1rly5oooVK6p9+/ZmlfXwBZaxXo9eNJjL2heFYWFhpp6soKAgi0NorVq1NGDAAN27d0+lS5e2Snh8eIhBYmKibt++LWdn5+ceEjJ16lRJD1rT+/TpIx8fHwUEBFj8WtaoUUOdOnVSoUKFTLdZMvRzwIAB+vfff3X8+HEdP35cxYsXt7gn5urVq2ratKny588vyfJlcH18fHTq1CkVLVrU9PpZEiyuX7+uzz//3KpzBzZs2KB58+aZhpV06tTJonCyfPly7dmzR6VLl9batWtVp04dixZcqVy5snbv3m3ae8bSoTSS9Nlnn6ldu3bJxuZb4p133lGuXLn06aefaubMmRZP8jX+DUoPzj2nTp2Sh4eHGjdubHHZ1lgsQ3qwmp9xqGdMTIzFy+g/vGJaaGioRQ2miYmJqlGjhvLly6ehQ4eqe/fupmGulsynsvYE8aVLl+rYsWOm886TVot61nrlz59fH374ofz9/RUUFKT8+fOrd+/eZp1vjO9FYmKifvjhB5UpU0YBAQEWnbvSokzJuucHBweHxwJinjx5LGqsemnDiXGzNhcXFy1ZskQ+Pj46e/asxYm4U6dOypUrl15//XV9//33pjHC5rL2SjzSgwli1my5lWT6ApaUbFz58zK+L66urmratKkCAwNVpkwZiy/gHt4AyNnZ2SrLZsbGxmrv3r3au3evJFk0H8hgMChnzpzKlSuXrly5YtGJwNjiERwcrPnz5ysiIkI1atSwyvLE1rooPHPmjEqVKqX+/fvrhx9+UEREhPLkyaNGjRqZVa+H/549PT115MgRvfbaazp06JDF+5z06NFDX331lWJjY2Vvb6+uXbtq7dq1z31hWLNmzWT/Sg++ACz122+/qVevXlYZbic9mP9069YtBQcH6+rVq7p+/brFZVrS2v0kQUFBj+1FYkmrtTXnDhgv/goUKKAzZ86oTJkyunjxosV/f1u3bn1s2W1LwsmQIUNUr1497du3T0WKFNGVK1csqp/0YMnxatWqKTIyUu7u7hb3lK1YsUKHDh3S4cOHtWfPHmXPnt2iCfFXr15ViRIlVK5cOZ05c0aHDh2Sm5ubBg0apClTpjx3eU9aLMNSnTt31hdffKGEhAQ5Ozvrq6++sqi8h8/PRYsWNXu5+ytXrmjo0KFq0aKFPD09tWXLFk2aNEkjR45UoUKFTEN1zdGvXz9dvnxZn332maZPn25xj9aOHTvk7++vrl27qnXr1urQoYNF5X333Xdq3769ypUrp2PHjmnQoEFmnW+M78XDQ95LliypUqVKmV23R8s0GAwqWbKkSpYsaXaZknXPD25ubqbrWKPAwECLrmdf2nBi3KzNx8dHMTEx2r9/v3bt2mVxV/m4ceN0/PhxJSYm6syZM/r7778t2thqwIABmjZtmmklnm+++cbssoytRnFxcVZtuZUejE/s27ev4uPjZTAYzO5SfHgTvYdb/S3dTG/WrFm6ffu2VSavG7m4uOjrr7+2uBxJ+vzzz+Xl5aUGDRqoffv2Fk/wlaTvv/9ePXr00KRJk/Taa69p8ODBFu+VYK2LwsmTJ2vWrFkqU6aMYmJiTF27Xbt2NeuCa82aNSpdurQkydHRUW+88YZOnjypXbt2WRxOChcunGxcusFgMGvVM+PqcMeOHdO2bduShXhLVo4rUqSIvLy8rLLvjPRgLtUbb7yh1q1bJ+uNscSj5wNXV1eL9qCZOnWqoqOjk+1ebI5HNzh8mLk9Jw83hEydOtV08Wppw5I1ly6XHrwHrVu3VkBAgHr37m2VBpv27dtbdX6WMSSHhIQoPj7eooVCpAe95sbRB2+88YYOHDigtm3baseOHWaVZ+3FMqQHPaGlS5e22ndV8eLFFRUVpcTERC1YsEBZsmQx65w4YcIEDR06NNny0OfPn9f48ePNCnYP8/T01PHjx3X+/Hl9+umnFi3oIT1oqTeOjggJCbG4FyEuLs50jq5cubLZ81+NDYfXr1+3Wq+Escx79+5p+fLlCgoKkqenp8W93dY8P3z11VcaMWKE3N3d5eHhoWvXrikmJkaDBg0yu8yXNpwYN+A7ceKENm7cqB07dqhOnTqqX7++ReUOGDDAqrvuFihQQHXr1jVN2Ldk3fi0armVHpzo33jjDYvLMb4vkZGRVl2P3tqT16UH3e/bt29XoUKFzB7WZVzS+ptvvjF9sV26dMmssh4VExNjaj0pVKiQVXZ3nzp1qq5fv67Lly/L09PT4jBvLVFRUabPzsPLFh46dMjisidPnmy6AAkMDFTu3LmTDQ95XiNHjtSXX35p0fLBD7tx44Y6d+5sWvLXYDBYNAnZz89PW7du1apVq5SUlKTQ0FCLJ2sag0hSUpLOnTtn8Wo3o0aN0unTpxUZGamEhAR5eHiYNXb5SRscBgcHW7RwxMNh3Rrj3g8fPqzXXntNPXv21JdffmlaktnSZX9feeUV7dq1SwaDQatXr1Z4eLhF5UnWn5/166+/qnr16vrPf/5jlflAOXLk0Jw5c1SqVCmdOXNGr7zyiv755x+5ubmZVV6HDh2sGsYk639X/fDDD/ruu+80btw4ffvttxoyZIhZ4SQmJuax649ixYpZZQ+yESNGqFSpUtq2bZuKFi2qwYMHm72wgPTg73r69OkKDw/X2LFjLZpHLD3Yd23GjBny8fHRiRMnLG60SYtey+HDh6tOnTp65513dOzYMQ0ePFjjx483uzxrnh/GjBmjGTNm6OrVq9q6das+++wzi0cVvbThZOHChdq9e7eKFCmit956S0FBQRZ3n0rW33V3yJAhKleunCpUqKBTp05p6NChZl8opFXLrWT91bCsvSmhNSevG2XLlk07d+5M1nL2vMO6Nm/erLZt22rZsmXJVk+zxpLRVapU0dChQ3Xz5k2NGzfOKss+Pjzu/eTJkxaPe38RPDyWOj4+3uLestKlS6t8+fIWh8X+/fvLYDAoR44cVtko0eiHH35Q+/bt9d///lcVK1a0eMy7lHxlrvLly2vy5MkWlRcYGKhFixbp+++/15dffmnxBl/GPQyuXbumw4cPq1ChQhYNH5KsN+590qRJ6ty5s958803NmzdPly5d0ogRI3T16lWL6vftt9/q5s2beu2117RhwwarLBJirflZRtWrV9eGDRv066+/mlbEsmT43nfffae///5bgYGBKlmypDp27KhLly6ZPV/C2mFMsv53lZ2dnRwcHJQlSxblyZPHojARFRWVrFHF0jmCRjdv3tSwYcO0c+dO1ahRw+Ie/i1btqhHjx5W6/kdMmSItm/frqCgIJUtW9ai+bRS2vRaRkREmIZ2WTJc/8iRI3r11Vc1cOBA3b592yrnh4eHuu7bt8/iXh3pJQ4n+/btU758+VSlShW9+uqrFk1af5i1d91Ni1UdrN1yK1l/NSxrr0dvzcnrRt9++63Fyzy3bdtWkZGR6t+/f7Lx2Za2LK9bt06XL1/W3r17dffuXTVt2tTsCfYPs9a49ytXrph6Hx7+v6UXXGnh4Umud+7cMe3RYq5ChQrp3XffVcGCBS1a8czSlc1S4u7urtq1a2vHjh1q1aqVafU3SzzceBEdHW3RBmvSg4mqd+7cUXR0tOmi1RL79u3T3Llz1b17d82cOdMq51lrjXufNm2avvnmG4WHhyskJET//e9/9eWXX1rc6927d28VKlRIb775ppo1a2aV74Pu3btbZX6W0dy5czV48GAtX75cvr6+2rhxo9nldOzYUYMHDzbdduLECW3evNmiXglrhzHpwffS1q1bk83rM/e7KikpSW+88YY6d+6sb7/9VlOmTDF7s7/27dvryy+/VKtWrZQ/f37duHFDP//8s1nLWD8qe/bsWrdunaKjo7V161aLG1tKly6tBQsW6NatW6pevbreeecdizYEnTlzprp16yZJOnjwoD7//HOLFsywZq/E/Pnz1bZtW2XNmlVr1qxR2bJldfz4cbPnIE6YMEFDhgzRqFGjNGTIEN26dUuvv/662fVLKy9tOJk1a5aCg4O1efNm9erVS1euXNEff/yhmjVrmt3FKz3YFfjatWvq3Lmzli1bZnZ34pNWYDh79qxVurat1XL7MGuvhmXNTQml/01et+ZmltZY5nnOnDnav3+/YmNj1b17d+XLl08jR45UwYIFzV6OefLkyXJzc1Pv3r01bNgw3b59W8uXL9e0adPUs2dPs8o0sta494fX2X94mOHD/38eaRl2jBu1JiUlydnZ2aKJn9KDFc/++9//WrzvhXHlK2srVKiQNmzYIFdXV02bNs0qwzYsbQk1Mg5x6tq1q/bv369mzZqpc+fOpgU+LLF06VKVKlVKJ06cUHR0tMXlWWvce7Zs2TR58mQNGjRI4eHhWrhwocWfHenBBdf169e1b98+de/eXS4uLhbv4lytWjV5eHgk20zvP//5j9nlZcuWTSVKlFBSUpJq1apl9ufo5s2bmjp1arJVCy2dy5GUlKQ6deqoQ4cOunz5ssqVK2dxGEtKSlJQUJA2bNigChUqyMPDQw4ODmZ9VxknsJcrV04ffPCBtm7dqmPHjpk98qJatWry8vIy7T2TK1cuDR482KKh5kZDhw7V+vXrVaZMGQUHB2vYsGEWlVejRg3VqFFDly9f1qRJk7Rw4UKLGvyyZ8+uMWPGKCYmRvHx8Ro7dqxF9evdu7diYmKs0ivh7Oysjh07qmPHjgoMDNS6detUqFAhs/eyadOmjZYvX64bN25o6dKlVhnNkdL3sySze70zxSaM0oOJvps3b9b27dst2hfh6tWr2rt3r2JjY023ffLJJ89dzpM2NzQyd8NEo3nz5mn58uUWt9w+7OGWRmdnZzVv3tyi1tGkpCTt2rXLKpsSGh09elQ3btxQiRIlVKBAAYtXkunUqZNp+WTpwaT25x161qZNGy1atEj37t1Tx44d5eDgoH79+lm0GWhK9Xh4Loa5Dh8+rOnTp5vGvffo0UOvvfaaRWVaw9Pmllg6ZDE+Pl6nT5+22jDI0aNHq0qVKlbtxbO2u3fvysXFRXv27FHZsmWTbZ74PIw9Jvfv31dsbKxpH6hs2bKZNUyzbdu2piFO0oPhXcOHD1eRIkUs2kwvMDBQ+/fv13vvvafdu3erWLFiZs9zMwaooKAgzZgxwzQ/q0yZMmYtrWtsqEpISNCiRYv01ltvmVa9sWTfouXLl+vYsWOmDf8qVaqk2rVrm12eZP3N9ObPny93d3fduXNHQUFBunnzplmfm0fPDxcuXNC8efNUt25dsxaZefjCP0+ePLp27Zrpwt/ci3VjmWXLljUNMbSkzD59+qhPnz6PTWCfOnWqxRPYreX+/ftKSEjQ2LFjTe9DYmKihg8fblEAWLJkif7++2/lzp1b77zzjqpXr25Wb9bDveabNm3S0aNHTcN6LTlnd+zY0apD90JCQkyLM/j6+pput2QxmCNHjqhUqVLJrmWzZ89uVllp8f380vacPKpw4cL6/PPPLd5HpF+/fmrdurXZb6KRj4+PRb//NNZquX3YjBkzdPHixWQtZpbo1KmTfHx8VL9+favMlZg8ebISExN19OhRtW7dWrNnz7a49ePhZZ4vXbpk1snP2Evn5uamhIQEzZo1y+LPjjXf10e99tpr6tatm2mBBktClDVZGkCe5quvvlLWrFmTrYZlyePdv3/f6r141vTovIitW7cqd+7c+vDDD597orixpXvw4MHq1auX8uTJo5CQELP3VbL2EKebN2/q7t27+uGHH/T111/r2rVrKlq0qL777juz58w9PEdk7NixFs8RebjHxZqbbV66dEmxsbHy9PRUuXLlrPKdY+3N9EqVKqXq1avL3t5eAQEBZs8hMP69RkVFyd/fX6dOndLkyZNNK/w9r5RWrpowYYLZF/7WLjMtJ7Bby/bt27VmzRoFBAQkGy5r6Wcxb968mjRpkpydnS0q59GGak9PTy1dulSSZXtJJSQkqF+/fskW07Fk3pybm5ty5cqlQ4cO6dSpU1ZZ4fSXX37RrVu35ObmZirP3LmCafH9nGnCibV4eXnpvffes7iV/+GhJJIsmnT9KG9vb23fvt2qLbdff/31Yy1mlqwmM3fuXJ06dUp//vmn5s2bpxIlSqhBgwZm71Z95swZzZo1S127dlWjRo20evVqs+tm9PAyz+fPn7d46ErOnDktDibSgwuuhzfekh70RN26dcviskeNGiVHR0cVL15cGzZs0ObNm9WvXz+Ly7VlcXFxGjFihNXKs8ZcpbTk6Oio119/XeXKldPp06f1559/qkyZMho8eLDZrX1BQUGmcJc9e3azh31ae4hTUFCQNm7cqMDAQNMQBoPBYPZ+O5L1A5SlPeUpMQ5P3Lt3r+bNm6dRo0bpr7/+sqhMa2+mt2TJElMvmaX7NmzatElLlixR69at9cUXX1hUVlpc+KdFmWk1gd1a6tWrp3r16pkmYRuZu1GkcWnwJUuWmEKE9KA3xpy9lh7ujbXmObtHjx4W/f7DNmzYoMWLF6tly5aaM2eOVbYhkB5sUmrtRYSsiXDynCpUqKDmzZsnmyNhTrf2o0MUTp48abXeFGPLrTU2DzSydouZJNPGVvHx8YqPj9evv/6qmJgYs1a8cXFx0YEDB5SQkKCTJ09atBvwunXrtGbNGrm4uKhMmTJydXVVhQoVtHjx4ud+HW/evKl27dqZJvUa/2/JULuUJr5bY+LilStXNHPmTElS8+bN1aVLF4vLtHV58uTRokWLkoV5S1qkrDFXKS1dv3492aova9euVf369bV8+XKzy/zPf/6jdu3aKXfu3AoJCTF753Bj6K5ataoWLVqkqVOnWjTEqUqVKqpSpYquXLkiDw8P00aylvT8ptUcEWsxDjvr16+fYmJiVLZsWXXv3l3Hjx+3uOxHN9Nr2bKlReXdvn1bjRo1Ut68eU3LZJtzXuzcubMuXryo1q1bKzY2NlnjjblD49Liwt+aZablBHZrO3DggEaNGqX4+HjFxMQoR44cZg2vb9q0qb755hsVL15c3bp1U86cObV69WotW7bMovpZ+5zt6uqqLVu2mPZpCg0NNbt34dChQ5o9e7ZVV2yUpDp16mjOnDnJtgt4ePPIjEY4eU5bt27VrFmzrP5BmTZtmsXzBYwGDx6sixcvWmUDICNji9n9+/et0mLWtm1blS1bVvXr10/W3Wnuko9DhgzRwoULderUKY0YMcKiNdTXr1+vn376SdHR0fr000+1du1aSTKt5vE8rNGD86i0aGk17sDu7OysJUuWyMfHR2fPnrXaruS2yLiLvaenp+7du6dTp05JksUbOx4/ftw0V6lFixYWDyW1tlKlSmno0KEqXbq0Tp8+reLFi+uvv/6yaF36Zs2aqV69erp//77s7OwUGhpqVjlpNcRp0aJFyfZNyZUrl9nDuqwdoKzNOOxs0KBBypEjh2nYmaUb30kP9oMwXsyMHz9e7dq1s+g5r1y50uI6STJ7haqUpMWFv7XLTMsJ7Na2b98+/fzzzxo3bpw6deqUbFW15zFmzBgNGzZMt27d0oQJExQeHq6CBQuatQfSw6x9zh43bpzVlmu3ZK7d02zevFmvv/66TQ0DfBjh5DmVLl1aYWFhypEjh1V2IU8LX3/9tezs7HT9+nWrDMGS/tdi5uPjozZt2li8F8S8efMUFBSkxMREBQQE6Pbt26pevfpzr5T0aC+Hr6+vcuXKpVmzZpndW+Ti4iI7Ozu5ubklu2B7eCWYl41xB3YfHx/dvXtXBw8elCRdu3Ytg2uWdoy72Hfs2NGqGztaY65SWurXr5/Onz+vS5cuqVKlSipVqpRCQkIsWuDi0U0Tzb34T6shTtbcNyWtApS1GIedvffee6ZhZ3379lWVKlUyumqPWb9+vdavX2/qQXdwcDCr58Tan5u0uPBPizLz5s1rlT0l0pqLi4sSExMVFRWlXLly6d69e2aV4+7uruLFi6t48eL6/vvv9c0331i8J4lkvXN2aGiocubMmSbLtVtbtmzZ1LFjR5u9jrWtb80XwJUrVzRt2rRkt1na4xETE6Nx48YpMjJSt2/fNrXCmcuaQ7AevfgPDQ1VixYt9O+//1r0hTBgwACrBChr9nIYGed0JCUlJfu/NeZ02Kq03IE9M4mJiVH//v3Vrl07FSpUyCpzlazFOF77SS21lq7mZ+1NE63NmvumpFWAspa0GHb26Bw36UFjjaX7fK1bt05TpkzRnDlz1KJFi8e+WzNSWlz4vyhhwto++ugjrV+/XrVr19YHH3xg9vyshy+kCxQoYJVgcufOHQ0YMEBTp05VaGioAgMDze5VHTRokGbNmpUmy7VbW0xMjD7++GPT9abBYLBoTyBrI5w8p6lTpyo6Oto0ltDSIVPWanF8mDUnLaZ08W/pGHprBai06OV4eE7Hw/+3pEs/MjJSERERsre31++//64GDRqoQIECZpcH27Nr1y4tXbpUs2fPNn1x5s2bVzt27FDx4sUzunoKCwvTgAEDTH8nBoNB2bNn10cffWRx2dbeNNFa0nLfFFuVFsPOUtrDxdigYS43Nzdly5ZNkZGRKlasmMXDhWFbjBPfH+61q1mzptmt9Q/voXHt2jWL99P4/ffftXr1avn7+6tQoUJKSEhQvXr1tHnzZrN2dU9MTFRMTIx69eql8PBw1a1bV7t27dKHH3743GWltbQaLmYthJPn9GiY8PDwsGi8Y1q0OD46afGzzz4zu6yULv4TExMtqqO15rCkRS9HWrSMDhw4UO3atdPKlStVq1YtjRo1SjNmzLD64+DZWXtjx6VLl5qW0M2aNas6duyo2NhY9ejRw+wJ4tb0pB3nQ0JC9P333yfbz+d52PrF/8PL/vr4+CgwMFAODg5W2bzTVqXFsLO06i2qV6+eli1bJh8fH7Vv3/6lnuOWGXXr1s20CMCjy/6aM+Ikpc19zbVp0yb9+OOPio+P16ZNm7R27Vq5urqaPfLi3Llz6tOnz2O3r1+/3mpziq3lwoUL2rBhg6mhPTIy0qbqSDh5TtYOE8YWx5iYGKu1OObPn1/h4eGKjIzUxx9/bFFZaTXEyVpzWNKilyMt3L9/X2XLltXixYvVuHHjJw6TyEhpuQO7rbL2LvZJSUlydXWV9GDzTenBAgOWbgZqLU/acT4xMTHZJlzPy9Yv/q297O+LwNaHnT2sWbNmpv/7+voqT548GVgbWFvu3LlVtGhR3b17V25ubhYNt5bSbr+rf//9VyVKlDCdv829DitZsqRNXeA/jb+/vwYPHqzly5fL19dXGzduzOgqJUM4eU7WHr5gbHF877331LlzZ73zzjsW17Ffv35W21TO2hf/1p7D8qJ8EXt4eKhr16766KOPtGTJEptbUcXaF+ovAmt/0Tk4OCgkJEQeHh6m+VMhISGyt7e36uNYy7179zRlyhT17NnT7DJs/eLf1pf9zezmz59v2i398OHDKlSokFlLycM2RUREmJajt6Xl1I2KFi2qGTNmaP/+/erYsaMiIiL0888/q3z58maV9/AWE7YuW7ZsKlGihJKSklSrVi2bmRtpZAgLC3t5lyBKAydPnlRQUJBy5cqladOmydfXVx06dDC7vDlz5ujNN99UuXLlrLZqQvfu3W12yFD79u01f/78J85hsdU6W8u9e/fk5uammzdv0kL4Ejpx4oR++OEH1a1bV4ULF9atW7f0xx9/6Ouvv1apUqUyunppJjY21nTxP3PmTJu6+Df2UCYkJGjRokV66623bGrZ38yuY8eOmjt3run8//BiHHjxPfx+2uJ7m5iYqL///lu5c+dWqVKldOHCBe3fv18tW7a0uVUWrW3+/Plyd3fXnTt3FBQUpPPnz+uXX37J6GqZvNyvvhXduHFD0oNdvnPmzClJGjt2rMWBonr16tq7d69++uknubu7q1q1ahZvhGPtTeWsKa3msNg6WghffmXLltW0adO0e/duUwPGpEmTlC1btoyuWpqx9T0/bH3ZXzyYq1WqVCmdOHFC0dHRGV0dWNGThoUb2cL5wc7OLtnoAG9vb3l7e2dgjdJezZo11aVLF/n5+SkhIUH29vY6c+aMTa3UJRFOntnkyZMlPVghIj4+XiVKlNCFCxfk7OysefPmmV1ukSJFFB4erpiYGJ08eVI7d+60OJx4enoqLi5Ox44d065du1SwYEGbCSeZcZle6cEmVMYWwpkzZ3Kh9JLKmjWrGjVqlNHVSDe2fvH/ogz7zKwGDx6sAwcOqFOnTtqzZ0+y4aV48aU0LBwZp0yZMgoJCVG3bt00bNgw5cmTR6VKlTLNt7EVhJNnZNy5vHfv3po4caLs7e2VmJj4xBVwnkezZs2UJ08effbZZ+revbtVxqe/+eab2rhxo3bs2KE6deqofv36FpdpLS/KBPa0QAshXjZc/MMSUVFRun79umbNmqWkpCRt27ZNI0eOzOhqwUo4P9geBwcHffHFF9q/f7969eolPz8/1atXL6Or9RjCyXMKCwtTcHCwPD09dfnyZbN3OjXaunWrzpw5o3///VdffPGFDAZDsrW7n8fChQu1e/duFSlSRG+99ZaCgoL01VdfWVQ/a8usJytaCAEguXHjxql9+/b673//q4oVKyokJCSjqwRkCq+//rrmzJmjMWPGaPfu3aY9aWyFXUZX4EXTv39/TZw4UW3atNGHH36oHDlyWFTezp07tXHjRu3fv1958uTRu+++a3ZZ+/btU758+VSlShW9+uqrNrtKUGaUJUsWnTlzRr169dLOnTuVNWvWjK4SAGQod3d31a5dW1myZFGrVq1e+uG9QEZ7eNhx9uzZNXr0aFWtWtXmNkBlta7ndPLkSf3+++/Jhky9+uqrZpe3ePFivfnmmypWrJgk6e7duxZduAYHB2vz5s3asWOHrly5oj59+qhmzZpyc3Mzu0xYrmfPnmrfvr3KlSunY8eOad68eTa3cgkApKdx48bJx8dHp0+flouLi/bt26clS5ZkdLUAZDB6Tp7RwoUL1bFjR61du1Y1a9ZU0aJF9dVXX1kUTKQHO4oWLVpUkrRhwwaLJ5XmzZtXn332mebNmyd/f39dvnxZnTt3tqhMWC4uLk6VKlWSk5OTKleurISEhIyuEgBkiKlTp2rq1KlycXHRv//+K3t7e23btk0+Pj4ZXTUANoA5J8/o0SFT1loPunbt2ho4cKDu3bun0qVLa+7cuVYpV5IKFy6szz//XJ9//rnVyoR5ChYsqBkzZsjHx0cnTpxQoUKFMrpKAJAhHt3c9cKFC7p37x5DkQFIYljXc7HmkKk9e/aY/n/w4EEdPnxYfn5+kmxnTxJYz+nTp3Xjxg0FBQWpUKFC8vX1tdqmmwDwIoqKipK/v79Onjypvn37qnTp0hldJQA2gHBipqCgIG3evFnbt283a4zswz0kBoNBcXFx2rNnjwoUKKBx48ZZs6qwAcadkPH/2ruXkCjXOI7jXxFsxMCBattmXLQIIoKgYIgWSiAMKojdXARdHLsN0SZoNSCIgyC4cAgKkYSWLQIz2nRZFGR2IYoiC4IowxrKmvI2ZxFnQIJz5Oj4vnq+n+Xz/nl5nuWP933+f0mC69evc/nyZVpaWhbVCEbS6mM4CdizZ8/+mEmy2HssCp+DBw8Cv3/vgt+BNGwTWSVpORw7dow3b97Q0tJCdXX1vGdhmBwuKVjeOQnISphJoqWTyWSC3oIkhYJfSiT9E8NJQEp1wV7hks/nyWaztLW1UVlZyZ07d7h37x7Hjx8PemuSFIj/6zBeSQtjK+GA9PX1ceLECcbHxzl16hQvXrxgeHh40RPnFS7pdJpYLEYkEgFg586d1NTUkE6nA96ZJElS+BhOAuRMktUvl8uRSCSKnbnKy8tpbGzk8+fPAe9MkiQpfAwnIfH3TBKn464uhUKBubm5eWuzs7N/rEmSJMk7J1JJNTc3c/bsWRobG1m/fj3v37/n2rVrNDQ0BL01SZKk0LGVsFRiY2Nj3Lx5k4mJCTZs2MDu3buJxWJBb0uSJCl0DCeSJEmSQsE7J5IkSZJCwXAiSZIkKRQMJ5KkZfH06VOSyST79+9n7969nD59mtevXwNw8uRJcrncv75joXWSpJXJbl2SpJKbmprizJkz9Pb2smnTJgCGhoZIpVJcvXqV+/fvL+g9C62TJK1MhhNJUsn9/PmTyclJfvz4UVzbs2cPVVVVdHR0AJBMJunp6eHly5f09/czPT3Nly9fqK+vp62tjXQ6Pa+urKyMTCbDx48fmZmZoba2lkOHDgVyPknS0rBblyRpWQwODpLNZlm3bh1btmxh27Zt1NXVEYlE2L59Ozdu3KC6upr29nbOnTvHxo0b+fTpE4lEgqGhIaLRaLEuGo0WfxGLx+P8+vWLVCpFU1MTtbW1QR9VkvQf+eVEkrQsDhw4QENDAw8fPmR0dJSBgQEGBgbo7+8v1pSVldHd3c3du3cZHh7m7du3FAoF8vk80Wi0WJfP5xkdHeXr169ks9ni2qtXrwwnkrSCGU4kSSX3+PFjnjx5QmtrK/F4nHg8Tnt7O/v27Zt3jySfz9Pa2squXbvYunUriUSCW7duUSjM/8g/OztLoVDg4sWLRCIRAHK5HBUVFct6LknS0rJblySp5KLRKJcuXeLRo0fFtYmJCSYnJ6mpqaG8vJyZmRnevXvH9+/fSSaTxONxRkZGmJqaYm5uDqBYt3btWjZv3szg4CAA37594/Dhw9y+fTuI40mSloh3TiRJy+LBgwdcuHCB8fFx1qxZQ1VVFUeOHGHHjh2cP3+e58+f09nZyZUrVxgZGaGiooJYLMbY2BipVGpeXVdXF5WVlWQyGT58+MD09DR1dXUcPXo06GNKkhbBcCJJkiQpFPytS5IkSVIoGE4kSZIkhYLhRJIkSVIoGE4kSZIkhYLhRJIkSVIoGE4kSZIkhYLhRJIkSVIoGE4kSZIkhcJfHEZ67377FvIAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize = (12, 8))\n", + "plt.xticks(rotation = 90)\n", + "plt.title('COVID 19 effect on State Budgets', fontsize = 18)\n", + "\n", + "sns.barplot(x = 'states', y = 'Budget Value', hue = 'Budget Type', data = budget_data, palette = theme)\n", + "\n", + "plt.ylabel('Budget Value (Bn)', fontsize = 12)\n", + "plt.xlabel('State', fontsize = 12)\n", + "\n", + "#plt.savefig('COVID 19 effect on State Budgets.png', dpi = 300, transparent = True)\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [], + "source": [ + "# This plot shows how every state has had to revise its budget and probably allocate more to mitigating the effect of COVID 19." + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [], + "source": [ + "percentages = merged_data['Confirmed'] / sum(merged_data['Confirmed'])" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [], + "source": [ + "explode_mask = np.array([merged_data['Confirmed'] < 3000]).astype(int).reshape(37,) " + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "explode = []\n", + "for i in range(len(explode_mask)):\n", + " if i > 0:\n", + " explode.append(2 * (i / 30.0))\n", + " else: explode.append(0)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize = (12, 10))\n", + "plt.title('Most Affected States by Percentage', fontsize = 18)\n", + "plt.pie(percentages, labels = merged_data['State'], colors = theme)\n", + "plt.legend()\n", + "#plt.savefig('Most Affected States by Percentage', dpi = 500, transparent = True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "# This shows that Lagos State undoubtedly saw the biggest outburst of the virus. Followed by FCT, Rivers and Kaduna. It's no surprise that\n", + "# these cities are the most industrial in the country.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### TODO L - \n", + "Determine the effect of the Pandemic on the economy. To do this, you will compare the Real GDP value Pre-COVID-19 with Real GDP in 2020 (COVID-19 Period, especially Q2 2020)\n", + "
\n", + "Steps\n", + "* From the Real GDP Data, generate a `barplot` using the GDP values for each year & quarters. For example: On x-axis you will have year 2017 and the bars will be values of each quarters(Q1-Q4). You expected to have subplots of each quarters on one graph.\n", + "
\n", + "Hint: Use [Pandas.melt](https://pandas.pydata.org/docs/reference/api/pandas.melt.html) to create your plot DataFrame \n", + "* Set your quarter legend to lower left.\n", + "* Using `axhline`, draw a horizontal line through the graph at the value of Q2 2020.\n", + "* Write out your observation" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [], + "source": [ + "gdp_data = gdp_data.melt(id_vars = 'Year', value_vars = ['Q1', 'Q2', 'Q3', 'Q4'], var_name = 'Quarter', value_name = 'GDP Value')" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize = (10, 8))\n", + "plt.ylim(1.2e7, 2.0e7)\n", + "plt.title('GDP for Every Quarter Since 2014', fontsize = 18)\n", + "plt.axhline(gdp_data[gdp_data['Year'] == 2020][gdp_data['Quarter'] == 'Q2']['GDP Value'].values, color = 'black')\n", + "\n", + "sns.barplot(x = 'Year', y = 'GDP Value', hue = 'Quarter', data = gdp_data, palette = theme)\n", + "\n", + "plt.legend(loc = 'lower left')\n", + "#plt.savefig('GDP For Every Quarter Since 2014.png', dpi = 300, transparent = True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [], + "source": [ + "# The plot shows a general trend of rising GDP over the quarters of every year except for the year 2020.\n", + "# In 2020, we see what seemed like it would be a great year given that it had the highest GDP in the last 6 years.\n", + "# This GDP took a massive hit in the beginning of the second quarter when the virus was first confirmed in the country (~ April, 2020)\n", + "# The second quarter GDP of 2020 was at an all time low.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Note: Do not limit your analysis to the provided TODOs. Perform more analyses e.g \n", + "* Check for more external dataset\n", + "* Ask more questions & find the right answers by exploring the data" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [], + "source": [ + "vaccinations = pd.read_csv('https://raw.githubusercontent.com/owid/covid-19-data/master/public/data/vaccinations/vaccinations.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "ng_vaccinations = vaccinations[vaccinations['location'] == 'Nigeria']" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [], + "source": [ + "ng_vaccinations = ng_vaccinations[['date', 'daily_vaccinations']]" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " date daily_vaccinations\n", + "83303 2021-06-12 39399.0\n", + "83304 2021-06-13 39399.0\n", + "83305 2021-06-14 39399.0" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ng_vaccinations[100:103]" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize = (12, 10))\n", + "plt.title('Daily Vaccinations Effect on Rate of Infection', fontsize = 18)\n", + "\n", + "axis_1 = sns.lineplot(x = pd.to_datetime(ng_vaccinations['date']), y = ng_vaccinations['daily_vaccinations'], color = 'darkorange', markers = 'o')\n", + "axis_2 = axis_1.twinx()\n", + "\n", + "sns.lineplot(x = ng_daily_confirmed.Date, y = daily_infection_rate, color = 'darkblue', markers = 'X')\n", + "#plt.savefig('Daily Vaccinations Effect on Rate of Infection', dpi = 300, transparent = True)\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [], + "source": [ + "# The daily vaccinations rolled out (in orange) shows that vaccination is effective for curbing the spread of the virus. The massive spike in \n", + "# vaccination caused a flattening of the curve which was the goal.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "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": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/covidproject.ppt.pptx b/covidproject.ppt.pptx new file mode 100644 index 00000000..23b7a79c Binary files /dev/null and b/covidproject.ppt.pptx differ