Bella_Ciao.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Bella Ciao.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyNSq+5MDAnr8chcg1kUv01n",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/DataMinati/Super-Notebooks-1K/blob/main/Bella_Ciao.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hp4eJXmJd3EQ",
        "outputId": "49be0ea1-c677-4a2f-c7c3-d7012950e217"
      },
      "source": [
        "!pip install pygal"
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: pygal in /usr/local/lib/python3.7/dist-packages (2.4.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gxRMBtondnPw"
      },
      "source": [
        "import numpy as np \n",
        "import pandas as pd \n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "plt.style.use('fivethirtyeight')\n",
        "plt.rcParams[\"figure.figsize\"] = (18, 7)"
      ],
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 356
        },
        "id": "cWoZAZAHdvvY",
        "outputId": "948fded7-7646-4c07-a76e-5450d46bdc2d"
      },
      "source": [
        "url = 'https://raw.githubusercontent.com/MainakRepositor/Datasets-/master/money%20heist%20-%20all%20seasons.csv'\n",
        "df = pd.read_csv(url,encoding='latin-1')\n",
        "df.head(10)"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Season</th>\n",
              "      <th>Episode</th>\n",
              "      <th>Name</th>\n",
              "      <th>On Air</th>\n",
              "      <th>Year</th>\n",
              "      <th>IMDB</th>\n",
              "      <th>Watch Time (minutes)</th>\n",
              "      <th>Summary</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>Efectuar lo acordado</td>\n",
              "      <td>02-May-17</td>\n",
              "      <td>2017</td>\n",
              "      <td>8.4</td>\n",
              "      <td>47</td>\n",
              "      <td>The Professor recruits a young female robber a...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>Imprudencias letales</td>\n",
              "      <td>09-May-17</td>\n",
              "      <td>2017</td>\n",
              "      <td>8.4</td>\n",
              "      <td>41</td>\n",
              "      <td>Hostage negotiator Raquel makes initial contac...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>Misfire</td>\n",
              "      <td>16-May-17</td>\n",
              "      <td>2017</td>\n",
              "      <td>8.2</td>\n",
              "      <td>50</td>\n",
              "      <td>Police grab an image of the face of one of the...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>Caballo de Troya</td>\n",
              "      <td>23-May-17</td>\n",
              "      <td>2017</td>\n",
              "      <td>8.3</td>\n",
              "      <td>51</td>\n",
              "      <td>Raquel is adversely affected by a personal cri...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>El día de la marmota</td>\n",
              "      <td>30-May-17</td>\n",
              "      <td>2017</td>\n",
              "      <td>8.4</td>\n",
              "      <td>42</td>\n",
              "      <td>A sudden development in the investigation and ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>La cálida Guerra Fría</td>\n",
              "      <td>06-Jun-17</td>\n",
              "      <td>2017</td>\n",
              "      <td>8.3</td>\n",
              "      <td>43</td>\n",
              "      <td>The problems inside and outside the National C...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>Refrigerada inestabilidad</td>\n",
              "      <td>13-Jun-18</td>\n",
              "      <td>2017</td>\n",
              "      <td>8.4</td>\n",
              "      <td>47</td>\n",
              "      <td>A new police plan will make Raquel enter the N...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>1</td>\n",
              "      <td>8</td>\n",
              "      <td>Tú lo has buscado</td>\n",
              "      <td>20-Jun-19</td>\n",
              "      <td>2017</td>\n",
              "      <td>8.2</td>\n",
              "      <td>43</td>\n",
              "      <td>Despite the setbacks and to keep more than 60 ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>El que la sigue la consigue</td>\n",
              "      <td>27-Jun-20</td>\n",
              "      <td>2017</td>\n",
              "      <td>8.7</td>\n",
              "      <td>42</td>\n",
              "      <td>The professor talks with Raquel's mother on st...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>Se acabaron las máscaras</td>\n",
              "      <td>16-Oct-17</td>\n",
              "      <td>2017</td>\n",
              "      <td>8.6</td>\n",
              "      <td>54</td>\n",
              "      <td>The police finds the house where The Professor...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Season   ...                                            Summary\n",
              "0        1  ...  The Professor recruits a young female robber a...\n",
              "1        1  ...  Hostage negotiator Raquel makes initial contac...\n",
              "2        1  ...  Police grab an image of the face of one of the...\n",
              "3        1  ...  Raquel is adversely affected by a personal cri...\n",
              "4        1  ...  A sudden development in the investigation and ...\n",
              "5        1  ...  The problems inside and outside the National C...\n",
              "6        1  ...  A new police plan will make Raquel enter the N...\n",
              "7        1  ...  Despite the setbacks and to keep more than 60 ...\n",
              "8        1  ...  The professor talks with Raquel's mother on st...\n",
              "9        2  ...  The police finds the house where The Professor...\n",
              "\n",
              "[10 rows x 8 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 500
        },
        "id": "_xwj2p8ad_P1",
        "outputId": "3d898731-39d3-4b8f-abae-daa66f1f687d"
      },
      "source": [
        "df.iloc[:,6:7].plot.hist()\n",
        "plt.title('Video Durations\\n',size=20)\n",
        "plt.show()"
      ],
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 500
        },
        "id": "lv5vxerHeaN-",
        "outputId": "ff4c3e6f-5bf5-4772-c30a-7733194dab2d"
      },
      "source": [
        "df[\"IMDB\"].plot.box()\n",
        "plt.title(\"IMDb Ratings for the series videos\\n\",size=20)\n",
        "plt.show()"
      ],
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Eh-AlMHzfTqe",
        "outputId": "17974bb4-c7a3-4951-95ef-ddae0b5d9b57"
      },
      "source": [
        "r,c = df.shape\n",
        "print(\"Number of videos = \",r)\n",
        "print(\"Number of attributes =\",c)"
      ],
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of videos =  36\n",
            "Number of attributes = 8\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kCY9FnGofWsj",
        "outputId": "03ed5bc0-83ac-4292-96f7-d0f6aa4b5baf"
      },
      "source": [
        "df.info()"
      ],
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 36 entries, 0 to 35\n",
            "Data columns (total 8 columns):\n",
            " #   Column                Non-Null Count  Dtype  \n",
            "---  ------                --------------  -----  \n",
            " 0   Season                36 non-null     int64  \n",
            " 1   Episode               36 non-null     int64  \n",
            " 2   Name                  36 non-null     object \n",
            " 3   On Air                36 non-null     object \n",
            " 4   Year                  36 non-null     int64  \n",
            " 5   IMDB                  36 non-null     float64\n",
            " 6   Watch Time (minutes)  36 non-null     int64  \n",
            " 7   Summary               36 non-null     object \n",
            "dtypes: float64(1), int64(4), object(3)\n",
            "memory usage: 2.4+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XIdWQfpnfjSS",
        "outputId": "03ac7a5f-8400-4c81-c82a-81f2ba4b963f"
      },
      "source": [
        "df.isnull().sum()"
      ],
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Season                  0\n",
              "Episode                 0\n",
              "Name                    0\n",
              "On Air                  0\n",
              "Year                    0\n",
              "IMDB                    0\n",
              "Watch Time (minutes)    0\n",
              "Summary                 0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 202
        },
        "id": "Ivst7QI2fgfz",
        "outputId": "3548b8f7-9db8-498f-ac5a-4490faf7262f"
      },
      "source": [
        "df.describe().T"
      ],
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>count</th>\n",
              "      <th>mean</th>\n",
              "      <th>std</th>\n",
              "      <th>min</th>\n",
              "      <th>25%</th>\n",
              "      <th>50%</th>\n",
              "      <th>75%</th>\n",
              "      <th>max</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Season</th>\n",
              "      <td>36.0</td>\n",
              "      <td>2.833333</td>\n",
              "      <td>1.404076</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.750</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.000</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Episode</th>\n",
              "      <td>36.0</td>\n",
              "      <td>4.250000</td>\n",
              "      <td>2.322253</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.000</td>\n",
              "      <td>4.0</td>\n",
              "      <td>6.000</td>\n",
              "      <td>9.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Year</th>\n",
              "      <td>36.0</td>\n",
              "      <td>2018.666667</td>\n",
              "      <td>1.549193</td>\n",
              "      <td>2017.0</td>\n",
              "      <td>2017.000</td>\n",
              "      <td>2019.0</td>\n",
              "      <td>2020.000</td>\n",
              "      <td>2021.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>IMDB</th>\n",
              "      <td>36.0</td>\n",
              "      <td>8.188889</td>\n",
              "      <td>0.588838</td>\n",
              "      <td>7.1</td>\n",
              "      <td>7.775</td>\n",
              "      <td>8.3</td>\n",
              "      <td>8.425</td>\n",
              "      <td>9.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Watch Time (minutes)</th>\n",
              "      <td>36.0</td>\n",
              "      <td>48.222222</td>\n",
              "      <td>5.361829</td>\n",
              "      <td>41.0</td>\n",
              "      <td>43.000</td>\n",
              "      <td>47.5</td>\n",
              "      <td>52.000</td>\n",
              "      <td>61.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                      count         mean       std  ...     50%       75%     max\n",
              "Season                 36.0     2.833333  1.404076  ...     3.0     4.000     5.0\n",
              "Episode                36.0     4.250000  2.322253  ...     4.0     6.000     9.0\n",
              "Year                   36.0  2018.666667  1.549193  ...  2019.0  2020.000  2021.0\n",
              "IMDB                   36.0     8.188889  0.588838  ...     8.3     8.425     9.5\n",
              "Watch Time (minutes)   36.0    48.222222  5.361829  ...    47.5    52.000    61.0\n",
              "\n",
              "[5 rows x 8 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 55
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GxKZmHQCfiaj",
        "outputId": "ae4a20ec-3eec-4c56-922a-912889057092"
      },
      "source": [
        "# Judgement parameters\n",
        "df.columns "
      ],
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Season ', 'Episode ', 'Name', 'On Air', 'Year', 'IMDB',\n",
              "       'Watch Time (minutes)', 'Summary'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 56
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XQbRPhpifrwm",
        "outputId": "8358fcab-8a6d-4dcb-9cbd-be09ec0c25ae"
      },
      "source": [
        "# Seasons of the series\n",
        "df['Season '].unique().tolist()"
      ],
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[1, 2, 3, 4, 5]"
            ]
          },
          "metadata": {},
          "execution_count": 57
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 478
        },
        "id": "MWeGKywofwS-",
        "outputId": "2c55501f-fc37-44e0-dabb-6ba81a0a175f"
      },
      "source": [
        "df1=df.groupby(\"Season \").count().iloc[:,0:1]\n",
        "df1.plot(kind=\"barh\",color=\"red\",title=(\"Season with highest number of episodes\"))\n",
        "plt.show()"
      ],
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 500
        },
        "id": "zSLONwq_f1-z",
        "outputId": "2ba11ead-e0a6-4440-998e-655f8cf50538"
      },
      "source": [
        "sns.countplot(x=\"Year\",data=df,palette=\"rainbow\",hue=\"Year\")\n",
        "plt.title(\"years in which highest number of episodes came\")\n",
        "plt.show()"
      ],
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 716
        },
        "id": "-xJcZKaxf7PC",
        "outputId": "71863ca9-40af-4a34-b464-71e52309edd8"
      },
      "source": [
        "sns.barplot(x=\"Name\",y=\"Watch Time (minutes)\",data=df.sort_values(\"Watch Time (minutes)\",ascending=False),hue=\"Year\",alpha=0.75);plt.xticks(rotation=90)\n",
        "plt.title(\"episodes with highest runtime\")\n",
        "plt.show()"
      ],
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 716
        },
        "id": "15HllcQRf-9r",
        "outputId": "3c51a5d3-4eb1-4961-8487-ec45184a0416"
      },
      "source": [
        "sns.categorical.barplot(x=\"Name\",y=\"IMDB\",data=df.sort_values(\"IMDB\",ascending=False),hue=\"Year\",alpha=0.75,palette=\"Accent\");plt.xticks(rotation=90)\n",
        "plt.title(\"episodes with highest IMDB Rating\")\n",
        "plt.show()"
      ],
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 500
        },
        "id": "lkMadr8kgLdK",
        "outputId": "17d6fcf0-6143-4cf7-e23f-e653624f47c5"
      },
      "source": [
        "sns.boxplot(x=\"Year\",y=\"Watch Time (minutes)\",data=df,palette='seismic',hue=\"Season \")\n",
        "plt.title(\"Watchtime boxplot over the years\")\n",
        "plt.show()"
      ],
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 500
        },
        "id": "WAhtfYqZgOVq",
        "outputId": "8b97ce6d-1ed9-4470-f866-6795185b2d8c"
      },
      "source": [
        "sns.boxenplot(x=\"Year\",y=\"IMDB\",data=df,palette='seismic_r',hue=\"Season \")\n",
        "plt.title(\"Rating boxplot over the years\")\n",
        "plt.show()"
      ],
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 233
        },
        "id": "CJpxZ93LgUKn",
        "outputId": "e57121d1-29df-4f7c-e267-a8950e6b1629"
      },
      "source": [
        "df[[\"Season \",\"IMDB\",\"Watch Time (minutes)\"]].groupby(\"Season \").mean()"
      ],
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>IMDB</th>\n",
              "      <th>Watch Time (minutes)</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Season</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>8.366667</td>\n",
              "      <td>45.111111</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>8.816667</td>\n",
              "      <td>46.500000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>8.450000</td>\n",
              "      <td>48.875000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>7.612500</td>\n",
              "      <td>50.250000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>7.620000</td>\n",
              "      <td>51.600000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "             IMDB  Watch Time (minutes)\n",
              "Season                                 \n",
              "1        8.366667             45.111111\n",
              "2        8.816667             46.500000\n",
              "3        8.450000             48.875000\n",
              "4        7.612500             50.250000\n",
              "5        7.620000             51.600000"
            ]
          },
          "metadata": {},
          "execution_count": 64
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FhbN2yptgWxo",
        "outputId": "3f40ef4e-dcfb-44e7-b068-a14b1a86f7a5"
      },
      "source": [
        "df[[\"Season \",\"Watch Time (minutes)\"]].groupby(\"Season \").sum()[\"Watch Time (minutes)\"].rename(\"Watch Time (minutes)'s sum'\")\n",
        "data=pd.DataFrame({\"Watch Time (minutes)'s sum\":df[[\"Season \",\"Watch Time (minutes)\"]].groupby(\"Season \").sum()[\"Watch Time (minutes)\"].rename(\"Watch Time (minutes)'s sum'\").values},index=[1,2,3,4,5])\n",
        "print(data)"
      ],
      "execution_count": 65,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "   Watch Time (minutes)'s sum\n",
            "1                         406\n",
            "2                         279\n",
            "3                         391\n",
            "4                         402\n",
            "5                         258\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 202
        },
        "id": "0p1dqWmcgYb_",
        "outputId": "bfd6743b-4ee4-41a3-efec-25f98f90f94f"
      },
      "source": [
        "df_1=df[[\"Year\",\"IMDB\",\"Watch Time (minutes)\"]]\n",
        "df1=df_1.groupby(\"Year\").mean()\n",
        "df1[\"MEAN of WatchTime\"]=df1[\"Watch Time (minutes)\"]\n",
        "df1=df1.drop(columns=\"Watch Time (minutes)\")\n",
        "df1"
      ],
      "execution_count": 66,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>IMDB</th>\n",
              "      <th>MEAN of WatchTime</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Year</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2017</th>\n",
              "      <td>8.546667</td>\n",
              "      <td>45.666667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019</th>\n",
              "      <td>8.450000</td>\n",
              "      <td>48.875000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020</th>\n",
              "      <td>7.612500</td>\n",
              "      <td>50.250000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021</th>\n",
              "      <td>7.620000</td>\n",
              "      <td>51.600000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          IMDB  MEAN of WatchTime\n",
              "Year                             \n",
              "2017  8.546667          45.666667\n",
              "2019  8.450000          48.875000\n",
              "2020  7.612500          50.250000\n",
              "2021  7.620000          51.600000"
            ]
          },
          "metadata": {},
          "execution_count": 66
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 119
        },
        "id": "OQsBVa6KgagW",
        "outputId": "dd38f476-0f76-4335-87d6-ebdb553cc6e0"
      },
      "source": [
        "df2=df_1.drop(columns=[\"IMDB\"])\n",
        "df2=df2.groupby(\"Year\").sum()\n",
        "df2=pd.DataFrame({\"Sum of WatchTime\":list(df2[\"Watch Time (minutes)\"].rename(\"sum of WatchTime\").values)},index=[2017,2019,2020,2021])\n",
        "df_3=pd.concat([df1,df2],axis=1)\n",
        "df_3.style.highlight_max(color=\"orange\")"
      ],
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<style  type=\"text/css\" >\n",
              "#T_8e09b684_1a1b_11ec_b61f_0242ac1c0002row0_col0,#T_8e09b684_1a1b_11ec_b61f_0242ac1c0002row0_col2,#T_8e09b684_1a1b_11ec_b61f_0242ac1c0002row3_col1{\n",
              "            background-color:  orange;\n",
              "        }</style><table id=\"T_8e09b684_1a1b_11ec_b61f_0242ac1c0002\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >IMDB</th>        <th class=\"col_heading level0 col1\" >MEAN of WatchTime</th>        <th class=\"col_heading level0 col2\" >Sum of WatchTime</th>    </tr></thead><tbody>\n",
              "                <tr>\n",
              "                        <th id=\"T_8e09b684_1a1b_11ec_b61f_0242ac1c0002level0_row0\" class=\"row_heading level0 row0\" >2017</th>\n",
              "                        <td id=\"T_8e09b684_1a1b_11ec_b61f_0242ac1c0002row0_col0\" class=\"data row0 col0\" >8.546667</td>\n",
              "                        <td id=\"T_8e09b684_1a1b_11ec_b61f_0242ac1c0002row0_col1\" class=\"data row0 col1\" >45.666667</td>\n",
              "                        <td id=\"T_8e09b684_1a1b_11ec_b61f_0242ac1c0002row0_col2\" class=\"data row0 col2\" >685</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_8e09b684_1a1b_11ec_b61f_0242ac1c0002level0_row1\" class=\"row_heading level0 row1\" >2019</th>\n",
              "                        <td id=\"T_8e09b684_1a1b_11ec_b61f_0242ac1c0002row1_col0\" class=\"data row1 col0\" >8.450000</td>\n",
              "                        <td id=\"T_8e09b684_1a1b_11ec_b61f_0242ac1c0002row1_col1\" class=\"data row1 col1\" >48.875000</td>\n",
              "                        <td id=\"T_8e09b684_1a1b_11ec_b61f_0242ac1c0002row1_col2\" class=\"data row1 col2\" >391</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_8e09b684_1a1b_11ec_b61f_0242ac1c0002level0_row2\" class=\"row_heading level0 row2\" >2020</th>\n",
              "                        <td id=\"T_8e09b684_1a1b_11ec_b61f_0242ac1c0002row2_col0\" class=\"data row2 col0\" >7.612500</td>\n",
              "                        <td id=\"T_8e09b684_1a1b_11ec_b61f_0242ac1c0002row2_col1\" class=\"data row2 col1\" >50.250000</td>\n",
              "                        <td id=\"T_8e09b684_1a1b_11ec_b61f_0242ac1c0002row2_col2\" class=\"data row2 col2\" >402</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_8e09b684_1a1b_11ec_b61f_0242ac1c0002level0_row3\" class=\"row_heading level0 row3\" >2021</th>\n",
              "                        <td id=\"T_8e09b684_1a1b_11ec_b61f_0242ac1c0002row3_col0\" class=\"data row3 col0\" >7.620000</td>\n",
              "                        <td id=\"T_8e09b684_1a1b_11ec_b61f_0242ac1c0002row3_col1\" class=\"data row3 col1\" >51.600000</td>\n",
              "                        <td id=\"T_8e09b684_1a1b_11ec_b61f_0242ac1c0002row3_col2\" class=\"data row3 col2\" >258</td>\n",
              "            </tr>\n",
              "    </tbody></table>"
            ],
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f8099ab2250>"
            ]
          },
          "metadata": {},
          "execution_count": 67
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 478
        },
        "id": "wJKOIA1Qgeis",
        "outputId": "01fc4dde-e94c-4ef8-9af4-4f9ff21a54fc"
      },
      "source": [
        "sns.heatmap(df[[\"Year\",\"Watch Time (minutes)\",\"IMDB\"]].corr(),annot=True,vmax=1,vmin=-1)\n",
        "plt.title(\"correlation between time,year,rating\")\n",
        "plt.show()"
      ],
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAABCEAAAHNCAYAAAAgzGGgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeXxN1/7/8XdGMwmSEMTU1HA11SJBK4hrLDG0SnUwtBXj1Wq1dEAHY0pbaipSQw1VtOYaKpWIWUuIGqNIDQkxE0mc8/vDN+fnNINd5yQRXs/HYz+us/ba+3z2zjm53Z+sz1oOly5dMgsAAAAAACCbOeZ2AAAAAAAA4NFAEgIAAAAAAOQIkhAAAAAAACBHkIQAAAAAAAA5giQEAAAAAADIESQhAAAAAABAjiAJAQDZYN68eXJzc9O8efOy9X169+4tNzc3nThxIlvf598YNWpUjlw7/p0H8bOC7HPixAm5ubmpd+/euR0KAABWSEIAwAMs7cExMjIyt0N5oERGRvKA9Q98Vh4taUmG5557LrdDAQDgXyEJAQB52LBhw7Rjxw55e3vndih4wPFZebR4e3trx44dGjZsWG6HAgCAFefcDgAAcP9KlSqlUqVK5XYYyAP4rDxaXFxc9Pjjj+d2GAAApMNICAAPlN9//109evRQtWrV5OHhoccff1xt2rTR/Pnz0/Vdvny5WrduLR8fH3l5ecnf318jRozQtWvX0vV97rnn5Obmpr/++ktTpkxRvXr15OXlpS5duhjaL0nnzp3T4MGD9fTTT8vLy0vly5dX+/bttWnTJsPXFxERoQEDBiggIEDlypVTqVKlVLduXY0cOVI3b9606vvEE09owYIFkqQ2bdrIzc3NsqXJqs7/fu7PiRMn9N1336l+/fry8vKSr6+vBgwYoMuXLxu+xrutWbNGTZs2lbe3typUqKBu3brp+PHjGfZNSkrSxIkT1bBhQ5UpU0be3t5q1KiRwsLCZDabLf1GjRqlNm3aSJIWLFhgdV/mzZunI0eOyM3NTd27d7c6f0JCgtzd3eXm5qY1a9ZY7fvmm2/k5uamH3/80ar98uXLGjFihOrVq6fSpUurbNmyatGihX7++edMrzkiIkKdO3dW5cqV5eHhoRo1auidd97RuXPn0vW1132/38/K3UP64+Pj1bdvX/n6+srb21vNmjXTli1bJEnXr1/Xxx9/rBo1asjT01MBAQFZ3oNly5apbdu2qlChgjw9PfX0009r+PDhunLliqHr+e677+Tm5qbRo0dnuP/SpUsqXbq0atSoIZPJZGk3mUyaM2eOmjdvbvnc16tXT+PHj1dycnK686xcuVI9e/ZUrVq15O3tLW9vbwUGBmry5Mm6fft2uv53l7wsXLhQjRs3lre3t5599tl7XtO9fsdcvnxZEyZMUJs2bVS9enV5eHiocuXK6tSpk7Zv3251rnnz5unJJ5+UJEVFRVn9vEeNGiUp8zkh7r6GZcuWKSgoSKVLl1aFChXUo0cPnT59OsP4f//9d7Vv315ly5ZVuXLl1LZtW+3YscMyBwxlQAAAoxgJAeCBMWfOHL399ttydHRUixYt5OvrqwsXLmjv3r2aMmWKVUJgxIgRCg0Nlbu7uzp06KBixYopPDxcoaGhWrNmjdasWaMiRYqke4/3339f27ZtU/PmzdWsWTMVLlzY0P6YmBi1b99eCQkJCgoKUqtWrZSYmKhVq1apXbt2mjBhgl599dV7XuPXX3+tw4cPKyAgQM2aNVNSUpK2b9+usWPHKjIyUitWrJCz851fzb1799b8+fO1f/9+vfTSS/Lx8TF8L+/3/gwbNkwbN25UixYt1LhxY0VGRmr27NmKjY3VihUrDL+/JK1YsUIbNmxQmzZt1KBBA0VHR+vnn39WZGSk1q1bp8qVK1v6Xr16Ve3atdPu3bvl5+dn+Vn/+uuvGjhwoHbu3KkpU6ZIkp599lmdPHlSCxYsUI0aNaxq4p944gnLQ3RERITMZrMcHBwkSZs2bbIkM3777Te1bNnSclxERIQkKTAw0NJ2+vRptWnTRseOHVO9evXUrVs33bhxQ+vWrVO3bt30/vvva8iQIVbX/NVXX2n48OFyd3dXs2bN5OXlpZiYGM2cOVNr1qzR+vXrVaZMGbvfd1s+K9KdB+DmzZvL3d1dHTt21OnTp7Vs2TI9//zzWr9+vQYMGKBr166pVatWunr1qpYsWaLu3burTJkyqlOnjtW53nnnHc2cOVNlypRR69at5ebmpl27dumrr77SunXrtHbt2gw/e3fr2LGjhg0bprlz52rQoEFycnKy2r9gwQLdvHlTXbt2laPjnb+npKam6pVXXtEvv/yixx57TM8//7zy5cunqKgoffrpp9q0aZOWLFli+X5J0ieffCJHR0dLEuLKlSuKiIjQBx98oN9//10zZszIML5vvvlGmzZtUsuWLdWwYcMMExyZyex3zOHDh/XZZ5+pfv36atasmdzc3BQXF6c1a9Zow4YNWrBggZo1aybpzue8V69emjp1qsqVK2f1u9FIQkSS5TPZsmVLPfPMM9q1a5eWLl2q/fv3KzIyUvny5bP0jYqKUocOHZSamqo2bdqoUqVKiomJUZs2bay+MwAAGEESAsAD4eDBgxo4cKAKFSqkNWvW6D//+Y/V/ri4OMu/d+7cqdDQUHl7e+vXX39V6dKlJUnDhw9X7969tXDhQn366acKDQ1N9z7R0dGKiIhQ+fLlM4wjo/23b99W165ddfnyZa1YscLqP/LPnj2rJk2a6L333lOLFi3k4eGR5XWOGzdO5cuXtzwYp/n888/1xRdfWB78JKlPnz7at2+f9u/fry5duqhBgwZZntse92fXrl2KiopSuXLlJMny0BEZGandu3erVq1ahmKQpF9++UU//PCDmjdvbmmbOHGiPv74Yw0aNEhLly61tH/wwQfavXu3hg8frrfeesvSfuvWLb366qtasGCBgoOD1bJlS8t9WLBggZ544ol0iQDpTjJh4cKF2rdvn/z8/CTdSUIULlxY1atXtyQdJCklJUVbtmxRtWrV5OXlZWnv3bu3YmNjNWPGDL3wwguW9itXrqh169YaO3asWrdurSeeeELSnQe1Tz75RHXq1NGPP/5oNQph4cKF6tWrlwYPHqy5c+emi9fW+36/n5U0+/fvV8+ePTVmzBjLZ3PcuHH67LPP1Lp1azVo0EAzZ86Uq6urJCkoKEhvvvmmvvrqK6tVUH744QfNnDlTrVu31vTp01WgQAHLvtDQUI0YMUKjR4/WiBEjsoyncOHC6tSpk6ZPn661a9eqVatWVvtnzZolZ2dnq8Tfl19+qV9++UVvvvmmRo8ebUlcmEwmvf3225o9e7ZmzpypkJAQyzGLFi1SxYoVrc5tMpnUp08fLVy4UCEhIemSLJIsibS0z9a/kdnvoMcff1wHDx5UiRIlrNr//vtvNWnSRB9++KElCeHn56dixYpp6tSp8vHxyfA7cC+//vqrNm7caPW79o033tDixYu1evVqtW/fXtKd+9G/f3/dunVLCxYssErehYWFaeDAgf/6vQEAjzbKMQA8EGbOnKnU1FS9++676RIQklS2bFnLv9Me4gYOHGh5wJYkBwcHffrppypQoIDmz5+vlJSUdOf53//+l2kCIrP969at09GjR/X666+n+ytjqVKl1L9/f928eVPLli2753VWqFAhXQJCkvr27StJ2rhx4z3PcS+23J/33nvP8iAsSc7Oznr55ZclSbt37/5XcQQGBlolIKQ7D/Zly5bVxo0bLcO+L168qAULFsjPz88qASFJ+fLl09ChQyXdecA1qmHDhpJkVSqzadMm1a9fX02aNNGff/5pKY/YvXu3rl27ZvUX3ZiYGG3atEnPPfecVQJCkooWLarBgwfLbDZblW9MnTpVZrNZX375pVUCQpI6d+4sPz8/rV69WlevXk0Xrz3v+/0oVKiQhg4davXZ7NSpk6Q7pQ+ff/65JQEhSR06dJCLi4v27dtndZ7JkyfLyclJEydOtEpASHc+jyVKlNCiRYsMxfT6669LupNwuFtUVJQOHTqkVq1aWea4MJlMmjp1qjw8PDRq1CirkROOjo765JNP5ODgkO4z9M8ERFr/Xr16Scr8+9i1a9f7SkBImf8OKlasWLoEhCSVKVNGwcHBOnLkiE6dOnVf75mRkJCQdL9rX3vtNUnWn7nt27crNjZW9erVs0pASFK3bt302GOP2S0mAMCjgZEQAB4Iu3btkiT997//vWffvXv3SlKGw4A9PT1VvXp17d69W0ePHlW1atWs9t/rL8oZ7U+rx46Li7PUW98tNjZWknTo0KF7xn79+nVNnTpVK1eu1LFjx3T16lWr+Q7OnDlzz3Pciy33p2bNmumOSUsAXbp06V/F8cwzz6Rrc3Z2VkBAgOLi4hQdHS1vb2/t3r1bqampcnR0zPD+pqamSrozXN2otCTEb7/9pv79++uvv/7SyZMn1bNnT9WuXVujRo3Sb7/9pk6dOlkSFWnHSP//Z3716tUMY7pw4YIk65/59u3b5ezsrBUrVmRYQpGcnKzbt2/r2LFj6e6zPe/7/ahUqVK60qS0B/xixYqle2h2cnKSh4eH1fwBN27cUHR0tNzd3TV16tQM38fV1VVnzpxRYmKiihcvnmVMVatW1TPPPKMNGzbo1KlTliRNWlKiR48elr5Hjx7VhQsXVLFixQxH+EhSgQIF0n2GEhMTNWHCBK1bt04nTpzQ9evXrfZn9n38NyOC/s2x27Zt09SpU7Vz504lJCSkK/M4c+aMVbLKFkY/c9HR0ZKkevXqpevv6Ogof39/HT161C4xAQAeDSQhADwQ0ibgM7J8YNrkdp6enhnuTxtSn9Gkfpkdk9X+xMRESXcmely+fHmmx/7zAeafUlJSFBwcrN27d6t69epq3769SpYsaalRHzNmjG7dupXlOYyw5f4UK1YsXVvaX5UzmqgvK5m9f1rJSlqcafd3z5492rNnT6bny2hCzcx4e3vL19dXW7duVXJysiXR0KhRI1WtWlVFihTRpk2bLEkIJycnq6RJWkybNm3KcuLRu3/miYmJSk1N1ZgxY7KMLaPrsOd9vx9FixZN15b2ucxon3QnvrQEkXTnwdVsNisxMdHQPbhXEkK6Ux4QFRWl2bNn66OPPtKFCxe0fPlyVa5c2SpplPbzOn78+D3f++54GzdurBMnTqhWrVrq3Lmz3N3d5eTkpMuXL2vq1KmZfh/v9XskK5kdu2LFCnXt2lX58+dXo0aNVLFiRRUsWFCOjo7avHmzoqKi7PL7IY3Rz1za9zSzUjNb7gUA4NFEEgLAAyHtP4hPnz6dbij7P6U9FMXHx2fYN22YfUYPTxmVQtxrf9p55syZo+Dg4CyPz8rq1au1e/dudenSRZMnT7bad/bsWcMPT/diy/2xp/j4+AzbExISrN4/7X979uypsWPH2u39GzZsqBkzZmjHjh367bff5OHhof/85z9ycHBQ/fr1FRERoevXr2vXrl166qmnrB7K0mL6/PPP1a9fP0PvV7RoUaWkpNh1yHxeknbPqlevbllVw1atW7dWqVKl9P3332vw4MGaP3++bt26pW7dull9V9Peu0WLFlq4cKGhc8+dO1cnTpzIcILRHTt2ZDqaQ7r375GsZHbsyJEj5erqqvDwcFWpUsVq31tvvaWoqKj7fk9bpE0imva9/afMvucAAGSGOSEAPBBq164tSdqwYcM9+6YtTZfRknAJCQn6888/VahQIfn6+toltrSJ6bZu3WrTedLKNtKWl7xbZg8Yd0+uZ1RO35/MZHRNqampllKHtJr62rVry9HR8V/dXyOjBNLKUX777TdFRkYqMDDQ8gDYsGFDxcXFac6cOUpOTrb6q7ok+fv7S/p3P/M6dero6tWr6eZJyCn381mxp7RJP48cOWIpV7GVi4uLXn31VZ09e1arVq3SrFmzlC9fPst8GWkef/xxFStWTL///rvhlSrSvo8ZJRZz44E/NjZWVapUSZeAMJlM2rZtW7r+OfXzTvueZvRdMJlM2rFjR7a+PwDg4UMSAsAD4fXXX5ezs7O++OILHThwIN3+v//+2/LvV155RZI0fvx4y1/1JclsNmvYsGG6ceOGXnrpJbm4uNgltlatWqlSpUr67rvvtHr16gz77N271zIkPDNpyyZu3rzZqv2vv/7SsGHDMjwmbcj6v/nrek7fn8xERERo7dq1Vm1TpkxRXFycGjdubCm9KVmypDp16qR9+/Zp1KhRVkP80/z9999W9fxp9+XuVVP+KTAwUI6Ojpo9e7bOnz9vlWhI+/f48eMtfe9Ws2ZNPfPMM1q9erVmz55tNW9HmqNHj1r9XNImF33rrbesPq9pkpKSbE5kZeV+Piv21rdvX6WkpKhPnz66ePFiuv1Xr161zP+SZt68eXJzc7NaavVu3bt3l5OTk4YMGaJjx46pbdu26Uo5nJ2d1atXL8XHx+vdd9/VjRs30p3nwoULlvkNpMy/j3v37tWXX35p7IIz8Nxzz8nNzc1q1RAjfHx8FBsbazUPhdls1qhRo3Tw4MF0/d3c3OTg4JDld8Ae6tatq4oVK2rr1q1as2aN1b5Zs2YxHwQA4F+jHAPAA6Fq1aoaN26c3n77bTVq1EgtWrSQr6+vLl68qOjoaN26dcvyl31/f38NHDhQ48ePV7169dSuXTsVLVpU4eHh2rt3r6pXr25ZUcEeXFxc9P3336tDhw7q0qWLateurSeffFKFChXS33//rejoaB05ckQRERFZ1rm3aNFClSpV0qRJk3TgwAH5+fkpLi5Oa9euVbNmzTJ8mGjcuLEmTJigTz/9VH/++aelvGLQoEGZvk9O35/MNG/eXC+//LKCg4NVoUIFRUdHa8OGDSpevLi++OILq75jx45VbGysxowZox9++EH169eXl5eXzp07p6NHj2rnzp0aMWKEHn/8cUmSr6+vypYtq61bt+rNN99U5cqV5eTkpJYtW6pGjRqS7jyk+fn5WeaZuDsJ8Z///Eeenp6Kj49X/vz5FRAQkC7+GTNmqG3bthowYICmTZumOnXqyN3dXadPn9bBgwcVHR2t77//3jJRYGBgoD777DMNGzZMtWrVUtOmTVWhQgUlJSXp1KlT2rJli3x8fNI99NrL/XxW7O3ll1/W3r179e2336pmzZpq0qSJfHx8dPnyZZ08eVJbtmxR48aNNX/+fMsxaX/Jzywp5u3trZYtW2rlypWS7iQlMjJo0CAdOHBAc+bM0bp16xQYGKgyZcro/PnzOn78uLZt26Y33njD8pf9zp07a8KECRoyZIgiIyNVuXJlHTt2TGvXrlWbNm2slpD9N+51PZnp06eP3n77bQUGBio4OFjOzs7avn27Dh06pBYtWuiXX36x6l+4cGH5+/tr+/bt6tSpk5588km5uLiofv36GU4Ke78cHR01YcIEvfDCC3rllVcUHBysSpUqKSYmRuHh4WratKnWr18vR0f+rgUAMIYkBIAHRteuXVW9enVNnDhR27Zt05o1a1S8eHFVqVJFb7zxhlXfoUOHys/PT99++61+/PFH3bp1S+XLl9e7776rAQMGWOqY7aV69eqKiorSlClTtHr1ai1YsEBms1leXl6qWrWq+vfvf8/yhkKFCmn58uX65JNPtHnzZm3dulUVKlTQoEGD1Ldv3wwfeho3bqzRo0dr1qxZmjFjhmViuns9WOb0/clIcHCwunbtqvHjx+uXX36Ri4uL2rZtq2HDhqlSpUpWfYsUKaKVK1dq7ty5+vHHH7Vy5UolJSXJw8ND5cuX17Bhw9S+fXtLfycnJ33//fcaPny41q5da1llxNvb25KEkO4kHvbs2aMKFSqkW+EhMDBQixcvlr+/v/Lnz58u/tKlSys8PFzTp0/XsmXLtGTJEqWkpMjT01OPPfaYxowZk27J1v79+6tu3bqaOnWqtm7dql9++UWFCxdW6dKl9eKLL1pdg73d72fF3saOHatmzZpp5syZ2rx5sy5evKhixYrJ29tbb7zxRrolT2NiYiTdSQpk5tVXX9XKlStVvXr1DFdpkO6MhpgzZ46WLFmiefPmaf369ZYJMMuVK6eBAwdalh2V7vx816xZo+HDh2vbtm3auHGjfH19NW7cODVs2PC+khAmk8mSAPrn8rT30r17d7m6umrKlClasGCB8ufPr3r16mnSpElavnx5uiSEJE2bNk0ffvihtm7dqvXr18tkMun999+3axJCkho0aKBVq1bp888/1/r16yXdWeVjxYoVlmVqc+J3CgDg4eBw6dKl9GNMAQAAcsCzzz6rW7duadu2bZZ5Dv5p/Pjx+vTTTzV27Fj17NkzhyM0Ljo6WoGBgfroo4/07rvv5nY4OaJ58+batWuXTp48qUKFCuV2OACAPICREAAAIFdcvHhRMTExmj59eqYJiOvXr2v69OkqWrSoXnrppRyO8N/ZvHmzihcvrpCQkNwOxa5u3rypW7dupVttZ968edq+fbuaNm1KAgIAYBgjIQAAwANn7dq12rt3r9atW6ddu3Y9UqMLHjSxsbGqX7++GjVqpEqVKik1NVX79u3T1q1bVaxYMa1bty7dqh4AgOwTFRWliRMnau/evTpz5owmTZqUbuWof4qJidGgQYP0+++/y93dXd26ddN7771ntXT0smXLNHLkSB0/flwVK1bURx99lOGqbrZiFiEAAPDA+fnnnzVy5EidOHFC/fv311tvvZXbIT2ySpQooRdffFFHjhzRnDlz9N133+nUqVN6+eWX9dtvv5GAAIAcdv36dVWvXl2jR49WgQIF7tn/ypUrat++vTw9PbVx40aNHj1aEydO1DfffGPps2PHDvXo0UMdO3ZUZGSkOnbsqG7duqVb1coeGAkBAAAAAEAeVKZMGY0dOzbLkRAzZ87U8OHDdfjwYUvSIjQ0VGFhYTpw4IAcHBzUvXt3Xbx4UT///LPluLZt26pkyZKaOXOmXWNmJAQAAAAAAA+pHTt2qF69elajJpo0aaIzZ87oxIkTkqSdO3cqKCjI6rgmTZpo+/btdo8nRyamLJhyISfeBgBsdmtczi5nCAC2aDP3Sm6HAACG/RyzOLdDyFbZ8dx7w6WEzeeIj4+Xt7e3VZuHh4dlX4UKFXTu3DlL29194uPjbX7/f2IkBAAAAAAAyBEs0QkAAAAAgK1Mt3M7ggx5enoqISHBqi3ttaenpyTJy8srwz5p++2JkRAAAAAAADyk/P39tXXrViUlJVnawsPDVbp0aZUvX16SVKdOHYWHh1sdFx4eroCAALvHQxICAAAAAABbmU323zJw7do1RUdHKzo6WiaTSXFxcYqOjtapU6ckSZ988omCg4Mt/V944QUVKFBAffr00YEDB7R8+XJ99dVX6tOnjxwcHCRJvXr1UkREhL788ksdPnxY48ePV2RkpHr37m3320QSAgAAAAAAW5lM9t8y8McffygwMFCBgYG6efOmRo0apcDAQI0cOVKSdPbsWR0/ftzSv1ixYvrpp5905swZNW7cWIMGDVLfvn3Vr18/S5+AgACFhYVp/vz5euaZZ7Rw4UKFhYWpdu3adr9NDpcuXTLb/az/wOoYAPIKVscAkJewOgaAvOShXx3jxmm7n/NGQe97d8pjmJgSAAAAAAAbmTMpn4A1yjEAAAAAAECOYCQEAAAAAAC2ymQOB1gjCQEAAAAAgK0oxzCEcgwAAAAAAJAjGAkBAAAAAICtTLdzO4I8gSQEAAAAAAC2ohzDEMoxAAAAAABAjmAkBAAAAAAAtmJ1DEMYCQEAAAAAAHIEIyEAAAAAALCRmTkhDCEJAQAAAACArSjHMIRyDAAAAAAAkCMYCQEAAAAAgK0oxzCEJAQAAAAAALYy3c7tCPIEyjEAAAAAAECOYCQEAAAAAAC2ohzDEJIQAAAAAADYitUxDKEcAwAAAAAA5AhGQgAAAAAAYCvKMQxhJAQAAAAAAMgRjIQAAAAAAMBWzAlhCEkIAAAAAABsZDbfzu0Q8gTKMQAAAAAAQI5gJAQAAAAAALZiYkpDSEIAAAAAAGAr5oQwhHIMAAAAAACQIxgJAQAAAACArSjHMISREAAAAAAAIEcwEgIAAAAAAFuZWKLTCJIQAAAAAADYinIMQyjHAAAAAAAAOYKREAAAAAAA2IolOg0hCQEAAAAAgK0oxzCEcgwAAAAAAJAjGAkBAAAAAICtKMcwhJEQAAAAAAAgRzASAgAAAAAAWzESwhCSEAAAAAAA2Mhsvp3bIeQJlGMAAAAAAIAcQRICAAAAAABbmUz23zIxY8YM+fn5ycvLSw0bNtSWLVsy7du7d2+5ubml27y9vS19IiMjM+xz+PBhu94iiXIMAAAAAABsZ86ZOSGWLl2qwYMHa9y4capbt65mzJihjh07atu2bSpXrly6/qNHj9bw4cOt2po3b6769eun67tt2za5u7tbXpcsWdLu8TMSAgAAAACAPGLSpEnq0qWLunbtqipVqig0NFReXl4KCwvLsH+xYsXk5eVl2Y4fP66//vpLXbt2TdfXw8PDqq+Tk5Pd4ycJAQAAAACArXKgHCM5OVl79uxRUFCQVXtQUJC2b99uKMzZs2erWrVqCggISLevUaNGqlKlioKDgxUREXF/9+EeSEIAAAAAAJAHXLhwQbdv35aHh4dVu4eHh+Lj4+95/OXLl/Xzzz/rtddes2ovVaqUxo8fr7lz52ru3Lny9fVV27Zts5xr4n4xJwQAAAAAALbKoTkhbLFo0SKZTCZ17tzZqt3X11e+vr6W1/7+/jp58qQmTJiQ4dwRtmAkBAAAAAAAtsqBcowSJUrIyclJCQkJVu0JCQny9PS8Z4izZ89WcHCw1eSTmalVq5ZiY2ONX79BJCEAAAAAAMgDXF1dVbNmTYWHh1u1h4eHZzjHw912796t/fv3pyvFyMy+ffvk5eV137Fm5p7lGCkpKerZs6eGDh2qihUr2j0AAAAAAADyvBwqx+jbt69CQkJUq1YtBQQEKCwsTGfPnlX37t0lSSEhIZKkadOmWR03a9YsVa5cWQ0aNEh3zsmTJ8vHx0fVqlVTcnKyFi1apFWrVmnOnDl2j/+eSQgXFxdt3LhRw4YNs/ubA+okpFEAACAASURBVAAAAADwUMigfCI7dOjQQYmJiQoNDdW5c+dUrVo1LVq0SD4+PpKkuLi4dMdcvXpVS5cu1XvvvZfhOVNSUjR06FCdPn1a+fPnt5yzWbNmdo/f4dKlS+Z7derXr5+qVKmi/v3739ebFEy5cF/HAUBOuzVuUG6HAACGtZl7JbdDAADDfo5ZnNshZCvXLbPtfs7k+l3tfs7cZmh1jLJlyyo0NFRbtmzRU089pYIFC1rt79evX7YEBwAAAABAnpBDIyHyOkNJiPnz58vNzU0xMTGKiYmx2ufg4EASAgAAAAAA3JOhJER0dHR2xwEAAAAAQN6VQxNT5nWGkhAAAAAAACALlGMYYjgJcfToUS1btkxxcXFKTk622jdp0iS7BwZkZNeefZo1f4kOHDqq+PMX9PkHA9Xuuaa5HRaAR4xz3eZybdBWDkXcZYo/pVsrv5Pprz/veZxj+aoq8OanMiX8rZtfv53xuZ98Vvk7v63Ug7uUNHuUvUMH8IjqOvBVte7ynIq4FdaffxzU1x9O1F+HT2R5TMHCBfX6e90U2CpQRd2LKOFMgmaMDtNvKyMsfYp7FlfPIa8rIMhfBQsV1OmTZ/TVBxO0dxsjqQFkzFASYu3atXrttdfk5+enPXv26Omnn9bx48d169Yt1atXL7tjBCxu3LipxypVUHDLJvrgs3G5HQ6AR5DzE/WVr3UP3Vo2Xbf/+lMudVuoQLcPdePLt2S+fD7zA/MXUv4X/6fbx/bJoWjxDLs4uHvJteVrun38QDZFD+BR1LlPJ73Y8wWNGRiqk8fi1PWtVxQ6f4xea9hdN6/fzPAYJ2cnfbFgtK5cuqpPen+mhDPn5VG6pFKSUyx9ChUtpIk/faX9O/drSNePdOnCZXn7lNbF85dy6tKABwvlGIYYSkKMHDlS77//vgYOHKiyZctq2rRpKlWqlEJCQlSnTp3sjhGwCKzvr8D6/pKkD0eMz+VoADyKXBq0UerucKXu3CBJSl4xU86PPyWXus2VvHZepsflf76PUn4Pl4Mc5FQjgwS+o5Pyv/SWktfNl1OlGnIoVCS7LgHAI+aF19tr/qQfFLF6syRp1Ntj9dOeH/XfdkFaMW9Vhse07NRcxYq76X8dBio1JVWSdC7unFWfl3p3UmJ8oka9NdbSdvbU2Wy6CiAPoBzDEEcjnY4ePaoOHTpIkpydnXXjxg3lz59f7733nqZOnZqtAQIA8MBwcpajd2WlHtlr1Zx6ZI+cfKpkephz3eZyKOymlI1LMu3j2qyLTBcTlPr7b/aKFgBU2qeUSniV0K6IXZa25KRkRW/fp//Urp7pcc80f0b7d8Xof5/11ZLff9B3G2eo68BX5eTsdFef+vrzjz81dPKHWrpnkaavnap23dpm6/UAyPsMJSEKFy6spKQkSVKpUqUUGxsrSUpNTdWlSwy3AgA8GhwKFpGDk5PM1y5btZuvXZZDEbcMj3H08pFr0ItKWvR1psM0nXyflLNffd36icQ+APsq7nGn/OtiwkWr9osJFy37MuLtU0qNnguUs7OzhnT9SN99MUvBr7TWm4Nfv6tPabV9LVinT57Rey8P0ZKZP6nnkNdJRODRZTbZf3sIGSrHqFWrlrZt26aqVauqWbNm+uijj7R//36tXLmScgwAADLj5Kz8Lw1U8po5Ml+Mz7hPoaLK90I/JS38Ukq6kbPxAXjo/Ld9kAaOfsvyekjXj+7rPA6Ojrp44ZK+eO9LmUwmHd53REXdi6rPsF6a+vm3/9fHQYeiD2vG6DBJ0tGYYypbsYzadQ3Wz7OW2X4xAB5KhueEuHbtmiRp8ODBunbtmpYvX67HHntMI0aMyNYAAQB4UJhvXJX59m05FC5m1e5QuJjMV9OPDHQo4i5Hr3LK93xf5Xu+7/81OsjB0VGFPl+kpNkjpNRUORYtrgKvD7/rQAdJUqHPF+nGV2/JfP50dl0SgIdM1LqtOvDHQctrV1cXSZK7h7viTydY2t093JWYkJjpeRLjE5WakirTXTXuJ46cVIGCBVSseDFdTrysC/GJOnHkpNVxJ46eVIcy7ex1OUDewpwQhhhKQlSoUMHy74IFC2r8eCYEBAA8gm6nynT6mJx9n9Tt/Vstzc6+Typ1/7Z03c1XEnXjq7es2lzqtpDTY08q6fsxMl1MkMzmdH1cm3aRQ4FCurV8euYjKAAgAzev30y34sWFcxdUu0EtHdp7WJLkks9FT/jX0LTPp2d6nv07Y9SkXWM5ODjIbDZLkspVKqubN27qcuKdkrSYXTEqV6ms1XFlK5bRuTh+b+ERRRLCEENzQkhSUlKSli1bpq+++soyD8Tx48d18eLFexwJ2M+NGzd18PAxHTx8TGaTWWfOxevg4WM6c5b/swOQM1IiV8j56UZyrt1EDh5l5Nq6hxyKuCtl+zpJUr6O/ZWvY/87nU23ZTp3ymozX7ssc2qKTOdOSclJUsqt9H2SrsucfPNOn9upuXi1AB4Gi2f+pM59OqlBy2dVoUoFDR4/SDevJ2nDzxstfcYtHKs3BvewvF42Z4WKuBVRv0/7qFylsqrTsLa6vfOals1ZYenz4/Qlqv50Nb3cv4u8K3ir4XOB6tCjvZbNXp6j1wcgbzE0EiI2NlZt27bV9evXdfnyZbVr105ubm6aOXOmLl++rIkTJ2Z3nIAkaf/BI+rR/33L60kzv9ekmd+rbcv/asRH7+RiZAAeFan7tkiFisg16AU5FHGX6dxJ3Zw1UuZLd4Y5O7qVzOUIAcDawsk/KF9+Vw34vJ+KFCuiP/cc1KCXB1uNmPAuX9qqXCPhTIIGvTxEfYaGaPq6qUqMT9SaH9Zq7tf/fyniQ3sP6+PXh+mNwT302oCXde50vL77YpZ+JgmBR9X/jRpC1hwuXbp0zzvVqVMnlSpVSuPHj1f58uW1efNmVahQQVFRUerbt6/27NmT5fEFUy7YLWAAyE63xg3K7RAAwLA2c6/kdggAYNjPMYtzO4Rs5bra/tMWJLcaaPdz5jZDIyG2b9+uDRs2yMnJyaq9bNmyOnv2bLYEBgAAAAAAHi6GkhCSlJKSkq4tLi5ORYsWtWtAAAAAAADkOUxMaUiWE1Pu3LlTkhQUFKRJkyZZ7bty5YpGjRqlZs2aZV90AAAAAADgoZHlSIhWrVppwIAB+uSTT9S+fXvVrl1bSUlJ6tGjh2JjY+Xp6alZs2blUKgAAAAAADygzIyEMCLLJMTixYvVr18/rV+/XrNnz9Yff/yhvXv3ymQyqVu3burYsaMKFCiQU7ECAAAAAPBgohzDkCyTEA0bNtSWLVs0ZMgQ/fe//9WHH36o0NDQnIoNAAAAAAA8RO45MWWRIkX0zTffqGnTpurRo4dGjRolR0frqSROnTqVbQECAAAAAPDAM5tzO4I8wdDqGH/88YdGjhypypUrq1+/fnJ2NryoBgAAAAAADz/KMQzJMpuQmpqq0aNH6+uvv9brr7+u4cOHK3/+/DkVGwAAAAAAeIhkmYRo3LixLl68qMWLF6thw4Y5FRMAAAAAAHkLIyEMyTIJUa1aNYWGhqpYsWI5FQ8AAAAAAHkPS3QakmUS4ttvv82pOAAAAAAAwEOOGSYBAAAAALCR2cTqGEY43rsLAAAAAACA7RgJAQAAAACArZiY0hCSEAAAAAAA2IqJKQ2hHAMAAAAAAOQIRkIAAAAAAGArJqY0hCQEAAAAAAC2Yk4IQyjHAAAAAAAAOYKREAAAAAAA2IqREIYwEgIAAAAAAOQIRkIAAAAAAGArMxNTGkESAgAAAAAAW1GOYQjlGAAAAAAAIEeQhAAAAAAAwFYms/23TMyYMUN+fn7y8vJSw4YNtWXLlkz7RkZGys3NLd12+PBhq37Lli1TQECAPD09FRAQoBUrVtjt1tyNJAQAAAAAALYym+y/ZWDp0qUaPHiw3nnnHUVERMjf318dO3bUqVOnsgxv27ZtOnTokGWrXLmyZd+OHTvUo0cPdezYUZGRkerYsaO6deumXbt22fUWSSQhAAAAAADIMyZNmqQuXbqoa9euqlKlikJDQ+Xl5aWwsLAsj/Pw8JCXl5dlc3JysuybMmWKGjRooHfffVdVqlTRu+++q2effVZTpkyxe/wkIQAAAAAAsFUOlGMkJydrz549CgoKsmoPCgrS9u3bswyvUaNGqlKlioKDgxUREWG1b+fOnenO2aRJk3ue836wOgYAAAAAAHnAhQsXdPv2bXl4eFi1e3h4KD4+PsNjSpUqpfHjx+vpp59WcnKyfvjhB7Vt21arVq1S/fr1JUnnzp37V+e0BUkIAAAAAABsZH5Al+j09fWVr6+v5bW/v79OnjypCRMmWJIQOYlyDAAAAAAAbJUD5RglSpSQk5OTEhISrNoTEhLk6elpONRatWopNjbW8trLy8vmcxpFEgIAAAAAgDzA1dVVNWvWVHh4uFV7eHi4AgICDJ9n37598vLysryuU6eOzec0inIMAAAAAABslcmSmvbWt29fhYSEqFatWgoICFBYWJjOnj2r7t27S5JCQkIkSdOmTZMkTZ48WT4+PqpWrZqSk5O1aNEirVq1SnPmzLGcs1evXmrVqpW+/PJLPffcc1q5cqUiIyP1yy+/2D1+khAAAAAAANgqg/KJ7NChQwclJiYqNDRU586dU7Vq1bRo0SL5+PhIkuLi4qz6p6SkaOjQoTp9+rTy589v6d+sWTNLn7Rkxueff66RI0eqYsWKCgsLU+3ate0ev8OlS5ey/U4VTLmQ3W8BAHZxa9yg3A4BAAxrM/dKbocAAIb9HLM4t0PIVs5f97H7OVMHTLb7OXMbIyEAAAAAALDVA7o6xoOGiSkBAAAAAECOYCQEAAAAAAC2yqE5IfI6khAAAAAAANgqh1bHyOsoxwAAAAAAADmCkRAAAAAAANiKcgxDSEIAAAAAAGAjM6tjGEI5BgAAAAAAyBGMhAAAAAAAwFaUYxjCSAgAAAAAAJAjGAkBAAAAAICtGAlhCEkIAAAAAABsZWZiSiMoxwAAAAAAADmCkRAAAAAAANiKcgxDSEIAAAAAAGAjM0kIQyjHAAAAAAAAOYKREAAAAAAA2IqREIYwEgIAAAAAAOQIRkIAAAAAAGArE0t0GkESAgAAAAAAW1GOYYihJMSlS5e0YsUKRUVF6eTJk0pKSlLJkiXl5+enpk2bKiAgILvjBAAAAAAAeVyWc0KcOXNG/fv3V9WqVTVu3DilpKToqaeeUlBQkMqVK6eoqCi1b99eAQEBWrp0aU7FDAAAAADAg8Vktv/2EMpyJESDBg300ksvKTw8XNWqVcuwz82bN7Vq1SpNmjRJf//9t/r3758tgQIAAAAA8KAymx/OpIG9ZZmE2LZtm0qWLJnlCQoUKKAXXnhBL7zwgs6fP2/X4AAAAAAAwMMjyyTEvRIQtvYHAAAAAOCh8JCWT9hblnNC3O2nn37Sxo0bLa/HjBmj6tWrq0OHDjp79my2BAcAAAAAAB4ehpMQo0ePtvx7z549Gj9+vEJCQpSSkqKPPvooW4IDAAAAACBPYGJKQwwt0SlJp06d0mOPPSZJWrlypZ577jkNGDBAjRs31vPPP5/lsbfGDbItSgDIIfneCc3tEADAsNC5A3M7BADA/zE/pEkDezM8EiJfvny6du2aJCkiIkKNGjWSJBUtWtTSDgAAAAAAkBnDIyHq1aunjz76SHXr1tUff/yh2bNnS5KOHTumMmXKZFuAAAAAAAA88BgJYYjhkRChoaFycXHRsmXLNH78eJUuXVqStH79egUFBWVbgAAAAAAAPPBM2bA9hAyPhChTpox++OGHdO13T1gJAAAAAACQGcNJCElKSkrS2rVrdfz4cXXr1k1ubm46fvy43Nzc5O7unl0xAgAAAADwQMuOiSkd7H7G3Gc4CREbG6u2bdvq+vXrunz5stq1ayc3NzfNnDlTly9f1sSJE7MzTgAAAAAAHlzMCWGI4TkhhgwZoqCgIB05ckQFChSwtLds2VKRkZHZEhwAAAAAAHh4GB4JsX37dm3YsEFOTk5W7WXLltXZs2ftHhgAAAAAAHnGQzqRpL0ZHgkhSSkpKena4uLiVLRoUbsFBAAAAAAAHk6GkxBBQUGaNGmSVduVK1c0atQoNWvWzO6BAQAAAACQV5hNZrtvDyPD5RgjRoxQmzZtVLt2bSUlJalHjx6KjY2Vp6enZs2alY0hAgAAAADwgKMcwxDDSYjSpUsrMjJSixcvVnR0tEwmk7p166aOHTtaTVQJAAAAAACQEcPlGFFRUXJxcdGrr76q0NBQjRs3Tq+99ppcXFwUFRWVnTECAAAAAPBAy8lyjBkzZsjPz09eXl5q2LChtmzZkmnf5cuXq3379qpcubLKli2rJk2aaPXq1VZ95s2bJzc3t3RbUlKS3e5PGsNJiDZt2ujixYvp2q9cuaI2bdrYNSgAAAAAAPIUUzZsGVi6dKkGDx6sd955RxEREfL391fHjh116tSpDPtHRUUpMDBQixYtUkREhJo2bapXXnklXeKiYMGCOnTokNWWP39+W+5IhgyXY5jNZjk4OKRrT0xMVKFChewaFAAAAAAASG/SpEnq0qWLunbtKkkKDQ3Vr7/+qrCwMA0bNixd/zFjxli9Hjx4sNatW6dVq1apfv36lnYHBwd5eXllb/AykITo3LmzJaCePXvK1dXVss9kMunAgQPy9/fPvggBAAAAAHjAmXNgYsrk5GTt2bNH/fv3t2oPCgrS9u3bDZ/n2rVrcnNzs2q7efOmatSoIZPJpCeeeEIffPCBnnzySbvEfbd7JiGKFy8u6c5ICDc3N6vhGK6urqpbt64lAwMAAAAAALLHhQsXdPv2bXl4eFi1e3h4KD4+3tA5pk+frtOnT6tTp06WNl9fX33zzTeqUaOGrl27pqlTp6pFixbavHmzKleubNdruGcSYvLkyZIkHx8f9e/fn9ILAAAAAAD+KQ8s0bls2TINHTpUYWFh8vHxsbT7+/tbVTgEBASoQYMGmjZtmsaOHWvXGAzPCTF48GC7vjEAAAAAAA+LnCjHKFGihJycnJSQkGDVnpCQIE9PzyyPXbZsmXr16qWpU6eqZcuWWfZ1cnJSzZo1FRsba3PM/2Q4CXH3hBUZyWpJEAAAAAAAYBtXV1fVrFlT4eHhateunaU9PDxcwcHBmR73008/qXfv3poyZYratm17z/cxm82KiYlRjRo17BL33QwnIf55Qampqdq3b5+2bdumN9980+6BAQAAAACQZ+RQOUbfvn0VEhKiWrVqKSAgQGFhYTp79qy6d+8uSQoJCZEkTZs2TZK0ZMkShYSE6LPPPlP9+vV17tw5SXcSGu7u7pKk0aNHq06dOqpcubKuXLmiadOmKSYmRuPHj7d7/DaXY0yYMCHT9UgBAAAAAHgU5EQ5hiR16NBBiYmJCg0N1blz51StWjUtWrTIMsdDXFycVf+wsDClpqZqyJAhGjJkiKX9mWee0apVqyRJly9f1oABAxQfH6+iRYvKz89Pq1evVq1atewev8OlS5fMtpzg+PHjatSokU6cOJFpH6fRPWx5CwDIMfneCc3tEADAsL01B+Z2CABgmG/M7NwOIVslv5B5OcT9cl283O7nzG2GR0JkJioqSgULFrRHLAAAAAAA5Ek5NRIirzOchOjcubPVa7PZrHPnzik6Olrvv/++3QMDAAAAAAAPF8NJiOLFi1u9dnR0VLVq1TR06FAFBQXZPTAAAAAAAPIKRkIYYzgJMXny5OyMAwAAAACAvMvskNsR5AmOuR0AAAAAAAB4NBgeCXHx4kV99tln2rRpkxISEmQ2Wy+qwTKdAAAAAIBHFeUYxhhOQvTr10/R0dHq1q2bSpUqJQcHhpoAAAAAACBJZhPPyEYYTkJERETop59+Uu3atbMzHgAAAAAA8JAynIQoWbKkChUqlJ2xAAAAAACQJ1GOYYzhiSk//vhjjRw5UteuXcvOeAAAAAAAwEPK8EiIL774QidPnpSvr6/KlSsnZ2frQ7ds2WL34AAAAAAAyAvMLNFpiOEkRHBwcHbGAQAAAABAnkU5hjGGkxCDBw/OzjgAAAAAAMBDznASAgAAAAAAZIwlOo3JMglRrlw57dmzRyVKlFDZsmXl4JD5TT116pTdgwMAAAAAIC8wm3M7grwhyyTEmDFjVLhwYUnS2LFjcyQgAAAAAADwcMoyCdGlS5cM/w0AAAAAAP4/yjGMua85IZKSkmQyWU/9WbBgQbsEBAAAAAAAHk6GkxAnT57U+++/r82bN+v69evp9icmJto1MAAAAAAA8gpGQhhjOAkREhKipKQkjRkzRp6enllOUgkAAAAAwKOEiSmNMZyEiI6O1saNG1WlSpXsjAcAAAAAADykHI12rFGjhs6fP5+dsQAAAAAAkCeZTQ523x5GhkdCfPXVV3r//fcVEhKi6tWry9nZ+tBy5crZPTgAAAAAAPICs/nhTBrYm+EkhMlkUkJCgl555RWr+SDMZrMcHByYmBIAAAAAAGTJcBKid+/eKlmypBYuXMjElAAAAAAA3MVsyu0I8gbDSYgjR44oMjJSjz32WHbGAwAAAAAAHlKGJ6Z8+umndeLEieyMBQAAAACAPMlkdrD79jAyPBLi9ddf15AhQ9SvX78MJ6asWbOm3YMDAAAAACAvYGJKY/5VEkKSBgwYkG4fE1MCAAAAAIB7MZyE2Lt3b3bGAQAAAABAnmU2MRLCCMNJCB8fn+yMAwAAAACAPMtszu0I8oYsJ6bcunWr4RNdu3ZNMTExNgcEAAAAAAAeTlkmIf73v/8pODhYixcv1pUrVzLss3//fg0dOlRPP/209u/fny1BAgAAAADwIDObHOy+PYyyLMfYunWrvvvuO40ZM0YhISGqWLGiSpUqpfz58+vSpUs6cuSIbt26pTZt2mj58uWqWrVqTsUNAAAAAADymCyTEM7OznrzzTf15ptv6o8//tDWrVt16tQpJSUlqWbNmurfv78CAwPl7u6eU/ECAAAAAPDAMbFEpyGGJ6Z86qmn9NRTT2VnLAAAAAAA5ElmkhCGZDknBAAAAAAAgL0YHgkBAAAAAAAyxhKdxpCEwAPBuW5zuTZoK4ci7jLFn9Ktld/J9Nef9zzOsXxVFXjzU5kS/tbNr9/O+NxPPqv8nd9W6sFdSpo9yt6hA0Cmdu3Zp1nzl+jAoaOKP39Bn38wUO2ea5rbYQF4iHi81lKlerWTi6e7bh4+pVPDZ+rajgOZ9i9c9z8qN7SHCjxeTinnEnV2yk9K+H7tvzpn+bF9VKS+n1xLuev29SRd23VQf4+aq6SjcZY+T2z9VvnKeVqd98ykJfp71Fw7XTnw4GFOCGMox0Cuc36ivvK17qHk35bqxsR3dfvEIRXo9qEcipXM+sD8hZT/xf/p9rF9mXZxcPeSa8vXdPt45v9nDADZ5caNm3qsUgUNfitE+fPly+1wADxk3Ns8o3KfvK4z3yzWgRYDdW33QfnO/Viu3hn/N5RrOU/5zvlY13Yf1IEWA3Vm0hKV++xNubWq96/OeX3vUf01cIL2N+qvIy9/IgcHBz2+8BM5ODtZvd/pLxdqz1PdLNuZr3/MnhsBIE8hCYFc59KgjVJ3hyt15waZE/5W8oqZMl+9JJe6zbM8Lv/zfZTye7hMJw9l3MHRSflfekvJ6+bLlHguGyIHgKwF1vfXW726qVnjBnJw5K8jAOzLq2dbXfhxo87PX6+ko3E69fF0pcRflMdrLTLs7/FqC6WcS9Spj6cr6Wiczs9frwuLw1UqpO2/Ouf5eet0bccBJcfF68b+WP0dOk+upUrI1cfL6v1uX7up1IRLls10Iyl7bgTwgDCbHey+ZWbGjBny8/OTl5eXGjZsqC1btmQZ2+bNm9WwYUN5eXnpySefVFhYmM3nvF//Kgmxfv16derUSQEBAYqLuzPcas6cOdq0aVO2BIdHgJOzHL0rK/XIXqvm1CN75ORTJdPDnOs2l0NhN6VsXJJpH9dmXWS6mKDU33+zV7QAAAAPBAcXZxV6orKubNpj1X5l0x4Vrl01w2MKP10lff/f/lBBv8fk4Ox0X+d0LJBPJV9soltx8UqOi7faVyqknWrum6Pqa79U6f4vyMGFSnA83Mxm+28ZWbp0qQYPHqx33nlHERER8vf3V8eOHXXq1KkM+//111968cUX5e/vr4iICA0cOFDvvfeeli1bdt/ntIXhJMSiRYvUvXt3VapUSSdOnFBqaqok6fbt2/r666/tHhgeDQ4Fi8jByUnma5et2s3XLsuhiFuGxzh6+cg16EUlLfpaMpsy7OPk+6Sc/err1k9T7R4zAABAbnMuXkQOzk5KOX/Jqj3l/CW5eLhneIyLp1uG/R1dnOVcvOi/OqfHay311KEFevrIDyra+Gkd7jxU5uRUy/74sJWK7TdOh178WPGzVsnzzWD5jAyx5ZIB/J9JkyapS5cu6tq1q6pUqaLQ0FB5eXllOLpBkr777juVKlVKoaGhqlKlirp27aqXXnpJ33zzzX2f0xaGkxBff/21vv76a40aNUrOzv8/i1m7dm3t25d5TT5gV07Oyv/SQCWvmSPzxfiM+xQqqnwv9FPSjxOlpBs5Gx8AAMAjIPGnTTrQYqAOPv+BbsWeVuWp78kxv6tl/7npy3V1y37d/POEzi/YoJMfTJPHS03l5FYkF6MGspfJ7GD37Z+Sk5O1Z88eBQUFWbUHBQVp+/btGca1Y8eOdP2bNGmiP/74QykpKfd1TlsYHhMVGxurOnXqpGsvXLiwrl69ateg8Ogw37gq8+3bcihczKrdoXAxma9eStffoYi7HL3K6f+1d+dxUZfr/8ffIyAKqCAOoAHibnlMMg03yC1PWW7l3nGtTEozK7esrLTINE92cju5lJiVmR3F/B7TRAV3KzJNEfctWcUNQZb5/eHPOU4gfBQYBF/PHp9Hzj33fc/1oQeTc81137fzUy/K+akX/3+jSaZy5eQ6ZZnSv3hP37U9EAAAIABJREFUyspSucpVVfGZt28YeO0X2HXKMqV9/LIsSWeK65YAAACKXVbKRVmysuVUzbZy1KmauzITz+U5JjMhNc/+OZlZykq5IJlMhufMvpim7Itpyjj6pw7/clCB+5bI/fFWSvluY56vffnXg5KkCrV8dPlXPjsAtys5OVnZ2dkym8027WazWQkJeX9Jm5CQoLZt2+bqn5WVpeTkZFksllueszAMJyF8fHx0+PBh+fv727Rv2bJFtWrVKvLAcJfIzlLOmcNyrNdE2Xu3WZsd6zVR1t7tubpbLqQo7eOXbdqcWjwqh7pNlL5kqnLOJUoWS64+5R/pL1NFV2Ws+uzmFRQAAAClhCUzS5d/P6zKIYE698P/No+rHNJE59Zsy3PMpV9i5fFokE1b5ZBApe05JEtWtiTd8pySJJMkk0nlyt/8o4VLo2ufFzLj806QAGVBfhtJ4n8MJyEGDx6scePG6ZNPPpEknTp1Slu3btWkSZM0fvz4YgsQZV9mVISce7+k7JNxyj5+QE5Bf5epkocyd/woSXLuNVKSlPHtv6ScbOXE226OYrl0XpasTJv2XH3SL0sO5XK1A0BxSku7ohOnrlVeWXIs+jM+QQcOHlaVypVU3cerhKMDUNrF/3ulas18WZdjDurSrgMyD/i7nLyrKjF8rSQp4ONRkqRjL1/bvy0x/L/yGtxZfm8/o8Qla+XWvKE8e7XTkREzDM/pHOAjj84tdSFqj7KSz8upuqeqv/iULBmZSl2/W5Lk2rSB3JrW14Wte5V98bJcm9ST39tDdW7tDl09k2TPHxFgV3ktnyhqnp6ecnBwUGJiok17YmKivLzy/ruFl5dXnv0dHR3l6ekpi8Vyy3MWhuEkxKhRo3ThwgX16NFD6enp6tKli5ydnTVixAg999xzRR4Y7h5Zv2+VXCupfPueMlXyUE78CV35/H1ZUq/9EpRzz/usawC40+09EKehI8dZH89asESzFixRt8c66r03Xi3ByACUBecitsjRo7Kqv9RbTl4euhJ7QnEDJ+vq6Wt/h3K+x7a0+urJBMUNnCy/SUP/d1znW/OVekOVQ0Fz5mRkqVLLv8l7WDc5VHZVVtJ5XdyxTwe6jVNW4rWltJarmfLo2kbVR/dVOWdHZZxKVNLSdTo7e4WdfjJA2VW+fHkFBgYqMjJS3bt3t7ZHRkaqa9eueY556KGHtHr1apu2yMhIPfDAA3JycpKkW56zMEypqak3Ofgjb2lpaYqNjVVOTo4aNGggNze3Asc4fDD0tgMEAHtyfnVaSYcAAIb9FvhKSYcAAIbV2/dFSYdQrPbfO6TI57x3/6JcbStWrNDzzz+vjz76SEFBQVq4cKGWLFmibdu2yd/fX88/f+0kmnnz5km6dkRnq1atNHDgQA0ZMkQ7duzQq6++qvnz56tbt26G5ixKt3xYr4uLix544IEiDQIAAAAAgNLMHssxJOnJJ59USkqKpk2bpvj4eN17771atmyZNVlw6tQpm/4BAQFatmyZXn/9dS1cuFA+Pj6aOnWqNQFhZM6iZLgSIiMjQ/Pnz1dUVJSSkpKUk5Nj8/yGDRtuOpZKCAClBZUQAEoTKiEAlCZlvRJiX8Oi/9zb6MDCIp+zpBmuhHjppZe0du1ade7cWQ0bNpTJxM6fAAAAAABInI5hlOEkxP/93/9p6dKlatOmTXHGAwAAAAAAyijDSQiz2SxPT8/ijAUAAAAAgFIpp+AukFTOaMe33npL7777rlJTU4szHgAAAAAASh2LTEV+lUWGKyHatWunRYsWqW7duvL29pajo+3Q3377rciDAwAAAAAAZYfhJMTw4cMVGxur0NBQeXl5FWdMAAAAAACUKjmGzp2E4STExo0btWrVKjVr1qw44wEAAAAAoNTJKaPLJ4qa4T0hfH19Vb58+eKMBQAAAAAAlGGGkxDvv/++Jk2apCNHjhRnPAAAAAAAlDpsTGmM4eUYgwcPVkZGhpo1ayZnZ+dcG1OePHmyyIMDAAAAAABlh+EkxIcffliccQAAAAAAUGrllHQApYThJET//v2LMw4AAAAAAEqtsrp8oqjlm4Q4d+6cPDw8rH/Oz/V+AAAAAAAAeck3CVGnTh3FxsbKbDardu3aMplyZ3YsFotMJpNSUlKKLUgAAAAAAO5kLMcwJt8kxKpVq6wVDhEREXYJCAAAAACA0oYkhDH5JiHatGmjLl26KDw8XG3atLFXTAAAAAAAoAwqcGPK6OhoZWZm2iMWAAAAAABKJTamNKZcSQcAAAAAAADuDoaO6Dx9+rTS09Pz7ePn51ckAQEAAAAAUNrkUAhhiKEkRPv27W/6HKdjAAAAAADudjksxzDEUBJi+fLlqlq1anHHAgAAAAAAyjBDSYjGjRvLbDYXdywAAAAAAJRKlpIOoJQwlIQAAAAAAAA3l1PSAZQSBZ6O4efnJwcHB3vEAgAAAAAAyrACKyH27NljjzgAAAAAACi1ckxsTGlEgZUQAAAAAAAARYE9IQAAAAAAKCQ2pjSGJAQAAAAAAIXExpTGsBwDAAAAAADYxS1VQpw+fVpbt25VYmKicnJs8zwjRowo0sAAAAAAACgtctiX0hDDSYhly5ZpxIgRcnR0lKenp0w37PxpMplIQgAAAAAA7lo5IgthhOEkxPvvv68RI0Zo4sSJcnBwKM6YAAAAAABAGWQ4CZGYmKiBAweSgAAAAAAA4C84HcMYwxtTPvLII9q9e3dxxgIAAAAAAMqwfCshVq1aZf1zu3bt9Pbbb+vAgQO677775OhoO7Rr167FEyEAAAAAAHc4NqY0Jt8kxKBBg3K1ffTRR7naTCaTUlJSii4qAAAAAABKkZyCu0AFJCHOnTtnrzgAAAAAAEAZZ3hjSgAAAAAAkDc2pjTG8MaUL7zwgv71r3/lav/00081cuTIIg0KAAAAAIDSJMdU9FdZZDgJsX79eoWEhORqDwkJ0bp164o0KAAAAAAAUPYYTkKcP39ebm5uudpdXV3ZOwIAAAAAcFfLKYarMDIyMjRmzBjVrl1bNWrUUN++fXX69Ol8x8yYMUPt2rWTn5+f6tSpoz59+uiPP/6w6RMaGip3d3ebq2PHjobjMpyEqFOnjn788cdc7WvXrlXt2rUNvyAAAAAAACheEyZMUEREhBYsWKA1a9bo4sWL6tOnj7Kzs286Jjo6Ws8884zWrl2rVatWydHRUd27d89VeNC2bVvFxsZar2+//dZwXIY3phwxYoReeeUVJSUlWZdlbNq0SXPmzNG0adMMvyAAAAAAAGXNnXRE5/nz5xUeHq5Zs2apXbt2kqR58+apcePG2rhxozp06JDnuBUrVtg8njdvnvz9/bV9+3Y99thj1nZnZ2d5e3vfVmyGkxD9+/dXRkaGpk+frhkzZkiSatSooffee0//+Mc/buvFAQAAAAAoCyx30EaSMTExyszMVPv27a1tvr6+atCggXbs2HHTJMRfXbp0STk5OXJ3d7dp37Ztm+rWrasqVaqodevWevPNN2U2mw3NeUtHdA4ZMkRDhgxRUlKSJKlatWq3MhwAAAAAABSzhIQEOTg4yNPT06bdbDYrISHB8Dzjx49X48aN9dBDD1nbOnbsqC5duqhmzZo6ceKEpkyZoq5du2rjxo1ydnYucE7De0J06dJFqampkq4lH64nIC5cuKAuXboYvgkAAAAAAMoae2xMOWXKlFybQv71ioqKKpL7ef3117V9+3aFh4fLwcHB2v7UU0+pc+fOatSokR577DEtX75ccXFxWrt2raF5DVdCREdHKzMzM1d7RkaGtm3bZnQaAAAAAADKHHvsCREaGqrevXvn28fX11e7du1Sdna2kpOTbVYwJCYmqmXLlgW+zoQJE7RixQpFREQoICAg377Vq1dXjRo1dOTIEUP3UGASIiYmxvrnffv22awFycnJ0U8//aTq1asbejEAAAAAAHB7PD09cy2xyEtgYKCcnJwUGRmpXr16SZJOnz6t2NhYBQUF5Tt23Lhx+v777xUREaH69esX+FrJycn6888/DW9UWWASol27djKZTDKZTOrRo0eu5ytWrKipU6caejEAAAAAAMoiS0kHcIMqVapowIABmjRpksxmszw8PDRx4kQ1atRIbdu2tfZr3ry5nnvuOQ0bNkyS9Nprr+mbb77RkiVL5O7urvj4eEmSq6ur3NzcdOnSJX3wwQfq2rWrvL29deLECb377rsym8164oknDMVWYBLit99+k8ViUWBgoDZs2GCTdSlfvrzMZrPN+hAAAAAAAO42OXfQ6RiSFBYWJgcHBw0ZMkTp6ekKCQnR3LlzbT6/x8XFKTk52fp4/vz5kqRu3brZzDVu3DhNmDBBDg4O+uOPP/T111/r/Pnz8vb2VnBwsBYtWqRKlSoZiqvAJIS/v78k6dy5c4YmBAAAAAAAJcvZ2VnTpk3TtGnTbtrn+uETN3v8VxUrVtSKFSsKFdctHdGZlZWln3/+WadOndLVq1dtnuvXr1+hAgEAAAAAoLSyx8aUZYHhJMTBgwfVt29fHT9+XBaLRQ4ODsrKypKTk5OcnZ1JQgAAAAAAgHyVM9pxwoQJCgwM1IkTJ+Ti4qKdO3cqMjJSjRs31uLFi4szRgAAAAAA7mg5xXCVRYaTEL/88otee+01ubq6qly5csrKylJgYKDeeecdTZw4sThjBAAAAADgjmYphqssMpyEsFgscnFxkXTtbNIzZ85Iku655x4dPXq0eKIDAAAAAABlhuE9Ie699179/vvvCggI0IMPPqiZM2fKwcFBixcvVq1atYozRgAAAAAA7mh32hGddyrDSYjXXntNly9fliS98cYb6t27t7p06SJPT08tWrSo2AIEAAAAAOBOV1b3cChqBSYhNm/erBYtWqhDhw7WtoCAAO3cuVPnzp2Tu7u7TCZSPgAAAAAAIH8FJiG6deumChUqqHnz5goODlZISIiaNWsmBwcHeXh42CNGAAAAAADuaGV1I8miVmAS4pdfftHmzZsVHR2thQsX6v3335erq6tatGihkJAQBQcHKzAwkGoIAAAAAACQL1NqauotJWwOHjyoqKgobdmyRdHR0UpKSlLlypV17Nixm47p3qhnYeMEALuYJteSDgEADGsSM6OkQwAAw9KcPEs6hGL16f0vFPmcI/bMLvI5S5rhjSmvq1+/vjw8POTh4aHKlStrxYoV1g0rAQAAAAC4G7ExpTGGkhApKSmKiopSdHS0Nm/erGPHjikwMFCtW7fWokWL1KJFi+KOEwAAAAAAlHIFJiFatWqlI0eO6IEHHlDr1q31wQcfKCgoSC4uLvaIDwAAAACAOx4bUxpTYBLi6NGjcnd3l7+/v2rWrKlatWqRgAAAAAAA4AYsxzCmXEEdTpw4oUWLFqlOnTpatmyZWrRoob/97W96/vnnFR4enu+GlAAAAAAAANcVWAnh5OSkli1bqmXLlho7dqwyMjK0c+dORUdH66uvvtKYMWNkNpv1+++/2yNeAAAAAADuODmmko6gdCiwEiLXgHLlrJfJZJLFYtHp06eLIzYAAAAAAFCGFFgJkZWVpZ9//llRUVGKiorSrl27dOXKFfn5+Sk4OFgDBgxQcHCwPWIFAAAAAOCOlMPWlIYUmISoWbOmrly5Ih8fH7Vp00ZTp05VSEiIatasaY/4AAAAAAC445GCMKbAJMR7772n4OBg1alTxx7xAAAAAACAMqrAJMTgwYPtEAYAAAAAAKUXR3QaU2ASAgAAAAAA5I89IYy55dMxAAAAAAAAbgeVEAAAAAAAFBJ1EMZQCQEAAAAAAOyCSggAAAAAAAqJjSmNIQkBAAAAAEAhsTGlMSzHAAAAAAAAdkElBAAAAAAAhUQdhDEkIQAAAAAAKCT2hDCG5RgAAAAAAMAuqIQAAAAAAKCQLCzIMIRKCAAAAAAAYBdUQgAAAAAAUEjsCWEMSQgAAAAAAAoph+UYhrAcAwAAAAAA2AWVEAAAAAAAFBJ1EMaQhAAAAAAAoJBYjmEMyzEAAAAAAIBdkIQAAAAAAKCQcorhKoyMjAyNGTNGtWvXVo0aNdS3b1+dPn063zFhYWFyd3e3uerXr2/Tx2KxKCwsTA0bNpSPj48ef/xx7d+/33BcJCEAAAAAAChjJkyYoIiICC1YsEBr1qzRxYsX1adPH2VnZ+c7rl69eoqNjbVeW7dutXl+5syZmjVrlqZOnaoNGzbIbDarR48eunjxoqG4SEIAAAAAAFBIlmL453adP39e4eHhevfdd9WuXTsFBgZq3rx52rdvnzZu3JjvWEdHR3l7e1uvatWq/e8eLRbNmTNHL7/8srp166b77rtPc+bM0aVLl7R8+XJDsZGEAAAAAACgkO6k5RgxMTHKzMxU+/btrW2+vr5q0KCBduzYke/YY8eOqWHDhrr//vs1dOhQHTt2zPrc8ePHFR8fbzNvxYoV1apVqwLnvY4kBAAAAAAAZUhCQoIcHBzk6elp0242m5WQkHDTcc2aNdPs2bO1fPlyffLJJ4qPj1enTp2UkpIiSYqPj7fOcyvz3ogjOgEAAAAAKKTCLJ8wasqUKZo+fXq+fSIiIm57/kceecTmcbNmzRQYGKilS5dqxIgRtz3vjUhCAAAAAABQSIU9zcKI0NBQ9e7dO98+vr6+2rVrl7Kzs5WcnGyzp0NiYqJatmxp+PXc3NzUsGFDHTlyRJLk7e1tncfPz89mXi8vL0NzkoQAAAAAAKAU8PT0zLXEIi+BgYFycnJSZGSkevXqJUk6ffq0YmNjFRQUZPj10tPTFRcXp+DgYElSzZo15e3trcjISDVt2tTaZ9u2bXr33XcNzUkSAgAAAACAQsqxFP9yDKOqVKmiAQMGaNKkSTKbzfLw8NDEiRPVqFEjtW3b1tqvefPmeu655zRs2DBJ0htvvKFHH31Uvr6+SkpK0rRp05SWlqZ+/fpJkkwmk0JDQzVjxgzVq1dPdevW1fTp0+Xq6qqePXsaio0kBAAAAAAAZUxYWJgcHBw0ZMgQpaenKyQkRHPnzpWDg4O1T1xcnJKTk62Pz5w5o2effda6jKNZs2Zat26d/P39rX1GjRqlK1euaMyYMUpNTdWDDz6oFStWqFKlSobiMqWmphZ7uqZ7I2MZEQAoadPkWtIhAIBhTWJmlHQIAGBYmlPBywhKsxfvH1Lkc87as6jI5yxpVEIAAAAAAFBIOXY4HaMsKFfSAQAAAAAAgLsDlRAAAAAAABSShUoIQ0hCAAAAAABQSDklHUApwXIMAAAAAABgF1RCAAAAAABQSGxMaQxJCAAAAAAACok9IYxhOQYAAAAAALALKiEAAAAAACgkNqY0hkoIAAAAAABgF1RCAAAAAABQSBYLe0IYQRICAAAAAIBC4nQMY1iOAQAAAAAA7MJwEuLq1auKi4tTRkaGJGnPnj0aPny4Bg0apGXLlhVbgAAAAAAA3OlyiuEqiwwtx9i9e7d69eql1NRUeXl5acGCBerfv798fHzk4OCgiIgIXblyRYMGDSrueAEAAAAAuONYWI5hiKFKiHfeeUcdOnTQ1q1b1bdvXw0aNEjPPvusdu7cqW3btmnChAn67LPPijtWAAAAAABQihlKQuzZs0djxozRvffeqwkTJujcuXPq0aOH9fmnnnpKx44dK64YAQAAAAC4o+XIUuRXWWQoCXHhwgVVrVpVklShQgW5uLioUqVK1ufd3NyUlpZWPBECAAAAAIAywdCeECaTSSaTyeYxAAAAAAC4xmIpm5ULRc1QEsJisejxxx+Xg4ODJCktLU29evWSk5OTJCk7O7v4IgQAAAAA4A5XVk+zKGqGkhDjxo0r7jgAAAAAAEAZZygJMX78+OKOA5AkDXplgJ7o/7gqubtp/68HNHPiv3Ts4PF8x7i4ueiZsYMV0jlElT0qKfHPRM3/YKE2rt5s7VPVq6qGTXhGQe0fkouri86c+FMfv/6Jftu+p7hvCUApYx74mHyGd5eTl4euHDypk28v0KWdf9y0v1uLRvJ7a6gq1vdTZnyKzs75XolL1t7SnDU/fEGVWt2v8j4eyr6crku7D+h0WLjSD52y9mm87d9y9vOymffPWd/pdFh4Ed05gLvd7pjf9fnS7/RH7CElJCVryuuvqPvjj5R0WECpwRGdxhhKQtwoJSVFx48fl8lkkr+/v3XDSqCw+r7QR72H9dTUV6bpxOFTGvTyPzRt6VQNfHiIrly+kucYB0cHTf/qA11Ivah3Qicr8c8kmatXU+bVTGsf18qu+tf3H2vvrr2aMOgNpSafVw3/6jqXlGqvWwNQSnh0aS2/d57RiYnzdGnnfpkHPaZ64W9qX7uRunomKVf/8n5eqrf4TSV985OOvvRPuT10r/zfe16ZKReUumab4Tkv/3ZIycs36uqZJDm6u6nGK31V/+t39HuLYbJk/W/J45l/fq2Exf+1Ps65nF7MPxEAd5O0tCuqWztAXR/roNcnf1TS4QClTlk9zaKoGU5CxMXFafTo0dq6dau1zWQyqU2bNpo+fbrq1atXLAHi7tHzmR5aOusbbV4TLUkKG/2hvo/5Vh27t1fElz/kOeaxPn9XlarueunJV5SVmSVJij8Vb9OnX2gfpSSkKOzlD61tZ0+eLaa7AFCaeQ/rpuRvNyhp6TpJ0sk3P1OVtg/IPPBRnf5gSa7+5gGPKjM+RSff/EySlH7olFwfqC+f57tZkxBG5kz68kfrnFdPJej0tC/VaN1Mlff3VsaRM9bnsi9dUVYiCVQAxSOk1UMKafWQJGniezNKOBoAZZWhIzqTkpLUuXNnnT17VpMnT9a3336rZcuW6e2339apU6f0+OOPKzk5ubhjRRlW3d9Hnt6e2r15t7XtavpV7dnxuxo1u++m41r/vbX27t6nlya/qO9++UaLNszXoFcGyMHR4YY+rbT/1/16a/ZErYhZps/WzlX3wd2K9X4AlD4mJ0e5Nq6jC5tibNovbIqRW7OGeY5xa9ogd/+Nv8rl/royOTrc1pzlKjqrWu8OyjiVoKunEmye83m+uwJ/X6z71v5T1Uf2lMnplgsaAQBAMbFYLEV+lUWG/vYyd+5cmc1mrV+/Xi4uLtb2jh07asiQIerUqZPmzJmjN954o9gCRdlW1XxtWc+5xHM27ecSz6maT7Wbjqvh76OmrQL10382aMKgN+Tj561RU0aqoktFzZ3y7//fp7q6Deyqb+d/p6WzvlbdRnX10uQXJUn/+XxlMd0RgNLGsWolmRwdlPmXpVqZSamqbG6S5xgnL3ddiP4tV/9yTo5yrFpZMsnwnOaBj8l34kA5uFbUlUOndLDvW7JczbI+n7BwtdL2HVHWuYtyDayneyYMVHl/bx0fM6swtw0AAGBXhiohfvrpJ40ePdomAXGdm5ubRo0apfXr1xd5cCi7OvZorzWxq6yX421+m2cqV07nklM1few/dfD3OG1eE61FH32hrgOfuKGPSQf3xmn+Bwt1aN9h/XfZWq1Y+B91H9S1qG4HAAot5ftN+uPRV3TgqdeVceSM6swdq3IVylufj/9slS5u3asr+48r6av1OvH6PJn7PSIH90olGDUAALguR5Yiv8oiQ5/8jhw5oqZNm970+QcffFBHjx4tsqBQ9m35cZv++PWA9XH58k6SJA+zhxLOJFrbPcweSklMuek8KQkpysrMUk7O/07lPR53QhVdKqpK1So6n3JeyQkpOh53wmbc8UMn9OQ93YvqdgCUAVkpF2XJypZTNXebdqdq7sr8S5XWdZkJqXn2z8nMUlbKBclkMjxn9sU0ZV9MU8bRP3X4l4MK3LdE7o+3Usp3G/N87cu/HpQkVajlo8u/XryVWwUAAMWA0zGMMVQJcenSJVWqdPNvWipXrqxLly4VWVAo+65cvqIzx85Yr2MHjys5PlnNgh+09nFydlLjh/6mfbtvfjTe3l37dE9ADZlMJmubX21fXUm7ovMp5yVJ+3bvk19tX5txvrXuUfxf1loDuLtZMrN0+ffDqhwSaNNeOaSJLu0+kOeYS7/EqnJIk7/0D1TankOyZGXf1pySJJMkk0nlyt/8uwKXRrUkSZnxeSdIAAAA7kSGkhAWi0XlyuXftaxumgH7Wb7ge/V9oY+CH2ujgAYBGj9jjK5cTtf6/2yw9vno6w/17Pih1scrF0eoknsljXj3BfnV9lXzh5tp8KsDtXJxhLXPt599p/ua3qunR/ZXjYAaevjxED05tIdWfrHKrvcH4M4X/++V8uzVTtX6dVSFur7ye+cZOXlXVWL4WklSwMejFPDxKGv/xPD/ysnHU35vP6MKdX1VrV9HefZqp7PzVhqe0znARz4v9JBL4zoqX6OaXB9soDpzx8qSkanU9dc263Vt2kDez3ZRxftqqbyflzyeaC3/95/XubU78jw6FABuR1raFR04eFgHDh6WJceiP+MTdODgYf15li9uACNyLJYiv8oiQ8sxLBaLAgMDbb5t/uvzQGF9PfsbOVcor1FTRqhSlUraH3NAY54eryuXr1j71KhZ3Wa5RuKfiRrz9AS98Nbz+uzHuUpJSNH/fbNW4TO/tPaJ/e2g3nxmkp4dP1QDRz2t+DMJWjT9c/2HJASAvzgXsUWOHpVV/aXecvLy0JXYE4obOFlXT19733G+x2zT/+rJBMUNnCy/SUP/d1znW/Otx3MamTMnI0uVWv5N3sO6yaGyq7KSzuvijn060G2c9ThOy9VMeXRto+qj+6qcs6MyTiUqaek6nZ29wk4/GQB3g70H4jR05Djr41kLlmjWgiXq9lhHvffGqyUYGVA68KnYGFNqamqBP6ulS5camqx///55tndv1PPWogKAEjJNriUdAgAY1iRmRkmHAACGpTl5lnQIxeqJ+54s8jlX/1H2vnAwVAlxs+QCAAAAAABQmT3NoqgZ2hMCAAAAAACgsAxVQrRq1crQZFu3bi1UMAAAAAAAlEZUQhhjKAmxf/9++fn5qVu3bnJ1Zb00AAAAAAA34sAZL/vLAAAXkElEQVQGYwwlIaZPn64lS5Zo0aJF6tGjh/7xj38oKCiouGMDAAAAAABliKE9IZ555hlFRkZq7dq1cnV1Vb9+/RQUFKRPPvlEiYmJBU8AAAAAAEAZliNLkV9l0S1tTNmoUSN98MEHOnDggMaPH6/Vq1erUaNGOn/+fHHFBwAAAADAHc9SDP+URbd1Osa2bdv0ww8/6Pfff1fz5s3l7Oxc1HEBAAAAAIAyxnAS4uTJkwoLC9P999+v0NBQ1axZU1u2bNEPP/ygChUqFGeMAAAAAADc0SwWS5FfhZGRkaExY8aodu3aqlGjhvr27avTp0/nO6Zx48Zyd3fPdfXu3dvaJywsLNfz9evXNxyXoY0pu3fvru3bt6tTp0766KOP1LFjR5lMJsMvAgAAAAAA7GfChAlas2aNFixYIA8PD02cOFF9+vTRpk2b5ODgkOeYyMhIZWdnWx+fPXtWbdu2Vffu3W361atXT6tXr7Y+vtl8eTGUhNi0aZO8vb116NAhTZo0SZMmTcqz39atWw2/MAAAAAAAZcWdtJHk+fPnFR4erlmzZqldu3aSpHnz5qlx48bauHGjOnTokOe4atWq2TwODw9XpUqV1KNHD5t2R0dHeXt731ZshpIQY8eOpfIBAAAAAICbKOzyiaIUExOjzMxMtW/f3trm6+urBg0aaMeOHTdNQtzIYrEoPDxcffr0UcWKFW2eO3bsmBo2bKjy5curWbNmeuuttxQQEGAoNkNJiAkTJhiaDAAAAAAAlKyEhAQ5ODjI09PTpt1sNishIcHQHJGRkTp+/LgGDhxo096sWTPNnj1b9erVU1JSkqZNm6ZOnTpp+/btqlq1aoHzGkpC9O3bt8A+JpNJX331lZHpAAAAAAAoU+yxHGPKlCmaPn16vn0iIiKK5LW++OILNW3aVI0bN7Zpf+SRR2weN2vWTIGBgVq6dKlGjBhR4LyGkhBGshkAAAAAANytLHZIQoSGhtqcVJEXX19f7dq1S9nZ2UpOTrbZ5yExMVEtW7Ys8HUSExO1Zs2aAhMekuTm5qaGDRvqyJEjBd+ADCYhZs+ebWgyAAAAAABQPDw9PXMtschLYGCgnJycFBkZqV69ekmSTp8+rdjYWAUFBRU4funSpXJ2dtZTTz1VYN/09HTFxcUpODi44BuQVM5QLwAAAAAAcFM5FkuRX7erSpUqGjBggCZNmqSNGzfqt99+0/PPP69GjRqpbdu21n7NmzfXv//9b5uxFotFixcv1pNPPik3N7dcc7/xxhuKjo7WsWPHtHv3bg0aNEhpaWnq16+fodgMVUIAAAAAAIDSIywsTA4ODhoyZIjS09MVEhKiuXPnysHBwdonLi5OycnJNuOioqJ0+PDhXMmJ686cOaNnn33WutSjWbNmWrdunfz9/Q3FZUpNTS32hSvdG/Us7pcAgCIxTa4lHQIAGNYkZkZJhwAAhqU5FbyMoDRrVb9Tkc+59eCPRT5nSaMSAgAAAACAQirM8om7CXtCAAAAAAAAu6ASAgAAAACAQrLHEZ1lAUkIAAAAAAAKieUYxrAcAwAAAAAA2AWVEAAAAAAAFBLLMYyhEgIAAAAAANgFlRAAAAAAABQSe0IYQxICAAAAAIBCYjmGMSzHAAAAAAAAdkElBAAAAAAAhWSx5JR0CKUCSQgAAAAAAAoph+UYhrAcAwAAAAAA2AWVEAAAAAAAFJKF0zEMIQkBAAAAAEAhsRzDGJZjAAAAAAAAu6ASAgAAAACAQmI5hjFUQgAAAAAAALugEgIAAAAAgELKoRLCEJIQAAAAAAAUkoWNKQ1hOQYAAAAAALALKiEAAAAAACgkNqY0hiQEAAAAAACFlMNyDENYjgEAAAAAAOyCSggAAAAAAAqJ5RjGUAkBAAAAAADsgkoIAAAAAAAKKYdKCENIQgAAAAAAUEgsxzCG5RgAAAAAAMAuqIQAAAAAAKCQOKLTGJIQAAAAAAAUEssxjGE5BgAAAAAAsAsqIQAAAAAAKCROxzCGSggAAAAAAGAXVEIAAAAAAFBIFjamNIQkBAAAAAAAhcRyDGNYjgEAAAAAAOyCSggAAAAAAAqJIzqNIQkBAAAAAEAhsSeEMSzHAAAAAAAAdkESAgAAAACAQrJYLEV+Fcbnn3+uJ554Qv7+/nJ3d9fx48cNjVu5cqWCgoLk5eWloKAgRURE5LrPsLAwNWzYUD4+Pnr88ce1f/9+w3GRhAAAAAAAoIxJS0tT+/btNX78eMNjdu7cqaFDh6pXr16KiopSr169NHjwYO3evdvaZ+bMmZo1a5amTp2qDRs2yGw2q0ePHrp48aKh12BPCAAAAAAACulO25jyhRdekCT9+uuvhsfMmTNHwcHBeu211yRJDRo0UFRUlObMmaMFCxbIYrFozpw5evnll9WtWzfrmHr16mn58uUaMmRIga9BJQQAAAAAAIVkKYbL3nbt2qX27dvbtHXo0EE7duyQJB0/flzx8fE2fSpWrKhWrVpZ+xTELpUQ/9m33B4vAwAAcFdJK+kAAABWyYl/lHQIhRYfHy+z2WzTZjablZCQYH3+ettf+/z555+GXoNKCAAAAAAASoEpU6bI3d093ysqKqqkw8wXe0IAAAAAAFAKhIaGqnfv3vn28fX1ve35vb29lZiYaNOWmJgoLy8v6/PX2/z8/PLsUxCSEAAAAAAAlAKenp7y9PQstvmbN2+uyMhIvfTSS9a2yMhIBQUFSZJq1qwpb29vRUZGqmnTppKk9PR0bdu2Te+++66h12A5BgCgVHN3d9fKlSuLdM6oqCi5u7srOTm5SOc1KjMzU82aNdOWLVsKNc+XX36pe+65p4iiKl6JiYmqU6eOTp8+XdKhAABQJsTHx2vPnj06dOiQJCk2NlZ79uzRuXPnrH26du2qd955x/p4+PDh2rx5s/75z3/q4MGDmjFjhqKiohQaGipJMplMCg0N1cyZM7Vq1Sr98ccfeuGFF+Tq6qqePXsaioskBErUsGHD1KZNG129etWmfdOmTapWrZrhHVYB2M+iRYtUo0YNm9/bq1evqnr16mrZsqVN3yNHjsjd3V2bNm0qcN7jx4/L3d39lo6Ruh2NGzfOdx3l448/rqCgIMXGxqpq1arFGsvNfP755/Lx8VHr1q0LNc+TTz6pmJiYIorqf0JDQ9WnT58indNsNqtv374KCwsr0nmBu82Nv59hYWFyd3dX165dc/VbsGCB3N3dbd63v/zyS+t7YdWqVeXv76+2bdtq8uTJucqzr899/fL399cTTzyhXbt2Fe8NAjBs4cKFCgkJ0XPPPSdJ6t27t0JCQrRmzRprn6NHj+rs2bPWx0FBQVq4cKGWLl2q1q1b6+uvv9bChQvVrFkza59Ro0YpNDRUY8aMUbt27XT27FmtWLFClSpVMhQXyzFQoj788EO1bt1aU6dO1ZtvvilJunDhgl588UW99NJL1rKfonL16lWVL1++SOcE7jbBwcFKS0vTzz//bP3L6+7du1W5cmUdPnxYSUlJqlatmqRrFQXOzs5F/rtcGJGRkcrOzpYk7d27V0899ZQ2bNhgrRgoX768ypcvb13zaG8Wi0Xz5s3TmDFjCj1XxYoVVbFixSKIyj6efvpptWvXTpMnT5aHh0dJhwOUCd7e3tq+fbuOHz+umjVrWtvDw8PzXDfu4uKiX3/9VRaLRRcvXtQvv/yimTNn6osvvtAPP/ygBg0aWPvWq1dPq1evliSlpKRo+vTp6tmzp2JjY1WhQoXivzkA+ZowYYImTJiQb5/ff/89V1u3bt3UrVu3m44xmUyG5r4ZKiFQotzd3TVr1izNnDlTP//8syTp9ddfl7u7uwYPHqyhQ4eqZs2aqlmzpnr37q3Dhw9bxx49elT9+vVT/fr1VaNGDYWEhOi///2vzfyNGzdWWFiYXnzxRfn7+1uzgABuX926dVW9enWbnZejoqL08MMP64EHHlB0dLRNe/PmzVWhQgWtX79ejz32mGrWrKmAgAA9+eSTio2NtfZt0qSJJKldu3bWioTrli5dqlatWsnLy0v16tXT8OHDbWI6d+6cBg0apBo1aqhJkyb65ptvbhp/tWrV5O3tLW9vb2ulg6enp7XNw8Mj13KM68sa1q1bp+bNm6t69erq27evzp8/r5UrV6pp06by9/fXsGHDdOXKFetrWSwWzZw5U4GBgfLx8VGrVq3yjU2SYmJidPjwYf3973+3tl2vEvnuu+/UuXNn+fj4KDg4WHv37tUff/yhTp06qUaNGnr00Ud17Ngx67i/LscICwtTy5Yt9d133ykwMFC+vr7q37+/zbKTvKocro+7/uevvvpKa9euzbUL95kzZ/J93z516pT69eungIAAVa9eXc2bN9d3331nff6+++6Tj4+PIiIi8v0ZATCuatWq6tSpk7788ktr2969exUXF5fnhwyTySRvb2/5+PioXr166tOnj3788UdVqVJFo0ePtunr6Ohofe+899579eqrr+r8+fM6fvx4sd8XgNKLJARKXNu2bTV06FCFhoZq5cqV+vbbbzVnzhz16NFDzs7O+uGHH7Ru3Tp5e3urW7duSku7dir6pUuX9Mgjj+j7779XdHS0unbtqgEDBujgwYM288+ePVv169fXxo0b9dZbb5XELQJlTnBwcK4kRJs2bdSmTRub9ujoaAUHB0uSLl++rOHDh2vDhg1avXq1KleurL59+1qXdWzYsEGS9N133yk2NlZLliyRdG35x+jRo9W/f39t2bJF3377re677z6beD788EN17txZ0dHRevLJJzVixAidPHmySO85IyNDn376qT777DOtXLlSMTExGjhwoJYuXarFixdryZIlWrt2rebPn28dM2XKFIWHh2v69Onavn27Ro8erdGjR2vt2rU3fZ2tW7eqVq1acnd3z/VcWFiYXn75ZW3evFlVqlTRs88+q7Fjx+qNN97QTz/9pPT0dI0bNy7f+zhx4oRWrFihJUuWaMWKFdqzZ48mT55s+OcwcuRI9ejRQ23btlVsbKxiY2MVFBSktLQ0denSJd/37VdffVVXrlxRRESEtm3bprCwMFWpUsVm/gcffNAmkQWg8AYMGKCvvvpKOTk5kq5VQXTv3l1ubm6Gxru5uWnIkCHaunWrkpKS8uyTnp6ub775RmazWf7+/kUWO4Cyh+UYuCO88847CgkJ0ZAhQ/T2228rJiZGFotFs2fPlslkkiR9/PHHqlu3rtauXasePXqocePGaty4sXWO1157Tf/973+1cuVKmzLmVq1aadSoUXa/J6Asa9OmjcaOHauMjAxZLBbt2rVLn3zyiXx9fTV+/HhJ0sGDB3X27FmFhIRIUq5v3GbNmiU/Pz/rso7rOz1XrVrVZinEtGnTFBoaqhEjRljbAgMDbebq06eP9dv7iRMnau7cudq6dWuR7luQlZWl6dOnq169epKknj17avbs2YqLi7PGfj0RMnLkSF2+fFmzZs3SihUr1KpVK0lSQECAfv75Z82fP9+m0uFGJ0+elI+PT57Pvfjii+rUqZMkacSIEerbt68WL15s/Rk/99xzGjt2bIH3MXv2bOuH/8GDB9t8Q1oQNzc3VahQQc7Ozjb/nb755psC37dPnjyprl27Wt+7AwICcs3v4+NT7PuCAHebjh07KisrS5s2bVKrVq20bNkyLV26VBs3bjQ8R8OGDSVdq8y6vuQuNjbWWm2VlpYmd3d3ffHFF6VqGRgA+yMJgTtCxYoVNXLkSI0bN04jRozQ2LFjdfz48VxrFdPS0nT06FFJ175VnTp1qtauXauzZ88qKytL6enpatSokc2YBx54wG73AdwtQkJClJ6erp07d8pisahatWqqXbu2vL29dfToUcXHxysqKkouLi7WjYyOHj2q9957T7t371ZycrJycnKUk5OjU6dO3fR1EhMTdebMGT388MP5xnPj772jo6M8PT1zbaJWWM7OztYEhCR5eXnJ29vb5pgsLy8v6xKT2NhYpaenq2fPntYP5dK1ky/y+5YwPT39pmupb7zP62dx/7Xt8uXLSktLk4uLS55z+Pn52VQf+Pj43PSbzVvx22+/Ffi+PXz4cL3yyiv66aef9PDDD+uJJ57IlVCqWLGizZIWAIXn4OCgfv36acmSJTp37pyqVaumli1b3lISwmKxSJLN+1mtWrX07bffSpIuXryo77//Xk8//bQiIiJy/W4DwHUkIXDHcHBwULly5VSuXDnl5OSocePGWrhwYa5+1zcre/PNN7V+/XpNnjxZderUkYuLi4YPH57rpA1XV1e7xA/cTQICAuTn56fo6GhZLBbrKQ6urq4KDAxUdHS0oqOj1aJFCzk5OUm6Vq1Qo0YNffzxx6pevbocHR0VFBSU63f2dlx/jetMJpP1L8xFxdHR9n+ZJpMpz7br5c7X//3VV1/Jz88v37lu5OnpqT179uT53I33ef2DwI1zXW+7/toFzfHXmCWpXLlyuX52WVlZN53vOiPv2wMHDlSHDh20bt06bdy4UZ06ddLo0aNtNra6/gEJQNF6+umn1bp1a504cUJPP/30LY8/cOCATCaTTRK1fPnyql27tvVxkyZN9MMPP2j27Nn697//XSRxAyh7SELgjtSkSRMtX75cVatWzXNdtCRt375dffv2tZZ4p6en6+jRo6pTp449QwXuWtf3hbBYLOrXr5+1vU2bNtq8ebOio6P14osvSrq2a/rBgwc1ffp069KBmJgYmw+310+uuX5yhXTt2MYaNWpo06ZNateunT1uq8g0aNBAzs7OOnnyZIGVHDe6//779dlnnyknJ0flytl/66Zq1arl2in7r4/Lly9v899JMva+LUn33HOPBg8erMGDB+vjjz/W3LlzbZIQ+/fvty5fAVB06tSpo6ZNm2rnzp3WPXeMunTpkhYtWqTWrVsXmCR0cHCgmglAvtiYEnekXr16ycvLS/3791d0dLSOHTumLVu2aOLEidad1uvUqaPVq1crJiZG+/bt07Bhw5SRkVHCkQN3j+DgYO3evVs///yz2rRpY21v3bq1VqxYocTEROumlO7u7vL09NTixYt15MgRRUdH65VXXrH5Ft9sNqtixYr66aeflJCQoPPnz0u6tpnhnDlzNGvWLB06dEh79uzRv/71L/ve7G2oVKmSRo4cqTfffFPh4eE6cuSI9uzZo4ULF+rzzz+/6bjg4GClp6dr79699gv2BiEhIdqzZ4815pkzZ2r79u02ffz9/bV//37FxcUpOTlZmZmZht63x40bp/Xr1+vYsWPas2eP1q9fb3PcX1pammJiYtShQwe73jNwt1i+fLkOHTqU7xHEFotF8fHxio+PV1xcnL755ht16tRJFy5c0EcffWTTNysry9r38OHDmjZtmg4cOKDOnTsX960AKMVIQuCO5OLiojVr1iggIECDBw/WQw89pNDQUKWmplq/YXvvvfdkNpvVuXNn9erVS82bN7ceIQeg+AUHB+vq1asym8025bgtWrTQlStXVLlyZeua4HLlymnhwoXat2+fWrZsqTFjxmjixIlydna2jnN0dNTUqVMVHh6uhg0bqn///pKkZ555RtOmTdPixYvVsmVL9ezZUwcOHLDvzd6miRMnavz48fr000/VokUL9ejRQ6tWrVLNmjVvOqZq1arq0qWLdZ21vXXo0EHjxo3TlClT1LZtW504cULPPvusTZ9Bgwapfv36ateunerUqaPt27cbet/OycnR2LFjFRQUpB49esjLy0tz5syxzrtmzRr5+vpSCQEUExcXl3wrlaRrycAGDRqoYcOG6tChg2bNmqVHH31U27Zts0kaSlJcXJwaNGigBg0aKDg4WN9//71mzJhhUx0HAH9lSk1NLdpFswAAoFD279+vLl266JdfflHlypVLOhy7ad++vUJDQ9WrV6+SDgUAABQTh/Hjx79d0kEAAID/MZvNMpvNuY7BLMsSExOVmZmpIUOG2Oy+DwAAyhYqIQAAAAAAgF2wJwQAAAAAALALkhAAAAAAAMAuSEIAAAAAAAC7IAkBAAAAAADsgiQEAAAAAACwC5IQAAAAAADALkhCAAAAAAAAu/h/8XDtykNazo8AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 1296x504 with 2 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 500
        },
        "id": "8wDkqFprghh9",
        "outputId": "a59ffaf7-d452-4e26-c3c6-c9cda9d1f8c8"
      },
      "source": [
        "sns.pointplot(x=\"Year\",y=\"IMDB\",data=df,linestyles=\"dashed\",color=\"k\")\n",
        "plt.title(\"Average of ratings over the year\")\n",
        "plt.show()"
      ],
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "INOPsZCRgo0n",
        "outputId": "32178bec-5b11-4239-d159-410f3373cc50"
      },
      "source": [
        "a =rating_overyws\n",
        "list(round(a,2) for a in a)"
      ],
      "execution_count": 70,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[8.37, 8.82, 8.45, 7.61, 8.37]"
            ]
          },
          "metadata": {},
          "execution_count": 70
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "_FNOUwg5gv94",
        "outputId": "51ea917f-9a74-4e77-d4b6-d3f3309162ee"
      },
      "source": [
        "ex_df=df[[\"On Air\",\"IMDB\",\"Watch Time (minutes)\"]]\n",
        "\n",
        "for i in ex_df.columns.tolist()[1:]:\n",
        "    ex_df.sort_values(i,ascending=False).head().plot(x=\"On Air\",y=i,kind=\"bar\",color=[\"purple\"])"
      ],
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TtTHCNSdhK-x"
      },
      "source": [
        ""
      ],
      "execution_count": 71,
      "outputs": []
    }
  ]
}