diff --git a/Data_Visualisation_(Seaborn_Matplotlib).ipynb b/Data_Visualisation_(Seaborn_Matplotlib).ipynb
index c6c00a9..da4c524 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": 77,
       "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 +120,73 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 78,
       "metadata": {
         "id": "BtAf43Va20Iq"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "                 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]\n"
+          ]
+        },
+        {
+          "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": 78,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df=pd.read_csv('store_sharing.csv')\n",
+        "print(df)\n",
+        "df.size\n",
+        "df.shape\n",
+        "df.columns\n",
+        "df.dtypes\n"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -167,25 +199,52 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 79,
       "metadata": {
         "id": "Su1S3Ejc20Ir"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "0"
+            ]
+          },
+          "execution_count": 79,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df.isna()\n",
+        "df.isna().sum()\n",
+        "df.duplicated()\n",
+        "df.duplicated().sum()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 80,
       "metadata": {
         "id": "taPyMUnj20Ir"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "Index(['timestamp', 'cnt', 't1', 't2', 'hum', 'wind_speed', 'weather_code',\n",
+              "       'is_holiday', 'is_weekend', 'season'],\n",
+              "      dtype='object')"
+            ]
+          },
+          "execution_count": 80,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df.columns"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -198,48 +257,119 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 81,
       "metadata": {
         "id": "vw4INTSG20Is"
       },
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
       "source": [
-        "# season\n",
+        "df=pd.read_csv('store_sharing.csv')\n",
+        "df['timestamp']= df['timestamp'].astype('datetime64[ns]')\n",
+        "# df=df.head(10)\n",
+        "  \n",
+        "d=[x for x in df.columns if x!='season']\n",
+        "for i in d:\n",
+        "        plt.plot(df['season'],df[i],label=i)\n",
+        "        plt.legend(loc=1)\n",
+        "plt.xlabel('season')\n",
+        "plt.show()\n",
+        "\n",
         "\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 82,
       "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": [
+        "d=[x for x in df.columns if x!='is_holiday']\n",
+        "for i in d:\n",
+        "        plt.plot(df['is_holiday'],df[i],label=i)\n",
+        "        plt.legend(loc=1)\n",
+        "plt.xlabel('is_holiday')\n",
+        "plt.show()\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 83,
       "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": [
+        "d=[x for x in df.columns if x!='is_weedend']\n",
+        "for i in d:\n",
+        "        plt.plot(df['is_holiday'],df[i],label=i)\n",
+        "        plt.legend(loc=1)\n",
+        "plt.xlabel('is_weekend')\n",
+        "plt.show()\n",
+        "\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 84,
       "metadata": {
         "id": "y6x24xxV20It"
       },
-      "source": [
-        "# weather_code\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": [
+        "d=[x for x in df.columns if x!='weather_code']\n",
+        "for i in d:\n",
+        "        plt.plot(df['is_holiday'],label=i)\n",
+        "        plt.legend(loc=1)\n",
+        "plt.xlabel('weather_code')\n",
+        "plt.show()\n",
+        "\n"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -252,25 +382,82 @@
     },
     {
       "cell_type": "code",
-      "metadata": {
-        "id": "UAVtBv_420Iu"
-      },
+      "execution_count": 85,
+      "metadata": {},
+      "outputs": [],
       "source": [
-        ""
-      ],
-      "execution_count": null,
-      "outputs": []
+        "df=pd.read_csv('store_sharing.csv')\n",
+        "df['timestamp']= df['timestamp'].astype('datetime64[ns]') \n",
+        "df=df.set_axis(df['timestamp'])\n",
+        "\n",
+        "# df['timestamp']= pd.to_datetime(df['date'], format = '%yy%mm%dd')  \n",
+        "# df['month']=pd.DatetimeIndex(df['date']).month"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 123,
       "metadata": {
-        "id": "xnBa7KKQ20Iu"
+        "id": "xnBa7KKQ20Iu",
+        "notebookRunGroups": {
+          "groupValue": ""
+        }
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "                      cnt  day  day_in_month  day_of_week  hour    hum  \\\n",
+            "timestamp                                                                \n",
+            "2015-01-04 00:00:00   182    4            31            6     0   93.0   \n",
+            "2015-01-04 01:00:00   138    4            31            6     1   93.0   \n",
+            "2015-01-04 02:00:00   134    4            31            6     2   96.5   \n",
+            "2015-01-04 03:00:00    72    4            31            6     3  100.0   \n",
+            "2015-01-04 04:00:00    47    4            31            6     4   93.0   \n",
+            "...                   ...  ...           ...          ...   ...    ...   \n",
+            "2017-01-03 19:00:00  1042    3            31            1    19   81.0   \n",
+            "2017-01-03 20:00:00   541    3            31            1    20   81.0   \n",
+            "2017-01-03 21:00:00   337    3            31            1    21   78.5   \n",
+            "2017-01-03 22:00:00   224    3            31            1    22   76.0   \n",
+            "2017-01-03 23:00:00   139    3            31            1    23   76.0   \n",
+            "\n",
+            "                     is_holiday  is_weekend  month  season   t1   t2  \\\n",
+            "timestamp                                                              \n",
+            "2015-01-04 00:00:00         0.0         1.0      1     3.0  3.0  2.0   \n",
+            "2015-01-04 01:00:00         0.0         1.0      1     3.0  3.0  2.5   \n",
+            "2015-01-04 02:00:00         0.0         1.0      1     3.0  2.5  2.5   \n",
+            "2015-01-04 03:00:00         0.0         1.0      1     3.0  2.0  2.0   \n",
+            "2015-01-04 04:00:00         0.0         1.0      1     3.0  2.0  0.0   \n",
+            "...                         ...         ...    ...     ...  ...  ...   \n",
+            "2017-01-03 19:00:00         0.0         0.0      1     3.0  5.0  1.0   \n",
+            "2017-01-03 20:00:00         0.0         0.0      1     3.0  5.0  1.0   \n",
+            "2017-01-03 21:00:00         0.0         0.0      1     3.0  5.5  1.5   \n",
+            "2017-01-03 22:00:00         0.0         0.0      1     3.0  5.5  1.5   \n",
+            "2017-01-03 23:00:00         0.0         0.0      1     3.0  5.0  1.0   \n",
+            "\n",
+            "                     weather_code  wind_speed  year  \n",
+            "timestamp                                            \n",
+            "2015-01-04 00:00:00           3.0         6.0  2015  \n",
+            "2015-01-04 01:00:00           1.0         5.0  2015  \n",
+            "2015-01-04 02:00:00           1.0         0.0  2015  \n",
+            "2015-01-04 03:00:00           1.0         0.0  2015  \n",
+            "2015-01-04 04:00:00           1.0         6.5  2015  \n",
+            "...                           ...         ...   ...  \n",
+            "2017-01-03 19:00:00           3.0        19.0  2017  \n",
+            "2017-01-03 20:00:00           4.0        21.0  2017  \n",
+            "2017-01-03 21:00:00           4.0        24.0  2017  \n",
+            "2017-01-03 22:00:00           4.0        23.0  2017  \n",
+            "2017-01-03 23:00:00           2.0        22.0  2017  \n",
+            "\n",
+            "[17414 rows x 15 columns]\n"
+          ]
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df=df.pivot_table(index='timestamp')\n",
+        "print(df)"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -301,25 +488,369 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 100,
       "metadata": {
         "id": "kuzcXJ0i20Iv"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "                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  year  month  day_of_week  day  \\\n",
+            "0             0.0         1.0     3.0  2015      1            6    4   \n",
+            "1             0.0         1.0     3.0  2015      1            6    4   \n",
+            "2             0.0         1.0     3.0  2015      1            6    4   \n",
+            "3             0.0         1.0     3.0  2015      1            6    4   \n",
+            "4             0.0         1.0     3.0  2015      1            6    4   \n",
+            "...           ...         ...     ...   ...    ...          ...  ...   \n",
+            "17409         0.0         0.0     3.0  2017      1            1    3   \n",
+            "17410         0.0         0.0     3.0  2017      1            1    3   \n",
+            "17411         0.0         0.0     3.0  2017      1            1    3   \n",
+            "17412         0.0         0.0     3.0  2017      1            1    3   \n",
+            "17413         0.0         0.0     3.0  2017      1            1    3   \n",
+            "\n",
+            "       day_in_month  hour    Month_Year  \n",
+            "0                31     0  January-2015  \n",
+            "1                31     1  January-2015  \n",
+            "2                31     2  January-2015  \n",
+            "3                31     3  January-2015  \n",
+            "4                31     4  January-2015  \n",
+            "...             ...   ...           ...  \n",
+            "17409            31    19  January-2017  \n",
+            "17410            31    20  January-2017  \n",
+            "17411            31    21  January-2017  \n",
+            "17412            31    22  January-2017  \n",
+            "17413            31    23  January-2017  \n",
+            "\n",
+            "[17414 rows x 17 columns]\n"
+          ]
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df=pd.read_csv('store_sharing.csv')\n",
+        "df['timestamp']= df['timestamp'].astype('datetime64[ns]')\n",
+        "df['year']=pd.DatetimeIndex(df['timestamp']).year\n",
+        "df['month']=pd.DatetimeIndex(df['timestamp']).month\n",
+        "df['day_of_week']=pd.DatetimeIndex(df['timestamp']).day_of_week\n",
+        "df['day']=pd.DatetimeIndex(df['timestamp']).day\n",
+        "df['day_in_month']=pd.DatetimeIndex(df['timestamp']).days_in_month\n",
+        "df['hour']=pd.DatetimeIndex(df['timestamp']).hour\n",
+        "df['Month_Year'] = df['timestamp'].apply(lambda x: x.strftime('%B-%Y'))\n",
+        "print(df)"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 101,
       "metadata": {
         "id": "RYw9Klg_20Iv"
       },
-      "source": [
-        "df.head()"
+      "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",
+              "      <th>year</th>\n",
+              "      <th>month</th>\n",
+              "      <th>day_of_week</th>\n",
+              "      <th>day</th>\n",
+              "      <th>day_in_month</th>\n",
+              "      <th>hour</th>\n",
+              "      <th>Month_Year</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",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</td>\n",
+              "      <td>31</td>\n",
+              "      <td>0</td>\n",
+              "      <td>January-2015</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",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</td>\n",
+              "      <td>31</td>\n",
+              "      <td>1</td>\n",
+              "      <td>January-2015</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",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</td>\n",
+              "      <td>31</td>\n",
+              "      <td>2</td>\n",
+              "      <td>January-2015</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",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</td>\n",
+              "      <td>31</td>\n",
+              "      <td>3</td>\n",
+              "      <td>January-2015</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",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</td>\n",
+              "      <td>31</td>\n",
+              "      <td>4</td>\n",
+              "      <td>January-2015</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>2015-01-04 05:00:00</td>\n",
+              "      <td>46</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</td>\n",
+              "      <td>31</td>\n",
+              "      <td>5</td>\n",
+              "      <td>January-2015</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>2015-01-04 06:00:00</td>\n",
+              "      <td>51</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>-1.0</td>\n",
+              "      <td>100.0</td>\n",
+              "      <td>7.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</td>\n",
+              "      <td>31</td>\n",
+              "      <td>6</td>\n",
+              "      <td>January-2015</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7</th>\n",
+              "      <td>2015-01-04 07:00:00</td>\n",
+              "      <td>75</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>-1.0</td>\n",
+              "      <td>100.0</td>\n",
+              "      <td>7.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</td>\n",
+              "      <td>31</td>\n",
+              "      <td>7</td>\n",
+              "      <td>January-2015</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>8</th>\n",
+              "      <td>2015-01-04 08:00:00</td>\n",
+              "      <td>131</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>-1.0</td>\n",
+              "      <td>96.5</td>\n",
+              "      <td>8.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</td>\n",
+              "      <td>31</td>\n",
+              "      <td>8</td>\n",
+              "      <td>January-2015</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>9</th>\n",
+              "      <td>2015-01-04 09:00:00</td>\n",
+              "      <td>301</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>-0.5</td>\n",
+              "      <td>100.0</td>\n",
+              "      <td>9.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</td>\n",
+              "      <td>31</td>\n",
+              "      <td>9</td>\n",
+              "      <td>January-2015</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\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",
+              "5 2015-01-04 05:00:00   46  2.0  2.0   93.0         4.0           1.0   \n",
+              "6 2015-01-04 06:00:00   51  1.0 -1.0  100.0         7.0           4.0   \n",
+              "7 2015-01-04 07:00:00   75  1.0 -1.0  100.0         7.0           4.0   \n",
+              "8 2015-01-04 08:00:00  131  1.5 -1.0   96.5         8.0           4.0   \n",
+              "9 2015-01-04 09:00:00  301  2.0 -0.5  100.0         9.0           3.0   \n",
+              "\n",
+              "   is_holiday  is_weekend  season  year  month  day_of_week  day  \\\n",
+              "0         0.0         1.0     3.0  2015      1            6    4   \n",
+              "1         0.0         1.0     3.0  2015      1            6    4   \n",
+              "2         0.0         1.0     3.0  2015      1            6    4   \n",
+              "3         0.0         1.0     3.0  2015      1            6    4   \n",
+              "4         0.0         1.0     3.0  2015      1            6    4   \n",
+              "5         0.0         1.0     3.0  2015      1            6    4   \n",
+              "6         0.0         1.0     3.0  2015      1            6    4   \n",
+              "7         0.0         1.0     3.0  2015      1            6    4   \n",
+              "8         0.0         1.0     3.0  2015      1            6    4   \n",
+              "9         0.0         1.0     3.0  2015      1            6    4   \n",
+              "\n",
+              "   day_in_month  hour    Month_Year  \n",
+              "0            31     0  January-2015  \n",
+              "1            31     1  January-2015  \n",
+              "2            31     2  January-2015  \n",
+              "3            31     3  January-2015  \n",
+              "4            31     4  January-2015  \n",
+              "5            31     5  January-2015  \n",
+              "6            31     6  January-2015  \n",
+              "7            31     7  January-2015  \n",
+              "8            31     8  January-2015  \n",
+              "9            31     9  January-2015  "
+            ]
+          },
+          "execution_count": 101,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df.head(10)"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -332,25 +863,59 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 102,
       "metadata": {
         "id": "T_KFvQBA20Iw"
       },
-      "source": [
-        "# for all variables \n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# for all variables \n",
+        "# df=pd.read_csv('store_sharing.csv')\n",
+        "# df['timestamp']= df['timestamp'].astype('datetime64[ns]')\n",
+        "# print(df['timestamp'].dtype)\n",
+        "df1=pd.pivot_table(df,index='timestamp')\n",
+        "sns.heatmap(df1)\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 103,
       "metadata": {
         "id": "8t4Iv-Q520Iw"
       },
-      "source": [
-        "# for the target variable\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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lyhTatm1LmTJlTNbHxMQAcPv2bTp16sTly5epW7cuo0ePzlLuJF36U1j57zxN7iKsgrUPsbYFWn+m0j9NHUajdU1UpwaL7ROTlJTE2LFjCQsLUxI7PvXHH39w8OBBBg4caPa6p81L48ePp2/fvsyePZuzZ88yYsSILJUvs3aqTz5TIYR4CdInxozF1sTMnTuX1157DX9/f5P1iYmJhIWFMXbsWLPgBsDB4clb6tevH40bNwZg4sSJtGnThtjYWAoVKpT9B59DyCVeCNskv/0cSoZYm7HYIGbbtm3ExcXh5+cHQHJyMgCbNm0CIDAw0OT5ffv2pU2bNvTv3x+AkiX/b/bEEiVKAHD9+vVMBzFyF68+qVIWwjLIHFHiRSQnJ9OuXTtCQ0OpWbMmo0aNUq7Jz6pZsyYrV64EoFq1ajx48MBk+6FDh8iTJw9JSUmMGzeOH374AWdnZ3r16kWvXr2ydEwWG8SsWrWKlJQU5fH06dMBCAgIMKuBadq0KRMmTKBu3boUKFCAggULcvr0aSVrdXR0NAaDAS8vr0yXbwsde2V0khBC5CA6NgUlJSURFBTE2bNnlXWjR48mKChIeXzlyhW6devGBx98ADzJf/jgwQN27Nhhct3OnTs3ANOmTePEiROsWLGCq1evMnLkSLy8vGjevHmmj8tig5giRYqYPM6TJw8A5cqVS/f5hQoVwt3dHYAePXowZ84cihYtiru7O+Hh4TRp0gRPT8/sPegcRvMOmlITI4QQL06n5qRz584RFBRkdg7PmzcvefPmVR6PGjWK5s2b06RJE+BJBYKnp2e6yZcfPXrE+vXrWbx4MRUrVqRixYqcPXuWL774wjqCmJfRq1cvkpKSGDFiBI8ePaJRo0Zmo5v+iy00J0lNjBBCiP+yf/9+atasyZAhQ6hSpUq6z9mzZw8HDhxg+/btyrpz584p3Tn+7fTp06SkpChdRgCqVq3KggULSEtLw84uc+OOckwQ8+y8L/925swZk8cGg4GBAwemO3ops/QYDmxvl7mJ+IQQQtggla5LycnJSj/TpxwdHXF0dEz3+Z07d/7PfS5atIi2bdtSuHBhZV10dDQJCQl069aNCxcu4OPjQ0hICCVKlODmzZu88sorJmV6eHiQlJTE3bt3KVCgQKbei8UOsdabDAe2DmkYNV2EECLbGNNUWRYuXEjVqlVNloULF77wYcXExLB37166detmsv78+fPcu3ePDz/8kM8++wxnZ2d69OhBfHw8CQkJZkHT08f/DrCeJ8fUxIicT48+MfYGidOF+De5ZbJt/fv3p2fPnibrMqqFyYzt27fj4+ND6dKlTdYvXbqUx48fK31ap0+fzhtvvMEvv/yCk5OTWbDy9HF606dkxKKDmB9//JGAgACTdc2aNWPOnDns3r2badOmERMTg6+vL2FhYcqwaqPRyOLFi1m7di13796lUqVKhIaGmn3Az2MnFz/V6VHblCrzKqhO6ptyPs3/htKpXx0qNSc9r+noRezatUuZl+155Tg5OVG0aFFiY2N5/fXXuXPnDikpKcr8bjdv3sTZ2TlLs+tb9JX63LlzNGzYkN27dyvLhAkTOHv2LP3796dx48Zs2LCBChUq0L17d2W23rVr1/L5558TGhrKhg0bKFq0KH379iUhISHTZRt1+GftjEaj5osdBk0XW2DtGZBtoSlZ67+hnZ2d5otVssAZe41GI8ePH+f11183W9+kSRM2btyorHv06BGXLl2iZMmS+Pj44ODgwJEjR5TtBw8epFKlSln6+1l0TUx0dDRly5Y1Gxo9a9Ys/Pz8+OijjwAYPnw4v/76K1u3bqVTp05s2rSJXr160bBhQwDCw8OpUaMGhw4dom7dupkqWzr2qk+Pk7X0UxFZZQtTAUjuJKGWK1eu8PDhQ7OWDoPBQIMGDfj0008pUqQIBQoUYPbs2bz66qu88cYb2Nvb06ZNG8LDw5k0aRI3btzg888/Z/LkyVkq3+KDmDp16pitj4mJoXLlyspjg8FA2bJlOXLkCJ06dWLEiBEULVrUZLvRaDSbNVBoS48Tma3UjgiRFfKryKEssHn81q1bAOTPn99s2/Dhw3FwcCAoKIj4+Hhq1arFokWLsLd/csMeHBxMeHg43bt3x9XVlcGDB9O0adMslW+xQYzRaOTChQvs3r2bhQsXkpqaSvPmzQkMDMTDw4PY2FiT51+/fl35EKtVq2aybf369aSkpFC1atVMl28Lo4Ws/x3axt9RCGEjLCB547+nNPH19TVb95STkxOjRo1i1KhR6W53cXFh6tSpTJ069YWPx2KDmKtXrypDsGbNmsXly5eZMGECiYmJvPXWWwwcOJC3334bf39/tm7dyvHjx6lZs6bZfo4ePcrUqVPp3bu3zNj7L7Yw2Z1UYwshrIYF1sTozWKDmCJFirBv3z7y58+PwWDAx8eHtLQ0hg8fTnBwMIMGDWLw4MGkpqZSs2ZN3nnnHeLj4032cfjwYfr27Uv9+vWV/jOZpcvFTyoNhBAakASQwlpYbBAD4ObmZvK4VKlSJCUlKZPn9O7dmwcPHuDu7s5HH31kkm9p3759DBgwgLp16zJjxows91aXZggh0id1WyKr5HyqEgtoTrI0FjsObdeuXdSsWdNkWPRff/2Fm5sbf/zxBxMnTsTR0RF3d3cSExPZt2+f0pz0999/8+GHH+Lv78+sWbPIlSuXXm9D6Exm7FWfDLHO+UOstabH9ApWSaUZe62JxdbE+Pn54eTkxJgxYxg0aBAxMTFMmzaNPn36ULx4cYKDg6levTply5YlMjKSwoULU79+fQDCwsIoXLgwwcHB3LlzR9ln3rx5szQToBDC9ljtBVBHthCoCX1YbBDj6urK0qVLmTRpEu3btydPnjx06tSJPn36YDAYCA8PZ8qUKdy9e5fatWuzcOFC7OzsuHnzJocPHwagQYMGJvucPHky7dq10+HdCL3IEGshzGn9q5DAUCXSnGTGYJRvV7ocnYr+95NUpnWqg5S0VE3L02N0Up5c2ta8PUjO/KzQOZXmF0CNy9Pje6q1NI1P+3p8pg+v/KZpebk8SmZ7GQlfjVdlPy4dw1TZjyWw2JoYIdQguZPUZ+13PXJfpz5pThLZRYIYYdUki7X6rL0mRqhPjzQuVkkCbDMWG8Rs3LiR4OBgs/UGg4HTp0+zZcsW5s2bx7Vr16hQoQIhISFKKgKj0cjcuXNZv349CQkJ1K1bl7CwMAoUKKD12xA6kztAkVV6fGesvfZHfocqkWDQjMXeprZo0cIke/Wvv/6Kt7c3H3zwAX/++SejR49m4MCBbNu2DT8/P/r27atksV63bh1RUVFMnz6dL774ghs3bjB69Gid35HQQ6oxTdNF5HwyHFiInMNigxhnZ2c8PT2VZcuWLRiNRoYNG8bNmzcZOHAg77zzDsWKFWPQoEHcvXuX6OhoAHbu3EmLFi2oUaMGZcuWpU+fPuzdu1fndySEyAlknhhhsdLS1FmsiMU2Jz3r7t27LF68mAkTJuDo6Mhbb72lbEtMTGT58uW4u7tTqlQp4MlMv7/++is9evQgf/78bNu2DR8fH70OX+hIhliLrJKaEWGxpLbXTI4IYtasWUPBggVp3ry5yfo9e/bQq1cvjEYj06dPJ0+ePAAMGjSIDz/8kPr162Nvb4+npyfr1q3T49CFzmxlFl2hHluoGZFALYeysloUNVhsc9JTRqOR9evX07VrV7NtZcqUYePGjQQGBjJq1CiOHDkCwJUrV3B2dmbBggWsWrWKV199lZCQEI2PXFgCOwyaLkK8CK374Fh76ghhOyy+Jub48ePExsbSsmVLs20eHh54eHjg4+PD0aNHWbt2Lb6+vowcOZIRI0bQsGFDAGbNmkXDhg05evQovr6+Wr8FoSOpiRFZZQu1FJLFOoeyge9mVll8TcyuXbuoVq0a+fPnV9YdO3aMkydPmjyvVKlS3Llzh9u3b3Pt2jXKlSunbCtcuDCvvPIKV65c0ey4hbBWRo0XrUnHXmGxpGOvGYsPYo4dO8brr79usi4qKopPPvnEZN3JkycpWbIk+fPnx9HRURmpBHD79m3u3r1L0aLapxIQwtpYe1OEDLEWIuew+Oaks2fP0rp1a5N17733Hh07dmTFihW88cYbbNmyhWPHjjFt2jQcHBxo164dU6dO5ZVXXiF//vxMnToVX19fKlWqpNO7sEySBE4IIXIQK6tFUYPFBzFxcXHky5fPZF3FihWZO3cun3zyCTNmzKBMmTIsXbqUQoUKARASEsKsWbMICgoiKSmJOnXqEBkZmaVqW1uo4pXEekKYs4nfvtxQ5EwyxNqMZLHOgGSxVp8eQYyro4um5d1PeqRpeXqw9txJ1h/C2MZn+ujqLk3L0ySL9ZKhquzHpc8n//2kHMLia2KEeBkSowuhP1uo3dKCMU3OZ/8mQYwQQgiRE0ifGDMSxAirJvPEiKyyhVoDqaEU1sKih1hfu3aN/v378/rrr9OoUSOWL1+ubPvxxx9566238PPz4/333zebN+apJUuW0KhRI42OWAiR0+kxxFqGdItMMaaps1gRi66J+fjjj/Hy8mLjxo2cO3eOYcOGUaRIEYoXL05QUBDjx4/n9ddfZ/ny5fTv358ff/wRF5f/68gZExPD3LlzKVCggI7vQuhJUgEIIayG9IkxY7FBzL179zhy5AgREREUL16c4sWL4+/vz549e7hy5QqlS5emTZs2AAwdOpQvvviCc+fOmcwFM3bsWHx8fIiNjdXpXQi9SXOSyCppTlKfLXymmpA+MWYstjnJ2dkZFxcXNm7cyOPHjzl//jyHDh3Cx8cHNzc3zp07x8GDB0lLS2Pjxo24urryv//9T3n95s2bSUhI4N1339XxXQghhJAmM5FdLLYmxsnJibCwMCIiIli5ciWpqam0a9eODh06kJyczM8//0znzp2xt7fHzs6OhQsXKvmVbt++zfTp01m2bBnHjx/X+Z0IIXISuQAKiyU1MWYstiYGIDo6moYNG7Ju3TomT57M999/z5YtW7hz5w43b94kLCyMr776infeeYfg4GBu3boFwKRJk2jbti1lypTR+R0IIYQQKjEa1VmsiMXWxOzZs4eoqCh27tyJs7MzlSpVIjY2lvnz57Nr1y7Kli1Lly5dAIiIiOCtt95iw4YN+Pj4cOTIESZMmKDzOxCWQDr2CiGE9bLYIObEiRN4e3vj7OysrKtQoQILFizAYDDQrVs3Zb2dnR3ly5fn6tWrXLhwgevXr1O7dm0AUlJSePz4MX5+fixevJhq1app/l6EfqRjrxDCakhzkhmLDWIKFizIpUuXSE5OxtHREYDz589TtGhRPD09iY6ONnn+hQsXqFSpEm3btmXAgAHK+h9++IFVq1axatUqJUFkZkhveiGEEBZFhlibsdggplGjRkRGRjJmzBg+/PBDLly4wIIFCxgyZAj58uVj1KhRvPbaa/j5+bF+/XquXr1K27ZtcXd3x93dXdmPu7s7Dg4OeHt7Z6l8PTr3SeCkPumkqT75RIUQlsJig5i8efOyfPlyJk6cyLvvvkuBAgX48MMPee+99zAYDDx8+JCFCxdy/fp1fHx8WLFihUnwIgSAg5293odgdaw+i7UN3ExIcJ9D6TzbbnJyMu3atSM0NJSaNWsCMGHCBFatWmXyvNDQULp27QrAN998w6xZs7h58yb16tUjIiJCmYDWaDQyY8YMoqKiSEtL491332XYsGHY2WV+zJHBKN/mdDk6FdW8TDuDtoPFUtJSNS3PToeLg0suJ03Le5icqGl5erD2IEaP76nW0jQ+7evxmT688pum5eXyKJntZTya2lOV/eQeuSzLr0lKSiIoKIgff/yRlStXKkFMz549qV27Nm3btlWe6+rqiouLC8eOHaNbt26MGzeO8uXLM3HiRHLnzs3ChQsB+Pzzz1m5ciXTp08nJSWF4cOH06NHD3r37p3p47LoIdZCvCyZYEsI/RkMBs0XoZ5z587RsWNH/vnnH7Nt0dHRVKhQAU9PT2V5mv5n9erVvPXWW7Rp04by5cszbdo0du7cSUxMDAArV64kMDCQatWqUatWLYYNG8YXX3yRpWOTICYD8qOzDvI3FEJ/MmOvOoxpaaosWbV//35q1qzJunXrTNbHx8cTGxtL8eLF033d0aNHTUYEFy5cGC8vL44ePUpsbCzXrl2jevXqyvaqVaty5coVbty4keljs4ggJjk5mbfffpt9+/Yp62JiYujRowdVqlShRYsW7N692+Q1y5Yto0GDBvj6+tK7d28uXrxosn358uX4+/vj5+dHSEgICQkJWTom+dFZB/kbipxAvqciU9KMqizJycnEx8ebLMnJyRkW27lzZ0JCQkwSLMOTWhiDwcCCBQuoX78+rVu3ZtOmTcr2GzduULBgQZPXuLu7c/36dW7evAlgst3DwwOA69evZ/oj0T2ISUpKYujQoZw9e1ZZZzQaGTRoEB4eHmzYsIF33nmHgIAArl69CsCWLVuYN28e48aN4+uvv8bNzY0BAwYoP87t27czd+5cxo8fz4oVKzh69CiRkZFZOi6pibEO8jcUWSU3MMJiGdNUWRYuXEjVqlVNlqf9VLLi/PnzGAwGSpYsyaJFi+jQoQOhoaH8+OOPACQmJipTpDzl6OhIcnIyiYmJyuNntwHPDaj+TdfRSefOnSMoKMjsR7x3715iYmJYu3YtuXPnplSpUuzZs4cNGzYwePBgHjx4wPDhw3njjTcA6Nu3L++88w63b9/G3d2dlStX0r17dxo2bAjAuHHj6N27N8OHDzeLJDOix4lFLoJCCCGyW//+/enZ07ST8L+Djcxo06YNDRs2xM3NDYDy5ctz8eJF1qxZw5tvvomTk5NZQJKcnIyLi4tJwOLk5KT8H8j0dRp0ronJqJ3t6NGjVKhQgdy5cyvrqlatypEjRwDo0qUL7733HgAPHjzgyy+/pEyZMhQoUIDU1FSOHz9u0g5XpUoVHj9+zOnTpzN9bHI3JoRtklpYYbFUak5ydHTE1dXVZHmRIMZgMCgBzFMlS5YkNjYWgEKFChEXF2eyPS4uDk9PT2Xy2afNSs/+39PTM9PHoGtNTOfOndNdf/PmzQzb0Z4VFRXF6NGjcXR0ZOnSpRgMBu7fv09SUpLJ6x0cHHBzc8tSO5uwDhIcqk8+UZFVEqipxMLSDsyePZvDhw+zfPlyZd3p06cpWfLJcHNfX18OHjxIu3btALh27RrXrl3D19eXQoUK4eXlxcGDByla9MmUJgcPHsTLy8vs+v88FjnZXUJCQobtaM+qU6cOmzZtYsOGDQwcOJBNmzbh4OCgPP+/Xv888qMTIn3WPk+MECJzGjZsyKJFi1i6dClvvvkmu3fvZvPmzaxcuRKA999/n27dulGlShUqVarExIkTadCgAcWKFVO2T58+nVdffRWAGTNm0KtXrywdg0UGMU5OTty9e9dkXXJyskkySAAvLy+8vLzw8fFh//79bN68WclsnVE7XGbpcgcvcZMQupPaO/XJZ6oSC8udVLlyZWbPns2cOXOYPXs2RYoUYcaMGfj5+QHg5+fH+PHjmTNnDvfu3aNu3bpEREQor+/duze3bt0iICAAe3t73n33XXr06JGlY7DIIKZQoUKcO3fOZF1cXJxSxbR3714KFiyoVFk97R19584d3NzccHJyIi4ujlKlSgFPMlnfvXs3S+1sUhNjHeTvKLLKFr4zWgcVtvCZakLntAMAZ86cMXncpEkTmjRpkuHz27VrpzQn/Zu9vT3BwcEEBwe/8PHoPsQ6Pb6+vpw8eVIZggVP2sp8fX0BWLx4sUkbXGpqKqdPn6ZUqVLY2dlRqVIlDh48qGw/cuQIDg4OlC9fXrP3ICyDdM4WWaVHp35r/57awnsU+rDImpgaNWpQuHBhgoODGThwIL/88gvHjh1j8uTJwJMOwR999BHVq1enYsWKLFu2jMTERNq0aaNsDwsLo2zZshQsWJDw8HA6duyYpeYkYR3kDlBklS18Z6QmJoeysOYkS2CRQYy9vT2fffYZo0ePpl27dnh7ezNv3jy8vLwAaNy4MeHh4cydO5dr165RpUoVPv/8c/LkyQNAy5YtuXLlCmFhYSQnJ9O0aVOGDx+u51sSOpE7MiH0J79DdbxIygBrJ1msMyBZrNUnWaytg7WPTpIs1uqTLNbqiA9ur8p+XCdvUGU/lsAia2IsgVR/WgeJ0UVW2cJ3Rs5uOZQ0J5mRICYDepzIJHBSn3ymIqts4TujdU2M9X+iGpEgxozFjE5KL5M1wKVLl6hcubLJukaNGlGuXDmzZe7cucCTAGTOnDnUqVOHGjVqEBoaSlJSUpaOxxamHjdovAghhHgJKiWAtCYWUROTlJREUFCQSSZreDJFcf/+/c0CkKioKFJT/68/x/bt25k1axZt27YFngzB/vLLL5k5cyZ58uQhKCiIuXPnEhQUlOljsoWaGK3foR6BjC00DQghhK3SPYjJKJP1jh07CA0NTXeCugIFCij/f/DgAfPmzWPkyJEUKVKE1NRUli1bxsiRI6lduzYAgwcPZvPmzdn6PoRlsoWmAaEuCXyFxZLmJDO6BzFPM1kPGTKEKlWqKOt//fVXPvroI0qUKMEHH3yQ4euXLl2Kp6cn7ds/6bV99uxZ7ty5YzKDYOvWrWndunW2vQdhueSCJLLKFgJf+V3kTEYJYszoHsRklMl6woQJAGZ9ZJ6VkJDA6tWrGT9+PHZ2T7r3XL58mfz583Po0CFmzpzJnTt3lHliXiTVuMjZbOGCJIQQtkr3IOZlfPvtt+TOnZumTZsq6x4+fEhiYiIzZswgODiYtLQ0xo4dS1paGqGhoToerRBC2Cap+VGJ1MSYydFBzPbt22nRogUODv/3NhwcHEhMTGTMmDHUqFEDgFGjRjF06FBGjx6t1Nj8F11+dFJpoDo5eQqhP6kRVYnM2GsmxwYxycnJ7N+/n379+pmsf9oR+GmGa4ASJUqQlJTE7du38fDwyNT+5UdnHeTvKIQQ1ivHBjFnzpwhJSXFbA6ZChUqkCtXLk6fPk29evUAiI6OJk+ePLi5uWV6/1ITYx2kJkYIYTWkOclMjg1izp49S9GiRc0667q6utKxY0ciIiKYOnUqRqOR6dOn06FDB5Nmp/8id/BCCKEOOZ+qRIIYMzk2iImLiyN//vzpbhs1ahSRkZH069cPo9FI69atszTRna2whdOKnDyFEMJ6SRbrDEgWa/Xpkck2Ty5nTct7kJygaXl6sPYs1hL2qi+zAyrUFH95p6blaZHF+n7/ZqrsJ9/C7arsxxLk2JoYITIjTfNLoMjpbKH2TusEkHKvrBJpTjIjQYywanLyFDmBtX9PbSEw1IQEMWYsIot1ehmsd+3aRevWralcuTKtW7dm507TqsENGzbQvHlz/Pz86NChAwcPHkx330uWLKFRo0ZZPiZbyGJtC+RvKHICa/+epqWlab4I26B7EJOUlMTQoUNNMlhfunSJgIAA2rVrx7Zt22jbti2DBg3i8uXLAPz222+MHz+egQMHsnnzZurWrUu/fv2IjY012XdMTAxz587V9P0Iy2I0GjVdhHgR1v49lZtCdRjTjKos1kTXIObcuXN07NiRf/75x2T99evX6dixIz169KBYsWL07NmT3Llzc+zYMQA2bdpEmzZtaN26Nd7e3nz88cd4eHiY1daMHTsWHx+fFzo2rU8qcgEUwnZpfpEHTRehkjSjOosV0bVPTEYZrGvWrEnNmjUBePz4MZs3byY5OVmZ2K5Pnz7kyZPHbH8PHjxQ/r9582YSEhJ49913mTdvXpaPTSa7E0JYKxnxJayFrkFMRhmsn7p06RJvvfUWqampBAUFUbTok2HPFStWNHneb7/9xsWLF6lVqxYAt2/fZvr06Sxbtozjx4+/0LHpMSRQCCGskbU272hOuvqYsejRSQUKFCAqKorDhw8zZcoUvL29adbMdJz8P//8Q3BwMK1atVKCm0mTJtG2bVvKlCnzwkGMEEIIYUmsrT+LGiw6iMmbNy8VKlSgQoUKREdHs3r1apMg5sKFC/Ts2ZNixYoxYcIE4MmopiNHjiiPX5Rend+EEMLaSJ8/kV0sMog5e/Ys9+7do1q1asq6UqVKsX//fpPnPO34u2TJEpydn8zM+u2333L9+nVq164NQEpKCo8fP8bPz4/Fixeb7FMIIf5NLrjqkxs0lUhNjBmLDGJ++eUXNm7cyHfffad8+U+ePEnJkk+mdb5x4wa9evXC29ubxYsXm3TyHTZsGAMGDFAe//DDD6xatYpVq1ZRqFChTB+D/OiEsE228NvXOlCTwFAl0ifGjEUGMa1bt2bhwoVK9unff/+dLVu2sG7dOgCmTp1KWloaEydO5NGjRzx69AiA3Llz4+7ujru7u7Ivd3d3HBwc8Pb21uW9CH1pPb26yPnkgqs+WwgMhT4sMoh59dVXWbp0KZMmTWL16tUUKVKE2bNnU7FiRYxGIzt27CAxMZHmzZubvC4gIIDBgwercgzSJ8Y66JF0UuRstvA7lJqYnEk69pqTLNYZkCzW6tMjoHB2cNS0vEePkzQtTw/WnsXaFgJfrWso9fhMH175TdPytMhifad9A1X288qGX1XZjyWwyJoYIYQQQpiSmhhzEsQIIcQzpHJaiJxDpqW1YbaQP0WSzoms0iNZoXxPRaakqbS8oOTkZN5++2327dunrDty5AidOnXCz8+PZs2asX79epPXtG7dmnLlypksf//9N/DkhmH69OnUqlWLGjVqMG3atCxnILeIICa9D+apBw8e4O/vz8aNG5V1//5Ani6bN2/O9H7Fk74GWi5CCMtgCzcw1siYps7yIpKSkhg6dChnz55V1t28eZO+fftSo0YNNm3aRGBgIBEREfz6668ApKamcvHiRVavXs3u3buV5el0KcuWLeObb75h7ty5zJkzh61bt7Js2bIsHZfuzUlJSUkEBQWZfDDPioyM5MaNGybrdu/ebfJ4+fLlfPfddzRu3DjT+xW2QZoGhDAnnaVFVpw7d46goCCz8+mOHTvw8PBg6NChABQvXpx9+/axdetWGjRowOXLl3n8+DGVK1fGycnJbL8rV64kMDBQmYR22LBhzJ49m969e2f62HQNYjL6YJ76888/2bt3L56enibrn30cExPDqlWrWLBgAXnz5s3UfoXtkHlihBBWQ6XJ7pKTk0lOTjZZ5+joiKNj+qM59+/fT82aNRkyZAhVqlRR1vv7++Pj42P2/Pj4eODJtbhw4cLpBjCxsbFcu3aN6tWrK+uqVq3KlStXuHHjBgULFszUe9G1OenpB/N0ErtnJScnExoaSlhYWIYfLMCcOXOoXbs2derUydR+hW2xMxg0XUTOZzQarX6xhc/UGqnVnLRw4UKqVq1qsixcuDDDcjt37kxISAguLi4m64sWLWoS1Ny6dYtt27YpaX+io6PJlSsX/fv3p27dunTt2pVjx44BT5qiAJNgxcPDA4Dr169n+jPRtSamc+fOGW5bsGABFSpUoF69ehk+5+rVq3zzzTesXbs20/sVtkU6MYqssoXvjLVe5EXm9O/fn549e5qse15lQWYkJiYyePBgPDw8eO+994AnSZrv3btHhw4dCAwM5KuvvqJ79+58++23JCYmmpX79P//riV6Ht37xKTn3LlzrF27li1btjz3eVFRUbz22mv4+vpqdGTWxfpP1XKyFiI9tvDbt0oqNSc9r+noRTx8+JCBAwdy8eJFvvzyS6XGJiIigsTERFxdXQEIDw/n0KFDfP3110rrSXJystLc9DR4+XeNz/NYXBBjNBoZM2YMgYGBStVSRrZv306nTp2y5Ths4m5M4/L0+ERt4e8oRFbZwm/fGr3oyKLsFB8fT58+ffjnn39YsWIFxYsXV7Y5ODgoAQw8OR+XLFmS2NhYJSHzzZs3KVq0qPJ/wKwf7PNYxBDrZ129epXDhw8zdepU/Pz88PPz4+rVq4wdO5Y+ffooz7t27Rrnzp0zGZGkJltow7WFYZbW/jcU1kG+pyInSktLIyAggMuXL7Nq1SrKlCljsr1bt27MnTvX5PlnzpyhZMmSFCpUCC8vLw4ePKhsP3jwIF5eXpnu1AsWWBNTqFAhfvjhB5N13bp1o1u3brRu3VpZd/ToUQoXLoyXl5fWh2g1bOFuTGpiRE6g9fdUApmcydJqYqKioti3bx/z588nX758Sk1Krly5cHNzo1GjRsybNw8fHx9KlCjBypUrefDgAW3btgXg/fffZ/r06bz66qsAzJgxg169emXpGCwuiHFwcMDb29tsnbu7u1L9BHD27FlKlSql9eEJIYQQurC0IGb79u2kpaXRv39/k/U1atRg1apV9OjRg6SkJCZMmEBcXBy+vr4sW7ZMaWLq3bs3t27dIiAgAHt7e95991169OiRpWOwuCAms+Li4sifP3+27V+XOxWpNFCd3HGKrJLvjLBYRv0vEmfOnFH+v3Tp0uc+12AwMGDAAAYMGJDudnt7e4KDgwkODn7h4zEY5RebrlyORTQv097OXtPyUtNSNS1PDy65zCdZyk6PHidpWp5Qn/6XiexnCzP2Przym6bl5fIome1lxDZooMp+Cv3/tADWIMfWxGQ3OzuL6/OsOls4kcmMverT+q+oed8tG+hHJfeuOZOlNSdZAgliMpDVTJpq0LomRgghRM5hTLP+ADurLKK6Ib1s01evXqVv3774+vry5ptv8u233yrbjEYjixYtolGjRrz++ut0796dc+fOme3XaDTSq1cvkwzYwrbY29lpuoicT4/pFWSItRAvRvezbnrpvVNSUujfvz8ODg5s2rSJ3r17M2LECP7++28A1q5dy+eff05oaCgbNmygaNGi9O3bl4SEBGUfaWlpTJgwgd9//13z95RT2MI8MalpaZouIuczGAxWv4icSa3cSdbEIrNY79y5k2vXrrFmzRpcXV0pWbIkv/32G4cPH6Zs2bJs2rSJXr160bBhQ+DJVMY1atTg0KFD1K1bl9jYWIYNG8bly5fJly+fHm8tR7CFeWKEEMJaGC1gdJKl0TWIySi99/79+6ldu7bJdMWfffaZ8v8RI0Yo0xTDkzsno9HIgwcPADh58iSFCxdm9uzZvPvuuy90bLZwt6J5B00dqrEls7QQQlgvi8xiHRMTQ5EiRZg+fTpff/01r7zyCoGBgTRp0gSAatWqmTx//fr1pKSkULVqVQAaNWpEo0aNXurYbGGeGBmdJIQQOYe1NQWpQfc+Mel59OgRmzZt4v79+yxYsIA2bdoQGBjI8ePHzZ579OhRpk6dSu/evbOUNOq/SDu1ELZJ7/4qcq4RGTGmGVRZrIlFDrG2t7fHzc2N8PBw7OzsqFixIn/++SdfffUVlSpVUp53+PBh+vbtS/369fnoo490POKcybq+ykIr1l63pUctrLWPGJLASWQXiwxiChYsiMFgMJlwrkSJEibTHe/bt48BAwZQt25dZsyYYROT06lNOvaKF2Htk93pQeuLvNZBk7UHaVqRj9GcRV75fX19OXv2LKmp/zctfnR0NEWKPEkF8Pfff/Phhx/i7+/PrFmzyJUrl16HKoQQ4j9Ik5k6pDnJnEXWxLz99tvMmzePcePG0bt3b3bv3s2uXbv46quvAAgLC6Nw4cIEBwdz584d5XV58+bF2dlZlWOw1h+BrZEJ6ERWSa2B+uQzVYe1BSBqsMggxtXVlWXLlhEeHs7bb7+Nl5cXM2fOpGLFity8eZPDhw8D0OBfybAmT55Mu3btdDhiYalkAjqRVbZwAyNBhbAWksU6A07OxTQv06Bxb4MUjbNY63FpkCzW6rP2PjG2MLeQ1lMPSBZrdVzwfVOV/ZQ4+qMq+7EEFlkTI7Sh9WlFjztcmSdGZJUt1MRID9GcSZqTzEkQkwE9Kqg0H6GgaWn61MTYwl21UJdUTguRc1hEEJOcnEy7du0IDQ2lZs2ajBo1ik2bNpk9r2bNmqxcuZJy5cqlu5+pU6fSpk0bYmNjmThxInv37sXJyYkWLVowdOhQnJwy37RgE3djGtPj4uBgZ695mSJns4UgRs5uOZPkTjKnexCTlJREUFCQSRbr0aNHExQUpDy+cuUK3bp144MPPgBg9+7dJvtYvnw53333HY0bN8ZoNBIYGEi+fPn44osvuHfvHiEhIdjZ2TFy5MhMH5ct1MRoTY/3l5T6WPMyRc5mC3NOad3h3brPbNqRtAPmLDKLdd68ecmbN6/yeNSoUTRv3lzJnfRseoGYmBhWrVrFggULyJs3L9HR0Rw5coTff/8dDw8PAAIDA5k6dWqWghhhHbSuiUlCgqaczhZqYoSwFhaZxfpZe/bs4cCBA2zfvj3d7XPmzKF27drUqVMHeBLgLFmyRAlgnoqPj1f12EXOIBckIYS1SJPmJDMWmcX6WYsWLaJt27YULlzYbNvVq1f55ptvWLt2rbIuX758+Pv7K4/T0tJYvXo1tWrVUueghbBxEhYKoQ/pE2NO9z4xzxMTE8PevXsZPXp0utujoqJ47bXX8PX1zXAfkZGRnDp1iqioqCyVbe39U/Sgx2eaKo3IqrP2eWJs4rcvNZTCSlh0ELN9+3Z8fHwoXbp0hts7deqU4esjIyNZsWIFM2fOpGzZslkq2xY69mp+MdLhM7U3WH8nTaGuNJnlWVgomSfGnEUHMbt27aJx48bpbrt27Rrnzp3LcHtERARr1qwhMjKSZs2aZblsXfpSaPz9tIV5YoTIKhmdJCyVVKCZs9ggxmg0cvz4cQYMGJDu9qNHj1K4cGG8vLzMts2dO5e1a9fyySef0Lx58xcq3yaqlIUQZqQzuLBUUhNjzmKDmCtXrvDw4cMMm5LOnj1LqVKlzNZHR0fz2Wef0a9fP6pWrcrNmzeVbc8OzRa2QZqTRFZJECNEzmGxQcytW7cAyJ8/f7rb4+Li0t32008/kZqayvz585k/f77JtjNnzmS6fFtoTrIF0rFXZJUt1MJqfX6zhc9UCzLE2pxksc6Ao1NRzcu007jWQOss1nrkMXJ2cNS0PMlirT7JYq0+yWKtPi2yWB8v0UqV/VS6sFWV/VgCi62J0Zst1MTYwugkoT75K4qskpoYkV1eKIg5cOAAfn5+ODiYvjw5OZnffvtNSQ+Qk9nCj84W7nClOUl91l4TI9QnNzDqkI/R3Au1X3zwwQfcv3/fbP3Zs2cZOnToSx+UEGoxaPxP5HwGg8HqF5EzpRkNqizWJNM1MV9++SXjx4/HYDBgNBqpW7duus97msMoK5KTk2nXrh2hoaHUrFkTgBMnThAREcHff/9NmTJlCAkJMcmvtGHDBhYvXkxsbCylS5dm1KhRVK1aVdnfzJkz2bZtGwkJCdSoUYPQ0FBeffXVTB+TLTQn2YJcGieATNS0NJEdbGGyO61PNRI4ieyS6SCmc+fOlClThrS0NLp3786cOXNMRgcZDAZcXFyyPDNuUlISQUFBnD17Vll369YtevTowVtvvcWkSZPYtWsXPXv2ZNu2bXh5efHbb78xfvx4IiIi8PX1ZdOmTfTr149vv/2WQoUKMWfOHHbs2MH06dMpUKAAkZGRBAQEsH79evkx2ZjHGndeFjmfTHanPmlOUofeuZPSq3CIiYkhNDSUI0eO4OXlRUhICPXq1VNe88cffzBp0iRiYmLw9fVl4sSJFCtWTNm+fPlyli5dSnx8PG+99RahoaG4uLhk+piy9GutXr06NWvW5KeffqJJkybUqFFDWapXr85rr72Go2PmR4OcO3eOjh078s8//5is37x5M25uboSHh1OqVCl69OhB1apVWbNmDQCbNm2iTZs2tG7dGm9vbz7++GM8PDzYuXOnsn3IkCHUqFGD0qVLExERwfHjx7l06VKmj02qeK2DncGg6SJyPqPRaPWL1uR8qg6jUZ3lRSQlJTF06FCTCgej0cigQYPw8PBgw4YNvPPOOwQEBHD16lXgSZLmQYMG0a5dO6KioihQoAADBw5UvoPbt29n7ty5jB8/nhUrVnD06FEiIyOzdFwv1LG3YMGCREVFcfz4cVJSUsx+FJMnT87Ufvbv30/NmjUZMmSISVNRTEwMFStWxN7+/5oCypUrx5EjRwDo06cPefLkMdvfgwcPSEtLIzIykgoVKqS7XdgWmexOCP1JTUzOdu7cOYKCgsz+jnv37iUmJoa1a9eSO3duSpUqxZ49e9iwYQODBw9m/fr1vPbaa/Tq1Qt4EhvUrVtXufavXLmS7t2707BhQwDGjRtH7969GT58eKZrY17oDD969GgmTpzInTt3XurL2blzZ0JCQswO1sPDg9jYWJN1169f586dOwBUrFiR4sWLK9t+++03Ll68SK1atbCzs6NOnTq4ubkp21euXMkrr7xCuXLlMn1stnB3JIQQIufQq2Pv06Bj3bp1JuuPHj1KhQoVyJ07t7KuatWqSoXD0aNHqVatmrLNxcWFihUrcuTIEVJTUzl+/LjJ9ipVqvD48WNOnz6d6WN7oZqYH3/8kXnz5mXYufdlNW3alM8++4yvvvqKdu3asWfPHn766ScKFSpk9tx//vmH4OBgWrVqRcWKFc2279ixg88//5xx48ZlqalLWAfpEyOEsBZq9YlJTk4mOTnZZJ2jo2OG18jOnTunu/7mzZsULFjQZJ27uzvXr1//z+33798nKSnJZLuDgwNubm7K6zPjhYKYvHnzphtQqKVs2bJEREQwYcIExo4di4+PD++//z779u0zed6FCxfo2bMnxYoVY8KECWb72bFjBx9//DFdu3alQ4cOWToGa21TtTX2NtBJUwhhG9QaHr1w4ULmzp1rsi4gIIDBgwdnaT8JCQlmgY+jo6MSID1ve2JiovI4o9dnxgsFMR9++CETJ05kzJgxeHt7m016p4b27dvTpk0bbt26RcGCBZk2bRpFi/5fKoCzZ8/So0cPihUrxpIlS3B2djZ5/bZt2xgxYgSdOnUiJCRE9eMTQgi1SHOy0FL//v3p2bOnyboXaalwcnLi7t27JuuSk5OV67GTk5NZQJKcnEy+fPlwcnJSHv97e1ZGJ71Q9LF48WJu3LjB22+/bbLeaDRiMBj466+/XmS3ir1797Ju3TpmzpxJwYIFMRqN7Nq1i06dOgFw48YNevXqhbe3N4sXLzbr5Ltnzx5GjBhBly5dJICxcXJxEEJ/UrOtDrXOZs9rOsqKQoUKce7cOZN1cXFxShNRoUKFiIuLM9vu4+ODm5sbTk5OxMXFUapUKQBSUlK4e/cunp6emT6GFwpipkyZQkJCAgaDAWdnZ4xGIxMnTiQoKChLEVRGSpQowS+//MKXX36Jv78/S5cu5d69e7Rp0waAqVOnkpaWxsSJE3n06BGPHj0CIHfu3Dg5ORESEkL16tXp27cvN2/eVPabP39+6RcjhLA4ml/kNQ7u5WZCHZY2266vry+LFi0iMTFRqX05ePCgMvGsr68vBw8eVJ6fkJDAqVOnCAgIwM7OjkqVKnHw4EFlzpkjR47g4OBA+fLlM30ML9Rh4MyZMwwZMoRbt25Ro0YNatasSd26dRkyZAgXL158kV2aKFSoELNmzWLVqlW0atWKCxcusGzZMvLkyYPRaGTHjh3ExcXRvHlz6tWrpyyff/45J06c4OrVq+zZs8dkW7169Th8+PBLH5vIWewNdpoutsCo8aI1vedw0WR5yb+Jpf8NhTZq1KhB4cKFCQ4O5uzZsyxatIhjx47x7rvvAk+6hRw6dIhFixZx9uxZgoODKVq0qBK0dO7cmaVLl7Jjxw6OHTtGeHg4HTt2zFJliMH4AiFyo0aNCA0NVcZ2P/XTTz8xefJkduzYkdVdWhwn52L//SSVaZ17J1XjkTt6VCk7O2hb8/bocZKm5enB2hNA2sKkhWka14zo0cE+/vJOTcvL5VEy28v4/dV3VdlP3etRL/zacuXKsXLlSiUQuXTpEqNHj+bo0aN4e3sTEhJikn5o586dTJo0ievXr+Pn50dERITJjL2LFi1i+fLlJCcn07RpU8aOHav0l8mMFwpi/Pz8iIqKUtqxnjp//jzt2rVTxojnZI5ORf/7SSqz0/hOPkXrIEbT0p5wdXz55s2seJCcoGl5erD2IMb6QxjbCAwfXvlN0/K0CGJ2qRTE+L9EEGNpXqhPTNWqVfn000+ZPHmyUu2TlJTEggUL8PPzU/UA9aL1nQqAnca/c1tIAifzxIisktxJ6tP6Bk3Yjhf6ZoWFhXHixAnq1atH+/btad++PfXq1eP48eOEhYVlej+xsbEEBgZSo0YN/P39mTx5MklJT6rjY2Ji6NGjB1WqVKFFixbs3r3b5LVr1qyhcePGvP766/Tu3ZuYmBhl261btwgMDKRq1arUrVuXyMhIUlJSsvQetc65o8edirSLCyG0YNThnzUyYlBlsSYvVBPzv//9j2+//ZZdu3Zx8eJFHBwcKF68OPXq1TPJd/Q8RqORwMBA8uXLxxdffMG9e/cICQnBzs6OESNGMGjQIMqWLcuGDRvYsWMHAQEBfPvtt3h5ebFr1y4iIyOZMWMGxYsX55NPPmHQoEFs2bIFgGHDhmEwGFi3bh13795l2LBh5M2blwEDBrzI2xU5mEx2J7JKRtKoTz5TdaTJx2jmhWepc3R0pHHjxi9c8Pnz5zly5Ai///47Hh4eAAQGBjJ16lTq16//3KRSO3fupF69ekrH4oCAAFq3bs3t27dxdXXF3d2dwYMH4+3tDUCzZs1MhnkJ2yEnT5FVtjCniUHj34UtfKZCH+pPtZtJnp6eLFmyRAlgnoqPj//PpFJubm5s27aN6OhovL292bx5M0WKFCF//vzY29szffp05XVnz57l559/pmPHjlk6PmnDtQ5y8hRZZQuBr/W/Q+uUZmVNQWrQLYjJly8f/v7+yuO0tDRWr15NrVq1/jOpVLdu3dizZw8tWrTA3t4eFxcXvvjiC7OmrK5du3LgwAEqVqxIly5dsnR8aUZtO76B9oGT/ByEEFqwhcBQC9bWn0UNFlPdEBkZyalTpxgyZMh/JpW6ceMGSUlJTJ8+nbVr11K9enWGDx+udAp+asyYMaxcuZLHjx8zdOhQzd5LTqF1x17dJ/jSYBFCmDMYDJov1ihNpcWa6FYT86zIyEhWrFjBzJkzKVu27H8mlRo7dixNmzalVatWAMyYMYMGDRrw008/0aJFC+U1T6cunjRpEu+++y6XL182SSIptKXHiUWPofIiZ7PWC6AJjX8XEuCL7KJ7TUxERATLli0jMjKSZs2aARknjXraxHTy5EmT3Ap58uTB29ubK1euEB8fz7fffkvaM/MglC5dGoA7d+5k+rjkLt462NvZabqInE/v2jw514iMyBBrc7rWxMydO5e1a9fyySef0Lx5c2X9fyWVKliwINHR0dSvXx94UkvztJYlISGBIUOGULhwYWXivZMnT2Jvb0+JEiUyfWw2cTdmA+SErT5r/0TlO6M+OZ+qw9qagtSgWxATHR3NZ599Rr9+/ahatapJtulnk0oNHDiQX375hWPHjjF58mQAOnTowIIFCyhevDje3t4sXLiQPHny0KhRI5ycnGjatCkRERFMmDCBR48eMXr0aLp27Yqrq6teb1cgFwdrYfVpB2zggqv1bzFN4xmChe14odxJali0aBEzZsxId9uZM2eem1QqNTWVpUuXKpPZ+fn5MXbsWCWp1IMHD5g0aRI///wzAG3atCEoKMiss/DzODgWecl3mHUOdpmbKFAttpA7Kbejs6blPUxO1LQ8PVh7ECMJINWnxyf66OouTcvTInfSt4U6qbKfFrFrVdmPJdAtiLF0tpAA0hayWLvkynw2VDVIEKM+WwhitD4Na/2ZShZrdWwr9L4q+2kZu0aV/VgCixidZIlsoUpZCGEZtD7fyL2rsBYSxGRAjzZce42bkzQ/jelw4rSzsp74IvvJBV598pmqI01OZ2Z0HRP6vCzWR44coVOnTvj5+dGsWTPWr19v8tply5bRoEEDfH196d27NxcvXlS2JSUlERERQe3atalduzZhYWE8evQoS8cmkzNZBxlirT75XYiskmHk6kjDoMpiTXSriTEaM85i3atXL/r27cv777/PlClTOHnyJMHBwXh6etKgQQO2bNnCvHnzmDFjBt7e3nz66acMGDCA7777DoPBwNy5c9m/fz+LFi3CaDQyatQoPvnkE8aMGaPX27VIWn+V9bggPXyc9N9PEllirReIp+xsIBjVuqZZglGRXXQLYp6Xxfp///sfHh4eSqqA4sWLs2/fPrZu3UqDBg148OABw4cP54033gCgb9++vPPOO9y+fRt3d3d27tzJe++9R6VKlQB4//33WbdunT5v1IJpPnRV4/IAcmncRPc4NUXT8oT6rD1IA9voLG2NrP+bmXUWmcXa398fHx8fs9fEx8cDmCRzfPDgAV9++SVlypShQIECwJMs19u3b1fSEvzwww/p7k8IIUT2s4XAUAsy2445i8xiXbRoUZMcR7du3WLbtm0MHjzYZB9RUVGMHj0aR0dHli5dqlRZjhgxgsGDB1OzZk0AypYty/z587N0fLZQ/Wn971ByJ4mss4Xfvh6d7MXLS7OF72YWWUzj77NZrJ+VmJjI4MGD8fDw4L333jPZVqdOHTZt2kTHjh0ZOHAgMTExAPzzzz8ULlyYFStWsHTpUpKSkpgyZUqWjscWOqLZQhZr6dgrskqP76m1n2uEyC4WcdZ9msU6MjKSsmXLKusfPnxI//79uXjxIgsXLsTFxcXkdV5eXlSoUIExY8ZQuHBhNm/eTHx8PKNHj2bkyJHUrFmTunXrMmnSJDZs2MCNGze0fmtCCCGEKtS6obQmus8TExERwZo1a0yyWMOT/i99+vThn3/+YcWKFRQvXlzZtnfvXgoWLEjJkk9mSDQYDJQsWZI7d+5w/vx5Hj16ZJLlukKFCqSlpXH9+nUlE7bQnh7V9HLXKYSwFtInxpyuNTHPZrFu2bKlsj4tLY2AgAAuX77MqlWrKFOmjMnrFi9ezPLly5XHqampnD59mlKlSilByrlz55Tt58+fBzDpZyNsg8xpIoQQ1ssis1j/8ssv7Nu3j/nz55MvXz5lW65cuXBzc6Nz58589NFHVK9enYoVK7Js2TISExNp06YNefLkwd/fn9DQUMaPH4/RaGTs2LG0bNlSGb0k9CG1IiInkO+psFQyY685i8xiXa9ePXbv3m22vkaNGqxatQp4MjJp8eLFXLt2jSpVqjB27FhKlSoFwL1795gyZQo7d+7EYDDQuHFjRo4cSZ48eTJ9fE7OxV7gXb0cg8bjhWwhAaSjfS5Ny0tMSda0PD1YewJIW+ignarxZHeSAFIdX3h1VWU/Xa6uVmU/lkCyWGfAFrJYp2gcxOgx4ZWzg6Om5T2ygRmCrT2IsYWJ2bSeekCPz/Thld80LU+CGH3o3rFX6Mf6T9VCCGE9pMbBnAQxGdClgkrjqMIWslhLZ1shhLWQPjHmdA1iYmNjmThxInv37sXJyYkWLVowdOhQnJyc2LVrF5GRkVy8eJHixYsTFBSk5EoC2Lx5M/Pnz+fmzZvUrl2b8PBwPD09gSd9YmrUqGFSlpubG/v27cv0sdlCEjit6RFQaN1kJoQQQjsWmcW6U6dOBAQEMGTIEBo3bsyOHTsYNGgQ33//PUWLFmXXrl2EhIQQEhJC7dq1WbBgAX379mXjxo3Y2dlx7tw53Nzc+Oabb5TyJCixTfYa9zMSOZ8t1N4ZpCtkjiTzxJizyCzWDRo0oGPHjvTo0QOAnj17Mn/+fI4dO0bRokVZvXo1rVq1omvXJ52cIiIieOONN/j999/x9/fn/PnzlChRQqmZEbbLFi5IQl1pGo/c0YN0ls6ZJPQ0Z5FZrGvWrKkkb3z8+DGbN28mOTmZypUrAxATE0P9+vWV1zg7O/O///2PI0eO4O/vz7lz50xm+H0RepzI7O3sNS3PFk4rMvhOZJUtBL5a/y7kd6gO6RNjziKzWD916dIl3nrrLVJTUwkKClJm3HV3dzfJg5SWlkZsbCx37twBnkykl5KSwrvvvktsbCzVqlUjODhYUg7YIAeNA0MhhDlbCAyFPixmdNLTLNZRUVHKugIFChAVFcXhw4eZMmUK3t7eNGvWjBYtWjBz5kwaNGjAa6+9xuLFi7l16xaPHz8GnjRVFShQgODgYIxGIzNnzmTAgAGsX78ee/vMXdRs4UdnC6OTpGOvEPqTmhh16NHQuXHjRoKDg83WGwwGTp8+zYcffsjPP/9ssm3BggU0bNgQgOXLl7N06VLi4+N56623CA0NNUvm/DIsIoh5msV65syZJlms8+bNS4UKFahQoQLR0dGsXr2aZs2a0bFjR/7++2+6dOkCQLNmzahfvz6urq4AbNu2DYPBgLOzMwBz5syhXr16HD16lNdff137N2ihtA7T9AgMtZ7USwghsoseQUyLFi1MWk1SUlLo3r07DRo0AJ60fERGRlK7dm3lOfnz5wdg+/btzJ07l8jISNzd3QkODiYyMpKwsDDVjk/3ICa9LNZnz57l3r17VKtWTXleqVKl2L9/PwD29vaMHTuWESNGkJSUhJubG++++y5169YFMIvy3N3dcXNzIzY2NtPHJfPEqE+Pui3pUCiE/myhZttaOTs7KxUCAAsXLsRoNDJs2DCSk5O5fPkylSpVSncgzcqVK+nevbtSKzNu3Dh69+7N8OHDVauNscgs1r/88gtjxowxCSROnjxJyZJPpnVevnw5ixYtwsXFBTc3N27cuMFff/1FjRo1iI+Pp3r16uzdu1d57dP+Mk9fnxn2dvaaL9bOaDRqvgghhLUwGtRZXtTdu3dZvHgxQUFBODo6cv78eQwGA8WKmecaTE1N5fjx4yaVEVWqVOHx48ecPn36xQ/iXywyi3Xr1q1ZuHAh06dPp0OHDvz+++9s2bKFdevWAVC0aFGCg4OpXLky7u7uhIaG8sYbbyhNUVWrVmXy5MlERERgb2/PxIkT8ff3p1y5cpk+vjSj9hV3WudO0prcjYmcQIJfYanUuiolJyeTnGyarNbR0RFHx+fnmluzZg0FCxakefPmwJP+p66urowYMYL9+/fz6quvMnjwYN544w3u379PUlKSyYAaBwcH3NzcuH79ukrvRMcg5qeffiI1NZX58+czf/58k21nzpxh6dKlTJo0idWrV1OkSBFmz55NxYoVAWjSpAnR0dEMGzaMpKQkmjRpwujRo5XXT506lSlTptCvXz+Sk5Np3LgxY8aMydLx2UJzki2EFDLZncgqPYJtaw+crP395TQLFy5k7ty5JusCAgIYPHhwhq8xGo2sX7+ePn36KOvOnz9PYmIi9erVo1+/fvz44498+OGHrFu3Tpk+5d+BkaOjo1kA9TIki3UGJIu1+vTon+KSy0nT8h4mJ2panh4ki3XOJ1ms1adFFuu5xdTJYt0v+vMs18QcO3aM999/nz/++EPpuJuWlsaDBw+UxwADBgzA09OTIUOGULt2bb799ltKlSqlbK9Tpw7h4eE0bdpUlfeie8deIYSwddZ+L2nt708ran2KmWk6+rddu3ZRrVo1k4DFzs7O5DFAyZIlldQ/Tk5OxMXFKUFMSkoKd+/eVXU2fQlihGb0OJHJyVPkBFo3YWn9u5DcdTnfsWPHzKYoGTVqFAaDgcmTJyvrTp8+TdmyZbGzs6NSpUocPHhQmYH/yJEjODg4UL58edWOS4KYDEgnVCGEUIfcTKhDz7QDZ8+epXXr1ibrGjVqxNChQ6lZsyZ+fn5s3bqVgwcPMn78eAA6d+5MWFgYZcuWpWDBgoSHh9OxY0frmewuNjaWiRMnsnfvXpycnGjRogVDhw7FycmJCRMmsGrVKpPnh4aGKkkfq1WrxoMHD0y2Hzp0iDx58nDt2jXCw8M5cOAAbm5ufPDBB0oyyczS40endeAkk90JIUTOoWdq0ri4OPLly2eyrmnTpowdO5b58+dz9epVypQpw5IlS5QUQS1btuTKlSuEhYWRnJxM06ZNGT58uKrHpVsQYzQaCQwMJF++fHzxxRfcu3ePkJAQ7OzsGDlyJNHR0QQFBdG2bVvlNU9n5I2NjeXBgwfs2LHDZBKe3LlzA/Dxxx/j5eXFxo0bOXfuHMOGDaNIkSK8+eab2r5JC2cLaQfspRpbCGEl9Axijh07lu76Dh060KFDhwxf169fP/r165ddh6VfEHP+/HmOHDnC77//rgzFCgwMZOrUqUoQ07t373Q7AEVHR+Pp6ZnuBDv37t3jyJEjREREULx4cYoXL46/vz979uzJUhBjC81J1v8OpRpbCCGsmW63qZ6enixZskQJYJ6Kj48nPj6e2NhYihcvnu5rz507R4kSJdLd5uzsjIuLCxs3buTx48ecP3+eQ4cO4ePjk6Xjk9llrYPBYNB0ESInMGi8CHUYVVqsiW41Mfny5TNJKpWWlsbq1aupVasW0dHRGAwGFixYwG+//Yabmxs9e/ZUmpaio6NJSEigW7duXLhwAR8fH0JCQihRogROTk6EhYURERHBypUrSU1NpV27ds+t7kqPtc+eC7aROyk1Tc8KWCEsky00JVsjPTv2WiqLGZ0UGRnJqVOniIqK4uTJkxgMBkqWLEnXrl05cOAAoaGhuLq68uabb3L+/Hnu3bvH0KFDcXV1ZfHixfTo0YNt27bh6upKdHQ0DRs2pGfPnpw9e5aIiAhq165t1rP6eWwh7YAt/B5sYeIyIYSwVRYRxERGRrJixQpmzpxJ2bJlKVOmDA0bNsTNzQ2A8uXLc/HiRdasWcObb77J0qVLefz4MXny5AFg+vTpvPHGG/zyyy94eHgQFRXFzp07cXZ2plKlSsTGxjJ//vwsBTG2wBZmQpUmHiH0J79DdUi9sjnd20wiIiJYtmwZkZGRNGvWDHjyhX8awDxVsmRJYmNjgSezDT4NYACcnJwoWrQosbGxnDhxAm9vb5NRSxUqVODq1avZ/2aExUlNS9N0EUKI7CJ9YszpWhMzd+5c1q5dyyeffKJkxQSYPXs2hw8fZvny5cq606dPU7JkSYxGI2+++SYDBw6kXbt2ADx69IhLly5RsmRJHjx4wKVLl0hOTlamVT5//rwybj2zbCEBpC2Q5iT1WdtJ0BJofb7R+ldhC30MhT50C2Kio6P57LPP6NevH1WrVuXmzZvKtoYNG7Jo0SKWLl3Km2++ye7du9m8eTMrV67EYDDQoEEDPv30U4oUKUKBAgWYPXs2r776Km+88QaPHj0iMjKSMWPG8OGHH3LhwgUWLFjAkCFDsnR8tlD9af3v0Db+jlqz9gSQetD6e6r1JJB69DG0Rmk28WvIGt2yWC9atIgZM2aku+3MmTPs2LGDOXPmcPHiRYoUKcKQIUOUrJdJSUnMnDmTb775hvj4eGrVqsXYsWMpXLgw8GQI9sSJEzl27BgFChSgS5cudO/ePUsnClvIYp2qcRZrPQKKXPbaxulJKY81LU8P1h7E2ELtndZBjB6TTsZf3qlpeVpksY7w7qLKfkIvfaHKfiyBbkGMpbOFICZF4yBGj4tDnlzO//0kFT1ITtC0PD1YexBj/SGMbXh0dZem5UkQow+LGJ0k9GELJ+tUqcYWWWQLTZBa18TYQu2WFqTGwZwEMRmwhROZLdzh2kuHQtVZ+4lUj8pp+UxFZsgtmTmLzGI9duxYNm3aZPb8mjVrKrPwzpw5k02bNvHo0SPq169PaGioksLg1KlTJokjASpWrMjGjRszfWxpOgyXtbez17Q86w/TpCNcdrD65iQ95jPSuDyta2Js4aZQCzJjrzmLzGI9evRogoKClOdeuXKFbt268cEHHwBPOgV/++23zJo1i1deeYUJEyYwYsQIPv/8c+BJx14fHx8WL16s7MPBIWtv1c4Gsh/bQk2M1v1+RM5nExdcqRkRVsJis1jnzZtXee6oUaNo3rw5TZo0ASA1NZXg4GCqV68OQLdu3Rg6dKjy/OjoaEqVKpVuBuzMkpoY6yDNSSKr9PjtC5EZUrNsTrcg5nlZrJ+1Z88eDhw4wPbt25V1AQEByv9v3brF+vXrqVGjhrIuOjqacuXKvdTx2cTdmA3Qutpc5Hy28NuXPio5k/zVzFlkFutnLVq0iLZt2ypzwDxrzpw5zJs3j/z587NmzRplfXR0NGlpabRq1YoHDx5Qv359RowYgaura6aPT2bsFUIIddhCYCj0YTF17U+zWD87s25MTAx79+6lW7du6b7mnXfeISoqitq1a9OrVy/i4+N5/PgxMTExPH78mEmTJjFx4kQOHTrE8OHDs3Q8BoNB80Woz85g0HQRQojskqbSYk0sYoj1v7NYP7V9+3Z8fHwoXbp0uq/z9vYGYNq0adSvX58ffviBdu3aKaOdcuXKBcCUKVNo3749sbGxFCpUKFPHZAs1MbbQsVeak0ROIM07IjOkT4w53YOYiIgI1qxZY5LF+qldu3bRuHFjs9f88ssvVKhQQQlInJycKFasGHfu3AEwazYqVaoUQJaCGK072erBFuoN9JjuXIis0romVuugSYI0kV10PcM/m8W6ZcuWJtuMRiPHjx/n9ddfN3vd1KlT2bx5s/I4Pj6eixcvUqpUKc6dO4efnx8xMTHK9r/++gsHBwel5iYzUtNSNV+0plZad0tO/26HQdNFiJzAoPEi1JGTz8XZxSKzWHt6enLlyhUePnyYblNSly5d+PTTTylfvjxeXl588skn/O9//6N+/frAk2am0NBQQkJCuH//PmPHjqVDhw7kz58/08dnC/PECCFsky00JVsja+vPogbdgpiffvqJ1NRU5s+fz/z58022nTlzhlu3bgGkG3h06dKFhIQEwsPDuX37NnXr1mX+/PlK4DF//nwmTpxIly5dsLOzo1WrVowYMSJLx6dH9ad07lWftCELoT85t6lDzmfmJIt1Bpyci2lepkHj+xWtm7D0OJFp3bfpcWqKpuXpwdrTDthCP6pUjSf002Pk3sMrv2lanhZZrIcW76TKfj65uFaV/VgC3Tv2WipbqImxhSplrWfsfaxpaSI7yH2dsFTyzTQnQUwGbKH60/rfoT53gCJns4XfvuROypmkT4w5XetNY2NjCQwMpEaNGvj7+zN58mSSkpIAOHHiBO+99x5+fn507NiRI0eOmLx2w4YNNG/eHD8/Pzp06MDBgweVbUlJSURERFC7dm1q165NWFgYjx49ytKxpaWlab5ozRZGJ6UZjZouIuczGo1WvwhhLXQLYp5msU5ISOCLL75g5syZ/PLLL8yaNYtbt27Ro0cPypYtS1RUFC1atKBnz55cvXoVgN9++43x48czcOBANm/eTN26denXrx+xsbHAk6Hb+/fvZ9GiRSxcuJA///yTTz75JEvHZ2dnp/miNVsYZmnU+J/I+fSYrdvaZwe3hfeoBTlPmbPILNYeHh64ubkRHh6Ovb09pUqVYvfu3axZs4agoCA2bdpEmzZtaN26NQAff/wx3333HTt37qRjx47s3LmT9957j0qVKgHw/vvvs27duiwdn9adbPVgC31ibOHvqDXrOgWakyzW6pPaH3XIN9OcRWaxjomJoWLFitjb/9/IknLlyilNSn369CFPnjxm+3zw4AEAbm5ubN++nVatWgHwww8/4OPjk03vJOeyhcu79IlRn7WPTrLWu/hnSVAhrIVFZrH28PDg9OnTJs+/fv26klagYsWKJtt+++03Ll68qGTAHjFiBIMHD6ZmzZoAlC1b1mwumv+SZtQ+5rXTeCSNTdTE2MAFSQhhG2SeGHMWMyHCs1msmzZtyrFjx/jqq69ISUlh165d/PTTTzx+bD6A9Z9//iE4OJhWrVopwc0///xD4cKFWbFiBUuXLiUpKYkpU6Zo/ZYsni30iUlJS9V0ETmf3v1VpL+IyEhOHmSRXSxisrvIyEiWLVvGzJkzlSSQGzZsYMKECSQmJuLj40PNmjXZt28fGzduVF534cIFevbsyauvvsry5ctxdnYmPj4ef39/li9fjq+vLwAHDx6ka9eu7Ny5k4IFC2bqmBydiqr/Rv+D1jUxeuRr0lpuR2dNy3uYnKhpeXqw9uYkW2iC1HoknR6f6KOruzQtT4vJ7j4s3lGV/cy/+JUq+7EEus8Tk1EW6/bt29OmTRtu3bpFwYIFmTZtGkWL/l9gcfbsWXr06EGxYsVYsmQJzs5PLlbnz5/n0aNHlC9fXnluhQoVSEtL4/r165kOYmyBLVwcpHZEZJVN1FRoHMRILjp1SHOSOYvMYr13716GDBmCvb09BQsWxGg0smvXLqWPy40bN+jVqxfe3t4sXboUV1dX5bVPg5Rz584p686fPw9gEgQJ22DQ+J/I+fSew8Ua54mxhfeohTSVlqz68ccfKVeunMkSGBgIwKlTp+jQoQO+vr60b9+eEydOmLz2m2++oUmTJvj6+jJo0CBu3779AkeQMd2CmKdZrPv27atksX66lChRgl9++YUvv/ySmJgYxo0bx71792jTpg0AU6dOJS0tjYkTJ/Lo0SPldQ8fPuTVV1/F39+f0NBQTpw4wfHjxwkNDaVly5YUKFAg08dnC+3UttAnRq15FTL7T+R8evdXscZzjQQx6tDrPHXu3DkaNmzI7t27lWXChAk8evSIfv36Ua1aNTZu3Iifnx/9+/dXJpc9duwYo0ePJiAggHXr1nH//n2Cg4NV/Ux06xOzaNEiZsyYke62M2fO8OuvvzJ16lSuXbuGr68vYWFhlCpVCqPRSJUqVUhMNO97EBAQwODBg7l37x5Tpkxh586dGAwGGjduzMiRI9Mdlp0R6ROjPj1OnrnstW0xTUqx/uxJ0icm59O6T4yDxolYAR5c/lXT8rToE9On+Luq7GfJxagsPX/YsGF4eXkxdOhQk/VRUVHMnz+fHTt2YDAYMBqNNGvWjAEDBtCuXTtGjBiBnZ2dMrDm2rVrNGzYkB9//JFixdRJsqxbn5h+/frRr1+/DLc3aNCABg0amK03GAwcPXr0ufvOnz8/kydPftlDtHq2MMTa0U7jIEZSQAphRo8pK6yRXp9idHQ0derUMVt/9OhRqlatqtygGgwGXn/9dY4cOUK7du04evQoffv2VZ5fuHBhvLy8OHr0aM4PYiydLhVU1n8DqDmb6KSpMa0/U61/i9baFPEszWvTbOAz1YJaTdbJyckkJyebrHN0dMTR0dG8TKORCxcusHv3bhYuXEhqairNmzcnMDCQmzdvUrp0aZPnu7u7c/bsWeBJ/9V/D6Zxd3fn+vXrqrwPkCDGptnC5V1GJ6nP2i9ItjCSJlXj1Ar2NvCZ5iQLFy5k7ty5Juuedsf4t6tXr5KQkICjoyOzZs3i8uXLyvQnT9c/y9HRUQmQEhMTn7tdDboGMZcuXWL8+PEcOnSI/Pnz07VrV/r06WP2nFatWnHs2DGT9fv372fixIlcvHiRcuXKMX78eGVY9a1btxg3bhy///47zs7OtGnThiFDhuDgkPm3awsnMs0vRTpc/PRoi7d21l4TI7mThKVS65vZv39/evbsabIuvVoYgCJFirBv3z7y58+PwWDAx8eHtLQ0hg8fTo0aNcwCkuTkZGXKEycnp3S3u7i4qPROdAxi0tLS6NevH5UqVWLTpk1cunSJoUOHUqhQISXn0bVr1+jfvz9JSUkmr42JiaFv37707duXt99+m6VLlzJw4EC+//57HB0dGTZsGAaDgXXr1nH37l2GDRtG3rx5GTBgQKaPT4+7Ta0vDlrXxOjRtJOUKn1U1CY1MTmf1jUxEhiqQ60O2Rk1HWXEzc3N5HGpUqVISkrC09OTuLg4k21xcXFKE1KhQoXS3e7p6fliB54O3X6tcXFx+Pj4EB4eTvHixXnjjTeoXbs2Bw8eBGDHjh20a9cu3Q969erVVK5cmYCAAIoXL05ISAh2dnacP3+e5ORk3N3dGTt2LKVLl6ZatWo0a9ZM2W9m2cSwR40XPTjY2Wu6iJxP7zlcrHH4sS2cT63V0znaEhISlHV//fUXbm5uVK1alcOHDyvfKaPRyKFDh5TZ8n19fU2uvdeuXVNGHKtFtyCmYMGCzJo1C1dXV4xGIwcPHuTAgQPUqFEDgF9//ZWPPvqI0aNHm712//79NG3aVHns4uLCjh07KF++PI6OjkyfPh1vb2/gycy+P//8s7LfzEpLS9N8EeqzN9hpugiRE2g9R5QEMerQ44bSz88PJycnxowZw/nz59m5cyfTpk2jT58+NG/enPv37zNx4kTOnTvHxIkTSUhI4K233gLg/fff5+uvv2b9+vWcPn2aESNG0KBBA9VGJoGFdOxt1KgRV69epWHDhkrqgQkTJgCwb98+s+fHxMTg7OxMYGAgf/75J6VLlyYsLMysl3TXrl05cOAAFStWpEuXLtn/RnIY6/yZm0pIUa8DmbAN1noBfJbW88QIdeiRdsDV1ZWlS5cyadIk2rdvT548eejUqRN9+vTBYDCwcOFCxo4dy1dffUW5cuVYtGgRuXPnBp4EQOPHj2fOnDncu3ePunXrEhERoerxWUQCyOPHjxMXF0d4eDhvvvkmY8aMUbbt27ePDz74gDNnzijrKlSoQN68eQkICOD1119n5cqV/P7772zfvt1kQrvTp09z7949JkyYQJEiRViwYEGmjymXYxF13lwW2GvcHKH1yB09JhFzyeWkaXmSAFJ9Mtmd+rQOYvQYnRR/eaem5Wkx2V1n77aq7OfLS5tU2Y8lsIiamEqVKgGQlJTEsGHDGDFixHM7Hdnb29OoUSO6desGPEki2aBBA37++WelUzCgjFaaNGkS7777LpcvX5b8STrSI162s4n6Jm3pfteTzSzgvs7qSHO5OiS1iTndgpi4uDiOHDlCkyZNlHWlS5fm8ePHxMfHPzfPkaenJyVKlFAeOzo6UqRIEa5du0Z8fDy//fYbzZs3V0YZPG1munPnjgQxz7CF0UmPZZ4Y1Vl7TYwtNCdpHajZwmeqBQkFzekWxFy+fJmAgAB27txJoUKFADhx4gQFChT4z0SNVapUMWleSk5OJiYmhqJFi5KQkMCQIUMoXLgwfn5+AJw8eRJ7e3uTwOe/yI/OOshkdyKrbOK3L7VNOZIefWIsnW5BTKVKlahYsSIhISEEBwdz5coVIiMjMzWXS/fu3enSpQtVq1alTp06LFmyBCcnJxo0aEDu3Llp2rQpERERSpbN0aNH07VrV1xdXTN9fFonY9SDLeRO0nrYswRNQpizicBQ6EK3IMbe3p7PPvuMiIgI3nvvPVxcXOjWrRsffPDBf77W19eXWbNmMX36dCZPnsxrr73GkiVLlB7RkyZNYtKkScqMhG3atCEoKChLx6dHwjJbCJy0lkvjIMb6u/UKkXXSz0gd0ifGnEWMTrJEjk7a953ROohJ1bjWQI+7MWeHzM9KqYZHj5P++0k5nLX3ibGFPD9az9irx4ivh1d+07Q8LUYntfNurcp+Nl7aosp+LIFFjE4SQghLIfd1QuQcEsRkQI/JoOw0vlmxhT4xjvbafsVtoSbG2kkQIyyVfDfNSRCTAVvohmYL7zExRRJAiqyRBJDqk4696pDRSeZ0/bVeunSJ3r174+fnR4MGDViyZInZcx48eIC/vz8bN25U1qWmpjJ9+nTq1q2Ln58fH330kUmmzFOnTlGuXDmTpV27dlk6Njs7O80XIYQQQmSebjUxaWlp9OvXj0qVKrFp0yYuXbrE0KFDKVSokMmsu5GRkdy4ccPktYsWLeLbb79l1qxZvPLKK0yYMIERI0bw+eefA3Du3Dl8fHxYvHix8hoHh6y9VT1mmNQ67YAtkN78QujPYBP1vtlPJrszp+uMvT4+PoSHh+Pq6krx4sWpXbs2Bw8eVIKYP//8k7179+Lp6Wny2tTUVIKDg6levToA3bp1Y+jQocr26OhoSpUqZfY6YXsk0Z0Q+tNjygprJDdl5nQLYgoWLMisWbOAJ52VDh06xIEDBxg7dizwZBbe0NBQwsLCCAsLM3ltQECA8v9bt26xfv16atSooayLjo6mXLlyL3V8UitiHew1HrYuPXByPuk8KUTOYREdexs1asTVq1dp2LAhzZo1A2DBggVUqFCBevXqZfi6OXPmMG/ePPLnz8+aNWuU9dHR0aSlpdGqVSsePHhA/fr1GTFiRJZm7NUj4tW6ytUWRifZQkZiIYRtkI695iwiiJkzZw5xcXGEh4czefJkOnXqxNq1a9my5fkT8rzzzjs0bNiQJUuW0KtXL7Zt24aTk5OSR2nSpEncv3+fyZMnM3z4cObPn5/pY7KFPjG2cHmXBJAiq2xiJI3GtU0yG7k6pJbQnEUEMZUqVQIgKSmJYcOGcfz4cQIDA/Hw8Hju67y9vQGYNm0a9evX54cffqBdu3bs3bsXJycncuXKBcCUKVNo3749sbGxSrLJ/yJfFesgNTFC6E/6xKhDPkVzunbsPXLkCE2aNFHWlS5dmsePH3PkyBH+/vtvpk6dCkBCQgJjx47l22+/ZcmSJfzyyy9UqFBBCUicnJwoVqwYd+7cATBrNipVqhRAloIYufhZB637xIicT+52hcg5dAtiLl++TEBAADt37lQCixMnTpA/f37Wr19v8txu3brRrVs3Wrd+kjdi6tSptG3blv79+wMQHx/PxYsXKVWqFOfOnaNDhw5s2bKFYsWKAfDXX3/h4OCg1Nxkhi1UKdtCnxghhP4kMFSHjE4yp1sQU6lSJSpWrEhISAjBwcFcuXKFyMhIBg0aZBZsODg44O7urgQ7Xbp04dNPP6V8+fJ4eXnxySef8L///Y/69esDT5qZQkNDCQkJ4f79+4wdO5YOHTqQP3/+TB+fHj86WwictJYq1dhC6M5B4/Qf1ko69prT7Ztlb2/PZ599RkREBO+99x4uLi5069aNDz744D9f26VLFxISEggPD+f27dvUrVuX+fPnK7Pezp8/n4kTJ9KlSxfs7Oxo1aoVI0aMyO63lONono1Yh8DQReMs1kmS5kAIM6nSwV5kE4NR6vnS5eBYRPsyNR6dlKLxiUWPeqbcjs6alvcwOVHT8oT69PieWnvTrh7zbj24/Kum5eXyKJntZTQu2lSV/fx0+QdV9mMJpI4vA9KxV316NJdpnejOFmheg6dxeXp8T7UuUeuZrGV0kjqkOcmcBDEZkHkN1KdHpZ+jxm3xiSnJmpanB2s/jUrltPqkv5/ILroGMZcuXWL8+PEcOnSI/Pnz07VrV/r06cOoUaPYtGmT2fNr1qzJypUrAfjmm2+YNWsWN2/epF69ekRERFCgQAHgyUno008/Ze3ataSkpNCsWTPGjBmDk5OTpu9PmJITmXWQmpicT+tATY/JQ62RjE4yZ5FZrEePHk1QUJDy3CtXrph0+j127BijR49m3LhxlC9fnokTJxIcHMzChQsBWLx4MV9++SUzZ84kT548BAUFMXfuXJN9/hc9OqLJjL3q07rfj8j5bCGI0XrGXqEOSWhrzmKzWOfNm1d57qhRo2jevLkyMd7q1at56623aNOmDfBkxt6GDRsSExODl5cXy5YtY+TIkdSuXRuAwYMHs3nzZq3fosWz9s6EIEOsRdZJc5IQOYfFZrF+as+ePRw4cIDt27cr644ePUrfvn2Vx4ULF8bLy4ujR4/y8OFD7ty5YzITcOvWrZWJ8jLLFrJY28D9puZJNUXOJzUx6rOJz1QDEl6bs4iOvellsX5q0aJFtG3blsKFCyvrbty4QcGCBU2e5+7uzvXr13F2diZ//vwcOnSImTNncufOHZo2bcrw4cNxdMz8nCG2kMXaFuTSOBi1hQHWWl+QtK4ZkZoY9clACXXI6CRzFhHE/DuL9ZgxYwCIiYlh7969jB492uT5iYmJZgGJo6MjycnJPHz4kMTERGbMmEFwcDBpaWmMHTuWtLQ0QkNDM31MMmOvdZAs1uqz9ou8TfwOZYh1jiRBjDmLCGL+ncV6xIgRODo6sn37dnx8fChdurTJ852cnEhONh3KmpycjIuLCw4ODiQmJjJmzBhq1KgBPOlTM3ToUEaPHq3M6vtfbOJEZgOkJkZ9UhOT82l9dpPzqcguFpnFOj4+ngIFCrBr1y4aN25s9tpChQoRFxdntj9PT088PT0BKFny/2ZPLFGiBElJSdy+fRsPD49MHZ8eQwJtoR+O1hJTJQ2A2qz9Im8LF1wZ5ZIzWftv70Xo1lD5NIt1bGyssu7EiRMUKFCAAgUKYDQaOX78OK+//rrZa319fTl48KDy+Nq1a1y7dg1fX18qVKhArly5OH36tLI9OjqaPHny4ObmlunjMxgMmi9aM2q8CJETGI1Gq19EzpSGUZXFmlhcFusBAwYAT+aGefjwoVlTEsD7779Pt27dqFKlCpUqVWLixIk0aNCAYsWKAdCxY0ciIiKYOnUqRqOR6dOn06FDBxwcMv92beFuzPrfoaSPEMISSOAksovFZrG+desWAPnz5zd7rZ+fH+PHj2fOnDncu3ePunXrEhERoWwfNWoUkZGR9OvXD6PRSOvWrbM00R1Ix15roXVSzSSk+UqIf5Nzmzpkxl5zksU6A45ORTUvU+thiFrPZqtHrYizQ+aH1avh0eMkTcvTg7WnHbCF2jut+8TYZ3JAhZriL+/UtDwtslhXK+yvyn7+vLYrS8+PjY1l4sSJ7N27FycnJ1q0aMHQoUNxcnJiwoQJrFq1yuT5oaGhdO3aFXh+iiA1WMToJEukS2xn/edOzUkHRpETyL2ksFRGo5HAwEDy5cvHF198wb179wgJCcHOzo6RI0cSHR1NUFAQbdu2VV7j6uoK/HeKIDVIEJMBqf4UQmhFhq2LzNCjU+758+c5cuQIv//+uzK6NzAwkKlTpypBTO/evZWRwc96Xoqgp31YX5au0yheunSJ3r174+fnR4MGDViyZImy7cSJE7z33nv4+fnRsWNHjhw5YvLa/fv388477+Dr60vHjh1NRiM9a9y4cXTr1i3LxyYjBqyDncGg6SKEENlFrWtNcnIy8fHxJsu/5157ytPTkyVLlphNT/L0dbGxsRQvXjzd1x49epRq1aopj59NEaQW3YKYp1msX3nlFTZt2sS4ceOYP38+W7du5datW/To0YOyZcsSFRVFixYt6NmzJ1evXgWezOTbt29f3nzzTb7++mvKlSvHwIEDzf4Ihw4dYs2aNS90fPZ29povWjNovOgRGFr7MHkhcgK5KbQsCxcupGrVqiZLRk08+fLlw9////ripKWlsXr1amrVqkV0dDQGg4EFCxZQv359WrduzaZNm5TnPi9FkFosMov1jRs3cHNzIzw8HHt7e0qVKsXu3btZs2YNQUFBrF69msqVKxMQEABASEgIrVq14vz585QvXx54MoNvWFgYVapU0estWjxb6DBpJx2NhBBWQq3mpP79+9OzZ0+TdZnNLRgZGcmpU6eIiori5MmTGAwGSpYsSdeuXTlw4AChoaG4urry5ptvPjdFkFosMov1/v37qVixIvb2/1c7Ua5cOaVJaf/+/bRr107Z5uLiwo4dO0z2v2jRIsqVK0fx4sXZv39/lo9Pj6FsWieA1HyUidwdiRxAvqfqk1pKdah1XXJ0dMxSQuSnIiMjWbFiBTNnzqRs2bKUKVOGhg0bKhPJli9fnosXL7JmzRrefPPN56YIUotFdOz9dxbr8+fPm/VxuX79Onfu3AGeNCc5OzsTGBjIn3/+SenSpQkLC1MmxouOjmbNmjV8/fXXL9ycZAsZpW2hJkYSQIqssoULrtaBmi18plrQc7RlREQEa9asITIykmbNmgFP/q7/ngm/ZMmS7N27F3h+iiC1WER+9Dlz5rBgwQL++usvJk+eTNOmTTl27BhfffUVKSkp7Nq1i59++onHj59MJPbo0SOmT59O9erVWbx4MYULF6ZHjx48fPgQo9FIWFgYgwcPznSepPSkGdM0X6ydHu3ijvYOmi62wNrTVejxPU3TeLGFz1SoZ+7cuaxdu5ZPPvmEli1bKutnz55Njx49TJ57+vRpJXfh81IEqcUizrrpZbGOiIhgwoQJjB07Fh8fH95//3327dsHPJntt1GjRsqoo4iICBo0aMDPP//Mw4cPSU1N5b333nupY9LlR6DxzYot3BvJyUx91j7ZnR61BlqXKPMn5Ux6dHOIjo7ms88+o1+/flStWpWbN28q2xo2bMiiRYtYunQpb775Jrt372bz5s2sXLkS+O8UQWqw2CzW7du3p02bNty6dYuCBQsybdo0ihZ9Mouup6cnJUqUUF7n6OhIkSJFuHbtGrt27eLEiRNK4sjHjx+TmpqKn58f27Ztw8vLK1PHZwvVn7bQnJSQol4HMiHEi9F6NnJrpUfw+dNPP5Gamsr8+fOZP3++ybYzZ84we/Zs5syZw+zZsylSpAgzZszAz88P+O8UQWrQLYh5msV6586dFCpUCPi/LNZ///0369atY+bMmRQsWBCj0ciuXbvo1KkTAFWqVOHMmTPKvpKTk4mJiaFo0aJMnz6dxMREZduqVas4evQo06dPNxvq9Ty2EMTYAq2nO9c6lYMQOYEeNQhCHf369aNfv34Zbm/SpIlJZcS/tWvXzmQgjtosMot1iRIl+OWXX/jyyy/x9/dn6dKl3Lt3T5n1r3v37nTp0oWqVatSp04dlixZgpOTEw0aNCB37twm5eTPnx9nZ2e8vb2zdHy20LFXCCG0IM266pBg0JxudXxPs1i7uLjw3nvvMXr0aCWLdaFChZg1axarVq2iVatWXLhwgWXLlpEnTx7gSWehWbNmsXLlSlq1akV0dDRLliwxC2BehlGHf0J9Bo3/CSFEdsmpHbuzk2SxzoBksVafHn1iHO1zaVpeog30wbH2jr22kD5CslirT4ss1mU9q/33kzLh75t/qrIfS2ARo5MskfSJsQ5SwyWyyiZ++xoHMXKvrA45n5mTICYDevzobOLkqTFp4hFZJRdcYamsrSlIDRLECKuWagOTCAohhK2ymMH7/fr1Y9SoUcrjX3/9lXfeeQc/Pz9atWrFTz/9ZPL877//nmbNmlGlShV69erFlStXANi4cSPlypUzW54mhswsrbMfSy1M9rA32Gm6CCFEdpFBJOYs4qy7bds2du78v05Yp0+fJiAggPbt27N582Y6derERx99pORTOnToEEFBQfTs2ZONGzfi6OjI0KFDAWjRogW7d+9Wll9//RVvb28++OCDLB1TWlqa5osQQn963MDIDZPIDKMxTZXFmujenHT37l2mTZumpB4A+Oabb6hVq5YSeHh7e/Pzzz/z3XffUb58eT7//HNat26tTH43evRounfvzu3btylQoADOzs7KvhYuXIjRaGTYsGFZOi7rilXTZwunMlsYaSKEpZPASR1pNnFlyhrdg5ipU6fyzjvvcOPGDWVd27ZtlWSPz3rw4AEA+/fvZ8qUKcr6YsWK8fPPP5s9/+7duyxevJgJEyZkOe24LVz8NM9Jo3F5IH1ihLAE0llaZBddg5g9e/bw559/snXrVsLDw5X1pUqVMnne2bNn2bNnD506deL+/fvcu3eP1NRUevfuzenTp6lcuTLh4eFK+oKn1qxZQ8GCBWnevHmWj80WEkDaAgc7e03LS8I8+BY5i1xw1Se5k9Qh301zugUxSUlJjB07lrCwMJPmn3+7ffs2gwcP5vXXX6dx48ZKjc2ECRMYMmQIH330EbNnz6Z///5s3LgRu/8/qZLRaGT9+vX06dPnhY5Pqj/Vp8cPMJfGQYwt0Pq3ofX3Ri4U6kuVnGKqkOYkc7oFMXPnzuW1117D398/w+fExcXRs2dPjEYjc+bMwc7ODnv7JxelDh06KLmUpk+fTt26dTly5IiSvfr48ePExsbSsmXLFzo+qYlRnx6BYWKK1Iyozdov8rZwA6P139BebiZENtEtiNm2bRtxcXFKyu7k5CfTtW/fvp3Dhw8TGxurdOxduXIlBQoUAOCVV14hV65clCz5f1M8v/LKK7i5uXH9+nVl3a5du6hWrRr58+d/oeOzhROZ1vS4+NlC3yYhLJ3UxKjD2m8gXoRuQcyqVatISUlRHk+fPh2AYcOG8ejRI/r06YOdnR0rV67E09NTeZ6DgwMVK1bk9OnTtGjRAnjS5HTnzh2KFCmiPO/YsWNKrcyLkCBGfXp8pjLDpcgqm/jta/y7sNMhd5I1kvOZOd2CmGcDDkDJUO3t7c3MmTP5559/WLVqFQA3b94EwNnZmbx589KzZ0+Cg4Px8fGhbNmyREZG4uPjQ+XKlZX9nT17ltatW7/w8dlC2gHNE/nJD1AImyS/fZFddB9inZ7t27eTmJhIhw4dTNa3bduWKVOm0Lx5c+7fv09kZCS3bt2iRo0afPbZZyZBQFxcHPny5XvhY9Aj4rXTOKqwhSHWWnfsTdS0NH1Ix14h9GFts+2qwWCUX2y6nJyLaV6m1skKUzRup9YjiHHJ5aRpeY8eJ2lanh40r8HTuDxb6Eel9U2aHp/oo6u7NC0vl0fJ/37SSyqUP2vpczISe++0KvuxBBZZE2MJ9EgDoHUPfus/VdtI/wYhhLBREsRkwBYufrbQnCQVjSKrbOG3r3XHXqEOmSfGnMUEMf369aNAgQJKOoEzZ84QHh7OyZMn8fb2ZvTo0dSqVcvsdWPGjKFQoUIMHjxYWffjjz8SEBBg8rxmzZoxZ86cTB+PzDAphG2SwFd9Mk+MOuS7ac4igpinWazbtm0LPMmR1KtXLxo1asSUKVP4+uuvCQgIYPv27bi7uyuvW7x4MevXrzcLWM6dO0fDhg2JiIhQ1jk5Za1vhB7zGlj7D12GWAthm9Ikh5kq5HxmTvcgJr0s1ps2bSJ37tyEh4djb29PYGAgO3fu5MSJE7zxxhvEx8cTEhLC3r17KVy4sNk+o6OjKVu2rMn8MsI2SQJIIYSwXroHMellsd6/fz+NGzdWUgwAbNiwQfn/5cuXSUpKYuPGjQQHB5vtMzo6mjp16mTvgYss06Mq1NFe26/449SU/36SEEK8AGlOMmeRWaxjYmKoXLkyoaGh/PzzzxQpUoSRI0dStWpVAMqXL8/ChQvT3afRaOTChQvs3r2bhQsXkpqaSvPmzQkMDMTR0THTxyZfFfXp0ZyULEGFyCLp2CsslXTsNadb79XnZbF+9OgRixYtwtPTk8WLF1O9enV69+7NtWvX/nO/V69eJSEhAUdHR2bNmsXIkSPZunUr06ZNy663IiyY0WjUdBE5n8EG/mn+mRoMmi/CNlhkFmt7e3t8fHwIDAwEoEKFCvz+++98/fXXDBgw4Ln7LVKkCPv27SN//vwYDAZ8fHxIS0tj+PDhBAcHmzRRPY8tTHhlC7RuTtJ6AkGhPumEqj4J8NUhn6M5i8xi/dprr5lkqQYoXrx4pmpiANzc3EwelypViqSkJO7du6dkwxa2QTr2iqyyibt4uRjmSDI6yZxFZrGOioriwIEDJs8/f/48b7/99n/ud9euXQwbNoxff/0VFxcXAP766y/c3NyyFMDYxIlMY3rcRdjLfD8ii+RuV4icwyKzWHfq1InVq1fz6aef0rp1azZv3kxMTAzvvPPOf+7Xz88PJycnxowZw6BBg4iJiWHatGn06dMnS8dnC1msbYEEMUIIayEJIM3pPsQ6PUWKFGHJkiVMnDiRRYsWUapUKRYtWkShQoX+87Wurq4sXbqUSZMm0b59e/LkyUOnTp2yHMQI9ekyOilNRieJrLGJmwmpbcqRpDnJnGSxzoCjU1HNy9Q61YHWnVD16CztaJ9L0/ISU5I1LU8P1p7F2t7O+mvvUjVOcKvHZxp/eaem5WmRxdrFxVuV/SQkXFJlP5bAImtiLIFN3I1pTI94WUaZiayS+zr1yWeqDvkczUkQkwE95lIQ6pPqVyH0JxdfdejVJyYpKYlx48bxww8/4OzsTK9evejVq5cux/JvEsRkQI8viwRO6tN6nhhbaE4SQuhDr2Bw2rRpnDhxghUrVnD16lVGjhyJl5cXzZs31+V4niVBjLBqMk+MEPqT5vmc69GjR6xfv57FixdTsWJFKlasyNmzZ/niiy8kiLFkMsRafXq8v6SUx5qXKXI2rTvY6yHNqG2nfmlOUocen+Pp06dJSUlRJqYFqFq1KgsWLCAtLQ07nTvCSxAjrJq1B4ZC5ATyO1SHWiFMcnKyMkv+U46OjukmSb558yavvPKKyTYPDw+SkpK4e/eu7rPgSxCTAV3uHOR3rjqtJ7uTep+cTyYUE9Zu4cKFzJ0712RdQEAAgwcPNnvu04TKz3r6+N+BkB4kiMnA4+Qreh+CEEIIoUhR6bqUnJxMz549TdalVwsD4OTkZBasPH3s7OysyvG8DAlihBBCCBuSUdNRegoVKsSdO3dISUnBweFJyHDz5k2cnZ3Jly9fdh5mplh/DzYhhBBCvBAfHx8cHBw4cuSIsu7gwYNUqlRJ9069IEGMEEIIITLg4uJCmzZtCA8P59ixY+zYsYPPP/+cDz74QO9DAyR3khBCCCGeIyEhgfDwcH744QdcXV3p3bs3PXr00PuwAAlihBBCCJFDSXOSEEIIIXIkCWKEEEIIkSNJECOEEEKIHEmCGCGEEELkSBLECCGEECJHkiBGvBQZ3CaEyKn++ecfvQ9BvCQJYl5STEyM3oeQ7TZu3Jju+qNHj9K+fXvVy2vXrh1nzpxRfb+ZERcXx9WrV80WtY0cOZLffvuN1NRU1fctRE6S3u8to0Vt77//PidOnFB9v0I7kjvpJTVv3pwKFSrQsmVL3nrrLQoVKpTtZe7evZvTp0+TlJRkVhMSEBCgenkRERHcv39fmdzozp07TJ8+nY0bN9KsWTPVy7tx4wb29vaq7/d5vv/+e8aOHcv9+/dN1huNRgwGA3/99Zeq5bm6ujJ69GgeP35M06ZNadGiBTVr1sRgUC+V+ebNmzP93DZt2qhW7lOPHz9m48aNGX5XJ0+erGp59+/f5/PPP+f48eOkpKSYlbdy5UpVy9PKl19+yTfffMODBw+oU6cO/fr1w93dXdl++/ZtOnTowE8//aR62TExMXz55ZdcunSJ8PBwfvvtN4oXL061atVUK6NRo0bpfu+f/v2e3ab279DDw4Nbt26puk+hLQliXtKuXbvYvn073333HdOnT6dKlSq0aNGC5s2bU6BAAdXLmzZtGsuWLaN8+fK4urqabFPzAvis5cuXM2DAAO7evcurr77KzJkzKVSoECtWrKBGjRqql9emTRv69OlD69atKVKkCE5OTmbb1TZ58mRatGhB165dNcnMGhoaypgxYzhw4ADff/89w4YNA+Ctt96iZcuWVKlS5aXLmDNnjsnja9eu4ejoSLFixciVKxeXLl0iKSmJ8uXLZ8tnGhYWxvfff0/dunXJmzev6vv/txEjRnD8+HFatWpl9ttQS1ZqA7y8vF66vIULF7JixQrlBuKrr75i69atzJ8/H19fXwDS0tKypZbiwIED9OvXD39/f3bt2kVSUhLnz58nPDycTz75hKZNm6pSzrPB16+//sqqVasIDg6mUqVKODo6cvLkSaZMmULHjh1VKe9ZFSpUYODAgVSqVIkiRYqYJUVUO9AW6pMZe1V069YtfvjhB3bu3Mn+/fvx8/Pj7bffpnnz5ri4uKhSRvXq1Rk3bhwtWrRQZX+ZdfHiRfr06cPVq1cJCQmhc+fO2Zb8q1GjRhluMxgM2XLHWb16db766itKlCih+r4zIz4+niVLlrBs2TKSk5Px8vKiY8eO9OjRwyyIexHz58/n+PHjTJo0CTc3N6XMsLAwPDw8CAkJeeky/s3Pz4/PPvuM2rVrq77v9FSuXJnVq1dTuXLlbCujbt263L59G/i/Wrp/U7P2rkmTJoSFhVG/fn0AkpKSGDlyJDt37mTx4sVUq1aNuLg4/P39Va+l6NixI61bt6Zr1674+fmxZcsWihUrxvLly4mKiuKbb75RtTyABg0aMHv2bCVAe+r48eN8+OGH7N69W9XygoODn7tdghjLJzUxKrp58yY3b97k+vXrpKWlkSdPHr766iumTJlCRESEKncu9vb2VKxYUYWjfb70miLee+895syZw/79+03udNW+i//5559V3V9mdO7cmWXLljFmzJhMp6h/WQ8fPuSXX37h+++/Z/fu3RQqVIiePXvSokULbt68yfTp09m/fz9Lly596bKWLl3KunXrlAAGnjRpBQQE8O6772ZLEJM3b14KFiyo+n4zUqhQoWzPqrtt2zYGDBhAYmIic+bMyfZmzzt37vC///1Peezk5MTMmTMZNmwY/fr1Y+nSpRQrVixbyv7777954403zNY3btyYTz75JFvKfPjwISkpKWbr4+Pjefz4serlSZCS80kQ85L++usvvv/+e77//nuuXLlCnTp16NmzJ02aNCFPnjwAfPbZZ4SGhqoSxHTt2pU5c+YwadIkVe7QM/LvpoinPD09OXHihNIZzmAwqB7EHDhw4Lnbq1evrmp58KRvU/fu3dm8eTMeHh5md9hq1/58+OGH/PHHH+TLl4+33nqLlStXmtQglC1blvv37zN69GhVysubNy+nTp2iVKlSJusPHjyYLc2eAAMHDmTixImEh4dTrFixbGvufGrEiBGEh4cTGBiIt7c3uXLlMtmuRvOOm5sbCxcupH379nz33Xf079//pff5PFWqVGHx4sWMGzcOB4cnp2uDwcC0adP46KOP6NOnD6NGjcqWsosUKcLx48fNgqRff/2VIkWKZEuZrVu3ZsSIEXz88ceUL18eo9HI8ePHmTNnDp06dVK9PKPRyE8//cTZs2dNOtknJydz6tQplixZonqZQl3SnPSSfHx8qFq1Ki1btqR58+a88sorZs/Zt28fmzdvfuGo/9mOb0ajkatXr5IrVy48PDzM7jyzo6lFa+XLl093vaOjI56entnyHt9++23y58/P22+/nW6fmLZt26paXmhoKC1btnxuZ96bN29y//59s8DjRaxdu5ZJkybRunVrfHx8lIvDd999x+TJk2nZsuVLlwFP/nbPflch475aajd/pPe9MRgM2dI5+88//+SPP/4gMDBQtX2m5/z58/Tt25cHDx4wb948kwA+JSWF0NBQNm3alC2dz3/88UdGjRpFx44d+eKLL+jbty+XL19m27ZtTJs2LVuatFNSUpgzZw5RUVFKs52HhwddunRhwIABqgfC48ePJyoqigoVKnDs2DH8/Pz4559/iIuL4/333ycsLEzV8oT6JIh5SdevX+fVV1/N1jI2bdqU6eeqfbF96sGDB2zZsoWLFy/y4YcfcvToUUqXLp1tVdnPSk1N5Z9//iEiIoJWrVply3usUqUKW7du1eT9PE9ycjJ//fWXWZ8ANezatYuoqCiio6MBKFOmDF26dFF1pMn+/fsz/Vy1O4VfuXLludvVrj0IDg5m9OjRZp2I7927R2hoaIa1mVmVmJjI/v37WbVqFTNnzjQr79tvv+Wrr75i+fLlqpT3rNOnT/P5558THR1NamoqJUqUoEePHtny/fy3p0FMdtUUAtSqVYvx48fTtGlTmjdvzqeffkqJEiUYNWoULi4uREREZFvZQh3SnPSSChUqxI4dO7K1OvLZi/bcuXPp3bu3WUfh+Ph45s6d+9Jlpefvv/+me/fuFC5cmL///psPPviAH374gaFDh7Jw4cJsGaH0LHt7e+XE0q9fv2wJYho2bMgff/zBe++9p/q+03P48GHCw8M5d+4caWlpJtvs7e2zZe4Kf39//P39Vd/vs579LvzXRV7t783TIOX3338nOjqatLQ0SpQoQZ06dcyall7U4cOHuXTpEvCk31jFihXN3t/58+dV64D6bHm7d+9m8+bN6ZZ37NgxVcr7t/LlyzNt2rRs2XdG/j2sOyoqihIlSlC1alXVy4qPj+e1114DnjThHjt2jDJlytC/f3969+6tenlCfRLEvKSIiIjnVkeq4fz588pcBvPmzaN8+fLkz5/f5Dl///03a9euzZb28QkTJvD+++8TGBiIn58f8KRDXIECBZg2bRpRUVGql5meW7dumc3jopYiRYowceJENm/eTLFixcw6bKrdATAiIoIiRYowbNgwPvroI6ZNm0ZsbCxz584lNDRU1bLgyZwtmzdvznAOFbXen9YX+Wddv36dgQMHcuHCBUqUKEFqaiqXLl3Cy8uLZcuWqTKHk4uLC59++ilGoxGj0ciSJUtMmnQNBgO5c+dWhszntPL+a7TOs7KjU6xWw7qfKlasGKdOncLLy4syZcpw7Ngx2rdvj9Fo5MGDB6qWJbKHBDEv6dtvv2X69OlKdWR4eLhSa6BWb/obN24o80RA+hPaubi40L17d1XK+7fjx48zYcIEs/WdOnXiiy++UL289E6kDx8+5I8//qB58+aqlwdPAiS1+oVkxtmzZ4mMjKRUqVJUrFiRXLly0aVLF9zd3Vm8eLHq/Q1Gjx7NDz/8gL+/f7bNoQLaX3SfNW7cONzd3Vm2bJkS5N+5c4fhw4czceJEVZp3ypcvr/TJ6tatG3PnzjW7oVCT1uU9KyEhge+//55KlSpRqVIlcuXKxalTpzh06FC2zCsEEBkZSVBQkDKsG5502C5YsCBz5sxRPYjp1auX8v1o0aIF7dq1w8HBgcOHD2dLzY9QnwQxL0mL6shatWpx+vRp4Ekn36ioqGxtJ/63AgUKcOHCBZOhngCHDh0ymTk0O7m5uTFy5EjeeeedbNm/1kMtXVxclNqekiVLcubMGd544w0qV67MhQsXVC/vxx9/ZN68edStW1f1fT9Lz4vu3r17WbdunUl5r7zyCsOGDaNLly6ql7dq1SrV96l3ec/+Dj7++GMCAgLMbpqWLFnCnj17sqV8rYd1d+jQgeLFi5M7d25KlSrF3LlzWb9+Pa+99hqDBw9WvTyhPgliXpLW1ZF6zKHSt29fxowZw4ABAzAajezdu5dNmzaxYsUKhgwZonp5eszd8F/9idRO51CrVi1mzJjBmDFj8PPzY/ny5XTs2JGff/6ZfPnyqVoWPBlirUVKjGdpfZHPnz8/9+7dM1t///591frE2JJff/2Vjz/+2Gx948aN+fTTT7OlTD2GdT8d8XXv3j3q1q1LvXr1sn06AKEeCWJeUq9evRg2bBiTJk0yqY48dOgQr7/+uurlXblyhVmzZmXYtyE7hh936tSJggULsnTpUpydnZk2bRolSpQgIiIi22YO3rFjB0uWLOH8+fPKqIiuXbtmWzX2vn37TB6npqZy+fJl7t+/ny35oUaPHs3w4cP54Ycf6NSpE1FRUdSqVQt7e3vCw8NVL+/DDz9k4sSJjBkzBm9vb2XOkex06tQpJkyYoHxX/03tIcEtW7ZkzJgxhIeHU6lSJeBJktLx48drPsO1NShRogQbNmwgKChIWWc0Gvniiy8oV65ctpT58ccfM2rUKI4fP05qaiqbN282GdatNqPRyIIFC1i+fDkPHjxg+/btzJ49m9y5c2s68aV4cTLEWgUHDhwgT548VKhQgd27d/PVV1/xyiuvMHjwYDw8PFQtq0uXLty5c4f3338/3b4N2TXEWktr165l6tSpSrt4Wloahw4dYs2aNYSEhNChQwfNjmXSpEkYDIYsdXh8EUajkXPnzpEvX75sqTFp1KgRN27cyDBrttoBBTyZyTlv3rz07Nkz3e+q2qOTkpOTCQsLY8uWLUpwb29vT4cOHRg5cqQmObGsyZ9//smAAQNwd3dXgpaTJ0+SmJjIkiVL8PHxyZZytRzWPXfuXLZt28aIESMYMmQIW7du5Z9//iEsLIyGDRsyZswY1csU6pIg5gV069Yt09WNamfOrVSpEps2baJ06dKq7ve/HDx4kBUrVnDp0iUWLFjA1q1bKVKkSLZ0hm3SpAkBAQFmtS6bNm1iwYIFbN++XfUyMxITE0O7du3+cxbhzMjKPtSelfi/5m/JjmHylStXZuvWrXh7e6u+7+e5f/8+Fy9exNHRkf/973/kzp1b0/L/X3t3HlVz/v8B/Hmn7cQIlYmLmUkoFe2llSlMy9D3V8yQZbKMaSjNWLKUpNRYGpSQpkSGkYySZbiDbEVayJJEVBTG2mLpSvf3R6d7XDeEz+fePs3rcc6ck09Xr/fkLq/Pe3m92pKHDx/i77//lqgt5ObmxsqSpzw4OTlh6dKlsLCwkOgPlZubC39/f2RmZsp7iOQdaDnpA1hZWYm/fvToEZKTkzFkyBDxDv7Lly9j//79rGwm/PLLL8VFoGRFIBBg/vz5+Pbbb3H06FHU19dDUVER8+bNQ1VVFby8vBiN9+DBg2a7OJuYmOD27duMxnqXY8eOMdbeYfz48RJ/bqomq6qqCiUlJVRXV0NBQQFqamqMb5xsSlJqa2tRXl6O3r17QygUsnpSqV+/figpKZFpEnP8+HEYGBhgwIAB2LlzJ1auXCnuVExLA+9PXV0dtra26Nq1q7juDtsJTHp6OjZt2oTy8nKkpqZiy5Yt0NTUxNSpUxmP9eDBg2b7e6mpqeHp06eMxyPMoyTmA7y6ydPb21vc1flVFhYWSE5OZjx20ybbiRMnNtsfho2+QjExMQgJCcHw4cOxfft2AI17gbp06YLo6GjGk5h+/fohLS1NalMhmzNQr7Z2aPLkyRM8fvwYc+fOZSRG0wkzANi5cyd27tyJ8PBwcVuBW7duISgoCHZ2dozEe5VQKERoaCh27doFADh48CCWLVuGZ8+eYeXKlaycIHJ3d0dQUBA8PDyafa4yvb9p7dq1iI+Px6ZNm1BSUoLg4GCMGjUK//zzD6qqqrBo0SJG47V11dXVmDdvHjIyMqCmpoaXL1/iyZMnsLCwwNq1a9GhQwfGY27btg3r1q2Dj48PVqxYAQAwMDBAREQEhEIhKxvsExISEBoaKr5WW1uLlStXStysktaLlpM+krGxMVJTU6GtrS1xvaSkBJ6enjh37hyj8d7UVwgAK/1TAMDIyAh79+5Fz549JaZcy8rKMHz4cMarhZ49exbe3t7Q19cXr4OfO3cOly9fxoYNGzBw4EBG4wHSrR14PB6UlJRgaGjIykyCtbU1EhMTpf49i4uLMW7cuPcq398SS5YswcWLF7F48WKMHj0a6enpePr0KebPnw8dHR3xBwaTHB0d3/g9Ho/H+Cb0QYMGITw8HHZ2dggMDMStW7ewefNmXLhwAVOmTJHavE3eLiAgACUlJVixYgV69eoFALh27RrmzZuHvn37IiIigvGYLi4umDt3LgYPHizxXnPs2DEEBwfj2LFjjMa7c+cOfH19cfv2bTx69Ag6OjqorKwEn8/H+vXr0aNHD0bjEebRTMxH0tfXR1xcHEJCQsTLDrW1tYiOjm52SeRjvXo3Lyu9e/fGiRMnpGZc2JoZMTExwa5du5CSkoLr169DRUUFlpaWWL16NWt9qpycnBAfH4+ioiLU1dWJN4Y2zaYxvbeJx+Ph7t27UklMaWkpK93JBQIB1q5dK3GqRFdXF2FhYZg0aRLj8QDZlwOoqqpCr169IBKJcPToUfzwww8AgE8//fSNG5rJmx05cgSJiYniBAZofC8IDg4W/26ZVllZ2WzD0549e+Lx48eMx1u1ahX8/PygoKCAsrIy1NfXQ1tbG3Z2dlLNdUnrREnMRwoLC8PUqVNha2uLL774AiKRCKWlpeDz+diwYQMrMZ8/f4709HTx7v1evXrB1dUVnTp1YiXe/Pnz4ePjg9OnT+PFixeIjY1FWVkZLl68iPXr1zMer6amBrt378b169fx/PlzPHv2DOfOnRPPajGdUADAvHnzcPHiRbi4uLAyTf46Ly8vBAQEYOLEidDT0xN3lU5KSmKlyNaTJ0+k+m0BQENDA6sf8P/++y+2bt0q8VxtKjDGND09PSQkJKBTp054+PAhhg4dirt372LlypWs3FC0dSoqKs1+kPN4PNaeM0ZGRkhLS5N4DYhEImzcuBEDBgxgPN6nn36KoKAgvHjxAsOGDYOrq+tbO8uT1oeWkxggFAqRlZUlsYPfxsaGlVocxcXFmDJlChQUFGBoaIiXL1/i0qVLEAqF2LJlC2t7Ru7fvy/xYaStrQ0vLy/w+XzGY/3000+4dOnSGxMKptfFgcZlwaSkJFbeKN8kOTkZKSkpEs+bcePGYcSIEYzHmjNnDp4+fYply5bB3t4e6enpAIDZs2ejR48e+O233xiPmZubix9++AG6urowNjbGy5cvUVBQgCtXrmDjxo2Ml3UvKirC3LlzUVFRAR8fH0yZMgXh4eHIy8tDVFSU3DuUc83ChQtx5coVREZGiqt1l5aWYu7cuaw9Z4qLizF16lRoaGigqKgI1tbWKC0txfPnz/H777+zcqxbJBIhJycHBw4cgEAgANC4rOXm5kbJLwdQEsMx33//Pfh8PsLCwsRJUn19PYKCgvDvv/9i48aNjMeMioqCg4MDjIyMZDLFKo+EYujQoVi9ejUMDAxkFlOWampqsGDBAhw+fBgNDQ1QU1NDTU0N7OzssHz5cnTu3JnxmCNHjoS1tbVEsTQAiIyMRG5urniTOJuEQiGdSvpA1dXVmD59OnJycsQbv6uqquDg4IDly5ezNvNbV1eHPXv2SNwwjRgxAu3bt2cl3qtqa2sRHx+PxMRECIVC8Pl8fPvtt/D29mZlmZd8PEpiOMbIyAipqakS69RA40bikSNH4uzZs4zHnDVrlngpydraGvb29rC3t2etjL2sEorKykrx1wKBALt370ZAQAB69Ogh1cWaiRmnmJgYTJ48GaqqqjJvc9Dk5s2bKCkpEa/96+joQCQSsTJ9bmRkhN27d0stHZWWlsLd3R0FBQWMx7x8+TKuXr2KhoYGAI132UKhEIWFhVi8eDHj8f4Lrly5gpKSEqioqEBbW1vqvYcN165dQ0lJCT755BPo6upK9W1j0pMnT5CRkYEDBw7g5MmT0NLSgouLC1xdXXHv3j1ERkZCXV0dCQkJrI2BfDjaE8MxXbp0QXl5udQbSXl5OWt3Kk3TxkVFRTh16hQEAgHCw8PRo0cPODg4YM6cOR8d49WEYuzYsQgKCmI1oQAkj1U35fITJ06U+EBv+oBn4tRXdnY2JkyYAFVV1beelGEjodi1axc8PDzQs2dPiWWVgoICLF68WHz0mkndu3fH+fPnpZKYgoICxitZA41JYkxMDDQ1NfHgwQNoaWnh/v37ePnyJYYOHcp4vLZOKBRi9erV6N69u7jmlYeHB2xsbODv789KP6r79+/Dz88P586dg5qaGhoaGlBbWwtbW1usWrWK8f1qP/30E7KysqCmpgYXFxepGeC+ffuiuroagYGBjMYlzKEkhmNGjx6NoKAg+Pv7i19sBQUFiI6OZr0cv66uLhoaGqCoqAhFRUVkZGTg1q1bjCQxsk4oAHb6TL3Nqw0RZd0cMSwsDNXV1fD29gbQWKQxMjISu3btYqU3FABMmTIFixYtQklJifiofEFBAZKSkqSWmJiQnJyMxYsX47vvvoOjoyM2b96Mjh074pdffmH1Tr6tWrJkCfLy8iRqqEybNg2rV6/G8+fPWSnJHxgYCCUlJfzzzz/i481lZWUIDAxESEgI4/twNDU1sWHDhrdu5jU3N0dKSgqjcQlzaDmJY0QiEWJiYvDHH3+IO/ZqamrC29sbkyZNYmXPSkxMDPLz81FQUABlZWWYmprCzMwM5ubm0NfXZ2QDc0VFRYsfy1Y3W7alpaW1+LFMF4IrKCiAj48PvvvuO3Tt2hWrVq2ClpYWgoKCWGk50KSp4mrTUfmmPjjOzs6MxzI0NIRAIACfz8f06dPx9ddfY8SIEbh48SJmzJghlw7wXDZw4EAkJiZKbaa9cOECfvzxR2RlZTEe08TEBDt27ECfPn0krhcVFcHLywv5+fmMxyTcRjMxHMPj8eDn5wc/Pz88ePAAKioqrJaOB4D4+HjU1dXBwcEBnp6eMDc3h7q6OqMxuJqYvI/o6OgWPY7H4zGexBgZGeHPP//ElClTUFlZKa4yzeZG7adPn6K6uhqGhoYS9WmOHTuGY8eO4ddff2U0npaWFm7evAk+nw8dHR0UFhZixIgR+PTTT2XeqqMtEIlEqKura/b6ixcvWInZs2dPXLlyRSqJaSpAR8jrKInhoEOHDuH69esQCoVS32NjQ2hubi4uXLiAnJwc7Ny5E4GBgdDQ0BDPxrSFztmyIOuZgOZmfr777jtER0fjzJkzEskv00kTAMycORNnz56FjY2NTDpIjxo1CjNnzkRERASGDBkCb29vfPbZZ8jKynprpWvSvK+//hoLFy7EokWLoK+vD6BxRmTJkiWs7THy9PTE4sWLcenSJZiYmEBRURGXL19GUlISPDw8JJ7TbDxnCffQchLHzJ07F/v370e/fv2kjvzxeDxWCsG9rqioCNu2bUNqairq6+tZaXXwX8B2Ibi3lf1/FRstAIDGpYGNGzfCxMSE8Z/9JmlpaeDz+bC0tERKSgq2b9+OTp06ITAwUCanatqSZ8+eITAwEAcPHhSf9lJQUIC7uzsWLFjAykECeT9nCfdQEsMxpqamWLVqFQYNGiSzmNeuXUN2djbOnDmD3Nxc1NXVwcrKCra2trC3t6ciYh9A1oXg5MHT0xOzZ8+GtbW1vIdCPkJ1dTXKysqgpKSEHj16SC1f7927F46OjmjXrp2cRkj+yyiJ4RgXFxcsW7ZMpoXg9PX1YWhoCBsbG9jZ2cHExETq2DN5P/IoBFdTU4P09HSUlpbip59+QkFBAXr37s1aEnr16lX4+vpi+PDh4PP5Uvtv2FgOSE9Px6ZNm1BeXi7eVKypqYmpU6cyHos0MjU1xe7duxl7Hh0/fhwGBgbQ0NDAzp07IRAIoK+vj2nTplHhQiKF9sRwTFhYGEJCQjB+/PhmPxgsLCwYj5mVldWi6pzDhw9HXFwcunXrxvgY2pqrV68iMjJS6vrIkSNZOX5dXFyM77//Ht26dUNxcTEmTJgAgUCAmTNnYsOGDaycUNqxYwfKysrw559/Nrv0yXQSs23bNqxbtw4+Pj7irtwGBgaIiIiAUChkrYDgfx2T98Fr165FfHw8Nm3ahJKSEgQHB2PUqFH4559/UFVVhUWLFjEWi7QRIsIpv//+u6hfv34iXV1dqf/09PTkOjZjY2NReXm5XMfAFS4uLqLdu3dLXU9LSxM5OjoyHm/8+PGiqKgokUgk+e+0fPlykaenJ+PxmuLs27ePlZ/dHGdnZ1FGRoY4dtP/49GjR0UODg4yG8d/DZOvewcHB9GJEydEIpFItGDBAtGECRNEIpFIdP78eZGlpSUjMUjbQjMxHBMXF4c5c+bAy8uLenlwWFMhuOvXr0sULdyyZQtmzpzJeLwLFy5gyZIlUtdHjx6NrVu3Mh4PADp37sxaQ9LmVFZWQkdHR+p6z5498fjxY5mNg3y4qqoq9OrVCyKRCEePHsUPP/wAoLHbNJvd1gl3URLDMcrKyvjqq68ogeE4Dw8PAMAff/yBxMREcSG48PBwuLi4MB5PXV0dN27ckKpcm5+fDw0NDcbjAcCiRYsQGhqK6dOns9o+oomRkRHS0tLg5+cnviYSibBx40aZ7iEjH05PTw8JCQno1KkTHj58iKFDh+Lu3btYuXIldZQmzaKNvRzz119/4dChQ5g/fz569Oghk67SLWViYoL09HQ6rdQKbd++HWvXrhXvFwkMDMTt27exefNm/PLLLxg3bhzjMV+tzcJm+4gmxcXFmDp1KjQ0NFBUVARra2vcuHEDz58/R3x8vFTlWcIMJl/3RUVFmDt3LioqKuDj44MpU6YgPDwceXl5iIqKovcWIoWSGI5xdHTEv//++8apVXnWbKEk5v2cPHkSRUVFqKurk9ocycYm1CNHjiAhIUFcl6apBYCrqyvjsYB3t5Jgo0rzs2fPxCewnjx5Ai0tLQwbNkyqAixhDtuve6FQKHUqKS4uDqNHj4aamhorMQl30HISxyxdulTeQ3gjNrovt1XLly9HYmIi9PT0pOpusPV7dHR0bHExMSbIupVEXl4efv75Z6xYsQJfffUVPDw8UFdXh/Xr12PFihWsLNO1ZfHx8fjmm2/QtWvXtz7O1tYWqqqqrI2juWPVsbGxcHFxoSSGUBLDNS09CvuxtRsyMzNhYWHxXnUZaFKv5VJSUvDbb7+xNgvSnLy8PGzevBllZWWIjY3Fnj170L17d7i5uclsDGyKiIiAq6srjIyMkJCQABUVFRw5cgT79u1DdHQ0JTHvKTY2tkUdzmNiYmQwGkn0XkOatJ4NFYRRH/si9/X1FTfNc3JywqNHj975d5KSkt5510YaKSgowMDAQGbxBAIBpk6diu7du+PGjRuor6+HoqIi5s2bh23btslsHGy6evUqvv/+e6iqquLIkSMYNmwYlJWVYWlpicrKSnkPj3O++eYbrF+/HqWlpc32aSOkNaCZGNIsNTU1rF27FqampqioqMC+ffve2C27qWhZ//79ZThCbhs3bhyio6MREREhk5NmMTExCAkJwfDhw8XVgCdNmoQuXbogOjoaXl5erI+BbZqamrh27RqePn2KwsJCzJs3D0BjsUYqwPj+jh8/jsrKSqSmpjb7feqZRloDSmJIs4KDg7FmzRpkZWWBx+MhPj6+2ZNQbFRebascHR3F+11EIhEqKyshEAigqakp9btlurldWVlZs0dUBwwYgLt37zIaS168vb0xffp0fPLJJ+jfvz8sLS0RGxuLmJgY/Prrr/IeHue05v13hDShJIY0y8nJCU5OTgAaP3x37twJdXV1OY+K216tXyJrvXv3xokTJ6RmXFJTU2VakI5NEyZMgIWFBSoqKmBnZwcAGDhwIAYPHixx3Ju0TNP+u9raWpSXl6N3794QCoVvnJElRB4oiSHvdOTIEQCNm31LSkrQ0NAAbW1t2NjYQElJSc6j447/+7//e++/w1Q/qvnz58PHxwenT5/GixcvEBsbi7KyMly8eBHr16//qJ/dmvTr10+iHgwVSPtwQqEQoaGh2LVrFwDg4MGDWLZsGZ49e4aVK1eiY8eOch4hIbSxt81i8pju3bt34eHhAV9fX6SlpSE1NRX+/v5wd3dvM0sRrdWtW7dQX1//0T/H3NwcBw4cgI6ODhwdHfH48WMYGxtj//79sLa2ZmCkpK1Zvnw5rl27htTUVPG+LT8/Pzx69KjZFhayNGrUKJoRIgBoJqbNYvIIYkhICDQ0NJCYmCi++3r06BHmzJmD8PBwREdHMxaLsCMqKgoODg7w8/NrVVWeSeslEAiwdu1a6Orqiq/p6uoiLCwMkyZNYizO/PnzW/zYpr1NCxYsYCw+4TZKYjjq3r17qK+vl0pWmvrRHD58GJ06dWIk1unTp5GcnCwxfdy5c2fMnj0bY8eOZSQGYVd5eTl8fX3x4sULWFtbw97eHvb29tDS0pL30Egr9eTJk2aL2DU0NLDWjPHZs2c4cOAA+vfvj/79+0NJSQmFhYXIz8+nAwSkWZTEcMzJkycRHByM27dvS1x/vR8Nk5twO3bsiKqqKqnr1dXVtCeGI3777TcAjb1pTp06BYFAgPDwcPTo0QMODg6YM2eOnEdIWhtHR0esWrUKy5YtE1+7efMmlixZgkGDBjEW59WTYz///DN8fX2l2m7Ex8fj1KlTjMUkbQclMRwTFhaGAQMGYP369TJbE3Zzc0NQUBBCQkLEtWAKCgoQGhoq04qz5OPp6uqioaEBioqKUFRUREZGBm7dukVJDJESHByMBQsWwNLSEg0NDfD09ERNTQ3s7OywcOFCVmIePXoUP//8s9R1JycnrFmzhpWYhNsoieGYO3fuID4+XqZNFv39/fHgwQNMnjxZvHyloKCAUaNGISAgQGbj+C9iaoN2TEwM8vPzUVBQAGVlZZiamsLc3Bw+Pj7Q19dnJAZpWzp06IA1a9agvLwc169fR319PbS1taGjo8NaTG1tbfz111+YNWuW+JpIJMLWrVsl9uYQ0oS6WHPM5MmTMXz4cLmsD1dXV6O0tBTKysr4/PPP0a5dO4nv7927F46OjlLXyYdjqkOwsbEx6urq4ODgAE9PT5ibm1PdH9IiDx8+bLbTetP+Oybl5ubCx8cHGhoa4qTl0qVLeP78OeLj4yWOzxMCUBLDObGxsdiwYQMGDRqEL774QmpPyutrybL0sU0n/2uqq6uhoqICFRUVFBUV4eTJkzAwMJA48nzhwgXo6el99N6j+vp6XLhwATk5OcjNzcXZs2ehoaEBMzMzmJubf1ANG9K2nTp1CgEBAbh//77E9df33zHt4cOH+Pvvv1FSUgIA6NOnD9zc3KhjNWkWJTEcM378+Dd+j8fjISkpSYajkcTUrMF/waFDhzB79mysW7cO3bt3h4eHB7p27YrKykrMmjUL48aNYzV+UVERtm3bhtTUVNTX11MfHCLF2dkZhoaGmDJlCjp06CD1/e7du8thVIRIoj0xHLNlyxZ5D4EwYPXq1ZgxYwZsbGwQGRmJbt26Ye/evcjIyEBYWBjjScy1a9eQnZ2NM2fOIDc3F3V1dbCyssL8+fNhb2/PaCzSNlRWVuL333+X6U1JRUUFVq9ejQsXLjRbQoLpnmKE+yiJ4YC0tDS4urpCWVkZaWlpb30s1VLghvLycri4uABofGN2dnYG0Dh1/vDhQ8bjjRgxAoaGhrCxscH48eNhYmICBQUFxuOQtsPKygp5eXkyTWICAgLw6NEjjB07lirykhahJIYDoqOjMWjQICgrK7+1Oi51lOYOPp+P7OxsaGlp4caNG3B0dAQA7NmzB19++SXj8bKyslpU/JCpXk2Em2JiYsRfd+3aFcHBwTh58iQ+//xzqUrPbOy/O3/+fJtqSkrYR0kMBzQ1YHz967ehk0Kt24wZMxAQEID6+noMHjwY/fv3x7Jly7B9+3aJDxKmtLR6M1O9mgg3ZWdnS/zZyMgId+/eleqRxmRvtld9+eWXrMxEkraLNva2UfI4KUQbe9+usrIS3bp1A4/HQ2VlJe7fvw9lZWV06NABPB4PdXV1qKmpgaamJivHV1uC/g1Jk8rKSnTt2lVqBubly5coKiqCgYEB4zHT09MRExODiRMnNnv60sLCgvGYhNtoJqaNYjI3vXnzZos+1GxtbZvttUIaOTo6IjMzExoaGnB0dGz2bpbt46uEtJSTkxMyMzOl6gndunULXl5eKCgoYDxmU/HMxYsXS32PXhekOZTEkHdydnaGvr4+3Nzc4OLi8samgWwsg7Qlhw8fFn8g0CkL0hqlpKQgNjYWQGNC7enpKTUTU11dzVrV3qKiIlZ+Lmm7KIkh73TixAkcPHgQf//9NyIjI2FsbAxXV1c4OztT1df38GpdDaqxQVqj//3vf1BSUkJDQwMWLFiAiRMnStSI4fF4UFVVxcCBAxmL+foy69vIa5mVtF60J6aNYmtvw4MHDyAQCHDs2DGcOXMGJiYm+Oabb+Ds7ExLSW0AVV0mTc6cOQNTU1MoKrJ7r6unpydeZtXT0wOPx2t2OZyWk0hzaCaGvJd79+7h3r17uHPnDhoaGtC+fXvs2LEDS5cuRVhYGIYNGybvIZKPQPc0pImFhQUOHz6Mq1ev4uXLl+LrQqEQhYWFiI+PZyTOq8usWlpaGDNmDOzt7dGxY0fWTkGRtoOSGPJOly9fxoEDB3DgwAFUVFTAxsYGEydOxJAhQ9C+fXsAwLp167Bw4UJKYlqxlvRqSkpKQteuXeU4StJahIWFYefOndDX18f58+dhYmKC8vJy3L9/H2PGjGEszqtLq9OnT0dmZiY2bdoEBQUF2Nrawt7eHnZ2dujcuTNjMUnb8cm7H0Jak5s3b7bocUyeFPLw8EBeXh68vb1x4sQJxMXFwd3dXZzAAICZmZm4YBtpfQ4dOgQHBwfk5eWhrKwMY8eORWpqKqZNm4Y//vhD/Lj+/ft/dLNJ0jbs378fkZGR2L59Oz7//HOEhIQgIyMDbm5uePHiBSsxv/32W0RFReHUqVOIi4tD3759sWvXLtjb22PUqFGsxCTcRjMxHCOPk0IZGRnvvDu3srKClZUVYzEJs2Tdq4lwX21tLQwNDQEAffv2xfnz59GnTx/8+OOPmDx5MmtxX758iUuXLiE/Px8FBQUoLi6GsrIydbEmzaIkhmPkcVJIS0sLhw4dYn1tnLBH1r2aCPf17NkThYWF4PP56NOnD86fPw9PT0+IRCLU1NSwEnP8+PG4ePEi1NTUYGRkBDMzM/z444/Q19eXOupNCEBJDOeoq6tjzJgxGDNmjMRJocjISNZOCslqbZywR9a9mgj3TZo0CXPmzEF4eDhcXV3h4eEBRUVFnD17FmZmZqzEVFRUBI/HQ+fOnfHZZ59BS0sLWlpalMCQN6Ij1hxWVFQEgUCAI0eOoLS0FA4ODrh37x6uX7/O6EmhgQMHIjQ0FMOGDYOzszPWrFkDbW1tzJs3D6qqqggLC2MkDmHP/v37JXo1xcbGSvRqsrW1lfcQSSuUk5ODdu3awcDAACdOnEBKSgo6deoEPz8/dOnShZWY9fX1uHTpEnJycpCbm4tz586hQ4cOMDc3x6+//spKTMJdlMRwTHMnhdzc3KROCm3evFmqmduHMjQ0hEAgAJ/Px4wZMzBo0CB4enri6tWrmDx5Mo4fP85IHMIsLvRqItxQVVUlft7I6tjztWvXkJ2djezsbGRkZEBTUxMZGRkyiU24g5aTOMbDwwNmZmbw9vaGs7Nzs8cOzczMWnyKqSXksTZOPh71aiIfQyQSITY2Fps2bUJNTQ0OHjyIqKgotGvXDkFBQVBWVmY85tatW3HmzBnk5ubi6dOnsLCwgK2tLfz9/VlrdUC4jWZiOObOnTsyr+ORkpKC8PBwREREQFdXFx4eHhg5ciTy8/Ohrq6OhIQEmY6HtExFRQX4fD54PB4qKire+lhqg0BeFxMTg3379iEgIAC//PIL9uzZg/LycgQHB+Orr75CUFAQ4zHd3d1hZ2cHOzs7mJmZsZIokbaFkhiOEYlEMqmi+bqcnBy0b98e+vr6OHnyJHbs2IHOnTvDz88PmpqarMQkhMiPk5MTli5dCgsLC4k2Jrm5ufD390dmZqa8h0gILSdxjaxOCo0fP/6da9+PHz/GzJkzkZSUxFhcQkjr8ODBA3z22WdS19XU1PD06VM5jIgQaXRujWNkVUXTysoKlpaWsLS0RJ8+fcRLR4MGDcKQIUPQvXt3FBQUiIthEULaloEDB0otFdfW1mLlypVU2JK0GjQTwzGyqqLp6+sr/trb2xsLFiyAl5eXxGMsLCyQnJzMWExCSOsREhICX19f2Nraoq6uDtOmTUNlZSX4fD7Wr18v7+ERAoCSGM6Rx0mhc+fOYdGiRVLXjYyMEBoaykpMQoh8zZo1C05OTlBUVES7du1QX18PbW1t2NnZUfE50mpQEsMxkyZNwuzZsxERESFRRTM/Px+mpqasxNTX10dcXBxCQkKgoqICoHFGKDo6GsbGxqzEJITIl7u7OzIzM5GdnS3uKK2uro6qqirqKE1aDTqdxEGyPilUUlKCqVOnoqqqCl988QVEIhFKS0vB5/OxYcMGOp5LSBsmEolQWFiIU6dOITMzEzk5OejXrx9SUlLkPTRCKInhgpacFGrC1kkhoVCIrKwslJSUAGhsHGhjYwNFRZrMI6SterWjdF5eHvLz8/Hs2TOYmJhQfSjSKlASwwExMTHirx89eoTk5GQMGTIE/fv3h5KSEi5fvoz9+/dj7NixCAgIkONICSFtxesdpU1NTWFubk4dpUmrQrfRHEAnhQghskYdpQkX0EwMxxgbGyM1NRXa2toS10tKSuDp6Ylz587JZ2CEkDaHOkqT1o5Sao5pOilUV1cnvkYnhQghbFBUVISRkREGDx4Me3t7WFpa4s6dOzh9+rS8h0YIAJqJ4Rw6KUQIkYU3dZS2s7OjjtKk1aAkhoPopBAhhG3UUZpwASUxhBBCCOEk2hNDCCGEEE6iJIYQQgghnERJDCGEEEI4iZIYQgghhHASJTGEEEII4SRKYgghhBDCSZTEEEIIIYST/h9XMw9ZU9QR0wAAAABJRU5ErkJggg==",
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# for the target variable\n",
+        "# df=pd.read_csv('store_sharing.csv')\n",
+        "# df['timestamp']= df['timestamp'].astype('datetime64[ns]')\n",
+        "# print(df['timestamp'].dtype)\n",
+        "df2=pd.pivot_table(df,index='cnt')\n",
+        "sns.heatmap(df2)\n",
+        "plt.show()\n"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -363,14 +928,29 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 104,
       "metadata": {
         "id": "14fNdyUL20Ix"
       },
-      "source": [
-        "#with pandas\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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xYoVGjBih4cOHKz8/X+3t7Z1dHgAA6ELsndmppaVF2dnZqqiosMbq6+v1xBNPaMqUKfrXf/1XHTp0SDk5OYqLi9PIkSPV1tamo0ePauPGjerfv7+1X48ePSRJb7zxhnbs2KHCwkK1trZqwYIFiomJ0axZs77cEQIAgKDnc7BUVlYqOztbHo/Ha3zXrl2KjY3Vk08+KUnq37+/9u3bp9/85jcaOXKkjh07pkuXLmno0KFyOBxXfd8NGzYoKytLaWlpkqSnnnpKK1euJFgAAIDvl4T279+v9PR0bdmyxWs8IyNDy5cvv2r78+fPS7ocOr179/7cWKmrq9OJEyd01113WWOpqak6fvy4Tp486esSAQBAF+PzGZapU6d+7njfvn3Vt29f63lDQ4N++9vfav78+ZKkqqoqfe1rX9Ps2bN18OBB3XrrrVq4cKGGDh2q+vp6SVKvXr2s/WNjYyVJtbW1XuPXYrP5ekQAACBQOvq63al7WK6lublZ8+fPV2xsrL773e9Kkj7++GOdOXNG3/nOd5SVlaVf/epXmjFjhn73u9+publZkhQWFmZ9jytfu91un352TEw3Px0FAAAwhd+D5cKFC5ozZ46OHj2qt956SxEREZKkJUuWqLm5WZGRkZKkvLw8ffjhh3r33Xd19913S7ocJ1cuGV0JlSv7d1RDwzl95vYaAABgKJutYycb/Bos58+f1+OPP65PP/1U69ev9/prILvdbsXK5QXalJiYqLq6OsXHx0u6/JdGVy4rXblMFBcX59MaPB4RLAAAdDF+e+O49vZ2zZs3T8eOHdObb76pgQMHes1PmzZNhYWFXtt/9NFHSkxMVHx8vBISElRcXGzNFxcXKyEhwaf7VwAAQNfktzMs27Zt0759+7Rq1SpFRUVZZ0i+9rWvKTo6Wt/85jf1yiuvKDk5Wbfeeqs2bNigc+fO6eGHH5YkTZkyRStWrNAtt9wiSXrhhRc0c+ZMfy0PAAAEMb8Fy86dO9Xe3q7Zs2d7jQ8fPlxvvvmmMjMz1dLSoqVLl8rlcsnpdOqNN96wLhPNmjVLDQ0NmjdvnkJDQzVp0iRlZmb6a3kAACCI2TyffQe4IOdycdMtAADBwmaTYmOvfdMtH34IAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHjX5dOaAcBfamqOa9261ZKkzMwnlJDQJ8ArAhAInGEBYLT169eorKxEZWUl2rBhTaCXAyBACBYARjt+vNr6+tix6r+zJYCujGABAADG4x4Ww4SE2BQSYgv0MgBj2Gw2r6/tdv47C7iivd2j9vYb4wP0CBaDhITYFB19k0JD+RcycMXfBnxIiE09etwcwNUAZmlra1dj48UbIloIFoOEhNgUGhqiH7/1vj4+eSbQywGMUH+2yevrR1/aEcDVAOa4tVd3LZ2aoZAQG8GCwPj45BmVHz8V6GUARohqa7Nutmtta+OfDeAGxbUHAEZrC4/+3K8B3Fg4wwLAaE1975KqPf//NYAbEsECwGjt4d11YeDoQC8DQIBxSQgAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiv08Hidrs1fvx47du3zxqrrq5WZmamhg0bpoceekh79uzx2udPf/qTxo8fL6fTqenTp6u6utprft26dcrIyFBKSopyc3PV1NTU2eUBAIAupFPB0tLSoieffFIVFRXWmMfj0dy5cxUbG6vt27fr29/+tubNm6eamhpJUk1NjebOnauJEydq27Zt6tmzp+bMmSOPxyNJ2rlzpwoLC7V48WKtX79epaWlKigo8MMhAgCAYOdzsFRWVmry5Mn69NNPvcb37t2r6upqLV68WAMGDNDs2bM1bNgwbd++XZK0detWfeMb39DMmTM1cOBALV++XMePH9f+/fslSRs2bNCMGTM0atQoDR06VM8//7y2b9/OWRYAAOB7sOzfv1/p6enasmWL13hpaanuuOMO3XTTTdZYamqqSkpKrPm0tDRrLiIiQoMHD1ZJSYna2tp04MABr/lhw4bp0qVLKi8v93WJAACgi7H7usPUqVM/d7y+vl69evXyGouJiVFtbe0158+ePauWlhavebvdrujoaGt/AABw4/I5WL5IU1OTwsLCvMbCwsLkdruvOd/c3Gw9/6L9O8pm83XlAAAEt2B+7evo2v0WLA6HQ42NjV5jbrdb4eHh1vxn48PtdisqKkoOh8N6/tn5iIgIn9YRE9PNx5UDABC8evS4OdBL+Er4LVji4+NVWVnpNeZyuazLPPHx8XK5XFfNJycnKzo6Wg6HQy6XSwMGDJAktba2qrGxUXFxcT6to6HhnP76h0dBJzQ05Ib5xQMA+Mfp0xfU1tYe6GV0ms3WsZMNfnvjOKfTqUOHDlmXdySpuLhYTqfTmi8uLrbmmpqadPjwYTmdToWEhGjIkCFe8yUlJbLb7UpKSvJpHR5P8D4AAOiMQL9+fRWvf34LluHDh6t3797KyclRRUWFioqKVFZWpkmTJkmSHnnkEX344YcqKipSRUWFcnJy1LdvX6Wnp0u6fDPvmjVrtGvXLpWVlSkvL0+TJ0/2+ZIQAADoevwWLKGhoXr11VdVX1+viRMn6te//rVeeeUVJSQkSJL69u2rn//859q+fbsmTZqkxsZGvfLKK7L99W6bcePGafbs2Xruuec0c+ZMDR06VAsWLPDX8gAAQBCzeTwdPRkTHFyu4L2HxW6/fA/Loy/tUPnxU4FeDgDAYEl9emrTD8fr9OkLam0N7ntYYmO/wntYAAAArheCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDx/Bosb7/9tgYNGnTVIykpSZL0gx/84Kq59957z9p/3bp1ysjIUEpKinJzc9XU1OTP5QEAgCBl9+c3e+ihh5SRkWE9b21t1YwZMzRy5EhJUlVVlQoKCvQP//AP1jbdu3eXJO3cuVOFhYUqKChQTEyMcnJyVFBQoOeee86fSwQAAEHIr2dYwsPDFRcXZz1+/etfy+Px6KmnnpLb7daxY8c0ZMgQr23CwsIkSRs2bNCMGTM0atQoDR06VM8//7y2b9/OWRYAAHD97mFpbGzU6tWrlZ2drbCwMB05ckQ2m039+vW7atu2tjYdOHBAaWlp1tiwYcN06dIllZeXX68lAgCAIOHXS0J/a/PmzerVq5fGjh0rSTpy5IgiIyO1cOFC7d+/X7fccovmz5+v++67T2fPnlVLS4t69er1/wuz2xUdHa3a2lqffq7N5tfDAADAeMH82tfRtV+XYPF4PNq6dasef/xxa+zIkSNqbm7Wvffeq+9///v6wx/+oB/84AfasmWLYmNjJcm6PHRFWFiY3G63Tz87Jqbblz8AAACCRI8eNwd6CV+J6xIsBw4cUF1dncaNG2eNzZkzR9OmTbNusk1KStKhQ4f0q1/9Sj/60Y8k6ao4cbvdioiI8OlnNzSck8fzJQ8gQEJDQ26YXzwAgH+cPn1BbW3tgV5Gp9lsHTvZcF2C5f3331daWpoVJ5IUEhLi9VySEhMTVVlZqejoaDkcDrlcLg0YMEDS5b8wamxsVFxcnE8/2+NR0AYLAACdcSO87l2Xm27Lysp05513eo0988wzysnJ8RorLy9XYmKiQkJCNGTIEBUXF1tzJSUlstvt1nu4AACAG9d1CZaKigrddtttXmPf/OY39Zvf/EbvvPOOPvnkExUWFqq4uFiPPfaYJGnq1Klas2aNdu3apbKyMuXl5Wny5Mk+XxICAABdz3W5JORyuRQVFeU1NmbMGP3kJz/RqlWrVFNTo4EDB+r1119X3759JUnjxo3T8ePH9dxzz8ntdmvMmDFasGDB9VgeAAAIMjaPp2td+XK5gvemW7v98k23j760Q+XHTwV6OQAAgyX16alNPxyv06cvqLU1uG+6jY299k23fPghAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHh+DZY//OEPGjRokNcjKytLknT48GF95zvfkdPp1COPPKKDBw967btjxw7df//9cjqdmjt3rk6dOuXPpQEAgCDm12CprKzUqFGjtGfPHuuxdOlSXbx4Ud///veVlpamt99+WykpKZo9e7YuXrwoSSorK9OiRYs0b948bdmyRWfPnlVOTo4/lwYAAIKYX4OlqqpKt99+u+Li4qxHVFSUfve738nhcGjhwoUaMGCAFi1apJtvvln/8R//IUnauHGjHnzwQU2YMEFJSUnKz8/X7t27VV1d7c/lAQCAIOX3YOnfv/9V46WlpUpNTZXNZpMk2Ww23XnnnSopKbHm09LSrO179+6thIQElZaW+nN5AAAgSNn99Y08Ho8+/vhj7dmzR6+99pra2to0duxYZWVlqb6+XrfddpvX9jExMaqoqJAknTx5Ur169bpqvra21ud1/LWJAAC4YQTza19H1+63YKmpqVFTU5PCwsL00ksv6dixY1q6dKmam5ut8b8VFhYmt9stSWpubv67876IienW+YMAACDI9Ohxc6CX8JXwW7D06dNH+/btU/fu3WWz2ZScnKz29nYtWLBAw4cPvyo+3G63wsPDJUkOh+Nz5yMiInxeR0PDOXk8nT+OQAoNDblhfvEAAP5x+vQFtbW1B3oZnWazdexkg9+CRZKio6O9ng8YMEAtLS2Ki4uTy+XymnO5XNZloPj4+M+dj4uL83kNHo+CNlgAAOiMG+F1z2833b7//vtKT09XU1OTNfY///M/io6OVmpqqv77v/9bnr/+L+rxePThhx/K6XRKkpxOp4qLi639Tpw4oRMnTljzAADgxua3YElJSZHD4dCPf/xjHTlyRLt371Z+fr4ef/xxjR07VmfPntWyZctUWVmpZcuWqampSQ8++KAkacqUKXr33Xe1detWlZeXa+HChRo5cqT69evnr+UBAIAg5rdgiYyM1Jo1a3Tq1Ck98sgjWrRokb773e/q8ccfV2RkpF577TUVFxdr4sSJKi0tVVFRkW666SZJl2Nn8eLFeuWVVzRlyhR1795dy5cv99fSAABAkLN5PF3rypfLFbw33drtl2+6ffSlHSo/zkcTAAC+WFKfntr0w/E6ffqCWluD+6bb2Nhr33TLhx8CAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMJ5fg6Wurk5ZWVkaPny4MjIytHz5crW0tEiSli5dqkGDBnk9Nm7caO27Y8cO3X///XI6nZo7d65OnTrlz6UBAIAgZvfXN/J4PMrKylJUVJQ2bdqkM2fOKDc3VyEhIXr66adVVVWl7OxsPfzww9Y+kZGRkqSysjItWrRIzz//vJKSkrRs2TLl5OTotdde89fyAABAEPPbGZYjR46opKREy5cv18CBA5WWlqasrCzt2LFDklRVVaU77rhDcXFx1iMiIkKStHHjRj344IOaMGGCkpKSlJ+fr927d6u6utpfywMAAEHMb8ESFxen119/XbGxsV7j58+f1/nz51VXV6f+/ft/7r6lpaVKS0uznvfu3VsJCQkqLS311/IAAEAQ81uwREVFKSMjw3re3t6ujRs3asSIEaqqqpLNZtMvfvEL/eM//qO+9a1v6d///d+tbU+ePKlevXp5fb+YmBjV1tb6a3kAACCI+e0els8qKCjQ4cOHtW3bNh06dEg2m02JiYl67LHH9MEHH+jZZ59VZGSkRo8erebmZoWFhXntHxYWJrfb7fPPtdn8dQQAAASHYH7t6+jar0uwFBQUaP369XrxxRd1++23a+DAgRo1apSio6MlSUlJSTp69Kg2b96s0aNHy+FwXBUnbrfbusfFFzEx3fxxCAAABIUePW4O9BK+En4PliVLlmjz5s0qKCjQAw88IEmy2WxWrFyRmJiovXv3SpLi4+Plcrm85l0ul+Li4nz++Q0N5+TxdG7tgRYaGnLD/OIBAPzj9OkLamtrD/QyOs1m69jJBr++D0thYaF++ctf6mc/+5nGjRtnja9cuVKZmZle25aXlysxMVGS5HQ6VVxcbM2dOHFCJ06ckNPp9HkNHk/wPgAA6IxAv359Fa9/fguWqqoqvfrqq3riiSeUmpqq+vp66zFq1Ch98MEHWrNmjT799FO99dZbeueddzRz5kxJ0pQpU/Tuu+9q69atKi8v18KFCzVy5Ej169fPX8sDAABBzG+XhP7zP/9TbW1tWrVqlVatWuU199FHH2nlypV6+eWXtXLlSvXp00cvvPCCUlJSJEkpKSlavHixXn75ZZ05c0b33HOPlixZ4q+lAQCAIGfzeLrWxQiXK3jvYbHbL9/D8uhLO1R+nI8mAAB8saQ+PbXph+N1+vQFtbYG9z0ssbFf8T0sAAAA1wPBAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4RgVLS0uLcnNzlZaWpnvvvVdr164N9JIAAIAB7IFewN/Kz8/XwYMHtX79etXU1Ojpp59WQkKCxo4dG+ilAQCAADImWC5evKitW7dq9erVGjx4sAYPHqyKigpt2rSJYAEA4AZnzCWh8vJytba2KiUlxRpLTU1VaWmp2tvbA7iyr47NZgv0EgAAQeZGee0w5gxLfX29evToobCwMGssNjZWLS0tamxsVM+ePTv0fUJCJI/neq3y+goJufxLl5TQUxFhxvxfAwAw0NdjoyRdfu0IMeb0g+862lvGvCo2NTV5xYok67nb7e7w9+nZs5tf1xUIz06+O9BLAAAEiaioiEAv4SthTJM5HI6rwuTK8/Dw8EAsCQAAGMKYYImPj9fp06fV2tpqjdXX1ys8PFxRUVEBXBkAAAg0Y4IlOTlZdrtdJSUl1lhxcbGGDBmikGC+OAcAAL40Y0ogIiJCEyZMUF5ensrKyrRr1y6tXbtW06dPD/TSAABAgNk8HnP+pqapqUl5eXn6/e9/r8jISM2aNUuZmZmBXhYAAAgwo4IFAADg8xhzSQgAAOCLECwAAMB4BAsAADAewQLAWC0tLcrNzVVaWpruvfderV27NtBLAhAgxrw1PwB8Vn5+vg4ePKj169erpqZGTz/9tBISEvgEd+AGxF8JATDSxYsXNWLECK1evVrp6emSpFdffVV//vOf9eabbwZ4dQC+alwSAmCk8vJytba2KiUlxRpLTU1VaWmp2tvbA7gyAIFAsAAwUn19vXr06OH1Ke6xsbFqaWlRY2Nj4BYGICAIFgBGampq8ooVSdbzz36yO4Cuj2ABYCSHw3FVmFx5Hh4eHoglAQggggWAkeLj43X69Gm1trZaY/X19QoPD1dUVFQAVwYgEAgWAEZKTk6W3W5XSUmJNVZcXKwhQ4YoJIR/dQE3Gv6pB2CkiIgITZgwQXl5eSorK9OuXbu0du1aTZ8+PdBLAxAAvA8LAGM1NTUpLy9Pv//97xUZGalZs2YpMzMz0MsCEAAECwAAMB6XhAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMb7P71NWOT1Vah/AAAAAElFTkSuQmCC",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "#with pandas\n",
+        "sns.barplot(data=df.loc[:,[x for x in df.columns if x!='cnt']])\n",
+        "sns.barplot(df['cnt'])\n",
+        "plt.show()\n",
+        "\n"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -383,15 +963,29 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 99,
       "metadata": {
-        "scrolled": false,
-        "id": "53T6Nuor20Iy"
+        "id": "53T6Nuor20Iy",
+        "scrolled": false
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "bike_share=df['cnt']\n",
+        "hour=df['hour']\n",
+        "sns.lineplot(x=hour,y=bike_share)\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -404,60 +998,79 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 108,
       "metadata": {
         "id": "r37qftbg20Iy"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "scrolled": false,
-        "id": "rx3Gh3Cw20Iy"
-      },
       "source": [
-        "# with lineplot\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+        "# from new import df['Month_Year']\n",
+        "\n",
+        "# year_of_month=df['year']\n",
+        "# month=df['month']\n",
+        "# bike_share=df['cnt']\n",
+        "sns.lineplot(x=df['Month_Year'],y=df['cnt'])\n",
+        "plt.show()\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 110,
       "metadata": {
-        "scrolled": false,
-        "id": "yddCIi3R20Iz"
+        "id": "rx3Gh3Cw20Iy",
+        "scrolled": false
       },
-      "source": [
-        "# with lineplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "2VXlvX_b20Iz"
-      },
       "source": [
-        "# with pointplot\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+        "sns.barplot(data=df,x='Month_Year',y='cnt')\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 111,
       "metadata": {
-        "id": "AfIj8A4820Iz"
+        "id": "yddCIi3R20Iz",
+        "scrolled": false
       },
-      "source": [
-        "# with barplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "sns.pointplot(data=df,x='Month_Year',y='cnt')\n",
+        "plt.show()\n"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -470,37 +1083,71 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 113,
       "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: >"
+            ]
+          },
+          "execution_count": 113,
+          "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": [
+        "df3=df.loc[:,['is_holiday','is_weekend','season']]\n",
+        "sns.lineplot(df3)\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": null,
       "metadata": {
         "id": "ly1idLJL20Iz"
       },
+      "outputs": [],
       "source": [
         "# with lineplot (*You may want to see seasonal breakdowns*)\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 114,
       "metadata": {
         "id": "fZFUlVJn20I0"
       },
-      "source": [
-        "# with pointplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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SO6S1K8aHtpGxIrI2DCFERHSbc9eKsfXsNamtADBvZBDsORmVGhFDCBERGakyCLy/OxW3zEXF/eFtEeznKltNZJ0YQoiIyMjmhGtIzi2V2p4tHPC/gzrJVxBZLYYQIiKS5Jfp8O9DxpNRnx/aGa4qpUwVkTVjCCEiIsmqA5dQqq2S2hHtWyEm2FfGisiaMYQQEREAID6rCNvP50ptezsF5o0IgkLByajUNBhCiIgI+ioDlsSlGvU91LsdAr1bylQR2QKGECIiwjenriA9XyO1fV0cMXOAv4wVkS1gCCEisnHXiyvw+ZEMo76XhgeihaO9TBWRrWAIISKycSv3XUJ5pUFqD+jkgeFdvGWsiGxFvUOITqfDfffdh2PHjt11zPnz5zFlyhSEhYVh8uTJSExMrO/LERFREzicXoA9KXlS29FegbnRnIxKzaNeIUSr1eLFF19ESkrKXcdoNBo89dRTiIyMxJYtWxAREYFZs2ZBo9Hc9RgiImo+Wr0By/YYT0ad3rcDOng4y1QR2RqTQ0hqaioeeOABZGZm1jhu+/btcHJywiuvvILAwEC89tpraNmyJXbs2FHvYomIqPGsP56F7KIKqd2ulQrT7ukgY0Vka0wOIcePH0e/fv3w3Xff1TguISEBffr0kS7pKRQK9O7dG2fOnKlXoURE1Hiyi8rx5XHjf0zOHREElQMno1LzMXkd3oceeqhO49RqNYKCgoz6vLy8aryFcye8LUlE1LiEEFi2JxW6qptb1A3v4oWozp4yVkXWwpS/2022GUB5eTkcHR2N+hwdHaHT6Ux6Hi8v7tpIRNSYdiRex+H0Qqnt7GCPdyeHwdudc0GoeTVZCHFycrotcOh0OqhUKpOeJz+/BELUPo6IiGqn0VXhzZ+Mv6k4c0BHOOn1yMsrkakqsiYKRd0vIDRZCPHz80NeXp5RX15eHnx9TdsISQgwhBARNZIvjmQgp0QrtQM8W+DB3u34OUuyaLLFysLCwnD69GmIP85sIQROnTqFsLCwpnpJIiKqwaX8MmyMv2LUN29kEBzsuW4lyaNRzzy1Wo2Kiuqve40ZMwbFxcVYtGgRUlNTsWjRIpSXlyMmJqYxX5KIiOpACIElu1NRZbh5yWNMsC/6dHCXryiyeY0aQqKiorB9+3YAgIuLC9asWYP4+HhMmjQJCQkJ+Oyzz9CiRYvGfEkiIqqDHcm5OJV9Q2q3dLTH80M7y1gREaAQwrzvBOblcWIqEVFDlFTocf//nUCBplLqe3l4IP7eu52MVZG1UigAb++6TUzljUAiIiu35vBlowDSzdcFk8PbylgRUTWGECIiK5acU4JNZ65KbQWAV0cGQWnHlSBJfgwhRERWyiAElsSl4pa5qBgf2ho927jJVxTRLRhCiIis1E+/X0fitZsLkLVSKfHs4AAZKyIyxhBCRGSFijSV+PhgulHf7CEBcHd2kKkiotsxhBARWaGPDqbjRoVeaoe2ccO4nq1lrIjodgwhRERWJuHKDfyUeF1q2ymqV0a147bkZGYYQoiIrIjeUD0Z9VYPRLRDN18XmSoiujuGECIiK7LpzFWkqMuktndLR8wa6C9jRUR3xxBCRGQl1KVarDl02ajvH0M7w8WpyTZMJ2oQhhAiIivxr/2XUKarktqRHd0xuruPjBUR1YwhhIjIChzPKMTOZLXUVtopMC86CApORiUzxhBCRGThKqsMWPqXyaiPRLZHJy/uWk7mjSGEiMjCfXUyGxmF5VK7tasTHu/fUcaKiOqGIYSIyIJdK67Af45mGvW9HB0IZwd7mSoiqjuGECIiC/bBnjRo9QapHdXZE0MCvWSsiKjuGEKIiCzUwbR87E/Ll9pOSju8HB3IyahkMRhCiIgsUEVlFZbvMZ6MOqNfB7Rr5SxTRUSmYwghIrJA/3c8C1eLtVK7o4czHo3sIGNFRKZjCCEisjAZBRpsOJFl1Dc3OhCOSn6kk2XhGUtEZEGEEFi2JxWVVULqG9nVG/07ecpYFVH9MIQQEVmQuIt5OJZRJLVbONjjhWGB8hVE1AAMIUREFqJMp8eKfWlGfU8O9Ievq5NMFRE1DEMIEZGF+OxwBtSlOqkd6N0CUyPaylgRUcMwhBARWYBUdRm+O3XFqO/VEV2gtOfHOFkunr1ERGZOCIElcSm4ZS4q/ifED+HtW8lXFFEjYAghIjJz287n4MyVYqnt6qTEnCEBMlZE1DgYQoiIzFhxRSVW7U836nsmqhM8WzjKVBFR42EIISIyY5/8dhmF5ZVSO9jPBRN7tZGxIqLGwxBCRGSmzl0vwZaEa1JbAeDVkV1gb8cN6sg6MIQQEZmhKoPAkt0puGUuKiaFtUGP1q6y1UTU2BhCiIjM0Naz15CUUyq1PZwd8ExUJ/kKImoCDCFERGamQKPDJ79dNuqbMzQAbioHeQoiaiImhxCtVosFCxYgMjISUVFRWLt27V3H/vrrr4iJiUFERAQefPBBnDt3rkHFEhHZglUH0lGi1UvtiHZu+J8efjJWRNQ0TA4hS5cuRWJiItatW4c333wTH330EXbs2HHbuJSUFLz00kuYNWsWfvrpJwQHB2PWrFkoLy9vlMKJiKzR6ewb2HYuR2rbK4BXRnSBQsHJqGR9TAohGo0GmzZtwmuvvYaQkBCMGjUKM2fOxMaNG28be+jQIQQFBWHChAno2LEjXnzxRajVaqSmpjZa8URE1kRfZcCSuBSjvqm92yPIp6VMFRE1LZNCSHJyMvR6PSIiIqS+Pn36ICEhAQaDwWisu7s7UlNTER8fD4PBgC1btsDFxQUdO3ZsnMqJiKzMt6evIi1PI7V9XBzx5EB+ZpL1UpoyWK1Ww8PDA46ON1fq8/b2hlarRVFRETw9PaX+sWPHYs+ePXjooYdgb28POzs7rFmzBq1ambbXAa9AEpEtyCnR4vPDGUZ9Lw0PhIuTSR/TRLIz5e+2SWd3eXm5UQABILV1Op1Rf2FhIdRqNd544w2EhYXhm2++wfz587F161Z4eXnV+TW9vPideCKyfm/uTIGmskpqD+7ijb8PDOBcELJqJoUQJyen28LGn22VSmXUv3z5cnTt2hUPP/wwAOCdd95BTEwMNm/ejKeeeqrOr5mfXwIhah9HRGSpjl4uwLbfb66M6mCvwAtDApCfX1rDUUTmSaGo+wUEk0KIn58fCgsLodfroVRWH6pWq6FSqeDm5mY09ty5c3j00Ueltp2dHbp3746rV6+a8pIQAgwhRGS1tHoDluw2nrA/7Z4O6ODuzM8+snomTUwNDg6GUqnEmTNnpL74+HiEhobCzs74qXx9fZGWlmbUl56ejvbt29e/WiIiK7PhRBayiiqkdttWKjzWt4OMFRE1H5NCiLOzMyZMmICFCxfi7Nmz2L17N9auXYtp06YBqL4qUlFR/WZ64IEH8P333+PHH39ERkYGli9fjqtXr2LixImN/1MQEVmg7KJyfHk8y6jv5eGBUDnYy1QRUfMyedr1/PnzsXDhQkyfPh0uLi6YPXs2Ro8eDQCIiorC4sWLMWnSJIwdOxZlZWVYs2YNrl+/juDgYKxbt86kSalERNZKCIEP9qZBq7+5vMHQQC8MDuRnJNkOhRDmfdcxL48TU4nI+uxPzcPLP52X2k5KO2yaEYk2bqoajiIyfwoF4O1dt4mp3MCOiKiZlVdWYfke4zlzM/t3ZAAhm8MQQkTUzP5zNBPXS7RSu5OnMx6O5KR9sj0MIUREzSg9X4ONJ7ON+l4ZEQQHe34ck+3hWU9E1EyEEFgalwK94eZEt3u7++Cejh4yVkUkH4YQIqJmsitZjZNZN6R2S0d7/GNoZxkrIpIXQwgRUTMo1eqxcv8lo75ZgzrB28VJpoqI5McQQkTUDNYczkB+2c29t7r4tMSU8LYyVkQkP4YQIqImdiG3FN+fvmLU9+rILlDacYdcsm0MIURETcggBJbsTsEtc1Exvmdr9GrrdveDiGwEQwgRURP6OfE6fr9WIrVbqZR4bnCAjBURmQ+GECKiJlJUXonVB9KN+p4dHAD3Fg4yVURkXhhCiIiayMcH03GjQi+1e7ZxxfjQ1jJWRGReGEKIiJrA71eL8ePv16W2nQJ4dUQX2Ck4GZXoTwwhRESNTG8QWBKXatQ3Jbwtuvm5yFQRkXliCCEiamSbz1zFhdxSqe3ZwgFPD+okX0FEZoohhIioEeWVavHvQ5eN+v4xrDNcnJTyFERkxhhCiIga0b8OpKNMVyW1+3RohTHdfWWsiMh8MYQQETWSk5lF2JGUK7Xt7RR4ZUQQFJyMSnRHDCFERI2gssqApX+ZjPpwn/bo7NVSpoqIzB9DCBFRI/g6/grSCzRS28/VCTMHdJSxIiLzxxBCRNRA14sr8MWRDKO+l4YHwtnBXqaKiCwDQwgRUQN9sDcNFXqD1B4U4IlhQV4yVkRkGRhCiIga4NClAuxLzZfajvYKvBwdyMmoRHXAEEJEVE8VlVVYtsd4Mupj/TqivbuzTBURWRaGECKielp3PAtXblRI7fbuKky7p4OMFRFZFoYQIqJ6yCwsx/oTWUZ9c6OD4KTkxypRXfHdQkRkIiEElu1Jha5KSH3RXbwxMMBTxqqILA9DCBGRifam5OHo5UKp7exghxeGdZaxIiLLxBBCRGSCMp0eH+xNM+p7coA/WrupZKqIyHIxhBARmeCLI5nILdVJ7QCvFniwdzsZKyKyXAwhRER1lJpXhm9OXTHqe3VkEJT2/Cglqg++c4iI6kAIgaVxqagy3JyMOraHL3q3d5evKCILxxBCRFQHsUm5OJ19Q2q7ONljzhBORiVqCJNDiFarxYIFCxAZGYmoqCisXbv2rmMvXLiABx98EL169cK4ceNw9OjRBhVLRCSHkgo9/rX/klHf/w4KgFdLR5kqIrIOJoeQpUuXIjExEevWrcObb76Jjz76CDt27LhtXElJCR5//HEEBQXh559/xqhRo/Dcc88hPz//Ds9KRGS+/n3oMgo0lVK7u68LJoe1kbEiIutgUgjRaDTYtGkTXnvtNYSEhGDUqFGYOXMmNm7ceNvYrVu3okWLFli4cCH8/f0xZ84c+Pv7IzExsdGKJyJqakk5JfjhzFWprUD1ZFR7O25QR9RQSlMGJycnQ6/XIyIiQurr06cPPv30UxgMBtjZ3cw0x48fx4gRI2Bvby/1bd68uRFKJiJqHlUGgfd3p0Lc0jexVxuEtHGTrSYia2JSCFGr1fDw8ICj4837oN7e3tBqtSgqKoKn580li7OystCrVy/885//xJ49e9CuXTvMmzcPffr0MalA7oZNRHL5KfEazl8vkdruzg54dnAnfi4R1cCU94dJIaS8vNwogACQ2jqdzqhfo9Hgs88+w7Rp0/D5559j27ZteOKJJxAbG4s2bep+L9XLy9WUEomIGkV+qRaf/JZh1Lfgf4IR2IH7wxA1FpNCiJOT021h48+2SmW8ZLG9vT2Cg4MxZ84cAECPHj1w6NAh/PTTT3j66afr/Jr5+SUQovZxRESN6a0dF3Cj/OZk1LB2bhjm3wp5eSU1HEVECkXdLyCYFEL8/PxQWFgIvV4PpbL6ULVaDZVKBTc343ukPj4+6NzZ+Dv0nTp1wrVr10x5SQgBhhAialYJV27g58QcqW2vAOaNCIICCn4eETUik74dExwcDKVSiTNnzkh98fHxCA0NNZqUCgDh4eG4cOGCUd+lS5fQrh33WCAi86X/YzLqrf7eux26+LjIVBGR9TIphDg7O2PChAlYuHAhzp49i927d2Pt2rWYNm0agOqrIhUVFQCAqVOn4sKFC1i9ejUyMjLwr3/9C1lZWRg/fnzj/xRERI3k+9NXkJpXJrW9WzriyQH+MlZEZL1MXqxs/vz5CAkJwfTp0/HWW29h9uzZGD16NAAgKioK27dvBwC0a9cOX3zxBfbu3Yv77rsPe/fuxWeffQY/P7/G/QmIiBpJbokWaw4ZT0Z9YVhnuDiZdOeaiOpIIYR53+HMy+PEVCJqHgt+ScKvF9RSu29Hd3x0fygU/E4uUZ0pFIC3d90mpnIDOyIiAMcyCo0CiNJOgbkjghhAiJoQQwgR2Tyd3oClccaTUafd0x6dPFvIVBGRbWAIISKb99XJbGQWlkvtNm5OmNGvo4wVEdkGhhAismlXbpRj7bFMo76Xo4OgcrC/yxFE1FgYQojIpn2wJw1avUFqD+7siSGBXjJWRGQ7GEKIyGbtT83HwUsFUttJaYeXogNlrIjItjCEEJFNqqiswgd7jSejPtG/I9q1cpapIiLbwxBCRDZp7bFMXCvWSu2OHs54uE97GSsisj0MIURkcy4XaLDhRLZR3ysjguCo5EciUXPiO46IbIoQAkvjUqE33FyKeVQ3H/Tz95CxKiLbxBBCRDbl1wtqnMgsktotHe3xwrDO8hVEZMMYQojIZpRq9Vi575JR31MD/eHj4iRTRUS2jSGEiGzGZ4czkFemk9pdfFrigYh2MlZEZNsYQojIJlzMLcX3p68Y9c0bEQSlHTeoI5ILQwgRWT2DEFgSl4qqm3NRMS7ED2HtWslXFBExhBCR9fvlXA7OXi2W2m4qJWYPCZCxIiICGEKIyMrdKK/E6gPpRn3PRnWCRwtHmSoioj8xhBCRVfvkt8soKq+U2iGtXTE+tI2MFRHRnxhCiMhqJV4rxtaz16S2AsC8kUGw52RUIrPAEEJEVqnKILBkdypumYuK+8PbItjPVbaaiMgYQwgRWaXNCdeQnFsqtT1bOOB/B3WSryAiug1DCBFZnfwyHf59yHgy6vNDO8NVpZSpIiK6E4YQIrI6qw5cQqm2SmpHtG+FmGBfGSsiojthCCEiqxKfVYTt53Oltr2dAvNGBEGh4GRUInPDEEJEVkNfZcCSuFSjvod6t0Ogd0uZKiKimjCEEJHV+ObUFaTna6S2r4sjZg7wl7EiIqoJQwgRWYXrxRX47HCGUd9LwwPRwtFepoqIqDYMIURkFVbuu4QKvUFqD+jkgeFdvGWsiIhqwxBCRBbvcHoB9qTkSW1HewXmRnMyKpG5YwghIoum1RuwbI/xZNTpfTugg4ezTBURUV0xhBCRRVt/PAvZRRVSu10rFabd00HGioiorhhCiMhiZReV48vjmUZ9c0cEQeXAyahEloAhhIgskhACS+NSoau6uUXdsCAvDArwlLEqIjIFQwgRWaS9qfk4crlQaquUdnhpeKCMFRGRqUwOIVqtFgsWLEBkZCSioqKwdu3aWo/Jzs5GREQEjh07Vq8iiYhupdFVYcXeNKO+mQP80dpNJVNFRFQfJm8puXTpUiQmJmLdunW4evUq5s2bh7Zt22LMmDF3PWbhwoXQaDR3fZyIyBT/OZqBnBKt1A7wbIGH+rSTsSIiqg+TQohGo8GmTZvw+eefIyQkBCEhIUhJScHGjRvvGkL++9//oqysrFGKJSK6lF+GjfFXjPrmjQyCgz3vLhNZGpPetcnJydDr9YiIiJD6+vTpg4SEBBgMhtvGFxYWYtmyZXj77bcbXikR2TwhBJbsTkWV4eZk1DHBvujTwV2+ooio3ky6EqJWq+Hh4QFHR0epz9vbG1qtFkVFRfD0NJ6V/v7772PixIno0qVLvQvkgodE9KcdSbk4lX1Dard0tMc/hnXm5wSRGTHl/WhSCCkvLzcKIACktk6nM+o/fPgw4uPj8csvv5jyErfx8nJt0PFEZB1ulFfiXwcuG/XNvbcbuvt7yVMQETWYSSHEycnptrDxZ1ulujkrvaKiAm+88QbefPNNo/76yM8vgRC1jyMi67Y0LhV5pTcno3bzdcGYLl7IyyuRsSoi+iuFou4XEEwKIX5+figsLIRer4dSWX2oWq2GSqWCm5ubNO7s2bPIysrCnDlzjI5/8sknMWHCBJPmiAgBhhAiG5ecU4Ifzlw16ps3Igj2CgU/H4gsmEkhJDg4GEqlEmfOnEFkZCQAID4+HqGhobCzuznHtVevXti1a5fRsaNHj8a7776LQYMGNULZRGQrDEJgSVwqbpmLigmhrRHa1u3uBxGRRTAphDg7O2PChAlYuHAh3nvvPeTm5mLt2rVYvHgxgOqrIq6urlCpVPD397/teD8/P3h58f4tEdXdT79fR+K1m7dcWqmUeHZwgIwVEVFjMfmL9fPnz0dISAimT5+Ot956C7Nnz8bo0aMBAFFRUdi+fXujF0lEtqlIU4mPD6Yb9c0eEgB3ZweZKiKixqQQwrzvqOblcWIqka16d+dF/JR4XWqHtnHDFw+GwY7fySUyWwoF4O1dt4mpXGKQiMxSwpUbRgHETlG9MioDCJH1YAghIrOjN1RPRr3VAxHt0M3XRaaKiKgpMIQQkdnZdOYqUtQ395zyaumIWQNvn+xORJaNIYSIzIq6VIs1hy4b9b0wtDNcnEze9JuIzBxDCBGZlX/tv4QyXZXUjuzojtHdfWSsiIiaCkMIEZmN4xmF2JmsltpKOwXmRQdBwcmoRFaJIYSIzEJllQFL/zIZ9ZHI9ujk1UKmioioqTGEEJFZ+OpkNjIKy6V2a1cnPN6/o4wVEVFTYwghItldvVGB/xzNNOp7OToQzg72MlVERM2BIYSIZLdibxq0eoPUjursiSGB3GeKyNoxhBCRrA6m5WN/Wr7UdlLa4aXhgZyMSmQDGEKISDYVlVVYvsd4MuqMfh3Q3t1ZpoqIqDlx9R8iajZ5ZTr8nHgdF3JLUWUQyC/T4WqxVnq8o4czHo3sIGOFRNScGEKIqMkZhMC/f7uMr05mQ2+4+7bYc6MD4ajkBVoiW8EQQkRNbmlcKjYnXKtxjLuzA3q3d2+egojILPCfHETUpE5lF9UaQACgqLwSm8/WPo6IrAdDCBE1qU2n6x4sfjhzFQZx99s1RGRdGEKIqEkduVxQ57GZheW4eqOiCashInPCOSFE1CSEEDh7tdhoR9y6MHU8EVkuhhAialQZBRrsSMpFbFIurtTjqoaHs0MTVEVE5oghhIgarECjw6/JasQm5eLc9ZJ6P09oGzf4ujo1YmVEZM4YQoioXioqq7A/NR+xSbk4erkAVY0wn3Rq77YNfxIishgMIURUZ1UGgZOZRYhNysHelHxoKmuevxHezg0xwb4o1VVh9YH0GsdOCG2NUd18GrNcIjJzDCFEVCMhBC7kliI2KRc7k9XIL9PVON7fwxlje/jh3mAftGt1cw+YNm4qfHQw/bZvv7RSKfFIZHtM69uBm9YR2RiFEOb9pfy8vBKYd4VE1unqjQrsTM5F7PlcpBdoahzr2cIB93b3RUwPX3T3dblrmDAIgWMZhUjOqd47pqOHM4YGecOJS7UTWQ2FAvD2dq3bWIYQIvpTcUUldl/Mw47zOTh9pbjGsc4OdhgW5I2YHr64p6MHlHa8ikFEpoUQ3o4hsnE6vQG/pRcg9nwODqUXoLKGGab2CqBfJw/EBPthaJAXnB3sm7FSIrI2DCFENsggBM5cuYHY87mIu5iHEq2+xvE9WrsiJtgXo7r5wKulYzNVSUTWjiGEyIak5ZVhR1IudiTl4nqJtsaxbVupEBPsizHBvujk2aKZKiQiW8IQQmTl1KVa7ExWI/Z8Di6qy2oc20qlxMhuPogJ9kWvtm78tgoRNSmGECIrVKbTY29KHmLP5+JEZhFqmtvtaK/AkEAvjAn2w8AADzjY85sqRNQ8GEKIrIS+yoCjGYWIPZ+L/Wn50OoNdx2rANCnoztiuvsiuqs3XJz4UUBEzY+fPEQWTAiBc9dLEHs+F7suqFFUXlnj+C4+LRET7IvR3X3hxz1aiEhmJocQrVaLt956C7t27YJKpcLjjz+Oxx9//I5j9+3bh5UrVyIzMxPt27fHP/7xD4wYMaLBRRPZuqzC8j92qs1BVlHNO9X6ujhizB8TTLv4uDRThUREtTM5hCxduhSJiYlYt24drl69innz5qFt27YYM2aM0bjk5GQ899xzeOWVVzB06FD89ttveP755/HDDz+ge/fujfYDENmKQo0Ov15QY0dSLn6/VvNOtS0d7TGiqzdigv0Q0b4V7LmQGBGZIZNCiEajwaZNm/D5558jJCQEISEhSElJwcaNG28LIb/88gv69++PadOmAQD8/f2xZ88exMbGMoQQ1VFFZRUOpFXvVHvkciGqDDUsJGanwKAAT8QE+yKqsydUXEiMiMycSSEkOTkZer0eERERUl+fPn3w6aefwmAwwM7u5qz6iRMnorLy9vvTJSU1/wuOyNZVGQROZhUhNikXey/m1bpTba+21TvVjuzqA/cWDs1UJRFRw5kUQtRqNTw8PODoeHPFRG9vb2i1WhQVFcHT01PqDwwMNDo2JSUFR44cwdSpU00qkMsUkC0QQuCiugyx56sXEsurZafajh7OGNujep5He3fnGscSETUnU/5umxRCysvLjQIIAKmt0939Q7OgoACzZ89G7969TZ6Y6uVVt01wiCzRlaJy/HTmCn48fQUXc0prHOvt4ohxYW0xMaIdQtu14kJiRGTxTAohTk5Ot4WNP9sqleqOx+Tl5WHGjBkQQmDVqlVGt2zqIj+fu+iSdSmp0CPuohrbz+fiVPaNGseqlHYY3qV6p9q+/jd3qs3PrzmwEBHJRaGo+wUEk0KIn58fCgsLodfroVRWH6pWq6FSqeDm5nbb+JycHGli6vr1641u19SVEGAIIYun0xtwKL0AsUm5+O1Sfo071dopgL7+HogJ9sWwIG+0cLw5wZTvBSKyJiaFkODgYCiVSpw5cwaRkZEAgPj4eISGht52hUOj0WDmzJmws7PD+vXr4ePj03hVE1kAgxBIuFKM2KQc7L5Q+061wX4uGPPHQmLe3KmWiGyASSHE2dkZEyZMwMKFC/Hee+8hNzcXa9euxeLFiwFUXxVxdXWFSqXCmjVrkJmZiQ0bNkiPAdW3bVxdOc+DrFd6vgaxSTnYkZSLa8W17FTr5vTHQmJ+CPDiTrVEZFsUQph2gbe8vBwLFy7Erl274OLigieeeAKPPfYYAKBbt25YvHgxJk2ahDFjxiA9Pf224ydOnIj333+/zq+Xl8c5IWT+8kq12HVBjdjzuUjOrXm+hptKiVHdfDCmuy96tXODHSeYEpEVUSgAb++6XWwwOYQ0N4YQMlcaXRX2pVbvVHs8sxA1rCMGR3sFBgd6ISbYFwM6ecJRyZ1qicg6mRJCuIEdkQn0BoFjGYWIPZ+D/an5qKhhp1oA6NOhFWKCfRHdxQeuKr7diIhuxU9FoloIIXD+eglik3KxK1mNwlp2qu3s1QJje/jh3u4+aO1256+uExERQwjRXWUXlSM2qXoF08zC8hrH+rg44t7uvogJ9kUXn5ZcSIyIqA4YQohuUaSpxK8XqyeY/n6tuMaxLR3tqxcSC/ZFnw7u3KmWiMhEDCFk8yoqq3DwUgFiz+fgcB12qh3YyQMxPfwwmDvVEhE1CEMI2aQqg8Cp7CLEns/FnpQ8lOlq3qk2tI0bYnr4YhR3qiUiajQMIWRTUtSliD2fi53JucgtrX2n2jHB1fM8uFMtEVHjYwghq3e9uAI7k9WITcpBWp6mxrEezg4Y3d0HMcG+6NHalRNMiYiaEEMIWaWSCj32pKgRm5SLU1k3UNN6d05KOwwL8kJMsB/6+btDac+FxIiImgNDCFmNyioDDv+xU+3BtHzoatmp9p6O7ogJ9sOwLl5o6ci3AhFRc+MnL1k0IQTOXi1GbFIudl9Q40ZFzTvVdvd1QUwPX4zu5gNvF6dmqpKIiO6EIYQs0uV8DWKTc7HjfA6u1rJTbRtpp1pfdPZq2UwVEhFRbRhCyGLkl+n+2Kk2B0k5Ne9U6+qkxMhu3ogJ9kMYd6olIjJLDCFk1qSdapNycTyj5p1qHewViOpcvVPtoADuVEtEZO4YQsjs6A0CxzMKEZuUi30pebXuVBvRvnqn2hFdveGm4kJiRESWgiGEzIIQAkk5pX/sVJuLAk3NO9UGeLVAzB/zPNpwp1oiIovEEEKyyi4qx87kXMSez0VGLTvVerf8Y6faHr7oyp1qiYgsHkMINbui8krE/bFTbcLVmneqbeFgj+Fdq3eqjeROtUREVoUhhJpFRWUVfrtUgB1JuTiUXgB9TTvVKoABAZ6ICfbFkEAv7lRLRGSlGEKoyRiEwKmsG4hNykHcxdp3qu3ZxhUxwb4Y1c0HHi0cm6lKIiKSC0MINbpUdRlik3KwI6n2nWo7uKsQE+yHe4N90dGDO9USEdkShhBqFDklWuxKzkVsUi5S1GU1jnV3dsDobj6I6eGLEO5US0RksxhCqN5KtXrsSaleSCw+s6jWnWqHBnohpocv+vt7cKdaIiJiCCHTVO9UW4gdSTk4UMtOtQr8sVNtD18MC/KGixNPNyIiuol/FahWpu5U29WnJWJ6+GF0Nx/4unKnWiIiujOGELqrywUa7EjKxY6kXFy5UVHj2NauTrj3jxVMg7y5Uy0REdWOIcSKCSFwIbcU14u1cFTaoUdrV7g717y3Sn6ZDr9eUCM2KRfnr5fUONbFyR4ju1ZPMA1v14o71RIRkUkYQqyQEAK/nMvBVyezcSlfI/U72iswspsPZg3shLatbu63Ul5Zhf2p+YhNysGxy4WoYZoHlHYKRHX2REwPPwwK8IQTd6olIqJ6UgghavpSg+zy8kpg3hWaFyEEVuy7hG9PXbnrGA9nB6yeHIqCch12JOVib0oeyitr2am2nRvG9PDDiC7eaFXL1RQiIrJdCgXg7e1at7EMIdblv4nX8c7Oi7WOs1MANaycDgDo5OmMsT38cG93X6MrJ0RERHdjSgjh7RgrIoTAhhNZdRp7twDi1dIR93b3QUywL7r5unAhMSIiajIMIVbkfE4pLheUm3ycs4Mdort4Y0ywLyI7ekDJnWqJiKgZMIRYkevFNX+N9q9USju8ProrhgR5wZk71RIRUTMz+asNWq0WCxYsQGRkJKKiorB27dq7jj1//jymTJmCsLAwTJ48GYmJiQ0qlmrmaOJS6O3dnXFvsC8DCBERycLkELJ06VIkJiZi3bp1ePPNN/HRRx9hx44dt43TaDR46qmnEBkZiS1btiAiIgKzZs2CRqO5w7NSYwhp4wp7E26lhLVza8JqiIiIamZSCNFoNNi0aRNee+01hISEYNSoUZg5cyY2btx429jt27fDyckJr7zyCgIDA/Haa6+hZcuWdwws1Dg8Wzgiuot3ncdP6tWmCashIiKqmUkhJDk5GXq9HhEREVJfnz59kJCQAIPBeJ2JhIQE9OnTR/p2hUKhQO/evXHmzJmGV0139b+DOsFNVftUn0m92qCrr0szVERERHRnJk1MVavV8PDwgKOjo9Tn7e0NrVaLoqIieHp6Go0NCgoyOt7LywspKSkmFchviJqmo6czPpkSihe3nkNuqe6OYyb2ao1XRgbxd0tERI3OlL8tJoWQ8vJyowACQGrrdLo6jf3ruNp4edVtwRO6KcrbFfu6+OLnhKvYfOoKrt0oh5PSHvd08sDD/fzRs10ruUskIiIyLYQ4OTndFiL+bKtUqjqN/eu42uTnc8XU+hoR4IERAR639efl1bwxHRERUX0pFHW/gGBSCPHz80NhYSH0ej2UyupD1Wo1VCoV3Nzcbhubl5dn1JeXlwdfX19TXhJCgCGEiIjICpk0MTU4OBhKpdJocml8fDxCQ0NhZ2f8VGFhYTh9+jT+3JpGCIFTp04hLCys4VUTERGRxTMphDg7O2PChAlYuHAhzp49i927d2Pt2rWYNm0agOqrIhUV1at2jhkzBsXFxVi0aBFSU1OxaNEilJeXIyYmpvF/CiIiIrI4Ji9WNn/+fISEhGD69Ol46623MHv2bIwePRoAEBUVhe3btwMAXFxcsGbNGsTHx2PSpElISEjAZ599hhYtWjTuT0BEREQWSSGEec+4yMvjxFQiIiJLoVAA3t51m5hq8pUQIiIiosbAEEJERESyYAghIiIiWTCEEBERkSxMWqxMDtzfhIiIyHKY8nfb7L8dQ0RERNaJt2OIiIhIFgwhREREJAuGECIiIpIFQwgRERHJgiGEiIiIZMEQQkRERLJgCCEiIiJZMIQQERGRLBhCiIiISBYMIc0sOzsb3bp1Q3Z2dr2fY8uWLYiOjq738dHR0diyZQsA4NFHH8Xq1avvOrZbt244duxYvV+LzEdjnHvN5dZz1Jpei4iMmf3eMdamTZs2+O233+Dp6Sl3KQCA1atXw8HBQe4yqBmY27lHRMQQ0szs7e3h4+MjdxkSd3d3uUugZmJu5x4REW/HNLNbL4lv374d9957L0JDQzF27Fjs3r27zs8jhMDq1avRr18/REZGYsmSJUaPb9myBTExMejVqxcmTZqEEydO3PF5/no75qOPPsKAAQPQr18/bNq0yWhsTk4O5syZg3vuuQc9e/bExIkTER8fDwB4/fXX8fTTTxuNf+eddzB37tw6/0zUtBp67hUWFiI4OBgXL14EAFRWViI8PByrVq2Sxrz00ktYuXIlAODkyZOYNGkSevXqhXHjxmHnzp1Gz/ftt98iOjoaERERePTRR3HhwoU7vm5CQgIiIiLwww8/AACKi4sxd+5c9O7dG1FRUXjnnXdQUVEBADh27Biio6Px9ddfY/DgwQgPD8fcuXOh0+mMXnfYsGHo3bs3PvnkExN+g2Ru1q9fj+HDhyM0NBSTJk3CyZMnAQAXL17Eo48+il69euHee+/Fxo0bpWOEEPj0008RHR2Nnj17IioqCh999JH0eHJyMqZOnYqwsDAMHjzY6DGtVotly5Zh6NChCA8Px9NPP41r164BuPn+2rVrF0aOHInQ0FDMmjULRUVFzfPLsFSCmlVWVpbo2rWrSEhIECEhIWLz5s0iOztbfPHFFyI0NFQUFhbW+hybN28WXbt2FS+88IK4dOmS2LZtm+jWrZvYv3+/9Hh4eLjYunWrSEtLE8uWLRPh4eHi+vXrQgghhg8fLjZv3iyEEOKRRx4Rq1atEkII8e2334p77rlH7NmzR5w/f178/e9/F127dhVHjx6Vxj7zzDMiNTVVpKSkiFmzZon77rtPCCHE4cOHRc+ePUVJSYkQQoiqqioxaNAgsXfv3sb89VEDNMa5N3nyZLFhwwYhhBDx8fGiW7duYvr06UIIIQwGgxgwYIA4ceKEyM3NFb179xYbNmwQly9fFj/++KMIDw8XJ06cEEIIERcXJwYNGiT27Nkj0tPTxcqVK0Xfvn1FUVGREOLmOXrp0iXRr18/8Z///Eeq4bnnnhOzZs0SycnJIiEhQUyZMkXMnz9fCCHE0aNHRUhIiJg2bZpITk4WBw4cEL169RLfffedEEKIAwcOiJ49e4qtW7eKixcviqefflp07dpVej+Q5Th37pwICQkRe/fuFVlZWWLRokVi0KBBoqysTAwZMkSsXLlSpKeni7i4ODFw4ECxdetWIYQQW7ZsEf379xeHDx8WWVlZ4uuvvxZdu3YViYmJQgghxo0bJxYuXCgyMzPF/v37RVhYmNi3b58QQoh58+aJUaNGiSNHjoikpCTxxBNPiAkTJoiqqirp/TVx4kSRkJAgzpw5IwYMGCBWrFgh16/IIjCENLM/T9Rz586Jrl27ikOHDgkhqj/ADx48KDQaTa3PsXnzZhESEiLKysqkvvHjx4s1a9YIIYSYMGGC+OCDD4yOeeCBB8Ty5cuFEHcPIZMmTRIfffSRdExKSooUQgwGg/jyyy/FtWvXpMcPHDggunfvLoS4GTp++uknIYQQx44dE3379hU6nc60XxA1mcY491asWCFmz54thBBizZo14sknnxTh4eFCr9eLpKQk0adPH1FZWSlWrlwpnnvuOaNjFy9eLPU9+OCDYv369UaPT5w4UeobPny4WLNmjYiOjjY6lzMyMkT37t1FcXGx1JecnCz1HT16VHTt2lVcvHhRevzZZ58Vr7/+uhBCiNmzZ0uBRQghCgoKRGhoKEOIBdq1a5fo2bOnuHDhghBCiLKyMnH48GHxzTffiIkTJxqNXb9+vdR35MiR2/5xNGjQICmk9O7dW3z44YeiqqpKCCHEqVOnRG5urigqKhLdu3cXBw8elI4rLCwUYWFh4sCBA9L769bnfu+998SMGTMa+Se3LpwTIhNXV1cMGzYMM2bMQEBAAEaMGIEpU6bA2dm5Tsd7eXmhRYsWRs/35yXntLQ0PPvss0bjw8PDkZaWVuNz/vW4oKAg6TUUCgUefPBBbN++HadOnUJ6ejoSExNhMBgAAHZ2doiJicGOHTvwt7/9DbGxsRg1ahQnvZqhhpx7gwcPxvfffw8hBE6cOIHJkycjISEBSUlJOH78OAYOHAilUolLly5h7969iIiIkI6trKxEQEAAgOpzbdmyZVixYoX0uFarxeXLl6X2qlWroNfr0bp1a6kvLS0NBoMBQ4YMMarLYDAgIyNDavv7+0v/38XFBXq9Xjp+6tSp0mMeHh7o0KFDrT83mZ+oqCh07doV48aNQ48ePaTz+MCBA0hOTjY696qqqmBvbw8A6N+/PxISEvDBBx8gLS0NSUlJUKvV0mfZrFmzsGLFCnz33XcYNmwYxo8fDx8fHyQkJMBgMCAsLEx6Xnd3dwQEBCAtLU06t/967lVWVjbHr8NiMYTIRKFQYM2aNTh79izi4uLw66+/4uuvv8bXX3+N4ODgWo//8w11KyEEAMDJyem2x6qqqqQ3WU3+fI4/KZXVp4jBYMDjjz+O4uJijB07FtHR0aisrMRzzz0njb3vvvvw6KOPorS0FL/++iuWLVtW6+tR82vIuRceHg6tVosLFy7g1KlTWLx4MXr37o1Tp07hyJEjGD16NABAr9dj3Lhxt80T+vN8qqqqwoIFCzBgwACjx11cXKT/P2zYMPTt2xcffvghxowZA09PT1RVVcHV1RWbN2++rTY/Pz8kJCQAABwdHY0eu/W8/us5zqBsmZydnbFp0yYcP34ce/fuxZYtW/DNN99g+PDhGDBgAN544407Hrdp0ya89957mDJlCkaPHo158+Zh2rRp0uNPPfUUYmJisHv3buzZswfTp0/HO++8g9DQ0Ds+318/W3k+mYYTU2Wi1WqxZMkS9OrVCy+88AK2bduGNm3a4ODBgw1+7oCAAOnD+E8JCQlSUr+bLl264Pfff5fa2dnZKC4uBgCkpqbixIkT+PLLL/H0009j2LBhyM3NBXDzQz0sLAx+fn74/PPPIYRA3759G/yzUONryLmnVCrRv39/bNy4Ed7e3vD29kZkZCSOHDmCEydOYPDgwQCqz8GMjAz4+/tL/4uLi8PPP/8sPX79+nWjxz/99FOcOXNGeq3o6Gg8/PDD8PPzkwJtQEAASkpKoFAopOMqKiqwdOlSo8mnd/PXc7y0tNToCgpZjtOnT2PNmjXo378/5s+fjx07dkCr1aJ169ZIT09H+/btpXPkzJkz2LBhAwDgm2++wbPPPosFCxZgwoQJ8PDwQH5+PoQQ0Gq1ePfdd+Ho6IgZM2Zgw4YNeOCBB7Bz50506NABSqXS6BwtLCxERkZGrZ+tdHcMITIpKSnBN998g08++QRZWVnYt28frly5gh49ejT4uR977DF89dVX+PHHH5Geno7ly5cjOTkZ999/f43HPfLII1i/fj127tyJixcv4rXXXoOdXfUp4ubmBjs7O2zbtg1XrlzBjh07pG/V3PrhP3bsWPzf//0fxowZc8erNSS/hp57gwYNwtatW9G7d28AQGRkJPbu3Yv27dtLt04eeughJCYmYuXKlbh8+TJ+/vlnrFixAm3btgUAzJgxA+vWrcOPP/6IzMxMLFu2DLGxsQgMDDR6LXt7e7z++uvYunUrTp8+jcDAQAwePBgvv/wyzp49i3PnzmH+/PnQaDRwc3OrtfZHHnkEsbGx+P7775GWloY33nhD+mYNWRaVSoWPP/4YmzZtQnZ2NrZt2waNRoNRo0ahoqICb7zxBtLS0rB//34sWrQIXl5eAKpvwR05ckS6pfzCCy+gsrISOp0OTk5OOHXqFN555x1cunQJv//+O06ePIkePXqgZcuWmDJlCt555x0cO3YMycnJmDt3Llq3bo1BgwbJ/NuwXLwdIxNvb2+sXr0ay5cvx6effgovLy+8+OKLiIqKavBzjx07Fnl5eVi1ahXUajWCg4Oxdu3a2z7g/2r8+PEoLCyUvvL41FNPITk5GQDQunVrLFy4EB9//DFWrFiBgIAAvP7665g3bx7Onz8v3X8dO3YsPv30U4wdO7bBPwc1jYaee4MHD8bbb7+NPn36AAB69OgBlUolXQUBgHbt2uHTTz/F8uXL8Z///Ad+fn549dVX8be//Q2A8Tmal5eHoKAg/Pvf/0anTp1ue71+/fph9OjRePvtt/HDDz9g6dKlePfdd/HYY49BqVRi8ODBeP311+tUe2RkJBYvXowPP/wQBQUFmDx5cp1uf5L5CQ4OxqJFi/DJJ5/g7bffRtu2bbFs2TJ069YNn3/+Od577z1MmDAB7u7uePjhhzFr1iwAwIIFC7BgwQKMHz8eXl5eiImJgbOzM5KSkgAAK1euxNtvv437778fSqUSY8aMwTPPPAMAmDdvHpYsWYI5c+ZAp9Nh4MCB+PLLL2+7/Ud1pxB/vUFK1ACHDh3CP//5T8TFxUGhUMhdDhERmTFeCaFGkZubi/j4eKxZswb3338/AwgREdWKIcTMnD17FtOnT7/r423btsW2bduasaK6KSkpwYIFCxAeHo4ZM2bIXQ7Vg6Wee0RkuXg7xszodDppGeA7USqVaNeuXTNWRLaC5x4RNTeGECIiIpIFv6JLREREsmAIISIiIlkwhBAREZEsGEKIiIhIFgwhREREJAuGECIiIpIFQwgRERHJgiGEiIiIZPH/9JYMCZ6IsAcAAAAASUVORK5CYII=",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "sns.pointplot(df3)\n",
+        "plt.show()\n"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -514,25 +1161,31 @@
     },
     {
       "cell_type": "code",
+      "execution_count": null,
       "metadata": {
         "id": "7GB4NtqL20I0"
       },
+      "outputs": [],
       "source": [
-        "# with barplot\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+        "# with barplot\n",
+        "df=df.loc[:,['cnt','is_holiday','month','day_of_week']]\n",
+        "sns.barplot(df)\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": null,
       "metadata": {
         "id": "9fxEGhPQ20I0"
       },
+      "outputs": [],
       "source": [
-        "# with pointplot\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+        "# with pointplot\n",
+        "df=df.loc[:,['cnt','is_holiday','month','day_of_week']]\n",
+        "sns.pointplot(df)\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -545,16 +1198,19 @@
     },
     {
       "cell_type": "code",
+      "execution_count": null,
       "metadata": {
-        "scrolled": false,
-        "id": "Uh2gF1kn20I1"
+        "id": "Uh2gF1kn20I1",
+        "scrolled": false
       },
+      "outputs": [],
       "source": [
         "#with lineplot\n",
+        "df=df.loc[:,['cnt','days_in_month']]\n",
+        "sns.pointplot(df)\n",
+        "plt.show()\n",
         "\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+      ]
     },
     {
       "cell_type": "markdown",
@@ -568,25 +1224,28 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 116,
       "metadata": {
         "id": "kWyoqrrF20I1"
       },
-      "source": [
-        "# with barplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "HnY7QtrQ20I1"
-      },
       "source": [
-        "# with barplot"
-      ],
-      "execution_count": null,
-      "outputs": []
+        "# with barplot\n",
+        "df4=df.loc[:,['is_holiday','season','cnt']]\n",
+        "sns.barplot(df4)\n",
+        "plt.show()\n"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -599,37 +1258,44 @@
     },
     {
       "cell_type": "code",
-      "metadata": {
-        "id": "u9i63ZQ59LW0"
-      },
-      "source": [
-        ""
-      ],
       "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
       "metadata": {
-        "id": "CYXHD4gp20I1"
+        "id": "u9i63ZQ59LW0"
       },
+      "outputs": [],
       "source": [
-        "# pie chart"
-      ],
-      "execution_count": null,
-      "outputs": []
+        "# pie chart\n",
+        "# print(df[df['is_weekend']==1.0]['cnt'])\n",
+        "df5=df[df['is_weekend']==1.0]['cnt']\n",
+        "plt.pie(df5)"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 120,
       "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",
+        "df6=df.loc[:,['day_of_week','is_weekend','cnt']]\n",
+        "sns.barplot(df6)\n",
+        "plt.show()\n",
+        "\n",
         "\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+      ]
     },
     {
       "cell_type": "markdown",
@@ -642,25 +1308,85 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 121,
       "metadata": {
         "id": "hPDyFzw320I2"
       },
-      "source": [
-        "# with countplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with countplot\n",
+        "df7=df.loc[:,['weather_code','season']]\n",
+        "sns.countplot(df7,x='season')\n",
+        "plt.show()\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 122,
       "metadata": {
         "id": "LRnODYJ_20I2"
       },
-      "source": [
-        "# with catplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 500x500 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with catplot\n",
+        "df8=df.loc[:,['weather_code','season']]\n",
+        "sns.catplot(data=df8, x=\"season\", y=\"weather_code\")\n",
+        "plt.show()"
+      ]
     }
-  ]
-}
\ No newline at end of file
+  ],
+  "metadata": {
+    "colab": {
+      "collapsed_sections": [],
+      "name": "Data Visualisation (Seaborn-Matplotlib).ipynb",
+      "provenance": [],
+      "toc_visible": true
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "language": "python",
+      "name": "python3"
+    },
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.10.9"
+    },
+    "vscode": {
+      "interpreter": {
+        "hash": "93abe0c30184fb20f96093f4135f34052a80558641e8231edb1496ac2c8e5b10"
+      }
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}