Day_24_Machine_Learning_Classification_Project2_Part1.ipynb

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      "cell_type": "code",
      "source": [
        "import numpy as np # linear algebra\n",
        "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
        "import seaborn as sns\n",
        "from matplotlib import pyplot as plt\n",
        "from matplotlib.colors import rgb2hex\n",
        "import matplotlib.cm as cm\n",
        "from wordcloud import WordCloud\n",
        "from PIL import Image\n",
        "import nltk\n",
        "import re\n",
        "nltk.download('stopwords')\n",
        "from nltk.corpus import stopwords\n",
        "nltk.download('wordnet')\n",
        "from nltk.stem.porter import PorterStemmer\n",
        "\n",
        "from sklearn import metrics\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.preprocessing import LabelEncoder\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.pipeline import Pipeline\n",
        "from sklearn.feature_extraction.text import CountVectorizer\n",
        "\n",
        "from sklearn.naive_bayes import MultinomialNB\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.metrics import confusion_matrix, accuracy_score, classification_report\n",
        "\n",
        "\n",
        "import matplotlib.colors\n",
        "from collections import Counter\n",
        "cmap2 = cm.get_cmap('twilight',13)\n",
        "colors1= []\n",
        "for i in range(cmap2.N):\n",
        "    rgb= cmap2(i)[:4]\n",
        "    colors1.append(rgb2hex(rgb))\n",
        "    #print(rgb2hex(rgb))\n",
        "# Set style\n",
        "sns.set(style='whitegrid')"
      ],
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        "id": "hfNemEe89Lsa",
        "outputId": "6eaa9d01-539d-4375-c206-480c4b478dd7"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Unzipping corpora/stopwords.zip.\n",
            "[nltk_data] Downloading package wordnet to /root/nltk_data...\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Load the data"
      ],
      "metadata": {
        "id": "2LCrjH859JV6"
      }
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    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv('https://github.com/raw/thunderstroke325/60-Days-of-Data-Science-and-ML/main/datasets/review_data.csv', low_memory=False, index_col=0)\n",
        "\n",
        "# Drop duplicates and Null Values\n",
        "df.drop_duplicates(inplace=True)\n",
        "df.dropna()"
      ],
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            "text/plain": [
              "       Clothing ID  Age                                              Title  \\\n",
              "2             1077   60                            Some major design flaws   \n",
              "3             1049   50                                   My favorite buy!   \n",
              "4              847   47                                   Flattering shirt   \n",
              "5             1080   49                            Not for the very petite   \n",
              "6              858   39                               Cagrcoal shimmer fun   \n",
              "...            ...  ...                                                ...   \n",
              "23481         1104   34                     Great dress for many occasions   \n",
              "23482          862   48                         Wish it was made of cotton   \n",
              "23483         1104   31                              Cute, but see through   \n",
              "23484         1084   28  Very cute dress, perfect for summer parties an...   \n",
              "23485         1104   52                    Please make more like this one!   \n",
              "\n",
              "                                             Review Text  Rating  \\\n",
              "2      I had such high hopes for this dress and reall...       3   \n",
              "3      I love, love, love this jumpsuit. it's fun, fl...       5   \n",
              "4      This shirt is very flattering to all due to th...       5   \n",
              "5      I love tracy reese dresses, but this one is no...       2   \n",
              "6      I aded this in my basket at hte last mintue to...       5   \n",
              "...                                                  ...     ...   \n",
              "23481  I was very happy to snag this dress at such a ...       5   \n",
              "23482  It reminds me of maternity clothes. soft, stre...       3   \n",
              "23483  This fit well, but the top was very see throug...       3   \n",
              "23484  I bought this dress for a wedding i have this ...       3   \n",
              "23485  This dress in a lovely platinum is feminine an...       5   \n",
              "\n",
              "       Recommended IND  Positive Feedback Count   Division Name  \\\n",
              "2                    0                        0         General   \n",
              "3                    1                        0  General Petite   \n",
              "4                    1                        6         General   \n",
              "5                    0                        4         General   \n",
              "6                    1                        1  General Petite   \n",
              "...                ...                      ...             ...   \n",
              "23481                1                        0  General Petite   \n",
              "23482                1                        0  General Petite   \n",
              "23483                0                        1  General Petite   \n",
              "23484                1                        2         General   \n",
              "23485                1                       22  General Petite   \n",
              "\n",
              "      Department Name Class Name  \n",
              "2             Dresses    Dresses  \n",
              "3             Bottoms      Pants  \n",
              "4                Tops    Blouses  \n",
              "5             Dresses    Dresses  \n",
              "6                Tops      Knits  \n",
              "...               ...        ...  \n",
              "23481         Dresses    Dresses  \n",
              "23482            Tops      Knits  \n",
              "23483         Dresses    Dresses  \n",
              "23484         Dresses    Dresses  \n",
              "23485         Dresses    Dresses  \n",
              "\n",
              "[19662 rows x 10 columns]"
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              "      <td>Some major design flaws</td>\n",
              "      <td>I had such high hopes for this dress and reall...</td>\n",
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              "      <td>5</td>\n",
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              "      <td>Not for the very petite</td>\n",
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              "      <td>2</td>\n",
              "      <td>0</td>\n",
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              "      <td>Cagrcoal shimmer fun</td>\n",
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              "      <td>5</td>\n",
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              "      <th>23481</th>\n",
              "      <td>1104</td>\n",
              "      <td>34</td>\n",
              "      <td>Great dress for many occasions</td>\n",
              "      <td>I was very happy to snag this dress at such a ...</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
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              "      <td>Wish it was made of cotton</td>\n",
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              "      <th>23483</th>\n",
              "      <td>1104</td>\n",
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              "      <td>Cute, but see through</td>\n",
              "      <td>This fit well, but the top was very see throug...</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
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              "      <td>General Petite</td>\n",
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              "      <td>Very cute dress, perfect for summer parties an...</td>\n",
              "      <td>I bought this dress for a wedding i have this ...</td>\n",
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              "      <td>1</td>\n",
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              "<p>19662 rows × 10 columns</p>\n",
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        "df.info()"
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        "outputId": "82f8de30-bb4f-4436-efbb-209a6f87b148"
      },
      "execution_count": 3,
      "outputs": [
        {
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          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 23465 entries, 0 to 23485\n",
            "Data columns (total 10 columns):\n",
            " #   Column                   Non-Null Count  Dtype \n",
            "---  ------                   --------------  ----- \n",
            " 0   Clothing ID              23465 non-null  int64 \n",
            " 1   Age                      23465 non-null  int64 \n",
            " 2   Title                    19676 non-null  object\n",
            " 3   Review Text              22640 non-null  object\n",
            " 4   Rating                   23465 non-null  int64 \n",
            " 5   Recommended IND          23465 non-null  int64 \n",
            " 6   Positive Feedback Count  23465 non-null  int64 \n",
            " 7   Division Name            23451 non-null  object\n",
            " 8   Department Name          23451 non-null  object\n",
            " 9   Class Name               23451 non-null  object\n",
            "dtypes: int64(5), object(5)\n",
            "memory usage: 2.0+ MB\n"
          ]
        }
      ]
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    {
      "cell_type": "code",
      "source": [
        "# missing values\n",
        "df.isna().sum()"
      ],
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        "colab": {
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        },
        "id": "YDOrwC-5-hq4",
        "outputId": "6ad434f6-0dcf-4718-92f4-0fa278a36327"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Clothing ID                   0\n",
              "Age                           0\n",
              "Title                      3789\n",
              "Review Text                 825\n",
              "Rating                        0\n",
              "Recommended IND               0\n",
              "Positive Feedback Count       0\n",
              "Division Name                14\n",
              "Department Name              14\n",
              "Class Name                   14\n",
              "dtype: int64"
            ]
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          "metadata": {},
          "execution_count": 4
        }
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      "source": [
        "df.describe()"
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            "text/plain": [
              "        Clothing ID           Age        Rating  Recommended IND  \\\n",
              "count  23465.000000  23465.000000  23465.000000     23465.000000   \n",
              "mean     918.096825     43.200128      4.195355         0.822203   \n",
              "std      203.362035     12.280712      1.110278         0.382350   \n",
              "min        0.000000     18.000000      1.000000         0.000000   \n",
              "25%      861.000000     34.000000      4.000000         1.000000   \n",
              "50%      936.000000     41.000000      5.000000         1.000000   \n",
              "75%     1078.000000     52.000000      5.000000         1.000000   \n",
              "max     1205.000000     99.000000      5.000000         1.000000   \n",
              "\n",
              "       Positive Feedback Count  \n",
              "count             23465.000000  \n",
              "mean                  2.538206  \n",
              "std                   5.704248  \n",
              "min                   0.000000  \n",
              "25%                   0.000000  \n",
              "50%                   1.000000  \n",
              "75%                   3.000000  \n",
              "max                 122.000000  "
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Clothing ID</th>\n",
              "      <th>Age</th>\n",
              "      <th>Rating</th>\n",
              "      <th>Recommended IND</th>\n",
              "      <th>Positive Feedback Count</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>23465.000000</td>\n",
              "      <td>23465.000000</td>\n",
              "      <td>23465.000000</td>\n",
              "      <td>23465.000000</td>\n",
              "      <td>23465.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>918.096825</td>\n",
              "      <td>43.200128</td>\n",
              "      <td>4.195355</td>\n",
              "      <td>0.822203</td>\n",
              "      <td>2.538206</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>203.362035</td>\n",
              "      <td>12.280712</td>\n",
              "      <td>1.110278</td>\n",
              "      <td>0.382350</td>\n",
              "      <td>5.704248</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>18.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>861.000000</td>\n",
              "      <td>34.000000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>936.000000</td>\n",
              "      <td>41.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>1078.000000</td>\n",
              "      <td>52.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>3.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>1205.000000</td>\n",
              "      <td>99.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>122.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-22b618a8-c395-4f75-887c-457676802e15')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-22b618a8-c395-4f75-887c-457676802e15 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-22b618a8-c395-4f75-887c-457676802e15');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Rating unique values\n",
        "df.Rating.value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YyekQoEA-z9B",
        "outputId": "d65f05a6-be02-464d-a43b-7b94aa99d95b"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "5    13111\n",
              "4     5076\n",
              "3     2871\n",
              "2     1565\n",
              "1      842\n",
              "Name: Rating, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Clas Name counts\n",
        "df[\"Class Name\"].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OnKnjvjF_Keg",
        "outputId": "c3a57082-09aa-4e36-b913-0ac3ba69f3ff"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Dresses           6312\n",
              "Knits             4835\n",
              "Blouses           3093\n",
              "Sweaters          1428\n",
              "Pants             1388\n",
              "Jeans             1146\n",
              "Fine gauge        1099\n",
              "Skirts             945\n",
              "Jackets            704\n",
              "Lounge             691\n",
              "Swim               350\n",
              "Outerwear          328\n",
              "Shorts             317\n",
              "Sleep              228\n",
              "Legwear            165\n",
              "Intimates          154\n",
              "Layering           146\n",
              "Trend              119\n",
              "Casual bottoms       2\n",
              "Chemises             1\n",
              "Name: Class Name, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Department Name counts\n",
        "df[\"Department Name\"].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JlyHWgeP_Ycv",
        "outputId": "67bb0e5c-f5fb-464e-a71c-678488267890"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Tops        10455\n",
              "Dresses      6312\n",
              "Bottoms      3798\n",
              "Intimate     1735\n",
              "Jackets      1032\n",
              "Trend         119\n",
              "Name: Department Name, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Data Visualization"
      ],
      "metadata": {
        "id": "fjjf-fCy9JPr"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Cloth Department Analysis\n",
        "plt.figure(figsize=(10,10))\n",
        "sns.countplot(x='Department Name',data=df,palette='mako',order=df['Department Name'].value_counts().index,edgecolor='black',linewidth=1)\n",
        "plt.xlabel('Dress Departments')\n",
        "plt.ylabel('Count')\n",
        "plt.xticks(rotation=45)\n",
        "plt.title('Cloth Department Analysis')\n",
        "plt.grid(False)\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 657
        },
        "id": "oIPexwrp_lAI",
        "outputId": "827a6001-316e-4609-bf21-35ca6883ab9f"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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AAICBiDwAAAADEXkAAAAGIvIAAAAMROQBAAAYiMgDAAAwEJEHAABgICIPAADAQEQeAACAgYg8AAAAAxF5AAAABiLyAAAADETkAQAAGIjIAwAAMBCRBwAAYCAiDwAAwEBEHgAAgIGIPAAAAAMReQAAAAYi8gAAAAxE5AEAABiIyAMAADAQkQcAAGAgIg8AAMBARB4AAICBiDwAAAADEXkAAAAGIvIAAAAMROQBAAAYiMgDAAAwEJEHAABgICIPAADAQEQeAACAgYg8AAAAAxF5AAAABiLyAAAADETkAQAAGIjIAwAAMBCRBwAAYCAiDwAAwEBEHgAAgIGIPAAAAAMReQAAAAYi8gAAAAxE5AEAABiIyAMAADAQkQcAAGAgIg8AAMBARB4AAICBiDwAAAADEXkAAAAGIvIAAAAMROQBAAAYiMgDAAAwEJEHAABgICIPAADAQEQeAACAgYg8AAAAAxF5AAAABiLyAAAADETkAQAAGIjIAwAAMBCRBwAAYCAiDwAAwEBEHgAAgIGIPAAAAAMReQAAAAYi8gAAAAxE5AEAABiIyAMAADAQkQcAAGAgIg8AAMBARB4AAICBiDwAAAADEXkAAAAGIvIAAAAMROQBAAAYiMgDAAAwEJEHAABgICIPAADAQEQeAACAgYg8AAAAAxF5AAAABiLyAAAADFQqIm/t2rV64IEH1KdPH/Xu3VsrV66UJB08eFD9+vVTWFiY+vXrp0OHDtkfU9Q1AACA8sDhkWdZlkaOHKnJkydr8eLFmjx5skaNGqX8/HyNHz9ekZGRWrFihSIjIzVu3Dj744q6BgAAUB44PPIkycnJSefPn5cknT9/XjVr1tSZM2eUmJio8PBwSVJ4eLgSExN1+vRppaenF2kNAACgvHBx9AA2m03vvPOOnn32WXl6eurixYv64IMPlJqaqlq1asnZ2VmS5OzsrJo1ayo1NVWWZRVpzcfHx2GvEwAA4FZy+J683NxczZ49W++//77Wrl2rmTNn6u9//7suXbrk6NEAAADKLIfvydu9e7dOnDihe++9V5J07733qkKFCnJ3d1daWpry8vLk7OysvLw8nThxQr6+vrIsq0hrAAAA5YXD9+TVrl1bx48f14EDByRJSUlJSk9PV7169RQYGKi4uDhJUlxcnAIDA+Xj46Nq1aoVaQ0AAKC8sFmWZTl6iCVLlujDDz+UzWaTJL3wwgvq2rWrkpKSNHr0aJ07d06VK1dWVFSUAgICJKnIa9eTlZWlhIQEBQUFyd3d/Q/vZ7PZ1Cwg9CZfufniD2xRKfgWAwDASH/WLaUi8koTIq94EXkAAJScP+sWhx+uBQAAQPEj8gAAAAxE5AEAABiIyAMAADAQkQcAAGAgIg8AAMBARB4AAICBiDwAAAADEXkAAAAGIvIAAAAMROQBAAAYiMgDAAAwEJEHAABgICIPAADAQEQeAACAgYg8AAAAAxF5AAAABiLyAAAADETkAQAAGIjIAwAAMBCRBwAAYCAiDwAAwEBEHgAAgIGIPAAAAAMReQAAAAYi8gAAAAxE5AEAABiIyAMAADAQkQcAAGAgIg8AAMBARB4AAICBiDwAAAADEXkAAAAGIvIAAAAMROQBAAAYiMgDAAAwEJEHAABgICIPAADAQEQeAACAgYg8AAAAAxF5AAAABiLyAAAADETkAQAAGIjIAwAAMBCRBwAAYCAiDwAAwEBEHgAAgIGIPAAAAAMReQAAAAYi8gAAAAxE5AEAABiIyAMAADAQkQcAAGAgIg8AAMBARB4AAICBiDwAAAADEXkAAAAGIvIAAAAMROQBAAAYiMgDAAAwEJEHAABgICIPAADAQEQeAACAgYg8AAAAAxF5AAAABiLyAAAADETkAQAAGIjIAwAAMBCRBwAAYCAiDwAAwEBEHgAAgIGIPAAAAAMReQAAAAYi8gAAAAxE5AEAABiIyAMAADAQkQcAAGAgIg8AAMBALo4eACgsP786Sk095ugxSj1fX3+lpBx19BgAAAcj8lBmpKYeU1jXlx09Rqm3YvXbjh4BAFAKcLgWAADAQEQeAACAgYg8AAAAAxF5AAAABiLyAAAADETkAQAAGIjIAwAAMBCRBwAAYCAiDwAAwEBEHgAAgIFKReRlZWVp/Pjx6tatmyIiIvTqq69Kkg4ePKh+/fopLCxM/fr106FDh+yPKeoaAABAeVAqIi86Olru7u5asWKFYmNjNWzYMEnS+PHjFRkZqRUrVigyMlLjxo2zP6aoawAAAOWBwyPv4sWLiomJ0bBhw2Sz2SRJ1atXV3p6uhITExUeHi5JCg8PV2Jiok6fPl3kNQAAgPLCxdEDJCcny9vbW++++662bNkiLy8vDRs2TB4eHqpVq5acnZ0lSc7OzqpZs6ZSU1NlWVaR1nx8fBz2OgEAAG4lh+/Jy8vLU3Jyspo0aaKvv/5aw4cP1/PPP69Lly45ejQAAIAyy+F78nx9feXi4mI/vHr33XeratWq8vDwUFpamvLy8uTs7Ky8vDydOHFCvr6+siyrSGsAAADlhcP35Pn4+Cg0NFTff/+9pF8/GZuenq769esrMDBQcXFxkqS4uDgFBgbKx8dH1apVK9IaAABAeWGzLMty9BDJyckaM2aMzp49KxcXF/39739Xx44dlZSUpNGjR+vcuXOqXLmyoqKiFBAQIElFXruerKwsJSQkKCgoSO7u7n94P5vNpmYBoTf/4g0Xf2CLiutbzGazKazry8XyXCZbsfrtYtvmAIDS7c+6pVREXmlC5BUvIu/WI/IAoPz4s25x+OFaAAAAFD8iDwAAwEBEHgAAgIGIPAAAAAMVOvK+/fbba96+fPnyYhsGAAAAxaPQkTd27Nhr3j5u3LhiGwYAAADF47q/8SI5OVmSZFmW/c9Xrrm5uZXMZAAAACiy60be/fffL5vNJsuydP/991+1Vr16dT3//PMlNhwAAACK5rqRt2fPHknSo48+qs8++6zEBwIAAMDNK/Q5eQQeAABA2XHdPXkFkpOT9c4772j37t26dOnSVWvr1q0r7rkAAABwEwodecOHD1fdunU1atQoVahQoSRnAgAAwE0qdOTt27dPCxYskJMT108GAAAo7QpdbC1atFBiYmJJzgIAAIBiUug9ef7+/nr66ad1//33q3r16letDRs2rNgHAwAAQNEVOvIyMzPVqVMn5ebm6vjx4yU5EwAAAG5SoSPvrbfeKsk5AAAAUIxu6BIqf6Ru3brFMgwAAACKR6Ej78pfb1bAZrNJknbv3l38kwEAAKDICh15Bb/erMDJkyf17rvvKiQkpNiHAgAAwM0p8kXvatSoobFjx2rq1KnFOQ8AAACKwU1d2fjAgQPKzMwsrlkAAABQTAp9uDYyMtJ+Dp706yVV9u/fr6FDh5bIYAAAACi6QkfeQw89dNXfK1SooMaNG6t+/frFPRMAAABuUqEj7y9/+UtJzgEAAIBiVOhz8nJycjR9+nR16dJFTZs2VZcuXTR9+nRlZ2eX5HwAAAAogkLvyYuOjlZ8fLwmTpwoPz8/paSk6P3339eFCxc0ZsyYkpwRAAAAN6jQkbd8+XItXrxYVatWlSQFBASoSZMm6tOnD5EHAABQyhT6cO2Vv+miMLcDAADAcQoded27d9eQIUO0ceNGJSUlacOGDRo6dKi6d+9ekvMBAACgCAp9uHbEiBGaOXOmJk2apBMnTqhWrVrq1auXhgwZUpLzAQAAoAiuuydv69atio6Olpubm4YNG6ZVq1Zpx44dWrlypbKzs5WYmHgr5gQAAMANuG7kzZ49Wy1atLjmWmhoqGbNmlXsQwEAAODmXDfydu/erfbt219zrU2bNkpISCj2oQAAAHBzrht5Fy5cUE5OzjXXcnNzdfHixWIfCgAAADfnupEXEBCgTZs2XXNt06ZNCggIKPahAAAAcHOuG3lPPvmkxo8fr5UrVyo/P1+SlJ+fr5UrV2rChAkaMGBAiQ8JAACAG3PdS6hERETo1KlTGjVqlHJycuTt7a2zZ8/K1dVVL7zwgsLDw2/FnAAAALgBhbpO3oABA/TQQw/p559/1tmzZ+Xt7a3g4GBVrFixpOcDAABAERT6YsgVK1b8w0/ZAgAAoHQp9K81AwAAQNlB5AEAABiIyAMAADAQkQcAAGAgIg8AAMBARB4AAICBiDwAAAADEXkAAAAGIvIAAAAMROQBAAAYiMgDAAAwEJEHAABgICIPAADAQEQeAACAgYg8AAAAAxF5AAAABiLyAAAADETkAQAAGIjIAwAAMBCRBwAAYCAiDwAAwEBEHgAAgIGIPAAAAAMReQAAAAYi8gAAAAxE5AEAABiIyAMAADAQkQcAAGAgIg8AAMBARB4AAICBiDwAAAADEXkAAAAGIvIAAAAMROQBAAAYiMgDAAAwEJEHAABgICIPAADAQEQeAACAgYg8AAAAAxF5AAAABiLyAAAADETkAQAAGIjIAwAAMBCRBwAAYCAiDwAAwEBEHgAAgIGIPAAAAAMReQAAAAYi8gAAAAxE5AEAABioVEXeu+++q0aNGmnv3r2SpO3bt6t3794KCwvTwIEDlZ6ebr9vUdcAAADKg1ITebt27dL27dvl7+8vScrPz9eIESM0btw4rVixQiEhIZoyZcpNrQEAAJQXpSLysrOzNWnSJE2YMMF+W0JCgtzd3RUSEiJJ6t+/v5YvX35TawAAAOVFqYi8adOmqXfv3qpTp479ttTUVPn5+dn/7uPjo/z8fJ09e7bIawAAAOWFwyPv559/VkJCgiIjIx09CgAAgDFcHD3Af//7XyUlJalLly6SpOPHj+upp57SY489ppSUFPv9Tp8+LScnJ3l7e8vX17dIawAAAOWFw/fkDRo0SJs2bdKaNWu0Zs0a1a5dW3PmzNHTTz+ty5cv66effpIkffnll+revbskKSgoqEhrAAAA5YXD9+T9EScnJ02ePFnjx49XVlaW/P39FR0dfVNrAAAA5UWpi7w1a9bY/9y8eXPFxsZe835FXQMAACgPHH64FgAAAMWPyAMAADAQkQcAAGAgIg8AAMBApe6DFwBKDz//ukpNOeroMUo9X786SjmW7OgxAOAqRB6AP5SaclRdn5nm6DFKvdWzhzl6BAD4HQ7XAgAAGIjIAwAAMBCRBwAAYCAiDwAAwEBEHgAAgIGIPAAAAAMReQAAAAYi8gAAAAxE5AEAABiIyAMAADAQkQcAAGAgIg8AAMBARB4AAICBiDwAAAADEXkAAAAGIvIAAAAMROQBAAAYiMgDAAAwEJEHAABgICIPAADAQEQeAACAgYg8AAAAAxF5AAAABiLyAAAADETkAQAAGIjIAwAAMBCRBwAAYCAiDwAAwEBEHgAAgIGIPAAAAAMReQAAAAYi8gAAAAxE5AEAABiIyAMAADAQkQcAAGAgIg8AAMBARB4AAICBiDwAAAADEXkAAAAGIvIAAAAMROQBAAAYiMgDAAAwEJEHAABgICIPAADAQEQeAACAgYg8AAAAAxF5AAAABiLyAAAADETkAQAAGIjIAwAAMBCRBwAAYCAiDwAAwEBEHgAAgIGIPAAAAAMReQAAAAYi8gAAAAxE5AEAABiIyAMAADAQkQcAAGAgIg8AAMBARB4AAICBiDwAAAADEXkAAAAGIvIAAAAMROQBAAAYiMgDAAAwEJEHAABgICIPAADAQEQeAACAgYg8AAAAAxF5AAAABiLyAAAADETkAQAAGIjIAwAAMBCRBwAAYCAiDwAAwEBEHgAAgIGIPAAAAAMReQAAAAYi8gAAAAxE5AEAABiIyAMAADAQkQcAAGAgIg8AAMBADo+8M2fO6G9/+5vCwsIUERGh5557TqdPn5Ykbd++Xb1791ZYWJgGDhyo9PR0++OKugYAAFAeODzybDabnn76aa1YsUKxsbGqW7eupkyZovz8fI0YMULjxo3TihUrFBISoilTpkhSkdcAAADKC4dHnre3t0JDQ+1/v+eee5SSkqKEhAS5u7srJCREktS/f38tX75ckoq8BgAAUF44PPKulJ+frwULFqhz585KTU2Vn5+ffc3Hx0f5+fk6e/ZskdcAAADKi1IVea+99po8PT316KOPOnoUAACAMs3F0QMUiIqK0uHDhzVr1iw5OTnJ19dXKSkp9mI+nnkAACAASURBVPXTp0/LyclJ3t7eRV4DAAAoL0rFnrypU6cqISFB7733ntzc3CRJQUFBunz5sn766SdJ0pdffqnu3bvf1BoAAEB54fA9efv27dPs2bNVv3599e/fX5JUp04dvffee5o8ebLGjx+vrKws+fv7Kzo6WpLk5ORUpDUAAIDywuGRd+edd+qXX3655lrz5s0VGxtbrGsAAADlQak4XAsAAIDiReQBAAAYiMgDAAAwEJEHAABgICIPAADAQEQeAACAgYg8AAAAAzn8OnkAgP/jV6euUo8ddfQYpZ6vfx2lHE129BhAqUbkAUApknrsqDq/NdvRY5R6a/73GUePAJR6HK4FAAAwEJEHAABgICIPAADAQEQeAACAgYg8AAAAAxF5AAAABiLyAAAADETkAQAAGIjIAwAAMBCRBwAAYCAiDwAAwEBEHgAAgIGIPAAAAAMReQAAAAYi8gAAAAxE5AEAABiIyAMAADAQkQcAAGAgIg8AAMBARB4AAICBiDwAAAADEXkAAAAGIvIAAAAMROQBAAAYiMgDAAAwEJEHAABgICIPAADAQEQeAACAgYg8AAAAAxF5AAAABiLyAAAADETkAQAAGIjIAwAAMJCLowcAAMCR/G+rq5Tko44eo9Tzq1tHx44kO3oM3AAiDwBQrqUkH1WfLz9x9Bil3uL+Tzh6BNwgDtcCAAAYiMgDAAAwEJEHAABgICIPAADAQEQeAACAgYg8AAAAAxF5AAAABiLyAAAADETkAQAAGIjIAwAAMBCRBwAAYCAiDwAAwEBEHgAAgIGIPAAAAAMReQAAAAYi8gAAAAxE5AEAABiIyAMAADAQkQcAAGAgIg8AAMBARB4AAICBiDwAAAADEXkAAAAGIvIAAAAMROQBAAAYiMgDAAAwEJEHAABgICIPAADAQEQeAACAgYg8AAAAAxF5AAAABiLyAAAADETkAQAAGIjIAwAAMBCRBwAAYCAiDwAAwEBEHgAAgIGIPAAAAAMReQAAAAYi8gAAAAxE5AEAABiIyAMAADAQkQcAAGAgF0cPAAAAype69W7T0SPJjh6j1KtzW10lHz5S5McTeQAA4JY6eiRZ721f4ugxSr2h9/S+qcdzuBYAAMBAxkbewYMH1a9fP4WFhalfv346dOiQo0cCAAC4ZYyNvPHjxysyMlIrVqxQZGSkxo0b5+iRAAAAbhkjz8lLT09XYmKiPv74Y0lSeHi4XnvtNZ0+fVo+Pj5/+ljLsiRJ2dnZf3o/X19fVavx588FyTfTV1lZWcXzXL6+8q7qVSzPZTJf3+Ld5lUruhfLc5ms2Le5h1uxPJfJinubV3FxLZbnMllxb3M3y7lYnstkhdnmBb1S0C9XslnXurWMS0hI0KhRo7R06VL7bT179lR0dLTuuuuuP33s+fPntXfv3pIeEQAAoNg0bNhQlSpVuuo2I/fk3QwvLy81bNhQrq6ustlsjh4HAADgD1mWpZycHHl5/f5Il5GR5+vrq7S0NOXl5cnZ2Vl5eXk6ceKEfH19r/tYJyen35UwAABAaeXh4XHN24384EW1atUUGBiouLg4SVJcXJwCAwOvez4eAACAKYw8J0+SkpKSNHr0aJ07d06VK1dWVFSUAgICHD0WAADALWFs5AEAAJRnRh6uBQAAKO+IPAAAAAMReQAAAAYi8gAAAAxE5AEAABiIyAMAALiGw4cP65dffnH0GEVG5AEAUIYUXPksJSXF/svpUfwyMjI0ffp0ffPNN2U29Ig8AxW8AaSnp/MGUApwKUrHYLvfegXb/Mptz3+H4mVZlmw2m9atW6dnnnlGKSkpjh7JSPn5+apSpYqefvppZWRk6Ntvv9Xhw4cdPdYNI/IMU/AGsGbNGr322mtKTU29ag23VsF/D0n6/PPPFRsb6+CJyocrt/vWrVuVlpbm4InMd+U2P3XqlC5duiRJstlsvPcUI5vNpu+//17R0dGaOHGi6tevr4yMDJ09e9bRoxnFyenXPDp48KBOnjypTz/9VJ9//rn27t3r4MluDJFnGJvNpvXr12vGjBkaMGCA6tWrp+zsbF2+fFk2m035+fmOHrFcKfhH7+OPP9aSJUt0xx13OHii8qFgu3/66ad6/fXXlZeXd9U60VH8rvxh5n//93/1j3/8QxMnTrxqDUV35ffszz//rKFDh8rPz08LFizQY489prfeekvx8fEOnNA8ixYt0kcffaTJkyfrzTff1MmTJxUbG6sjR444erRCI/IMk5+fr9WrV+tvf/ub/Pz89M0332jYsGEaPXq0Tp8+bf/pBLfOjh07tGzZMv3rX/9SnTp1tGrVKs2YMUOnTp2SRHCUlCVLligmJkYfffSR/Pz8tG/fPiUkJEgiOkrKokWLtHLlSr322mvKyMjQqVOnOHR7ky5cuKD4+HjZbDZt2rRJO3fuVPXq1TVu3DiNHDlS+fn5Gj58uJycnHTx4kVHj2uUY8eOqUePHvLx8VFYWJj69+9vf0/Zt2+fo8crFBdHD4DiV7FiRS1evFjz589X586d1aVLF8XHx+vMmTPy8fFx9HjGu/KwlSR5eHgoJydHUVFRysrKUk5Ojv7zn/9Ikp5//nmCowRYlqUzZ86oX79+2rZtm/bs2aMVK1bIz89PjzzyiDp27OjoEY1iWZZyc3N14MABTZgwQZs2bdKFCxc0a9Ys2Ww27dixQ3fffTff60Vw+fJljR07Vo0bN1ZCQoJef/119e/fX3feeafq1q2rmjVrKjk5Wbt27VL//v0dPW6Z9dv37YK/X/mBi9DQULVu3VrZ2dmqXr26I8a8Yc4TJkyY4OghUHQF34g7d+7UkSNHdP78efXq1UvVqlVTRESEunXrJpvNpk8++cT+EwlKzpVvFMnJycrPz5e3t7d8fHy0c+dORUZGqn///qpSpYr279+vdu3aydnZ2cFTl32/fYO22Ww6c+aM5s6dq8OHD6tLly56/PHHdfDgQfn5+SkgIMCB05rh0qVLsixLzs7OSk5OVpUqVbR7927NmjVLR48e1Zw5c+Ts7Kx//etf+uGHH9SyZUu5uro6euwyx9PTU66urvrwww/VtWtXPfLII8rPz5efn58qVqyoJUuWaOLEiXrppZfUunVrR49bJl35/vHTTz8pIyNDNWrU0J133ql33nlHR48eVa1atbRhwwbt2LFDo0ePVs2aNR08deGwJ6+MKzgJd/z48br77ru1Z88etW3bVmPGjJEkrVmzRv/85z81fPhwNWjQwMHTmu/Kc/A2b94sSWrcuLEGDRqk8PBwSdLChQv12WefacqUKfyjV0wKtvvChQu1Y8cOtWrVSl27dlWLFi3k7u4uV1dXrV+/Xlu3btVjjz3m4GnLvszMTC1btkw1atTQ7t27tWfPHkVFRalWrVqSpAcffFD5+flaunSpFixYoOjoaFWoUMHBU5ddjRo10j/+8Q+NHTtWvr6+GjJkiCTp4sWLqlSpkkaOHMne6SK6MvA++eQT/etf/5IktWvXTgMHDtRXX32l0aNH64MPPtCRI0f0xhtvyN/f35Ej3xAir4xLTEzUZ599pvfff18NGzZUSkqKnnzySXl7e+vZZ59VfHy8Ro0apXbt2jl61HJj0aJF2rRpk+bMmaNnnnlGqamp8vLy0sWLF7Vv3z599dVXio6O1p133unoUcu8K9+gY2Ji9O9//1tt2rTRqlWrtGvXLv3P//yPbr/9ds2dO1cxMTGaMmWK6tWr5+Cpy74KFSqoRo0aeuWVV+Th4aFp06bJ3d1dffr00eHDh7V8+XJ99tlncnJy0uTJk/lev0EF39fbt29XamqqatSooYiICDVo0ED9+/dXhQoVFBQUpKioKM2ZM0eVK1d29Mhl1pV78DZv3qxly5YpKSlJc+fO1UcffaQnn3xSs2fPls1m07lz58rctuZwbRl2+vRpzZ49W//5z3/0zDPPyN3dXZUqVVLNmjWVkJCgLl26qHnz5rr99tsdPWq5sn79eg0cOFAxMTE6cOCApk2bJmdnZx04cED169dXr169ytRPgqXVlYF36dIlHTp0SAMGDFC3bt3k5eWlffv2af/+/QoICFCtWrXUu3dv9mYXo6pVq2rPnj3KyclRgwYNVKlSJVWsWFGhoaEKCQlRr169FBERIT8/P0ePWubYbDZt2LBBkyZNUr169TRq1Ch5e3urc+fOateunWbMmKHt27friSeeUFBQkKPHLfN27Nihd999Vy4uLgoPD5ePj4/8/f21detWbdu2TTVr1lTNmjXl7u7u6FFvGJFXhrm4uKhixYras2eP9u/frzZt2sjZ2Vm7du3S1q1bFRYWJldXV052LkFXhsbly5fl4uKixYsX6/PPP5dlWZo6dapcXV01b948LVmyRGFhYapYsaKDpy77rtzu8+bN06RJk7Rx40bl5OSodevWqlevnlxcXLR161YdOXJEPXv2VNWqVR08ddl25TbPzs6Wl5eXevTooSpVqujTTz+Vp6enmjRpok2bNunMmTNq2LBhmfxHsTRITk7Wm2++qWnTpsnDw0MJCQl68cUX5eXlpVq1aqlnz566//77dffdd//ufFRc32+3mY+Pj06dOqUDBw7I09NTdevWVe3atVW7dm3t2bNHXbp0kaenpwMnLjoir4xITk7Wvn375Ofnp127dikpKUkpKSlq3bq16tevrx9//FFffPGFXF1dtWDBAj3xxBNq2LAh/+cvQVe+UXz55Zc6dOiQGjduLD8/P82ZM0c9e/ZUkyZNFBcXp4ULF2rMmDH2c5Zwcwq2+4YNG/Tdd99p6NChqlWrlvbs2aOMjAw1bdpUt912mypVqqT77ruPsL5Jvz1vafHixfrmm2/UtGlTNW/eXB4eHlq0aJG2bNmiefPm2U8ZQeFduY3z8vKUkZGhrKwszZw5U2+//bb8/f0VFxenrKws1atXT15eXpK4HNCNunI7r1u3TocPH1ZGRobCw8OVmpqq7du3S5Lq1q0rX19ftWnTRpUqVXLkyDeFyCsDkpKSNHz4cHXq1ElJSUl6/fXXderUKcXGxuqnn37Sk08+qdq1a2vTpk365Zdf9Pzzz6tDhw7Kzc3lunglqOCNYv78+frqq680cOBAValSRdWrV1fLli01c+ZMbd26Vbt27dLEiRPVsGFDB09slm3btmn06NF64okn1KlTJ/sh8O+//15paWm65557VLduXfs/hii6K7/XV69erQkTJmjatGn68ccfdccdd6hDhw66/fbbVa1aNQ0ePJjzHovAZrPpP//5j+Li4hQUFKRJkyZp7dq1WrZsmXx8fBQfH6833nhDHTt25BD4TbjyCMCiRYvk7OysDz/8ULfffrsiIiK0b98+ff/99/L09FRAQICcnJzKdEgTeaXcgQMH9OKLL+rvf/+7WrZsqZdeeklvvfWW+vfvrx49emju3LlKSUlR3759VaNGDZ05c0YHDhxQ69at5ebm5ujxjZeUlKSZM2dq9uzZqly5spYvX65ly5apQYMGGjp0qLp166Zu3brJ19fX0aOWeQU/gRf87+XLl7Vz505t2rRJERERqlq1qmrVqqXLly8rPj5erVq14nBhMTp06JCWLFmi6OhoffPNN/bLeMyfP1+NGzdW8+bN1bBhQ/bg3YDk5GTt37/fHm3Lli1T1apVde+99+qOO+7Q5s2bdfz4ce3fv1/vv/++hg8frrZt2zp46rKr4L3jhx9+0OLFizVv3jz9+OOPys/P18CBA+Xm5qbmzZvr+PHj6tChgypWrFimA08i8kq1AwcOaMiQITpw4ICGDh2qypUr69NPP9Vjjz2mChUqyN3dXbVr11Z8fLy6du0qf39/OTk56fDhw7rnnnvK7DkEpdmVu/pzc3OVmZmp9evX69ixY1q+fLkOHz6szMxMpaSkqEOHDnJ2dia2i8GV2/3kyZPKy8tT7dq11b59eyUmJmrJkiW67777VLVqVfn7+6tLly5l7lNwpc1vz1tycXFRy5YttWfPHn3xxReaO3euOnfurFmzZuncuXPq0KGDXFy4YMONWLx4sV577TU1adJEdevWtV+WpkmTJvLz81NoaKi2bdsmLy8v/fWvf1X79u05B68I0tPT5enpKZvNpqysLPv505s2bdL27dv17rvvys3NTTExMapWrZo98ExA5JVS+/fv14gRIzR48GB17NhRI0aMUNOmTeXi4qL4+Hg1adJE7u7u2rNnj7Zv365OnTrJw8NDdevWVatWrVSlShVHvwTjXPnmunjxYu3du1ehoaE6e/as8vLy9OCDD+rhhx/WyZMntWvXLnXt2pULHReTgu3+xRdfaNq0aVq9erVWrlypv/71r7rnnnu0Y8cOffbZZwoLC5O3tzd78G7Sld/rO3bskLOzs1xdXeXj46Pdu3crNzdXHTp0UFxcnCpWrKjBgwdzofUiKPgtIO+9955atmypY8eOqWLFirrrrruUlpamKlWqqH379mrTpo3q1q0riXPwbtT69es1c+ZM9ejRQ/Pnz1dsbKx8fHz0ySef6NKlS3rvvffk5uamhQsX6tNPP1Xv3r2NOsWDH7tKqezsbD388MP2C+hmZGToxRdfVK9evVS1alUNHjxYDzzwgObMmaOxY8fKy8tLlmXJxcWFn6ZLSMGb62effaavv/5a0dHRkqSBAwfa7xMTE6OFCxcqKiqKCx0Xs7i4OP373//W5MmTVaVKFb344ot68skn9cknn2jo0KGaO3euzp8/b8xP4I5U8L3+6aefav78+fL399c999yjvn37qnbt2lq9erXOnz+vzZs36+OPP+aSQDeoIKLPnTungQMHKjc3V0OGDJGrq6u8vb21YcMGpaSkKD8/X+PGjVNwcLCjRy6TNm7cqBkzZigqKkqHDx9WfHy8Jk2aJE9PT61du1bp6en65JNP7Bfufvvtt8vMb7IoLJvFb4wu9QreEL744gtNnz5dL730ktzd3ZWamqpmzZqpTZs2jh6x3Ni+fbteffVVffLJJ6pcubLWrl2rbdu26ZFHHlFmZqYmTJigCRMmcPHXEjBv3jx5eXnpoYcest/2wAMPaOjQobr//vuVk5NDWN+k/Px8+4e10tPT9corryg6Olpbt27Vhg0b5OzsrBdeeEEnTpxQamqq6tatq9tuu83BU5ctBe/na9euVUxMjEaPHi1fX18tWLBAM2fO1KhRo9S5c2fl5+dLklF7lW6ljRs3atCgQRo5cqQGDBigpk2bqnXr1po6dar9B8GPP/5YGRkZsizL2Otocri2DCj4qbpp06aqUKGCoqKiNGDAAIWHh9t34aNk/Pb8l0uXLik1NVU//PCDtmzZop07d+r8+fPasWOHHnroIXXt2pVPvhWDM2fO6NSpU6pSpYrWr18vLy8v7d+/XwsWLFD37t3tvyIrMTFRd955p+rXr8+h8ZtkWZY98OLi4nTo0CFduHBB3bp1U/369eXi4qL9+/drw4YNatGihZo2bcppIUVQ8Ksop06dqqFDh6px48aSfn1/tyxLM2fOVFBQkAICAjift4g2bNig6dOn67777lNsbKw6duyo0NBQffPNN/bzH202m4KDg9WqVSu1atXK2NMNiLwyplmzZnJ1dVWVKlUIvBJ2ZeClpaXp0qVLqlOnjlJTU3XhwgU9+OCDeuSRR3T58mWdPHlSHTt2lIeHh4OnLvtyc3O1e/duLViwQOvXr9e6devUo0cP3XXXXTp27JiWLl2q22+/XVu2bNGKFSsUGRlJbNykK7/XlyxZomnTpikrK0s//fSTnJ2d1axZM912222y2Ww6efKkQkND+WDXTVi4cKG6d++u++67T9nZ2fbADg4OVk5OjmrXrq06deo4eswyKSMjQy+88ILGjRunRx99VDk5ORo/fryeeuopNWrUSG+99ZYaNGjwuz3Qpp7ryOHaMoxPWd0a8+fP1/r163Xp0iU1bNhQY8eOtf+EHRsbq3nz5umtt97iOnjFoOB7+syZM3r55ZeVkJCgMWPG6IEHHlBeXp7279+vRYsWac+ePfLw8NDw4cPVqFEjR49tjOXLl2vt2rV69dVX5eHhobi4OK1evVqtW7fWI488IknKzMy070nFjbMsS0OHDlX9+vU1cuRI++3btm2z710quB/v70Vz/vx5VapUyX76wZw5c/Txxx/r888/1+7du/Xqq69q+vTpat26taNHLXHsySvDeAMoeYsWLdK3336r9957T/v379fBgwfVt29f2Ww2bdy4UV9++aXGjRtHaBSD8+fPKysrS+7u7jp69KgyMjIUGBionTt3yt3dXQEBAapevbrat2+vvn37KiwsjN8gcpMSExO1ceNGBQYG6uLFi5o/f75Wrlypvn37ytvbWzVq1JCLi4uWLl2qnJwc3XXXXZz3eIMKYi0vL0/5+flydnaWj4+PVq5cKScnJzVq1Mh+Ye/OnTvbT/fg/b3oCj5dX7ANmzdvLsuyNHHiRA0cOFD33nuv6tevXy6u6cjHMIEr/Pan5zNnzuiNN95QTEyMDh8+rA8//FA2m03x8fFq166dgoKC+J2oxSA3N1ffffedMjIydPr0aW3btk1z585VRkaGFi1apIULF6pKlSo6d+6cfvzxR7388sucr3ST8vLydPr0aXXo0EGHDh2y71nKzMzU+PHjFR0drWrVqqldu3ZycXFRSEiIo0cucwreT9atW6elS5fKyclJvXv3Vtu2bXX06FG98847WrVqlQ4ePKgxY8awjUvQU089pcuXL+vZZ59VbGxsuflhhcO1wP/3299F26JFC61YsUJffvmlGjZsqI8++kjSr+fTrFmzRm+//TbnJRWjtLQ0Pfroo8rMzNTUqVPVsmVLSdKRI0e0fPlyrVq1ShcuXNC7775r5KfgbqUrP0WblpamsWPH6t5779WQIUN08uRJ/fOf/1R6erreeust+fj4XHV/XF9ubq79Ulbr1q3T9OnT9corr2jevHlas2aNZsyYoU6dOun48eM6f/683NzcVK/e/2vvTmOiPLsGjv+ZgWETUDCyFBcUhRrDJkI1g5SlblVxKS6t0brUkoLgAtGAhdYKFkVrNSo1aNXUdFPRqtRorAitDEuljlrr3gIuKAKyKILI+8HHeeWJ7ePCYuH8vjD3MnOfzCTDmXNd97m6yxBtCygvL28XFbxHZLhWiP949OV66NAhtm7dytixY7Gzs+PChQv07duXAQMGkJqayvbt24mNjcXGxqaVI/73e3woy8zMjFu3bnH37l309PSwsrLC0tISCwsLHBwcCAwMZOzYsdKy4wWVl5dTVlaGmZkZGo2G2tpabGxsyM3NpbCwEB8fH1xdXTl27Bjp6ekMHToUPT09ST6e0s2bN4mKiqJv377cv3+fLVu2EBcXR1FRETk5Obz99tt8+OGHODo64urqipWVlS7pkPe4+bW3m+OkkicE/1/ZOHXqFCtWrGDYsGFMnjyZO3fucPToUdLS0igvL0dfX5/o6Gjpg9cEHq9aXL16FVNTUywsLCgtLSUqKgonJydmzZqFRqOhurq6UX888fzS09N1Pe80Gg07d+7kwYMH/PTTTxw4cAA3NzdmzJjBrVu3qK+vb3PNYVtCaGgo1dXVxMbGoq+vT319PZGRkaxatYru3bszfvx4Tp8+zc8//4ylpaVUSUWzkSRPtGvZ2dnk5uaSnZ3NwIEDKS4upr6+nitXrhATE4Ojo6MuGamqqkKpVMqdhU3g8QTvyy+/5MiRI5SXl+Pt7c2YMWOwsrIiJiYGc3Nz8vLy2LJliwzRNqHp06dz4sQJEhISGDZsGABVVVVkZmayY8cOBg8ezLRp01o5yn+fx4e1IyMjKS4uZunSpdy8eZMNGzawadMmtFothw8fZuTIkfJjUTQ7Ga4V7dbRo0dZsmQJvr6+mJmZcffuXX799VcsLCxwdnZGq9Xyyiuv6G6sUKlU7WaybnN7lOA9mvO4efNm+vbtS0VFBZmZmQwZMgQfHx969uzJ9OnTZYj2BT1Kqh/91dfXR6VScf78eTp27EiXLl0wNjbGyMgIa2tr1Gq1LA/3HPT09Hjw4AF6enoMGTIEjUbDvn37CAwMZOPGjWRnZ7N161YmTpzIgAEDAGmVIpqXVPJEu5SRkcHnn39OTEwMHh4eAJSWlnL48GG++eYbPD090dPT4+7du8yaNUsaTzeRkydPcvXqVbp3746zszPbt2+nsLCQRYsWAXD+/HliYmIIDw9HrVa3crRtw+NJRH5+vq65McDSpUu5fv06ISEhnDhxgrKyMmbOnCnV6hf0eEVvwYIF1NXVERYWRkFBAV26dMHFxUWSO9EiZCKAaHcqKyuJiIggKCgIDw8P6uvrAbC0tMTf3x93d3e6deuGWq3GyMhI7qBtIkePHmXhwoWkpqYSHx9PYWEhpqam3Lp1i9u3bwPQu3dvnJycKCsra+Vo24b/HhZfvHgxERERREdHc/36dRYvXoytrS0pKSls27aNN954QxK8JqBQKHRrz65cuRIDAwOWLVuGWq3GxcVFV+0TorlJkifaHTMzM9avX8/u3bt1yzbBw3+IVlZWwMPu82q1mrlz5+r2ief3aC3JZcuWkZycjImJCWfPnqVHjx6cOXOG7du3k5aWxu7du8nNzcXNza21Q/7Xq6ys1CUSWq2W/Px89u7dy65du7h9+zYbNmzQtU9ZuHAhX3/9tTT1bkL/negplUqSkpJ0x4RoCTInT7RLXbt2pUePHnz88cc4OztjZ2en+4f4xx9/YGtri7u7O/r6+vKL+wVVVlYyceJEpk6dyrBhwygtLWX16tVcuXKFP//8k7q6Ot36v6dOnWLJkiU4ODi0dtj/auXl5UyaNIk+ffpQWlpKXFwcnTp1wt/fnw4dOuDp6cmBAwfIy8vDyckJe3t7qeA1g8fn6FVXV1NWVoZarZbvFNFiJMkT7Za9vT29evVqlOjt3buXr776itDQUDp16iRfxk3A0NAQV1dXtm3bhoWFBcuXamc4ugAACQlJREFUL2fSpEnExcVhYGBAQUEBI0eOZObMmfj5+Un/wSZgZGREz549Wb58OYGBgejr6/P777/TrVs3rKys6NSpE25ubvzyyy/4+flhamra2iG3WXp6etTU1HDw4EGCg4Pp3Llza4ck2hG58UK0e9nZ2SQmJqJWq9FoNCxdupQ+ffq0dlhtTk5ODh988AHjxo0jOjpatz8kJISRI0cycuRImYzexLKyslixYgWffPIJhw4d4syZM0ydOhU3NzdMTU2pr6/XTVcQzevxVTCEaCkyMUC0e97e3kRFRbFnzx4SEhIkwWsmXl5eJCcno9FoOH78OPCwhcq1a9dwdXUFpON/Uxs4cCBRUVHExsYyZMgQ+vXrx/r16zl58iQNDQ0yN6wFSYInWoNU8oT4j5qamna35E1r0Gg0LF++XFc5jY+Pl6awzSwrK4vVq1cTExPDsWPHCAoKwtbWtrXDEkI0M0nyhBAtLisri0WLFrFp0yYcHR1bO5x2ISMjg5SUFFJSUlCpVK0djhCiBUiSJ4RoFVI5bXl37tyRvo9CtCOS5AkhhBBCtEEy61YIIYQQog2SJE8IIYQQog2SJE8IIYQQog2SJE8IIYQQog2S7oxCiFbn7+9PSUkJSqUSpVKJo6MjQUFBTJw4sVUb9r5scRUVFREQEMDp06dbpbnuokWLsLa2Zt68eS1+bSHEs5MkTwjxUkhOTmbQoEFUVlaSk5NDfHw8Wq2WZcuWPfH8llqS61njai73799v0esJIf79ZLhWCPFSMTMzIyAggNWrV5Oamsq5c+eAh1WkuLg43nvvPdzc3MjOzqa4uJg5c+bw2muv4e/vz7Zt23Svo9VqGTduHB4eHgwaNEiXlN27d4/IyEi8vb3x9PRk/PjxlJSUPHdctbW1JCYm8vrrrzNo0CBiY2OpqakBHq6LPHjwYJKTk/H29sbf358ffvhB95rp6emMGTMGDw8PfH19Wbt2re5YUVERTk5OfP/997z++utMmzaNKVOmADBgwADc3d3Jz89n165dTJo0iYSEBDw9PQkICOD48ePs2rULX19fBg4cSGpqqu51nybezZs3M3DgQNRqNTt37gTg22+/Ze/evWzatAl3d3dCQkIA2LhxIz4+Pri7uzN06FCysrKe8RMXQjQXqeQJIV5KLi4u2NjYkJeXp1tPeN++fWzcuJEvvviCe/fu8c477+Dv78/KlSspLi7m3XffxcHBAR8fH+Lj45k6dSpjxoyhurqa8+fPA5CamkpVVRXp6emoVCrOnDnzTE2Z/zuupKQkCgoK2L17N/r6+kRGRrJu3ToWLFgAQElJCWVlZWRmZvLbb78xe/Zs+vXrR8+ePTE2NiYxMZHevXtz7tw5ZsyYwauvvkpgYKDuerm5uaSlpaFQKCgpKSEgIIDc3FzdcO3ly5fRarUEBweTnZ3NmjVrmD9/Pn5+fhw6dIicnBzmzJnDkCFDMDU1fap4KysrycjI4NixY4SHhxMYGMjEiRPJz89vNFx76dIltm/fzo4dO7C2tqaoqIgHDx68+IcvhGgSUskTQry0unTpwu3bt3XbAQEB9O/fH4VCwblz5ygtLSUsLAyVSkXXrl2ZMGECaWlpwMMF4QsKCigtLcXU1BQ3Nzfd/vLycv766y+USiX9+vWjQ4cOzxVXQ0MD3333HdHR0XTs2JEOHTrw/vvvs3///kbnR0REoFKp8PLywtfXlx9//BEAb29vnJycUCgUODs78+abb5KTk9PouXPmzMHExOQfE1F7e3vGjx+PUqlkxIgRXLt2jdDQUFQqFWq1GpVKRUFBwVPFq6+vT2hoKAYGBvj6+mJiYsLly5efeF2lUkltbS0XL16krq4Oe3t7unXr9kzvpRCi+UglTwjx0iouLsbCwkK3bWtrq3t85coVbty4gaenp25ffX29bjs+Pp41a9YwfPhw7O3tCQsLw8/Pj6CgIK5fv878+fOpqKhg9OjRzJs3DwMDg2eOq7S0lLt37zJu3DjdsYaGhkbVLHNz80ZLidnZ2XHjxg0ATpw4QVJSEufPn6euro7a2lqGDRvW6Fo2Njb/Mx4rKyvd40fJYOfOnXX7DA0Nqa6ufqp4O3bs2OimDmNjY+7cufPE63bv3p3o6GjWrl3LhQsXUKvVupszhBCtT5I8IcRLSavVUlxcTP/+/Z943NbWFnt7ew4ePPjE4z169GDVqlU8ePCAgwcPEh4eTnZ2NiYmJoSFhREWFkZRURGzZ8/GwcGB4ODgZ46rU6dOGBkZsX///r9NbCoqKhqtGXvt2jV69+4NwIIFC5gyZQopKSkYGhoSHx9PWVlZo+fr6ek98fHzeJp4/8mTrj9q1ChGjRpFVVUVsbGxJCUlsWLFiheKUwjRNGS4VgjxUqmqquLIkSPMnz+f0aNH4+Tk9MTzXFxcMDU1ZePGjdTU1FBfX8+5c+fQarUA7Nmzh9LSUhQKBebm5gAoFAo0Gg1nz56lvr6eDh06oK+v/1TtUJ4Ul0KhIDg4mISEBG7dugU8rPJlZmY2eu7atWupra0lLy+P9PR0XbWuuroaCwsLDA0N0Wq17Nu37x9jsLS0RKFQUFhY+D/jfZKnjffvWFlZUVRUpNu+dOkSWVlZ1NbWolKpMDQ0bNWWN0KIxqSSJ4R4KYSEhKBUKlEoFDg6OjJ9+nQmTZr0t+crlUqSk5NJTEwkICCA2tpaHBwcmDt3LgCZmZl8+umn1NTUYGdnx2effYaRkRElJSXExcVRXFyMiYkJI0aMICgo6LnjioqKYt26dUyYMIGysjKsra2ZPHkyPj4+wMNhU3Nzc3x8fDA2Nuajjz6iV69eAMTFxZGYmMiSJUvw8vJi+PDhVFRU/G0sxsbGhISEMHnyZO7fv09KSsozvcdPE+8/eeutt4iIiMDT0xMvLy/Cw8NZuXIlFy9exMDAAHd3d5YsWfLMMQkhmodeQ0NDQ2sHIYQQbVF2djZRUVFkZGS0dihCiHZI6upCCCGEEG2QJHlCCCGEEG2QDNcKIYQQQrRBUskTQgghhGiDJMkTQgghhGiDJMkTQgghhGiDJMkTQgghhGiDJMkTQgghhGiDJMkTQgghhGiD/g+givNxzQZcqQAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Cloth Department by Ratings\n",
        "plt.figure(figsize=(12,10))\n",
        "sns.countplot(x='Department Name',data=df,palette='mako',order=df['Department Name'].value_counts().index,hue='Rating',edgecolor='black',linewidth=1)\n",
        "plt.xlabel('Cloth Departments')\n",
        "plt.ylabel('Count')\n",
        "plt.xticks(rotation=45)\n",
        "plt.title('Cloth Department Analysis')\n",
        "plt.grid(False)\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 657
        },
        "id": "o7vnbrye_6UF",
        "outputId": "431fcfb3-1444-442a-96f4-ba748b0f85b9"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Cloth Department by Age, Department and Recommendation\n",
        "plt.figure(figsize=(12,10))\n",
        "sns.boxplot(x = 'Age', y = 'Department Name', data = df,palette=colors1,hue='Recommended IND')\n",
        "plt.grid(False)\n",
        "\n",
        "plt.title('Cloth Department by Age and Recommendation ')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 627
        },
        "id": "DlIG9c1pABIe",
        "outputId": "433f172b-d841-4f95-c64a-0c5e4d53f8f0"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Cloth Department Distribution\n",
        "plt.figure(figsize=(12,10))\n",
        "plt.pie(x=df['Department Name'].value_counts().values,data=df,colors=colors1,labels=df['Department Name'].value_counts().index,autopct='%.0f%%',explode=[0.02 for i in df['Department Name'].value_counts().index],startangle=45,wedgeprops={'linewidth':0.8,'edgecolor':'black'})\n",
        "plt.title('Cloth Department Distribution')\n",
        "plt.legend(loc='lower left')\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 591
        },
        "id": "FGEgX_VBC4jT",
        "outputId": "3fb4b491-7b23-4836-c369-f04ff0a80f8b"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Cloth Class by Age, Department and Recommendation\n",
        "plt.figure(figsize=(12,10))\n",
        "sns.violinplot(x = 'Department Name', y = 'Age', data = df,palette='mako',hue='Recommended IND',orient='v')\n",
        "plt.grid(False)\n",
        "\n",
        "plt.title('Cloth Department by Age and Recommendation ')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 627
        },
        "id": "WraHoB4VDYUL",
        "outputId": "2e8580f0-622a-4034-d2b9-2b6075bdba6a"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Cloth Class Analysis\n",
        "plt.figure(figsize=(12,10))\n",
        "sns.countplot(x='Class Name',data=df,palette=colors1,order=df['Class Name'].value_counts().index,edgecolor='black',linewidth=1)\n",
        "plt.xlabel('Cloth Class')\n",
        "plt.ylabel('Count')\n",
        "plt.xticks(rotation=45)\n",
        "plt.title('Cloth Class Analysis')\n",
        "plt.grid(False)\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 685
        },
        "id": "nLVOxYDGDYNj",
        "outputId": "6cd46d78-21d7-4968-addb-3b1952a98d68"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Cloth Class Analysis by Rating\n",
        "plt.figure(figsize=(22,12))\n",
        "sns.countplot(x=df['Class Name'],data=df,palette=colors1,order=df['Class Name'].value_counts().index,edgecolor='black',linewidth=1,hue='Rating')\n",
        "plt.xlabel('Cloth Class')\n",
        "plt.ylabel('Count')\n",
        "plt.xticks(rotation=45)\n",
        "plt.title('Cloth Class Analysis by Ratings')\n",
        "plt.grid(False)\n",
        "plt.legend(loc='right')\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 794
        },
        "id": "0FM_v96fDYK7",
        "outputId": "15edd871-c447-40ce-b82a-f71604472f2c"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1584x864 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Cloth Class Distribution\n",
        "plt.figure(figsize=(18,15))\n",
        "plt.pie(x=df['Class Name'].value_counts().values,data=df,colors=colors1,labels=df['Class Name'].value_counts().index,autopct='%.0f%%',explode=[0.07 for i in df['Class Name'].value_counts().index],startangle=180,wedgeprops={'linewidth':0.8,'edgecolor':'black'})\n",
        "plt.title('Cloth Class Distribution')\n",
        "#plt.grid(False)\n",
        "plt.legend(loc='lower left')\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 862
        },
        "id": "KTcKKq6qDYJk",
        "outputId": "6d516e24-1763-4a1f-bb51-669019c4833c"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1296x1080 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Cloth Class by Age, Department and Recommendation\n",
        "plt.figure(figsize=(12,10))\n",
        "sns.boxplot(x = 'Age', y = 'Class Name', data = df, palette=colors1, hue='Recommended IND')\n",
        "plt.grid(False)\n",
        "\n",
        "plt.title('Cloth Class by Age and Recommendation ')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 627
        },
        "id": "lXFfXge-DYIa",
        "outputId": "b3db94fe-d2af-4ba6-a1e8-ef8bfb7c3a48"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Division Value Counts\n",
        "df['Division Name'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "esZq_0FqDYFW",
        "outputId": "9c16b0a7-4c2a-4758-95d1-3570ec905462"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "General           13839\n",
              "General Petite     8110\n",
              "Initmates          1502\n",
              "Name: Division Name, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Cloth Division Analysis by Department\n",
        "plt.figure(figsize=(12,10))\n",
        "sns.countplot(x='Division Name',data=df,palette=colors1,order=df['Division Name'].value_counts().index,edgecolor='black',linewidth=1,hue='Department Name')\n",
        "plt.xlabel('Cloth Division')\n",
        "plt.ylabel('Count')\n",
        "plt.xticks(rotation=45)\n",
        "plt.title('Cloth Division Analysis by Department')\n",
        "plt.grid(False)\n",
        "plt.legend(loc='upper right')\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 680
        },
        "id": "zwfOPhXIDYCs",
        "outputId": "54407fa0-4553-46b3-f2af-49ddae12f037"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Cloth Division by Rating\n",
        "plt.figure(figsize=(12,10))\n",
        "sns.countplot(x='Division Name',data=df,palette=colors1,order=df['Division Name'].value_counts().index,edgecolor='black',linewidth=1,hue='Rating')\n",
        "plt.xlabel('Cloth Division')\n",
        "plt.ylabel('Count')\n",
        "plt.xticks(rotation=45)\n",
        "plt.title('Cloth Division Analysis by Rating')\n",
        "plt.grid(False)\n",
        "plt.legend(loc='upper right')\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 680
        },
        "id": "IecSlb7hDX9b",
        "outputId": "7d8d7246-8ccb-498d-f65e-15f6ff1e00de"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Cloth Division Percentage\n",
        "plt.figure(figsize=(12,10))\n",
        "plt.pie(x=df['Division Name'].value_counts().values,data=df,colors=colors1,labels=df['Division Name'].value_counts().index,autopct='%.0f%%',explode=[0.02 for i in df['Division Name'].value_counts().index],startangle=45,wedgeprops={'linewidth':0.8,'edgecolor':'black'})\n",
        "plt.title('Cloth Division Percentage')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 591
        },
        "id": "1GEfF_BQDX7N",
        "outputId": "43e28fc9-b37f-4597-ed90-3c1dc13b3c0a"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Cloth Division Name by Age\n",
        "plt.figure(figsize=(12,10))\n",
        "sns.boxplot(x = 'Age', y = 'Division Name', data = df,palette=colors1,hue='Recommended IND')\n",
        "plt.grid(False)\n",
        "\n",
        "plt.title('Cloth Division by Age and Recommendation ')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 627
        },
        "id": "U5b9DbbDHw8c",
        "outputId": "eb2c92f2-323a-463c-b9c7-44835f8e9ce6"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x720 with 1 Axes>"
            ],
            "image/png": 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mjTZt2qS5c+fKy8tLkvTUU09pzpw5CgsL04IFC64pz4IFCxQaGqqIiAiNGTNGd9xxhxYtWqRq1aqVOKZ3797atm2bevfuXeI6iYmJ6tWrl0JDQzVp0iS9//778vHxKbLe9OnTlZKSog4dOmjEiBF67rnn1LZt22s6FunSqUoxMTHq27evOnfurP79+1uXBQUFqWnTpjKZTDan+Vxuz549Sk1N1cMPP6y6deta/3Tt2lU33XSTVq9erUaNGum1117TSy+9pA4dOqhatWqqXbu29XkZMmSIIiMjNXToUIWGhurBBx+0vji/0qOPPqrc3Fy1adNGDz300FW9m92oUSO9/vrrGj16tDp06CB/f3+b06Ec8cQTT2j+/PnWT3fav3+/unbtqjZt2mj8+PHWF+iPPfaYoqKiNHToULVs2VKvvvqqcnNzVatWLc2dO1cfffSRIiIiNH/+fM2dO7fEC+Cd6c4779Rbb72lN998U+Hh4brnnnusF2Lb06lTJz366KN69NFH1b17d7Vp08Zm+RtvvKGZM2cqNDRUs2fPtvmggapVq2rYsGEaOHCgwsLCbK7hkOTWxwTAJSaLI/O9AABco1deeUUBAQF68cUXnbbNs2fPKjw8XGvXrlXDhg2dtl0AwLVhpgIA4DLHjh3T+vXrbWYvrtXGjRt1/vx5nTt3TlOnTlXjxo3VoEEDJ6QEABhFqQAAuMSMGTN033336fHHH3fKbMKGDRvUoUMHdejQQUeOHNH06dPtXsALALg+OP0JAAAAgCHMVAAAAAAwhN9TUc4VFBTo7NmzqlKlCqcBAAAAwCUsFosuXLig6tWrF/m4colSUe6dPXvW5hd1AQAAAK7SuHFj+fn5FbmfUlHOValSRdKlJ7jw89oBAAAAZ8rLy9Ovv/5qfe15JUpFOVd4ypOXl5e8vb3dnAYAAAAVWUmn23OhNgAAAABDKBUAAAAADOH0JwAAANh14cIFHTt2TDk5Oe6OAhfz8fFRgwYNSrx+ojiUCgAAANh17Ngx+fn56eabb+Zj7Cswi8WijIwMHTt2TLfccovD4zj9CQAAAHbl5OSoTp06FIoKzmQyqU6dOlc9I0WpAAAAgEMoFJXDtTzPlAoAAAAAhlAqAAAAACfbvn27OnbseN3HugulAgAAANckMjJSzZs3V2hoqNq1a6exY8fq7Nmz7o5V4YWEhOjIkSOSpFmzZikkJERr1qyxLr948aJCQkJ07NgxSdLYsWPVrFkzhYaGKjQ0VL1799Z7772n7Oxsp2WiVAAAAOCazZ07V8nJyVq2bJn27dunefPmuTtSpVOzZk3NmjVL+fn5Ja7z+OOPKzk5WT/88IMmT56sPXv2aODAgTp37pxTMlAqAAAAYFjdunXVvn17/fLLL9b79uzZowEDBigsLEx9+vTR9u3brcsyMzP1yiuvqH379goPD9fw4cOtyxYvXqzu3burdevWGjZsmNLS0qzLQkJCFBcXp3vuuUehoaGaMWOGjh49qgEDBqhly5YaOXKk8vLyJP3vNKJ//etfuvvuu9W+fXslJCRoy5Ytuvfee9W6dWvNnTvXuu2CggLNmzdP3bp1U0REhEaOHKnMzExJlz5SNyQkRF999ZU6d+6siIgIzZkzxzo2JydHY8eOVXh4uHr27Kmff/7Z5vFJS0vTc889pzZt2igyMlKffPKJw2Ptad++vapUqaIVK1bYXdfb21vNmzfXnDlzlJmZqaVLl17VvkpCqQAAAIBhJ06cUGJiom688UZJl15EP/3003rmmWe0Y8cOjRkzRs8//7xOnjwpSfq///s/nT9/XqtXr9a2bdv097//XZL0/fff67333tOMGTP07bffKjg4WC+99JLNvr799lstXbpUixcv1vz58/Xaa69p2rRp2rJli3777TetXr3auu5ff/2l3Nxcbd26Vc8//7zGjx+vFStWaMmSJYqLi1NsbKz++OMPSdKnn36qhIQEffbZZ0pMTFSNGjX05ptv2ux7165d+uabb/Txxx9r9uzZOnjwoCTpww8/1NGjR7V+/XotWLBAy5Yts44pKCjQM888o5CQEG3dulUff/yxPv74YyUmJtod6wiTyaSRI0fqww8/1IULFxwa4+vrq7Zt2yopKemq9lUSSgUAAACu2bPPPqvQ0FB16tRJtWvX1vPPPy9JWr58uTp27KhOnTrJw8ND7dq1U7NmzbRlyxalp6dr69atmjhxomrUqKEqVaqodevWkqSVK1eqX79+uuOOO+Tl5aWXXnpJe/bssV4fIElPPPGEfH191ahRIzVu3Fjt2rVTw4YN5efnp44dO2rfvn3WdT09PfXMM8+oSpUq6tmzp06dOqUhQ4ZYx9922206cOCAJGnRokV68cUXVa9ePXl5eWnEiBFau3atLl68aN3eiBEj5OPjoyZNmqhJkybav3+/JOnrr7/WsGHDVLNmTQUFBWnw4MHWMT///LNOnjypESNGyMvLSw0bNtSDDz5ovQ6itLGO6tq1q2rXrq0vvvjC4TEBAQE6ffr0Ve+rOPxGbQAAAFyz2bNnq23bttqxY4dGjRqlU6dOyd/fX6mpqfrmm2+0adMm67oXL15URESETpw4oRo1aqhGjRpFtpeenq477rjDert69eqqWbOm0tLS1KBBA0nSDTfcYF3u7e1d5PZff/1lvV2zZk2ZzWZJko+PjySpTp06NusXXlyempqqZ599Vh4e/3vf3cPDQxkZGdbbl++ratWq1msS0tPTFRQUZF1Wv35969cpKSlKT09XWFiY9b78/Hzr7dLGXo0XXnhBr7zyiqKjox1aPy0trdjn4FpQKgAAAGBY69atFRMTo6lTpyo2NlZBQUGKjo7W22+/XWTd9PR0nT59WllZWfL397dZFhAQoJSUFOvtc+fOKTMzU4GBgS4/hnr16mny5Mlq1apVkWWXz5QUp27dujp+/LgaNWokSTp+/Lh1WVBQkBo0aKB169Zd9dir0a5dO910002Kj4+3u+7Zs2f1/fffa9iwYde0rytRKoAKbvny5Tb/Obtb4cfX+fn5uTlJ+RYcHOzwO1EAcL08+uijioyM1P79+9WnTx/1799fiYmJatu2rS5evKg9e/bopptuUr169dSxY0dNnDhRr7/+uqpVq6Y9e/YoPDxcvXv31ksvvaT77rtPt956q6ZPn67mzZtbZylcaeDAgZoxY4beeecdBQcH6+TJk9q9e7e6detmd2xUVJTmzZunFi1a6Pz58/r000+ty5o3b67q1atr3rx5GjJkiKpUqaKDBw8qJydHzZs3L3Xs1XrhhRdsLnq/Ul5enn799Vf94x//kL+/v2JiYq55X5ejVAAVXEpKio4dO6a6deq6O4okWc/d9PL0cnOS8uvPjD/dHQEAilW7dm1FR0dr9uzZmjVrlmJjYzVt2jSNGjVKHh4eat68uSZMmCBJevfddzVlyhRFRUXpwoULioiIUHh4uNq2bauRI0fqueeeU1ZWlkJDQ/X+++9fl/xDhgyRxWLR0KFDlZ6erjp16qhnz54OlYoRI0bojTfeUNeuXRUQEKCYmBjrJzyZzWbNnTtXU6dOVdeuXZWXl6dbbrlFL7zwgt2xV6tVq1Zq3ry5tm7danP/ggULrNusX7++OnfurJkzZ6patWrXtJ8rmSwWi8UpW4Jb5Obmau/evWrWrJm8vb3dHQdlUGxsrHLP56pfn37ujiJJWrJiiSSVmTzl0ZIVS+Rd1bvUd6IAwNl++eUX3X777e6Ogevkyufb3mtOPv0JAAAAgCGUCgAAAACGUCoAAAAAGEKpAAAAAGAIpQIAAACAIZQKAAAAAIZQKgAAAAAYwi+/AwAAQIWycMFCnTl7xunb9a3uq6GPD3X6disCSgUAAAAqlDNnz6hvVF+nb3fZ18scWu/QoUMaO3asMjMzVbNmTU2dOlU333yz0/OUJZz+BAAAADjRG2+8oUGDBmnt2rUaNGiQXn/9dXdHcjlKBQAAAOAkGRkZ2rdvn3r37i1J6t27t/bt26eTJ0+6OZlrUSoAAAAAJzl+/LgCAwNlNpslSWazWQEBATp+/Libk7kWpQIAAACAIZQKAAAAwEmCgoKUlpam/Px8SVJ+fr7S09MVFBTk5mSuRamASyQlJSkpKcndMQAA1xH/9wNSnTp1dPvtt2vVqlWSpFWrVun2229X7dq13ZzMtfhIWbjEjh07JElhYWFuTgIAuF74vx9lhW91X4c//vVqt+uICRMmaOzYsYqNjZW/v7+mTp3q9CxlDaUCAAAAFYq7f0Hdrbfeqi+++MKtGa43Tn8CAAAAYAilAgAAAIAhlAoAAAAAhlAqAAAAABhCqQAAAABgCKUCAAAAgCF8pCwAAAAqlHn/mq/sM2ecvl0/X1899eQTdtebOnWq1q5dq5SUFK1cuVKNGzd2epayhlIBAACACiX7zBk1jWjv9O3u2/6tQ+t17dpVQ4YM0cMPP+z0DGUVpQIAAABwosr4W+W5pgIAAACAIZQKAAAAAIZQKgAAAAAYQqkAAAAAYAilAgAAAHCit99+Wx07dtSJEyf02GOPqVevXu6O5HJ8+hMAAAAqFD9fX4c//vVqt+uI8ePHa/z48U7ff1lGqYBLZGdnKzs7W7Gxse6OUumlpqaqqndVd8eAE507d04ZpzL4/kKZk5qaKj8/P3fHABz6BXVwLk5/AgAAAGAIMxVwCT8/P/n5+Wn48OHujlLpxcbGKvd8rrtjwImqVaumWnVq8f2FMofZM6DyYqYCAAAADrFYLO6OgOvgWp5nSgUAAADs8vHxUUZGBsWigrNYLMrIyJCPj89VjeP0JwAAANjVoEEDHTt2TH/++ae7o8DFfHx81KBBg6saQ6kAAACAXVWqVNEtt9zi7hgoozj9CQAAAIAhlAoAAAAAhlAqAAAAABhCqQAAAABgCKUCAAAAgCGUCgAAAACGUCoAAAAAGEKpAAAAAGAIpQIAAACAIZQKAAAAAIZQKgAAAAAYQqkAAAAAYIinuwOgYmrdurW7IwAArjP+7wcqL0oFXCIsLMzdEQAA1xn/9wOVF6c/AQAAADCEUgEAAADAEEoFAAAAAEMoFQAAAAAMoVQAAAAAMIRSAQAAAMAQSgUAAAAAQygVAAAAAAyhVAAAAAAwhFIBAAAAwBBKBQAAAABDKBUAAAAADKFUAAAAADCkwpWKyMhI/frrr6Wu8+qrryopKUmSlJCQoJ9++snpOZYuXapDhw45fbsAAABAWVPhSoUjJk2apLCwMEmuKxVfffWVDh8+7PTtAgAAAGWNp7sDuMrgwYPVrFkz7dmzR+np6YqKitLo0aOty4YOHSpPT09t3LhR27Zt0xdffKHHHntMQUFBmjRpkpo3b64ff/xRnp6eevfdd/Xhhx/qt99+U1BQkGbNmqVq1arp+++/14wZM5Sbm6v8/HwNGzZMvXr10pIlS7R37169/fbbmjFjhsaMGaO2bdtq3rx5WrdunfLz8xUYGKi33npLdevWVUJCgj744AN5eHgoPz9fr732miIiItz8CKIi+TPjTy1ZscTdMSRdyiKpzOQpj/7M+FMNGjRwdwwAAKwqbKmQpOPHjysuLk5nz55Vt27d1L9/f918883W5R06dFBkZKSaNWumRx55RJK0fft2HTx4UFOnTtXbb7+tiRMn6vHHH9fixYtVr149Pfnkk1q9erUeeOABNW3aVPHx8TKbzfrrr78UExOj9u3bq1+/flq2bJmGDh2qLl26SJKWL1+uP/74Q4sXL5aHh4fi4+P1zjvv6L333tPMmTP15ptvKjQ0VPn5+Tp//rw7Hi5UMMuXL1dKSooyMjLk4eGhjFMZ7o4kSbJYLJJ0TXny8/MlSWaz2amZyhsPDw9lZGQoNja21PWCg4MVHR19nVIBACqzCl0qevToIQ8PD/n5+enWW2/V0aNHbUpFSW655RbdfvvtkqSmTZsqNTVV9erVkyTdcccdOnLkiCTp5MmTGjdunI4cOSKz2azTp0/r0KFDuuuuu4psc+PGjdq7d6/uv/9+SZdeHPn6+kqS2rRpoylTpuiee+5Rx44d1bhxY2ccPiq5lJQUHf3jD/nWqCmfKl7ujuMU2ZmZkqTqvn5uTlI2nMzKLnHZmdOZ1zEJAKCyq9Clwtvb22YgCqgAACAASURBVPq12Wy2vstpj5fX/16Amc3mItvJzc2VJE2YMEGRkZH68MMPZTKZdO+991qXXcliseiZZ55R//79iywbN26cDhw4oB9++EEjR47UY489pgcffNChrEBpfGvUVKuOXd0dw2l2bd0gSRXqmFyl8LECAOB6qJQXal/O19dX2dklv9tXmuzsbAUHB8tkMum7776zzmBIUvXq1W22GxkZqfj4eJ0+fVqSlJeXp/3790uS/vvf/yokJESPPvqo+vTpo59//tnAEQEAAADXV4WeqXBEnz599Morr+ibb76xXqjtqFGjRmnixImaNWuW7rzzToWEhFiXPfTQQ3rnnXe0YMECjRkzRn379lVmZqb12g2LxaKBAweqSZMmeu+996ynUPn7+2vSpElOP04AAADAVUyWwqsmUS7l5uZq7969atasmc1pWkBsbKxOZmVXqFOFOP3Jcbu2blBtfz8NHz7c3VEAABWAvdeclf70JwAAAADGUCoAAAAAGEKpAAAAAGAIpQIAAACAIZQKAAAAAIZQKgAAAAAYQqkAAAAAYAilAgAAAIAhlAoAAAAAhlAqAAAAABhCqQAAAABgCKUCAAAAgCGUCrhEUlKSkpKS3B0DAFBB8HMFKNs83R0AFdOOHTskSWFhYW5OAgCoCPi5ApRtzFQAAAAAMIRSAQAAAMAQSgUAAAAAQygVAAAAAAyhVAAAAAAwhFIBAAAAwBBKBQAAAABDKBUAAAAADKFUAAAAADCEUgEAAADAEEoFAAAAAEMoFQAAAAAMoVQAAAAAMIRSAQAAKrSsrCzFxsYqKyvrqpYZ2a4kJScna/To0frxxx+dul97UlJSNH78eKWmpjp1u/YyGzkmV2W2x5XPQ2VDqQAAABXa+vXrdejQISUkJFzVMiPblaRFixZJkuLj4526X3vi4+OVk5OjuLg4p27XXmYjx+SqzPa48nmobCgVAACgwsrKytLOnTtlsVi0c+dOm3ekS1tmZLvSpVmK/Px8SVJ+fr7NbIWR/dqTkpKitLQ0SVJaWprT3vm3l9nIMbkqsz2ufB4qI093B0DFlJ2drezsbMXGxro7SqWVmpoqD88q7o4BN8nLyVHqGb4HUXGkpqbKz8/vqsetX79eFotFklRQUKCEhATFxMTYXWZku9L/ZikKxcfHq0WLFob3a8+VsyJxcXF6+eWXDW/XXmYjx+SqzPa48nmojJipAAAAFdbu3bttZgx27drl0DIj2y28r6TbRvZrT+E7/iXdvlb2Mhs5JldltseVz0NlxEwFXMLPz09+fn4aPny4u6NUWrGxsTqZle3uGHATLx8f1favy/cgKoxrnXVr2bKlduzYofz8fJnNZrVq1cqhZUa2K0lms9mmSJjNZqfs157AwECbF+WBgYFO2a69zEaOyVWZ7XHl81AZMVMBAAAqrO7du8tkMkmSPDw81K1bN4eWGdmuJA0YMMDm9qBBg5yyX3su348kPfzww07Zrr3MRo7JVZntceXzUBlRKgAAQIXl7++v8PBwmUwmhYeHy9/f36FlRrYrSaGhodbZCbPZbL2ewuh+7QkODra+0x8YGKj69es7Zbv2Mhs5JldltseVz0NlRKkAAAAVWvfu3XXLLbcU+050acuMbFf632zFle/EG92vPYMGDZKPj4/T3/G3l9nIMbkqsz2ufB4qG5Ol8LJ3lEu5ubnau3evmjVrJm9vb3fHsSo895Xzud2n8JqKVh27ujuK0+zaukGSKtQxucqurRtU25/rmlBx8HMFcC97rzmZqQAAAABgCKUCAAAAgCGUCgAAAACGUCoAAAAAGEKpAAAAAGAIpQIAAACAIZQKAAAAAIZQKgAAAAAYQqkAAAAAYAilAgAAAIAhlAoAAAAAhni6OwAqptatW7s7AgCgAuHnClC2USrgEmFhYe6OAACoQPi5ApRtnP4EAAAAwBBKBQAAAABDKBUAAAAADKFUAAAAADCEUgEAAADAEEoFAAAAAEMoFQAAAAAMoVQAAAAAMIRSAQAAAMAQSgUAAAAAQygVAAAAAAyhVAAAAAAwhFIBAAAAwBBKBQAAAABDKBUAAAAADPF0dwAArnPmdKZ2bd3g7hhOk52ZKUkV6phc5czpTNX293N3DABAJUGpACqo4OBgd0dwuiqmS3/7+fFi2Z7a/n4V8t8AAKBsolQAFVR0dLS7IwAAgEqCayoAAAAAGEKpAAAAAGAIpQIAAACAIZQKAAAAAIZQKgAAAAAYQqkAAAAAYAilAgAAAIAhlAoAAAAAhlAqAAAAABhCqQAAAABgCKUCAAAAgCGUCgAAAACGUCoAAAAAGEKpAAAAAGAIpQIAAACAIZQKAAAAAIZQKgAAAAAYQqkAAAAAYAilAgAAAIAhlAoAAAAAhlAqAAAAABhCqQAAAABgCKUCAAAAgCGUCgAAAACGUCoAAAAAGEKpAAAAAGAIpQIAAACAIZQKAAAAAIZQKgAAAAAYQqkAAAAAYAilAgAAAIAhlAoAAAAAhlAqAAAAABhCqQAAAABgCKUCAAAAgCGe7g4AoGxavny5UlJS3B3DabKzsyVJfn5+bk5SdgQHBys6OtrdMQAAFQClAkCxUlJSdOzYMdWtU9fdUZzi9OnTkiQvTy83Jykb/sz4090RAAAVCKUCQInq1qmrfn36uTuGUyxZsUSSKszxGFX4eAAA4AxcUwEAAADAEEoFAAAAAEMoFQAAAAAMoVQAAAAAMIRSAQAAAMAQSgUAAAAAQygVAAAAAAyhVAAAAAAwhFIBAAAAwBBKBQAAAABDKBUAAAAADKFUAAAAADCEUgEAAADAEEoFAAAAAEMoFQAAAAAMoVTAJZKSkpSUlOTuGACASoCfOYD7ebo7ACqmHTt2SJLCwsLcnAQAUNHxMwdwP2YqAAAAABhCqQAAAABgCKUCAAAAgCGUCgAAAACGUCoAAAAAGEKpAAAAAGAIpQIAAACAIZQKAAAAAIZQKgAAAAAYQqkAAAAAYAilAgAAAIAhDpeKU6dOadmyZfrXv/4lSUpLS9OJEydcFgwAAABA+eBQqdixY4d69OihlStXKjY2VpJ05MgRTZgwwZXZAAAADNuwYYNGjx6tzZs3F1mWlZWl2NhYZWVlFTs2OTlZo0eP1o8//njVY0tjZKyRbbtyv65iL3NKSorGjx+v1NTU67pf2HKoVEyePFkzZszQggUL5OnpKUlq0aKFfvrpJ5eGAwAAMOrrr7+WJK1atarIsvXr1+vQoUNKSEgoduyiRYskSfHx8Vc9tjRGxhrZtiv36yr2MsfHxysnJ0dxcXHXdb+w5VCpSElJ0d133y1JMplMkqQqVaooPz/fdckAAAAM2rBhg83ty2crsrKytHPnTlksFu3cubPIO9LJycnW1zr5+fk2sxX2xpbGyFgj23blfl3FXuaUlBSlpaVJunRqvrNmK8rjY+Vuno6sdOuttyoxMVEdOnSw3rdt2zY1btzYZcFQvmVnZys7O9t6uhzKn9TUVFX1ruruGHCRc+fOKeNUBt+jqBBSU1Pl5+dX7LLCWYpCq1atUufOnSVdeifaYrFIkgoKCpSQkKCYmBjruoWzFIXi4+PVokULh8aWxshYI9t25X5dxV7mK2eQ4uLi9PLLL7t8vyjKoZmKsWPHavTo0RozZoxycnL0+uuva+zYsU550gAAANxh9+7dNjMRu3btsll+5RkZl9+2N9bIfo0obduu3K+r2MtcOEtR0m1X7RdFOTRTcdddd2nFihVasWKF+vXrp6CgIH355ZeqV6+eq/OhnPLz85Ofn5+GDx/u7ii4RrGxsco9n+vuGHCRatWqqVadWnyPokK41hm3li1baseOHcrPz5fZbFarVq1slpvNZpsiYTabHR5rZL9GlLZtV+7XVexlDgwMtCkSgYGB12W/KMrhj5QNDAzUk08+qTfeeENPPfUUhQIAAJR5UVFRNrd79+5t/bp79+7Wa0U9PDzUrVs3m3UHDBhgc3vQoEEOjy2NkbFGtu3K/bqKvcyXPyeS9PDDD1+X/aIoh0pFdna2Zs+erREjRmjo0KE2fwAAAMqqrl272twuvJ5Ckvz9/RUeHi6TyaTw8HD5+/vbrBsaGmqdnTCbzdbrKRwZWxojY41s25X7dRV7mYODg62zE4GBgapfv/512S+Kcuj0p5EjRyo/P1/du3eXt7e3qzMBAAA4TVRUlL7++mubWYpC3bt3V1paWonvRA8YMEBxcXFF3hF3ZGxpjIw1sm1X7tdV7GUeNGiQ5syZ47RZCkf3C1smS+Gl7aVo2bKlfvjhB3l5eV2PTLgKubm52rt3r5o1a1amCl/h+a2cr11+FV5T0a9PP3dHcYolK5ZIUoU5HqOWrFgi76refI+iQuBnDuB69l5zOnT6U6tWrfTf//7X6eEAAAAAlH8Onf70zjvv6Mknn1SLFi1Up04dm2UjRoxwSTAAAAAA5YNDpeL999/XiRMn1KBBA505c8Z6f+FV8QAAAAAqL4dKxerVq7V27VoFBAS4Og8AAACAcsahayoaNmwoT0+H+gcAAACASsahphAdHa3hw4frkUceKXJNxd133+2SYAAAAADKB4dKRVxcnCRp+vTpNvebTCZt2LDB+akAAAAAlBsOlYqNGze6OgcAAACAcsqhayoAAAAAoCQOzVScOXNGs2bN0s6dO3Xq1Cld/ku4N2/e7KpsAAAAAMoBh2YqJkyYoH379mn48OHKzMzU+PHjFRQUpL///e8ujgcAAACgrHNopuK7777TmjVrVKtWLZnNZnXr1k133nmnhg0bRrEAAAAAKjmHSkVBQYH8/PwkSdWqVVN2drbq1q2rI0eOuDQcyq/WrVu7OwIAoJLgZw7gfg6ViiZNmmjnzp26++67FRYWpgkTJqh69eq6+eabXRwP5VVYWJi7IwAAKgl+5gDu59A1FW+//baCg4MlSa+++qp8fHyUlZWld99916XhAAAAAJR9Ds1UNGzY0Pp1nTp1NGnSJJcFAgAAAFC+lFoqli1bZncDffv2dVoYAAAAAOVPqaVi8eLFxd5vMpl08OBBnT59mlIBAAAAVHKllor4+Pgi9+3fv18ffPCBJGnUqFGuSQUAAACg3HDomgpJOnz4sGbOnKlvv/1WQ4YM0bRp0+Tr6+vKbAAAAADKAbulIjU1VbNmzdK6des0YMAArVu3TjVr1rwe2QAAAACUA6WWijfffFPLly/X/fffr3Xr1qlOnTrXKxcAAACAcsLuNRVVq1bV+vXrlZCQUOw6mzdvdkUuAAAAAOVEqaXik08+uV45AAAAAJRTpZaK1q1bX68cAAAAAMopD3cHAAAAAFC+USoAAAAAGOLw76moSC5cuKC5c+dq1apV8vT0lNls1s0336znn39et912m1uzLV26VJs3b9bMmTPdmgMAAABwVKUsFa+88opycnL0xRdfyN/fXxaLRVu2bNGhQ4dcXiouXrwoT89K+bADAACggnLo1W1mZqYWLlyoX375RefOnbNZFhcX55JgrnL48GElJCRoy5Yt8vf3lySZTCZ17txZkpSXl6f3339fO3fuVF5enkJCQjRhwgRVr15dY8eOlZeXlw4fPqwTJ07orrvu0tSpU2UymXTmzBlNmTJFBw4cUG5uriIiIvTKK6/IbDZr8ODBatKkiX788UfVqFFDc+bM0dNPP61Tp04pNzdXzZs318SJE+Xl5eXGRwYo6s+MP7VkxRJ3x3CKPzP+lKQKczxG/Znxpxo0aODuGACACsKhUjFq1Cjl5eUpKipKVatWdXUml9q3b59uuukm1ahRo9jl8+fPl5+fn7788ktJ0rRp0zRv3jy9+OKLkqTffvtN//73v2UymXT//fdr27ZtateunaZMmaLw8HBNmjRJBQUFGj16tJYsWaIHH3xQkvTHH38oPj5enp6eslgs+sc//qFatWrJYrFozJgxWrJkiQYOHHh9HgTAATk5OfLw8FDGqQx3R3GK/Px8Saowx2OUh4eHMjIyFBsbe03jg4ODFR0d7eRUAIDyyqFSkZycrB9++KFCvpP++++/a9SoUcrJyVGHDh20Z88enTlzRmvXrpV0aeaiSZMm1vW7desmb29vSVLTpk119OhRtWvXThs3btRPP/2kjz76SNKlF2SBgYHWcffdd5/1tKeCggItXLhQW7duVUFBgU6fPi0fH5/rdciAQ3x8fHQxP1++NWq6O4pTXMjMlCT5+Pq5OUnZcjIr+6rHnDmd6YIkAIDyzKFSERISohMnTujGG290dR6Xa9q0qY4cOaKsrCz5+/vrtttu0/Lly/XZZ59p7969slgseuONN3T33XcXO76wUEiS2Wy2vvtpsVgUGxurhg0bFjuuWrVq1q9XrlypXbt2KS4uTr6+vpo7d64OHz7svIMEnMS3Rk216tjV3TGcYtfWDZJUYY7HnQofSwAACjn0kbJt2rTRE088oblz5+rLL7+0+VPe3HzzzeratavGjx+v7Oz/vUNXeK1IZGSk/v3vfysnJ0eSdObMGR08eNDudiMjIzVv3jxryTh58qT++OOPYtfNzs5WrVq15Ovrq+zsbK1atcroYQEAAABu49BMRVJSkgIDA/Xdd9/Z3G8ymdS/f3+XBHOlKVOmKDY2Vv3795enp6f8/f0VEBCgp556So0bN9aHH36o/v37y2QyyWQyacSIEbr11ltL3ea4ceM0bdo0RUdHy2QyqUqVKho3blyxMxd9+/bVhg0b1KNHD9WpU0etWrVSbm6uqw4XAAAAcCmTxWKxuDsErl1ubq727t2rZs2a2ZyaBRgVGxurk1nZFeZ0IU5/cp5dWzeotr+fhg8f7u4oAIDrxN5rTod/YcLp06e1adMmpaWlKTAwUF26dCnxE5QAAAAAVB4OXVORnJys7t27a9GiRTpw4IAWLVqk7t27Kzk52dX5AAAAAJRxDs1UTJ48WW+88YZ69eplvW/NmjV6++23tWQJv0gKAAAAqMwcmqk4fPiwoqKibO679957dfToUZeEAgAAAFB+OFQqbrrpJq1evdrmvm+++abE38kAAAAAoPJw6PSncePGadiwYfr0009Vv359paSk6MiRI5o7d66r8wEAAAAo4xwqFS1bttT69eu1efNmpaenq0uXLurUqZNq1qzp6nwAAAAAyjiHP1K2Ro0aio6OdmUWAAAAAOVQiaXi8ccf14IFCyRJgwYNkslkKna9uLg41yQDAAAAUC6UWCr69u1r/fqBBx64LmEAAAAAlD8llor77rvP+vX9999/XcIAAAAAKH8c+kjZVatW6eDBg5Kk//73v3rkkUc0ePBg630AAAAAKi+HSsWMGTNUo0YNSdK7776rO++8U61bt9bEiRNdGg5lV1JSkpKSktwdAwCAMouflahMHPr0p5MnT+qGG25Qbm6udu3apZkzZ8rT01Nt2rRxdT6UUTt27JAkhYWFuTkJAABlEz8rUZk4VCpq166tI0eO6Ndff9Wdd94pLy8vnT9/XhaLxdX5AAAAAJRxDpWK4cOHKyYmRmazWe+//74kadu2bWrSpIlLwwEAAAAo+xwqFTExMYqKipIkVa1aVZJ01113afr06a5LBgAAAKBcKLFUWCwW6y+8KygokLe3t/VrSapVq9Z1iAcAAACgrCuxVLRq1Uq7d++WJDVt2rTIb9QuLB2//PKLaxMCAAAAKNNKLBWrV6+2fr1hw4brEgYAAABA+VNiqQgKCrJ+nZWVpdtvv/26BAIAAABQvjh0ofbQoUNVu3Zt9erVS/fdd58aNmzo6lwAAAAAygmHSsW3336rxMRErVq1StHR0WrUqJF69+6tnj17qk6dOq7OCAAAAKAMc6hUmM1mde7cWZ07d1ZOTo42bNig//znP5o6dar27t3r6owAAAAAyjCPq1k5NzdXmzZt0po1a7R3715+7TwAAAAAx2YqtmzZopUrV2rjxo267bbb1LNnT02YMEF169Z1dT4AAAAAZZxDpWLq1Knq1auXli1bphtvvNHVmQAAAACUIw6d/rRmzRo9++yzFAoAAAAn2LZtm0aPHq0ffvih2OUHDhzQyy+/rN9++63IsqVLl2r06NFavnx5sWPHjRun0aNH69VXXy2yLDk5WaNHj9aPP/541fvNyspSbGyssrKyih1rb3lpUlJSNH78eKWmpjp1rJHMRjK5UlnNVWKpmDNnjvXrDz74oMQ/AAAAuDpLly6VJH355ZfFLv/ss89ksVj0ySefFFm2bds2SVJiYmKxY/Py8iRduhb2SosWLZIkxcfHX/V+169fr0OHDikhIaHYsfaWlyY+Pl45OTmKi4tz6lgjmY1kcqWymqvEUnHixAmbr0v6AwAAAMcVloJCV85WHDhwQOfPn5cknT9/3mbWoLCMFLpytmLcuHE2ty+frUhOTlZ+fr4kKT8/v8hsRWn7zcrK0s6dO2WxWLRz584i7+zbW16alJQUpaWlSZLS0tKu6h340sYayWwkkyuV1VxSKddUTJw40fr1lClTrksYlB/Z2dnKzs5WbGysu6PARVJTU+XhWcXdMVAG5eXkKPUM3/+APampqfLz8yty/5XF4Msvv1SbNm2stz/77DOb5Z988oneeustSUULSWJioqKjo623C2cpCl0+W1E4S1EoPj5eLVq0cGi/69evl8VikSQVFBQoISFBMTEx1nXtLS/NlbMmcXFxevnllw2PNZLZSCZXKqu5JAevqfj999+1aNEi/fOf/9SiRYv0+++/uzoXAABApVQ4W1DS7WtVOEtR0u3S9rt7926bWY5du3bZrGtveWkK33kv6fa1jjWS2UgmVyqruSQ7n/5ksVg0btw4LVu2TPXq1VNAQIDS0tKUnp6u6OhoTZ48WSaT6XplRRni5+cnPz8/DR8+3N1R4CKxsbE6mZXt7hgog7x8fFTbvy7f/4Ad1zqbV7VqVZsX9FWrVnVKHrPZbFMkzGazw/tt2bKlduzYofz8fJnNZrVq1cpmrL3lpQkMDLR5cRwYGOiUsUYyG8nkSmU1l2RnpuLzzz/Xjh079Pnnn2vTpk36/PPPtXnzZi1atEhJSUlFptEAAABQuitPC+rfv7/N7UceecTm9pAhQ6xft23b1mZZhw4dbG57eXnZ3Pb29rZ+PWDAAJtlgwYNcni/3bt3t76R7OHhoW7dutmsa295aa7M8fDDDztlrJHMRjK5UlnNJdkpFcuXL9f48ePVvHlzm/ubN2+ucePGlfhRZgAAACjelcXg8uspJCkkJMQ6S1C1alU1atTIuuzKQnL59RSSNHnyZJvbkyZNsn4dGhpqnZ0wm80211PY26+/v7/Cw8NlMpkUHh4uf39/m7H2lpcmODjY+o57YGCg6tev75SxRjIbyeRKZTWXZKdUHDx4UOHh4cUuCw8P18GDB10SCgAAoCIrLAdXzlIUeuSRR2QymWxmCwoVlpIrZykKFc5WXD5LUahwtuLKd7wd2W/37t11yy23lDgLYW95aQYNGiQfH59reue9tLFGMhvJ5EplNZfJUnjZezFatWpV6oU29pbD9XJzc7V37141a9as2P88XKXwPFHOqa64Cq+paNWxq7ujOMWurRskqcIcjzvt2rpBtf25pgqwh5+VqEjsveYs9ULtixcv6ocfflBJvePKTw0AAAAAUPmUWirq1KlT5JeoXK527dpODwQAAACgfCm1VGzcuPF65QAAAABQTjn0y+8AAAAAoCSUCgAAAACGUCoAAAAAGEKpAAAAAGAIpQIAAACAIZQKAAAAAIZQKgAAAAAYQqkAAAAAYEipv/wOKEnr1q3dHQEAgDKNn5WoTCgVuCZhYWHujgAAQJnGz0pUJpz+BAAAAMAQSgUAAAAAQygVAAAAAAyhVAAAAAAwhFIBAAAAwBBKBQAAAABDKBUAAAAADKFUAAAAADCEUgEAAADAEEoFAAAAAEMoFQAAAAAMoVQAAAAAMIRSAQAAAMAQSgUAAAAAQygVAAAAAAzxdHcAAGXXmdOZ2rV1g7tjOEV2ZqYkVZjjcaczpzNV29/P3TEAAGUIpQJAsYKDg90dwamqmC797efHi2Gjavv7Vbh/HwAAYygVAIoVHR3t7ggAAKCc4JoKAAAAAIZQKgAAAAAYQqkAAAAAYAilAgAAAIAhlAoAAAAAhlAqAAAAABhCqQAAAABgCKUCAAAAgCGUCgAAAACGUCoAAAAAGEKpAAAAAGAIpQIAAACAIZQKAAAAAIZQKgAAAAAYQqkAAAAAYAilAgAAAIAhlAoAAID/b+/eg6MqDzeOP5tESIANF5EYgqNYFEUEaxKcmioaoKEDSRCcgjE4ctE6mYpaoFwrymUoBZVOMVrU6jCAznAxyKVUYrxUnEJC2tJUixgBQxIChMsuITd2z+8Pmv0ZSTaBN8nZLN/PjNOcPfue8+zbPWyefXcBgBFKBQAAAAAjlAoAAAAARigVAAAAAIxQKgAAAAAYoVQAAAAAMEKpAAAAAGCEUgEAAADACKUCAAAAgBFKBQAAAAAjlAoAAAAARigVAAAAAIxQKgAAAAAYoVQAAAAAMEKpAAAAAGCEUgEAAADACKUCAAAAgBFKBQAAAAAjlAoAAAAARsLsDgAgMG3ZskXFxcV2x7gsbrdbkuR0Om1O0j7ExMQoNTXV7hgAgCBAqQDQoOLiYh09elTXXXud3VGa7ezZs5KkDmEdbE4S+E6Un7A7AgAgiFAqADTqumuv07iUcXbHaLZNH2ySpHaV2S51cwUAQEvgOxUAAAAAjFAqAAAAABihVAAAAAAwQqkAAAAAYIRSAQAAAMAIpQIAAACAEUoFAAAAACOUCgAAAABGKBUAAAAAjFAqAAAAABihVAAAAAAwQqkAAAAAYIRSAQAAAMAIpQIAAACAEUoFAAAAACOUCrSKvLw85eXl2R0DAHAV4DUHsF+Y3QEQnPbu3StJiouLszkJACDY8ZoD2I+VCgAAAABGKBUAAAAAjFAqAAAAABihVAAAAAAwQqkAAAAAYIRSvMM2agAAGaBJREFUAQAAAMAIpQIAAACAEUoFAAAAACOUCgAAAABGKBUAAAAAjFAqAAAAABihVAAAAAAwQqkAAABB7cCBA5o5c6YOHjx4yT6Xy6XMzEy5XK4Gx/rbX1xcrPnz56ukpKTFM/s7dmuet6n5CETtMXMwolQAAICgtnbtWlmWpTVr1lyyb9euXTp06JCys7MbHOtv//r161VVVaV169a1eGZ/x27N8zY1H4GoPWYORpQKAAAQtA4cOKDKykpJUmVlZb3VCpfLpdzcXFmWpdzc3Eve6fa3v7i4WGVlZZKksrKyFl018Hfs1jxvU/MRiNpj5mAVZncABCe32y23263MzEy7o+AKlZSUKKJjhN0x0ErOnz+v8tPlXKMICiUlJXI6nQ3uW7t2bb3tNWvWaNGiRZIuvsNtWZYkyev1Kjs7W2PHjvXd19/+9evX1zvuunXrNHPmzBZ5PP6O3ZrnbWo+AlF7zBysWKkAAABBq26VoqHt/Px8eTweSZLH49G+ffvq3dff/rrVgsa2Tfg7dmuet6n5CETtMXOwYqUCrcLpdMrpdCojI8PuKLhCmZmZqq6stjsGWkmnTp3U/druXKMICv5W3CIiIuoViYiI/1+Bvfvuu7V37155PB6FhoYqNja23lh/+6Oiour9Qh8VFdUSD6XJY7fmeZuaj0DUHjMHK1YqAABA0EpPT6+3/dhjj/l+HjFihBwOhyQpJCREw4cPr3dff/vT0tLq3ffRRx9tscz+jt2a521qPgJRe8wcrCgVAAAgaPXv39+3OhEREaFbbrnFty8yMlLx8fFyOByKj49XZGRkvbH+9sfExPhWCaKiotS7d+8Wy+zv2K153qbmIxC1x8zBilIBAACCWnp6uhwOR71VijojRoxQ3759G32H29/+tLQ0hYeHt+hqQXOO3ZrnbWo+AlF7zByM+E4FAAAIav3799fy5csb3BcZGen3u0X+9sfExGjx4sUtkvFyjt2a521qPgJRe8wcjFipAAAAAGCEUgEAAADACKUCAAAAgBFKBQAAAAAjlAoAAAAARigVAAAAAIxQKgAAAAAYoVQAAAAAMEKpAAAAAGCEUgEAAADACKUCAAAAgBFKBQAAAAAjYXYHQHAaMmSI3REAAFcJXnMA+1Eq0Cri4uLsjgAAuErwmgPYj48/AQAAADBCqQAAAABghFIBAAAAwAilAgAAAIARSgUAAAAAI5QKAAAAAEYoFQAAAACMUCoAAAAAGKFUAAAAADBCqQAAAABghFIBAAAAwAilAgAAAIARSgUAAAAAI21SKmpra/XHP/5RSUlJGjVqlFJSUjRt2jR98803bXH6Jm3evFnTpk1rcN/s2bN1//33KzU1VUlJSVqxYkWTx8vOztb+/ft92//+9781ffp0SZLL5dIbb7zRMsEBAACAABDWFieZM2eOqqqqtGHDBkVGRsqyLH366ac6dOiQ+vXr1+rnv3DhgsLCrvyhPvnkk0pPT5fb7VZqaqp+/OMfa9iwYY3ePzs7WwMHDtSgQYMkSXfeeadeeuklSRdLxZtvvqknnnjiivMAAAAAgaTVS8Xhw4eVnZ2tTz/9VJGRkZIkh8OhBx54wHefmpoavfLKK8rNzVVNTY369++vF154QZ07d9bs2bPVoUMHHT58WMeOHdNdd92lZcuWyeFw6Ny5c1q6dKkOHDig6upq3XPPPZozZ45CQ0M1ceJE3XbbbfrXv/6lrl276rXXXtMvf/lLnT59WtXV1Ro0aJBefPFFdejQodmPxel06s4779ShQ4cazZyfn6+cnBx98cUX2rBhgyZNmqTo6GgtW7ZMmzdv1sKFC33lJCIiQu+9956OHz+uxYsXq6SkRNXV1Ro1apSeeuqplv6/ArhsJ8pPaNMHm+yO0Wwnyk9IUrvKbJcT5SfUp08fu2MAAIJEq5eKL7/8UjfeeKO6du3a6H3efPNNOZ1Obdy4UZK0fPlyrV69Ws8995wk6eDBg3rnnXfkcDj00EMP6YsvvlBCQoKWLl2q+Ph4LVmyRF6vVzNmzNCmTZv0i1/8QpJUVFSk9evXKywsTJZlacWKFerevbssy9KsWbO0adMmPfLII81+LGVlZcrPz9f48eP9Zk5MTNTAgQOVnp4uSdqzZ4/vGM8//7zGjRunLVu2+G6bNWuWMjIyFB8fr5qaGj3++OO68847lZCQ0OxsQEuLiYlpdN/JkydVU1PThmmax7IsSVL56fLLHuvxeCRJoaGhLZopUIWEhKi8vFyZmZlXND4mJkapqaktnAoA0F61ycefvu+bb77R9OnTVVVVpfvuu0/z589XTk6Ozp07p7/+9a+SLq5c3Hbbbb4xw4cPV8eOHSVJAwYM0HfffaeEhATl5ORo//79evvttyVJVVVVioqK8o1LTk72fezJ6/Xqz3/+sz777DN5vV6dPXtW4eHhzcq8evVqbdiwQaGhoZo6daruvfdevfzyy34zN9f58+e1d+9enTp1yndbRUWFCgsLKRWwlb9fGDMzM/VdUZG6dO3Wholal/vMGUlS5y5Om5O0rVMu92WPOXf2TCskAQC0Z61eKgYMGKAjR47I5XIpMjJS/fr105YtW7R27VoVFBRIuvju4oIFC/STn/ykwWPUFQrp4ruIde8oWpalzMxM3XDDDQ2O69Spk+/nrVu3at++fVq3bp26dOmi119/XYcPH27WY6j7TsX3NZW5ubxerxwOhzZu3KhrrrnG6FhAW+rStZti72/8u0Xtzb7PPpKkoHpMraVurgAAqNPqf/vTTTfdpGHDhmn+/Plyu///HbHz58/7fk5MTNQ777yjqqoqSdK5c+dUWFjY5LETExO1evVqX8k4deqUioqKGryv2+1W9+7d1aVLF7ndbm3bts3kYfnNXHeOhnTp0kVVVVW6cOGCbzs2NlarV6/23ae0tFQnTpwwygcAAAC0lTb5K2WXLl2qm2++WQ8//LBGjRqlRx55RP/5z380ceJESRdXAm677TY9/PDDSk5OVlpaWrNKxdy5cxUSEqLU1FQlJydr6tSpKisra/C+Y8aMUUVFhUaOHKmnnnpKsbGxRo/JX+aUlBRt27ZNqampysrKqjeuW7duSk5OVnJysiZMmCBJWrFihQoLC323P/fcc3K5XEb5AAAAgLbisOq+2Yh2qbq6WgUFBRo4cGC9j4kBrSkzM1OnXO6g+qgQH39qvn2ffaQekU5lZGTYHQUA0Eaa+p2Tf1EbAAAAgBFKBQAAAAAjlAoAAAAARigVAAAAAIxQKgAAAAAYoVQAAAAAMEKpAAAAAGCEUgEAAADACKUCAAAAgBFKBQAAAAAjlAoAAAAARigVAAAAAIxQKtAq8vLylJeXZ3cMAACM8HoGNE+Y3QEQnPbu3StJiouLszkJAABXjtczoHlYqQAAAABghFIBAAAAwAilAgAAAIARSgUAAAAAI5QKAAAAAEYoFQAAAACMUCoAAAAAGKFUAAAAADBCqQAAAABghFIBAAAAwAilAgAAAIARSgUAAAAAI5QKAAAAAEYoFQAAAFfgwIEDmjlzpg4ePNjg/u3bt2vGjBnauXPnZY81Oe9LL72kGTNmaOXKlZfsc7lcyszMlMvlanBscXGx5s+fr5KSksvOZTLWX66mMiMwUCoAAACuwNq1a2VZltasWdPg/o8//liSlJ2dfdljTc5bWloqSTp69Ogl+3bt2qVDhw41mEmS1q9fr6qqKq1bt+6yc5mM9ZerqcwIDJQKAACAy3TgwAFVVlZKkiorKy9ZNdi+fXu97e+vVjQ11uS8L730Ur3t769WuFwu5ebmyrIs5ebmXvLOf3FxscrKyiRJZWVll7XiYDLWX66mMiNwhNkdAMHJ7XbL7XYrMzPT7ihoBSUlJQoJu8buGLBJTVWVSs5xfePqUFJSIqfTecnta9eurbe9Zs0aLVq0yLddt0pRJzs7WyNHjmzWWH+aGlu3SlHn+6sVu3btkmVZkiSv16vs7GyNHTvWt3/9+vX1xq5bt04zZ85sVi6Tsf5yNZUZgYOVCgAAgMtUt1rQ2HYgjs3Pz5fH45EkeTwe7du3r97+upWGxrb9MRnrL1dTmRE4WKlAq3A6nXI6ncrIyLA7ClpBZmamTrncdseATTqEh6tH5HVc37gqNLYiFxERUe8X+oiIiGYf066xd999t/bu3SuPx6PQ0FDFxsbW2x8VFVWvDERFRTX72CZj/eVqKjMCBysVAAAAlyk9Pb3e9mOPPVZv+8EHH6y3PXz48GaPNTlvdHR0ve0+ffr4fh4xYoQcDockKSQkpF4mSUpLS6u3/eijjzY7l8lYf7mayozAQakAAAC4TP379/etEkREROiWW26pt3/UqFH1tuu+T9GcsSbnnT59er3tZ5991vdzZGSk4uPj5XA4FB8fr8jIyHr3jYmJ8a0wREVFqXfv3s3OZTLWX66mMiNwUCoAAACuQHp6uhwOR6MrDXWrFQ29u97UWJPz1q1WfH+Vos6IESPUt2/fRt/xT0tLU3h4+GWtNLTEWH+5msqMwOCw6r5Sj3apurpaBQUFGjhwoDp27Gh3HJ+6z6DymevgVPeditj7h9kdpcXs++wjSQqqx9Ra9n32kXpE8p0pXB14PQMuaup3TlYqAAAAABihVAAAAAAwQqkAAAAAYIRSAQAAAMAIpQIAAACAEUoFAAAAACOUCgAAAABGKBUAAAAAjFAqAAAAABihVAAAAAAwQqkAAAAAYIRSAQAAAMBImN0BEJyGDBlidwQAAIzxegY0D6UCrSIuLs7uCAAAGOP1DGgePv4EAAAAwAilAgAAAIARSgUAAAAAI5QKAAAAAEYoFQAAAACMUCoAAAAAGKFUAAAAADBCqQAAAABghFIBAAAAwAilAgAAAIARSgUAAAAAI5QKAAAAAEYoFQAAAACMUCoAAAAAGAmzOwCA9unc2TPa99lHdsdoMe4zZyQpqB5Tazl39ox6RDrtjgEACCCUCgCXLSYmxu4ILe4ax8X/dTr5ZbkpPSKdQfkcAABcOUoFgMuWmppqdwQAABBA+E4FAAAAACOUCgAAAABGKBUAAAAAjFAqAAAAABihVAAAAAAwQqkAAAAAYIRSAQAAAMAIpQIAAACAEUoFAAAAACOUCgAAAABGKBUAAAAAjFAqAAAAABihVAAAAAAwQqkAAAAAYIRSAQAAAMAIpQIAAACAkTC7A8CMZVmSpJqaGpuTAAAAIFjV/a5Z97vnD1Eq2rna2lpJ0tdff21zEgAAAAS72tpahYeHX3K7w2qsbqBd8Hq9qqio0DXXXCOHw2F3HAAAAAQhy7JUW1urzp07KyTk0m9QUCoAAAAAGOGL2gAAAACMUCoAAAAAGKFUAAAAADBCqQAAAABghFIBAAAAwAilAgAAAIARSgUAAAAAI5QKtKrTp0/riSeeUFJSkpKTk/WrX/1Kp06dkiT985//VEpKipKSkjR58mSVl5fbnNZ+GRkZSklJ0ZgxY5SWlqavvvpKknTo0CGNHz9eSUlJGj9+vA4fPmxv0ACyatUq9e/f3/evyvO8alhiYqJGjhyp1NRUpaam6m9/+5sk5qsh1dXVWrBggX72s58pOTlZv/3tbyVxHf7Q0aNHfc+n1NRUJSYmasiQIZKYq4Z8/PHHGjNmjFJTU5WSkqIPP/xQEnPVkE8++UQPPfSQkpOTlZ6erqKiIknMlSQtW7ZMiYmJ9V73JP9z02bzZgGt6PTp09bf//533/bvfvc7a86cOZbH47GGDx9u5ebmWpZlWa+++qo1e/Zsu2IGDJfL5ft5165d1pgxYyzLsqyJEydaWVlZlmVZVlZWljVx4kRb8gWagoICa8qUKdaDDz5oHThwgOeVH3Vz9H3MV8MWLVpkLVmyxPJ6vZZlWdaJEycsy+I6bMrixYutF1980bIs5uqHvF6vFRcX57sGv/rqK+uuu+6yPB4Pc/UDZ86csYYMGWJ9++23lmVdnJPJkydblsXzyrIsKzc31yopKbnkz3R/c9NW88ZKBVpVt27ddM899/i277rrLpWUlKigoEAdO3ZUXFycJGnChAnauXOnXTEDhtPp9P187tw5ORwOlZeX68svv9To0aMlSaNHj9aXX37pW/G5WtXU1GjhwoV64YUXfLfxvLo8zNelKioqlJWVpWeeeUYOh0OS1LNnT67DJtTU1Gjr1q0aN24cc9WIkJAQud1uSZLb7VavXr10+vRp5uoHjhw5op49e6pv376SpKFDh+rzzz/nefU/cXFxio6Ornebv7lpy3kLa/EjAo3wer169913lZiYqNLSUvXu3du3r0ePHvJ6vTpz5oy6detmY0r7zZs3T7t375ZlWXrzzTdVWlqqqKgohYaGSpJCQ0PVq1cvlZaWqkePHjantc8f/vAHpaSkqE+fPr7beF75N2PGDFmWpdjYWP36179mvhpQVFSkbt26adWqVdqzZ486d+6sZ555RuHh4VyHfuTk5CgqKkp33HGHCgoKmKsfcDgcWrlypTIyMtSpUydVVFRo9erV/PnegL59++rkyZPav3+/Bg0apK1bt0oSc+WHv7mxLKvN5o2VCrSZRYsWqVOnTkpPT7c7SkBbsmSJPvnkEz333HP6/e9/b3ecgPSPf/xDBQUFSktLsztKu7Fu3Tp98MEH2rRpkyzL0sKFC+2OFJA8Ho+Kioo0YMAAbd68WTNmzNDTTz+t8+fP2x0toG3atEnjxo2zO0bAunDhgv70pz8pMzNTH3/8sV577TU9++yzPK8a4HQ69corr2jp0qUaO3asysvLFRkZyVy1A5QKtIlly5bpyJEjWrlypUJCQhQdHa2SkhLf/lOnTikkJOSqfXe0IWPGjNGePXt0/fXXq6ysTB6PR9LFX3qOHz9+yfLn1SQ3N1eFhYUaNmyYEhMTdezYMU2ZMkVHjhzhedWIuudLhw4dlJaWpvz8fK7DBkRHRyssLMz3UYHBgwere/fuCg8P5zpsRFlZmXJzc5WcnCzp4hwyV/V99dVXOn78uGJjYyVJsbGxioiIUMeOHZmrBtx777169913tXnzZqWnp6uqqkoxMTHMVSP8XXNteT1SKtDqXn75ZRUUFOjVV19Vhw4dJEkDBw5UVVWV8vLyJEnvvfeeRo4caWdM21VUVKi0tNS3nZOTo65du+raa6/V7bffrm3btkmStm3bpttvv/2qXu598skn9fnnnysnJ0c5OTm6/vrr9dZbb2nq1Kk8rxpw/vx532e5LcvSjh07dPvtt3MdNqBHjx665557tHv3bkkX/9aU8vJy3XTTTVyHjXj//fc1dOhQde/eXZL4M6sB119/vY4dO6Zvv/1WklRYWKjy8nLdeOONzFUDTpw4Ienix6ZffvllTZgwQTExMcxVI/xdc215PTosy7Ja/KjA/xw8eFCjR4/WTTfdpPDwcElSnz599Oqrryo/P18LFixQdXW1YmJitHz5cvXs2dPmxPY5efKkMjIyVFlZqZCQEHXt2lWzZs3SHXfcocLCQs2ePVsul0uRkZFatmyZbr75ZrsjB4zExES9/vrruvXWW3leNaCoqEhPP/20PB6PvF6vfvSjH2n+/Pnq1asX89WAoqIizZ07V2fOnFFYWJieffZZDR06lOuwEUlJSZo3b57uv/9+323M1aU++OADvfHGG76/AGDatGkaPnw4c9WAefPmKT8/X7W1tUpISNDcuXPVsWNH5krS4sWL9eGHH+rkyZPq3r27unXrpu3bt/udm7aaN0oFAAAAACN8/AkAAACAEUoFAAAAACOUCgAAAABGKBUAAAAAjFAqAAAAABihVAAAAAAwQqkAAASdiRMnKj4+XjU1NXZHAYCrAqUCABBUjh49qry8PDkcDn300Ud2xwGAqwKlAgAQVLKysjR48GA99NBDysrK8t1++vRpPfXUU7r77rs1btw4vfLKK3rkkUd8+wsLCzVp0iQNGTJESUlJ2rFjhx3xAaBdCrM7AAAALWnLli16/PHHNXjwYI0fP14nT55Uz549tXDhQkVERGj37t0qLi7WlClT1Lt3b0nS+fPnNXnyZE2bNk1vvPGGvv76a02aNEm33nqr+vXrZ/MjAoDAx0oFACBo5OXlqaSkRD//+c81cOBA3XDDDdq2bZs8Ho8+/PBDPf3004qIiFC/fv00ZswY37hPPvlEMTExGjdunMLCwjRgwAAlJSVp586dNj4aAGg/WKkAAASNrKwsJSQkqEePHpKk0aNH6/3339eoUaN04cIFRUdH++77/Z+Li4u1f/9+xcXF+W7zeDxKSUlpu/AA0I5RKgAAQaGqqkp/+ctf5PV6lZCQIEmqqamRy+VSeXm5wsLCdOzYMfXt21eSVFpa6hsbHR2t+Ph4vf3227ZkB4D2jo8/AQCCQnZ2tkJDQ7V9+3ZlZWUpKytLO3bsUFxcnLKysjRixAitWrVKlZWVKiws1JYtW3xjH3jgAR0+fFhZWVmqra1VbW2t9u/fr8LCQhsfEQC0H5QKAEBQeP/99zV27Fj17t1b1113ne+/Rx99VFu3btXzzz8vt9uthIQE/eY3v9GoUaPUoUMHSVKXLl301ltvaceOHbrvvvv005/+VCtWrODfuQCAZnJYlmXZHQIAgLa2fPlynTx5UsuWLbM7CgC0e6xUAACuCoWFhfrvf/8ry7K0f/9+bdy4USNGjLA7FgAEBb6oDQC4KlRUVGj69Ok6fvy4rr32Wk2ePFnDhg2zOxYABAU+/gQAAADACB9/AgAAAGCEUgEAAADACKUCAAAAgBFKBQAAAAAjlAoAAAAARigVAAAAAIz8H30qUCY65G91AAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 627
        },
        "id": "4wMNDzS09G-A",
        "outputId": "0cebe321-9e39-4a5d-cc24-12f01f123393"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Rating by Age\n",
        "plt.figure(figsize=(12,10))\n",
        "sns.barplot(x=df['Age'].head(10),y='Rating',data=df,palette=colors1,edgecolor='black',linewidth=1)\n",
        "plt.title('Cloth Rating By Age')\n",
        "plt.grid(False)\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Rating Percentage\n",
        "plt.figure(figsize=(12,10))\n",
        "plt.pie(x=df['Rating'].value_counts().values,data=df,colors=colors1,labels=df['Rating'].value_counts().index,autopct='%.0f%%',explode=[0.02 for i in df['Rating'].value_counts().index],startangle=45,wedgeprops={'linewidth':0.8,'edgecolor':'black'})\n",
        "plt.title('Rating Percentage')\n",
        "plt.legend()\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 591
        },
        "id": "gLnfISEhHzZk",
        "outputId": "b7d0f6d0-4de4-46ce-d5f7-d7334054dbcd"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Rating Distribution by Age\n",
        "plt.figure(figsize=(12,10))\n",
        "sns.boxplot(x = 'Rating', y = 'Age', data = df,palette='mako')\n",
        "plt.grid(False)\n",
        "\n",
        "plt.title('Rating Distribution by Age')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 627
        },
        "id": "6DzoF9DzHzWV",
        "outputId": "9dafbd62-8642-4458-e1ab-57cf48de5d33"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}