diff --git a/Data_Visualisation_(Seaborn_Matplotlib).ipynb b/Data_Visualisation_(Seaborn_Matplotlib).ipynb
index c6c00a9..1fc697b 100644
--- a/Data_Visualisation_(Seaborn_Matplotlib).ipynb
+++ b/Data_Visualisation_(Seaborn_Matplotlib).ipynb
@@ -1,31 +1,4 @@
 {
-  "nbformat": 4,
-  "nbformat_minor": 0,
-  "metadata": {
-    "colab": {
-      "name": "Data Visualisation (Seaborn-Matplotlib).ipynb",
-      "provenance": [],
-      "collapsed_sections": [],
-      "toc_visible": true
-    },
-    "kernelspec": {
-      "display_name": "Python 3",
-      "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": "3.8.5"
-    }
-  },
   "cells": [
     {
       "cell_type": "markdown",
@@ -118,9 +91,11 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 185,
       "metadata": {
         "id": "GL3nsXNYAzaL"
       },
+      "outputs": [],
       "source": [
         "import numpy as np\n",
         "import pandas as pd\n",
@@ -132,9 +107,7 @@
         "\n",
         "import warnings\n",
         "warnings.filterwarnings(\"ignore\")"
-      ],
-      "execution_count": null,
-      "outputs": []
+      ]
     },
     {
       "cell_type": "markdown",
@@ -147,14 +120,147 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 186,
       "metadata": {
         "id": "BtAf43Va20Iq"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>cnt</th>\n",
+              "      <th>t1</th>\n",
+              "      <th>t2</th>\n",
+              "      <th>hum</th>\n",
+              "      <th>wind_speed</th>\n",
+              "      <th>weather_code</th>\n",
+              "      <th>is_holiday</th>\n",
+              "      <th>is_weekend</th>\n",
+              "      <th>season</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>timestamp</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2015-01-04 00:00:00</th>\n",
+              "      <td>182</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>6.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-01-04 01:00:00</th>\n",
+              "      <td>138</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-01-04 02:00:00</th>\n",
+              "      <td>134</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>96.5</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-01-04 03:00:00</th>\n",
+              "      <td>72</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>100.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-01-04 04:00:00</th>\n",
+              "      <td>47</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>6.5</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "                     cnt   t1   t2    hum  wind_speed  weather_code  \\\n",
+              "timestamp                                                             \n",
+              "2015-01-04 00:00:00  182  3.0  2.0   93.0         6.0           3.0   \n",
+              "2015-01-04 01:00:00  138  3.0  2.5   93.0         5.0           1.0   \n",
+              "2015-01-04 02:00:00  134  2.5  2.5   96.5         0.0           1.0   \n",
+              "2015-01-04 03:00:00   72  2.0  2.0  100.0         0.0           1.0   \n",
+              "2015-01-04 04:00:00   47  2.0  0.0   93.0         6.5           1.0   \n",
+              "\n",
+              "                     is_holiday  is_weekend  season  \n",
+              "timestamp                                            \n",
+              "2015-01-04 00:00:00         0.0         1.0     3.0  \n",
+              "2015-01-04 01:00:00         0.0         1.0     3.0  \n",
+              "2015-01-04 02:00:00         0.0         1.0     3.0  \n",
+              "2015-01-04 03:00:00         0.0         1.0     3.0  \n",
+              "2015-01-04 04:00:00         0.0         1.0     3.0  "
+            ]
+          },
+          "execution_count": 186,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df = pd.read_csv('store_sharing.csv', index_col=0, parse_dates=True)\n",
+        "df.head()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -167,25 +273,40 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 180,
       "metadata": {
         "id": "Su1S3Ejc20Ir"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Missing Values:  False \n",
+            "\n",
+            "Duplicate Rows:  timestamp\n",
+            "2015-01-04 00:00:00    False\n",
+            "2015-01-04 01:00:00    False\n",
+            "2015-01-04 02:00:00    False\n",
+            "2015-01-04 03:00:00    False\n",
+            "2015-01-04 04:00:00    False\n",
+            "                       ...  \n",
+            "2017-01-03 19:00:00    False\n",
+            "2017-01-03 20:00:00    False\n",
+            "2017-01-03 21:00:00    False\n",
+            "2017-01-03 22:00:00    False\n",
+            "2017-01-03 23:00:00    False\n",
+            "Length: 17414, dtype: bool\n"
+          ]
+        }
       ],
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "taPyMUnj20Ir"
-      },
       "source": [
-        ""
-      ],
-      "execution_count": null,
-      "outputs": []
+        "missing = df.isna().any().any()\n",
+        "duplicates = df.duplicated()\n",
+        "\n",
+        "print('Missing Values: ', missing, '\\n')\n",
+        "print('Duplicate Rows: ',duplicates)\n"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -198,48 +319,97 @@
     },
     {
       "cell_type": "code",
-      "metadata": {
-        "id": "vw4INTSG20Is"
-      },
+      "execution_count": 181,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
       "source": [
         "# season\n",
-        "\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+        "\n",
+        "sns.countplot(x='season', data=df)\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
-      "metadata": {
-        "id": "DHPG8s5920Is"
-      },
-      "source": [
-        "# is_holiday\n"
+      "execution_count": 182,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# is_holiday\n",
+        "\n",
+        "sns.countplot(x='is_holiday', data=df)\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 183,
       "metadata": {
         "id": "MbopYVNN20Is"
       },
-      "source": [
-        "# is_weekend\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# is_weekend\n",
+        "\n",
+        "sns.countplot(x='is_weekend', data=df)\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
-      "metadata": {
-        "id": "y6x24xxV20It"
-      },
-      "source": [
-        "# weather_code\n"
+      "execution_count": 184,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# weather_code\n",
+        "\n",
+        "sns.countplot(x='weather_code', data=df)\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -252,25 +422,147 @@
     },
     {
       "cell_type": "code",
-      "metadata": {
-        "id": "UAVtBv_420Iu"
-      },
-      "source": [
-        ""
+      "execution_count": 83,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>cnt</th>\n",
+              "      <th>t1</th>\n",
+              "      <th>t2</th>\n",
+              "      <th>hum</th>\n",
+              "      <th>wind_speed</th>\n",
+              "      <th>weather_code</th>\n",
+              "      <th>is_holiday</th>\n",
+              "      <th>is_weekend</th>\n",
+              "      <th>season</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>timestamp</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>January 04, 2015, 12:00:00 AM</th>\n",
+              "      <td>182</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>6.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>January 04, 2015, 01:00:00 AM</th>\n",
+              "      <td>138</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>January 04, 2015, 02:00:00 AM</th>\n",
+              "      <td>134</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>96.5</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>January 04, 2015, 03:00:00 AM</th>\n",
+              "      <td>72</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>100.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>January 04, 2015, 04:00:00 AM</th>\n",
+              "      <td>47</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>6.5</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "                               cnt   t1   t2    hum  wind_speed  weather_code  \\\n",
+              "timestamp                                                                       \n",
+              "January 04, 2015, 12:00:00 AM  182  3.0  2.0   93.0         6.0           3.0   \n",
+              "January 04, 2015, 01:00:00 AM  138  3.0  2.5   93.0         5.0           1.0   \n",
+              "January 04, 2015, 02:00:00 AM  134  2.5  2.5   96.5         0.0           1.0   \n",
+              "January 04, 2015, 03:00:00 AM   72  2.0  2.0  100.0         0.0           1.0   \n",
+              "January 04, 2015, 04:00:00 AM   47  2.0  0.0   93.0         6.5           1.0   \n",
+              "\n",
+              "                               is_holiday  is_weekend  season  \n",
+              "timestamp                                                      \n",
+              "January 04, 2015, 12:00:00 AM         0.0         1.0     3.0  \n",
+              "January 04, 2015, 01:00:00 AM         0.0         1.0     3.0  \n",
+              "January 04, 2015, 02:00:00 AM         0.0         1.0     3.0  \n",
+              "January 04, 2015, 03:00:00 AM         0.0         1.0     3.0  \n",
+              "January 04, 2015, 04:00:00 AM         0.0         1.0     3.0  "
+            ]
+          },
+          "execution_count": 83,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "xnBa7KKQ20Iu"
-      },
       "source": [
-        ""
-      ],
-      "execution_count": null,
-      "outputs": []
+        "df['timestamp'] = pd.to_datetime(df['timestamp'])\n",
+        "df['timestamp'] = df['timestamp'].dt.strftime('%B %d, %Y, %r')\n",
+        "df.set_index('timestamp', inplace=True)\n",
+        "df.head()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -281,6 +573,158 @@
         "- Tam 2 yillik bir timestamp var. `year, month, day_of_month, day_of_week, hour` bilgilerini alarak feature engineering yapalim"
       ]
     },
+    {
+      "cell_type": "code",
+      "execution_count": 87,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>cnt</th>\n",
+              "      <th>t1</th>\n",
+              "      <th>t2</th>\n",
+              "      <th>hum</th>\n",
+              "      <th>wind_speed</th>\n",
+              "      <th>weather_code</th>\n",
+              "      <th>is_holiday</th>\n",
+              "      <th>is_weekend</th>\n",
+              "      <th>season</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>timestamp</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2015 January 04, Sun, 12:00:00 AM</th>\n",
+              "      <td>182</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>6.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015 January 04, Sun, 01:00:00 AM</th>\n",
+              "      <td>138</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015 January 04, Sun, 02:00:00 AM</th>\n",
+              "      <td>134</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>96.5</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015 January 04, Sun, 03:00:00 AM</th>\n",
+              "      <td>72</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>100.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015 January 04, Sun, 04:00:00 AM</th>\n",
+              "      <td>47</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>6.5</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "                                   cnt   t1   t2    hum  wind_speed  \\\n",
+              "timestamp                                                             \n",
+              "2015 January 04, Sun, 12:00:00 AM  182  3.0  2.0   93.0         6.0   \n",
+              "2015 January 04, Sun, 01:00:00 AM  138  3.0  2.5   93.0         5.0   \n",
+              "2015 January 04, Sun, 02:00:00 AM  134  2.5  2.5   96.5         0.0   \n",
+              "2015 January 04, Sun, 03:00:00 AM   72  2.0  2.0  100.0         0.0   \n",
+              "2015 January 04, Sun, 04:00:00 AM   47  2.0  0.0   93.0         6.5   \n",
+              "\n",
+              "                                   weather_code  is_holiday  is_weekend  \\\n",
+              "timestamp                                                                 \n",
+              "2015 January 04, Sun, 12:00:00 AM           3.0         0.0         1.0   \n",
+              "2015 January 04, Sun, 01:00:00 AM           1.0         0.0         1.0   \n",
+              "2015 January 04, Sun, 02:00:00 AM           1.0         0.0         1.0   \n",
+              "2015 January 04, Sun, 03:00:00 AM           1.0         0.0         1.0   \n",
+              "2015 January 04, Sun, 04:00:00 AM           1.0         0.0         1.0   \n",
+              "\n",
+              "                                   season  \n",
+              "timestamp                                  \n",
+              "2015 January 04, Sun, 12:00:00 AM     3.0  \n",
+              "2015 January 04, Sun, 01:00:00 AM     3.0  \n",
+              "2015 January 04, Sun, 02:00:00 AM     3.0  \n",
+              "2015 January 04, Sun, 03:00:00 AM     3.0  \n",
+              "2015 January 04, Sun, 04:00:00 AM     3.0  "
+            ]
+          },
+          "execution_count": 87,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "df['timestamp'] = pd.to_datetime(df['timestamp'])\n",
+        "df['timestamp'] = df['timestamp'].dt.strftime('%Y %B %d, %a, %r')\n",
+        "df.set_index('timestamp', inplace=True)\n",
+        "df.head()"
+      ]
+    },
     {
       "cell_type": "markdown",
       "metadata": {
@@ -301,25 +745,157 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 120,
       "metadata": {
         "id": "kuzcXJ0i20Iv"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>cnt</th>\n",
+              "      <th>t1</th>\n",
+              "      <th>t2</th>\n",
+              "      <th>hum</th>\n",
+              "      <th>wind_speed</th>\n",
+              "      <th>weather_code</th>\n",
+              "      <th>is_holiday</th>\n",
+              "      <th>is_weekend</th>\n",
+              "      <th>season</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>timestamp</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>Sunday 04 - 12:00:00 AM - Jan 2015</th>\n",
+              "      <td>182</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>6.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Sunday 04 - 01:00:00 AM - Jan 2015</th>\n",
+              "      <td>138</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Sunday 04 - 02:00:00 AM - Jan 2015</th>\n",
+              "      <td>134</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>96.5</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Sunday 04 - 03:00:00 AM - Jan 2015</th>\n",
+              "      <td>72</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>100.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Sunday 04 - 04:00:00 AM - Jan 2015</th>\n",
+              "      <td>47</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>6.5</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "                                    cnt   t1   t2    hum  wind_speed  \\\n",
+              "timestamp                                                              \n",
+              "Sunday 04 - 12:00:00 AM - Jan 2015  182  3.0  2.0   93.0         6.0   \n",
+              "Sunday 04 - 01:00:00 AM - Jan 2015  138  3.0  2.5   93.0         5.0   \n",
+              "Sunday 04 - 02:00:00 AM - Jan 2015  134  2.5  2.5   96.5         0.0   \n",
+              "Sunday 04 - 03:00:00 AM - Jan 2015   72  2.0  2.0  100.0         0.0   \n",
+              "Sunday 04 - 04:00:00 AM - Jan 2015   47  2.0  0.0   93.0         6.5   \n",
+              "\n",
+              "                                    weather_code  is_holiday  is_weekend  \\\n",
+              "timestamp                                                                  \n",
+              "Sunday 04 - 12:00:00 AM - Jan 2015           3.0         0.0         1.0   \n",
+              "Sunday 04 - 01:00:00 AM - Jan 2015           1.0         0.0         1.0   \n",
+              "Sunday 04 - 02:00:00 AM - Jan 2015           1.0         0.0         1.0   \n",
+              "Sunday 04 - 03:00:00 AM - Jan 2015           1.0         0.0         1.0   \n",
+              "Sunday 04 - 04:00:00 AM - Jan 2015           1.0         0.0         1.0   \n",
+              "\n",
+              "                                    season  \n",
+              "timestamp                                   \n",
+              "Sunday 04 - 12:00:00 AM - Jan 2015     3.0  \n",
+              "Sunday 04 - 01:00:00 AM - Jan 2015     3.0  \n",
+              "Sunday 04 - 02:00:00 AM - Jan 2015     3.0  \n",
+              "Sunday 04 - 03:00:00 AM - Jan 2015     3.0  \n",
+              "Sunday 04 - 04:00:00 AM - Jan 2015     3.0  "
+            ]
+          },
+          "execution_count": 120,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "RYw9Klg_20Iv"
-      },
       "source": [
+        "df['timestamp'] = pd.to_datetime(df['timestamp'])\n",
+        "df['timestamp'] = df['timestamp'].dt.strftime('%A %d - %r - %b %Y')\n",
+        "df.set_index('timestamp', inplace=True)\n",
         "df.head()"
-      ],
-      "execution_count": null,
-      "outputs": []
+      ]
     },
     {
       "cell_type": "markdown",
@@ -332,25 +908,59 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 131,
       "metadata": {
         "id": "T_KFvQBA20Iw"
       },
-      "source": [
-        "# for all variables \n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# for all variables \n",
+        "\n",
+        "corr = df.corr()\n",
+        "sns.heatmap(corr, annot=True, cmap=\"coolwarm\")\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 135,
       "metadata": {
         "id": "8t4Iv-Q520Iw"
       },
-      "source": [
-        "# for the target variable\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# for the target variable\n",
+        "\n",
+        "target_df = df[['season'] + list(df.columns[:-1])]\n",
+        "\n",
+        "corr = target_df.corr()\n",
+        "\n",
+        "sns.heatmap(corr, annot=True, cmap=\"seismic\")\n",
+        "\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -363,14 +973,33 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 137,
       "metadata": {
         "id": "14fNdyUL20Ix"
       },
-      "source": [
-        "#with pandas\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "#with pandas\n",
+        "\n",
+        "corr = target_df.corr()\n",
+        "\n",
+        "target_df = corr['hum'].sort_values(ascending=False)\n",
+        "\n",
+        "target_df.plot.bar()\n",
+        "\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -383,15 +1012,35 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 173,
       "metadata": {
-        "scrolled": false,
-        "id": "53T6Nuor20Iy"
+        "id": "53T6Nuor20Iy",
+        "scrolled": false
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df['timestamp'] = pd.to_datetime(df['timestamp'])\n",
+        "df.set_index('timestamp', inplace=True)\n",
+        "\n",
+        "df.plot(y='cnt', kind='line')\n",
+        "\n",
+        "plt.title(\"Bike Shares Over Time\")\n",
+        "plt.xlabel(\"Timestamp\")\n",
+        "plt.ylabel(\"Bike Share\")\n",
+        "\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -404,60 +1053,185 @@
     },
     {
       "cell_type": "code",
-      "metadata": {
-        "id": "r37qftbg20Iy"
-      },
-      "source": [
-        ""
+      "execution_count": 503,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1000x500 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df = pd.read_csv('store_sharing.csv', parse_dates=True)\n",
+        "\n",
+        "# Data cleaning\n",
+        "df.replace(['-'], 0.0, inplace = True)\n",
+        "\n",
+        "# Change the data type\n",
+        "df['timestamp'] = pd.to_datetime(df['timestamp'])\n",
+        "\n",
+        "# group by year\n",
+        "df['year'] = df['timestamp'].dt.year\n",
+        "df_y = df.groupby('year')\n",
+        "df_r = df_y['cnt'].mean().round()\n",
+        "\n",
+        "\n",
+        "# Visualization\n",
+        "plt.figure(figsize=(10, 5))\n",
+        "\n",
+        "sns.lineplot(data=df_r, linestyle=\":\", marker=\"^\", color=\"purple\")\n",
+        "\n",
+        "# add labels and title\n",
+        "plt.xlabel('Year')\n",
+        "plt.ylabel('Cnt')\n",
+        "plt.title('Average Cnt by Year')\n",
+        "plt.yticks(np.arange(500, 1250, 50))\n",
+        "plt.xticks(np.arange(2015, 2018, 1))\n",
+        "plt.grid(True)\n",
+        "plt.minorticks_on()\n",
+        "\n",
+        "# show the plot\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
-      "metadata": {
-        "scrolled": false,
-        "id": "rx3Gh3Cw20Iy"
-      },
+      "execution_count": 489,
+      "metadata": {},
+      "outputs": [],
       "source": [
-        "# with lineplot\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+        "df = pd.read_csv('store_sharing.csv', parse_dates=True)\n",
+        "\n",
+        "# Change the data type\n",
+        "df['timestamp'] = pd.to_datetime(df['timestamp'])\n",
+        "# group by month\n",
+        "\n",
+        "df['month'] = df['timestamp'].dt.month\n",
+        "df_m = df.groupby('month')\n",
+        "df_r = df_m['cnt'].mean().round(2)\n",
+        "df_r = df_r.astype(int)"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 488,
       "metadata": {
-        "scrolled": false,
-        "id": "yddCIi3R20Iz"
+        "id": "yddCIi3R20Iz",
+        "scrolled": false
       },
-      "source": [
-        "# with lineplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with lineplot\n",
+        "\n",
+        "# group by month\n",
+        "\n",
+        "df['month'] = df['timestamp'].dt.month\n",
+        "df_m = df.groupby('month')\n",
+        "df_r = df_m['cnt'].mean().round(2)\n",
+        "df_r = df_r.astype(int)\n",
+        "sns.lineplot(data=df_r, linestyle=\"--\", marker=\"o\", color=\"red\")\n",
+        "\n",
+        "# add labels and title\n",
+        "plt.xlabel('Month')\n",
+        "plt.ylabel('Cnt')\n",
+        "plt.title('Average Cnt by Month')\n",
+        "\n",
+        "# show the plot\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 420,
       "metadata": {
         "id": "2VXlvX_b20Iz"
       },
-      "source": [
-        "# with pointplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with pointplot\n",
+        "\n",
+        "df = pd.read_csv('store_sharing.csv', parse_dates=True)\n",
+        "\n",
+        "# Change the data type\n",
+        "df['timestamp'] = pd.to_datetime(df['timestamp'])\n",
+        "# group by month\n",
+        "\n",
+        "df['month'] = df['timestamp'].dt.month\n",
+        "df_m = df.groupby('month')\n",
+        "df_r = df_m['cnt'].mean().round(2)\n",
+        "\n",
+        "\n",
+        "\n",
+        "# visualization \n",
+        "sns.pointplot(x='month', y='cnt', data=df, hue='season')\n",
+        "\n",
+        "# add labels and title\n",
+        "plt.xlabel('Month')\n",
+        "plt.ylabel('Value')\n",
+        "plt.title('Value by Month and Season')\n",
+        "\n",
+        "# show the plot\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
-      "metadata": {
-        "id": "AfIj8A4820Iz"
-      },
-      "source": [
-        "# with barplot\n"
+      "execution_count": 394,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1000x500 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with barplot\n",
+        "\n",
+        "# visualization\n",
+        "plt.figure(figsize=(10, 5))\n",
+        "\n",
+        "sns.barplot(x=df_r.index, y=df_r, label='Value', palette='bright')\n",
+        "plt.xlabel('Year')\n",
+        "plt.ylabel('Value')\n",
+        "plt.title('Average Value by Year')\n",
+        "plt.yticks(np.arange(0, 1201, 100))\n",
+        "\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -470,37 +1244,351 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 585,
       "metadata": {
-        "scrolled": false,
-        "id": "MAXUb-Tn20Iz"
+        "id": "MAXUb-Tn20Iz",
+        "scrolled": false
       },
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>hour</th>\n",
+              "      <th>is_holiday</th>\n",
+              "      <th>is_weekend</th>\n",
+              "      <th>season</th>\n",
+              "      <th>cnt</th>\n",
+              "      <th>t1</th>\n",
+              "      <th>t2</th>\n",
+              "      <th>hum</th>\n",
+              "      <th>wind_speed</th>\n",
+              "      <th>weather_code</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>171.780488</td>\n",
+              "      <td>9.117886</td>\n",
+              "      <td>7.662602</td>\n",
+              "      <td>76.170732</td>\n",
+              "      <td>14.056911</td>\n",
+              "      <td>2.536585</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>302.193798</td>\n",
+              "      <td>16.581395</td>\n",
+              "      <td>16.531008</td>\n",
+              "      <td>74.515504</td>\n",
+              "      <td>13.992248</td>\n",
+              "      <td>2.426357</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>210.914062</td>\n",
+              "      <td>12.304688</td>\n",
+              "      <td>11.773438</td>\n",
+              "      <td>80.996094</td>\n",
+              "      <td>12.089844</td>\n",
+              "      <td>2.625000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>154.803279</td>\n",
+              "      <td>6.680328</td>\n",
+              "      <td>4.680328</td>\n",
+              "      <td>81.172131</td>\n",
+              "      <td>15.209016</td>\n",
+              "      <td>3.114754</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>411.471698</td>\n",
+              "      <td>9.301887</td>\n",
+              "      <td>8.066038</td>\n",
+              "      <td>75.457547</td>\n",
+              "      <td>12.825472</td>\n",
+              "      <td>2.905660</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>259</th>\n",
+              "      <td>23</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>426.300000</td>\n",
+              "      <td>11.760000</td>\n",
+              "      <td>11.220000</td>\n",
+              "      <td>79.800000</td>\n",
+              "      <td>11.470000</td>\n",
+              "      <td>2.820000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>260</th>\n",
+              "      <td>23</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>275.176471</td>\n",
+              "      <td>7.598039</td>\n",
+              "      <td>5.666667</td>\n",
+              "      <td>80.431373</td>\n",
+              "      <td>17.166667</td>\n",
+              "      <td>3.745098</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>261</th>\n",
+              "      <td>23</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>296.750000</td>\n",
+              "      <td>10.437500</td>\n",
+              "      <td>9.312500</td>\n",
+              "      <td>77.125000</td>\n",
+              "      <td>16.250000</td>\n",
+              "      <td>2.875000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>262</th>\n",
+              "      <td>23</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>443.000000</td>\n",
+              "      <td>16.750000</td>\n",
+              "      <td>16.750000</td>\n",
+              "      <td>77.000000</td>\n",
+              "      <td>5.000000</td>\n",
+              "      <td>2.500000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>263</th>\n",
+              "      <td>23</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>232.000000</td>\n",
+              "      <td>7.416667</td>\n",
+              "      <td>5.583333</td>\n",
+              "      <td>82.083333</td>\n",
+              "      <td>16.583333</td>\n",
+              "      <td>2.333333</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>264 rows × 10 columns</p>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "     hour  is_holiday  is_weekend  season         cnt         t1         t2  \\\n",
+              "0       0         0.0         0.0     0.0  171.780488   9.117886   7.662602   \n",
+              "1       0         0.0         0.0     1.0  302.193798  16.581395  16.531008   \n",
+              "2       0         0.0         0.0     2.0  210.914062  12.304688  11.773438   \n",
+              "3       0         0.0         0.0     3.0  154.803279   6.680328   4.680328   \n",
+              "4       0         0.0         1.0     0.0  411.471698   9.301887   8.066038   \n",
+              "..    ...         ...         ...     ...         ...        ...        ...   \n",
+              "259    23         0.0         1.0     2.0  426.300000  11.760000  11.220000   \n",
+              "260    23         0.0         1.0     3.0  275.176471   7.598039   5.666667   \n",
+              "261    23         1.0         0.0     0.0  296.750000  10.437500   9.312500   \n",
+              "262    23         1.0         0.0     1.0  443.000000  16.750000  16.750000   \n",
+              "263    23         1.0         0.0     3.0  232.000000   7.416667   5.583333   \n",
+              "\n",
+              "           hum  wind_speed  weather_code  \n",
+              "0    76.170732   14.056911      2.536585  \n",
+              "1    74.515504   13.992248      2.426357  \n",
+              "2    80.996094   12.089844      2.625000  \n",
+              "3    81.172131   15.209016      3.114754  \n",
+              "4    75.457547   12.825472      2.905660  \n",
+              "..         ...         ...           ...  \n",
+              "259  79.800000   11.470000      2.820000  \n",
+              "260  80.431373   17.166667      3.745098  \n",
+              "261  77.125000   16.250000      2.875000  \n",
+              "262  77.000000    5.000000      2.500000  \n",
+              "263  82.083333   16.583333      2.333333  \n",
+              "\n",
+              "[264 rows x 10 columns]"
+            ]
+          },
+          "execution_count": 585,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
       "source": [
-        "# with lineplot (*whether it is a holiday or not*)\n"
+        "# with lineplot (*whether it is a holiday or not*)\n",
+        "\n",
+        "df = pd.read_csv('store_sharing.csv', parse_dates=True)\n",
+        "\n",
+        "# Change the data type\n",
+        "df['timestamp'] = pd.to_datetime(df['timestamp'])\n",
+        "df['hour'] = df['timestamp'].dt.hour\n",
+        "\n",
+        "# group by hour\n",
+        "\n",
+        "df_hour = df.groupby(by=['hour', 'is_holiday', 'is_weekend', 'season']).mean().reset_index()\n",
+        "df_hour\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 579,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1600x800 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df_grouped = df.groupby(by=['hour', 'is_holiday']).mean().reset_index()\n",
+        "\n",
+        "# Plot the grouped data as a line plot\n",
+        "\n",
+        "plt.figure(figsize=(16  , 8))\n",
+        "\n",
+        "sns.lineplot(x='hour', y='cnt', hue='is_holiday', data=df_grouped, palette='dark')\n",
+        "plt.xlabel('Hour')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.title('Bike Shares by Hour and Holiday')\n",
+        "plt.yticks(np.arange(300, 3400, 200))\n",
+        "plt.xticks(np.arange(0, 24, 1))\n",
+        "plt.grid(True)\n",
+        "plt.minorticks_on()\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 580,
       "metadata": {
         "id": "ly1idLJL20Iz"
       },
-      "source": [
-        "# with lineplot (*You may want to see seasonal breakdowns*)\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1600x800 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with lineplot (*You may want to see seasonal breakdowns*)\n",
+        "\n",
+        "df_grouped = df.groupby(by=['hour', 'season']).mean().reset_index()\n",
+        "\n",
+        "# Plot the grouped data as a line plot\n",
+        "\n",
+        "plt.figure(figsize=(16, 8))\n",
+        "sns.lineplot(x='hour', y='cnt', hue='season', data=df_grouped, palette='bright')\n",
+        "plt.xlabel('Hour')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.title('Bike Shares by Hour and Season')\n",
+        "plt.yticks(np.arange(300, 4001, 200))\n",
+        "plt.xticks(np.arange(0, 24, 1))\n",
+        "plt.grid(True)\n",
+        "plt.minorticks_on()\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 584,
       "metadata": {
         "id": "fZFUlVJn20I0"
       },
-      "source": [
-        "# with pointplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1600x800 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with pointplot\n",
+        "\n",
+        "df_grouped = df.groupby(by=['hour', 'is_weekend']).mean().reset_index()\n",
+        "\n",
+        "# Plot the grouped data as a line plot\n",
+        "\n",
+        "plt.figure(figsize=(16, 8))\n",
+        "sns.lineplot(x='hour', y='cnt', hue='is_weekend', data=df_grouped, palette='bright')\n",
+        "plt.xlabel('Hour')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.title('Bike Shares by Hour and weekend')\n",
+        "plt.yticks(np.arange(300, 4001, 200))\n",
+        "plt.xticks(np.arange(0, 24, 1))\n",
+        "plt.grid(True)\n",
+        "plt.minorticks_on()\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -514,25 +1602,208 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 699,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>day_of_week</th>\n",
+              "      <th>is_holiday</th>\n",
+              "      <th>is_weekend</th>\n",
+              "      <th>season</th>\n",
+              "      <th>cnt</th>\n",
+              "      <th>t1</th>\n",
+              "      <th>t2</th>\n",
+              "      <th>hum</th>\n",
+              "      <th>wind_speed</th>\n",
+              "      <th>weather_code</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Friday</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1170.524306</td>\n",
+              "      <td>10.643229</td>\n",
+              "      <td>9.493924</td>\n",
+              "      <td>69.207465</td>\n",
+              "      <td>15.449653</td>\n",
+              "      <td>2.342014</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Friday</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>1456.090909</td>\n",
+              "      <td>18.729752</td>\n",
+              "      <td>18.656198</td>\n",
+              "      <td>67.131405</td>\n",
+              "      <td>14.732231</td>\n",
+              "      <td>2.233058</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Friday</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>1244.286432</td>\n",
+              "      <td>12.947236</td>\n",
+              "      <td>12.355109</td>\n",
+              "      <td>73.616415</td>\n",
+              "      <td>14.354271</td>\n",
+              "      <td>2.504188</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Friday</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>921.949653</td>\n",
+              "      <td>7.556424</td>\n",
+              "      <td>5.557292</td>\n",
+              "      <td>78.543403</td>\n",
+              "      <td>17.191840</td>\n",
+              "      <td>3.062500</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>Friday</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>761.125000</td>\n",
+              "      <td>10.041667</td>\n",
+              "      <td>8.927083</td>\n",
+              "      <td>77.239583</td>\n",
+              "      <td>11.020833</td>\n",
+              "      <td>4.562500</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "  day_of_week  is_holiday  is_weekend  season          cnt         t1  \\\n",
+              "0      Friday         0.0         0.0     0.0  1170.524306  10.643229   \n",
+              "1      Friday         0.0         0.0     1.0  1456.090909  18.729752   \n",
+              "2      Friday         0.0         0.0     2.0  1244.286432  12.947236   \n",
+              "3      Friday         0.0         0.0     3.0   921.949653   7.556424   \n",
+              "4      Friday         1.0         0.0     0.0   761.125000  10.041667   \n",
+              "\n",
+              "          t2        hum  wind_speed  weather_code  \n",
+              "0   9.493924  69.207465   15.449653      2.342014  \n",
+              "1  18.656198  67.131405   14.732231      2.233058  \n",
+              "2  12.355109  73.616415   14.354271      2.504188  \n",
+              "3   5.557292  78.543403   17.191840      3.062500  \n",
+              "4   8.927083  77.239583   11.020833      4.562500  "
+            ]
+          },
+          "execution_count": 699,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "df = pd.read_csv('store_sharing.csv', parse_dates=True)\n",
+        "\n",
+        "# Change the data type\n",
+        "df['timestamp'] = pd.to_datetime(df['timestamp'])\n",
+        "df['day_of_week'] = df['timestamp'].dt.day_name()\n",
+        "\n",
+        "# group by hour\n",
+        "\n",
+        "df_day = df.groupby(by=['day_of_week', 'is_holiday', 'is_weekend', 'season']).mean().reset_index()\n",
+        "df_day.head()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 700,
       "metadata": {
         "id": "7GB4NtqL20I0"
       },
-      "source": [
-        "# with barplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with barplot\n",
+        "days_order = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n",
+        "sns.barplot(x='day_of_week', y='cnt', hue='is_holiday', data=df_day, palette='bright', order=days_order)\n",
+        "plt.xlabel('Day of Week')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.title('Bike Shares by day of week')\n",
+        "plt.yticks(np.arange(0, 1551, 150))\n",
+        "plt.grid(True)\n",
+        "plt.minorticks_on()\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 701,
       "metadata": {
         "id": "9fxEGhPQ20I0"
       },
-      "source": [
-        "# with pointplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with pointplot\n",
+        "days_order = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n",
+        "\n",
+        "sns.pointplot(x='day_of_week', y='cnt', hue='is_holiday', data=df_day, palette='bright', order=days_order)\n",
+        "plt.xlabel('Day of Week')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.title('Bike Shares by day of week')\n",
+        "plt.yticks(np.arange(0, 1551, 150))\n",
+        "plt.grid(True)\n",
+        "plt.minorticks_on()\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -545,16 +1816,54 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 605,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "df = pd.read_csv('store_sharing.csv', parse_dates=True)\n",
+        "\n",
+        "# Change the data type\n",
+        "df['timestamp'] = pd.to_datetime(df['timestamp'])\n",
+        "df['day'] = df['timestamp'].dt.day\n",
+        "\n",
+        "# group by hour\n",
+        "\n",
+        "df_day = df.groupby(by=['day', 'is_holiday', 'is_weekend', 'season']).mean().reset_index()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 604,
       "metadata": {
-        "scrolled": false,
-        "id": "Uh2gF1kn20I1"
+        "id": "Uh2gF1kn20I1",
+        "scrolled": false
       },
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1600x800 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
       "source": [
         "#with lineplot\n",
-        "\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+        "\n",
+        "plt.figure(figsize=(16, 8))\n",
+        "sns.lineplot(x='day', y='cnt', hue='is_weekend', data=df_day, palette='bright')\n",
+        "plt.xlabel('Days')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.title('Bike Shares by Day of month')\n",
+        "plt.yticks(np.arange(400, 1801, 50))\n",
+        "plt.xticks(np.arange(1, 32, 1))\n",
+        "plt.grid(True)\n",
+        "plt.minorticks_on()\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -568,25 +1877,125 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 628,
       "metadata": {
         "id": "kWyoqrrF20I1"
       },
-      "source": [
-        "# with barplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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4UXFxcdqyZYseeOCBqxghUDbwoTUABRIXFycPD4/L/oIPDAyUxWLRtGnTlJaW5vgTbcWKFdW8eXMdOHBArVq1cvw0atRIixYtcvxp/O88PDxUvXp1RUVF6cSJE/n6f/vtN0kqcNiVpOjoaHXs2FE9evRwhN09e/bo+PHj/3hU8PxVB5o1a+YYQ8uWLbVq1Sp9+umnkqTHH39cYWFhks4F5F69emnMmDHKyclxHC29lC+//NJxOy8vT5988olsNpvjlAWLxaLQ0FBt3bpVn3/+ueMDgVfDZrOpXLlyOnLkiNO28fT01Msvv6xDhw7pxIkT+u233zRw4EBHnyTH1RAu97r9+OOPuvHGGxUXFyeLxaJmzZrpiSeeUOPGjZWUlHTRdTp06CBJ+uijj5zaP/roI+Xm5qp9+/ZXPe6Cstls8vLy0ocffujU/sMPPygpKUnt2rX7x8e44YYblJOT4/gAonTuFIVvvvnGcf/AgQNKT0/X8OHD1bBhQ1mt5349X+w1vu6661SvXj3Nnj1bp0+fVr9+/a5qjEBZwBFeAE7OnDmjmJgYx3273a7PP/9cUVFRGjx4sONP95fTtGlT3XfffXrjjTd0++23q127dho/frxGjRqlJ598UnfccYfj0/yxsbEaM2bMJR9r8uTJGjZsmEJDQzV8+HA1a9ZMeXl5+v7777Vq1SoNGTKkUNcEbt26tf7zn//o3XffVYMGDbRv3z698sorslgs/3je55gxYzRkyBCNHj1aQ4cOlbe3t9atW6etW7dq4cKFks6dwzt16lS99NJL+te//qVTp05p8eLFqlevnuMUgEuZP3++cnNzVbNmTb377rv67bfftHLlSqdlQkNDHd9oVxRBp2rVqnrwwQe1YMECnTlzxvHNawsWLJDFYlHTpk1VqVIl1a5dW2+//bZq1KihypUr6+uvv9bq1aslXf582ebNm8vHx0cTJkzQo48+qoCAAO3YsUO//PJLvitsnNewYUPdeeedWrhwoTIyMnTdddfpl19+0eLFi9WxY0enc2GLm5+fn0aNGqUlS5aoXLly6tatmw4dOqQFCxY46vwnN9xwgzp16qTJkyfr2LFjql27tlavXq3jx487/lpy7bXXqmLFinr11Vfl6ekpT09PbdmyxXGe8d9f4wEDBmju3Ln617/+xReHAAVA4AXgZO/evU7XtvX29tY111yjJ554olB/On300Uf1ySefaPLkydq0aZM6deqkFStWaPHixRo3bpzKlSunFi1aaOXKlZf9s3zLli21adMmLVu2TGvWrFFqaqo8PDzUsGFDTZw4UQMHDizU+J599lllZ2dr/vz5stvtCg4O1iOPPKKEhAR9/vnn+a49e6GmTZvq7bff1rx58zRhwgQZhqHGjRtryZIluvnmmyVJQ4YMUXZ2ttauXat33nlHPj4+uuGGG/T000+rXLlyl60tMjJSL774og4ePKjGjRvrtddecxztPC8oKEhNmzZVQEBAkQWdxx9/XIGBgXrnnXf0+uuvq0qVKrrhhhs0fvx4VapUSdK5S3NFRETo2WeflZeXlxo2bKhXXnlFL7zwgn744YdLXpPZ29tbb7zxhubOnauIiAidOnVK9erV04wZMy57ObWIiAjVrVtXUVFReu2111S9enUNHz5cY8aMcRz9LCnng/qaNWu0bt06+fn5qWfPnnr88cfzned9KYsXL9acOXO0cOFCZWVlqXfv3ho0aJA+++wzSef+GrB06VLNmjVLjz32mCpUqKBmzZppzZo1euihh/TDDz84fQ1xly5dNHfu3Mu+hgD+n8X4+6cNAABu68iRI+rWrZsWLlyoHj16uLocuMjy5cu1atUqffnll/Ly8nJ1OYDb4wgvAJQCv/zyiz777DNt2bJF9erVczrah7Jj48aN+t///qd33nlHY8aMIewCBcSH1gCgFMjKytLKlSuVm5url19+ucT/rA/3sG/fPr3zzju65ZZbNHLkSFeXA5QabnFKg91uV2hoqJ577jl17NhRkvT888/rrbfeclruueee07333ivp3Nd3zp8/X6mpqerUqZNmzpzp+DCNYRiaO3euNmzYoLy8PA0cOFBPPfUUvyAAAADKIJef0pCVlaUnn3xS8fHxTu379+/Xk08+6fQJ2IoVK0o6d3mkSZMmafr06WratKnjO9uXLVsmSVq5cqU+/PBDLV68WDk5OXr66afl7+/PtQoBAADKIJce8kxISNCgQYP0xx9/5Ovbv3+/mjdvrsDAQMfP+YvTr1mzRr169VL//v3VtGlTzZo1S9u2bVNiYqIkafXq1Ro3bpxCQkJ0/fXX66mnntLbb79domMDAACAe3Bp4N21a5c6duyodevWObWfOXNGR44cuei3/khSbGysQkJCHPdr1qypWrVqKTY2VkeOHFFycrKuu+46R3/79u11+PDhf7zoOwAAAMzHpac03H333Rdt379/vywWi1599VV99dVX8vPz0/333+84veHo0aOqXr260zr+/v5KSUlRamqqJDn1n/+qzpSUlHzrAQAAwNxcfg7vxRw4cEAWi0X169fXvffeq++//17PPfecKlasqFtuuUWZmZn5LsXi5eUlu92uzMxMx/0L+6RzH44DAABA2eKWgbd///7q1q2b/Pz8JJ37dqPff/9d7777rm655RZ5e3vnC692u12+vr5O4dbb29txW5LjHOCCOn78tFx/DQv8ncUiVatWie0DFALzBrgyzB33dX7bFIRbBl6LxeIIu+fVr19fO3fulHTuqzXT0tKc+tPS0hQYGOj4qs3U1FQFBwc7bktSYGBgoerIyxM7txuyWM79y/YBCo55A1wZ5o77Or9tCsItL0y7YMECjRgxwqlt3759ql+/viTJZrMpOjra0ZecnKzk5GTZbDYFBQWpVq1aTv3R0dGqVasW5+8CAACUQW55hLdbt25avny5VqxYoVtuuUXbt2/Xpk2btHr1aknS0KFDNWzYMLVp00atWrVSRESEunbtqjp16jj658yZoxo1akiS5s6dyzfSAAAAlFFuGXhbt26tBQsWaOHChVqwYIFq166tuXPnqm3btpKktm3basaMGVq4cKFOnjypm266STNnznSs/8ADD+jYsWMaO3asPDw8NHDgwHxHjAEAAFA2uMVXC7urtDROUHdHFosUEFCJ7QMUAvMGuDIlMXcMw1BeXq7y8vKK5wlKMQ8PT1mtFz8D9/y2KQi3PMILAABQFuTkZOvkyePKzs50dSluyqKqVQPl7V24K239HYEXAADABQzD0LFjKbJarapSJUAeHp6yFObSAyZnGIbOnDmpEydSVb168CWP9BYEgRcAAMAFcnKyZRh5qlIlUF5ePq4uxy1VrFhFx49nKDc3R1ar1z+vcAlueVkyAACAssJiIY5dSlEd8eYVBgAAgKkReAEAAGBqBF4AAAA3lJycpE6dQpScnHTFj/Hxx//WwIG3X/H6Awfero8//rckaezYUVqxYtkll+3UKUS7d/9wxc9VnPjQGgAAgBuqXj1IH3zwifz8qrq6FEnSCy/MlqdnOVeXcUUIvAAAAG7Iw8ND/v4Bri7DoXLlKq4u4YpxSgMAAIAbuvCUhs8++6+GDg1V9+436t5779JXX31Z4McxDEMrVixTnz43q2fPrlqyZIFT/8cf/1v33DNQ3bvfpAceGKaYmN0XfZy/n9KwcuVr6tv3FvXpc7M+/HCT07KpqUc1efIE9ezZTd263aCRI+9RXFyMJOmll57XM8884bT8vHmzNHPmcwUeU2EReAEAANzYiRPHNXPmFA0bdr/eeSdKvXvfoWnTJunUqZMFWv/IkRT98cdBvfLKG3r66Ylau3aNdu7cIelc2J03b5buvXeEVq16WyEhHfT0048pNfXoZR/zgw/e13vvvavw8CmaP3+pPvxws1P/jBnPKTc3T8uWrdQbb7ytwMDqmjv3RUlSjx636fvvv9Off56RJOXl5enLLz/XzTffVtiXpsAIvAAAAG7M09NTOTk5Cgysrho1amro0Hv14otz5eXlXeD1n332OV1zTV3dfPOtatiwkRIS/idJ2rBhrQYOHKJevfrqmmvq6ZFHHlX9+g0VFfXeZR/z3//epMGD79ZNN3VWo0ZN9Mwzkx19hmGoc+eueuKJp1W3bj1de219hYYO0m+/HZAktW3bXpUqVdY333wtSYqN/VHZ2dnq0OH6K3l5CoRzeAEAANxYxYqVdOONnfTEE2G65pq66tSpi26/vb98fAr27WzVqvnL19fXcb9ChYqy2+2SpN9//1333/+Q0/ItW7bSwYO/XfYxf//9gEaMeNBx/9pr6zuew2Kx6M47B2rr1i3asydOBw/+rl9/3ae8vDxJktVqVffut+iLL7bq1lt76fPPt6pLl27y9Cy+WMoRXgAAADdmsVg0a9Z8LV++Sl273qwdO77WyJH3Kj7+1wKtb7Xmj3uGYUiSvLzyf11vbm6ecnPzCvDIhtM9D49zgTUvL09PPBGmtWvfVlBQDd1993BNnjzdadkePW7Td9/t1J9/ntFXX32um2++tUBjuVIEXgAAADdmt9u1ePF8NW/eUqNGjdFbb72noKAgfffdt1f92NdcU1c//7zHqe3nn3/SNdfUvex6117bQL/8stdxPzk5SWfOnJZ07uhvTMxuzZ+/VMOHj9SNN3bSsWNpkv4/aLdo0VKBgYF6++3VMoxzpzkUJ05pAAAAcGOnT5/Wpk0bVLFiRd16ay/99tsBJScnqXHjplf92IMH36MXX5yhevWuVfPmLfXRR5u1f398viOyfzdw4GDNnfuSGjVqrGuuqasFC+Y6jiRXrFhJVqtVn322RZ06ddEvv/ysN944d3UHu90ub+9z5x7ffPOtWrv2bd1+ez95eHhc9Vguh8ALAADgxvz9/RURMVuvvLJIq1evVNWqVTV69Ngi+ZDXzTffouPHj+n111/V8ePH1LBhY7388mLVrVvvsuvddltvpaef0Lx5s5WVlal77x3h+CBc9epBevLJZ7Vq1etatmyJ6tSpq8cee0rPPz9V8fG/qmXL1n89961avfqNYj+dQZIsxvljy8gnLe20eHXcj8UiBQRUYvsAhcC8Aa5Mcc6d7Gy7jh1Llr9/TZUrl/9cWrP7/vudeumlCK1fv1kWi+Wiy1zuNTq/bQqCI7wAAAAoMWlpaYqLi9Fbb72hvn37XTLsFiUCLwAAQCn0yy8/a9y4hy/ZHxRUU2vWXP56uq5w5sxpRUbOUIsWLTVkyL0l8pwEXgAAgFKoQYNGWrnynUv2F+d1ba9GvXrX6tNPvyrR53TPVwIAAACX5eXlpeDgOq4uo1Qg8AIA3EJS0mGtWvWaJGnEiIdUq1ZtF1cEwCz44gkAgFt4880ViouLUVxcjFavXuHqcgCYCIEXAOAWDh9OdNw+dCjxMksCQOEQeAEAAGBqBF4AAACYGh9aAwAAcFNWq0VWa/F/MYMk5eUZyssr3NfJZWVl6eWXX9K2bZ/L29tbQ4YM09ChF7+27v/+t0+zZ0fqwIEEXXttAz31VLiaNm1WFKX/IwIvAACAG7JaLariV0GeHiUTeHNyDZ1M/7NQoXfp0gXat+8XLVjwqlJSkhURMU01atRQt249nJbLyMjQ008/pltu6aVJk6Zp06YoTZjwuNat2yRfX9+iHko+bhF47Xa7QkND9dxzz6ljx45OfadPn1bv3r31xBNPKDQ01NH+4Ycfav78+UpNTVWnTp00c+ZMVatWTZJkGIbmzp2rDRs2KC8vTwMHDtRTTz0lq5UzOAAAQOlgtVrk6WHREy+nav+h7GJ9rgbB5TRvfKCsVkuBA29GRob+/e8PNGfOAjVp0lRNmjTVb7/tV1TUe/kC72ef/VdeXj4KC3tMFotFjz32pHbu/EZffLFVvXvfXhxDcuLywJuVlaUnn3xS8fHxF+2fPXu2jh496tQWFxenSZMmafr06WratKkiIiIUHh6uZcuWSZJWrlypDz/8UIsXL1ZOTo6efvpp+fv764EHHij28QAAABSl/Yey9fMBu6vLyCch4X/Kzc1Rq1Y2R1vr1m20evVK5eXlOR1o/PnnPWrd2iaL5dzRaovFolatbNqzJ65EAq9LD3kmJCRo0KBB+uOPPy7a/8MPP2jnzp0KDAx0al+zZo169eql/v37q2nTppo1a5a2bdumxMRzl7FZvXq1xo0bp5CQEF1//fV66qmn9Pbbbxf7eAAAAMqKY8fSVKWKn8qVK+doq1bNX3Z7lk6ePJlv2YAA5zxXtWo1paY6H9QsLi4NvLt27VLHjh21bt26fH12u13PPfecpkyZIi8vL6e+2NhYhYSEOO7XrFlTtWrVUmxsrI4cOaLk5GRdd911jv727dvr8OHD+Y4UAwAA4MpkZmY6hV1JjvvZ2c5HpLOyMvPlOS8vL9ntxXuqxnkuPaXh7rvvvmTfq6++qubNm6tTp075+o4eParq1as7tfn7+yslJUWpqamS5NQfEBAgSUpJScm33uVYSuYccRTS+e3C9gEKrjTMmwtrs1jcu1aUHcU5d0r7Pu7l5a3sbOfAev6+j4/P35b1kt3uHILtdrt8fLwL9FwXe08ozOvn8nN4LyYhIUFr167V5s2bL9qfmXmp/yXYlZmZ6bh/YZ+kfC/0P/H3r1So5VGy2D5A4bnzvLnwfD+r1aqAAPetFWVPccydzMxMHT9ulYeHRZ6e+f/o7uFR8n+IL8xz1qgRpJMn0yXlydPzXKQ8efK4vL195OdXxWlOV69eXSdOHHcaZ3r6cQUGBl507Ofl5VlktVpVtWqFfCG6MNwu8BqGocmTJ2vcuHGOI7N/5+3tfdH/Jfj6+jqFW29vb8dtSYW+7MWxY6dlFO5ydCgBFsu5Nx62D1BwpWHe5OXlOd1OSzvtwmqAc4pz7mRn25WXl6fcXEM5OXn/vEIJyM3NK3At9es3koeHp2Jj42SztZEk/fjjj2rWrLny8pzndLNmLbVmzZvKzs6VxWKRYRiKjY3R8OEjL/t8ubmG8vLydOLEnypXzvlo8vltUxBuF3iTkpL0448/6tdff9VLL70k6dxlL6ZOnaqPP/5Yr7/+uoKCgpSWlua0XlpamgIDAxUUFCRJSk1NVXBwsOO2pHwffvsnhiG3/cUAtg9wJdx53lxYlzvXibKpOPbJgj5eg+By/7zQVbqS5/Dx8VGvXn00Z84LmjhxqlJTU/Xuu29p4sSpks59UK1ixYry9vZRt24369VXF2vBgrnq1y9UH3zwvjIzM9S9+y0Feq6rff3dLvAGBQXpv//9r1PbsGHDNGzYMN1xxx2SJJvNpujoaMd1eZOTk5WcnCybzaagoCDVqlVL0dHRjsAbHR2tWrVqFer8XQAAAFfKyzOUk2to3vjCHbC7Ujm5hf+mtUcfHa85cyI1btzDqlChoh54YLS6dOkuSerXr6cmTpyq3r1vV4UKFTVr1jzNmROpzZs3qkGDhpo9e0GJfOmE5IaB19PTU3Xr1s3X5u/v7zh6O3ToUA0bNkxt2rRRq1atFBERoa5du6pOnTqO/jlz5qhGjRqSpLlz52rkyJElOxAAAICrkJd37pvP3PmrhX18fDR58nRNnjw9X9/27T843W/evKXeeMM1l4l1u8BbEG3bttWMGTO0cOFCnTx5UjfddJNmzpzp6H/ggQd07NgxjR07Vh4eHho4cKBGjBjhuoIBAACuwJWEUORnMQzOkrqUtDT3/XBHWWaxSAEBldg+QCGUhnkzduxDSks795mLgIBALV78mosrAop37mRn23XsWLL8/WuqXDmvf16hDLrca3R+2xSES794AgAAAChuBF4AAACYGoEXAAAApkbgBQAAgKkReAEAAGBqBF4AAACYGoEXAAAApkbgBQAAcFNWq0WentYS+bmab3Sz2+0aNmyQdu/+4ZLL/O9/+/TQQ/fp5ptv0oMPDte+fb9c8fMVVqn8pjUAAACzs1otqurnK6uHR4k8X15urk6kZxT6m92ysrI0ffpk/fbbgUsuk5GRoaeffky33NJLkyZN06ZNUZow4XGtW7dJvr6+V1v6PyLwAgAAuCGr1SKrh4dSNzyu7NSEYn2ucoENFThwvqxWS6EC72+/HdD06ZP1T1/c+9ln/5WXl4/Cwh6TxWLRY489qZ07v9EXX2xV7963X235/4jACwAA4MayUxNkT/7Z1WVcVEzMbrVr116jRoWpR49Ol1zu55/3qHVrmyyWc6dNWCwWtWpl0549cQReAAAAuK877xxYoOWOHUvTtdfWd2qrWrWafvttf3GUlQ8fWgMAAECxysrKlJeXl1Obl5eX7PbsEnl+Ai8AAACK1blwa3dqs9vt8vHxLpHnJ/ACAACgWAUEVNfx48ec2o4fPyZ//4ASeX4CLwAAAIpVixYt9dNPcY6rORiGoZ9+ilWLFq1K5Pn50BoAAIAbKxfYsFQ+x7FjaapYsaK8vX3UrdvNevXVxVqwYK769QvVBx+8r8zMDHXvfkuRP+/FEHgBAADcUF6eobzcXAUOnF8yz5ebW+gvnbicfv16auLEqerd+3ZVqFBRs2bN05w5kdq8eaMaNGio2bMXlMiXTkgEXgAAALeUl2foRHrGVX3lb2Gf72oC7/btP1z2fvPmLfXGG29f8eNfDQIvAACAm7raEIpz+NAaAAAATI3ACwAAAFMj8AIAAMDUCLwAAAAudP7atMivqF4bAi8AAIALeHh4SJLs9iwXV+K+cnNzJElW69VFVq7SAAAA4AJWq4d8fSvqzJkTkiQvL29ZLCVzCbLSwDDydPp0ury8fGS1elzVYxF4AQAAXKRy5WqS5Ai9cGaxWFW5crWr/o8AgRcAAMBFLBaLqlTxV6VKVR1/vsf/8/QsVyRHvQm8AAAALma1WmW1erm6DNNyiw+t2e129e3bV999952j7euvv9Ydd9yh1q1b64477tC2bduc1tmxY4f69u0rm82m4cOHKzEx0al/1apV6ty5s9q2bauJEycqIyOjRMYCAAAA9+LywJuVlaXx48crPj7e0Xbw4EGNHTtWoaGh+uijj3TnnXcqLCxMhw4dkiQlJSUpLCxMoaGh2rBhg6pVq6YxY8Y4Ll2xZcsWLV68WDNmzNCbb76p2NhYzZ492yXjAwAAgGu5NPAmJCRo0KBB+uOPP5zaU1JSNGjQII0YMUJ16tTR/fffr/LlyysuLk6StH79erVs2VIjR45Uo0aNFBkZqcOHD2vXrl2SpNWrV+u+++5Tt27d1Lp1a02fPl1RUVEc5QUAACiDXBp4d+3apY4dO2rdunVO7R07dtSkSZMkSdnZ2Vq/fr3sdrtat24tSYqNjVVISIhjeV9fX7Vo0UIxMTHKzc3VTz/95NTfpk0bZWdna9++fSUwKgBlSVLSYb3wwjS98MI0JSUddnU5AICLcOmH1u6+++7L9h88eFC9evVSbm6unnzySQUHB0uSUlNTVb16dadl/f39lZKSolOnTikrK8up39PTU35+fkpJSSlUfVwKzz2d3y5sH7iD1atXKC4uxnE7PHyKawu6hNIwby6szWJx71pRdpSGuVNWFWabuPVVGqpVq6YNGzboxx9/1Isvvqi6devqtttuU0ZGhry8nD/J6OXlJbvdrszMTMf9i/UXhr9/pasbAIoV2wfuIDn5sNPtgAD33i/ded5c+E1KVqvV7V9LlC3uPHfwz9w68FaqVEnNmzdX8+bNtX//fq1Zs0a33XabvL2984VXu92uypUry9vb23H/7/2+vr6Fev5jx06Lr7d2PxbLuTcetg/cQV5entPttLTTLqzm0krDvCktryXKltIwd8qq89umINwy8MbHx+vkyZNO5+E2aNDA8aG0oKAgpaWlOa2TlpamZs2ayc/PT97e3kpLS1ODBg0kSTk5OUpPT1dgYGCh6jAMsXO7MbYP3MGF+2Bp2CfducbS9lqibGGfLN1cflmyi/niiy80efJkx2XGJOnnn39W/fr1JUk2m03R0dGOvoyMDO3du1c2m01Wq1WtWrVy6o+JiZGnp6eaNm1acoMAAACAW3DLwHvHHXcoNTVVc+bM0e+//663335bmzdv1ujRoyVJAwYM0O7du7V8+XLFx8crPDxcwcHB6tixo6RzH4ZbsWKFtm7dqri4OE2bNk2DBg0q9CkNAAAAKP3c8pSGGjVqaMWKFXrhhRe0Zs0a1a5dWwsWLFCLFi0kScHBwVq0aJFeeOEFLVmyRG3bttWSJUsc37Xcp08fHT58WFOmTJHdbtett96qp59+2pVDAgAAgIu4TeD99ddfne63adNG77333iWX79Kli7p06XLJ/lGjRmnUqFFFVh8AAABKJ7c8pQEAAAAoKgReAAAAmBqBFwAAAKZG4AUAAICpEXgBAABgagReAAAAmBqBFwAAAKbmNtfhhWslJR3WqlWvSZJGjHhItWrVdnFFAAAARYMjvJAkvfnmCsXFxSguLkarV69wdTkAAABFhsALSdLhw4mO24cOJV5mSQAAgNKFwAsAAABTI/ACAADA1Ai8AAAAMDUCLwAAAEyNwAsAAABTI/ACAADA1Ai8AAAAMDUCLwAAAEyNwAsAAABTI/ACAADA1Ai8AAAAMDUCLwAAAEyNwAsAAABTI/ACAADA1Ai8AAAAMDUCLwAAAEyNwAsAAABTI/ACAADA1Ai8AAAAMDW3CLx2u119+/bVd99952iLiYnRkCFD1LZtW912221av3690zo7duxQ3759ZbPZNHz4cCUmJjr1r1q1Sp07d1bbtm01ceJEZWRklMhYAAAA4F5cHnizsrI0fvx4xcfHO9pSU1P10EMPqUOHDtq4caPGjRunmTNn6ssvv5QkJSUlKSwsTKGhodqwYYOqVaumMWPGyDAMSdKWLVu0ePFizZgxQ2+++aZiY2M1e/ZsVwwPAAAALubSwJuQkKBBgwbpjz/+cGrfunWrAgICNH78eNWrV099+vRR//799e9//1uStH79erVs2VIjR45Uo0aNFBkZqcOHD2vXrl2SpNWrV+u+++5Tt27d1Lp1a02fPl1RUVEc5QUAACiDXBp4d+3apY4dO2rdunVO7Z07d1ZkZGS+5c+cOSNJio2NVUhIiKPd19dXLVq0UExMjHJzc/XTTz859bdp00bZ2dnat29fMY0EAAAA7srTlU9+9913X7Q9ODhYwcHBjvvHjh3TRx99pEcffVTSuVMeqlev7rSOv7+/UlJSdOrUKWVlZTn1e3p6ys/PTykpKYWqz2Ip1OKl2oVjtVjce+zna3PnGlF2lJa5UxrmTWl5LVG2lIa5U1YVZpu4NPAWRGZmph599FEFBARo8ODBkqSMjAx5eXk5Lefl5SW73a7MzEzH/Yv1F4a/f6WrqLx0sVqtTrcDAtx/7GVp+8B9lba5487zprS9lihb3Hnu4J+5deD9888/NWbMGP3+++9655135OvrK0ny9vbOF17tdrsqV64sb29vx/2/959fv6COHTutvz4HZ3p5eXlOt9PSTruwmsuzWM698ZSl7QP3VVrmTmmYN6XltUTZUhrmTll1ftsUhNsG3jNnzujBBx/UH3/8oTfffFP16tVz9AUFBSktLc1p+bS0NDVr1kx+fn7y9vZWWlqaGjRoIEnKyclRenq6AgMDC1WDYajM7NwXjrO0jLu01AlzK21zx51rLG2vJcoW9snSzeWXJbuYvLw8jR07VocOHdJbb72lRo0aOfXbbDZFR0c77mdkZGjv3r2y2WyyWq1q1aqVU39MTIw8PT3VtGnTEhsDAAAA3INbBt4NGzbou+++0/PPP6/KlSsrNTVVqampSk9PlyQNGDBAu3fv1vLlyxUfH6/w8HAFBwerY8eOks59GG7FihXaunWr4uLiNG3aNA0aNKjQpzQAAACg9HPLUxq2bNmivLw8jR492qm9Q4cOeuuttxQcHKxFixbphRde0JIlS9S2bVstWbJElr8+rtenTx8dPnxYU6ZMkd1u16233qqnn37aFUMBAACAi7lN4P31118dt1esWPGPy3fp0kVdunS5ZP+oUaM0atSoIqkNAAAApZdbntIAAAAAFBUCLwAAAEyNwAsAAABTI/ACAADA1Ai8AAAAMDUCLwAAAEyNwAsAAABTI/ACAADA1Ai8AAAAMDUCLwAAAEyNwAsAAABTI/ACAADA1Ai8AAAAMDUCLwAAAEyNwAsAAABTI/ACAADA1Ai8AAAAMDUCLwAAAEyNwAsAAABTI/ACAADA1Ai8AAAAMDUCLwAAAEyNwAsAAABTI/ACAADA1DxdXQAA/BOr1SKr1eLqMi7KYrE43fb05DgCALgbAi8At2a1WlTFr4I8Pdwz8F4YxK1Wi6pWreDCai4vN8+Q1WpRbq7h6lIAoEQReAG4NavVIk8Pi554OVX7D2W7upx8zh7Pddw+ejxXd4xPcmE1l9YguJzmjQ/864g0gRdA2ULgBVAq7D+UrZ8P2F1dRj7BOYbjjTQ7x3DLGgGgrONkMwAAAJia2wReu92uvn376rvvvnNqP3jwoFq3bp1v+R07dqhv376y2WwaPny4EhMTnfpXrVqlzp07q23btpo4caIyMjKKtX4AAAC4J7cIvFlZWRo/frzi4+Od2pOTkzV69GhlZWU5tSclJSksLEyhoaHasGGDqlWrpjFjxsgwzp2XtmXLFi1evFgzZszQm2++qdjYWM2ePbvExgMAAAD34fLAm5CQoEGDBumPP/5wat+6datCQ0Pl5eWVb53169erZcuWGjlypBo1aqTIyEgdPnxYu3btkiStXr1a9913n7p166bWrVtr+vTpioqK4igvAABAGeTywLtr1y517NhR69atc2r/8ssv9dhjj2nSpEn51omNjVVISIjjvq+vr1q0aKGYmBjl5ubqp59+cupv06aNsrOztW/fvuIbCAAAANySy6/ScPfdd1+0/fnnn5ekfOf0SlJqaqqqV6/u1Obv76+UlBSdOnVKWVlZTv2enp7y8/NTSkpKoWqzuOdlP4vFhWO1WNx77Odrc+caAXflzvO7NL0Poezgd477Ksw2cXngvRIZGRn5TnXw8vKS3W5XZmam4/7F+gvD37/S1RVailitVqfbAQHuP/aytH2AouLn575fjFEa34dQdvA7p3QrlYHX29s7X3i12+2qXLmyvL29Hff/3u/r61uo5zl27LSMMnJ99ry8PKfbaWmnXVjN5Vks5954ytL2Kcs8PKxu/e1lpU16+p/Kycn75wVdoDS9D6Hs4HeO+zq/bQqiVAbeoKAgpaWlObWlpaWpWbNm8vPzk7e3t9LS0tSgQQNJUk5OjtLT0xUYGFio5zEMlZmd+8JxlpZxl5Y6AXfizvOmNL4PoexgnyzdXP6htSths9kUHR3tuJ+RkaG9e/fKZrPJarWqVatWTv0xMTHy9PRU06ZNXVEuAAAAXKhUBt4BAwZo9+7dWr58ueLj4xUeHq7g4GB17NhR0rkPwq1YsUJbt25VXFycpk2bpkGDBhX6lAYAAACUfqXylIbg4GAtWrRIL7zwgpYsWaK2bdtqyZIlsvz1cb0+ffro8OHDmjJliux2u2699VY9/fTTLq4aAAAAruBWgffXX3/N19axY8eLtnfp0kVdunS55GONGjVKo0aNKtL6AAAAUPqUylMaAAAAgIJyqyO8Zme1WmS1uueVqy0XXL3ZYrHI05P/CwEAAHMg8JYQq9WiKn4V5OnhnoH3wiButVrc/rqnuXmGrFaLcnO5RgwAALg8Am8JsVot8vSw6ImXU7X/ULary8nn7PFcx+2jx3N1x/gkF1ZzeQ2Cy2ne+MC/jkoTeAEAwOUReEvY/kPZ+vlA4b7iuCQE5xiOnSE7x3DLGgEAAK4EJ2oCAADA1Ai8AAAAMDUCLwAAAEyNwAsAAABTI/ACAADA1Ai8AAAAMDUCLwAAAEyNwAsAAABTI/ACAADA1Ai8AAAAMDUCLwAAAEyNwAsAAABTI/ACAADA1Ai8AAAAMDUCLwAAAEyNwAsAAABTI/ACAADA1Ai8AAAAMDUCLwAAAEyNwAsAAABTI/ACAADA1Ai8AAAAMDUCLwAAAEyNwAsAAABTc4vAa7fb1bdvX3333XeOtsTERI0YMUJt2rRR7969tX37dqd1duzYob59+8pms2n48OFKTEx06l+1apU6d+6stm3bauLEicrIyCiRsQAAAMC9uDzwZmVlafz48YqPj3e0GYahsLAwBQQEKCoqSv369dPYsWOVlJQkSUpKSlJYWJhCQ0O1YcMGVatWTWPGjJFhGJKkLVu2aPHixZoxY4befPNNxcbGavbs2S4ZHwAAAFzLpYE3ISFBgwYN0h9//OHUvnPnTiUmJmrGjBlq0KCBRo8erTZt2igqKkqStH79erVs2VIjR45Uo0aNFBkZqcOHD2vXrl2SpNWrV+u+++5Tt27d1Lp1a02fPl1RUVEc5QUAACiDXBp4d+3apY4dO2rdunVO7bGxsWrevLnKly/vaGvfvr1iYmIc/SEhIY4+X19ftWjRQjExMcrNzdVPP/3k1N+mTRtlZ2dr3759xTsgAAAAuB1PVz753XfffdH21NRUVa9e3anN399fKSkp/9h/6tQpZWVlOfV7enrKz8/PsX5BWSyFWhwlzGJhGwGF5c7z5sK63LlOlC3n90P2R/dTmG3i0sB7KRkZGfLy8nJq8/Lykt1u/8f+zMxMx/1LrV9Q/v6VCls6SpCfXwVXlwCUOu48b6xWq9PtgADeg+E+yASlm1sGXm9vb6Wnpzu12e12+fj4OPr/Hl7tdrsqV64sb29vx/2/9/v6+haqjmPHTuuvz8FdNQ8Pq6pWdd9fNKVRevqfysnJc3UZKGbMnaLlzvMmLy/P6XZa2mkXVgOcY7GcC7tFmQlQNM5vm4Jwy8AbFBSkhIQEp7a0tDTHaQpBQUFKS0vL19+sWTP5+fnJ29tbaWlpatCggSQpJydH6enpCgwMLFQdhiF2bjfG9gEKz53nzYV1uXOdKJvYJ0s3l1+W7GJsNpt+/vlnx+kJkhQdHS2bzeboj46OdvRlZGRo7969stlsslqtatWqlVN/TEyMPD091bRp05IbBAAAANyCWwbeDh06qGbNmgoPD1d8fLyWL1+uuLg4DRw4UJI0YMAA7d69W8uXL1d8fLzCw8MVHBysjh07Sjr3YbgVK1Zo69atiouL07Rp0zRo0KBCn9IAAACA0s8tA6+Hh4eWLl2q1NRUhYaGavPmzVqyZIlq1aolSQoODtaiRYsUFRWlgQMHKj09XUuWLJHlr4/r9enTR6NHj9aUKVM0cuRItW7dWk8//bQrhwQAAAAXcZtzeH/99Ven+3Xr1tWaNWsuuXyXLl3UpUuXS/aPGjVKo0aNKrL6AAAAUDq55RFeAAAAoKgQeAEAAGBqBF4AAACYGoEXAAAApuY2H1oDzCIp6bBWrXpNkjRixEOqVau2iysCAKBs4wgvUMTefHOF4uJiFBcXo9WrV7i6HAAAyjwCL1DEDh9OdNw+dCjxMksCAICSQOAFAACAqRF4AQAAYGoEXgAAAJgagRcAAACmRuAFAACAqRF4AQAAYGoEXgAAAJgagRcAAACmRuAFAACAqRF4AQAAYGoEXgAAAJgagRcAAACmRuAFAACAqRF4AQAAYGoEXgAAAJgagRcAAACmRuAFgKtgt9a84HYtF1YCALgUT1cXAACl2XGfobJkvvPX7SEurgYAcDEEXgC4CjnWGjpSfryrywAAXAanNAAAAMDUCLwAAAAwNQIvAAAATM2tA++xY8c0btw4hYSE6JZbbtH777/v6EtMTNSIESPUpk0b9e7dW9u3b3dad8eOHerbt69sNpuGDx+uxMTEki4fAAAAbsBtA69hGAoLC1NKSopWr16tiRMn6sUXX9R///tfR19AQICioqLUr18/jR07VklJSZKkpKQkhYWFKTQ0VBs2bFC1atU0ZswYGYbh4lEBAACgpLntVRr27NmjH3/8UVu3blWdOnXUvHlzPfjgg1qxYoUqVaqkxMRErV27VuXLl1eDBg307bffKioqSo8++qjWr1+vli1bauTIkZKkyMhI3XTTTdq1a5c6duzo4pEBAACgJLntEd7ExERVq1ZNderUcbQ1adJEe/bsUXR0tJo3b67y5cs7+tq3b6+YmBhJUmxsrEJCQhx9vr6+atGihaMfAAAAZYfbHuENCAjQ6dOnlZGRIV9fX0lSSkqKcnJylJqaqurVqzst7+/vr5SUFEn6x/6CsliuYgAodhaLe26jC2ty1xpRdrnzPsncgTs6vx+yP7qfwmwTtw28NptN1atX18yZMzV58mSlpqZq5cqVkiS73S4vLy+n5b28vGS32yVJGRkZl+0vKH//SlcxAhQ3P78Kri7hoqxWq9PtgAD2I7gPd503EnMH7o1MULq5beD19vbW/Pnz9fjjj6t9+/by9/fXgw8+qMjISFkslnzh1W63y8fHx7HuxforV65cqBqOHTutovqcm4eHVVWruu8vmtIoPf1P5eTkubqMfPLy8pxup6WddmE1pR9zp2idPp3hlvNGkvLyDKfbJ0786cJqLs8wDKd6YV4Wy7mwW5SZAEXj/LYpCLcNvJLUunVrff7550pNTVXVqlX1zTffqGrVqrrmmmv0zTffOC2blpbmOI0hKChIaWlp+fqbNWtWqOc3DLFzuzF33T4X1uSuNaLsCfDzkJGXq0qVfF1dyiVZrRan2+78H5283FydSM8g9JYhvJ+Xbm4beNPT0/XII49o6dKlCgwMlCR9+eWX6tChg2w2m5YvX67MzEzHUd3o6Gi1b99e0rnTIaKjox2PlZGRob1792rs2LElPxAAcAOVK1hlsXoodcPjyk5NcHU5F5V7OvOC20eV9EpfF1ZzaeUCGypw4HxZrRYCL1BKuG3g9fPz09mzZzV79mw98sgj2rlzp6KiorRmzRq1aNFCNWvWVHh4uMaMGaMvvvhCcXFxioyMlCQNGDBAK1as0PLly9WtWzctWbJEwcHBXJLsMuzWmvLMPfbX7VourgZAcclOTZA9+WdXl3FRRm4dSeX+um2XPXm/awsCYBpue1kySZo3b54SExN1++23680339SCBQvUunVreXh4aOnSpUpNTVVoaKg2b96sJUuWqFatc0EtODhYixYtUlRUlAYOHKj09HQtWbJEFj5ieUnHfYYqw6OFMjxa6LjPEFeXAwAAUGTc9givJNWvX19vvfXWRfvq1q2rNWvWXHLdLl26qEuXLsVVmunkWGvoSPnxri4DAACgyLn1EV4AAADgahF4AQAAYGoEXgAAAJgagRcAAACmRuAFAACAqRF4AQAAYGoEXgAAAJgagRcAAACmRuAFAACAqRF4AQAAYGoEXgAAAJgagRcAAACmRuAFAACAqRF4AQAAYGoEXgAAAJgagRcAAACmRuAFAACAqRF4AQAAYGoEXgAAAJjaFQfevLw8SdLRo0f1n//8RwcOHCiyogAAAICiUujAGx0drc6dO2vXrl06evSoQkNDNWXKFN1xxx36z3/+Uxw1AgAAAFes0IE3MjJSvXv3ls1m03vvvSdvb2998803mjlzphYuXFgcNQIAAABXrNCB93//+5/uu+8++fr66vPPP9ett94qLy8vdejQQUlJScVRIwAAAHDFCh14AwIClJCQoISEBO3du1fdunWTJO3YsUM1a9Ys8gIBAACAq+FZ2BVGjBihsLAwWa1WtWrVSh06dNCrr76qxYsXKzIysjhqBAAAAK5YoQPv8OHDFRISoqSkJHXq1EmSdP3116tr165q2rRpkRcIAAAAXI0ruixZ8+bNVbduXX399dc6e/as/P391aRJk6KuDQAAALhqhT7Ce/LkST322GPatWuXDMPQf//7X0VERCgxMVHLly9X7dq1i6NOAAAA4IoU+gjv888/L19fX+3cuVM+Pj6SpBdeeEE1atTQ888/X+QFAgAA80lKOqwXXpimF16YpqSkw64uByZX6MD79ddfa/z48apcubKjrVq1agoPD9f3339fpMUlJydr9OjRateunbp3765Vq1Y5+vbu3au77rpLNptNAwYM0J49e5zW/fDDD9WjRw/ZbDaFhYXp+PHjRVobAAC4cm++uUJxcTGKi4vR6tUrXF0OTO6KzuHNysrK13b8+HF5ehb6DInLevzxx1W+fHm9//77mjhxoubPn69PP/1UZ8+e1ahRoxQSEqL3339fbdu21ejRo3X27FlJUlxcnCZNmqSxY8dq3bp1OnXqlMLDw4u0NgAAcOUOH0503D50KPEySwJXr9CBt2/fvoqIiFB8fLwsFovOnj2rnTt36rnnnlPv3r2LrLCTJ08qJiZGjzzyiOrVq6cePXqoc+fO+vbbb/Xxxx/L29tbEyZMUIMGDTRp0iRVqFBBn3zyiSRpzZo16tWrl/r376+mTZtq1qxZ2rZtmxITmVAAAABlTaED74QJE2Sz2RQaGqqzZ8+qf//+evDBB3XDDTdowoQJRVaYj4+PfH199f777ys7O1sHDhzQ7t271axZM8XGxqp9+/ayWCySJIvFonbt2ikmJkaSFBsbq5CQEMdj1axZU7Vq1VJsbGyR1QcAAIDSodDnIMTFxemJJ57Q448/rsTEROXm5qpOnTqqUKFCkRbm7e2tKVOmaObMmVq9erVyc3MVGhqqu+66S5999pkaNmzotLy/v7/i4+MlSUePHlX16tXz9aekpBSqhr/yNNyUxeKe2+jCmty1RgBFg/l95UrLe+X5uty1vrKsMNuk0IE3LCxMb775ppo2bapGjRoVdvVC2b9/v7p166b7779f8fHxmjlzpm644QZlZGTIy8vLaVkvLy/Z7XZJUmZm5mX7C8rfv9LVDQDFys+vaP+TVVSsVqvT7YAA9iPAjKpWdc/3oNKitL1XkglKt0IH3kaNGikuLq7Yv1Xt22+/1YYNG7Rt2zb5+PioVatWOnLkiF555RXVqVMnX3i12+2Oy6R5e3tftN/X17dQNRw7dlqGcXXjOM/Dw8qbYxFLT/9TOTl5ri4jn7y8PKfbaWmnXVhN6cfcgbs6ceJP5ea633tQaVFa3istlnNhtygzAYrG+W1TEIUOvFWqVNHUqVO1cOFCBQcH5zuSunr16sI+5EXt2bNHdevWdYRY6dw3vL366qsKCQlRWlqa0/JpaWmO0xiCgoIu2h8YGFioGgxD7NxuzF23z4U1uWuNAIoG8/vKlbb3ytJQIy6t0IG3WbNmatasWXHU4qR69eo6ePCg7Ha7I1QfOHBAwcHBstlseu2112QYhiwWiwzD0O7du/Xwww9Lkmw2m6KjoxUaGirp3PV8k5OTZbPZir1uAAAAuJdCB96xY8cWRx35dO/eXbNnz9bkyZP1yCOP6LffftOrr76qJ554Qj179tTcuXMVERGhIUOGaO3atcrIyFCvXr0kSUOHDtWwYcPUpk0btWrVShEREeratavq1KlTIrUDAADAfRQ68GZkZGjdunVKSEhQbm6uo91ut2vv3r36z3/+UySFVapUSatWrVJERIQGDhyoatWq6ZFHHtHgwYNlsVi0bNkyTZ06Ve+9956aNGmi5cuXq3z58pKktm3basaMGVq4cKFOnjypm266STNnziySugAAAFC6FDrwTp48WTt27NCNN96oTz75RL169dLBgwf1008/FfnR34YNG2rlypUX7WvdurU2btx4yXVDQ0MdpzQAAACg7Cp04P3qq6+0YMEC3XjjjYqPj9eIESPUsmVLvfjii47r4AIAAADuotDftJaVlaV69epJOneJsj179kiSBg8erB9++KFIiwMAAACuVqEDb4MGDbRjxw5J5wJvdHS0JOn06dPKysoq2uoAAACAq3RFV2l47LHHlJeXp379+qlPnz56+OGH9euvv6pz587FUSMAAABwxQodeG+++Wb95z//UV5enmrWrKl33nlHH3zwgdq1a6dhw4YVR40AAADAFSt04JXkdD3bpk2bFvvXDAMAAABXqtCBNzk5WXPmzNG+ffuUlZUl42/fs/fZZ58VWXEAAADA1Sp04J0wYYJOnjypwYMHq1KlSsVREwAAAFBkCh14Y2NjFRUVpUaNGhVHPQAAAECRKvRlyerWrauTJ08WRy0AAABAkSvQEd7vv//ecbtXr16aMGGCHnnkEdWpU0ceHh5Oy1533XVFWyEAAABwFQoUeC92ubHnnnsuX5vFYtEvv/xy9VUBAAAARaRAgXffvn3FXQcAAABQLK7oOrznpaamavfu3fL391dISEhR1QQAAAAUmQIF3uzsbL300kuKiorSxo0bVa9ePW3btk2PPfaYJMnDw0P169fXihUrVLly5WItGAAAACiMAl2lYfny5fr00081ffp01axZU3a7XZMmTVJwcLC2bdumb7/9VjVr1tT8+fOLuVwAAACgcAoUeDdv3qypU6fqjjvukLe3t7799lulpaVpxIgRqlKliry8vDR8+HD997//Le56AQAAgEIpUOBNSkpS06ZNHfe//fZbWSwWdenSxdFWs2ZNrs8LAAAAt1OgwFutWjWlpqY67m/btk3NmjVTYGCgo+1///uf030AAADAHRQo8N56662aM2eOfv31V61cuVK//fabBgwY4Og/duyYXn75ZXXv3r3YCgUAAACuRIEC7+OPP64qVaqof//+mj17tgYMGKB77rlHkvTqq6+qW7duKleunMaNG1esxQIAAACFVaDLklWoUEGLFy/WmTNnJEkVK1Z09LVr105z585Vt27d5Ol5VZf1BQAAAIpcoRLqhUH3vA4dOhRZMQAAAEBRK9ApDQAAAEBpReAFAACAqRF4AQAAYGpXHHjj4+P16aef6uzZs0pMTJRhGEVZFwAAAFAkCn1ZhZMnT+qxxx7Trl27JElbtmxRRESEEhMTtXz5ctWuXbvIiwQAAACuVKGP8D7//PPy9fXVzp075e3tLUl64YUXVKNGDT3//PNFXiAAAABwNQodeL/++muNHz9elStXdrRVq1ZN4eHh+v7774ussPfff19NmjTJ99O0aVNJ0t69e3XXXXfJZrNpwIAB2rNnj9P6H374oXr06CGbzaawsDAdP368yGoDAABA6XFF3xSRlZWVr+348eNF+sUTvXv3VufOnR33c3JydN9996lr1646e/asRo0apdtvv10vvvii3n33XY0ePVqffvqpypcvr7i4OE2aNEnTp09X06ZNFRERofDwcC1btqzI6oPreXi452cuLRaL021PT/esU5Ly8gzl5XH+PQDA3AqdUPv27auIiAjNmDFDFotFZ8+e1c6dOzV16lT17t27yArz8fGRj4+P4/6yZctkGIaeeuopbd68Wd7e3powYYIsFosmTZqkr776Sp988olCQ0O1Zs0a9erVS/3795ckzZo1S926dVNiYqLq1KlTZDXCNQL8PGTk5apyZV9Xl3JRVqvF6XbVqhVcWM3l5eXm6kR6BqEXAGBqhQ68EyZM0Msvv6zQ0FBlZ2erf//+8vDw0MCBAzVhwoTiqFHp6el67bXX9Pzzz8vLy0uxsbFq376940iaxWJRu3btFBMTo9DQUMXGxuqhhx5yrF+zZk3VqlVLsbGxBF4TqFzBKovVQ6kbHld2aoKry8kn93TmBbePKumVvi6s5tLKBTZU4MD5slotBF4AgKkVOvB6eXnp2Wef1eOPP67ExETl5uaqTp06qlChgs6ePVscNerdd99V9erV1bNnT0lSamqqGjZs6LSMv7+/4uPjJUlHjx5V9erV8/WnpKQU6nkv+Ms03FB2aoLsyT+7uox8jNw6ksr9ddsue/J+1xZUAOzrwJVh7ly5C187i8V9X8vzdblrfWVZYbZJoQPv4sWLNXbsWPn4+KhRo0aO9o8//lgvvfSStm3bVtiHvCzDMLR+/Xo9+OCDjraMjAx5eXk5Lefl5SW73S5JyszMvGx/Qfn7V7rCqoHSw51PuQDcGXPn6litVqfbAQHu/TuXTFC6FTrwvvvuuzp58qQmTZokSTpw4IBmzJihH374QcOHDy/yAn/66ScdOXJEffr0cbR5e3vnC692u91xzu+l+n19C3fO57Fjp1VU36fh4WHlzRFu6cSJP5Wbm+fqMi6JuQN35e5zx93l5eU53U5LO+3Cai7NYjkXdosyE6BonN82BXFFgffBBx9Uenq6atSooZUrV+rGG2/Uhx9+qHr16hX24f7R119/rZCQEFWpUsXRFhQUpLS0NKfl0tLSHKcxXKo/MDCwUM9tGGLnRpnAfg5cGebOlbvwtSsNv29LQ424tEJfL+maa67R2rVr9fvvv2vFihWaO3euli9fXixhV5Li4uLUrl07pzabzaYff/zR8XXGhmFo9+7dstlsjv7o6GjH8snJyUpOTnb0AwAAoOwo0BHexYsX52u77rrrtG/fPq1cudLxYTFJGjt2bNFVJyk+Pl533HGHU1vPnj01d+5cRUREaMiQIVq7dq0yMjLUq1cvSdLQoUM1bNgwtWnTRq1atVJERIS6du3KFRoAAADKoAIF3u++++6i7W3atHHqtxTDRxjT0tKcvtVNkipWrKhly5Zp6tSpeu+999SkSRMtX75c5cuXlyS1bdtWM2bM0MKFC3Xy5EnddNNNmjlzZpHXBgAAAPdXoMD71ltvFXcdlxQXF3fR9tatW2vjxo2XXC80NFShoaHFVRYAAABKiQIF3k2bNql3797y8vLSpk2bLrvs+W83AwAAANxBgQLvwoUL1aVLF3l5eWnhwoWXXM5isRB4AQAA4FYKFHg///zzi94GAAAA3F2hr8N7oePHj+s///mPDMNQ9+7dVatWraKqCwAAACgSBQq8Z8+e1ezZs/Xxxx9Lkvr166dhw4ZpyJAhysjIkGEYmj17tl5//XVdd911xVowAAAAUBgF+uKJyMhI7d69W1OnTlVkZKQSEhI0aNAg3Xjjjfruu+/0/fffq1+/fpc9vxcAAABwhQId4f3ss8/06quvqnXr1pLOXX/3xhtv1L333qty5cpJkkaOHKk777yz+CoFAAAArkCBjvAeP35cNWrUcNyvVq2afH19VbVqVUdbxYoVlZmZWfQVAgAAAFehQIFXkjw8PPK1Fcc3qwEAAABFqcBXafjxxx9VpUoVx33DMBQXF6eUlBRJ0smTJ4u+OgAAAOAqFTjwjh07Nl/bk08+6XSfI74AAABwNwUKvPv27SvuOgAAAIBiUeBzeAEAAIDSiMALAAAAUyPwAgAAwNQIvAAAADA1Ai8AAABMjcALAAAAUyPwAgAAwNQIvAAAADA1Ai8AAABMjcALAAAAUyPwAgAAwNQIvAAAADA1Ai8AAABMjcALAAAAUyPwAgAAwNQIvAAAADA1Ai8AAABMza0Dr91u1/Tp03Xdddfpxhtv1MsvvyzDMCRJe/fu1V133SWbzaYBAwZoz549Tut++OGH6tGjh2w2m8LCwnT8+HFXDAEAAAAu5taB9/nnn9eOHTu0YsUKzZ07V++9957WrVuns2fPatSoUQoJCdH777+vtm3bavTo0Tp79qwkKS4uTpMmTdLYsWO1bt06nTp1SuHh4S4eDQAAAFzB09UFXEp6erqioqK0cuVKtW7dWpI0cuRIxcbGytPTU97e3powYYIsFosmTZqkr776Sp988olCQ0O1Zs0a9erVS/3795ckzZo1S926dVNiYqLq1KnjwlEBAACgpLntEd7o6GhVrFhRHTp0cLSNGjVKkZGRio2NVfv27WWxWCRJFotF7dq1U0xMjCQpNjZWISEhjvVq1qypWrVqKTY2tkTHAAAAANdz2yO8iYmJql27tjZt2qRXX31V2dnZCg0N1SOPPKLU1FQ1bNjQaXl/f3/Fx8dLko4eParq1avn609JSSlUDX/lacD02NeBK8PcuXIXvnYWi/u+lufrctf6yrLCbBO3Dbxnz57VwYMHtXbtWkVGRio1NVVTpkyRr6+vMjIy5OXl5bS8l5eX7Ha7JCkzM/Oy/QXl71/p6gYBlAJVq1ZwdQlAqcTcuTpWq9XpdkCAe//OJROUbm4beD09PXXmzBnNnTtXtWvXliQlJSXp3XffVd26dfOFV7vdLh8fH0mSt7f3Rft9fX0LVcOxY6f110UhrpqHh5U3R7ilEyf+VG5unqvLuCTmDtyVu88dd5eXl+d0Oy3ttAuruTSL5VzYLcpMgKJxftsUhNsG3sDAQHl7ezvCriRde+21Sk5OVocOHZSWlua0fFpamuM0hqCgoIv2BwYGFqoGwxA7N8oE9nPgyjB3rtyFr11p+H1bGmrEpbnth9ZsNpuysrL022+/OdoOHDig2rVry2az6ccff3Rck9cwDO3evVs2m82xbnR0tGO95ORkJScnO/oBAABQdrht4K1fv766du2q8PBw7du3T19//bWWL1+uoUOHqmfPnjp16pQiIiKUkJCgiIgIZWRkqFevXpKkoUOH6oMPPtD69eu1b98+TZgwQV27duWSZAAAAGWQ2wZeSZozZ46uueYaDR06VM8884zuueceDRs2TBUrVtSyZcsUHR2t0NBQxcbGavny5SpfvrwkqW3btpoxY4aWLFmioUOHqkqVKoqMjHTxaAAAAOAKbnsOryRVqlRJs2bNumhf69attXHjxkuuGxoaqtDQ0OIqDQAAAKWEWx/hBQAAAK4WgRcAAACmRuAFAACAqRF4AQAAYGoEXgAAAJgagRcAAACmRuAFAACAqRF4AQAAYGoEXgAAAJgagRcAAACmRuAFAACAqRF4AQAAYGoEXgAAAJgagRcAAACmRuAFAACAqRF4AQAAYGoEXgAAAJgagRcAAACm5unqAgAAQNGzWi2yWi2uLuOSLBaL021PT47BofgQeAEAMBmr1aIqfhXk6eG+gffCMG61WlS1agUXVnN5uXmGrFaLcnMNV5eCK0TgBQDAZKxWizw9LHri5VTtP5Tt6nIu6uzxXMfto8dzdcf4JBdWc2kNgstp3vjAv45IE3hLKwIvAAAmtf9Qtn4+YHd1GRcVnGM4Qkh2juG2dcIcOGEGAAAApkbgBQAAgKkReAEAAGBqBF4AAACYGoEXAAAApkbgBYpYTd//vwRQrfLueTkgAADKEi5LBhSxodce0zu/nbs9pN4x1xYDAADc+wjvp59+qiZNmjj9jBs3TpK0d+9e3XXXXbLZbBowYID27NnjtO6HH36oHj16yGazKSwsTMePH3fFEFAG1SifrfEtUjS+RYpqcIQXAACXc+vAm5CQoG7dumn79u2On+eff15nz57VqFGjFBISovfff19t27bV6NGjdfbsWUlSXFycJk2apLFjx2rdunU6deqUwsPDXTwaAAAAuIJbB979+/ercePGCgwMdPxUrlxZH3/8sby9vTVhwgQ1aNBAkyZNUoUKFfTJJ59IktasWaNevXqpf//+atq0qWbNmqVt27YpMTHRxSMCAABASXP7wFuvXr187bGxsWrfvv1f32stWSwWtWvXTjExMY7+kJAQx/I1a9ZUrVq1FBsbWxJlAwAAwI247YfWDMPQb7/9pu3bt2vZsmXKzc1Vz549NW7cOKWmpqphw4ZOy/v7+ys+Pl6SdPToUVWvXj1ff0pKSqFq+CtPA6bHvg5cGeZO2WGxsL3dTWG2h9sG3qSkJGVkZMjLy0vz58/XoUOH9PzzzyszM9PRfiEvLy/Z7XZJUmZm5mX7C8rfv9LVDQIoBapWreDqEoBSiblTtvj5sb1LM7cNvLVr19Z3332nKlWqyGKxqFmzZsrLy9PTTz+tDh065AuvdrtdPj4+kiRvb++L9vv6+haqhmPHTsswrm4c53l4WHlzhFs6ceJP5ebmubqMS2LuwF2589xh3hS99PQ/lZPjntu7rLJYCn5w0m0DryT5+fk53W/QoIGysrIUGBiotLQ0p760tDTHaQxBQUEX7Q8MDCzU8xuGiizwAu6M/Ry4MsydssNqtcrDw9VVlH55eYby8kp+4rht4P3666/11FNP6csvv3Qcmf3ll1/k5+en9u3b67XXXpNhGLJYLDIMQ7t379bDDz8sSbLZbIqOjlZoaKgkKTk5WcnJybLZbC4bDwAAKH0C/Dxk5OWqcuXC/ZUYF5eXm6sT6RklHnrdNvC2bdtW3t7emjx5ssLCwpSYmKhZs2bpwQcfVM+ePTV37lxFRERoyJAhWrt2rTIyMtSrVy9J0tChQzVs2DC1adNGrVq1UkREhLp27ao6deq4eFQAAKA0qVzBKovVQ6kbHld2aoKryynVygU2VODA+bJaLQTe8ypWrKgVK1bohRde0IABA1ShQgUNGTJEDz74oCwWi5YtW6apU6fqvffeU5MmTbR8+XKVL19e0rmwPGPGDC1cuFAnT57UTTfdpJkzZ7p4RAAAoLTKTk2QPflnV5eBK+S2gVeSGjVqpJUrV160r3Xr1tq4ceMl1w0NDXWc0gAAAICyy62/eAIAAAC4WgReAAAAmBqBFwAAAKZG4AUAAICpEXgBAABgagReAAAAmBqBFwAAAKZG4AUAAICpEXgBAABgagReAAAAmBqBFwAAAKZG4AUAAICpEXgBAABgagReAAAAmBqBFwAAAKZG4AUAAICpEXgBAG6hpm+243at8tmXWRIACsfT1QUAACBJQ689pnd+O3d7SL1jri0GgKkQeAEAbqFG+WyNb5Hi6jIAmBCnNAAAAMDUCLwAAAAwNQIvAAAATI3ACwAAAFMj8AIAAMDUCLwAAAAwNQIvAAAATI3ACwAAAFMj8AIAAMDUCLwAAAAwNQIvAAAATK3UBN5Ro0bp2Wefddzfu3ev7rrrLtlsNg0YMEB79uxxWv7DDz9Ujx49ZLPZFBYWpuPHj5d0yQAAAHADpSLwfvTRR9q2bZvj/tmzZzVq1CiFhITo/fffV9u2bTV69GidPXtWkhQXF6dJkyZp7NixWrdunU6dOqXw8HBXlQ8AAAAXcvvAm56erlmzZqlVq1aOto8//lje3t6aMGGCGjRooEmTJqlChQr65JNPJElr1qxRr1691L9/fzVt2lSzZs3Stm3blJiY6KphAAAAwEXcPvC+9NJL6tevnxo2bOhoi42NVfv27WWxWCRJFotF7dq1U0xMjKM/JCTEsXzNmjVVq1YtxcbGFuq5LZai+wHcWVHu60X9A7gzV88P5g1Kq5Le1z2LbyhX79tvv9UPP/ygf//735o2bZqjPTU11SkAS5K/v7/i4+MlSUePHlX16tXz9aekpBTq+f39K11Z4UApUrVqBVeXAJRKzB3gyrhi7rht4M3KytLUqVM1ZcoU+fj4OPVlZGTIy8vLqc3Ly0t2u12SlJmZedn+gjp27LQM4wqKvwgPDytvjnBLJ078qdzcPFeXcUnMHbgrd547zBu4s6KaOxZLwQ9Oum3gXbx4sVq2bKnOnTvn6/P29s4XXu12uyMYX6rf19e3UDUYhoos8ALujP0cuDLMHeDKlPTccdvA+9FHHyktLU1t27aVJEeA3bJli/r27au0tDSn5dPS0hynMQQFBV20PzAwsAQqBwAAgDtx28D71ltvKScnx3F/zpw5kqSnnnpK33//vV577TUZhiGLxSLDMLR79249/PDDkiSbzabo6GiFhoZKkpKTk5WcnCybzVbyAwEAAIBLuW3grV27ttP9ChXOnYtUt25d+fv7a+7cuYqIiNCQIUO0du1aZWRkqFevXpKkoUOHatiwYWrTpo1atWqliIgIde3aVXXq1CnxcQAAAMC13P6yZBdTsWJFLVu2zHEUNzY2VsuXL1f58uUlSW3bttWMGTO0ZMkSDR06VFWqVFFkZKSLqwYAAIAruO0R3r978cUXne63bt1aGzduvOTyoaGhjlMaAAAAUHaVyiO8AAAAQEEReAEAAGBqBF4AAACYGoEXAAAApkbgBQAAgKkReAEAAGBqBF4AAACYGoEXAAAApkbgBQAAgKkReAEAAGBqBF4AAACYGoEXAAAApkbgBQAAgKkReAEAAGBqBF4AAACYGoEXAAAApkbgBQAAgKkReAEAAGBqBF4AAACYGoEXAAAApkbgBQAAgKkReAEAAGBqBF4AAACYGoEXAAAApkbgBQAAgKkReAEAAGBqBF4AAACYGoEXAAAApkbgBQAAgKm5deA9ePCgHnjgAbVt21Zdu3bV66+/7uhLTEzUiBEj1KZNG/Xu3Vvbt293WnfHjh3q27evbDabhg8frsTExJIuHwAAAG7AbQNvXl6eRo0apapVq2rjxo2aPn26XnnlFf373/+WYRgKCwtTQECAoqKi1K9fP40dO1ZJSUmSpKSkJIWFhSk0NFQbNmxQtWrVNGbMGBmG4eJRAQAAoKR5urqAS0lLS1OzZs00bdo0VaxYUfXq1dMNN9yg6OhoBQQEKDExUWvXrlX58uXVoEEDffvtt4qKitKjjz6q9evXq2XLlho5cqQkKTIyUjfddJN27dqljh07unhkAAAAKElue4S3evXqmj9/vipWrCjDMBQdHa3vv/9eHTp0UGxsrJo3b67y5cs7lm/fvr1iYmIkSbGxsQoJCXH0+fr6qkWLFo5+AAAAlB1ue4T3Qt27d1dSUpK6deum2267TS+88IKqV6/utIy/v79SUlIkSampqZftLyiL5erqBkoL9nXgyjB3gCtTFHOnMI9RKgLvwoULlZaWpmnTpikyMlIZGRny8vJyWsbLy0t2u12S/rG/oPz9K11d4UApULVqBVeXAJRKzB3gyrhi7pSKwNuqVStJUlZWlp566ikNGDBAGRkZTsvY7Xb5+PhIkry9vfOFW7vdrsqVKxfqeY8dO62i+pybh4eVN0e4pRMn/lRubp6ry7gk5g7clTvPHeYN3FlRzR2LpeAHJ932HN60tDRt3brVqa1hw4bKzs5WYGCg0tLS8i1//jSGoKCgi/YHBgYWqgbDKLofwJ0V5b5e1D+AO3P1/GDeoLQq6X3dbQPvoUOHNHbsWB05csTRtmfPHlWrVk3t27fXzz//rMzMTEdfdHS0bDabJMlmsyk6OtrRl5GRob179zr6AQAAUHa4beBt1aqVWrRooYkTJyohIUHbtm3T7Nmz9fDDD6tDhw6qWbOmwsPDFR8fr+XLlysuLk4DBw6UJA0YMEC7d+/W8uXLFR8fr/DwcAUHB3NJMgAAgDLIbQOvh4eHli5dKl9fXw0ePFiTJk3SsGHDNHz4cEdfamqqQkNDtXnzZi1ZskS1atWSJAUHB2vRokWKiorSwIEDlZ6eriVLlsjCx2kBAADKHLf+0FpQUJAWL1580b66detqzZo1l1y3S5cu6tKlS3GVBgAAgFLCbY/wAgAAAEWBwAsAAABTI/ACAADA1Ai8AAAAMDUCLwAAAEyNwAsAAABTI/ACAIASZ7fWvOB2LRdWgrLAra/DCwAAzOm4z1BZMt/56/YQF1cDsyPwAgCAEpdjraEj5ce7ugyUEZzSAAAAAFMj8AIAAMDUCLwAAAAwNQIvAAAATI3ACwAAAFMj8AIAAMDUCLwAAAAwNQIvAAAATI3ACwAAAFMj8AIAAMDUCLwAAAAwNQIvAAAATI3ACwAAAFMj8AIAAMDUCLwAAAAwNQIvAAAATI3ACwAAAFMj8AIAAMDUCLwAAAAwNQIvAAAATM2tA++RI0c0btw4dejQQZ07d1ZkZKSysrIkSYmJiRoxYoTatGmj3r17a/v27U7r7tixQ3379pXNZtPw4cOVmJjoiiEAAADAxdw28BqGoXHjxikjI0Nvv/225s2bpy+++ELz58+XYRgKCwtTQECAoqKi1K9fP40dO1ZJSUmSpKSkJIWFhSk0NFQbNmxQtWrVNGbMGBmG4eJRAQAAoKR5urqASzlw4IBiYmL0zTffKCAgQJI0btw4vfTSS/rXv/6lxMRErV27VuXLl1eDBg307bffKioqSo8++qjWr1+vli1bauTIkZKkyMhI3XTTTdq1a5c6duzoymEBAACghLntEd7AwEC9/vrrjrB73pkzZxQbG6vmzZurfPnyjvb27dsrJiZGkhQbG6uQkBBHn6+vr1q0aOHoBwAAQNnhtkd4K1eurM6dOzvu5+Xlac2aNbr++uuVmpqq6tWrOy3v7++vlJQUSfrH/oKyWK6weKCUYV8HrgxzB7gyRTF3CvMYbht4/2727Nnau3evNmzYoFWrVsnLy8up38vLS3a7XZKUkZFx2f6C8vevdHVFA6VA1aoVXF0CUCoxd4Ar44q5UyoC7+zZs/Xmm29q3rx5aty4sby9vZWenu60jN1ul4+PjyTJ29s7X7i12+2qXLlyoZ732LHTKqrPuXl4WHlzhFs6ceJP5ebmubqMS2LuwF2589xh3sCdFdXcsVgKfnDS7QPvzJkz9e6772r27Nm67bbbJElBQUFKSEhwWi4tLc1xGkNQUJDS0tLy9Tdr1qxQz20YKrLAC7gz9nPgyjB3gCtT0nPHbT+0JkmLFy/W2rVr9fLLL6tPnz6OdpvNpp9//lmZmZmOtujoaNlsNkd/dHS0oy8jI0N79+519AMAAKDscNvAu3//fi1dulQPPfSQ2rdvr9TUVMdPhw4dVLNmTYWHhys+Pl7Lly9XXFycBg4cKEkaMGCAdu/ereXLlys+Pl7h4eEKDg7mkmQAAABlkNsG3s8++0y5ubl65ZVX1KlTJ6cfDw8PLV26VKmpqQoNDdXmzZu1ZMkS1apVS5IUHBysRYsWKSoqSgMHDlR6erqWLFkiCx+nBQAAKHPc9hzeUaNGadSoUZfsr1u3rtasWXPJ/i5duqhLly7FURoAAABKEbc9wgsAAAAUBQIvAAAATI3ACwAAAFMj8AIAAMDUCLwAAAAwNQIvAAAATI3ACwAAAFMj8AIAAMDUCLwAAAAwNQIvAAAATI3ACwAAAFMj8AIAAMDUCLwAAAAwNQIvAAAATI3ACwAAAFMj8AIAAMDUCLwAAAAwNQIvAAAATI3ACwAAAFMj8AIAAMDUCLwAAAAwNQIvAAAATI3ACwAAAFMj8AIAAMDUCLwAAAAwNQIvAAAATI3ACwAAAFMj8AIAAMDUCLwAAAAwtVIReO12u/r27avvvvvO0ZaYmKgRI0aoTZs26t27t7Zv3+60zo4dO9S3b1/ZbDYNHz5ciYmJJV02AAAA3IDbB96srCyNHz9e8fHxjjbDMBQWFqaAgABFRUWpX79+Gjt2rJKSkiRJSUlJCgsLU2hoqDZs2KBq1appzJgxMgzDVcMAAACAi7h14E1ISNCgQYP0xx9/OLXv3LlTiYmJmjFjhho0aKDRo0erTZs2ioqKkiStX79eLVu21MiRI9WoUSNFRkbq8OHD2rVrlyuGAQAAABdy68C7a9cudezYUevWrXNqj42NVfPmzVW+fHlHW/v27RUTE+PoDwkJcfT5+vqqRYsWjn4AAACUHZ6uLuBy7r777ou2p6amqnr16k5t/v7+SklJKVB/QVkshVocKLXY14Erw9wBrkxRzJ3CPIZbB95LycjIkJeXl1Obl5eX7HZ7gfoLyt+/0tUVCpQCVatWcHUJQKnE3AGujCvmTqkMvN7e3kpPT3dqs9vt8vHxcfT/Pdza7XZVrly5UM9z7NhpFdXn3Dw8rLw5wi2dOPGncnPzXF3GJTF34K7cee4wb+DOimruWCwFPzhZKgNvUFCQEhISnNrS0tIcpzEEBQUpLS0tX3+zZs0K9TyGoSILvIA7Yz8HrgxzB7gyJT133PpDa5dis9n0888/KzMz09EWHR0tm83m6I+Ojnb0ZWRkaO/evY5+AAAAlB2lMvB26NBBNWvWVHh4uOLj47V8+XLFxcVp4MCBkqQBAwZo9+7dWr58ueLj4xUeHq7g4GB17NjRxZUDAACgpJXKwOvh4aGlS5cqNTVVoaGh2rx5s5YsWaJatWpJkoKDg7Vo0SJFRUVp4MCBSk9P15IlS2Th47QAAABlTqk5h/fXX391ul+3bl2tWbPmkst36dJFXbp0Ke6yAAAA4OZK5RFeAAAAoKAIvAAAADA1Ai8AAABMjcALAAAAUyPwAgAAwNQIvAAAADA1Ai8AAABMjcALAAAAUyPwAgAAwNQIvAAAADA1Ai8AAABMjcALAAAAUyPwAgAAwNQIvAAAADA1Ai8AAABMjcALAAAAUyPwAgAAwNQIvAAAADA1Ai8AAABMjcALAAAAUyPwAgAAwNQIvAAAADA1Ai8AAABMjcALAAAAUyPwAgAAwNQIvAAAADA1Ai8AAABMjcALAAAAUyPwAgAAwNRMG3izsrI0ceJEhYSEqFOnTnrjjTdcXRIAAABcwNPVBRSXWbNmac+ePXrzzTeVlJSkZ555RrVq1VLPnj1dXRoAAABKkCkD79mzZ7V+/Xq99tpratGihVq0aKH4+Hi9/fbbBF4AAIAyxpSnNOzbt085OTlq27ato619+/aKjY1VXl6eCysDAABASTPlEd7U1FRVrVpVXl5ejraAgABlZWUpPT1d1apVK9DjWK2SYRRtbc3re8nX21K0D1rGNAg+t9t61WwhSzlfF1dTepULqO+4bS0F//Vl7lwd5k3RKU1zh3lz9Zg7Raeo546lELu2xTCKOtK53qZNm7RgwQJ98cUXjrbExET16NFD27ZtU40aNVxYHQAAAEqSm//f9Mp4e3vLbrc7tZ2/7+Pj44qSAAAA4CKmDLxBQUE6ceKEcnJyHG2pqany8fFR5cqVXVgZAAAASpopA2+zZs3k6empmJgYR1t0dLRatWolq7ufcAUAAIAiZcr05+vrq/79+2vatGmKi4vT1q1b9cYbb2j48OGuLg0AAAAlzJQfWpOkjIwMTZs2Tf/9739VsWJFPfDAAxoxYoSrywIAAEAJM23gBQAAACSTntIAAAAAnEfgBQAAgKkReAEAAGBqBF641JEjRzRu3Dh16NBBnTt3VmRkpLKysiSd+3a8ESNGqE2bNurdu7e2b99+0cfYvHmzhg0b5tR28uRJNWnSxOmnY8eOxT4eoCQU17yRpLfffltdu3ZVu3btNG7cOKWnpxfnUIASVRxz59ChQ/l+35z/+f7770tkXPhnBF64jGEYGjdunDIyMvT2229r3rx5+uKLLzR//nwZhqGwsDAFBAQoKipK/fr109ixY5WUlOT0GDt37tSUKVPyPXZCQoL8/Py0fft2x8/HH39cUkMDik1xzpuPP/5Ys2bNUnh4uNauXavk5GTNmDGjpIYGFKvimjs1a9Z0+l2zfft29e3bV61atVKbNm1KcIS4LANwkYSEBKNx48ZGamqqo+3f//630alTJ2PHjh1GmzZtjD///NPRd9999xkLFy503F+0aJHRsmVLo2/fvsa9997r9NjvvfeeMXjw4OIfBFDCinPe9O/f31i0aJHj/q5du4w+ffoYOTk5xTgioGQU59y5UHR0tNGiRQsjISGheAaCK8IRXrhMYGCgXn/9dQUEBDi1nzlzRrGxsWrevLnKly/vaG/fvr3Tt+d98803WrFihW699dZ8j52QkKB69eoVV+mAyxTXvDlz5oz27t2rW265xdF23XXX6cMPP5SHh0fxDAYoQcX5O+dCc+fO1aBBg9SgQYMirR9Xh8ALl6lcubI6d+7suJ+Xl6c1a9bo+uuvV2pqqqpXr+60vL+/v1JSUhz33333XXXo0OGij71//36lpKRo4MCB6ty5s5544gkdPXq0eAYClKDimjeJiYmSpOPHj2vIkCHq1KmTnnnmGZ06daqYRgKUrOL8nXNedHS0YmJiNHr06KItHleNwAu3MXv2bO3du1dPPPGEMjIy5OXl5dTv5eUlu91eoMc6cOCAzpw5o/DwcM2bN09Hjx7Vww8/rNzc3OIoHXCZopo3f/75pyRpxowZeuihh7RgwQLFx8drwoQJxVI34GpF+TvnvPfee0+33HKLgoKCirJUFAFPVxcASOfeeN58803NmzdPjRs3lre3d75Ph9vtdvn4+BTo8T766CNZLBbH8gsXLlSnTp0UGxurdu3aFXX5gEsU5bzx9Dz362DUqFG6+eabJUkRERHq37+/jhw5wi9wmEpR/86RpJycHH322WeaNWtWEVeLosARXrjczJkztXLlSs2ePVu33XabJCkoKEhpaWlOy6WlpeX7k9Ol+Pr6Or1R+fv7y8/PT0eOHCm6wgEXKup5ExgYKEmqX7++o+3aa6+VJKc/6wKlXXH8zpGkmJgY5eTk6KabbirSelE0CLxwqcWLF2vt2rV6+eWX1adPH0e7zWbTzz//rMzMTEdbdHS0bDbbPz7mmTNndN1112nnzp2OtiNHjujEiRNOv8yB0qo45k2tWrVUvXp17du3z9G2f/9+WSwW1apVq2gHALhIccyd82JjY9WiRQt5e3sXac0oGgReuMz+/fu1dOlSPfTQQ2rfvr1SU1MdPx06dFDNmjUVHh6u+Ph4LV++XHFxcRo4cOA/Pm7FihXVvn17RUZGKi4uTj///LOeeOIJde7cWU2aNCmBkQHFp7jmjcVi0YgRI7Rw4UJ988032rdvn6ZNm6YePXo4jv4CpVlxzZ3z4uPjuTKDG+McXrjMZ599ptzcXL3yyit65ZVXnPp+/fVXLV26VJMmTVJoaKjq1q2rJUuWFPhI00svvaQXX3xRo0aNkt1u180336zJkycXxzCAElWc82bkyJHKysrShAkTdPbsWXXv3l3Tpk0rhlEAJa8454507hSIZs2aFXXZKCIWwzAMVxcBAAAAFBdOaQAAAICpEXgBAABgagReAAAAmBqBFwAAAKZG4AUAAICpEXgBAABgagReAAAAmBqBFwAAAKZG4AWAUmb8+PHq0qWLMjIy8vXdf//9GjJkiPhOIQD4fwReAChlnnnmGZ0+fVqvvvqqU/t///tfff/995oxY4YsFouLqgMA90PgBYBSJigoSI8++qhWrlypxMRESVJmZqZefPFF3X///WrcuLGLKwQA90LgBYBSaNiwYapbt65mz54tSXr99ddltVoVFham5ORkPfzww7LZbOrevbsWL16s3Nxcx7rr169Xz5491bJlS3Xs2FHTp0939D/77LN69tlndccdd+iGG27Q77//7orhAUCR8nR1AQCAwvP09NSUKVM0bNgwbd26VStWrNDChQvl7e2tsWPHqmnTptq4caNSU1M1ZcoUWSwWhYWFadeuXXr++ec1e/ZsNW/eXHv27NHTTz+tG264Qbfeeqsk6YMPPtCSJUsUEBCgevXquXagAFAEOMILAKXUddddp9tvv12PPfaYunXrps6dO2vnzp1KSkrSzJkzVb9+fXXs2FHPPPOMVq9eLUkqX768IiIidOuttyo4OFg9e/ZU8+bNFR8f73jcVq1aqXv37mrdurWrhgYARYojvABQij388MPavHmzwsLCJEn79+9Xenq62rdv71gmLy9PmZmZOnHihFq2bCkfHx8tXLhQCQkJ+vXXX3Xw4EF16tTJsXzt2rVLfBwAUJwIvABQinl7ezv9m5OTo/r162vp0qX5lq1UqZK+/vprhYWFqX///urcubPCwsI0ffr0iz4mAJgFpzQAgIlce+21SkpKUrVq1VS3bl3VrVtXhw4d0sKFC2WxWLR+/XoNGDBAM2bM0F133aUGDRrojz/+4Lq9AEyNwAsAJtKpUyfVrl1bTz/9tH799Vf98MMPeu655+Tr6ysPDw/5+fnpxx9/1K+//qr4+Hg9++yzSk1Nld1ud3XpAFBsCLwAYCIeHh565ZVXlJeXp0GDBunRRx9Vly5dNHnyZEnS2LFj5e/vr8GDB+v++++Xt7e3hg4dql9++cXFlQNA8bEY/B0LAAAAJsYRXgAAAJgagRcAAACmRuAFAACAqRF4AQAAYGoEXgAAAJgagRcAAACmRuAFAACAqRF4AQAAYGoEXgAAAJgagRcAAACmRuAFAACAqf0fkAI4dJ+UHmEAAAAASUVORK5CYII=",
+            "text/plain": [
+              "<Figure size 800x800 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with barplot\n",
+        "\n",
+        "df = pd.read_csv('store_sharing.csv', parse_dates=True)\n",
+        "\n",
+        "# Change the data type\n",
+        "df['timestamp'] = pd.to_datetime(df['timestamp'])\n",
+        "df['year'] = df['timestamp'].dt.year\n",
+        "\n",
+        "# group by year\n",
+        "\n",
+        "df_year = df.groupby(by=['year', 'is_holiday', 'is_weekend', 'season']).mean().reset_index()\n",
+        "# df_year.head()\n",
+        "\n",
+        "plt.figure(figsize=(8, 8))\n",
+        "sns.barplot(x='year', y='cnt', hue='is_holiday', data=df_year, palette='bright')\n",
+        "plt.xlabel('Year')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.title('Bike Shares by Years on Holiday')\n",
+        "plt.yticks(np.arange(0, 1551, 100))\n",
+        "plt.grid(True)\n",
+        "plt.minorticks_on()\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 670,
       "metadata": {
         "id": "HnY7QtrQ20I1"
       },
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 800x800 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
       "source": [
-        "# with barplot"
+        "# with barplot\n",
+        "\n",
+        "# group by year\n",
+        "\n",
+        "df_year = df.groupby(by=['year', 'is_holiday', 'is_weekend', 'season']).mean().reset_index()\n",
+        "\n",
+        "# Visualization\n",
+        "\n",
+        "plt.figure(figsize=(8, 8))\n",
+        "sns.barplot(x='year', y='cnt', hue='season', data=df_year, palette='bright')\n",
+        "plt.legend(loc= 'upper right')\n",
+        "plt.xlabel('Year')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.title('Bike Shares by Years on seasons')\n",
+        "plt.yticks(np.arange(0, 1551, 100))\n",
+        "plt.grid(True)\n",
+        "plt.minorticks_on()\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 706,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df = pd.read_csv('store_sharing.csv', parse_dates=True)\n",
+        "\n",
+        "# Change the data type\n",
+        "df['timestamp'] = pd.to_datetime(df['timestamp'])\n",
+        "df['day_of_week'] = df['timestamp'].dt.day_name()\n",
+        "\n",
+        "# group by hour\n",
+        "\n",
+        "df_day = df.groupby(by=['day_of_week', 'is_holiday', 'is_weekend', 'season']).mean().reset_index()\n",
+        "df_day.head()\n",
+        "\n",
+        "days_order = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n",
+        "\n",
+        "sns.barplot(x='day_of_week', y='cnt', hue='is_weekend', data=df_day, palette='bright', order=days_order )\n",
+        "plt.xlabel('Day of Week')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.title('Bike Shares by day of week')\n",
+        "plt.yticks(np.arange(0, 1551, 150))\n",
+        "plt.grid(True)\n",
+        "plt.minorticks_on()\n",
+        "plt.show()\n"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -599,37 +2008,69 @@
     },
     {
       "cell_type": "code",
-      "metadata": {
-        "id": "u9i63ZQ59LW0"
-      },
-      "source": [
-        ""
-      ],
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
+      "execution_count": 738,
       "metadata": {
         "id": "CYXHD4gp20I1"
       },
-      "source": [
-        "# pie chart"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# pie chart\n",
+        "\n",
+        "df = pd.read_csv('store_sharing.csv', parse_dates=True)\n",
+        "\n",
+        "grouped = df.groupby(['is_weekend']).sum()\n",
+        "\n",
+        "explode=[0,0.1] \n",
+        "# Plot the pie chart\n",
+        "plt.pie(grouped['cnt'], labels=grouped.index, autopct='%1.1f%%', startangle=90, shadow=False, explode=explode)\n",
+        "\n",
+        "plt.title('Bike Shares by Weekday', fontsize=15)\n",
+        "plt.legend(loc=\"upper left\", fontsize=10)\n",
+        "plt.grid(True)\n",
+        "plt.minorticks_on()\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 813,
       "metadata": {
         "id": "W9Z30UH120I2"
       },
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
       "source": [
         "# with countplot\n",
-        "\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+        "\n",
+        "sns.countplot(x=\"is_weekend\", data=df_code, hue=\"is_weekend\")\n",
+        "plt.legend(bbox_to_anchor=(1.05, 1), loc=2)\n",
+        "plt.title('Bike Shares by Weekday', fontsize=15)\n",
+        "plt.yticks(np.arange(0, 13, 1))\n",
+        "plt.xlabel(\"Is Week\")\n",
+        "plt.ylabel(\"Bike Shares Count\")\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -642,25 +2083,116 @@
     },
     {
       "cell_type": "code",
-      "metadata": {
-        "id": "hPDyFzw320I2"
-      },
-      "source": [
-        "# with countplot\n"
+      "execution_count": 773,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df = pd.read_csv('store_sharing.csv', parse_dates=True)\n",
+        "\n",
+        "# Change the data type\n",
+        "df['timestamp'] = pd.to_datetime(df['timestamp'])\n",
+        "\n",
+        "\n",
+        "# group by code\n",
+        "df_code = df.groupby(by=['weather_code', 'season']).mean().reset_index()\n",
+        "\n",
+        "# Visualization\n",
+        "sns.countplot(x='weather_code', data=df_code, hue='weather_code')\n",
+        "plt.legend(bbox_to_anchor=(1.05, 1), loc=2)\n",
+        "plt.xlabel('Weather Code')\n",
+        "plt.ylabel('Season')\n",
+        "plt.title('Distribution of Bike Shares by Weather Code', fontsize=15)\n",
+        "plt.yticks(np.arange(0, 6, 1))\n",
+        "plt.grid(True)\n",
+        "plt.minorticks_on()\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 770,
       "metadata": {
         "id": "LRnODYJ_20I2"
       },
-      "source": [
-        "# with catplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 598.486x500 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
+      "source": [
+        "# with catplot\n",
+        "\n",
+        "# group by code\n",
+        "df_code = df.groupby(by=['weather_code', 'season']).mean().reset_index()\n",
+        "\n",
+        "# Visualization\n",
+        "\n",
+        "sns.catplot(x='season', y='weather_code', data=df_code, hue='weather_code', kind='bar')\n",
+        "plt.xlabel('Season')\n",
+        "plt.ylabel('Weather Code')\n",
+        "plt.title('Distribution of Bike Shares by Weather Code', fontsize=15)\n",
+        "plt.yticks(np.arange(0, 30, 1))\n",
+        "plt.grid(True)\n",
+        "plt.minorticks_on()\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "code",
       "execution_count": null,
-      "outputs": []
+      "metadata": {},
+      "outputs": [],
+      "source": []
     }
-  ]
-}
\ No newline at end of file
+  ],
+  "metadata": {
+    "colab": {
+      "collapsed_sections": [],
+      "name": "Data Visualisation (Seaborn-Matplotlib).ipynb",
+      "provenance": [],
+      "toc_visible": true
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "language": "python",
+      "name": "python3"
+    },
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.11.1"
+    },
+    "vscode": {
+      "interpreter": {
+        "hash": "5238573367df39f7286bb46f9ff5f08f63a01a80960060ce41e3c79b190280fa"
+      }
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}