diff --git a/Data_Visualisation_(Seaborn_Matplotlib).ipynb b/Data_Visualisation_(Seaborn_Matplotlib).ipynb
index c6c00a9..ce84a1e 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": 29,
       "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 +120,232 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 65,
       "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>timestamp</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",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>2015-01-04 00:00:00</td>\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>1</th>\n",
+              "      <td>2015-01-04 01:00:00</td>\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>2</th>\n",
+              "      <td>2015-01-04 02:00:00</td>\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>3</th>\n",
+              "      <td>2015-01-04 03:00:00</td>\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>4</th>\n",
+              "      <td>2015-01-04 04:00:00</td>\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",
+              "    <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>17409</th>\n",
+              "      <td>2017-01-03 19:00:00</td>\n",
+              "      <td>1042</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>81.0</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17410</th>\n",
+              "      <td>2017-01-03 20:00:00</td>\n",
+              "      <td>541</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>81.0</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17411</th>\n",
+              "      <td>2017-01-03 21:00:00</td>\n",
+              "      <td>337</td>\n",
+              "      <td>5.5</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>78.5</td>\n",
+              "      <td>24.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17412</th>\n",
+              "      <td>2017-01-03 22:00:00</td>\n",
+              "      <td>224</td>\n",
+              "      <td>5.5</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>76.0</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17413</th>\n",
+              "      <td>2017-01-03 23:00:00</td>\n",
+              "      <td>139</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>76.0</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>17414 rows × 10 columns</p>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "                 timestamp   cnt   t1   t2    hum  wind_speed  weather_code  \\\n",
+              "0      2015-01-04 00:00:00   182  3.0  2.0   93.0         6.0           3.0   \n",
+              "1      2015-01-04 01:00:00   138  3.0  2.5   93.0         5.0           1.0   \n",
+              "2      2015-01-04 02:00:00   134  2.5  2.5   96.5         0.0           1.0   \n",
+              "3      2015-01-04 03:00:00    72  2.0  2.0  100.0         0.0           1.0   \n",
+              "4      2015-01-04 04:00:00    47  2.0  0.0   93.0         6.5           1.0   \n",
+              "...                    ...   ...  ...  ...    ...         ...           ...   \n",
+              "17409  2017-01-03 19:00:00  1042  5.0  1.0   81.0        19.0           3.0   \n",
+              "17410  2017-01-03 20:00:00   541  5.0  1.0   81.0        21.0           4.0   \n",
+              "17411  2017-01-03 21:00:00   337  5.5  1.5   78.5        24.0           4.0   \n",
+              "17412  2017-01-03 22:00:00   224  5.5  1.5   76.0        23.0           4.0   \n",
+              "17413  2017-01-03 23:00:00   139  5.0  1.0   76.0        22.0           2.0   \n",
+              "\n",
+              "       is_holiday  is_weekend  season  \n",
+              "0             0.0         1.0     3.0  \n",
+              "1             0.0         1.0     3.0  \n",
+              "2             0.0         1.0     3.0  \n",
+              "3             0.0         1.0     3.0  \n",
+              "4             0.0         1.0     3.0  \n",
+              "...           ...         ...     ...  \n",
+              "17409         0.0         0.0     3.0  \n",
+              "17410         0.0         0.0     3.0  \n",
+              "17411         0.0         0.0     3.0  \n",
+              "17412         0.0         0.0     3.0  \n",
+              "17413         0.0         0.0     3.0  \n",
+              "\n",
+              "[17414 rows x 10 columns]"
+            ]
+          },
+          "execution_count": 65,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df = pd.read_csv(\"store_sharing.csv\")\n",
+        "df"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -167,25 +358,62 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 11,
       "metadata": {
         "id": "Su1S3Ejc20Ir"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "timestamp       0\n",
+              "cnt             0\n",
+              "t1              0\n",
+              "t2              0\n",
+              "hum             0\n",
+              "wind_speed      0\n",
+              "weather_code    0\n",
+              "is_holiday      0\n",
+              "is_weekend      0\n",
+              "season          0\n",
+              "dtype: int64"
+            ]
+          },
+          "execution_count": 11,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "#missing values\n",
+        "missing = df.isnull().sum()\n",
+        "missing"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 9,
       "metadata": {
         "id": "taPyMUnj20Ir"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "False    17414\n",
+              "dtype: int64"
+            ]
+          },
+          "execution_count": 9,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "#duplicates\n",
+        "duplicate = df.duplicated().value_counts()\n",
+        "duplicate"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -198,48 +426,121 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 207,
       "metadata": {
         "id": "vw4INTSG20Is"
       },
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\n",
+            " 0.0    4394\n",
+            "1.0    4387\n",
+            "3.0    4330\n",
+            "2.0    4303\n",
+            "Name: season, dtype: int64\n"
+          ]
+        }
+      ],
       "source": [
         "# season\n",
-        "\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+        "plt.bar(df['season'].value_counts().index, df['season'].value_counts().values)\n",
+        "plt.show()\n",
+        "\n",
+        "# to check value counts of this column for more clear info.\n",
+        "print('\\n', df.season.value_counts())"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 210,
       "metadata": {
         "id": "DHPG8s5920Is"
       },
-      "source": [
-        "# is_holiday\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_holiday\n",
+        "df_plot = sns.countplot(data = df, x = 'is_holiday')\n",
+        "# result\n",
+        "for label in df_plot.containers:\n",
+        "    df_plot.bar_label(label)\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 211,
       "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",
+        "df_plot = sns.countplot(data = df, x = 'is_weekend')\n",
+        "# result\n",
+        "for label in df_plot.containers:\n",
+        "    df_plot.bar_label(label)\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
-      "metadata": {
-        "id": "y6x24xxV20It"
-      },
-      "source": [
-        "# weather_code\n"
+      "execution_count": 209,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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iRYsoV64ccD48TZo0iVmzZnH69GnuvPNOJk+e7Dr24MGDycjIICoqCi8vL3r37s3AgQM9NFIREREpbSyGoVUeRUlPL7wI2tv7/CLoR2euY/fhkxfe8TrXoJo/7/y1G6dOnSU/X4ugRUTk+mCxQGDg5S2C1stQRURExHQUgERERMR0FIBERETEdBSARERExHQUgERERMR0FIBERETEdBSARERExHQUgERERMR0FIBERETEdBSARERExHQUgERERMR0FIBERETEdBSARERExHQUgERERMR0FIBERETEdBSARERExHQUgERERMR0FIBERETEdBSARERExHQUgERERMR0FIBERETEdBSARERExHQUgERERMR0FIBERETEdBSARERExHQUgERERMR0FIBERETEdBSARERExHQUgERERMR0FIBERETEdBSARERExHQUgERERMR0FIBERETEdBSARERExHQUgERERMR0FICk1Bk58nmmTp3o2v7119089dTj/OUvd/LkkwPYvftnV11BQQHz58/mgQfu5Z577uLll1/k5MmMCx53xoxXiYoaUtzdFxGR64ACkJQqn3++ge+//861nZOTw8iRz2O3h7FkyQqaNGnGqFF/JScnB4AVK97iiy8+ZdKkGBYteousrCwmTx5f6LjbtyeyZs3qEhuHiIiUbgpAUmpkZZ1m3rxZNGzYyFX2xRef4uPjS2Tk89SsWYvnn/8b5cqV48svPwfOnwF67rnhNG/eglq1buWhhx4mKSnB7bjnzp0jNnYqTZo0LcnhiIhIKaYAJKXGnDkzuffertSseaurbOfOHTRrZsdisQBgsVho2tTOjh1JAAwaNIR27doDcOrUSdauXUNYWLjbcVeseIvatesSEdGqhEYiIiKlnQKQlArx8VtJTPyJgQMHu5VnZKQTGBjkVla5sj9paSfcypYsWcj993ciKSmRqKgXXOUHDuznww9XM2zY8OLrvIiIXHcUgMTj8vLymDbtFYYPH43N5vunulx8fHzcynx8fHA4zrmV3XtvVxYvXk5EREuGD4/i7NkzGIZBbOxUBg0agr9/QLGPQ0RErh/enu6AyNKl/6B+/Ya0anV7obrzYcfhVuZwOPD1tbmVVa9eA4CXXoqmZ8+ufP31lzgcDpzOArp371l8nRcRkeuSApB43BdffEpGRgb33NMWwBV4vvrqCzp27FzotvaTJzMICAgE4LvvvqVevfoEBVUBwGazERJSjczMTL7/fiO7d/9Mp053AecXQzudTu65py1vv72Km2++uaSGKCIipYwCkHjc7NkLyc/Pd23Pnz8LgGeeGUZCwjZWrFiGYRhYLBYMw2D79kQGDBgEwNy5M+nSpRv9+z8BQHb2WVJTD1KzZi3uuede8vLyXMddvfo9du7cwYQJUwgMDCzBEYqISGmjACQed/PNVd22y5UrD5y/rFW5cmUWLJjDG2/MoHv3nnz00Qfk5ubQocM9APTs+RBLliyiTp26BAdXZdGiuVSrVoPWre/AanVf4nbjjRWx2Wyuy2UiImJepWYR9JAhQ3jxxRdd27t27eKhhx7CbrfTq1cvduzY4dZ+3bp1dOzYEbvdTmRkJCdPnnTVGYbB9OnTad26NS1btiQ2Nhan01liY5Frp3z5CsTGvk5S0k8MHtyfnTu3M23aG/j5+QHQs2cf+vUbwPTpf+eppwZgsVh49dXXCoUfERGRP7IYhmF4uhMff/wxw4cP58EHH+Tvf/872dnZdOrUifvvv5/evXvz7rvv8q9//YvPPvuMcuXKkZSURP/+/YmOjqZBgwZMnTqVcuXKsXDhQgDefPNNli9fzvTp08nPz2fkyJEMHDiQwYMHX6In7tLTf+PPs+PtbaVy5fI8OnMduw+fvPCO17kG1fx556/dOHXqLPn5Co4iInJ9sFggMPDGy2rr8f9MzszMJDY2lqZN//uU3vXr12Oz2Rg1ahS1a9dm3LhxlC9fnk8++QSAFStW0KVLF3r06EGDBg2IjY3l66+/JjU1FYDly5czbNgwIiIiaN26NSNGjOCdd97xyPhERESk9PH4GqBXX32V7t27c+LEfx9sl5iYSHh4uNvTf1u0aEFCQgI9e/YkMTGRp556ytW+atWqhISEkJiYiI+PD0ePHuW2225z1YeHh3P48GFOnDhBlSpVSm5wJmS1WrBaLZ7uRrFyOg2cTo+fOBURkf+BRwPQ999/z48//sjatWuZOHGiqzwtLY06deq4tQ0ICCA5ORnggkEmICCAY8eOkZaWBuBW//sdP8eOHVMAKkZWq4XKlfywenl5uivFyllQwKnMHIUgEZHrmMcCUF5eHhMmTGD8+PH4+ro//TcnJ6eIp/+efz5Mbm5RTwd2kJub69r+Yx1Q6IF6l2Ip2ycyLsuVzIHVasHq5UX6By9yLn1v8XXKg24IvJXAnn/Haj1/S76IiJQeV/I3y2MBaM6cOTRp0oS2bdsWqrPZbEU8/df3ovV+fn5uYcdms7m+B1x3Dl2ugIDLW0hVVlWuXP6q9juXvpdzx36+xr0pXa52bkREpHTwWAD6+OOPSU9PJywsDPhvSNmwYQPdunUjPT3drX16errr8lVwcPAF64OCgggODgbOX0arXr2663uAoCD3l2peSkZG4bvAvLyspvnjd+rUWQoKLv8uMM2NiIh4ksVy+ScvPBaA3n77bben/06fPh2AESNGsHXrVv7xj3+4Pf1327ZtPP300wDY7Xbi4+Pp2fP8O56OHj3K0aNHsdvtBAcHExISQnx8vCsAxcfHExIScsXrfwyDQgHIbMw+/ovR3IiIXL88FoCqVavmtl2+/PkzB6GhoQQEBDBjxgymTp3KI488wnvvvUdOTg5dunQBoG/fvvTv35/mzZvTtGlTpk6dyt13302NGjVc9dOnT3e962nGjBkMGjSoBEcnIiIipZnHb4O/kAoVKrBw4UImTJjA+++/T/369Vm0aBHlypUDICwsjEmTJjFr1ixOnz7NnXfeyeTJk137Dx48mIyMDKKiovDy8qJ3794MHDjQQ6MRERGR0qZUPAm6tNKToK/sSdC/z83RRX3K7CLoG25uSNUh7+sp2SIipdB19SRoERERkZKmACQiIiKmowAkIiIipqMAJCIiIqajACQiIiKmUypvgxcRd4cOpfLaa6+yfXsiN95Ykd69H6ZfvwEAzJw5ndWr33Nr/8ILI+nV62EAOne+mzNnzrjVf/rpN67HSsD5J7EPHvwYL7wwihYtIop5NCIinqcAJFLKOZ1ORo58noYNG/Pmm+9w6NBBJk4cR2BgFTp16sz+/XsZOjSKrl27ufYpX74CAGlpJzhz5gwrV65xe+nwH9+Ll5eXR3T0S+zbVzZfYCsiciEKQCKl3MmTJ6lbtz4jRrxIuXLlqVHjFsLDW5KUlECnTp05cGA//foNICAgsNC++/fvIyAgkGrVql/w2Pv27SU6+iW92V5ETEdrgERKucDAQCZNiqFcufIYhkFSUgKJidsICwvn7NkzpKWdoEaNWy647/79+4qsA0hI2EaLFuEsXLi0uLovIlIq6QyQyHWkd+/7OX78GHfc0Za77+7A7t0/Y7FYWL78TX74YRMVK97EI488Spcu5y+HHTiwj7y8XKKihpCaeoC6deszbNjfuOWWUAAefLC3J4cjIuIxOgMkch2ZOjWWV199nZSUX5k9+zUOHtyPxWLhlltqMm3aG9x/f3diY6fy9ddfAnDgwH6ysrJ4/PHBxMTMwGaz8de/Pkt29lkPj0RExLN0BkjkOtKgQSMAHI48Jk16mQ0bvubOO9tSseJNANSpU5fU1IOsWbOadu3aM2PGbPLz8113fI0fP4Veve5j48Zv6dSps8fGISLiaToDJFLKnTyZwTfffOVWVrPmrZw7d47s7GxX+PldaGgt0tLSAPDx8XG73d1ms1G1agjp6SeKvd8iIqWZApBIKXfkyBHGjRtJWtp/Q8svv/xMpUqVWb36PZ5//lm39snJvxIaGophGPTp053169e66nJyckhNTeWWW2qWVPdFREolBSCRUq5hw0bUr9+QmJhJ7Nu3l++/38i8ebMYMGAQd97ZloSEeP7v/97m8OFDfPjhajZs+Ji+fftjsVi44442LFmykG3bfmTv3j1MnjyeKlWqcPvtd3p6WCIiHqU1QCKlnJeXF3//+wxeey2Wp59+Al9fP3r3fpiHHnoEi8XClCmvsnjxQhYvXkDVqlWZMGEKTZo0A+CZZ4bh5eVNdPRLnD17hhYtbmPatDfw8vLy8KhERDzLYugJaEVKT/+NP8+Ot7eVypXL8+jMdew+fNIzHStmDar5885fu3Hq1Fny852Xvd/vc3N0UR/OHfu5GHvoOTfc3JCqQ96/4rkREZHiZ7FAYOCNl9VWl8BERETEdHQJTKSEWK0WrFaLp7tRrJxOA6dTJ5VFpPRTABIpAVarhUqV/fCylu21NwXOAjJP5SgEiUippwAkUgKsVgteVi+iN0Sz/9R+T3enWNSsXJMJ907AarUoAIlIqacAJFKC9p/az69pv3q6GyIipqdF0CIiImI6VxWABgwYQFZWVqHykydP0rNnz/+5UyIiIiLF6bIvgX3zzTckJSUBsHXrVhYsWOD2jiGAAwcOcPjw4WvbQxEREZFr7LIDUK1atVi8eDGGYWAYBtu2beOGG25w1VssFsqVK8fUqVOLpaMiIiIi18plB6AaNWqwfPlyAMaMGcO4ceOoUKFCsXVMREREpLhc1V1gMTExAKSlpZGfn8+f36YREhLyv/dMREREpJhcVQD67rvvePnllzl69CgAhmFgsVhc//vzz2XzPVAiIiJSNlxVAJo0aRLNmjVj/vz5ugwmIiIi152rCkDHjh1j8eLF1KhR41r3R0RERKTYXdVzgCIiIoiPj7/WfREREREpEVd1Bui2224jOjqar776itDQULfb4QGioqKuSedEREREisNVL4Ju0qQJGRkZZGRkuNVZLJZr0jERERGR4nJVAejtt9++1v0QERERKTFXFYDWrFlz0foePXpczWFFRERESsRVBaBZs2a5bRcUFJCRkYG3tzfNmjVTABIREZFS7aoC0L///e9CZWfPnmX8+PHUr1//f+6UiIiISHG6qtvgL6R8+fI899xzLF269FodUkRERKRYXLMABLB7926cTue1PKSIiIjINXdVl8D69+9f6Hb3s2fP8ssvvzBw4MBr0S8RERGRYnNVAahVq1aFynx8fBgxYgS33377/9wpERERkeJ0VQHoj096PnPmDAUFBdx0003XrFMiIiIixemqAhDAsmXLWLx4Menp6QD4+/vTt29fvQZDRERESr2rCkBz585lxYoVPP/884SFheF0Otm2bRtz5szBx8eHIUOGXOt+ioiIiFwzV3UX2Pvvv8/UqVN55JFHqF+/Pg0bNuTRRx9l8uTJvPvuu5d9nAMHDjB48GDCwsK4++67Wbx4sasuNTWVgQMH0rx5c7p27crGjRvd9t20aRPdunXDbrczYMAAUlNT3erfeust2rZtS1hYGGPHjiUnJ+dqhioiIiJl0FUFoDNnzlCzZs1C5bVq1eLkyZOXdQyn08mQIUOoXLkyH374IdHR0cyfP5+1a9diGAaRkZEEBgYSFxdH9+7diYqK4siRIwAcOXKEyMhIevbsyerVq/H39+fZZ5/FMAwANmzYwJw5c5g0aRLLli0jMTGRadOmXc1QRUREpAy6qgAUFhbGm2++6fbMn4KCApYsWUKzZs0u6xjp6ek0bNiQiRMnUrNmTdq1a8ftt99OfHw8P/zwA6mpqUyaNInatWszdOhQmjdvTlxcHACrVq2iSZMmDBo0iLp16xITE8Phw4fZsmULAMuXL+fxxx+nffv2NGvWjOjoaOLi4nQWSERERICrXAM0ZswYHn30UTZt2kTjxo0B2LlzJw6Hw+0y1sVUqVKFmTNnAmAYBtu2bWPr1q1MmDCBxMREGjVqRLly5Vztw8PDSUhIACAxMZGIiAhXnZ+fH40bNyYhIYGIiAi2b9/uthi7efPmnDt3jt27dxMWFnY1QxYREZEy5KoCUO3atRk7diyZmZns3bsXm83Gl19+yaxZs2jQoMEVH69Dhw4cOXKE9u3bc++99/LKK69QpUoVtzYBAQEcO3YMgLS0tCLrs7KyyMvLc6v39vamUqVKrv1FRETE3K4qAL399tu8/vrrvPzyy0ycOBEAq9XKiBEjePHFF+nTp88VHW/WrFmkp6czceJEYmJiyMnJwcfHx62Nj48PDocD4KL1ubm5ru2i9r9cf3rYtSlpDoqmuSma5kZEPOFKPnuuKgAtXbqUGTNm0L59e1fZ6NGjiYiIICYm5ooDUNOmTQHIy8tjxIgR9OrVq9B6HYfDga+vLwA2m61QmHE4HFSsWBGbzeba/nO9n5/fFfUrIODGK2pf1lSuXN7TXSi1NDdF09yIyPXgqgLQqVOnuOWWWwqV16pVy/VgxEtJT08nISGBjh07usrq1KnDuXPnCAoKYu/evYXa/35ZKzg4uNDP+X1RdaVKlbDZbKSnp1O7dm0A8vPzyczMJCgo6IrGmZHxG/+5sczFy8tqmg/4U6fOUlBw+S+31dwUTXMjIlL8LJbLP3lxVXeBhYeHM3v2bLezNHl5eSxYsOCyFxkfOnSIqKgojh8/7irbsWMH/v7+hIeHs3PnTtflLID4+HjsdjsAdrud+Ph4V11OTg67du3CbrdjtVpp2rSpW31CQgLe3t5XvD7JMAp/mc2F5qCoL7PR3BTtSuZGX/rSl76u5dfluqozQOPHj2fQoEG0adPG9TyggwcPEhgYyLx58y7rGE2bNqVx48aMHTuWMWPGcPjwYaZNm8bTTz9Ny5YtqVq1KmPGjOHZZ5/lyy+/JCkpiZiYGAB69erFkiVLWLRoEe3bt2fu3LlUr17d9ZLWfv36MX78eOrVq0eVKlWYOHEiffr0ueJLYCIiIlI2XVUAuuWWW1i/fj3ffvst+/fvx9vbm5o1a9KmTRu8vLwu6xheXl7MmzePyZMn8/DDD+Pn50f//v0ZMGAAFouFefPmMW7cOHr27EloaChz584lJCQEgOrVqzN79mxeeeUV5s6dS1hYGHPnzsXyn9VP9913H4cPH2b8+PE4HA46derEyJEjr2aoIiIiUgZd9ctQfXx8+Mtf/vI//fDg4GDmzJlzwbrQ0FBWrFhR5L7t2rWjXbt2RdYPGTJE7yQTERGRC7qqNUAiIiIi1zMFIBERETEdBSARERExHQUgERERMR0FIBERETEdBSARERExHQUgERERMR0FIBERETEdBSARERExHQUgERERMR0FIBERETEdBSARERExHQUgERERMR0FIBERETEdBSARERExHQUgERERMR0FIBERETEdBSARERExHQUgERERMR0FIBERETEdBSARERExHQUgERERMR0FIBERETEdBSARERExHQUgERERMR0FIBERETEdBSARERExHQUgERERMR0FIBERETEdBSARkTIoLe0EL700ii5dOtCjRxdmz36NvLw8tzaHDqXSocOdRR5j584d3HVXS44ePVKozjAMXnghkvXr117zvouUBAUgEZEyxjAMXnppNLm5ucyd+w+io1/hu+++ZfHiBa42x48fY9Sov+Jw5F3wGPn5+cTGTsHpdBaqczqdzJw5ja1bNxfbGESKmwKQiEgZc/DgAXbu3M7YsRO49dba2O1hDB48lM8++wSAb775isGD+3PDDT5FHuOdd5ZRrlz5QuVpaSd4/vln2LjxGypUuLHYxiBS3BSARETKGH//AGbMmI2/f4Bb+dmzZwD4/vuNPPnk0zz//N8uuP/Bgwf44INVREW9UKjul192U6VKMEuWrKBChQrXvvMiJcTb0x0QEZFr68Ybb6RVq9td206nkw8+eJ/w8NsAGD36JQC2bfux0L6GYRAbO5VBg4bg7+9fqL5Nm7to0+auYuq5SMnRGSARkTJu3rxZ/PLLLwwZ8uwl265b9xEFBfk88MCDJdAzEc/RGSARkTJs3rxZrFr1LtHRr3DrrXUu2jYjI51Fi+bxxhvzsFgsJdRDEc9QABIRKaNefz2WNWviePnlSdx9918u2X7Llh84fTqToUOfAM5fDgPo378PAwYMYsCAQcXaX5GSpAAkIlIGvfnmItasiWPixKm0b9/xsvZp1649TZvaXdtpaSd47rmhTJv2BrVrX/zskcj1RgFIRKSM2b9/H8uWLeGxxwbSrFlzMjLSXXUBAYFF7leuXHm3W9+9vLwAuPnmqlSseFPxdVjEAxSARETKmG+//ZqCggKWLVvCsmVL3Oo2bix855eIGSkAiYiUMf37D6R//4GXbNeiRcRFA1HVqiEXrV+9Wq/BkOuXboMXERER09EZIBGRUsxqtWC1lt1b0p1OA6fT8HQ3xIQUgERESimr1ULlSuWwepXdk/XOAienMrMVgqTEKQCJiJRSVqsFq5eVT9/ZxqnjZzzdnWuucnAFOj3aAqvVogAkJU4BSESklDt1/Axph097uhsiZYpHz6seP36cYcOG0bJlS9q2bUtMTAx5eXkApKamMnDgQJo3b07Xrl3ZuHGj276bNm2iW7du2O12BgwYQGpqqlv9W2+9Rdu2bQkLC2Ps2LHk5OSU2LhERESkdPNYADIMg2HDhpGTk8M777zD66+/zpdffsnMmTMxDIPIyEgCAwOJi4uje/fuREVFceTIEQCOHDlCZGQkPXv2ZPXq1fj7+/Pss8+6Htu+YcMG5syZw6RJk1i2bBmJiYlMmzbNU0MVERGRUsZjAWjv3r0kJCQQExND3bp1iYiIYNiwYaxbt44ffviB1NRUJk2aRO3atRk6dCjNmzcnLi4OgFWrVtGkSRMGDRpE3bp1iYmJ4fDhw2zZsgWA5cuX8/jjj9O+fXuaNWtGdHQ0cXFxOgskIiIigAcDUFBQEIsXLyYw0P2x7GfOnCExMZFGjRpRrlw5V3l4eDgJCQkAJCYmEhER4arz8/OjcePGJCQkUFBQwPbt293qmzdvzrlz59i9e3fxDkpERESuCx5bBF2xYkXatm3r2nY6naxYsYLWrVuTlpZGlSpV3NoHBARw7NgxgIvWZ2VlkZeX51bv7e1NpUqVXPtfLkvZffTGZdMcFE1zUzTNjVwp/c7ItXAlv0el5i6wadOmsWvXLlavXs1bb72Fj4+PW72Pjw8OhwOAnJycIutzc3Nd20Xtf7kCAm680mGUKZUrl790I5PS3BRNcyNXSr8z4gmlIgBNmzaNZcuW8frrr1OvXj1sNhuZmZlubRwOB76+vgDYbLZCYcbhcFCxYkVsNptr+8/1fn5+V9SvjIzfMP70aAovL6tp/rGeOnWWggLnZbfX3BRNcyNXwyy/N/qdkWvFYrn8kxceD0CTJ0/m3XffZdq0adx7770ABAcHk5KS4tYuPT3ddVkrODiY9PT0QvUNGzakUqVK2Gw20tPTqV27NgD5+flkZmYSFBR0RX0zDAoFILMx+/gvRnNTNM2NXCn9zkhJ8+hzgObMmcN7773Ha6+9xn333ecqt9vt7Ny503U5CyA+Ph673e6qj4+Pd9Xl5OSwa9cu7HY7VquVpk2butUnJCTg7e1NgwYNSmBUIiIiUtp5LADt2bOHefPm8dRTTxEeHk5aWprrq2XLllStWpUxY8aQnJzMokWLSEpKonfv3gD06tWLbdu2sWjRIpKTkxkzZgzVq1enVatWAPTr148lS5bw+eefk5SUxMSJE+nTp88VXwITERGRssljl8C++OILCgoKmD9/PvPnz3er++WXX5g3bx7jxo2jZ8+ehIaGMnfuXEJCQgCoXr06s2fP5pVXXmHu3LmEhYUxd+5cLP9Z/n3fffdx+PBhxo8fj8PhoFOnTowcObLExygiIiKlk8cC0JAhQxgyZEiR9aGhoaxYsaLI+nbt2tGuXburPr6IiIiYl0fXAImIiIh4ggKQiIiImI4CkIiIiJiOApCIiIiYjgKQiIiImI4CkIiIiJiOApCIiIiYjgKQiIiImI4CkIiIiJiOApCIiIiYjgKQiJQJDoeD/v37sG3bj4Xqzpw5Q48eXVi/fq1b+Zdffs4jj/SkY8c2vPBCJMeOHb3gsUeOfJ6pUycWR7dFxEMUgETkupeXl8fEiePYt2/vBevnz59FenqaW9n27YlMnDiORx55lDffXMENN/gwYcLYQvt+/vkGvv/+u2Lpt4h4jgKQiFzX9u3by9ChT3D48KEL1icmJhAfv5WAgAC38nffXcG993alR49e3HJLTf761xFkZKSTmZnpapOVdZp582bRsGGj4hyCiHiAApCIXNcSErbRokU4CxcuLVTncDiIjZ3C8OGjueEGH7e6n36K56672ru2Q0KqsXr1WipVquQqmzNnJvfe25WaNW8ttv6LiGd4e7oDIiL/iwcf7F1k3dtvL6Vu3fq0bNnarfy3337jt9+yKCgoYPjwKFJSkmnUqDF/+9uLBAVVASA+fiuJiT+xfPl7TJ/+92Idg4iUPJ0BEpEyad++vaxZE8ewYcML1eXkZAPwxhvT6dSpC6+++hoOxzlGjforTqeTvLw8pk17heHDR2Oz+ZZ010WkBOgMkIiUOYZhEBs7hcGDh+LvH1Co3svLC4Bu3brTufN9AEyYMJkHHriXnTu3891331K/fkNatbq9RPstIiVHAUhEypzjx4+xfXsSKSnJzJ07E4Dc3FymT4/hiy8+49VXX8Pb25vQ0JqufW66qRIVK97EiRPH+eKLT8nIyOCee9oC59cSAXz11Rd89tm3JT0cESkGCkAiUuYEBgbx3nsfupU999xQevd+mE6duuDt7U39+g1JSUnmL3/pBEBmZianT2dy880hzJ69kPz8fNe+8+fPAuCZZ4aV3CBEpFgpAIlImePt7U316jXcyry8vKhc2d+1yPmRRx7llVeiqVu3PrfeWpt582ZRp049GjVqjMVicdu3XLnyAIWOKSLXLwUgETGl9u078ttvvzFv3hucOnWSsLBw/v73GYXCj4iUTQpAIlJmbNxY+DUYv1u9em2hsgceeJAHHnjwkscdN27i/9ItESmFdBu8iIiImI7OAImIx1mtFqzWsn3pyek0cDoNT3dDRP5DAUhEPMpqtVC5kh/W/zybp6xyFhRwKjNHIUiklFAAEhGPslotWL28+HnyZLIPHPB0d4pFudBQGr78MlarRQFIpJRQABKRUiH7wAHO/Jrs6W6IiEloEbSIiIiYjgKQiIiImI4CkIiIiJiOApCIiIiYjgKQiIiImI4CkIiIiJiOApCIiIiYjgKQiIiImI4CkIiIiJiOApCIiIiYjgKQiIiImI4CkIiIiJiOApCIiIiYjgKQiIiImI4CkIiIiJiOApCIiIiYjgKQiIiImI4CkIiIiJhOqQhADoeDbt26sXnzZldZamoqAwcOpHnz5nTt2pWNGze67bNp0ya6deuG3W5nwIABpKamutW/9dZbtG3blrCwMMaOHUtOTk6JjEVERERKP48HoLy8PIYPH05ycrKrzDAMIiMjCQwMJC4uju7duxMVFcWRI0cAOHLkCJGRkfTs2ZPVq1fj7+/Ps88+i2EYAGzYsIE5c+YwadIkli1bRmJiItOmTfPI+ERERKT08WgASklJoU+fPhw8eNCt/IcffiA1NZVJkyZRu3Zthg4dSvPmzYmLiwNg1apVNGnShEGDBlG3bl1iYmI4fPgwW7ZsAWD58uU8/vjjtG/fnmbNmhEdHU1cXJzOAomIiAjg4QC0ZcsWWrVqxcqVK93KExMTadSoEeXKlXOVhYeHk5CQ4KqPiIhw1fn5+dG4cWMSEhIoKChg+/btbvXNmzfn3Llz7N69u3gHJCIiItcFb0/+8H79+l2wPC0tjSpVqriVBQQEcOzYsUvWZ2VlkZeX51bv7e1NpUqVXPtfLovlipqXSZqDomluiqa5KZrm5sI0L3ItXMnvkUcDUFFycnLw8fFxK/Px8cHhcFyyPjc317Vd1P6XKyDgxivteplSuXJ5T3eh1NLcFE1zUzTNzYVpXsQTSmUAstlsZGZmupU5HA58fX1d9X8OMw6Hg4oVK2Kz2Vzbf6738/O7on5kZPzGf9ZVu3h5WU3zj/XUqbMUFDgvu73mpmiam6Jpbopmlrm50nkRKYrFcvknL0plAAoODiYlJcWtLD093XVZKzg4mPT09EL1DRs2pFKlSthsNtLT06lduzYA+fn5ZGZmEhQUdEX9MAwKBSCzMfv4L0ZzUzTNTdE0NxemeZGS5vHb4C/Ebrezc+dO1+UsgPj4eOx2u6s+Pj7eVZeTk8OuXbuw2+1YrVaaNm3qVp+QkIC3tzcNGjQouUGIiIhIqVUqA1DLli2pWrUqY8aMITk5mUWLFpGUlETv3r0B6NWrF9u2bWPRokUkJyczZswYqlevTqtWrYDzi6uXLFnC559/TlJSEhMnTqRPnz5XfAlMREREyqZSGYC8vLyYN28eaWlp9OzZk3/+85/MnTuXkJAQAKpXr87s2bOJi4ujd+/eZGZmMnfuXCz/Wf593333MXToUMaPH8+gQYNo1qwZI0eO9OSQREREpBQpNWuAfvnlF7ft0NBQVqxYUWT7du3a0a5duyLrhwwZwpAhQ65Z/0RERKTsKJVngERERESKkwKQiIiImI4CkIiIiJiOApCIiIiYjgKQiIiImI4CkIiIiJiOApCIiIiYjgKQiIiImI4CkIiIiJiOApCIiIiYjgKQiIiImI4CkIiIiJiOApCIiIiYjgKQiIiImI4CkIiIiJiOApCIiIiYjgKQiIiImI4CkIiIiJiOApCIiIiYjgKQiIiImI4CkIiIiJiOApCIiIiYjgKQiIiImI4CkIiIiJiOApCIiIiYjgKQiIiImI4CkIiIiJiOApCIiIiYjgKQiIiImI4CkIiIiJiOApCIiIiYjgKQiIiImI4CkIiIiJiOApCIiIhcFofDwYwZr9K5c3vuv78TCxfOxTAMAH79dTdPPfU4f/nLnTz55AB27/7Zw729OAUgERERuSxvvDGdrVs389prs5kwYQpr137IRx99QE5ODiNHPo/dHsaSJSto0qQZo0b9lZycHE93uUjenu6AiIiIlH5ZWadZt+4jZs6cR6NGTQB4+OHH2LVrB97e3vj4+BIZ+TwWi4Xnn/8bP/zwHV9++Tldu97v4Z5fmM4AiYiIXIDD4aB//z5s2/ZjobozZ87Qo0cX1q9f64GeeUZSUgIVKlQgLCzcVda//0DGjp3Azp07aNbMjsViAcBisdC0qZ0dO5I81d1LUgASERH5k7y8PCZOHMe+fXsvWD9//izS09NKuFeedeTIYW6+OYR//Wsd/fr14qGHuvPWW4txOp1kZKQTGBjk1r5yZX/S0k54qLeXpktgIiIif7Bv316io19yLe79s8TEBOLjtxIQEFDCPfOs7OxsDh06yD//+QFjx04gIyOdadNewWbzJS8vFx8fH7f2Pj4+OBznPNTbS9MZIBERkT9ISNhGixbhLFy4tFCdw+EgNnYKw4eP5oYbfC6wd9nl5eXN2bNnmTBhKk2aNKNduw4MGDCIjz764D9hx+HW3uFw4Otr81BvL01ngERERP7gwQd7F1n39ttLqVu3Pi1bti7BHpUOgYGB+PjYuPnmqq6yGjVCOXHiOGFh4Zw8meHW/uTJDAICAku6m5dNZ4BEREQuw759e1mzJo5hw4Z7uise0bhxExyOPA4ePOAqO3BgH1WrVqVx4yZs357kumxoGAbbtyfSuHFTT3X3khSARERELsEwDGJjpzB48FD8/c219ud3t9xSkzvuaMMrr0STnPwrmzd/z4oVy+jRozft2/+FM2d+4403ZrBv317eeGMGubk5dOhwj6e7XSRdAhMREbmE48ePsX17EikpycydOxOA3Nxcpk+P4YsvPmPGjFme7WAJGT9+Cq+/Hsuzzz6Jr68vvXr1oXfvh7FYLMTGvs706TH8858fUrt2HaZNewM/Pz9Pd7lICkAiIiKXEBgYxHvvfehW9txzQ+nd+2E6derioV6VvAoVKvDyy5MuWNeoURPefPOdEu7R1SuzASgvL4/o6Gg+/fRTfH19GTRoEIMGDfJ0t0RE5Drk7e1N9eo13Mq8vLyoXNmfoKAqHuqV/C/KbACKjY1lx44dLFu2jCNHjjB69GhCQkLo3Lmzp7smIiJSrKxWC1arxdPdKDZOp4HTeeHnNF2uMhmAsrOzWbVqFf/4xz9o3LgxjRs3Jjk5mXfeeUcBSERELtvGjYVfg/G71atL52swrFYLlSuVw+pVdu9zchY4OZWZ/T+FoDIZgHbv3k1+fj5hYWGusvDwcBYsWIDT6cRqLbu/FCIiYm5WqwWrl5XDa3biyDjr6e5ccz4B5anWozFWq0UB6M/S0tKoXLmy22O5AwMDycvLIzMzE39/fw/2TkRErgVd5rk4R8ZZco+duYY9KlvKZADKycm54DtJgEKP6r4YqxWKeBUMDUL88fMpk9NHaGBF1/dXc7LM5+aGWG4ovbc+/i9uCKjp+v5q5qZeYD18vX2vXYdKkVsq3eL6/mrmpkLdulh9y+bclKvx38WzVzM3gdUq4u3jdQ17VDpUCirv+v5K58VisVDpJj+sXmVvXn7nLCgg83ROke8kuxRb8I1Ybih7Vzx8/Iv+vbFcQR62GFc7s6XYv/71L6ZMmcJ3333nKtuzZw9du3Zl8+bNVKpUyXOdExEREY8re9EQCA4O5tSpU+Tn57vK0tLS8PX1pWLFihfZU0RERMygTAaghg0b4u3tTUJCgqssPj6epk2bagG0iIiIlM0A5OfnR48ePZg4cSJJSUl8/vnnvPnmmwwYMMDTXRMREZFSoEyuAYLzC6EnTpzIp59+SoUKFRg8eDADBw70dLdERESkFCizAUhERESkKGXyEpiIiIjIxSgAiYiIiOkoAImIiIjpKACVMg6Hg27durF58+Yi2+zatYuHHnoIu91Or1692LFjRwn2sGQdP36cYcOG0bJlS9q2bUtMTAx5eXkXbGumeQE4cOAAgwcPJiwsjLvvvpvFixcX2dZsc/NHQ4YM4cUXXyyyftOmTXTr1g273c6AAQNITU0twd6VrA8++ID69esX+mrQoMEF25tlbi70uZuamsrAgQNp3rw5Xbt2ZePGjRc9xrp16+jYsSN2u53IyEhOnjxZ3N0uVhf77D1y5AhPPfUUdrude+65h/Xr11/0WG+99RZt27YlLCyMsWPHkpOTUxJDuCQFoFIkLy+P4cOHk5ycXGSb7OxshgwZQkREBB988AFhYWEMHTqU7OzsEuxpyTAMg2HDhpGTk8M777zD66+/zpdffsnMmTMLtTXTvAA4nU6GDBlC5cqV+fDDD4mOjmb+/PmsXVv47dRmm5s/+vjjj/n666+LrD9y5AiRkZH07NmT1atX4+/vz7PPPnvVrx4o7X7/Q/7711dffUVoaOgFHxFilrm50OeuYRhERkYSGBhIXFwc3bt3JyoqiiNHjlzwGElJSYwbN46oqChWrlxJVlYWY8aMKakhXHMX++zNz89n6NCheHt78+GHHzJ48GBGjRrFr7/+esFjbdiwgTlz5jBp0iSWLVtGYmIi06ZNK+ERFcGQUiE5Odl44IEHjPvvv9+oV6+e8cMPP1yw3apVq4wOHToYTqfTMAzDcDqdxj333GPExcWVZHdLREpKilGvXj0jLS3NVbZ27VqjTZs2hdqaaV4MwzCOHz9uPP/888Zvv/3mKouMjDQmTJhQqK3Z5uZ3p06dMu666y6jV69exujRoy/YZubMmcZjjz3m2s7OzjbCwsKK/PdX1ixYsMDo2LGjkZeXV6jODHNT1Ofupk2bjObNmxtnz551tX388ceNWbNmXfA4I0eOdPsdO3LkiFG/fn3j4MGDxTuAYnKxz97PP//cCA8Pd/vseeaZZ4z33nvvgsfq16+f27xt3brVaNasmZGdnV18A7hMOgNUSmzZsoVWrVqxcuXKi7ZLTEwkPDwcy3/e+GaxWGjRooXbU6/LiqCgIBYvXkxgYKBb+Zkzhd9ubKZ5AahSpQozZ86kQoUKGIZBfHw8W7dupWXLloXamm1ufvfqq6/SvXt36tSpU2SbxMREIiIiXNt+fn40bty4zM8NQGZmJv/4xz/429/+Vujl0WCOuSnqczcxMZFGjRpRrlw5V1l4eHiRY//zXFWtWpWQkBASExOLpd/F7WKfvVu2bOH222+nQoUKrvJ58+bx8MMPFzpOQUEB27dvd5ub5s2bc+7cOXbv3l18A7hMZfN15tehfv36XVa7tLS0Qh/oAQEBF71sdr2qWLEibdu2dW07nU5WrFhB69atC7U107z8WYcOHThy5Ajt27fn3nvvLVRvxrn5/vvv+fHHH1m7di0TJ04ssl1aWhpVqlRxKwsICODYsWPF3EPPe/fdd6lSpQqdO3e+YL0Z5qaoz90rHfuJEyfK1Fxd7LM3NTWVatWqMX36dD766CMqV67MsGHD6NixY6HjZGVlkZeX5zY33t7eVKpUqVTMjc4AXWdycnIK/deaj48PDofDQz0qOdOmTWPXrl288MILherMPC+zZs1iwYIF/Pzzz8TExBSqN9vc5OXlMWHCBMaPH4+vr+9F25ptbn5nGAarVq3iscceK7KNWecGrnzsubm5ZXqu/vjZm52dzYcffkhWVhYLFiygR48eDBs2jO3btxfaLzc3F6DUzo3OAF1nbDZboV8ch8NxyQ/66920adNYtmwZr7/+OvXq1StUb9Z5AWjatClw/g//iBEjGDVqlNsHjtnmZs6cOTRp0sTtv2CLUtTcVKxYsbi6Vyps376d48ePc9999xXZxqxzA+fHnpmZ6VZ2sX8zRc2Vn59fcXWxxPz5s9fLy4tKlSoxceJErFYrjRs35scff+T99993fRb9zmazAZTauVEAus4EBweTnp7uVpaenl7o9GtZMnnyZN59912mTZt2wUs8YL55SU9PJyEhwe20c506dTh37hxnzpzB39/fVW62ufn4449JT08nLCwM+O+H74YNG/jpp5/c2hY1Nw0bNiyZznrIt99+S0REBDfddFORbcw6N3B+7CkpKW5lF/s3U9RcBQUFFVsfS8KFPnurVKmCxWLBav3vBaRatWrxyy+/FNq/UqVK2Gw20tPTqV27NgD5+flkZmaWirnRJbDrjN1u56effnLdimoYBtu2bcNut3u4Z8Vjzpw5vPfee7z22msX/a9Vs83LoUOHiIqK4vjx466yHTt24O/v7xZ+wHxz8/bbb7N27VrWrFnDmjVr6NChAx06dGDNmjWF2trtduLj413bOTk57Nq1q8zOze+SkpJo0aLFRduYdW7g/Nh37tzpuoQDEB8fX+TY/zxXR48e5ejRo9f1XBX12Wu320lOTqagoMBVtmfPHqpVq1boGFarlaZNm7rNTUJCAt7e3kU+e6okKQBdB9LS0lz/EDt37kxWVhZTp04lJSWFqVOnkpOTQ5cuXTzcy2tvz549zJs3j6eeeorw8HDS0tJcX2DeeYHzl70aN27M2LFjSUlJ4euvv2batGk8/fTTgLnnplq1aoSGhrq+ypcvT/ny5QkNDaWgoIC0tDTXWaFevXqxbds2Fi1aRHJyMmPGjKF69eq0atXKw6MoXsnJyYUWxmtu/qtly5ZUrVqVMWPGkJyczKJFi0hKSqJ3797A+bOKaWlprhDQt29fPvroI1atWsXu3bsZNWoUd999NzVq1PDkMK7axT57u3XrhtPpJDo6mgMHDvDOO+/w7bff0qdPH+D8up/fP6Ph/ELzJUuW8Pnnn5OUlMTEiRPp06dPqbgEpucAlUJ/fg5QvXr13J7ZkpiYaPTo0cNo2rSp0bt3b2Pnzp2e6GaxW7hwoVGvXr0LfhmGeefld8eOHTMiIyONFi1aGHfeeacxf/5817N+zD43fzR69GjXM1pSU1ML/fv66quvjE6dOhnNmjUzHn/88ev22S1XomnTpsY333zjVmb2ufnz2Pfv3288+uijRpMmTYz77rvP+O6771x1P/zwg1GvXj0jNTXVVRYXF2e0a9fOaN68uREZGWmcPHmyRPt/LV3qszc5Odk1N506dTI2bNjg2jcuLs7V7o/Hu/32243w8HBjzJgxRm5ubomOpygWwyhjj/UUERERuQRdAhMRERHTUQASERER01EAEhEREdNRABIRERHTUQASERER01EAEhEREdNRABIRERHTUQASERER01EAEpHrhsPh4P3333dt9+/fn9mzZ3uwR1fvxRdf5MUXX/R0N0RMSwFIRK4bH3/8MQsWLPB0N0SkDFAAEpHrht7cIyLXigKQiFwTDzzwACtWrHBtP/HEEzz22GOu7ZUrV9K3b1+OHj3K008/jd1up0OHDsyZM8f1Vm2AVatW0blzZ5o0aUKrVq2Ijo6moKCAzZs3M2bMGA4fPkz9+vU5dOgQAMePH+fJJ5+kadOm3HvvvWzatMl1rKysLEaOHEmLFi1o06YNkydPJjc3F4DNmzfToUMHJkyYQHh4OIsWLbrkGLOzsxk/fjytWrWiVatWvPzyy+Tl5QFw+vRpXn75Ze644w7Cw8MZOXIkp0+fdu37448/0qNHD5o1a8bzzz9PTk6O27E/++wzunbtit1up3fv3mzZsuVKpl9ErpACkIhcE23atHH90T537hwJCQls376dc+fOAfDdd9/Rpk0boqKiCAgI4MMPPyQmJoa1a9e6Lmtt2bKFKVOmMHz4cD755BOio6NZvXo1X3zxBWFhYYwdO5abb76ZjRs3UrVqVQDWrFlD165d+fjjj2nSpAmjRo1ynSkaN24cv/32G++++y7z5s1j+/btTJo0ydXnw4cP43A4+OCDD+jWrdslx/jSSy8RHx/PvHnzePPNN4mPj2fmzJkAREVF8fPPP7NgwQKWLl3Knj17XGt8Tp48ydChQ7njjjtYs2YNderU4ZNPPnEdd/fu3YwePZpnnnmGf/7znzzwwAM89dRTHDhw4H/8f0VEiuTZl9GLSFnx3XffGa1btzacTqfx008/GQ888IDRpk0bIyEhwSgoKDBatmxpLFy40GjdurVRUFDg2u+LL74wWrZsaRiGYWzfvt1Yu3at23H79OljzJkzxzAMw4iLizPat2/vqnvssceM4cOHu7Z//vlno169ekZaWppx4MABo0GDBkZWVparfvfu3a6yH374wahXr56RkpJyWePLzMw0GjZsaPzwww+usq1btxrLly93/dy9e/e66lJSUox69eoZe/bsMVasWGF07NjRcDqdrvpevXoZo0ePNgzDMEaMGGHExMS4/byoqKhCZSJy7Xh7OoCJSNkQERFBTk4OycnJbN26lYiICE6cOEF8fDxeXl5YrVb8/PzIzMwkPDzctZ/T6SQ3N5dTp07RpEkTfH19mTVrFikpKfzyyy8cOHCANm3aFPlza9So4fq+QoUKAOTl5bFnzx6cTid33XWXW3un0+l2ZqV69eqXNb4DBw5QUFBA48aN3cYcERHB+vXrqVixIrVq1XLV1a5dm5tuuom9e/eSkpJCgwYNsFgsrvqmTZu6LoPt2bOHf/3rX6xcudJVf+7cuYuOW0T+NwpAInJN+Pj4EBERwZYtW/jxxx/p3r07J06c4Mcff6SgoIA777yTgoICbr31VubNm1do/xtvvJFvv/2WyMhIevToQdu2bYmMjCQ6OvqiP9fLy6tQmWEYFBQUcOONNxIXF1eoPjg4mMTERABsNttlje+GG24oss7Hx+eC5QUFBa71TcafFnDfcMMNrgBUUFDAU089RY8ePdza+Pr6XlbfROTKaQ2QiFwzv68DSkhIIDw8nPDwcLZt28bGjRtp27YttWrV4siRI/j7+xMaGkpoaCiHDh1i1qxZWCwWVq1aRa9evZg0aRIPPfQQtWvX5uDBg67w8MczKJdSq1YtfvvtNywWi+tn5ebmEhsbi8PhuOKx1ahRAy8vL3bv3u0q+/zzz3nwwQepVasWWVlZ7N2711WXkpLCmTNnqFWrFnXr1mXXrl1ui71//vlnt74eOnTI1c/Q0FBWrlzJN998c8X9FJHLowAkItdMmzZt+Pe//02FChUIDg6mUaNG5OTksHXrVtq2bUubNm2oVq0aI0eO5JdffuHHH3/k5Zdfxs/PDy8vLypVqsRPP/3EL7/8QnJyMi+++CJpaWmuwOLn58fp06fZv38/+fn5F+1L7dq1adu2LSNGjCApKYmdO3cyZswYsrOzqVix4hWPrUKFCvTo0YOpU6eSlJTE9u3bef3112ndujW1a9fmrrvuYvTo0SQlJZGUlMTo0aO57bbbqFevHvfddx85OTlMnTqVvXv3snjxYuLj413HHjhwIOvXr2f58uUcPHiQt956i7feeouaNWtecT9F5PIoAInINVOnTh0CAgJca3y8vLwICwujQYMG+Pv74+Xlxfz583E6nfTp04fnnnuOdu3a8dJLLwG47hB7+OGHeeKJJ7DZbPTt29d1tqR169aEhoZy//33u51BKUpsbCzVq1dn4MCBPPHEE9SqVYvXXnvtqsc3duxYGjRowBNPPMFTTz1Fq1ateOGFFwB49dVXqVGjBgMHDmTw4MHUrVuXuXPnAnDTTTexePFitm/fTvfu3dm0aRPdu3d3Hbd58+bExsbyf//3f3Tt2pX333+fGTNmcNttt111X0Xk4izGny9Mi4iIiJRxOgMkIiIipqO7wEREgMjISLenSP9ZdHQ0DzzwQAn2SESKky6BiYgAJ06cKPR6ij8KCAhwPWdIRK5/CkAiIiJiOloDJCIiIqajACQiIiKmowAkIiIipqMAJCIiIqajACQiIiKmowAkIiIipqMAJCIiIqajACQiIiKm8/8hWvZ7GTt80QAAAABJRU5ErkJggg==",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "#weather_code\n",
+        "df_plot = sns.countplot(data = df, x = 'weather_code')\n",
+        "# result\n",
+        "for label in df_plot.containers:\n",
+        "    df_plot.bar_label(label)\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -252,25 +553,270 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 47,
       "metadata": {
         "id": "UAVtBv_420Iu"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "timestamp        object\n",
+              "cnt               int64\n",
+              "t1              float64\n",
+              "t2              float64\n",
+              "hum             float64\n",
+              "wind_speed      float64\n",
+              "weather_code    float64\n",
+              "is_holiday      float64\n",
+              "is_weekend      float64\n",
+              "season          float64\n",
+              "dtype: object"
+            ]
+          },
+          "execution_count": 47,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "#data types\n",
+        "type = df.dtypes\n",
+        "type"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 66,
       "metadata": {
         "id": "xnBa7KKQ20Iu"
       },
-      "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",
+              "    <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",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2017-01-03 19:00:00</th>\n",
+              "      <td>1042</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>81.0</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2017-01-03 20:00:00</th>\n",
+              "      <td>541</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>81.0</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2017-01-03 21:00:00</th>\n",
+              "      <td>337</td>\n",
+              "      <td>5.5</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>78.5</td>\n",
+              "      <td>24.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2017-01-03 22:00:00</th>\n",
+              "      <td>224</td>\n",
+              "      <td>5.5</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>76.0</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2017-01-03 23:00:00</th>\n",
+              "      <td>139</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>76.0</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>17414 rows × 9 columns</p>\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",
+              "2017-01-03 19:00:00  1042  5.0  1.0   81.0        19.0           3.0   \n",
+              "2017-01-03 20:00:00   541  5.0  1.0   81.0        21.0           4.0   \n",
+              "2017-01-03 21:00:00   337  5.5  1.5   78.5        24.0           4.0   \n",
+              "2017-01-03 22:00:00   224  5.5  1.5   76.0        23.0           4.0   \n",
+              "2017-01-03 23:00:00   139  5.0  1.0   76.0        22.0           2.0   \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  \n",
+              "...                         ...         ...     ...  \n",
+              "2017-01-03 19:00:00         0.0         0.0     3.0  \n",
+              "2017-01-03 20:00:00         0.0         0.0     3.0  \n",
+              "2017-01-03 21:00:00         0.0         0.0     3.0  \n",
+              "2017-01-03 22:00:00         0.0         0.0     3.0  \n",
+              "2017-01-03 23:00:00         0.0         0.0     3.0  \n",
+              "\n",
+              "[17414 rows x 9 columns]"
+            ]
+          },
+          "execution_count": 66,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "#convert timestamp in type and set it as index.\n",
+        "df[\"timestamp\"] = pd.to_datetime(df['timestamp'])\n",
+        "df = df.set_index('timestamp')\n",
+        "df"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -301,25 +847,525 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 69,
       "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",
+              "      <th>year_month</th>\n",
+              "      <th>year</th>\n",
+              "      <th>month</th>\n",
+              "      <th>day_of_month</th>\n",
+              "      <th>day_of_week</th>\n",
+              "      <th>hour</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",
+              "      <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",
+              "      <td>2015-01</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>4</td>\n",
+              "      <td>6</td>\n",
+              "      <td>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",
+              "      <td>2015-01</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>4</td>\n",
+              "      <td>6</td>\n",
+              "      <td>1</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",
+              "      <td>2015-01</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>4</td>\n",
+              "      <td>6</td>\n",
+              "      <td>2</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",
+              "      <td>2015-01</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>4</td>\n",
+              "      <td>6</td>\n",
+              "      <td>3</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",
+              "      <td>2015-01</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>4</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</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",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2017-01-03 19:00:00</th>\n",
+              "      <td>1042</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>81.0</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2017-01</td>\n",
+              "      <td>2017</td>\n",
+              "      <td>1</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>19</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2017-01-03 20:00:00</th>\n",
+              "      <td>541</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>81.0</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2017-01</td>\n",
+              "      <td>2017</td>\n",
+              "      <td>1</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2017-01-03 21:00:00</th>\n",
+              "      <td>337</td>\n",
+              "      <td>5.5</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>78.5</td>\n",
+              "      <td>24.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2017-01</td>\n",
+              "      <td>2017</td>\n",
+              "      <td>1</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>21</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2017-01-03 22:00:00</th>\n",
+              "      <td>224</td>\n",
+              "      <td>5.5</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>76.0</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2017-01</td>\n",
+              "      <td>2017</td>\n",
+              "      <td>1</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>22</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2017-01-03 23:00:00</th>\n",
+              "      <td>139</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>76.0</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2017-01</td>\n",
+              "      <td>2017</td>\n",
+              "      <td>1</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>23</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>17414 rows × 15 columns</p>\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",
+              "2017-01-03 19:00:00  1042  5.0  1.0   81.0        19.0           3.0   \n",
+              "2017-01-03 20:00:00   541  5.0  1.0   81.0        21.0           4.0   \n",
+              "2017-01-03 21:00:00   337  5.5  1.5   78.5        24.0           4.0   \n",
+              "2017-01-03 22:00:00   224  5.5  1.5   76.0        23.0           4.0   \n",
+              "2017-01-03 23:00:00   139  5.0  1.0   76.0        22.0           2.0   \n",
+              "\n",
+              "                     is_holiday  is_weekend  season year_month  year  month  \\\n",
+              "timestamp                                                                     \n",
+              "2015-01-04 00:00:00         0.0         1.0     3.0    2015-01  2015      1   \n",
+              "2015-01-04 01:00:00         0.0         1.0     3.0    2015-01  2015      1   \n",
+              "2015-01-04 02:00:00         0.0         1.0     3.0    2015-01  2015      1   \n",
+              "2015-01-04 03:00:00         0.0         1.0     3.0    2015-01  2015      1   \n",
+              "2015-01-04 04:00:00         0.0         1.0     3.0    2015-01  2015      1   \n",
+              "...                         ...         ...     ...        ...   ...    ...   \n",
+              "2017-01-03 19:00:00         0.0         0.0     3.0    2017-01  2017      1   \n",
+              "2017-01-03 20:00:00         0.0         0.0     3.0    2017-01  2017      1   \n",
+              "2017-01-03 21:00:00         0.0         0.0     3.0    2017-01  2017      1   \n",
+              "2017-01-03 22:00:00         0.0         0.0     3.0    2017-01  2017      1   \n",
+              "2017-01-03 23:00:00         0.0         0.0     3.0    2017-01  2017      1   \n",
+              "\n",
+              "                     day_of_month  day_of_week  hour  \n",
+              "timestamp                                             \n",
+              "2015-01-04 00:00:00             4            6     0  \n",
+              "2015-01-04 01:00:00             4            6     1  \n",
+              "2015-01-04 02:00:00             4            6     2  \n",
+              "2015-01-04 03:00:00             4            6     3  \n",
+              "2015-01-04 04:00:00             4            6     4  \n",
+              "...                           ...          ...   ...  \n",
+              "2017-01-03 19:00:00             3            1    19  \n",
+              "2017-01-03 20:00:00             3            1    20  \n",
+              "2017-01-03 21:00:00             3            1    21  \n",
+              "2017-01-03 22:00:00             3            1    22  \n",
+              "2017-01-03 23:00:00             3            1    23  \n",
+              "\n",
+              "[17414 rows x 15 columns]"
+            ]
+          },
+          "execution_count": 69,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "#to make feature engineering\n",
+        "df[\"year_month\"] = df.index.strftime('%Y-%m')\n",
+        "df[\"year\"] = df.index.year\n",
+        "df[\"month\"] = df.index.month\n",
+        "df[\"day_of_month\"] = df.index.day\n",
+        "df[\"day_of_week\"] = df.index.weekday\n",
+        "df[\"hour\"] = df.index.hour\n",
+        "df"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 70,
       "metadata": {
         "id": "RYw9Klg_20Iv"
       },
+      "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",
+              "      <th>year_month</th>\n",
+              "      <th>year</th>\n",
+              "      <th>month</th>\n",
+              "      <th>day_of_month</th>\n",
+              "      <th>day_of_week</th>\n",
+              "      <th>hour</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",
+              "      <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",
+              "      <td>2015-01</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>4</td>\n",
+              "      <td>6</td>\n",
+              "      <td>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",
+              "      <td>2015-01</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>4</td>\n",
+              "      <td>6</td>\n",
+              "      <td>1</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",
+              "      <td>2015-01</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>4</td>\n",
+              "      <td>6</td>\n",
+              "      <td>2</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",
+              "      <td>2015-01</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>4</td>\n",
+              "      <td>6</td>\n",
+              "      <td>3</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",
+              "      <td>2015-01</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>4</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</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 year_month  year  month  \\\n",
+              "timestamp                                                                     \n",
+              "2015-01-04 00:00:00         0.0         1.0     3.0    2015-01  2015      1   \n",
+              "2015-01-04 01:00:00         0.0         1.0     3.0    2015-01  2015      1   \n",
+              "2015-01-04 02:00:00         0.0         1.0     3.0    2015-01  2015      1   \n",
+              "2015-01-04 03:00:00         0.0         1.0     3.0    2015-01  2015      1   \n",
+              "2015-01-04 04:00:00         0.0         1.0     3.0    2015-01  2015      1   \n",
+              "\n",
+              "                     day_of_month  day_of_week  hour  \n",
+              "timestamp                                             \n",
+              "2015-01-04 00:00:00             4            6     0  \n",
+              "2015-01-04 01:00:00             4            6     1  \n",
+              "2015-01-04 02:00:00             4            6     2  \n",
+              "2015-01-04 03:00:00             4            6     3  \n",
+              "2015-01-04 04:00:00             4            6     4  "
+            ]
+          },
+          "execution_count": 70,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
       "source": [
         "df.head()"
-      ],
-      "execution_count": null,
-      "outputs": []
+      ]
     },
     {
       "cell_type": "markdown",
@@ -332,25 +1378,56 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 215,
       "metadata": {
         "id": "T_KFvQBA20Iw"
       },
-      "source": [
-        "# for all variables \n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1500x2000 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# for all variables \n",
+        "plt.figure(figsize=(15, 20))\n",
+        "plt.imshow(df.corr())\n",
+        "plt.xticks(range(len(df.corr().columns)), df.corr().columns)\n",
+        "plt.yticks(range(len(df.corr().columns)), df.corr().columns)\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 98,
       "metadata": {
         "id": "8t4Iv-Q520Iw"
       },
-      "source": [
-        "# for the target variable\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 200x700 with 2 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# for the target variable\n",
+        "df_corr_cnt = df.corr()[['cnt']].sort_values(by='cnt', ascending=False)\n",
+        "df_corr_cnt\n",
+        "plt.figure(figsize=(2, 7))\n",
+        "sns.heatmap(df_corr_cnt, vmin=-1, vmax=1, annot=True, cmap='BrBG')"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -363,14 +1440,37 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 101,
       "metadata": {
         "id": "14fNdyUL20Ix"
       },
-      "source": [
-        "#with pandas\n"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<AxesSubplot: >"
+            ]
+          },
+          "execution_count": 101,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1000x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "#with pandas\n",
+        "plt.figure(figsize=(10, 6))\n",
+        "df.corr()[\"cnt\"].sort_values().plot.barh()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -383,15 +1483,40 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 107,
       "metadata": {
-        "scrolled": false,
-        "id": "53T6Nuor20Iy"
+        "id": "53T6Nuor20Iy",
+        "scrolled": false
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<AxesSubplot: title={'center': 'Bike Shares Over Time'}, xlabel='Date', ylabel='Count of Bike Shares'>"
+            ]
+          },
+          "execution_count": 107,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1500x500 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "plt.figure(figsize=(15, 5))\n",
+        "plt.ylabel('Count of Bike Shares')\n",
+        "plt.xlabel('Date')\n",
+        "plt.title(label='Bike Shares Over Time')\n",
+        "sns.lineplot(x = df.index, y = \"cnt\", data= df)"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -404,60 +1529,326 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 121,
       "metadata": {
         "id": "r37qftbg20Iy"
       },
-      "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",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>year_month</th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2015-01</th>\n",
+              "      <td>546639</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-02</th>\n",
+              "      <td>543594</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-03</th>\n",
+              "      <td>695934</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-04</th>\n",
+              "      <td>831582</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-05</th>\n",
+              "      <td>895413</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-06</th>\n",
+              "      <td>1033252</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-07</th>\n",
+              "      <td>1120687</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-08</th>\n",
+              "      <td>1033951</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-09</th>\n",
+              "      <td>892478</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-10</th>\n",
+              "      <td>865046</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-11</th>\n",
+              "      <td>677332</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-12</th>\n",
+              "      <td>602838</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-01</th>\n",
+              "      <td>582518</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-02</th>\n",
+              "      <td>592910</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-03</th>\n",
+              "      <td>656527</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-04</th>\n",
+              "      <td>768845</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-05</th>\n",
+              "      <td>1001935</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-06</th>\n",
+              "      <td>933878</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-07</th>\n",
+              "      <td>1165527</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-08</th>\n",
+              "      <td>1137314</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-09</th>\n",
+              "      <td>998619</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-10</th>\n",
+              "      <td>935706</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-11</th>\n",
+              "      <td>703859</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-12</th>\n",
+              "      <td>651908</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2017-01</th>\n",
+              "      <td>37680</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "                cnt\n",
+              "year_month         \n",
+              "2015-01      546639\n",
+              "2015-02      543594\n",
+              "2015-03      695934\n",
+              "2015-04      831582\n",
+              "2015-05      895413\n",
+              "2015-06     1033252\n",
+              "2015-07     1120687\n",
+              "2015-08     1033951\n",
+              "2015-09      892478\n",
+              "2015-10      865046\n",
+              "2015-11      677332\n",
+              "2015-12      602838\n",
+              "2016-01      582518\n",
+              "2016-02      592910\n",
+              "2016-03      656527\n",
+              "2016-04      768845\n",
+              "2016-05     1001935\n",
+              "2016-06      933878\n",
+              "2016-07     1165527\n",
+              "2016-08     1137314\n",
+              "2016-09      998619\n",
+              "2016-10      935706\n",
+              "2016-11      703859\n",
+              "2016-12      651908\n",
+              "2017-01       37680"
+            ]
+          },
+          "execution_count": 121,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "year_month = pd.DataFrame(df.groupby(\"year_month\").cnt.sum())\n",
+        "year_month"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 145,
       "metadata": {
-        "scrolled": false,
-        "id": "rx3Gh3Cw20Iy"
+        "id": "rx3Gh3Cw20Iy",
+        "scrolled": false
       },
-      "source": [
-        "# with lineplot\n"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<AxesSubplot: xlabel='year_month', ylabel='cnt'>"
+            ]
+          },
+          "execution_count": 145,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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+            "text/plain": [
+              "<Figure size 2500x1000 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with lineplot\n",
+        "plt.figure(figsize=(25, 10))\n",
+        "result = sns.lineplot(x = 'year_month', y = 'cnt', data = year_month)\n",
+        "result"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 150,
       "metadata": {
-        "scrolled": false,
-        "id": "yddCIi3R20Iz"
+        "id": "yddCIi3R20Iz",
+        "scrolled": false
       },
-      "source": [
-        "# with lineplot\n"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<AxesSubplot: xlabel='month', ylabel='cnt'>"
+            ]
+          },
+          "execution_count": 150,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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+            "text/plain": [
+              "<Figure size 2500x1000 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with lineplot\n",
+        "df.groupby('month')['cnt'].mean()\n",
+        "plt.figure(figsize=(25, 10))\n",
+        "result = sns.lineplot(data = df, x = 'month', y = 'cnt')\n",
+        "result"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 149,
       "metadata": {
         "id": "2VXlvX_b20Iz"
       },
-      "source": [
-        "# with pointplot\n"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<AxesSubplot: xlabel='month', ylabel='cnt'>"
+            ]
+          },
+          "execution_count": 149,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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+            "text/plain": [
+              "<Figure size 2500x1000 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with pointplot\n",
+        "plt.figure(figsize=(25, 10))\n",
+        "result = sns.pointplot(data=df, x = 'month', y = 'cnt')\n",
+        "result"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 154,
       "metadata": {
         "id": "AfIj8A4820Iz"
       },
-      "source": [
-        "# with barplot\n"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<AxesSubplot: xlabel='month', ylabel='cnt'>"
+            ]
+          },
+          "execution_count": 154,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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+            "text/plain": [
+              "<Figure size 2500x1000 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with barplot\n",
+        "plt.figure(figsize=(25, 10))\n",
+        "result = sns.barplot(data= df, x = 'month', y = 'cnt', color = 'maroon')\n",
+        "result"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -470,37 +1861,107 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 212,
       "metadata": {
-        "scrolled": false,
-        "id": "MAXUb-Tn20Iz"
+        "id": "MAXUb-Tn20Iz",
+        "scrolled": false
       },
-      "source": [
-        "# with lineplot (*whether it is a holiday or not*)\n"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<AxesSubplot: xlabel='hour', ylabel='cnt'>"
+            ]
+          },
+          "execution_count": 212,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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+            "text/plain": [
+              "<Figure size 2500x1000 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with lineplot (*whether it is a holiday or not*)\n",
+        "plt.figure(figsize=(25, 10))\n",
+        "sns.lineplot(data= df, x = 'hour', y = 'cnt', hue = 'is_holiday')\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 213,
       "metadata": {
         "id": "ly1idLJL20Iz"
       },
-      "source": [
-        "# with lineplot (*You may want to see seasonal breakdowns*)\n"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<AxesSubplot: xlabel='hour', ylabel='cnt'>"
+            ]
+          },
+          "execution_count": 213,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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+            "text/plain": [
+              "<Figure size 2500x1000 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with lineplot (*You may want to see seasonal breakdowns*)\n",
+        "plt.figure(figsize=(25, 10))\n",
+        "sns.lineplot(data= df, x = 'hour', y = 'cnt', hue = 'season')"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 160,
       "metadata": {
         "id": "fZFUlVJn20I0"
       },
-      "source": [
-        "# with pointplot\n"
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "AxesSubplot(0.125,0.653529;0.775x0.226471) AxesSubplot(0.125,0.381765;0.775x0.226471) AxesSubplot(0.125,0.11;0.775x0.226471)\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 2000x1500 with 3 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with pointplot\n",
+        "fig, axes = plt.subplots(nrows = 3, figsize = (20, 15))\n",
+        "\n",
+        "result1 = sns.pointplot(data= df, x = 'hour', y = 'cnt', ax= axes[0])\n",
+        "result2 = sns.pointplot(data= df, x = 'hour', y = 'cnt', hue = 'is_holiday', ax= axes[1])\n",
+        "result3 = sns.pointplot(data= df, x = 'hour', y = 'cnt', hue = 'season', ax= axes[2])\n",
+        "print(result1, result2, result3)"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -514,25 +1975,71 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 214,
       "metadata": {
         "id": "7GB4NtqL20I0"
       },
-      "source": [
-        "# with barplot\n"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<AxesSubplot: xlabel='day_of_week', ylabel='cnt'>"
+            ]
+          },
+          "execution_count": 214,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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+            "text/plain": [
+              "<Figure size 2000x500 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with barplot\n",
+        "plt.figure(figsize=(20, 5))\n",
+        "sns.barplot(data= df, x = 'day_of_week', y = 'cnt', hue = 'is_weekend')"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 167,
       "metadata": {
         "id": "9fxEGhPQ20I0"
       },
-      "source": [
-        "# with pointplot\n"
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "AxesSubplot(0.125,0.53;0.775x0.35) AxesSubplot(0.125,0.11;0.775x0.35)\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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+            "text/plain": [
+              "<Figure size 2000x1500 with 2 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with pointplot\n",
+        "fig, axes = plt.subplots(nrows = 2, figsize = (20, 15))\n",
+        "\n",
+        "result1 = sns.pointplot(data= df, x = 'day_of_week', y = 'cnt', ax= axes[0])\n",
+        "result2 = sns.pointplot(data= df, x = 'day_of_week', y = 'cnt', hue = 'season', ax= axes[1])\n",
+        "print(result1, result2)"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -545,16 +2052,41 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 183,
       "metadata": {
-        "scrolled": false,
-        "id": "Uh2gF1kn20I1"
+        "id": "Uh2gF1kn20I1",
+        "scrolled": false
       },
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<AxesSubplot: xlabel='day_of_month', ylabel='cnt'>"
+            ]
+          },
+          "execution_count": 183,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1500x500 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
       "source": [
         "#with lineplot\n",
-        "\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+        "df_mean = pd.DataFrame(df.groupby('day_of_month')['cnt'].mean())\n",
+        "plt.figure(figsize=(15, 5))\n",
+        "result = sns.lineplot(data = df, x = 'day_of_month', y = 'cnt')\n",
+        "result\n",
+        "# df_mean"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -568,25 +2100,71 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 202,
       "metadata": {
         "id": "kWyoqrrF20I1"
       },
-      "source": [
-        "# with barplot\n"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<AxesSubplot: xlabel='year', ylabel='cnt'>"
+            ]
+          },
+          "execution_count": 202,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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pqcnUqVNzxRVX5NZbb01LS0vGjx+fT37yk3nggQfyzne+s8Pj+/Tpk0WLFiVJnn/++fTv33+D/cuXL9+sGV5tN6CC+ToFrANAZ9qcNaZi4ypJnnzyyXzoQx/KaaedlkWLFuWKK67I+973vjQ1NaVr164dHtu1a9c0NzcnSdauXfuW+zdVnz49t+4AgE7Vu/cu5R4BKDPrAFBJKjauHn744dx55535+c9/nm7dumXo0KF57rnnct111+Xtb3/7BqHU3Nycbt26JXnlrNfG9nfv3n2zZnjhhb+mrW3rjuOtVFdX+UcBtsKKFS+lpaW13GNsFesAbJ0dYR0AKluptOknXSo2rh577LHsvffe7cGUJAcccEC+8Y1vZNSoUWlsbOzw+MbGxvZLAQcMGLDR/f369dusGdra0qlxBWw9X6OAdQCoFBX7gRb9+/fPn/70pw5noJ566qkMGjQotbW1+d3vfpe2V1fTtra2PProo6mtrU2S1NbWZv78+e3PW7ZsWZYtW9a+HwAAoGgVG1dHHHFE3va2t+XSSy/NH//4x/z0pz/NN77xjZx88sk56qijsmrVqkyfPj2LFy/O9OnT09TUlKOPPjpJMmHChPzgBz/IHXfckccffzwXXHBBDj/88Lz97W8v81EBAAA7qoqNq549e+bmm29OQ0NDTjjhhMyYMSOf/exn86lPfSq77rprrr/++syfPz/jx49PfX195syZkx49eiRJRowYkWnTpmX27NmZMGFCdt9998yYMaPMRwQAAOzIKvY9V0nyzne+MzfddNNG9w0bNix33333mz53/PjxGT9+fGeNBgAA0EHFnrkCAADYnogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAnQp9wAAAFCJli59NjfffEOS5NRTz8jAgXuVeSIqnTNXAACwEbfccmMWLKjLggV1ufXWG8s9DtsBcQUAABvx7LNL2m//+c9L3uKR8ApxBQAAUABxBQAAUABxBQAAUABxBQAAUIAtiqvf/OY3Wb9+/Qbbm5ubc//992/1UAAAANubLYqrU045JatWrdpg+6JFi/K5z31uq4cCAADY3mzyDxH+7ne/m2nTpqVUKqWtrS0f+MAHNvq497///YUNBwAAsL3Y5Lg66aST8q53vSutra35zGc+k6997WvZfffd2/eXSqV079497373uztlUAAAgEq2yXGVJIccckiS5IEHHsjAgQNTKpU6ZSgAAIDtzWbF1Wv69++fO++8M7///e+zfv36tLW1ddg/Y8aMQoYDAADYXmzRB1pccsklmT59elasWLFBWAEAAOyMtujM1U9+8pPMnj37TT/UAgAAYGezRWeuevbsmQEDBhQ9CwAAwHZri+Lqs5/9bKZPn54nn3xyoz9MuCjNzc25/PLLc8ghh+T9739/vvKVr7Rfhrhw4cJ88pOfTG1tbY4//vg89thjHZ57zz335Mgjj0xtbW0mTZqUF198sdPmBAAA2KK4uuGGG/Kb3/wm48aNy9ChQzNkyJAMGTIk+++/f4YMGVLYcFdeeWV++ctf5sYbb8xVV12V73//+7n99tuzZs2aTJw4MaNGjcpdd92VESNG5Mwzz8yaNWuSJAsWLMgll1ySyZMn5/bbb8+qVasyZcqUwuYCAAB4oy16z9UXv/jFNDU1pVQqpVu3bmlra8v06dPzz//8z+nevXshg61cuTLz5s3LTTfdlGHDhiVJTj/99NTX16dLly6pqanJBRdckFKplEsuuST/8z//kx//+McZP358brvtthx99NE57rjjkiQzZ87Mhz70oSxZsiRvf/vbC5kPAADg9bbozNUTTzyR8847Ly+88EJGjx6dMWPG5AMf+EDOO++8PP3004UMNn/+/Oy6664ZPXp0+7aJEydmxowZqa+vz8iRI9t/zlapVMrBBx+curq6JEl9fX1GjRrV/rw999wzAwcOTH19fSGzAQAAvNEWxdVNN92Uq666Kn/3d3/Xvu3CCy/MrFmzMmfOnEIGW7JkSfbaa6/8+7//e4466qh8+MMfzuzZs9Pa2pqGhob079+/w+P79OmT5cuXJ0mef/75t9wPAABQtC26LHDFihV5xzvescH2fffdN42NjVs9VJKsWbMmf/rTnzJ37tzMmDEjDQ0NmTp1arp3756mpqZ07dq1w+O7du2a5ubmJMnatWvfcv+mevXEGFDBfJ0C1gE6y+v/bpVK/q7trDbnz32L4mrkyJH5+te/nhkzZrS/x2rdunX5xje+kREjRmzJS244WJcuWb16da666qrstddeSZKlS5fme9/7Xvbee+8NQqm5uTndunVLktTU1Gx0/+a+H6xPn55bcQRAZ+vde5dyjwCUmXWAzlRVVdXhdt++vjfkrW1RXE2dOjWnn356Dj300Oyzzz5JkmeeeSZ9+/bNtddeW8hg/fr1S01NTXtYJa+cGVu2bFlGjx69wRmyxsbG9ksBBwwYsNH9/fr126wZXnjhr3n1k987RXV1lX8UYCusWPFSWlpayz3GVrEOwNbZEdYBKldra2uH242Nfy3jNJRLqbTpJ122KK7e8Y535N57780vfvGLPP300+nSpUv22WefHHrooamurt6Sl9xAbW1t1q1blz/+8Y/Zd999kyRPPfVU9tprr9TW1uaGG25IW1tbSqVS2tra8uijj+ass85qf+78+fMzfvz4JMmyZcuybNmy1NbWbtYMbW3p1LgCtp6vUcA6QGd5/d8t3xeyKbYorpJX3sP04Q9/uMhZOthvv/1y+OGHZ8qUKbnsssvS0NCQOXPm5LOf/WyOOuqoXHXVVZk+fXo+/elPZ+7cuWlqasrRRx+dJJkwYUJOPvnkDB8+PEOHDs306dNz+OGH+xh2AACg02zRpwVuK1/+8pfzjne8IxMmTMiFF16Yv//7v8/JJ5+cXXfdNddff3372an6+vrMmTMnPXr0SJKMGDEi06ZNy+zZszNhwoTsvvvumTFjRpmPBgAA2JFt8ZmrbaFnz56ZOXPmRvcNGzYsd99995s+d/z48e2XBQIAAHS2ij5zBQAAsL0QVwAAAAUQVwAAAAUQVwAAAAUQVwAAAAUQVwAAAAUQVwAAAAUQVwAAAAUQVwAAAAUQVwAAAAUQVwAAAAUQVwAAAAUQVwAAAAUQVwAAAAUQVwAAAAUQVwAAAAXoUu4BAABIqqpKqaoqlXsMXqdUKnW43aWL8xKVprW1La2tbeUeo524AgAos6qqUnr17p7qqupyj8LrvD52q6pK6d17lzJOw8a0tLZk5YqmigkscQUAUGZVVaVUV1Xn8vsuz9Mrni73OLyq8aXGDrdPm3taGafhjfbpvU++8LEvpKqqJK4AAOjo6RVP5/81/L9yj8GralpqUsorZ6/Wt6z3Z8Pf5MJRAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAogrAACAAmw3cTVx4sRcdNFF7fcXLlyYT37yk6mtrc3xxx+fxx57rMPj77nnnhx55JGpra3NpEmT8uKLL27rkQEAgJ3IdhFXP/rRj/Lzn/+8/f6aNWsyceLEjBo1KnfddVdGjBiRM888M2vWrEmSLFiwIJdcckkmT56c22+/PatWrcqUKVPKNT4AALATqPi4WrlyZWbOnJmhQ4e2b7v33ntTU1OTCy64IIMHD84ll1ySXXbZJT/+8Y+TJLfddluOPvroHHfccdl///0zc+bM/PznP8+SJUvKdRgAAMAOruLj6ktf+lI+8YlP5J3vfGf7tvr6+owcOTKlUilJUiqVcvDBB6eurq59/6hRo9ofv+eee2bgwIGpr6/fprMDAAA7j4qOq4cffji//e1vc/bZZ3fY3tDQkP79+3fY1qdPnyxfvjxJ8vzzz7/l/k1VKnXuL2DrdfbXqXUAKl+5v46tBVB+lfI12qXzDnHrrFu3Ll/4whcyderUdOvWrcO+pqamdO3atcO2rl27prm5OUmydu3at9y/qfr06bkFkwPbSu/eu5R7BKDMrANAJa0DFRtX11xzTQ466KCMHTt2g301NTUbhFJzc3N7hL3Z/u7du2/WDC+88Ne0tW3m4Juhurqqov4ywPZmxYqX0tLSWu4xtop1ALbOjrAOJNYC2BqdvQ6USpt+0qVi4+pHP/pRGhsbM2LEiCRpj6X77rsv48aNS2NjY4fHNzY2tl8KOGDAgI3u79ev32bN0NaWTo0rYOv5GgWsA0ClrAMVG1ff/va3s379+vb7X/7yl5Mk//Iv/5Lf/OY3ueGGG9LW1pZSqZS2trY8+uijOeuss5IktbW1mT9/fsaPH58kWbZsWZYtW5ba2tptfyAAAMBOoWLjaq+99upwf5ddXjlVvvfee6dPnz656qqrMn369Hz605/O3Llz09TUlKOPPjpJMmHChJx88skZPnx4hg4dmunTp+fwww/P29/+9m1+HAAAbJ9ae7amuqn6ldu7bf+Xn9L5KvrTAt/Mrrvumuuvv7797FR9fX3mzJmTHj16JElGjBiRadOmZfbs2ZkwYUJ23333zJgxo8xTAwCwPVk/dH1a+rekpX9L1h+0/m8/gZ1exZ65eqMvfvGLHe4PGzYsd99995s+fvz48e2XBQIAwOZq69mWl9//crnHYDuyXZ65AgAAqDTiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoADiCgAAoAAVHVfPPfdczj333IwePTpjx47NjBkzsm7duiTJkiVLcuqpp2b48OE55phj8uCDD3Z47i9/+cuMGzcutbW1OeWUU7JkyZJyHAIAALCTqNi4amtry7nnnpumpqZ85zvfydVXX52f/exn+epXv5q2trZMmjQpffv2zbx58/KJT3wikydPztKlS5MkS5cuzaRJkzJ+/Pjceeed2WOPPXL22Wenra2tzEcFAADsqLqUe4A389RTT6Wuri4PPfRQ+vbtmyQ599xz86UvfSkf/OAHs2TJksydOzc9evTI4MGD8/DDD2fevHk555xzcscdd+Sggw7K6aefniSZMWNGPvCBD+SRRx7JmDFjynlYAADADqpiz1z169cv3/zmN9vD6jWrV69OfX19DjjggPTo0aN9+8iRI1NXV5ckqa+vz6hRo9r3de/ePQceeGD7fgAAgKJV7Jmr3XbbLWPHjm2/39ramttuuy3vfe9709DQkP79+3d4fJ8+fbJ8+fIk+Zv7N1WptIXDA9uMr1PAOgB05jqwOa9dsXH1RrNmzcrChQtz55135uabb07Xrl077O/atWuam5uTJE1NTW+5f1P16dNz64YGOlXv3ruUewSgzKwDQCWtA9tFXM2aNSu33HJLrr766rz73e9OTU1NVq5c2eExzc3N6datW5KkpqZmg5Bqbm7Obrvttlm/7wsv/DWd+RkY1dVVFfWXAbY3K1a8lJaW1nKPsVWsA7B1doR1ILEWwNbo7HWgVNr0ky4VH1dXXHFFvve972XWrFn52Mc+liQZMGBAFi9e3OFxjY2N7ZcCDhgwII2NjRvsHzJkyGb93m1t6dS4Araer1HAOgBUyjpQsR9okSTXXHNN5s6dm6985Ss59thj27fX1tbmD3/4Q9auXdu+bf78+amtrW3fP3/+/PZ9TU1NWbhwYft+AACAolVsXD355JO59tprc8YZZ2TkyJFpaGho/zV69OjsueeemTJlShYtWpQ5c+ZkwYIFOeGEE5Ikxx9/fB599NHMmTMnixYtypQpUzJo0CAfww4AAHSaio2rBx54IC0tLbnuuuty6KGHdvhVXV2da6+9Ng0NDRk/fnx++MMfZvbs2Rk4cGCSZNCgQfn617+eefPm5YQTTsjKlSsze/bslHycEAAA0Ekq9j1XEydOzMSJE990/957753bbrvtTfcfdthhOeywwzpjNAAAgA1U7JkrAACA7Ym4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKIC4AgAAKMAOG1fr1q3LxRdfnFGjRuXQQw/Nt771rXKPBAAA7MC6lHuAzjJz5sw89thjueWWW7J06dJceOGFGThwYI466qhyjwYAAOyAdsi4WrNmTe64447ccMMNOfDAA3PggQdm0aJF+c53viOuAACATrFDXhb4+OOPZ/369RkxYkT7tpEjR6a+vj6tra1lnAwAANhR7ZBx1dDQkN69e6dr167t2/r27Zt169Zl5cqV5RsMAADYYe2QlwU2NTV1CKsk7febm5s3+XWqqpK2tkJH26j9B+6R7l13yD8K6BR7992t/XbVDvJfRF3/vyEpva17uceA7cbb+uzTfntHWQeS5N19351uXbqVewzYLryj1zvab3fmOlAqbfpjd8jv6GtqajaIqNfud+u26QvWHnv0LHSuN/P5E9+/TX4f2NH07r1LuUcoTJ+PX17uEWC7tCOtA0ky5cgp5R4BtjuVtA7sQP/X838GDBiQFStWZP369e3bGhoa0q1bt+y2225v8UwAAIAts0PG1ZAhQ9KlS5fU1dW1b5s/f36GDh2aqh3p2gEAAKBi7JCl0b179xx33HG57LLLsmDBgtx///351re+lVNOOaXcowEAADuoUlvbtvjIhm2vqakpl112Wf7rv/4ru+66a/7hH/4hp556arnHAgAAdlA7bFwBAABsSzvkZYEAAADbmrgCAAAogLgCAAAogLgCAAAogLhih/fcc8/l3HPPzejRozN27NjMmDEj69atS5IsWbIkp556aoYPH55jjjkmDz744EZf44c//GFOPvnkDtv+8pe/5D3veU+HX2PGjOn04wG2TGetBUnyne98J4cffngOPvjgnHvuuVm5cmVnHgqwhTpjHfjzn/+8wfcDr/36zW9+s02Oi8ohrtihtbW15dxzz01TU1O+853v5Oqrr87PfvazfPWrX01bW1smTZqUvn37Zt68efnEJz6RyZMnZ+nSpR1e41e/+lWmTp26wWsvXrw4vXr1yoMPPtj+6957791WhwZshs5cC+69997MnDkzU6ZMydy5c7Ns2bJMmzZtWx0asIk6ax3Yc889O3wv8OCDD2bcuHEZOnRohg8fvg2PkErQpdwDQGd66qmnUldXl4ceeih9+/ZNkpx77rn50pe+lA9+8INZsmRJ5s6dmx49emTw4MF5+OGHM2/evJxzzjlJkmuuuSbXX3999tlnn42+9r777pt+/fpty0MCtkBnrgU33HBDzjjjjHzsYx9LklxwwQW5/PLL09LSkurq6m12jMBb66x1oLq6usP3Ao8++mjuu+++/OAHP8jb3va2bXZ8VAZnrtih9evXL9/85jfbF9HXrF69OvX19TnggAPSo0eP9u0jR45MXV1d+/2HHnooN954Yz760Y9u8NqLFy/e6DdaQOXprLVg9erVWbhwYT7ykY+0bzvkkENyzz33CCuoMJ35PcHrXXXVVTnxxBMzePDgQudn+yCu2KHttttuGTt2bPv91tbW3HbbbXnve9+bhoaG9O/fv8Pj+/Tpk+XLl7ff/973vpfRo0dv9LWffPLJLF++PCeccELGjh2b8847L88//3znHAiwVTprLViyZEmS5MUXX8ynP/3pHHroobnwwguzatWqTjoSYEt15vcEr5k/f37q6upy5plnFjs82w1xxU5l1qxZWbhwYc4777w0NTWla9euHfZ37do1zc3Nm/RaTz31VFavXp0pU6bk6quvzvPPP5+zzjorLS0tnTE6UKCi1oKXXnopSTJt2rScccYZ+bd/+7csWrQoF1xwQafMDRSnyO8JXvP9738/H/nIRzJgwIAiR2U74j1X7DRmzZqVW265JVdffXXe/e53p6amZoNP9Gpubk63bt026fV+9KMfpVQqtT/+a1/7Wg499NDU19fn4IMPLnp8oCBFrgVdurzyz+jEiRPz4Q9/OEkyffr0HHfccXnuued8gwUVqujvCZJk/fr1eeCBBzJz5syCp2V74swVO4UrrrgiN910U2bNmtX+pvMBAwaksbGxw+MaGxs3uCzgzXTv3r3DotunT5/06tUrzz33XHGDA4Uqei147U3s++23X/u2fffdN0k6XE4EVI7O+J4gSerq6rJ+/fp84AMfKHReti/iih3eNddck7lz5+YrX/lKjj322PbttbW1+cMf/pC1a9e2b5s/f35qa2v/5muuXr06hxxySH71q1+1b3vuueeyYsWKDt9kAZWjM9aCgQMHpn///nn88cfbtz355JMplUoZOHBgsQcAbLXOWAdeU19fnwMPPDA1NTWFzsz2RVyxQ3vyySdz7bXX5owzzsjIkSPT0NDQ/mv06NHZc889M2XKlCxatChz5szJggULcsIJJ/zN1911110zcuTIzJgxIwsWLMgf/vCHnHfeeRk7dmze8573bIMjAzZHZ60FpVIpp556ar72ta/loYceyuOPP57LLrssRx55pB/TABWms9aB1yxatMgnBOI9V+zYHnjggbS0tOS6667Ldddd12HfE088kWuvvTaXXHJJxo8fn7333juzZ8/e5P9t/tKXvpQvfvGLmThxYpqbm/PhD384l156aWccBrCVOnMtOP3007Nu3bpccMEFWbNmTY444ohcdtllnXAUwNbozHUgeeUywiFDhhQ9NtuZUltbW1u5hwAAANjeuSwQAACgAOIKAACgAOIKAACgAOIKAACgAOIKAACgAOIKAACgAOIKAACgAOIKAACgAOIKAACgAOIKAACgAOIKgJ3CpZdemrPOOqvDtiuuuCLnn39+li1blrPOOiu1tbU54ogjcs0116SlpaX9cXfccUeOOuqoHHTQQRkzZkwuv/zy9v0XXXRRLrroonz84x/P+973vjz99NPb8rAAqCBdyj0AAGwLxx57bCZOnJjVq1dn1113TWtra+67775ceeWVmTx5cvbff//cfffdaWhoyNSpU1MqlTJp0qQ88sgjufLKKzNr1qwccMABeeyxx3L++efnfe97Xz760Y8mSX7wgx9k9uzZ6du3b/bZZ5/yHigAZePMFQA7hTFjxmT33XfPT3/60yTJb3/727z88suprq7O0qVLc8UVV2S//fbLmDFjcuGFF+bWW29NkvTo0SPTp0/PRz/60QwaNChHHXVUDjjggCxatKj9tYcOHZojjjgiw4YNK8uxAVAZnLkCYKdQVVWVo48+Oj/+8Y/z8Y9/PP/5n/+Zj3zkI/nTn/6UlStXZuTIke2PbW1tzdq1a7NixYocdNBB6datW772ta9l8eLFeeKJJ/KnP/0phx56aPvj99prr3IcEgAVRlwBsNMYN25cTj755KxevTo/+clPMmvWrDzxxBPZb7/9cu21127w+J49e+YXv/hFJk2alOOOOy5jx47NpEmTcvnll3d4XE1NzbY6BAAqmLgCYKdRW1ubAQMG5IYbbkhbW1tGjx6d5ubmLF26NHvssUd69uyZJHnooYdy1113ZebMmbnjjjty/PHH5wtf+EKSZP369XnmmWfy3ve+t5yHAkAF8p4rAHYqxxxzTG666aYcddRRqa6uzqGHHpq99tor559/fp544on89re/zec///l079491dXV6dWrV373u9/liSeeyKJFi3LRRReloaEhzc3N5T4UACqMuAJgp3LMMcdk3bp1OeaYY5Ik1dXVue6669La2poTTzwx55xzTg477LBceumlSZLJkyenT58++dSnPpXTTjstNTU1mTBhQv73f/+3nIcBQAUqtbW1tZV7CADYVh566KF8/vOfzwMPPJBSqVTucQDYgXjPFQA7heeffz7z58/P9ddfnxNOOEFYAVA4lwUCsFP461//mosvvji9e/fOaaedVu5xANgBuSwQAACgAM5cAQAAFEBcAQAAFEBcAQAAFEBcAQAAFEBcAQAAFEBcAQAAFEBcAQAAFEBcAQAAFEBcAQAAFOD/B09qlxmpHF7iAAAAAElFTkSuQmCC",
+            "text/plain": [
+              "<Figure size 1000x500 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with barplot\n",
+        "plt.figure(figsize=(10, 5))\n",
+        "sns.barplot(data= df, x = 'year', y = 'cnt')\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 201,
       "metadata": {
         "id": "HnY7QtrQ20I1"
       },
-      "source": [
-        "# with barplot"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<AxesSubplot: xlabel='season', ylabel='cnt'>"
+            ]
+          },
+          "execution_count": 201,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "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",
+        "plt.figure(figsize=(10, 5))\n",
+        "sns.barplot(data= df[df['is_holiday']==1.0], x = 'season', y = 'cnt')"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -599,37 +2177,79 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 191,
       "metadata": {
         "id": "u9i63ZQ59LW0"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "array([12444,  4970])"
+            ]
+          },
+          "execution_count": 191,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df['is_weekend'].value_counts()\n",
+        "df.is_weekend.value_counts().values"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 193,
       "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",
+        "plt.pie(x = df['is_weekend'].value_counts().values, \n",
+        "            labels= ['weekday', 'weekend'],\n",
+        "            autopct='%1.0f%%')\n",
+        "plt.show()\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 200,
       "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": []
+        "df_plot = sns.countplot(data = df, x = 'is_weekend')\n",
+        "# result\n",
+        "for label in df_plot.containers:\n",
+        "    df_plot.bar_label(label)\n",
+        "plt.show()\n"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -642,25 +2262,101 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 199,
       "metadata": {
         "id": "hPDyFzw320I2"
       },
-      "source": [
-        "# with countplot\n"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<AxesSubplot: xlabel='weather_code', ylabel='count'>"
+            ]
+          },
+          "execution_count": 199,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "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 countplot\n",
+        "sns.countplot(data = df, x = 'weather_code')\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 206,
       "metadata": {
         "id": "LRnODYJ_20I2"
       },
-      "source": [
-        "# with catplot\n"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<seaborn.axisgrid.FacetGrid at 0x2bbfa5700>"
+            ]
+          },
+          "execution_count": 206,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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+            "text/plain": [
+              "<Figure size 2000x500 with 4 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with catplot\n",
+        "sns.catplot(data= df, x = 'weather_code', col= 'season', kind = \"count\")\n"
+      ]
+    }
+  ],
+  "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": "3.9.6"
+    },
+    "vscode": {
+      "interpreter": {
+        "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
+      }
     }
-  ]
-}
\ No newline at end of file
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}