diff --git a/PBD_project.ipynb b/PBD_project.ipynb
index a0e30c3..d48bc42 100644
--- a/PBD_project.ipynb
+++ b/PBD_project.ipynb
@@ -11,10 +11,34 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Group Members\n",
-    "BILAL AHMED\t      (L1F16BSCS0130)<br>\n",
-    "FAYZAN WASIM\t  (L1F16BSCS0102)<br>\n",
-    "ABDULLAH SAJJAD\t  (L1F16BSCS0113)<br>"
+    "This dataset contain information of hotel booking, We will perform exploratory data analysis to get insight from the data.  \n",
+    "### We will try to answer the following Questions\n",
+    "1. How Many Booking Were Cancelled?\n",
+    "2. What is the booking ratio between Resort Hotel and City Hotel?\n",
+    "3. What is the percentage of booking for each year?\n",
+    "4. Which is the most busy month for hotel?\n",
+    "5. From which country most guest come?\n",
+    "6. How Long People Stay in the hotel?\n",
+    "7. Which was the most booked accommodation type (Single, Couple, Family)?\n",
+    "\n",
+    "\n",
+    "### After that we will make predictive model to predict whether the booking will be cancelled or not\n",
+    "\n",
+    "**We will:**\n",
+    "- Perform the Feature Engineering to make new featuers\n",
+    "- Perform the Data Selection to select only relevant features\n",
+    "- Tranform the Data (Categorial to Numerical)\n",
+    "- Split the data (Train Test Split)\n",
+    "- Model the data (Fit the Data)\n",
+    "- And finally Evaluate our model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's Start\n",
+    "<hr>"
    ]
   },
   {
@@ -26,10 +50,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
+    "#!pip install pycountry\n",
+    "\n",
     "import numpy as np\n",
     "import pandas as pd\n",
     "import matplotlib.pyplot as plt\n",
@@ -41,18 +67,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
-    "data = pd.read_csv('C:/Users/PC/Desktop/PBD_project/hotel_bookings.csv')"
+    "## Importing Data\n",
+    "data = pd.read_csv('hotel_bookings.csv')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 6,
    "metadata": {
-    "scrolled": false
+    "scrolled": true
    },
    "outputs": [
     {
@@ -112,7 +139,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>0</th>\n",
+       "      <td>0</td>\n",
        "      <td>Resort Hotel</td>\n",
        "      <td>0</td>\n",
        "      <td>342</td>\n",
@@ -140,14 +167,14 @@
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>Transient</td>\n",
-       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>Check-Out</td>\n",
        "      <td>01-07-15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
+       "      <td>1</td>\n",
        "      <td>Resort Hotel</td>\n",
        "      <td>0</td>\n",
        "      <td>737</td>\n",
@@ -175,14 +202,14 @@
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>Transient</td>\n",
-       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>Check-Out</td>\n",
        "      <td>01-07-15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
+       "      <td>2</td>\n",
        "      <td>Resort Hotel</td>\n",
        "      <td>0</td>\n",
        "      <td>7</td>\n",
@@ -210,14 +237,14 @@
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>Transient</td>\n",
-       "      <td>75.00</td>\n",
+       "      <td>75.0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>Check-Out</td>\n",
        "      <td>02-07-15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
+       "      <td>3</td>\n",
        "      <td>Resort Hotel</td>\n",
        "      <td>0</td>\n",
        "      <td>13</td>\n",
@@ -245,49 +272,14 @@
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>Transient</td>\n",
-       "      <td>75.00</td>\n",
+       "      <td>75.0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>Check-Out</td>\n",
        "      <td>02-07-15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Resort Hotel</td>\n",
-       "      <td>0</td>\n",
-       "      <td>14</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>July</td>\n",
-       "      <td>27</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>BB</td>\n",
-       "      <td>GBR</td>\n",
-       "      <td>Online TA</td>\n",
-       "      <td>TA/TO</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>A</td>\n",
-       "      <td>A</td>\n",
-       "      <td>0</td>\n",
-       "      <td>No Deposit</td>\n",
-       "      <td>240.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Transient</td>\n",
-       "      <td>98.00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>Check-Out</td>\n",
-       "      <td>03-07-15</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
+       "      <td>4</td>\n",
        "      <td>Resort Hotel</td>\n",
        "      <td>0</td>\n",
        "      <td>14</td>\n",
@@ -315,476 +307,82 @@
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>Transient</td>\n",
-       "      <td>98.00</td>\n",
+       "      <td>98.0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>Check-Out</td>\n",
        "      <td>03-07-15</td>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>Resort Hotel</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>July</td>\n",
-       "      <td>27</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>BB</td>\n",
-       "      <td>PRT</td>\n",
-       "      <td>Direct</td>\n",
-       "      <td>Direct</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>C</td>\n",
-       "      <td>C</td>\n",
-       "      <td>0</td>\n",
-       "      <td>No Deposit</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Transient</td>\n",
-       "      <td>107.00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Check-Out</td>\n",
-       "      <td>03-07-15</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>Resort Hotel</td>\n",
-       "      <td>0</td>\n",
-       "      <td>9</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>July</td>\n",
-       "      <td>27</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>FB</td>\n",
-       "      <td>PRT</td>\n",
-       "      <td>Direct</td>\n",
-       "      <td>Direct</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>C</td>\n",
-       "      <td>C</td>\n",
-       "      <td>0</td>\n",
-       "      <td>No Deposit</td>\n",
-       "      <td>303.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Transient</td>\n",
-       "      <td>103.00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>Check-Out</td>\n",
-       "      <td>03-07-15</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>Resort Hotel</td>\n",
-       "      <td>1</td>\n",
-       "      <td>85</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>July</td>\n",
-       "      <td>27</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>BB</td>\n",
-       "      <td>PRT</td>\n",
-       "      <td>Online TA</td>\n",
-       "      <td>TA/TO</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>A</td>\n",
-       "      <td>A</td>\n",
-       "      <td>0</td>\n",
-       "      <td>No Deposit</td>\n",
-       "      <td>240.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Transient</td>\n",
-       "      <td>82.00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>Canceled</td>\n",
-       "      <td>06-05-15</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>Resort Hotel</td>\n",
-       "      <td>1</td>\n",
-       "      <td>75</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>July</td>\n",
-       "      <td>27</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>HB</td>\n",
-       "      <td>PRT</td>\n",
-       "      <td>Offline TA/TO</td>\n",
-       "      <td>TA/TO</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>D</td>\n",
-       "      <td>D</td>\n",
-       "      <td>0</td>\n",
-       "      <td>No Deposit</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Transient</td>\n",
-       "      <td>105.50</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Canceled</td>\n",
-       "      <td>22-04-15</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>Resort Hotel</td>\n",
-       "      <td>1</td>\n",
-       "      <td>23</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>July</td>\n",
-       "      <td>27</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>BB</td>\n",
-       "      <td>PRT</td>\n",
-       "      <td>Online TA</td>\n",
-       "      <td>TA/TO</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>E</td>\n",
-       "      <td>E</td>\n",
-       "      <td>0</td>\n",
-       "      <td>No Deposit</td>\n",
-       "      <td>240.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Transient</td>\n",
-       "      <td>123.00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Canceled</td>\n",
-       "      <td>23-06-15</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>Resort Hotel</td>\n",
-       "      <td>0</td>\n",
-       "      <td>35</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>July</td>\n",
-       "      <td>27</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>HB</td>\n",
-       "      <td>PRT</td>\n",
-       "      <td>Online TA</td>\n",
-       "      <td>TA/TO</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>D</td>\n",
-       "      <td>D</td>\n",
-       "      <td>0</td>\n",
-       "      <td>No Deposit</td>\n",
-       "      <td>240.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Transient</td>\n",
-       "      <td>145.00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Check-Out</td>\n",
-       "      <td>05-07-15</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>Resort Hotel</td>\n",
-       "      <td>0</td>\n",
-       "      <td>68</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>July</td>\n",
-       "      <td>27</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>BB</td>\n",
-       "      <td>USA</td>\n",
-       "      <td>Online TA</td>\n",
-       "      <td>TA/TO</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>D</td>\n",
-       "      <td>E</td>\n",
-       "      <td>0</td>\n",
-       "      <td>No Deposit</td>\n",
-       "      <td>240.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Transient</td>\n",
-       "      <td>97.00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>Check-Out</td>\n",
-       "      <td>05-07-15</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>Resort Hotel</td>\n",
-       "      <td>0</td>\n",
-       "      <td>18</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>July</td>\n",
-       "      <td>27</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>HB</td>\n",
-       "      <td>ESP</td>\n",
-       "      <td>Online TA</td>\n",
-       "      <td>TA/TO</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>G</td>\n",
-       "      <td>G</td>\n",
-       "      <td>1</td>\n",
-       "      <td>No Deposit</td>\n",
-       "      <td>241.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Transient</td>\n",
-       "      <td>154.77</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>Check-Out</td>\n",
-       "      <td>05-07-15</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>Resort Hotel</td>\n",
-       "      <td>0</td>\n",
-       "      <td>37</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>July</td>\n",
-       "      <td>27</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>BB</td>\n",
-       "      <td>PRT</td>\n",
-       "      <td>Online TA</td>\n",
-       "      <td>TA/TO</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>E</td>\n",
-       "      <td>E</td>\n",
-       "      <td>0</td>\n",
-       "      <td>No Deposit</td>\n",
-       "      <td>241.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Transient</td>\n",
-       "      <td>94.71</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Check-Out</td>\n",
-       "      <td>05-07-15</td>\n",
-       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "           hotel  is_canceled  lead_time  arrival_date_year  \\\n",
-       "0   Resort Hotel            0        342               2015   \n",
-       "1   Resort Hotel            0        737               2015   \n",
-       "2   Resort Hotel            0          7               2015   \n",
-       "3   Resort Hotel            0         13               2015   \n",
-       "4   Resort Hotel            0         14               2015   \n",
-       "5   Resort Hotel            0         14               2015   \n",
-       "6   Resort Hotel            0          0               2015   \n",
-       "7   Resort Hotel            0          9               2015   \n",
-       "8   Resort Hotel            1         85               2015   \n",
-       "9   Resort Hotel            1         75               2015   \n",
-       "10  Resort Hotel            1         23               2015   \n",
-       "11  Resort Hotel            0         35               2015   \n",
-       "12  Resort Hotel            0         68               2015   \n",
-       "13  Resort Hotel            0         18               2015   \n",
-       "14  Resort Hotel            0         37               2015   \n",
+       "          hotel  is_canceled  lead_time  arrival_date_year arrival_date_month  \\\n",
+       "0  Resort Hotel            0        342               2015               July   \n",
+       "1  Resort Hotel            0        737               2015               July   \n",
+       "2  Resort Hotel            0          7               2015               July   \n",
+       "3  Resort Hotel            0         13               2015               July   \n",
+       "4  Resort Hotel            0         14               2015               July   \n",
        "\n",
-       "   arrival_date_month  arrival_date_week_number  arrival_date_day_of_month  \\\n",
-       "0                July                        27                          1   \n",
-       "1                July                        27                          1   \n",
-       "2                July                        27                          1   \n",
-       "3                July                        27                          1   \n",
-       "4                July                        27                          1   \n",
-       "5                July                        27                          1   \n",
-       "6                July                        27                          1   \n",
-       "7                July                        27                          1   \n",
-       "8                July                        27                          1   \n",
-       "9                July                        27                          1   \n",
-       "10               July                        27                          1   \n",
-       "11               July                        27                          1   \n",
-       "12               July                        27                          1   \n",
-       "13               July                        27                          1   \n",
-       "14               July                        27                          1   \n",
+       "   arrival_date_week_number  arrival_date_day_of_month  \\\n",
+       "0                        27                          1   \n",
+       "1                        27                          1   \n",
+       "2                        27                          1   \n",
+       "3                        27                          1   \n",
+       "4                        27                          1   \n",
        "\n",
-       "    stays_in_weekend_nights  stays_in_week_nights  adults  children  babies  \\\n",
-       "0                         0                     0       2       0.0       0   \n",
-       "1                         0                     0       2       0.0       0   \n",
-       "2                         0                     1       1       0.0       0   \n",
-       "3                         0                     1       1       0.0       0   \n",
-       "4                         0                     2       2       0.0       0   \n",
-       "5                         0                     2       2       0.0       0   \n",
-       "6                         0                     2       2       0.0       0   \n",
-       "7                         0                     2       2       0.0       0   \n",
-       "8                         0                     3       2       0.0       0   \n",
-       "9                         0                     3       2       0.0       0   \n",
-       "10                        0                     4       2       0.0       0   \n",
-       "11                        0                     4       2       0.0       0   \n",
-       "12                        0                     4       2       0.0       0   \n",
-       "13                        0                     4       2       1.0       0   \n",
-       "14                        0                     4       2       0.0       0   \n",
+       "   stays_in_weekend_nights  stays_in_week_nights  adults  children  babies  \\\n",
+       "0                        0                     0       2       0.0       0   \n",
+       "1                        0                     0       2       0.0       0   \n",
+       "2                        0                     1       1       0.0       0   \n",
+       "3                        0                     1       1       0.0       0   \n",
+       "4                        0                     2       2       0.0       0   \n",
        "\n",
-       "   meal country market_segment distribution_channel  is_repeated_guest  \\\n",
-       "0    BB     PRT         Direct               Direct                  0   \n",
-       "1    BB     PRT         Direct               Direct                  0   \n",
-       "2    BB     GBR         Direct               Direct                  0   \n",
-       "3    BB     GBR      Corporate            Corporate                  0   \n",
-       "4    BB     GBR      Online TA                TA/TO                  0   \n",
-       "5    BB     GBR      Online TA                TA/TO                  0   \n",
-       "6    BB     PRT         Direct               Direct                  0   \n",
-       "7    FB     PRT         Direct               Direct                  0   \n",
-       "8    BB     PRT      Online TA                TA/TO                  0   \n",
-       "9    HB     PRT  Offline TA/TO                TA/TO                  0   \n",
-       "10   BB     PRT      Online TA                TA/TO                  0   \n",
-       "11   HB     PRT      Online TA                TA/TO                  0   \n",
-       "12   BB     USA      Online TA                TA/TO                  0   \n",
-       "13   HB     ESP      Online TA                TA/TO                  0   \n",
-       "14   BB     PRT      Online TA                TA/TO                  0   \n",
+       "  meal country market_segment distribution_channel  is_repeated_guest  \\\n",
+       "0   BB     PRT         Direct               Direct                  0   \n",
+       "1   BB     PRT         Direct               Direct                  0   \n",
+       "2   BB     GBR         Direct               Direct                  0   \n",
+       "3   BB     GBR      Corporate            Corporate                  0   \n",
+       "4   BB     GBR      Online TA                TA/TO                  0   \n",
        "\n",
-       "    previous_cancellations  previous_bookings_not_canceled reserved_room_type  \\\n",
-       "0                        0                               0                  C   \n",
-       "1                        0                               0                  C   \n",
-       "2                        0                               0                  A   \n",
-       "3                        0                               0                  A   \n",
-       "4                        0                               0                  A   \n",
-       "5                        0                               0                  A   \n",
-       "6                        0                               0                  C   \n",
-       "7                        0                               0                  C   \n",
-       "8                        0                               0                  A   \n",
-       "9                        0                               0                  D   \n",
-       "10                       0                               0                  E   \n",
-       "11                       0                               0                  D   \n",
-       "12                       0                               0                  D   \n",
-       "13                       0                               0                  G   \n",
-       "14                       0                               0                  E   \n",
+       "   previous_cancellations  previous_bookings_not_canceled reserved_room_type  \\\n",
+       "0                       0                               0                  C   \n",
+       "1                       0                               0                  C   \n",
+       "2                       0                               0                  A   \n",
+       "3                       0                               0                  A   \n",
+       "4                       0                               0                  A   \n",
        "\n",
-       "   assigned_room_type  booking_changes deposit_type  agent  company  \\\n",
-       "0                   C                3   No Deposit    NaN      NaN   \n",
-       "1                   C                4   No Deposit    NaN      NaN   \n",
-       "2                   C                0   No Deposit    NaN      NaN   \n",
-       "3                   A                0   No Deposit  304.0      NaN   \n",
-       "4                   A                0   No Deposit  240.0      NaN   \n",
-       "5                   A                0   No Deposit  240.0      NaN   \n",
-       "6                   C                0   No Deposit    NaN      NaN   \n",
-       "7                   C                0   No Deposit  303.0      NaN   \n",
-       "8                   A                0   No Deposit  240.0      NaN   \n",
-       "9                   D                0   No Deposit   15.0      NaN   \n",
-       "10                  E                0   No Deposit  240.0      NaN   \n",
-       "11                  D                0   No Deposit  240.0      NaN   \n",
-       "12                  E                0   No Deposit  240.0      NaN   \n",
-       "13                  G                1   No Deposit  241.0      NaN   \n",
-       "14                  E                0   No Deposit  241.0      NaN   \n",
+       "  assigned_room_type  booking_changes deposit_type  agent  company  \\\n",
+       "0                  C                3   No Deposit    NaN      NaN   \n",
+       "1                  C                4   No Deposit    NaN      NaN   \n",
+       "2                  C                0   No Deposit    NaN      NaN   \n",
+       "3                  A                0   No Deposit  304.0      NaN   \n",
+       "4                  A                0   No Deposit  240.0      NaN   \n",
        "\n",
-       "    days_in_waiting_list customer_type     adr  required_car_parking_spaces  \\\n",
-       "0                      0     Transient    0.00                            0   \n",
-       "1                      0     Transient    0.00                            0   \n",
-       "2                      0     Transient   75.00                            0   \n",
-       "3                      0     Transient   75.00                            0   \n",
-       "4                      0     Transient   98.00                            0   \n",
-       "5                      0     Transient   98.00                            0   \n",
-       "6                      0     Transient  107.00                            0   \n",
-       "7                      0     Transient  103.00                            0   \n",
-       "8                      0     Transient   82.00                            0   \n",
-       "9                      0     Transient  105.50                            0   \n",
-       "10                     0     Transient  123.00                            0   \n",
-       "11                     0     Transient  145.00                            0   \n",
-       "12                     0     Transient   97.00                            0   \n",
-       "13                     0     Transient  154.77                            0   \n",
-       "14                     0     Transient   94.71                            0   \n",
+       "   days_in_waiting_list customer_type   adr  required_car_parking_spaces  \\\n",
+       "0                     0     Transient   0.0                            0   \n",
+       "1                     0     Transient   0.0                            0   \n",
+       "2                     0     Transient  75.0                            0   \n",
+       "3                     0     Transient  75.0                            0   \n",
+       "4                     0     Transient  98.0                            0   \n",
        "\n",
-       "    total_of_special_requests reservation_status reservation_status_date  \n",
-       "0                           0          Check-Out                01-07-15  \n",
-       "1                           0          Check-Out                01-07-15  \n",
-       "2                           0          Check-Out                02-07-15  \n",
-       "3                           0          Check-Out                02-07-15  \n",
-       "4                           1          Check-Out                03-07-15  \n",
-       "5                           1          Check-Out                03-07-15  \n",
-       "6                           0          Check-Out                03-07-15  \n",
-       "7                           1          Check-Out                03-07-15  \n",
-       "8                           1           Canceled                06-05-15  \n",
-       "9                           0           Canceled                22-04-15  \n",
-       "10                          0           Canceled                23-06-15  \n",
-       "11                          0          Check-Out                05-07-15  \n",
-       "12                          3          Check-Out                05-07-15  \n",
-       "13                          1          Check-Out                05-07-15  \n",
-       "14                          0          Check-Out                05-07-15  "
+       "   total_of_special_requests reservation_status reservation_status_date  \n",
+       "0                          0          Check-Out                01-07-15  \n",
+       "1                          0          Check-Out                01-07-15  \n",
+       "2                          0          Check-Out                02-07-15  \n",
+       "3                          0          Check-Out                02-07-15  \n",
+       "4                          1          Check-Out                03-07-15  "
       ]
      },
-     "execution_count": 3,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "data.head(15)"
+    "## Show the first 5 rows of Data\n",
+    "data.head()"
    ]
   },
   {
@@ -803,10 +401,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
+    "## Copy the dataset\n",
     "df = data.copy()"
    ]
   },
@@ -814,12 +413,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### `Dealing with Missing Values`"
+    "### `1. Dealing with Missing Values`"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -838,7 +437,7 @@
        "dtype: int64"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -850,23 +449,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Drop Rows where there is no adult, baby and child\n",
+    "## Drop Rows where there is no adult, baby and child\n",
     "df = df.drop(df[(df.adults+df.babies+df.children)==0].index)\n",
     "\n",
     "\n",
-    "#If no id of agent or company is null, just replace it with 0\n",
+    "## If no id of agent or company is null, just replace it with 0\n",
     "df[['agent','company']] = df[['agent','company']].fillna(0.0)\n",
     "\n",
     "\n",
-    "# For the missing values in the country column, replace it with mode\n",
+    "## For the missing values in the country column, replace it with mode (value that appears most often)\n",
     "df['country'].fillna(data.country.mode().to_string(), inplace=True)\n",
     "\n",
     "\n",
-    "# For missing children value, replace it with rounded mean value\n",
+    "## for missing children value, replace it with rounded mean value\n",
     "df['children'].fillna(round(data.children.mean()), inplace=True)"
    ]
   },
@@ -874,71 +473,19 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### `Converting Datatype`"
+    "### `2. Converting Datatype`"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# convert datatype of these columns to integer\n",
+    "## convert datatype of these columns from float to integer\n",
     "df[['children', 'company', 'agent']] = df[['children', 'company', 'agent']].astype('int64')"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "hotel                              object\n",
-       "is_canceled                         int64\n",
-       "lead_time                           int64\n",
-       "arrival_date_year                   int64\n",
-       "arrival_date_month                 object\n",
-       "arrival_date_week_number            int64\n",
-       "arrival_date_day_of_month           int64\n",
-       "stays_in_weekend_nights             int64\n",
-       "stays_in_week_nights                int64\n",
-       "adults                              int64\n",
-       "children                            int64\n",
-       "babies                              int64\n",
-       "meal                               object\n",
-       "country                            object\n",
-       "market_segment                     object\n",
-       "distribution_channel               object\n",
-       "is_repeated_guest                   int64\n",
-       "previous_cancellations              int64\n",
-       "previous_bookings_not_canceled      int64\n",
-       "reserved_room_type                 object\n",
-       "assigned_room_type                 object\n",
-       "booking_changes                     int64\n",
-       "deposit_type                       object\n",
-       "agent                               int64\n",
-       "company                             int64\n",
-       "days_in_waiting_list                int64\n",
-       "customer_type                      object\n",
-       "adr                               float64\n",
-       "required_car_parking_spaces         int64\n",
-       "total_of_special_requests           int64\n",
-       "reservation_status                 object\n",
-       "reservation_status_date            object\n",
-       "dtype: object"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.dtypes"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -955,12 +502,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [],
    "source": [
     "def plot(x, y, x_label=None,y_label=None, title=None, figsize=(7,5), type='bar'):\n",
     "    \n",
+    "    '''\n",
+    "    INPUT:\n",
+    "        x:        Array containing values for x-axis\n",
+    "        y:        Array containing values for y-axis\n",
+    "        x_lable:  String value for x-axis label\n",
+    "        y_lable:  String value for y-axis label\n",
+    "        title:    String value for plot title\n",
+    "        figsize:  tuple value, for figure size\n",
+    "        type:     type of plot (default is bar plot)\n",
+    "        \n",
+    "    OUTPUT:\n",
+    "        Display the plot\n",
+    "    '''\n",
+    "    \n",
     "    sns.set_style('darkgrid')\n",
     "    \n",
     "    fig, ax = plt.subplots(figsize=figsize)\n",
@@ -979,17 +540,27 @@
     "    elif type == 'line':\n",
     "        sns.lineplot(x,y, ax = ax)\n",
     "        \n",
+    "    \n",
     "    plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
     "def get_count(series, limit=None):\n",
     "    \n",
+    "    '''\n",
+    "    INPUT:\n",
+    "        series: Pandas Series (Single Column from DataFrame)\n",
+    "        limit:  If value given, limit the output value to first limit samples.\n",
+    "    OUTPUT:\n",
+    "        x = Unique values\n",
+    "        y = Count of unique values\n",
+    "    '''\n",
+    "    \n",
     "    if limit != None:\n",
     "        series = series.value_counts()[:limit]\n",
     "    else:\n",
@@ -1005,24 +576,24 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Our Objectives:"
+    "### Let's try to answer our questions"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### 1. How Many Booking Were Cancelled"
+    "### `1. How Many Booking Were Cancelled`"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 197,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 504x360 with 1 Axes>"
       ]
@@ -1033,7 +604,7 @@
    ],
    "source": [
     "x,y = get_count(df['is_canceled'])\n",
-    "plot(x,y, x_label='Booking Cancelled ( Yes = 1, No = 0)', y_label='Booking (%)')"
+    "plot(x,y, x_label='Booking Cancelled (No = 0, Yes = 1)', y_label='Booking (%)')"
    ]
   },
   {
@@ -1045,7 +616,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1061,12 +632,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 504x360 with 1 Axes>"
       ]
@@ -1077,7 +648,7 @@
    ],
    "source": [
     "x,y = get_count(df_not_canceled['hotel'])\n",
-    "plot(x,y, x_label='Hotels', y_label='Total Booking (%)', title='Hotels comparison')"
+    "plot(x,y, x_label='Hotels', y_label='Total Booking (%)', title='Hotel comparison')"
    ]
   },
   {
@@ -1089,12 +660,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 504x360 with 1 Axes>"
       ]
@@ -1108,14 +679,21 @@
     "plot(x,y, x_label='Year', y_label='Total Booking (%)', title='Year comparison')"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### `Let's separte it by hotel`"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 63,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 504x360 with 1 Axes>"
       ]
@@ -1125,7 +703,6 @@
     }
    ],
    "source": [
-    "#Now we are separating it by hotel type\n",
     "plt.subplots(figsize=(7,5))\n",
     "sns.countplot(x='arrival_date_year', hue='hotel',  data=df_not_canceled);"
    ]
@@ -1139,12 +716,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 75,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1296x432 with 1 Axes>"
       ]
@@ -1168,12 +745,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 102,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1296x432 with 1 Axes>"
       ]
@@ -1228,14 +805,25 @@
     "### `5. From which country most guest come? `"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "`**pycountry** is very useful python package.`  \n",
+    "`We will use this package to get country names from country codes`\n",
+    "\n",
+    "- `https://github.com/flyingcircusio/pycountry`\n",
+    "- `https://pypi.org/project/pycountry/`"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 106,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1080x504 with 1 Axes>"
       ]
@@ -1255,14 +843,6 @@
     "plot(country_name,y, x_label='Countries', y_label='Total Booking (%)', title='country-wise comparison', figsize=(15,7))"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<hr>"
-   ]
-  },
-  ,
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -1640,3 +1220,4 @@
  "nbformat": 4,
  "nbformat_minor": 2
 }
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