diff --git "a/_432.ipynb" "b/_432.ipynb"
new file mode 100644--- /dev/null
+++ "b/_432.ipynb"
@@ -0,0 +1,1074 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {
+        "id": "At9cujH5fMsM"
+      },
+      "outputs": [],
+      "source": [
+        "import pandas as pd\n",
+        "import numpy as np\n",
+        "import matplotlib.pyplot as plt\n",
+        "import plotly.express as px\n",
+        "import seaborn as sns\n",
+        "from wordcloud import WordCloud, STOPWORDS\n",
+        "from collections import Counter\n",
+        "\n",
+        "import warnings\n",
+        "warnings.filterwarnings('ignore')"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df = pd.read_csv('/content/sales.csv')\n",
+        "df.head()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 296
+        },
+        "id": "WMk0sVX0ffr0",
+        "outputId": "58b477a6-2fcf-4e4d-ae1a-9a295c4767b2"
+      },
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "   sale_id branch         city customer_type  gender  product_name  \\\n",
+              "0        1      A     New York        Member    Male       Shampoo   \n",
+              "1        2      B  Los Angeles        Normal  Female      Notebook   \n",
+              "2        3      A     New York        Member  Female         Apple   \n",
+              "3        4      A      Chicago        Normal    Male     Detergent   \n",
+              "4        5      B  Los Angeles        Member  Female  Orange Juice   \n",
+              "\n",
+              "  product_category  unit_price  quantity   tax  total_price  reward_points  \n",
+              "0    Personal Care        5.50         3  1.16        17.66              1  \n",
+              "1       Stationery        2.75        10  1.93        29.43              0  \n",
+              "2           Fruits        1.20        15  1.26        19.26              1  \n",
+              "3        Household        7.80         5  2.73        41.73              0  \n",
+              "4        Beverages        3.50         7  1.72        26.22              2  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-812f6020-edcd-4a12-9561-a2eb35afa9c0\" class=\"colab-df-container\">\n",
+              "    <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>sale_id</th>\n",
+              "      <th>branch</th>\n",
+              "      <th>city</th>\n",
+              "      <th>customer_type</th>\n",
+              "      <th>gender</th>\n",
+              "      <th>product_name</th>\n",
+              "      <th>product_category</th>\n",
+              "      <th>unit_price</th>\n",
+              "      <th>quantity</th>\n",
+              "      <th>tax</th>\n",
+              "      <th>total_price</th>\n",
+              "      <th>reward_points</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1</td>\n",
+              "      <td>A</td>\n",
+              "      <td>New York</td>\n",
+              "      <td>Member</td>\n",
+              "      <td>Male</td>\n",
+              "      <td>Shampoo</td>\n",
+              "      <td>Personal Care</td>\n",
+              "      <td>5.50</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1.16</td>\n",
+              "      <td>17.66</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>2</td>\n",
+              "      <td>B</td>\n",
+              "      <td>Los Angeles</td>\n",
+              "      <td>Normal</td>\n",
+              "      <td>Female</td>\n",
+              "      <td>Notebook</td>\n",
+              "      <td>Stationery</td>\n",
+              "      <td>2.75</td>\n",
+              "      <td>10</td>\n",
+              "      <td>1.93</td>\n",
+              "      <td>29.43</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>3</td>\n",
+              "      <td>A</td>\n",
+              "      <td>New York</td>\n",
+              "      <td>Member</td>\n",
+              "      <td>Female</td>\n",
+              "      <td>Apple</td>\n",
+              "      <td>Fruits</td>\n",
+              "      <td>1.20</td>\n",
+              "      <td>15</td>\n",
+              "      <td>1.26</td>\n",
+              "      <td>19.26</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>4</td>\n",
+              "      <td>A</td>\n",
+              "      <td>Chicago</td>\n",
+              "      <td>Normal</td>\n",
+              "      <td>Male</td>\n",
+              "      <td>Detergent</td>\n",
+              "      <td>Household</td>\n",
+              "      <td>7.80</td>\n",
+              "      <td>5</td>\n",
+              "      <td>2.73</td>\n",
+              "      <td>41.73</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>5</td>\n",
+              "      <td>B</td>\n",
+              "      <td>Los Angeles</td>\n",
+              "      <td>Member</td>\n",
+              "      <td>Female</td>\n",
+              "      <td>Orange Juice</td>\n",
+              "      <td>Beverages</td>\n",
+              "      <td>3.50</td>\n",
+              "      <td>7</td>\n",
+              "      <td>1.72</td>\n",
+              "      <td>26.22</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-812f6020-edcd-4a12-9561-a2eb35afa9c0')\"\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 -960 960 960\">\n",
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+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\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",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-812f6020-edcd-4a12-9561-a2eb35afa9c0 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-812f6020-edcd-4a12-9561-a2eb35afa9c0');\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",
+              "\n",
+              "\n",
+              "<div id=\"df-7ad9f6cc-c51a-4636-a51d-539e935f92c4\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-7ad9f6cc-c51a-4636-a51d-539e935f92c4')\"\n",
+              "            title=\"Suggest charts\"\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",
+              "    <g>\n",
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+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-7ad9f6cc-c51a-4636-a51d-539e935f92c4 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "df",
+              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 1000,\n  \"fields\": [\n    {\n      \"column\": \"sale_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 288,\n        \"min\": 1,\n        \"max\": 1000,\n        \"num_unique_values\": 1000,\n        \"samples\": [\n          522,\n          738,\n          741\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"branch\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"B\",\n          \"A\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"city\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"New York\",\n          \"Los Angeles\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"customer_type\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"Normal\",\n          \"Member\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"gender\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"Female\",\n          \"Male\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"product_name\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Notebook\",\n          \"Orange Juice\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"product_category\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Stationery\",\n          \"Beverages\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"unit_price\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 5.775923567790781,\n        \"min\": 1.02,\n        \"max\": 20.98,\n        \"num_unique_values\": 787,\n        \"samples\": [\n          19.77,\n          1.17\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"quantity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 6,\n        \"min\": 1,\n        \"max\": 20,\n        \"num_unique_values\": 20,\n        \"samples\": [\n          3,\n          14\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tax\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 6.538065940792139,\n        \"min\": 0.08,\n        \"max\": 28.39,\n        \"num_unique_values\": 755,\n        \"samples\": [\n          3.87,\n          1.64\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"total_price\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 99.93644096535967,\n        \"min\": 1.21,\n        \"max\": 433.99,\n        \"num_unique_values\": 956,\n        \"samples\": [\n          75.42,\n          243.75\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"reward_points\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9,\n        \"min\": 0,\n        \"max\": 43,\n        \"num_unique_values\": 43,\n        \"samples\": [\n          35,\n          9\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 3
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.shape"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "ntwMOjEKfn8H",
+        "outputId": "dc1d5eb0-530c-4c2f-d0d3-515a048039a3"
+      },
+      "execution_count": 4,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(1000, 12)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 4
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.info()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "dUP4F4JifpjP",
+        "outputId": "594a3cc8-b5e2-4e79-f11d-6cb6937f8cf7"
+      },
+      "execution_count": 5,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "<class 'pandas.core.frame.DataFrame'>\n",
+            "RangeIndex: 1000 entries, 0 to 999\n",
+            "Data columns (total 12 columns):\n",
+            " #   Column            Non-Null Count  Dtype  \n",
+            "---  ------            --------------  -----  \n",
+            " 0   sale_id           1000 non-null   int64  \n",
+            " 1   branch            1000 non-null   object \n",
+            " 2   city              1000 non-null   object \n",
+            " 3   customer_type     1000 non-null   object \n",
+            " 4   gender            1000 non-null   object \n",
+            " 5   product_name      1000 non-null   object \n",
+            " 6   product_category  1000 non-null   object \n",
+            " 7   unit_price        1000 non-null   float64\n",
+            " 8   quantity          1000 non-null   int64  \n",
+            " 9   tax               1000 non-null   float64\n",
+            " 10  total_price       1000 non-null   float64\n",
+            " 11  reward_points     1000 non-null   int64  \n",
+            "dtypes: float64(3), int64(3), object(6)\n",
+            "memory usage: 93.9+ KB\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "numeric_df = df.select_dtypes(include=[np.number])\n",
+        "\n",
+        "corr = numeric_df.corr()\n",
+        "\n",
+        "sns.heatmap(corr, annot=True, cmap='coolwarm', fmt='.2f')\n",
+        "plt.title('Correlation Heatmap')\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 536
+        },
+        "id": "uoQDGzpTfr8b",
+        "outputId": "7899dec7-2fbd-4799-94c5-eab94107c97c"
+      },
+      "execution_count": 6,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.duplicated().sum()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "tAeUUf6Uf6jJ",
+        "outputId": "3e588c81-b9ae-4b59-e0f3-b60df0c6419f"
+      },
+      "execution_count": 7,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "0"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 7
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.isnull().sum()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 460
+        },
+        "id": "hOmQI5dOf9Ut",
+        "outputId": "01d026fa-048e-4315-8872-e311071fe429"
+      },
+      "execution_count": 8,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "sale_id             0\n",
+              "branch              0\n",
+              "city                0\n",
+              "customer_type       0\n",
+              "gender              0\n",
+              "product_name        0\n",
+              "product_category    0\n",
+              "unit_price          0\n",
+              "quantity            0\n",
+              "tax                 0\n",
+              "total_price         0\n",
+              "reward_points       0\n",
+              "dtype: int64"
+            ],
+            "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>0</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>sale_id</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>branch</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>city</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>customer_type</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>gender</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>product_name</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>product_category</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>unit_price</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>quantity</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>tax</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>total_price</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>reward_points</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div><br><label><b>dtype:</b> int64</label>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 8
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "palette = sns.color_palette(\"viridis\", len(df['city'].unique()))"
+      ],
+      "metadata": {
+        "id": "jFARBy6cgAi1"
+      },
+      "execution_count": 9,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "plt.figure(figsize=(8, 6))\n",
+        "sns.countplot(data=df, x='branch', palette = palette)\n",
+        "plt.title('Branch Distribution')\n",
+        "plt.xlabel('Branch')\n",
+        "plt.ylabel('Number of Sales')\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 512
+        },
+        "id": "Szn0AKP-gHqY",
+        "outputId": "dc78ce55-290b-4e8a-c93b-241f09f872c0"
+      },
+      "execution_count": 10,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 800x600 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "plt.figure(figsize=(10, 6))\n",
+        "sns.barplot(data=df, x='city', y='total_price', estimator=sum, palette=palette)\n",
+        "plt.title('Total Sales by City')\n",
+        "plt.xlabel('City')\n",
+        "plt.ylabel('Total Sales (USD)')\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 413
+        },
+        "id": "doVyXk7-gWMG",
+        "outputId": "8d97ec9f-aa3a-4585-a831-bed0798f7452"
+      },
+      "execution_count": 11,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x600 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "plt.figure(figsize=(10, 6))\n",
+        "sns.scatterplot(data=df, x='quantity', y='unit_price', hue='branch', alpha=0.7)\n",
+        "plt.title('Unit Price by Quantity Sold')\n",
+        "plt.xlabel('Quantity')\n",
+        "plt.ylabel('Unit Price (USD)')\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 419
+        },
+        "id": "Rr500JLSgoDz",
+        "outputId": "b9678b9e-20e0-4c17-b734-30d3dc5f32f5"
+      },
+      "execution_count": 12,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x600 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "plt.figure(figsize=(14, 8))\n",
+        "sns.boxplot(data=df, x='product_category', y='total_price', palette = palette)\n",
+        "plt.title('Box Plot of Total Price by Product Category')\n",
+        "plt.xlabel('Product Category')\n",
+        "plt.ylabel('Total Price (USD)')\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 397
+        },
+        "id": "YZ2RoeDJg59A",
+        "outputId": "81d0351f-ef98-4b3f-b68b-6c5051310bca"
+      },
+      "execution_count": 13,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1400x800 with 1 Axes>"
+            ],
+            "image/png": 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mWSwWBQUFqXnz5qXmQzpbyXM3a9as1LbmzZtr2bJlFzVx7Pn2GxUVpTVr1lRof+V9zvK+zudy4sQJTZo0SXPmzNEff/zhMHdRef7gPpfXXntNTZs2VY0aNVSvXj01a9ZM7u6O35PVqFFD9evXv+C+cnJyFBYW5vAH+N/t2LFDhmGoSZMmZW4v78TXf398RESE3N3dHeZkGjRokD744AOtXr1anTp10ooVK7Rv3z4NHDiwXM8RHh6ut956S25ubvLy8lKTJk0UHBxcql/jxo0d7h84cEDHjx8/53vXZrNpz549uvbaa/X777/bLzc7W1mPLa+cnJxKDSv8/f0lSUeOHCn3Y9auXavnnntO69ev1/Hjxx22HTp0SAEBAed9/I4dO5SdnX3OS0VLJpD//fffFRoaWuqyx8jISIf7F/Pz5O//rpJ06623KjQ0VPPnz9ctt9wim82mf//73+rdu3eFAjQAQNVCQAQAqFbc3d0VFxen6dOna8eOHbr22msrvI9ly5ZJkk6ePKkdO3aU+QfUubRs2fK8S8Xj/EaMGKE5c+YoOTlZsbGxCggIkJubmwYMGHBJS83/PUgsi6enZ6nQ6GLZbDa5ubnpq6++KnPuKl9f34vab1lhZXx8vOrVq6f33ntPnTp10nvvvaeQkJByvw99fHzK1fdS5guqDBczSXxF+Pv7KywsTD/99FO5+ufk5OiWW25RVFSU/vWvf6lBgwby8PDQl19+qZdffrlc71ebzaZbb71VTz/9dJnbmzZtWqFjuBhl/btaLBbdf//9euuttzRz5kytXbtWe/furRIrFgIALh4BEQCg2jl9+rSkM5PYSlKjRo20YsUKHTlyxOHb719++cW+vUR2drbGjx+vBx98UFlZWUpKStKWLVsuOBLgYpU89/bt20tt++WXXxQUFGT/tr8iI5nO3m/Jil0ltm/f7nDMlaUir/O5juWjjz5SQkKCXnrpJXvbyZMnVVhYWOn1XqyIiAgtW7ZMf/311zlHEUVERMgwDDVu3PiS/sj/e0C5c+dO2Ww2h4mGS/6Yz8jI0JQpU/TJJ5/o4YcfvqhJ1Suibt26qlWr1jnfu+7u7mrQoIGkM//2O3bsKNWvrMdeddVVpf69i4uLlZeX59AWERFxwTCnopea3XHHHXrzzTe1fv16xcbGnrfvZ599pqKiIi1ZskQNGza0t5d1+eC56oiIiNDRo0cvGNA1atRImZmZOn78uMMoop07d5bqJ5Xv58mFDBo0SC+99JI+++wzffXVV6pbt+5FrYoHAKg6mIMIAFCtnDp1Sl9//bU8PDzslzb17NlTVqtVr776qkPfl19+WW5uburRo4f9sYmJiQoLC9P06dOVkZGhffv26fHHH3davaGhoYqOjtbcuXMd/ij+6aef9PXXX6tnz572tpI/7MoTllx//fUKDg7W66+/rqKiInv7V199pW3btun222+vtGMoUd7XWTpzLGUdh8VicbisTJJmzJjh9NEjFdG3b18ZhqFx48aV2lZS+9133y2LxaJx48aVOh7DMPTnn3+W67lee+01h/szZsyQJIfXUjqzmtnBgwf16KOPllrFz1ksFotuu+02ffrppw6XvO3bt0/vv/++OnbsaL9sq2fPnvruu+/0/fff2/sdOHBA8+fPL7XfiIgI+9w7Jd58881S74G+fftq8+bNWrx4cal9lLzmFTlnJOnpp5+Wj4+PkpKStG/fvlLbc3JyNH36dEmyB3B/vwxyzpw5pR53rvd7//79tX79evuoxbMVFhbaw+74+HidOnVKb731ln27zWYr9f6oyM+TC2nVqpVatWqlt99+W4sWLdKAAQPOe7ksAKDq46c8AKBK++qrr+wjVPbv36/3339fO3bsUGpqqv2P0169eikuLk7//Oc/lZubq9atW+vrr7/Wp59+quTkZPsS6xMmTFBWVpZWrlwpPz8/tWrVSmlpaXrmmWfUr1+/Cv1xVRHTpk1Tjx49FBsbq8GDB9uXpQ4ICNDYsWPt/WJiYiRJ//znPzVgwADVrFlTvXr1KnNEQM2aNTVlyhQ9+OCD6ty5s+677z77Mvfh4eFOCb3K+zqXHMuKFSv0r3/9S2FhYWrcuLFuvPFG3XHHHXr33XcVEBCgFi1aaP369VqxYoXDcvSuFhcXp4EDB+qVV17Rjh071L17d9lsNq1evVpxcXEaPny4IiIiNGHCBI0ZM0a5ubnq06eP/Pz8tGvXLi1evFiPPPKInnrqqQs+165du3TnnXeqe/fuWr9+vd577z3df//9at26tUO/Nm3a6LrrrtPChQvVvHlztW3b1lmH72DChAlavny5OnbsqKFDh6pGjRp64403VFRUpKlTp9r7Pf3003r33XfVvXt3jRo1yr7MfaNGjZSdne2wz6SkJD322GPq27evbr31Vm3evFnLli1TUFCQQ7+UlBR99NFHuueee/TQQw8pJiZGf/31l5YsWaLXX39drVu3VkREhAIDA/X666/Lz89PPj4+uvHGG8952WhERITef/993XvvvWrevLkGDRqk6667TsXFxVq3bp0WLlyoxMRESdJtt90mDw8P9erVyx7MvfXWWwoODi412ikmJkazZs3ShAkTFBkZqeDgYHXt2lUpKSlasmSJ7rjjDiUmJiomJkbHjh3Tli1b9NFHHyk3N1dBQUHq06ePbrjhBj355JPauXOnoqKitGTJEv3111+SHEcolffnSXkMGjTI/j7l8jIAMAGXrJ0GAMAlKmuZey8vLyM6OtqYNWuWfZnrEkeOHDEef/xxIywszKhZs6bRpEkTY9q0afZ+GzduNGrUqGGMGDHC4XGnT5822rVrZ4SFhRkHDx48Zz0ly64vXLjwvHWXtcy9YRjGihUrjA4dOhje3t6Gv7+/0atXL2Pr1q2lHv/8888bV199teHu7l6uJe8/+OADo02bNoanp6dRu3Zt44EHHrAv7V6ispa5N4wLv84lfvnlF6NTp06Gt7e3Icm+fPnBgweNBx980AgKCjJ8fX2N+Ph445dffim1xHlFl7m/0LElJCQYPj4+59x29jL3hnHmfTFt2jQjKirK8PDwMOrWrWv06NHD2Lhxo0O/RYsWGR07djR8fHwMHx8fIyoqyhg2bJixffv289ZTsgT51q1bjX79+hl+fn7GVVddZQwfPtw4ceJEmY+ZOnWqIcl44YUXzrvvs3Xu3Nm49tprL9hPkjFs2LAyt23atMmIj483fH19jVq1ahlxcXHGunXrSvXLzs42OnfubHh5eRlXX3218fzzzxuzZ88u9T62Wq3G6NGjjaCgIKNWrVpGfHy8sXPnzlLvAcMwjD///NMYPny4cfXVVxseHh5G/fr1jYSEBKOgoMDe59NPPzVatGhh1KhRo9zLtP/666/Gww8/bISHhxseHh6Gn5+f0aFDB2PGjBnGyZMn7f2WLFlitGrVyvDy8jLCw8ONKVOmGO+8806pY8rPzzduv/12w8/Pz5DksOT9kSNHjDFjxhiRkZGGh4eHERQUZNx0003Giy++aBQXF9v7HThwwLj//vsNPz8/IyAgwEhMTDTWrl1rSDIWLFjgUH95fp6UvMcOHDhwztchLy/PsFgsRtOmTS/4mgEAqj43w/jbuGcAAABUOdOnT9fjjz+u3NxchzlxUH198sknuuuuu7RmzRp16NCh0vdfUFCg0NBQpaWl6dlnn630/QMArizMQQQAAFDFGYah2bNnq3PnzoRD1dSJEycc7lutVs2YMUP+/v5Ou6QwIyNDVqtVAwcOdMr+AQBXFuYgAgAAqKKOHTumJUuWKDMzU1u2bNGnn37q6pLgJCNGjNCJEycUGxuroqIiffzxx1q3bp1eeOGFMpeqvxTffPONtm7dqokTJ6pPnz4Oq+YBAKovLjEDAACoonJzc9W4cWMFBgZq6NChmjhxoqtLgpO8//77eumll7Rz506dPHlSkZGRGjJkiIYPH17pz9WlSxetW7dOHTp00Hvvvaerr7660p8DAHDlISACAAAAAAAwOeYgAgAAAAAAMDkCIgAAAAAAAJNjkmpJNptNe/fulZ+fn9zc3FxdDgAAAAAAQKUwDENHjhxRWFiY3N3PPU6IgEjS3r171aBBA1eXAQAAAAAA4BR79uxR/fr1z7mdgEiSn5+fpDMvlr+/v4urAQAAAAAAqByHDx9WgwYN7NnHuRAQSfbLyvz9/QmIAAAAAABAtXOhKXWYpBoAAAAAAMDkCIgAAAAAAABMjoAIAAAAAADA5AiIAAAAAAAATI6ACAAAAAAAwOQIiAAAAAAAAEyOgAgAAAAAAMDkCIgAAAAAAABMjoAIAAAAAADA5AiIAAAAAAAATI6ACAAAAAAAwOQIiAAAAAAAAEyOgAgAAAAAAMDkCIgAAAAAAABMjoAIAAAAAADA5AiIAAAAAAAATI6ACAAAAAAAwOQIiAAAAAAAAEyOgAgAAAAAAMDkCIgAAAAAAABMroarCwAAAACAymC1WpWVlaWCggIFBQUpOjpaFovF1WUBQJVAQAQAAACgysvMzFR6erry8vLsbaGhoUpOTlZcXJwLKwOAqoFLzAAAAABUaZmZmUpNTVVkZKRmz56tVatWafbs2YqMjFRqaqoyMzNdXSIAXPHcDMMwXF2Eqx0+fFgBAQE6dOiQ/P39XV0OAAAAgHKyWq26++67FRkZqWnTpsnd/f9/B26z2ZSSkqKcnBwtWrSIy80AmFJ5Mw9GEAEAAACosrKyspSXl6fExESHcEiS3N3dlZCQoL179yorK8s1BQJAFUFABAAAAKDKKigokCRFRESUub2kvaQfAKBsBEQAAAAAqqygoCBJUk5OTpnbS9pL+gEAykZABAAAAKDKio6OVmhoqDIyMmSz2Ry22Ww2zZ07V2FhYYqOjnZNgQBQRRAQAQAAAKiyLBaLkpOTtWbNGqWkpCg7O1vHjh1Tdna2UlJStGbNGo0aNYoJqgHgAljFTKxiBgAAAFR1mZmZSk9PV15enr0tLCxMo0aNUlxcnAsrAwDXKm/mQUAkAiIAAACgOrBarcrKylJBQYGCgoIUHR3NyCEAplfezKPGZawJAHCF4xdrAEBVZrFYFBMT4+oyAKBKIiACAEgqe2h+aGiokpOTGZoPAAAAVHMERAAAZWZmKjU1VR07dtSECRMUERGhnJwcZWRkKDU1VZMnTyYkwhXt5MmTys3NdXUZ1Vp4eLi8vLxcXQYAAHAS5iAScxABMDer1aq7775bkZGRmjZtmtzd//8ClzabTSkpKcrJydGiRYu43AxXrF9++UWDBg1ydRnV2rx58xQVFeXqMgAAQAUxBxEAoFyysrKUl5enCRMmOIRDkuTu7q6EhAQlJSUpKyuLeR1wxQoPD9e8efNcXUa55ObmKi0tTePHj1d4eLiryym3qlQrAACoOAIiADC5goICSVJERESZk1RHREQ49AOuRF5eXlVudEt4eHiVqxkAAFRfBEQAYHJBQUGSpA8//FCLFy8uNUl1nz59HPoBAAAAqH7cL9wFAFCdRUdHKzAwUDNnzlRERIRmz56tVatWafbs2YqIiNCsWbN01VVXKTo62tWlAgAAAHASAiIAgNzc3Oz/bxiG/VbWdgAAAADVD5eYAYDJZWVl6eDBgxo6dKgWL16spKQk+7awsDANHTpUM2fOZJJqAAAAkytrvkpWua0+CIgAwORKJp/u37+/Bg4cWOpD/+TJk5o5cyaTVAMAAJhYZmam0tPTS81XmZycrLi4OBdWhsrCJWYAYHIlk0/n5OTIYrEoJiZG8fHxiomJkcViUU5OjkM/AAAAmEtmZqZSU1MVGRnpMF9lZGSkUlNTlZmZ6eoSUQkIiADA5KKjoxUaGqqMjAzZbDaHbTabTXPnzlVYWBiTVAMAAJiQ1WpVenq6OnbsqGnTpqlly5aqVauWWrZsqWnTpqljx46aPn26rFarq0vFJSIgAgCTs1gsSk5O1po1a5SSkqLs7GwdO3ZM2dnZSklJ0Zo1azRq1CiuLwcAADChrKws5eXlKTExUYZhaOPGjVq2bJk2btwowzCUkJCgvXv3Kisry9Wl4hIxBxEAQHFxcZo8ebLS09NLTVI9efJkrisHAAAwqZJ5KP/44w8988wzpeYgGjJkiEM/VF0ERAAASWdCok6dOrEyBQAAAOxK5qFMS0vTzTffrAkTJigiIkI5OTnKyMhQWlqaQz9UXQREAAC7kkmqAQAAAElq2bKlLBaLAgICNGXKFNWoUcPePmXKFN1xxx06dOiQWrZs6eJKcamYgwgAAAAAAJRpy5YtslqtOnjwoEaPHu0wX+Xo0aN18OBBWa1WbdmyxdWl4hIREAEAAAAAgDKVzC00btw47dixQ0lJSYqLi1NSUpJ27typsWPHOvRD1UVABAAAAAAAylQyt1B+fr7c3NxKbc/Pz3foh6qLgAgAAAAAAJQpOjpagYGBmjlzpiIiIjR79mytWrVKs2fPVkREhGbNmqWrrrpK0dHRri4Vl4iACAAAAAAAnNPZI4cMw7DfytqOqouACAAAAAAAlCkrK0sHDx7U0KFDlZOT4zAH0W+//aahQ4fqr7/+UlZWlqtLxSVimXsAAAAAAFCmksmn+/fvr4EDByorK0sFBQUKCgpSdHS0Tp48qZkzZzJJdTXACCIAAAAAAFCmksmnc3Jyytxe0s4k1VUfI4gAAAAAAECZoqOjFRoaqhdffFEHDx60r1omSSEhIbrqqqsUFhbGJNXVACOIAAAAAABAmSwWi7p166Zt27apuLhYY8aM0ZdffqkxY8aouLhY27Zt0y233CKLxeLqUnGJCIgAAAAAAECZrFarVqxYoebNm8vT01OTJk1Sz549NWnSJHl5eal58+ZauXKlrFarq0vFJeISMwAAAAAAUKasrCzl5eVpwoQJatGiRalJqn/++WclJSUpKytLMTExri4Xl4CACAAAAAAAlKlkdbKIiAhZLJZSIVBERIRDP1RdBEQAAAAAAKBMZ69iVtYIIlYxqz4IiAAAAAAAQJlYxcw8mKQaAAAAAACUiVXMzIMRRJAknTx5Urm5ua4uo1oLDw+Xl5eXq8sAAAAAgHI7exWzwsJCTZo0SZMmTZIkhYWF2VcxGzp0KCFRFXfFBESTJ0/WmDFjNGrUKKWnp0s6E1o8+eSTWrBggYqKihQfH6+ZM2eqXr169sft3r1bQ4YMUWZmpnx9fZWQkKBJkyapRo0r5tCqhNzcXA0aNMjVZVRr8+bNU1RUlKvLAAAAAIByYxUz87giUpQNGzbojTfeUKtWrRzaH3/8cX3xxRdauHChAgICNHz4cN19991au3atpDNJ5u23366QkBCtW7dOeXl5GjRokGrWrKkXXnjBFYdSZYWHh2vevHmuLqNccnNzlZaWpvHjxys8PNzV5ZRbVaoVAAAAACRWMTMTlwdER48e1QMPPKC33npLEyZMsLcfOnRIs2fP1vvvv6+uXbtKkubMmaPmzZvru+++U/v27fX1119r69atWrFiherVq6fo6Gg9//zzGj16tMaOHSsPDw9XHVaV4+XlVeVGt4SHh1e5mgEAAACgKjl7FbOWLVuW2s4qZtWHyyepHjZsmG6//XZ169bNoX3jxo06deqUQ3tUVJQaNmyo9evXS5LWr1+vli1bOlxyFh8fr8OHD+vnn38+53MWFRXp8OHDDjcAAAAAAOCoZBWzjIwM2Ww2h202m01z585lFbNqwqUB0YIFC7Rp0yb7BFdny8/Pl4eHhwIDAx3a69WrZ19WLz8/3yEcKtlesu1cJk2apICAAPutQYMGl3gkAAAAAABUPxaLRcnJyVqzZo1SUlKUnZ2tY8eOKTs7WykpKVqzZo1GjRrFBNXVgMsuMduzZ49GjRql5cuXX/aVncaMGaMnnnjCfv/w4cOERAAAAAAAlCEuLk6TJ09Wenq6kpKS7O1hYWGaPHmy4uLiXFgdKovLAqKNGzdq//79atu2rb3NarXqP//5j1599VUtW7ZMxcXFKiwsdBhFtG/fPoWEhEiSQkJC9P333zvsd9++ffZt5+Lp6SlPT89KPBoAAAAAAKqvuLg4derUqdQqZowcqj5cFhDdcsst2rJli0Pbgw8+qKioKI0ePVoNGjRQzZo1tXLlSvXt21eStH37du3evVuxsbGSpNjYWE2cOFH79+9XcHCwJGn58uXy9/dXixYtLu8BAQAAAABQjZW1ihmqD5cFRH5+frruuusc2nx8fFSnTh17++DBg/XEE0+odu3a8vf314gRIxQbG6v27dtLkm677Ta1aNFCAwcO1NSpU5Wfn69nnnlGw4YNY4QQAAAAAABAObl8mfvzefnll+Xu7q6+ffuqqKhI8fHxmjlzpn27xWLR559/riFDhig2NlY+Pj5KSEjQ+PHjXVg1AAAAAABA1XJFBUSrVq1yuO/l5aXXXntNr7322jkf06hRI3355ZdOrgwAAAAAAKD6cuky9wAAAAAAAHA9AiIAAAAAAACTIyACAAAAAAAwOQIiAAAAAAAAkyMgAgAAAAAAMLkrahUzAAAAAADM5uTJk8rNzXV1GdVaeHi4vLy8XF3GFY2ACAAAAAAAF8rNzdWgQYNcXUa1Nm/ePEVFRbm6jCsaAREAAAAAAC4UHh6uefPmubqMcsnNzVVaWprGjx+v8PBwV5dTblWpVlchIAIAAAAAwIW8vLyq3OiW8PDwKlczzo9JqgEAAAAAAEyOgAgAAAAAAMDkCIgAAAAAAABMjoAIAAAAAADA5AiIAAAAAAAATI6ACAAAAAAAwORY5h4AAABAtWC1WpWVlaWCggIFBQUpOjpaFovF1WUBQJVAQAQAAACgysvMzFR6erry8vLsbaGhoUpOTlZcXJwLKwOAqoFLzAAAAABUaZmZmUpNTVVkZKRmz56tVatWafbs2YqMjFRqaqoyMzNdXSIAXPEIiAAAAABUWVarVenp6erYsaOmTZumli1bqlatWmrZsqWmTZumjh07avr06bJara4uFQCuaAREAAAAAKqsrKws5eXlKTExUe7ujn/euLu7KyEhQXv37lVWVpZrCgSAKoI5iAAAAABUWQUFBZKkiIiIMiepjoiIcOgHACgbAREAAACAKisoKEiS9OGHH2rx4sWlJqm+6667HPoBAMrGJWYAAAAAqqzo6GhdddVVmjlzpiIiIhwmqY6IiNDMmTNVu3ZtRUdHu7pUALiiERABAAAAqNIMw3D4/5JbWdsBAGXjEjMAgF1ZczdYLBZXlwUAwDllZWWpsLBQQ4cO1eLFi5WUlGTfFhYWpiFDhmjWrFnKyspSTEyMCysFgCsbAREAQJKUmZmp9PT0UnM3JCcnKy4uzoWVAQBwbiWTT4eEhJQaKWSz2RQaGurQDwBQNi4xAwAoMzNTqampioyMdJi7ITIyUqmpqcrMzHR1iQAAlKlk8um0tDQ1adLE4XOsSZMmSktLc+gHACgbAREAmJzValV6ero6duyoadOmqWXLlqpVq5ZatmypadOmqWPHjpo+fbqsVqurSwUAoJSWLVvKYrGodu3amjJlisPn2JQpU1S7dm1ZLBa1bNnS1aUCwBWNgAgATC4rK0t5eXlKTEyUu7vjx4K7u7sSEhK0d+9eZWVluaZAAADOY8uWLbJarTp48KBGjx6t7OxsHTt2TNnZ2Ro9erQOHjwoq9WqLVu2uLpUALiiERABgMmVzMkQERFR5vaSduZuAABciUo+n8aNG6edO3cqKSlJcXFxSkpKUk5OjsaOHevQDwBQNiapBgCTK5mTIScnp8zh9zk5OQ79AAC4kpR8Pl199dX6+OOPS63G+fPPPzv0AwCUjRFEAGBy0dHRCg0NVUZGhmw2m8M2m82muXPnKiwsTNHR0a4pEACA8zj7c8zNzU0xMTGKj49XTEyM3Nzc+BwDgHIiIAIAk7NYLEpOTtaaNWuUkpLiMHdDSkqK1qxZo1GjRslisbi6VAAASuFzDAAqB5eYAQAUFxenyZMnKz09XUlJSfb2sLAwTZ48WXFxcS6sDgCA8+NzDAAuHQERAEDSmV+uO3T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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "plt.figure(figsize=(14, 8))\n",
+        "plt.figure(figsize=(14, 8))\n",
+        "sns.barplot(data=df, x='branch', y='total_price', hue='product_category', estimator=sum, palette='viridis')\n",
+        "plt.title('Total Sales by Branch and Product Category')\n",
+        "plt.xlabel('Branch')\n",
+        "plt.ylabel('Total Sales (USD)')\n",
+        "plt.legend(title='Product Category')\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 409
+        },
+        "id": "0fT44fsIhNE0",
+        "outputId": "8aaa2bc7-5c9e-4103-a371-5c3649a9cbba"
+      },
+      "execution_count": 15,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1400x800 with 0 Axes>"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1400x800 with 1 Axes>"
+            ],
+            "image/png": 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pKSlavny5wsLCHsu9uQDgScTSOQAAdHt/JR8fn3S/CKY9he5+v+hL/7cPS3h4uM6ePWu1t9O9wp57qVGjhr7++mslJydr3759+uabb/Tee++pTZs2iomJMYOSbdu2acyYMYqOjk63105cXNxdf+k+fvy4jhw5kuEyGen/Nh1v3769Fi5cqF69eun1119Xw4YN9fzzz6tNmzZWQcDdlCpVKl1b6dKldf36dV26dEleXl4qU6aMatSooSVLlqhnz56Sbi+be+aZZ1SyZMn7XkOSKlasqODgYPO4Xbt2iouL0+uvv65OnTpZ3ae/v3+GY6xZs0Zvv/22YmJirPaeyShkKFasWLq2fPny6erVq5KkS5cuKT4+/r5LH+82Xr58+STJHO9urly5onHjxmnZsmXpNorP6Lt3r+u4ubnp1KlTsrOzswrRpNv76GRF79691bZtW9nZ2cnDw8Pcb+nv/v6zSPv79vfrOTg4qHjx4ub5tP/79+9X7ty5Vbx48SzVmiZteV9mf2aZ4ebmJun20s7MSE1N1axZszR37lzFxsaaYayUftlhRo4fPy5J6tq16137xMXF6caNG/rrr78y/Pv197a078Tf2728vOTh4ZHu38i7/f3q0qWLli9frq1bt+q5557Txo0bdeHCBb344ov3vS8AQM5A0AQAgI0MGDBA4eHhGjRokIKCguTu7i6LxaIOHTo80CygOzk4OKhGjRqqUaOGSpcure7du2vFihUaM2aMTpw4oYYNG6pMmTKaMWOGihYtKgcHB61du1bvvffePa+dmpqqihUrasaMGRmeT9vjxtnZWVu2bNGmTZv03//+V+vWrdPy5cvVoEEDbdiwIVP7zmRGly5d9Oqrr+p///ufkpKS9NNPP2nOnDn/aMyGDRtqzZo12rlzp9UeQxk9AWvr1q1q2bKlnnvuOc2dO1fe3t7KnTu3wsPDtXTp0nT973bfd4aMWfGg47Vr107bt2/XsGHDVKVKFbm6uio1NVWhoaEZ/vxtXffdlCpVyir4u5t/42lkd5uNdGeI87CUKVNGknTgwAGFhYXdt/+kSZP01ltvqUePHpowYYLy588vOzs7DRo0KFP/lqT1mTp1qqpUqZJhH1dXV924cSPT95Ams7O67vYzDQkJUeHChfXZZ5/pueee02effSYvL69MfU8AADkDQRMAALq98fbGjRv1559/Ws1qOnr0qHk+zd1+0fryyy/VtWtXTZ8+3Wy7ceNGhk/J+ifSlmCdO3dOkvTtt98qKSlJq1evtpqpkrbs7V5KlCihffv2qWHDhvf9BdLOzk4NGzZUw4YNNWPGDE2aNElvvvmmNm3adN9fEtNmWNzpl19+UZ48eaxmGXXo0EFDhgzR559/rr/++ku5c+dW+/bt73sf93Lr1i1JUkJCwn37fvXVV3JyctL69eutZt6Eh4c/0LULFSokNzc3HTx48IHenxlXr15VVFSUxo0bp9GjR5vtGX3mmeXr66vU1FSdOHHCalbRsWPH/lGtWbl+2vXunJmUnJys2NhY8/uW1u/48ePmck/p9tLV2NhYqyecpc3a+vvfx7/PxEmbxXXw4MF7fq+zsozu2WefVb58+fT555/rjTfeuG8w++WXX6p+/frpNrG/du2aChYseN8a0u7Bzc3tnvfg6ekpJycn/frrr+nO/b0t7Ttx/Phxc6anJF24cEHXrl2z+jfyXuzt7dWpUydFRETo3Xff1cqVK9MtnQQA5Gzs0QQAgKSmTZsqJSUl3eyZ9957TxaLxWq/EhcXlwzDI3t7+3QzQt5///0HnjGxadOmDGeYpO2VkhYApP2C9velepkJR9q1a6ezZ8/qo48+Snfur7/+Mp8AduXKlXTn02ZK/P3R5hmJjo622lvmzJkzWrVqlRo3bmz1C2bBggXVpEkTffbZZ1qyZIlCQ0OtfrF+EGvWrJGkuz5W/U729vayWCxWP7OTJ0+aT9/LKjs7O4WFhenbb7/V7t270523xQyijH7+kjRz5swHHjPt+z579mybjZkVwcHBcnBw0OzZs63u6+OPP1ZcXJw5M6169eoqVKiQ5s+fr+TkZLNfREREur+jaeHLli1bzLaUlBQtWLDAql/VqlXl7++vmTNnphvjzlrS9hPKTJCcJ08ejRgxQkeOHNGIESMy/Ll/9tln2rlzp6SM/y1ZsWKFzp49a9V2txqqVaumEiVKaNq0aRkGrJcuXTKvExwcrJUrV+r33383z//666/p9qVr2rSppPTfgbTZkFl5IuGLL76oq1evqk+fPkpISMj0HmwAgJyBGU0AAEhq0aKF6tevrzfffFMnT55U5cqVtWHDBq1atUqDBg2y2qumWrVq2rhxo2bMmCEfHx/5+/urZs2aat68uT799FO5u7urXLlyio6O1saNGzO1p0pGBgwYoOvXr6t169YqU6aMkpOTtX37di1fvlx+fn7q3r27JKlx48ZycHBQixYtzF/cPvroI3l6epqznu7mxRdf1BdffKGXX35ZmzZtUu3atZWSkqKjR4/qiy++0Pr161W9enWNHz9eW7ZsUbNmzeTr66uLFy9q7ty5KlKkiJ599tn73kuFChUUEhKigQMHytHRUXPnzpUkjRs3Ll3fLl26qE2bNpKkCRMmZOkz27p1q7kc6MqVK1q9erV++OEHdejQwVy+dC/NmjXTjBkzFBoaqk6dOunixYv64IMPVLJkSe3fvz9LtaSZNGmSNmzYoLp166p3794qW7aszp07pxUrVujHH39Mt+F0Vrm5uem5557TlClTdPPmTT311FPasGGDYmNjH3jMKlWqqGPHjpo7d67i4uJUq1YtRUVFZTjz5WEoVKiQRo4cqXHjxik0NFQtW7bUsWPHNHfuXNWoUcMMJnLnzq23335bffr0UYMGDdS+fXvFxsYqPDw83R5N5cuX1zPPPKORI0fqypUryp8/v5YtW2bOeEtjZ2enefPmqUWLFqpSpYq6d+8ub29vHT16VIcOHdL69eslydzcfuDAgQoJCZG9vb06dOhw13saNmyYDh06pOnTp2vTpk1q06aNvLy8dP78ea1cuVI7d+7U9u3bJUnNmzfX+PHj1b17d9WqVUsHDhzQkiVL0t1TiRIl5OHhofnz5ytv3rxycXFRzZo15e/vr4ULF6pJkyYqX768unfvrqeeekpnz57Vpk2b5Obmpm+//VaSNHbsWG3YsEG1a9dW3759zcC9QoUKiomJMa9VuXJlde3aVQsWLNC1a9dUt25d7dy5U4sXL1ZYWJjq16+f6Z9vYGCgKlSoYD6MoGrVqpl+LwAgB8iGJ90BAJDtMno0+Z9//mkMHjzY8PHxMXLnzm2UKlXKmDp1qtXjwQ3DMI4ePWo899xzhrOzsyHJ6Nq1q2EYhnH16lWje/fuRsGCBQ1XV1cjJCTEOHr0qOHr62v2MYz0j1O/m++++87o0aOHUaZMGcPV1dVwcHAwSpYsaQwYMMC4cOGCVd/Vq1cblSpVMpycnAw/Pz/j3XffNRYtWpTuce5169a1euS7Ydx+RPy7775rlC9f3nB0dDTy5ctnVKtWzRg3bpwRFxdnGIZhREVFGa1atTJ8fHwMBwcHw8fHx+jYsaPxyy+/3PezlmT069fP+Oyzz4xSpUoZjo6ORmBg4F3vPykpyciXL5/h7u5u/PXXX/cd3zD+7zO98+Xg4GCUKVPGmDhxopGcnJxhTRn5+OOPzTrLlCljhIeHG2PGjEn3fbnbGH//eRuGYZw6dcro0qWLUahQIcPR0dEoXry40a9fPyMpKckwDMMIDw83JBm7du3K8L7u91353//+Z7Ru3drw8PAw3N3djbZt2xq///67IckYM2aM2S/tPi5dumT1/rTr3/ld+euvv4yBAwcaBQoUMFxcXIwWLVoYZ86cSTdmRmJjYw1JxtSpU+/Z7273nWbOnDlGmTJljNy5cxuFCxc2+vbta1y9ejVdv7lz5xr+/v6Go6OjUb16dWPLli0ZftdPnDhhBAcHG46OjkbhwoWNN954w4iMjMzwM/7xxx+NRo0aGXnz5jVcXFyMSpUqGe+//755/tatW8aAAQOMQoUKGRaLJd33426+/PJLo3Hjxkb+/PmNXLlyGd7e3kb79u2NzZs3m31u3LhhDB061PD29jacnZ2N2rVrG9HR0Rne06pVq4xy5coZuXLlMiQZ4eHh5rm9e/cazz//vFGgQAHD0dHR8PX1Ndq1a2dERUVZjREVFWUEBgYaDg4ORokSJYyFCxcaQ4cONZycnKz63bx50xg3bpzh7+9v5M6d2yhatKgxcuRI48aNG1b9fH19jWbNmt3zc5gyZYohyZg0aVKmPjcAQM5hMQwb7/oIAADwD9y6dUs+Pj5q0aJFuj1qAPw7wsLCdOjQoX+019e9zJo1S4MHD9bJkyczfHojACDnYo8mAADwSFm5cqUuXbqkLl26ZHcpwBPhr7/+sjo+fvy41q5dq3r16j2U6xmGoY8//lh169YlZAKAxxB7NAEAgEfCjh07tH//fk2YMEGBgYGqW7dudpcEPBGKFy+ubt26qXjx4jp16pTmzZsnBwcHDR8+3KbXSUxM1OrVq7Vp0yYdOHBAq1atsun4AIBHA0ETAAB4JMybN0+fffaZqlSpooiIiOwuB3hihIaG6vPPP9f58+fl6OiooKAgTZo0SaVKlbLpdS5duqROnTrJw8NDb7zxhlq2bGnT8QEAjwb2aAIAAAAAAIBNsEcTAAAAAAAAbIKgCQAAAAAAADbBHk02kpqaqt9//1158+aVxWLJ7nIAAAAAAABswjAM/fnnn/Lx8ZGd3b3nLBE02cjvv/+uokWLZncZAAAAAAAAD8WZM2dUpEiRe/YhaLKRvHnzSrr9obu5uWVzNQAAAAAAALYRHx+vokWLmtnHvRA02Ujacjk3NzeCJgAAAAAA8NjJzFZBbAYOAAAAAAAAmyBoAgAAAAAAgE0QNAEAAAAAAMAm2KMJAAAAAIDHgGEYunXrllJSUrK7FOQw9vb2ypU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tW5dhw4altra2tM2ZMydJ0r59+9x///0ZMWJE+vXrlx/84AcZM2ZM7r777tI5KisrU19fn8rKygwdOjQnn3xyTj311EybNq20pk+fPrnnnnuyYMGCHHzwwbnmmmsyc+bM1NXV7fRrBgAAANhVteovA29ubv7Y13v37p1FixZ94nn23Xff3HvvvR+7ZtiwYXn88cc/1XwAAAAA/EerfqIJAAAAgF2H0AQAAABAIYQmAAAAAAohNAEAAABQCKEJAAAAgEIITQAAAAAUQmgCAAAAoBBCEwAAAACFEJoAAAAAKITQBAAAAEAhhCYAAAAACiE0AQAAAFAIoQkAAACAQghNAAAAABRCaAIAAACgEEITAAAAAIUQmgAAAAAohNAEAAAAQCGEJgAAAAAKITQBAAAAUAihCQAAAIBCCE0AAAAAFEJoAgAAAKAQQhMAAAAAhRCaAAAAACiE0AQAAABAIYQmAAAAAAohNAEAAABQCKEJAAAAgEIITQAAAAAUQmgCAAAAoBBCEwAAAACFEJoAAAAAKITQBAAAAEAhhCYAAAAACiE0AQAAAFAIoQkAAACAQghNAAAAABRCaAIAAACgEEITAAAAAIUQmgAAAAAohNAEAAAAQCGEJgAAAAAKITQBAAAAUAihCQAAAIBCCE0AAAAAFEJoAgAAAKAQQhMAAAAAhRCaAAAAACiE0AQAAABAIYQmAAAAAAohNAEAAABQCKEJAAAAgEIITQAAAAAUQmgCAAAAoBBCEwAAAACFEJoAAAAAKITQBAAAAEAhhCYAAAAACiE0vc+NN96YL33pS+nQoUOGDBmSpUuXlnskAAAAgF2C0PQec+bMyaRJk3L55ZfnL3/5Sw4++ODU1dVl7dq15R4NAAAAoNUTmt7jZz/7Wc4+++ycccYZGTBgQGbMmJGOHTvmlltuKfdoAAAAAK1eVbkHaC02bdqUZcuWZcqUKaVj7dq1y/Dhw7NkyZIPrG9qakpTU1Npf926dUmSxsbGHT/sTrZ5S9MnL+Iz2bKpotwjtFlb391W7hHarC3v+DNhR3l3w+Zyj9AmtcX/Nrd17j12HPceO457jx3DfceO475jx2mL9x7br6m5ufkT1wpN//bPf/4zW7duTc+ePVsc79mzZ5599tkPrL/qqqtyxRVXfOB47969d9iMtEEPlXsAoDV5oNwDtFFT8ttyjwCth3sP4N/cd+w4bfne4+23307Xrl0/do3Q9BlNmTIlkyZNKu1v27Yt//rXv9K9e/dUVPibIuC/09jYmN69e+eVV15Jly5dyj0OANDGufcAPovm5ua8/fbb6dWr1yeuFZr+ba+99kplZWXWrFnT4viaNWtSU1PzgfXV1dWprq5ucaxbt247ckSgDevSpYubPQBgp3HvAXxan/Qk03a+DPzf2rdvn0MPPTQLFy4sHdu2bVsWLlyYoUOHlnEyAAAAgF2DJ5reY9KkSTnttNNy2GGH5Ygjjsh1112XDRs25Iwzzij3aAAAAACtntD0HieddFJef/31XHbZZWloaMjgwYMzb968D3xBOEBRqqurc/nll3/go7gAADuCew9gR6to/m9+Nx0AAAAAfALf0QQAAABAIYQmAAAAAAohNAEAAABQCKEJAAAAgEIITQBltGTJklRWVmb06NHlHgUAaKNOP/30VFRUlLbu3btn5MiRWbFiRblHA9ogoQmgjGbNmpULLrggDz30UF577bVyjwMAtFEjR47M6tWrs3r16ixcuDBVVVU59thjyz0W0AYJTQBlsn79+syZMyfnnXdeRo8endmzZ5d7JACgjaqurk5NTU1qamoyePDgXHLJJXnllVfy+uuvl3s0oI0RmgDKZO7cuenXr1++/OUv5+STT84tt9yS5ubmco8FALRx69evz2233Za+ffume/fu5R4HaGOqyj0AwOfVrFmzcvLJJyf5v8fZ161bl0WLFmXYsGHlHQwAaHPq6+vTuXPnJMmGDRtSW1ub+vr6tGvn2QOgWP5UASiD5557LkuXLs3YsWOTJFVVVTnppJMya9asMk8GALRFRx99dJYvX57ly5dn6dKlqaury6hRo/L3v/+93KMBbYwnmgDKYNasWdmyZUt69epVOtbc3Jzq6urccMMN6dq1axmnAwDamk6dOqVv376l/ZkzZ6Zr1665+eab88Mf/rCMkwFtjSeaAHayLVu25Be/+EWuueaa0t8sLl++PE888UR69eqVO++8s9wjAgBtXEVFRdq1a5eNGzeWexSgjfFEE8BOVl9fnzfffDNnnnnmB55cGjNmTGbNmpVx48aVaToAoC1qampKQ0NDkuTNN9/MDTfckPXr1+e4444r82RAW+OJJoCdbNasWRk+fPiHfjxuzJgx+fOf/5wVK1aUYTIAoK2aN29eamtrU1tbmyFDhuSxxx7LXXfd5ZeQAIWraPa7tAEAAAAogCeaAAAAACiE0AQAAABAIYQmAAAAAAohNAEAAABQCKEJAAAAgEIITQAAAAAUQmgCAAAAoBBCEwAAAACFEJoAAD6HZs+enW7dupV7DACgjRGaAAB2kNNPPz0VFRWlrXv37hk5cmRWrFhR7tEAAHYIoQkAYAcaOXJkVq9endWrV2fhwoWpqqrKscce+5HrN2/evBOnAwAoltAEALADVVdXp6amJjU1NRk8eHAuueSSvPLKK3n99dfz8ssvp6KiInPmzMk3vvGNdOjQIbfffnveeOONjB07Nl/4whfSsWPHDBw4MHfeeWeL8w4bNizf+973Mnny5Oy5556pqanJ1KlTW6x56623cu6556Znz57p0KFDDjrooNTX17dYM3/+/PTv3z+dO3cuRTEAgM9KaAIA2EnWr1+f2267LX379k337t1Lxy+55JJ8//vfz8qVK1NXV5d33303hx56aO6555489dRTOeecc3LKKadk6dKlLc536623plOnTvnTn/6Uq6++OtOmTcuCBQuSJNu2bcuoUaPyyCOP5LbbbsszzzyTH//4x6msrCy9/5133slPf/rT/PKXv8xDDz2UVatW5cILL9w5/zIAgDapqtwDAAC0ZfX19encuXOSZMOGDamtrU19fX3atfvP3/dNmDAhJ554Yov3vTf4XHDBBZk/f37mzp2bI444onR80KBBufzyy5MkBxxwQG644YYsXLgwxxxzTO6///4sXbo0K1euzIEHHpgk2W+//Vr8jM2bN2fGjBnZf//9kyTnn39+pk2bVuDVAwCfN0ITAMAOdPTRR+emm25Kkrz55puZPn16Ro0a1eLppMMOO6zFe7Zu3Zof/ehHmTt3bv7xj39k06ZNaWpqSseOHVusGzRoUIv92trarF27NkmyfPny7LPPPqXI9GE6duxYikzvfz8AwGchNAEA7ECdOnVK3759S/szZ85M165dc/PNN+ess84qrXmvn/zkJ7n++utz3XXXZeDAgenUqVMmTJiQTZs2tVi32267tdivqKjItm3bkiS77777J872Ye9vbm7+7y8OAOB9fEcTAMBOVFFRkXbt2mXjxo0fueaRRx7J8ccfn5NPPjkHH3xw9ttvv/z1r3/9VD9n0KBBefXVVz/1+wAA/hdCEwDADtTU1JSGhoY0NDRk5cqVueCCC7J+/focd9xxH/meAw44IAsWLMjixYuzcuXKnHvuuVmzZs2n+rnf+MY3ctRRR2XMmDFZsGBBXnrppfzhD3/IvHnz/tdLAgD4SEITAMAONG/evNTW1qa2tjZDhgzJY489lrvuuivDhg37yPdceumlOeSQQ1JXV5dhw4alpqYmJ5xwwqf+2b/+9a9z+OGHZ+zYsRkwYEAmT56crVu3fvaLAQD4BBXNPogPAAAAQAE80QQAAABAIYQmAAAAAAohNAEAAABQCKEJAAAAgEIITQAAAAAUQmgCAAAAoBBCEwAAAACFEJoAAAAAKITQBAAAAEAhhCYAAAAACiE0AQAAAFCI/w/WGgM56ud3eQAAAABJRU5ErkJggg==\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "for col in df:\n",
+        "  sns.histplot(x=col,data=df,kde=True)\n",
+        "  plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "id": "3p1V933whnR2",
+        "outputId": "4acf4774-f535-4c87-e669-e9967bf683a2"
+      },
+      "execution_count": 16,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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m9AsUqe4/U8f1dnRuT1EdhAD6JNmRHm+78A9QxGLYIV2wmowYlB7Yz4h1O/rj8wt80xp25DASKr0T7eiVYIPXL7gqt85901oDxllY+sewQ7qRy8UFdetQaT0aXV7EWU0YlukI6XtJkqTUb3x9kkNZevZta9jhEJb+MeyQbsh1OyxS1h95ReNxfRPDsmjkhJzAnT7rdvRLCIFvW3vu2LOjfww7pBvKthFca0d3vjoZnnodmTxU9s2pGvj8LHjXo4LKJtQ2e2A1GZR1uki/GHZIN+QvrNM1Lahr5oJweiLX64zPCc8d+LBMB2IsRjS6vDjOVbl1ae+ZQA9wbpYDFhMvhXrH/8OkGwl2M7KT7QCA/SUcytKLigYXztS2QJKA0X0SwvKeRoOEkb0D7/Udi5R1aV9r2BnVOzznFKmLYYd0ZUSvtvV2SB/kGVGD0uIQbzOH7X3HtAar707Xhu09KXzknp2RDDtRgWGHdEUeyjpc2qBySyhY8osCQ1hjsxPD+r6j+wTeb89p9hLqjd8vsP9M4IZoZBbDTjRg2CFdGZIRWGvnSBnDjl7IPTtjwzw9eExr2DlYUg+X1xfW96bQOlXdjAaXFxaTAYNbvzNI3xh2SFeGZMYDAI6UNcLPWTQRz+cX+K4o0LMyLju804Ozk+1IijHD4xM4VMLwrCfyENbwXg6YjbwMRgP+XyZdyUmOgcVkQIvHhzO1LWo3h3roREUjGl1e2M1GpdcuXCRJOmsoqzas702htV8pTuaU82jBsEO6YjIaMDAtcFFk3U7kk+tlRvZ2wKTCHXhbkTLrdvRkL2diRR2GHdKdoa09AIdZtxPx5H3ORqhURCr37HD6uX4IIZRp52qdVxR+DDukO4MzAnU7Rxl2It6+YnWnB4/ODrzvsdbhNIp8hdXNqHd6YTEaMKT1u4L0j2GHdGdo6xfY4TKufBvJ/H6hrJc0UqXaivR4G3ol2CBE2yJ0FNn2tU45H9YrnisnRxH+nybdke/Wjpc3wuvzq9wa6q5T1c1odHlhNRkwKE296cFjWKSsK1xMMDox7JDu9Emyw242wu3z41R1s9rNoW6Sd68f1kud4mSZPJTFImV9kHvouJhgdGHYId0xGKS2xQU5Iyti7VNWuFV3ejB7dvRDCMGZWFGKYYd0abBSt8OwE6nknh21Z8yMap1+XlTdgpomt6ptoZ45XdOCuhYPzEYJQzK5cnI0YdghXRqqzMhikXIkOnt6sFrFyTKHzYy+yTEAAltHUOQ60Pr/b3B6PKwmo8qtoXBi2CFdGsy1diJacZ0TNc0emAySJqYHD+8VaMMBhp2IJi80OqyX+ucUhRfDDunS0NY9sgoqm7iJYwSSl/MfnBEPm1n9O/DhvQK9Swe5R1ZEO1TaOu08k2En2jDskC5lOmyIt5rg8wsUVDap3Rzqon3F2ihOlrWFHfbsRLJDcs9OpjbOKwofhh3SJUmSlB3QuUdW5NmvsbVQclvDzrHyRni4dlNEcnp8ONl648OenejDsEO6pUw/Z91OxNmnzMTSxh14nyQ74q0muH1+HK9g0XskOlrWCL8AkmMtSIu3qt0cCjOGHdKtQenySsocxookFQ0ulNW7IEltw0dqkyRJKWrlUFZkkut1hmbEQ5IklVtD4cawQ7o1MC0WAHgnHmHkGU/9U2MRazWp3Jo2uSxSjmiHOBMrqjHskG4NSg8MY52sauIeWRHkUGvY0Uqvjkxuj7w5KUUWZdo563WiEsMO6VZWQmCPLI9PoJB7ZEUM5aKkgfV1znb2jCwhhMqtoa5ShrE4EysqMeyQbhkMEgYoQ1ms24kU8nDDUI3dgQ/NjIdBAqqa3KhocKndHOqCigYXKhvdkKS2iQsUXRh2SNcGpgW+2I6Vs24nEnh9fhxrrbHS2looNrMR/VMD4ZkrKUcWubcwJzkGMRbt1IFR+DDskK7JYYdFypHhZFUT3F4/YixG9Emyq92cc3Al5cjUtnKytgI0hQ/DDumaXKTMnp3IIA9hDcmIh8GgvenBXEk5Mml1aJTCh2GHdG1getv0cxaVap/WZ8zkMuxEJK2fVxR6DDuka/1SYmGQgAanFxWNLCrVOq3fgcs9Oycqm+D0cIPZSODzC2UV9WEaW86Awodhh3TNZjYiOzkGAIeyIsFhjYedDIcViTFm+PyC51OEOFnVBJfXD5vZgL6t3wUUfVQNO48//jgkSWr3GDZsmPK60+nEwoULkZKSgri4OMydOxdlZWXtfkdhYSFmz56NmJgYpKen4+GHH4bX6w33RyENaytS5vRzLWtyeZX1kLRaSCpJEoa0rv9ztJxFypHgaGuvzuD0eBg1WAdG4aF6z86IESNQUlKiPP71r38prz300EP46KOP8N5772HLli0oLi7GDTfcoLzu8/kwe/ZsuN1ubNu2DW+88QZWr16NZcuWqfFRSKPkIuXjvBPXNHmoIS3eiuRYi8qtOb+2DWZ5PkWCo63/nwZzfZ2opvqCAyaTCZmZmec8X1dXh9deew1r1qzBlVdeCQBYtWoVhg8fjh07dmDKlCn47LPPcODAAXz++efIyMjA2LFj8cQTT+DRRx/F448/Doul4y9Ml8sFl6utfqO+nsWGesY9siJDpBSRyj07R0rZsxMJjrbe5AxO1/Z5RaGles/O0aNHkZWVhQEDBmDevHkoLCwEAOzevRsejwczZsxQjh02bBj69u2L7du3AwC2b9+OUaNGISMjQzlm1qxZqK+vx/79+8/7nitWrEBCQoLyyM7ODtGnIy1gz05kUIqTNbZNxPcpYYfDWBGhLeywZyeaqRp2Jk+ejNWrV2P9+vV46aWXUFBQgEsuuQQNDQ0oLS2FxWJBYmJiu5/JyMhAaWkpAKC0tLRd0JFfl187nyVLlqCurk55FBUVBfeDkabINTvFdU40uVjPpVVaL06WyWGnqLoFzW6eT1rm8wulR3eIxkM0hZaqw1hXX3218t+jR4/G5MmTkZOTg//3//4f7PbQrZ5qtVphtVpD9vtJWxJjLEiNs6Cy0Y0TFU0Y1SdB7SbR9wghcFieHqzR4mRZcmzb+XS0rBFjshPVbhKdR2F1M9ytM7F6a3BFbgof1YexzpaYmIghQ4bg2LFjyMzMhNvtRm1tbbtjysrKlBqfzMzMc2ZnyX/uqA6IotcAbhuhaRWNLlQ3uWGQIqOQVBnKKuNQlpbJM7EGpsVxJlaU01TYaWxsxPHjx9GrVy+MHz8eZrMZGzduVF4/fPgwCgsLkZeXBwDIy8vD3r17UV5erhyzYcMGOBwO5Obmhr39pF3cEFTbjpQG/r/kpMTCZjaq3JoLa5t+zvNJy1ivQzJVh7F+9atf4brrrkNOTg6Ki4vx2GOPwWg04uabb0ZCQgIWLFiAxYsXIzk5GQ6HA4sWLUJeXh6mTJkCAJg5cyZyc3Nx22234emnn0ZpaSmWLl2KhQsXcpiK2pFnZBVUcq0dLTpWLq+FEhkXJbn36TBnZGmafHMzmPU6UU/VsHP69GncfPPNqKqqQlpaGqZNm4YdO3YgLS0NAPDcc8/BYDBg7ty5cLlcmDVrFv785z8rP280GrFu3Trcc889yMvLQ2xsLObPn4/ly5er9ZFIowa0hp0TDDuadKx1eHFghIQdecbYUQ5jaZq88OOgCDmvKHRUDTvvvPPOD75us9mwcuVKrFy58rzH5OTk4OOPPw5200hn+qcGvuwKKhvh9wtN7qgdzY6XB0LooLTIuCjJPQXFdU40OD2It5lVbhF9n/+sLT0ipceQQkdTNTtEodInyQ6TQYLT40dpvVPt5tD3HI+wnp0EuxkZjsBQOVdS1qYztS1wevywGLknFjHsUJQwGw3omxL4wmPdjrbUOz0obwisaC4PN0aCIRzK0jR5ptyAtFiYjLzURTueARQ1BqSybkeL5JWtMxxWOCJoOKht+jl7drToKIuT6SwMOxQ1+reGnQLufq4p8m70AyOkXkfWtiEoe3a0SNkANEKGRim0GHYoashFyicqeSeuJUq9TsSFHS4sqGWRtpwBhRbDDkUNpWeHw1iaIs+YGRhB9TpA2/BIeYMLtc1ulVtDZxNCnDWMxbBDDDsUReSLaVHrfjmkDXLPzqD0yKqtiLOakJVgA8BtSLSmuM6JZrcPJoOEnJTICtEUGgw7FDXS4q2ItRjhF4ENAkl9Hp8fhVWB/xcD0yPvoiRPlec2JNoiz5DrlxoLM2diERh2KIpIkoT+8krKvBPXhFNVzfD6BWIsRmQ6bGo3p8u455o2naiIrEUqKfQYdiiqtK2kzLodLWir14mDJEXeqtaD2LOjSW2LVEZebyGFBsMORRUWKWtLW71OZN6By+0+zuUMNEU+rwakRuZ5RcHHsENRZSA3BNWUtmnnkXkHLg9jFdU0w+nxqdwaksnDWJGy/QiFHsMORRX27GjL8fLIXGNHlhpnQYLdDCHaLrCkroYI3X6EQothh6JKv9awU9HgQoPTo3JropsQQhn+idRhLEmSzhrKYt2OFsihMy0+srYfodBi2KGo4rCZkRoX2K2avTvqKm9wodHlhdEgKZu0RiJ5CI5FytoQ6UOjFBoMOxR1BnAoSxPkIay+yTGwmowqt6b7lBlZ7NnRBKU4OUKHRik0GHYo6gxQ1tph2FHTMZ3cgSvDWOzZ0YQTEbqxLIUWww5FHblImTOy1KUUJ0dovY5MvqieqGyCzy9Ubg1xGIs6wrBDUadtRhbvxNV0XCd34H2SYmAxGeD2+nG6htuQqMnnFzhZ2br9SISfVxRcDDsUdeRhrIKKJgjBO3G1HIvwaecyo0FS6sA4I0tdp2ua4fb5YTUZkJVoV7s5pCEMOxR1spNjYJCAJrcPFa3rcVB4Nbq8KK13AtDH/kXcEFQb5LDZPzUWRkPkbT9CocOwQ1HHajIiOzkw1ZnL/KtD3og1Nc6KhJjIXwtlEDcE1QQWJ9P5MOxQVOJKyurSWxEp98jSBr2dVxQ8DDsUlVikrK5jOpmJJRt4Vs8O68DUc7w8EDa5xg59H8MORSUuLKgu+aKkh3odIFD0LklAXYsHlY1utZsTtU5U6qPonYKPYYeiUv/UtrVRKPyU4Qad9OzYzEZkJ8l1YOwtVENdc1vQ5Aag9H0MOxSV5C/DwqpmeHx+lVsTXbw+P05WyYWk+rkocY8sdR1v7dXJdNgQazWp3BrSGoYdikqZDhtsZgO8foHTNS1qNyeqFFY3w+MTsJuNyErQz1oogzj9XFVtK3LrJ0BT8DDsUFQyGCT0Swl8KZ7kUFZYyTOWBqTFwqCjtVDaZmQx7KhBLytyU2gw7FDU4h5Z6mibHqyvi5L8ebghqDrktZvkyQdEZ2PYoajF6efq0Ms2Ed8n9+wU1znR5PKq3Jroo7eidwouhh2KWlxYUB3yRWmQzi5KiTEWpMZZAHAoK9w8Pj8KqwMbgHKNHeoIww5FrbM3BKXwEELoupBUvtAy7IRX0VlF770cNrWbQxrEsENRS15rp7jOCafHp3JrokNloxv1Ti8kCUqBuJ5wRpY69Fr0TsHDsENRKynGjAR7YBNKed0XCi05BGQnxcBmNqrcmuDjhqDqUIqTOYRF58GwQ1FLkiT0S+VQVjjptV5HJhfHnuD5FFbcAJQuhGGHotoATj8PK71flOTPdbKqCV6uzB02XGOHLoRhh6IaZ2SFl16nncuyEuywmQ3w+ASKuDJ32LQNY+kzRFPPMexQVJPDDldRDg95eEevw1gGg4QBqVxcMJyqm9yoafYAgPJ3T/R9DDsU1dizEz7Nbi/O1AZ6O/TaswO01e1w+nl4yL06vRPtsFv0V/ROwcGwQ1FNLlCuanKjrvXukEJD7tVJjrUgKdaicmtCR67bYdgJj+McwqJO0EzYefLJJyFJEh588EHlOafTiYULFyIlJQVxcXGYO3cuysrK2v1cYWEhZs+ejZiYGKSnp+Phhx+G18ul2qlz4qwmpMdbAQAFnH4eUnovTpYpe2RxRlZYsDiZOkMTYeerr77C//zP/2D06NHtnn/ooYfw0Ucf4b333sOWLVtQXFyMG264QXnd5/Nh9uzZcLvd2LZtG9544w2sXr0ay5YtC/dHoAjGPbLCQ65h0Wu9jmzgWWvtCCFUbo3+nYiSEE09o3rYaWxsxLx58/Dqq68iKSlJeb6urg6vvfYann32WVx55ZUYP348Vq1ahW3btmHHjh0AgM8++wwHDhzAW2+9hbFjx+Lqq6/GE088gZUrV8Ltdqv1kSjCcNuI8IiWO/D+qbGQJKCuxYPqJn4PhVq0nFfUM6qHnYULF2L27NmYMWNGu+d3794Nj8fT7vlhw4ahb9++2L59OwBg+/btGDVqFDIyMpRjZs2ahfr6euzfv/+87+lyuVBfX9/uQdFL6dmpala5Jfqm92nnMrvFiN6JdgAcygo1t5cbgFLnqBp23nnnHXzzzTdYsWLFOa+VlpbCYrEgMTGx3fMZGRkoLS1Vjjk76Mivy6+dz4oVK5CQkKA8srOze/hJKJLJezRxGCt0fH6hzHjT+zAWcHbdDs+pUCqsboLPLxBrMSLDYVW7OaRhqoWdoqIiPPDAA3j77bdhs4V3l9olS5agrq5OeRQVFYX1/Ulbzh7GYo1FaJyuaYbb54fVZEBWa6+Hnilhh2vthNSxcnkD0DhIEjcApfNTLezs3r0b5eXluOiii2AymWAymbBlyxa88MILMJlMyMjIgNvtRm1tbbufKysrQ2ZmJgAgMzPznNlZ8p/lYzpitVrhcDjaPSh6ZSfHwCABTW4fKhpcajdHl+Qejv6psTBGwa7UA9M5/TwcTlSyOJk6R7WwM336dOzduxf5+fnKY8KECZg3b57y32azGRs3blR+5vDhwygsLEReXh4AIC8vD3v37kV5eblyzIYNG+BwOJCbmxv2z0SRyWoyok9SDADukRUqSr1OFAxhAZx+Hi7y2k2s16ELMan1xvHx8Rg5cmS752JjY5GSkqI8v2DBAixevBjJyclwOBxYtGgR8vLyMGXKFADAzJkzkZubi9tuuw1PP/00SktLsXTpUixcuBBWK8dvqfP6p8aisLoZJyubMGVAitrN0Z3jrcMNg6LkoiSHnaKaZjg9PtjMXNk3FLigIHWW6rOxfshzzz2Ha6+9FnPnzsWll16KzMxMvP/++8rrRqMR69atg9FoRF5eHm699VbcfvvtWL58uYqtpkjEbSNCS1lQMEp6dlLjLHDYTBAisAM6BZ8QQunZ0fsMP+o51Xp2OrJ58+Z2f7bZbFi5ciVWrlx53p/JycnBxx9/HOKWkd7JYYfDWMEnhMCxKFv4TZIkDEyPw7eFtThe3oRhmawLDLbqJjfqWjyQpLZ/v0Tno+meHaJwYc9O6FQ3uVHbHLgoRdOu1Jx+HlryjUlWgp3DhHRBDDtEaAs7hVXN8Pk5/TyY5CLdaNuVmmEntORp/azXoc7oVtgZMGAAqqqqznm+trYWAwYM6HGjiMItK9EOi8kAt8+P4toWtZujK20bgEZPrw7A3c9DTe7ZibbzirqnW2Hn5MmT8Pl85zzvcrlw5syZHjeKKNyMBgn9Ujj9PBSiZZuI75OLsY+XN8HP3sKg4wag1BVdKlD+8MMPlf/+9NNPkZCQoPzZ5/Nh48aN6NevX9AaRxRO/VJicaSsEQUVjbhsSJrazdENuWcjGraJOFvf5BiYDBJaPD6U1jujYuXocOIaO9QVXQo7119/PYDATIP58+e3e81sNqNfv3545plngtY4onDqn8Yi5VA4HqV34GajATkpMThe0YTjFY0MO0Hk9vpxqnUD0GjrMaTu6VLY8fv9AID+/fvjq6++QmpqakgaRaSGAZx+HnROjw+nawI1UNGyxs7ZBqbFBcJOeSMuGczewmAprG7mBqDUJd2q2SkoKGDQId3p3zotmovABc+JiiYIASTYzUiJtajdnLBT6na4bURQyfU6/dNiuQEodUq3FxXcuHEjNm7ciPLycqXHR/b666/3uGFE4SZPPz9d0wKX1werKXqmSYfK2fU60XhR4vTz0JDDYzSt20Q9062end/+9reYOXMmNm7ciMrKStTU1LR7EEWi1DgL4q2BJf4Lq5rVbo4uRGu9jozTz0PjRJQuZ0Dd162enZdffhmrV6/GbbfdFuz2EKlGkiT0S43F3jN1OFHZhMEZ8Wo3KeJF67RzmTxTqKzehQanB/E2s8ot0ge5ro4LClJndatnx+124+KLLw52W4hUx20jgkseboi2aeeyBLsZafGBAtoTrNsJmhPc7Zy6qFth55e//CXWrFkT7LYQqU4OOycZdnrM7xccbgCHsoKtusmNmmYPAG4ASp3XrWEsp9OJV155BZ9//jlGjx4Ns7l91+yzzz4blMYRhZt8p8jp5z13prYFLq8fFqMBfZKid42ZgWlx2HGimmEnSOQA3TvRjhhLt+fYUJTp1pmyZ88ejB07FgCwb9++dq9F44wL0g8OYwXPsdaLUr/UGJiM0bvnsDIjq5znVDC0rZzMXh3qvG6FnS+++CLY7SDShH6tYaeigQWlPSXvSh2t9TqytrV22LMTDPLf4wAOYVEXRO/tFlEHHDYzUuMCi9+drOT0856Qi5OjuV4HaKvZOVnVBK/Pf4Gj6UKOc08s6oZu9excccUVPzhctWnTpm43iEht/VNjUdnoRkFVE0b1SbjwD1CHjkf5tHNZVoIdNrMBTo8fRTUtLKrtoROVPK+o67oVduR6HZnH40F+fj727dt3zgahRJGmf2osvjpZgwJOFe6RaN3t/PsMBgkDUuNwoKQex8sbGXZ6wOPzKwt+smaHuqJbYee5557r8PnHH38cjY0cl6bIJu+RVVDJc7m7aprcqGpyA+D0YCBQt3OgpB7HKxoxAxlqNydiFVY3w+sXsJuNyHTY1G4ORZCg1uzceuut3BeLIl7/1BgAnJHVE3KvTlaCDbFWTg/mWjvBcfZMLIOBM3+p84IadrZv3w6bjWmbIpvcs3OisglCCJVbE5mUPbGifAhL1rYhKAN0T7StnMzzirqmW7dcN9xwQ7s/CyFQUlKCr7/+Gr/5zW+C0jC9KCwsRGVlpdrNoC5weQUkAA1OLzZv/xoJNm3ufp6amoq+ffuq3YwOcSZWe/Lfw7HyRgghuB5ZNyk9OxwapS7qVthJSGg/Q8VgMGDo0KFYvnw5Zs6cGZSG6UFhYSGGDR+OlmZOYY40vf/9NZgSMnD1z+fDdeag2s3pkD0mBocOHtRk4FFmYrFnB0CgbkmSgLoWD6qb3EiJs6rdpIh0nHtiUTd1K+ysWrUq2O3QpcrKSrQ0N2Peo/+FjL4D1W4OdcGX5SaUO4HZ969AvzjtrY1SVngcbz/1MCorKzUZdo4pe2LxogQAdosRvRPtOF3TguMVTQw73SRv48IeQ+qqHlUO7t69GwcPBu56R4wYgXHjxgWlUXqT0Xcg+gweoXYzqAsy/eUoP10HKT4NfQalqt2ciOL0+FBUHejNjPZp52cbmBbXGnYaMal/strNiTg1TW5Ut87wY88OdVW3wk55eTluuukmbN68GYmJiQCA2tpaXHHFFXjnnXeQlpYWzDYShV2iPbBNRE2zW+WWRJ5TVc3wCyDeZkIaezAUA9PisOVIhTLER10jLybYK8HGDUCpy7o1G2vRokVoaGjA/v37UV1djerqauzbtw/19fW4//77g91GorBLiglsGVHb4lG5JZHn2FkrJ7MQt83AdE4/74nj3ACUeqBb8Xj9+vX4/PPPMXz4cOW53NxcrFy5kgXKpAuJMYGendpmD2fPdJEy7Zx1Fe1w+nnPnOAMP+qBboUdv98Ps/nc3aDNZjP8fu0VcxJ1lcNmhkECfH6BBpcXDu5+3mncJqJj8kW6qKYZTo8PNrM2lzTQ6nIZ3xyrBgCYnTX45ptvVG4NdZXaS2V0K+xceeWVeOCBB/CXv/wFWVlZAIAzZ87goYcewvTp04PaQCI1GAwSEuxm1DR7UNvsYdjpguOcidWh1DgLHDYT6p1enKpqxtDMeLWbdA4tL5eR9cuXYE7Jxh9+/QCWnfxW7eZQF6m9VEa3ws6f/vQn/PjHP0a/fv2QnZ0NACgqKsLIkSPx1ltvBbWBRGpJjLGgptmDmmY3+ibHqN2cDsmzIbXCLwSOljYAAFwVhfjmm2KVW6QtmbES6p3Ahp170JRtV7s55zh48KAml8vwC+CDIjMEgPkP/QaxrE+OKFpYKqNbp0x2dja++eYbfP755zh06BAAYPjw4ZgxY0ZQG0ekpqQYMwoQqNvRmvrqCgCB/ei0xOhIR597XofwefDjK/MAwWHts6Vc8wDiRl2FpU+9iLrt76rdnPOKTc7Q1HIZNc1uiKJTMBkkDBmWyxo66rIuhZ1Nmzbhvvvuw44dO+BwOHDVVVfhqquuAgDU1dVhxIgRePnll3HJJZeEpLFE4ZQoz8jS4PTzlsZ6AMDsf/s/GDp6vMqtaVPaImFrBZBgM2Lxn/6qdnM053C9AftqgVE/ugWTbr1R7eac4+CuLfjkjT/C6XSq3ZR25CUgEmPMDDrULV0KO88//zzuuusuOByOc15LSEjAv/3bv+HZZ59l2CFdSIqR19rRXs+OLCUrR1N34OWnaoCKSmQkOdBncC+1m6M5ropG7KstgcsYgz6DtbfydVnhcbWb0KGapsC/weTWGxCirurSOjvfffcdfvSjH5339ZkzZ2L37t09bhSRFsg9O/VOD3x+7n7eGdWtd+BJsbwodUS+WNc0uyEEz6nOqmpyAQCSeV5RN3Up7JSVlXU45VxmMplQUVHR40YRaUGsxQizUYIQgQ0c6cLk5fxTeFHqkMMeWNLA4xNodHnVbk7EUHp2eF5RN3Up7PTu3Rv79u077+t79uxBr17suiZ9kCRJWUmZ20ZcmBBCCTtJHG7okLF1SQNA28OjWtLuvGLYoW7qUti55ppr8Jvf/KbD4rWWlhY89thjuPbaa4PWOCK1KWGniWHnQprdPri8fkhoq3eic8m9EzynOqfJ5YPb54ckta1sTtRVXSpQXrp0Kd5//30MGTIE9913H4YOHQoAOHToEFauXAmfz4f/83/+T0gaSqSGpNjAl2s1e3YuSL77dtjNMBm7te1eVAgE6CaeU50k/z0l2M0wGXheUfd0KexkZGRg27ZtuOeee7BkyRKlwE6SJMyaNQsrV65ERkZGSBpKpAaloLSJQw4Xwnqdzkliz06XyOcVZ2JRT3R5UcGcnBx8/PHHqKmpwbFjxyCEwODBg5GUlBSK9hGpSrkwtc6e4Rof58e6is5pm5HFAN0ZStjheUU90O0+waSkJEycOBGTJk3qdtB56aWXMHr0aDgcDjgcDuTl5eGTTz5RXnc6nVi4cCFSUlIQFxeHuXPnoqysrN3vKCwsxOzZsxETE4P09HQ8/PDD8Ho5y4GCI9FuhgTA5fWj2e1Tuzmaxp6dzpHrmRpdXri9XGH6Qhh2KBhUHQDt06cPnnzySezevRtff/01rrzySsyZMwf79+8HADz00EP46KOP8N5772HLli0oLi7GDTfcoPy8z+fD7Nmz4Xa7sW3bNrzxxhtYvXo1li1bptZHIp0xGQ1wKLNnOOzwQ7jGTudYzUbEWAI7nvOcujCGHQoGVcPOddddh2uuuQaDBw/GkCFD8Pvf/x5xcXHYsWMH6urq8Nprr+HZZ5/FlVdeifHjx2PVqlXYtm0bduzYAQD47LPPcODAAbz11lsYO3Ysrr76ajzxxBNYuXIl3G5+iVBwyHfi1ayxOC+nx6f0fLG24sKSOcuvU1o8PrR4AucVlzOgntBMabvP58M777yDpqYm5OXlYffu3fB4PO02Fx02bBj69u2L7du3AwC2b9+OUaNGtSuKnjVrFurr65XeoY64XC7U19e3exCdjzJVmDUW5yUHwTirCRaTZr5WNEvu/eKMrB8mn1fxNp5X1DOqnz179+5FXFwcrFYr/v3f/x1r165Fbm4uSktLYbFYkJiY2O74jIwMlJaWAgBKS0vPmf0l/1k+piMrVqxAQkKC8sjOzg7uhyJd4Vo7F8ahhq5R9l3jLL8fxPOKgkX1sDN06FDk5+dj586duOeeezB//nwcOHAgpO+5ZMkS1NXVKY+ioqKQvh9FNt6FXxgvSl2THMuVuTuD084pWLo89TzYLBYLBg0aBAAYP348vvrqK/zxj3/EjTfeCLfbjdra2na9O2VlZcjMzAQAZGZmYteuXe1+nzxbSz6mI1arFVarNcifhPRK/qJtcHrh8flh5oJ555CDIMNO58i9hbXNHvj9AgYDlzToSA1DNAWJ5r61/X4/XC4Xxo8fD7PZjI0bNyqvHT58GIWFhcjLywMA5OXlYe/evSgvL1eO2bBhAxwOB3Jzc8PedtInu8UImznwT6WWdTsdYs9O18TbTDAZJPiEQJ2T59T5VPG8oiBRtWdnyZIluPrqq9G3b180NDRgzZo12Lx5Mz799FMkJCRgwYIFWLx4MZKTk+FwOLBo0SLk5eVhypQpAICZM2ciNzcXt912G55++mmUlpZi6dKlWLhwIXtuKKiSYiwoqXOiusmNtHieW2dze/1ocAbWtuJFqXMkSUJSrAUVDS5UN7k506gDbq9f2Rme5xX1lKphp7y8HLfffjtKSkqQkJCA0aNH49NPP8VVV10FAHjuuedgMBgwd+5cuFwuzJo1C3/+85+VnzcajVi3bh3uuece5OXlITY2FvPnz8fy5cvV+kikU8mxgbDDGotzyX8ndrMRdrNR5dZEjuTWsFPV5MbANLVboz1nn1c2nlfUQ6qGnddee+0HX7fZbFi5ciVWrlx53mPk7SuIQkm+8+ZaO+fiEFb3yCtNVzfynOoIV+SmYNJczQ6RFsm7n7Nn51wMO92jhB0G6A5xrzUKJoYdok44e/NGvxAqt0ZbGHa6J/msJQ14Tp2L5xUFE8MOUSc47GYYJQk+v1CKcSmAF6XuSbCbAzOy/AJ1LZyR9X08ryiYGHaIOsEgSUiM5R5Z3+f1+5ULNS9KXSNJUlvvDs+pdnheUbAx7BB1UkrrUFZVk0vllmhHbbMHAoDFZECshTNmukq+kFexSLkdnlcUbAw7RJ2UHMe78O87ezl/SeIqwF0lFykzQLfH84qCjWGHqJN4F34urnDbMwzQHWO9DgUbww5RJ6XEBlZOrml2Q3D2DACgqjHQI5Eax4tSdyjnVFNgjywKYNihYGPYIeqkBLsZBgnw+DgjSyb37KTEcQuN7nCcvUcWZ2QpuLEsBRvDDlEnGQ2SspJyFYcd4PX5Ude6MSpXue2es2dk8ZwK8PkFaps4E4uCi2GHqAs4VbhNdZMbAoDNbEAMZ8x0W0oci5TPVtvshk8ImI0SHDZVdzQiHWHYIeoCzp5pI/dEpMZaOWOmB+S6He6RFaAMjfK8oiBi2CHqAvbstJFnpaWwOLlHOIzVHs8rCgWGHaIukAtxq5s4I6uytXdL7pmg7pF7C2ua3fBxRpbSa8o6MAomhh2iLuCMrDa8Aw+OeJsJZqMEvwBnZAGobD2vUjnDj4KIYYeoCzgjK8Dl8aHRFQh7DDs9025GVmN014J5fG17YvG8omBi2CHqItbttAW9OKsJVhNnYvWU3ItRGeVFyvK/KbvZiBgLZ2JR8DDsEHVRMmdkcQgryNrCTvSeU0Db5+d5RcHGsEPURSns2VGKk1NZnBwU8nYb0R52zl7OgCiYGHaIuujsYaxonZHFnp3gknt26p1euLw+lVujHp5XFCoMO0RdlBhjieoZWUKItunBvCgFhc1sRJw1UKNSFcV1O1UcxqIQYdgh6qJon5HV7PbB6fFDApAcw4tSsCjbRkRp2Gnx+NDkDvRqce0mCjaGHaJuSIniGgv5MyfEmGEy8iskWKK9SFneLsNhM8Fi4nlFwcUziqgbovnC1LZ3EXt1ginai5TbZmKxV4eCj2GHqBvksBONQw6VDYGLUhovSkGlBOgoLXxniKZQYtgh6gb5Lry62Q2v369ya8KrovUOPDWeYSeYkloL391ePxpc0Vf4zjV2KJQYdoi6IbBysAFCADVN0bOfkc8vlPWF2LMTXEaDhKTY6BzKEkK0TTtncTKFAMMOUTdIkhSVdTvVTW74BWA1GRBv43L+wRat20bUO71w+/wwnrVPGFEwMewQdVM0FpQqQ1hxVkiSpHJr9Cc1Ljo3BK1orQNLjrPAaOB5RcHHsEPUTdF4F87i5NCSt0mIpnMKaAvRPK8oVBh2iLopGoex2oqTOdQQCvI5VdPshtcXPYXvSohm0TuFCMMOUTfJtQXNbh+a3fqfPSOEYM9OiMVajbC1Fr5XN0dP7w57dijUGHaIusliMiDBbgYQHcMOjS4vnF4/DBJYRBoikiQpU/rlOha9c3p8yh5z7DGkUGHYIeqBaCpSlu++k2It3CYihNKiLOzI/3YcNhOsJqPKrSG94jcWUQ9EU91OZQPX1wmH9NawUx4lYaeC9ToUBgw7RD0QTdtGsK4iPNLOCtD+KNg24uzlDIhChWGHqAeUdVGa3PD79X1hkouTuU1EaCXFWmAySPD4BOqa9b86N3t2KBwYdoh6IMFuhskgwecXqNHx7Bm314/alsCFN5V7F4WU4azVufU+lMXtRyhcGHaIekCSpLaCUh3X7VQ1BT5brNWIGAu3iQi1trodp8otCS1uP0LhwrBD1EPRMHumguvrhFU0nFNA+zowbj9CocSwQ9RDyl14vX4vTOWsqwirs2dkCR0XKVewDozChGGHqIfS420A9H1hKqsPDKdkOGwqtyQ6JMdZYJAAl9evLLinR9wmgsJF1bCzYsUKTJw4EfHx8UhPT8f111+Pw4cPtzvG6XRi4cKFSElJQVxcHObOnYuysrJ2xxQWFmL27NmIiYlBeno6Hn74YXi9+v2CIG1JjrXAKElw+/yoa9Hf7Bmvz4+q1iLSdF6UwsJkMCAlVt9FykIILmdAYaNq2NmyZQsWLlyIHTt2YMOGDfB4PJg5cyaampqUYx566CF89NFHeO+997BlyxYUFxfjhhtuUF73+XyYPXs23G43tm3bhjfeeAOrV6/GsmXL1PhIFIWMBgkprTOU9Hhhqmh0QQggxmJEnJVFpOGi97qduhYPXF4/jAaJ249QyKn6zbV+/fp2f169ejXS09Oxe/duXHrppairq8Nrr72GNWvW4MorrwQArFq1CsOHD8eOHTswZcoUfPbZZzhw4AA+//xzZGRkYOzYsXjiiSfw6KOP4vHHH4fFwn9EFHrpDivKG1wob3BhSEa82s0JKrkWKT2eRaThlB5vxYES/c7IKqtv69UxGnheUWhpqmanrq4OAJCcnAwA2L17NzweD2bMmKEcM2zYMPTt2xfbt28HAGzfvh2jRo1CRkaGcsysWbNQX1+P/fv3d/g+LpcL9fX17R5EPSHX7ejxLrysgfU6atD7kgZt5xWHsCj0NBN2/H4/HnzwQUydOhUjR44EAJSWlsJisSAxMbHdsRkZGSgtLVWOOTvoyK/Lr3VkxYoVSEhIUB7Z2dlB/jQUbc5eF0VvRcpKzw4vSmElLyzY5PKhyaW/GkS56D2dIZrCQDNhZ+HChdi3bx/eeeedkL/XkiVLUFdXpzyKiopC/p6kbymts2ecHn3NnnF7/coKtxnxvCiFk8VkQFKMGYD+asH8Qii9oBkseqcw0ETYue+++7Bu3Tp88cUX6NOnj/J8ZmYm3G43amtr2x1fVlaGzMxM5Zjvz86S/ywf831WqxUOh6Pdg6gn9Dp7pqLRBYHAysmxLE4OO3noUO4F0YuaJjc8PgGzUUISi5MpDFQNO0II3HfffVi7di02bdqE/v37t3t9/PjxMJvN2Lhxo/Lc4cOHUVhYiLy8PABAXl4e9u7di/LycuWYDRs2wOFwIDc3NzwfhAj6nD1TLq+vw14dVWS2hp1SnYWdsga56N0GA4veKQxUvVVbuHAh1qxZg7///e+Ij49XamwSEhJgt9uRkJCABQsWYPHixUhOTobD4cCiRYuQl5eHKVOmAABmzpyJ3Nxc3HbbbXj66adRWlqKpUuXYuHChbBa2T1K4ZPu0N/sGeWixHodVWQktPXsCCF0MxuurV6H5xWFh6ph56WXXgIAXH755e2eX7VqFe644w4AwHPPPQeDwYC5c+fC5XJh1qxZ+POf/6wcazQasW7dOtxzzz3Iy8tDbGws5s+fj+XLl4frYxABOHeJfz1cmNizo67UuMCClU5PYMHKxBh9DPnIRe88ryhcVA07nZm1YrPZsHLlSqxcufK8x+Tk5ODjjz8OZtOIuiw1zgoJQLPbhya3L+IX4HN5fahpDqwIzTtwdZgMBqTFW1Fa70RpvVMXYcfnb1s5mdPOKVw0UaBMpAdmo0FZCVYPBaVy7VG8zYQYS2QHt0gm1+2U1emjFqyqyQWfX8BqMiDBbla7ORQlGHaIgiiztcaitC7yw07ZWSsnk3oyEgJ//3opUi47a90mPQz1UmRg2CEKIj2FnZK6FgBtn4nUIffsVDQGekQiHevASA0MO0RB1Esecmhwwh/BFyYhBEpaA1uvBLvKrYluCXYzbCYDfH6BSh1sHSH37HD7EQonhh2iIEqOtcBiNMDjE6hqXXk4EtU7vWh2+2CQuMKt2iRJUqagR3qPocfnR2UTi5Mp/Bh2iIIocGEKfInLw0CRSG57WrwVJiO/JtSml8UFS+ucEAKIs5oQb2NxMoUPv8WIgqyXIzDsE8kXppJaDmFpiV62jZCHRrNYB0ZhxrBDFGR6KFIuqedFSUvknp2aZg+cHp/Krem+4tYew16JDNEUXgw7REEmh51IvTC5vX5Utq6xw5lY2mC3GJU1aSK1d0cIodwA9OJ5RWHGsEMUZHazEYmtF6ZIHMoqq3dCILCYIOsqtEMOCMW1kXdOAUBVkxsurx9mo4S0OBYnU3gx7BCFQCQPZZXw7luTercO/ZypjczCd/m8ynDYYDBwMUEKL4YdohCQg0JJBIYdpa6CxcmakpXYVvju9ftVbk3XlbSGtCyeV6QChh2iEFB6duqdndrwVitYV6FdSTFm2M1G+PxC2TU8khTL51UizysKP4YdohBIjbXCZJDg9vpRHUGLC9Y0e+Dy+mEySEhlXYWmSJKErNagEGlDWU0uL+paPADaVhknCieGHaIQMBgkZbpwcQQNZclDWBkOG4ysq9CcSK3bkYdzU2ItsJqNKreGohHDDlGI9E4KXJhO1zSr3JLOO1PTWlfBoQZNksNOSa0T/ggaHi1R1tfheUXqYNghCpE+rWHnTE1LRNTtCCFwujXs9EmKUbk11JHUeCssRgPcPj+qGiNneFSeLs/iZFILww5RiGS2DgU1uX2obfao3ZwLqm3xoNHlhVGSWJysUYaz/t9EylCWx+dHeQOL3kldDDtEIWIyGpRiTLnHRMtOVwfamJlgg5mbf2pWVlJk1e0U17bALwKLVMqrQBOFG7/RiEJIqdup1X7dTlFrbZE8/Eba1Lt1KKi4NjKGR4taQ3R2UgwkiUXvpA6GHaIQ6qMUKWv7wnR2vU4263U0LcNhhVGS0Oz2obZF+8OjcojOTmaIJvUw7BCFkFy306zxup2qJjdaPD6YDBI3/9Q4k9GAjITAGkjy0KNWOT0+lLduKssQTWpi2CEKoUip2zmtTDm3c32dCNA3ORAcTlU3qdySHyb36iTHWhBrNancGopmDDtEIRYJdTunWa8TUXKSYwEARTUt8Pu1OzzaVq/D84rUxbBDFGJar9vxs14n4qQ7rLCZDHB7/Sit1+4K3W31OjyvSF0MO0QhdnbdTo0G63YqGlxwef2wGA1Ij+d+WJHAIElKgDhVrc0ewwanB7XNHkgA+iSyZ4fUxbBDFGImo0FZTK1IgxcmuVend5IdBtbrRIy+KYGwU1ilvXMKCAyxAYFeKO6HRWpj2CEKgxwN34WfrAoUubKuIrLI51RZvRNOj0/l1pxLDvYcGiUtYNghCoOclNaC0upmeP1+lVvTxu31o7h1Jd5+qbEqt4a6It5mRnKMBQLa6zEUQrBehzSFYYcoDFLjLIixGOH1C2VTRC0oqmmGXwAJdjOSYixqN4e6SBnK0ljYqWx0o8kVWLcpi+s2kQYw7BCFgSRJyNFgjcXJysAQVr8U3n1HorOHR7U0008ZGk2OgYn7rJEG8CwkChN5bRT5QqA2IQROtgavfikcwopEvZPsMEoSGpxeTa3QXcAQTRrDsEMUJjkpMZCkwNYMdRrY06iy0Y1Glxcmg8TFBCOU2WhAVlJgmKhAIyG6xeNDaV1gqJZ1YKQVDDtEYWIzG9G7db2RExWNKrcGON7ahpwUDjVEsgGpcQCAExXaCDunqpogAKTEWuCwmdVuDhEAhh2isBrQeqd7olL9C5McdgakxancEuoJ+Zwqrm1Bi1v9Kehy6OrPXh3SEIYdojCSLwBnaltUXRulrsWDykY3JPCiFOkcdjPS4qwQaKuVUYvX51dq0gamM0STdjDsEIVRYowFKbEWCKHuhUkeRuudaIedq9tGvAFpco+husOjhdXN8PgE4qwmZHDrEdIQhh2iMJPveI+Wq3dhkt+bd9/6MLB1KPJkVTPcXvUWrTzWGqIHpcVBkrj1CGkHww5RmA1pDRiFVc1wecM/lFXf4kFJ62yZQQw7upAaZ0Gi3QyfX6jWu+PzCxRUyENYHBolbWHYIQqzlDgrkmMs8AmhygwauVend6IdcVZT2N+fgk+SJAzJiAcAHC1TJ+wUVjfD6fUjxmJEVgKXMiBtYdghUsHgDPWGso6UNQAAhmSwV0dP5HPqVFUzXCoUvx+Wz6v0eBgMHMIibWHYIVKBfBd+qqoJzW5v2N63usmN8gYXJIlDWHqTGmdFcmygx/BYmNdx8vj8StH70Mz4sL43UWeoGnb++c9/4rrrrkNWVhYkScIHH3zQ7nUhBJYtW4ZevXrBbrdjxowZOHr0aLtjqqurMW/ePDgcDiQmJmLBggVobFR/wTaiH5Ica0F6vBV+ARwubQjb+x4oqQcQ2B4ixsIhLL0Z1ho0DpaE75wCAmvreHwCCXYzMhychUXao2rYaWpqwpgxY7By5coOX3/66afxwgsv4OWXX8bOnTsRGxuLWbNmwels2zV63rx52L9/PzZs2IB169bhn//8J+6+++5wfQSibsvt5QAAHAxT2PH7BQ61hh35vUlf5LBzprYFtc3usL3vwdbzamhGPGdhkSapGnauvvpq/O53v8NPfvKTc14TQuD555/H0qVLMWfOHIwePRpvvvkmiouLlR6ggwcPYv369fi///f/YvLkyZg2bRpefPFFvPPOOyguLg7zpyHqmiEZ8TBIQEWDCxUNrpC/X2F1M5rcPtjMBi4kqFPxNjP6tu6EHq4QXd/iwanqwIayuVkM0aRNmq3ZKSgoQGlpKWbMmKE8l5CQgMmTJ2P79u0AgO3btyMxMRETJkxQjpkxYwYMBgN27tx53t/tcrlQX1/f7kEUbnaLUQkd+4rrQv5+8nsMy3DAyAJS3ZJ77Q4U18MvRMjfTx4a7ZNkR4Kde2GRNmk27JSWlgIAMjIy2j2fkZGhvFZaWor09PR2r5tMJiQnJyvHdGTFihVISEhQHtnZ2UFuPVHnjO6TCAA4VNIQ0sXg6ls8yjT3UX0SQvY+pL6BabGwmQxodHlDvkq3Xwgl7IzM4nlF2qXZsBNKS5YsQV1dnfIoKipSu0kUpbKT7EiMMcPt8+NQaeh6GPeeqYNofb/kWEvI3ofUZzIaMKJ3IHjsOR3aHsMTFU1ocHphMxkwMI1Do6Rdmg07mZmZAICysrJ2z5eVlSmvZWZmory8vN3rXq8X1dXVyjEdsVqtcDgc7R5EapAkCaNbL0zfna6DCMGwg9fnx/7iQJAak50Y9N9P2jOq9ZwqrG5GTVPoCpXzi2oBACN7J8Bk1OzlhEi7Yad///7IzMzExo0blefq6+uxc+dO5OXlAQDy8vJQW1uL3bt3K8ds2rQJfr8fkydPDnubibojN8sBi9GA6iZ3SIYd9hXXo8Xjg8NmQv8U3n1HgwS7WakH+6awJiTvUV7vxJnaFhgkYDSHRknjVA07jY2NyM/PR35+PoBAUXJ+fj4KCwshSRIefPBB/O53v8OHH36IvXv34vbbb0dWVhauv/56AMDw4cPxox/9CHfddRd27dqFrVu34r777sNNN92ErKws9T4YURdYTUaljubrUzVB7d3x+QV2nwpc7MbnJHFl2ygyPicJQGDNnUZX8BeulM+rQelxiLexMJm0TdWw8/XXX2PcuHEYN24cAGDx4sUYN24cli1bBgB45JFHsGjRItx9992YOHEiGhsbsX79ethsNuV3vP322xg2bBimT5+Oa665BtOmTcMrr7yiyuch6q5x2YkwGiSU1DlxuqYlaL/3YEk9Gl1exFqMXFsnyvROtCMrwQafEPg2yL07VY0uHGnd6mRCTnJQfzdRKKi6hOrll1/+g3exkiRh+fLlWL58+XmPSU5Oxpo1a0LRPKKwibWaMCLLgT2n67D1eCVuTMru8eJsHp8fOwuqAQAX5SSxpiIKTeyXjL9/V4w9p+twUd8kxAZp49ddJwPn1cC0WKTFc8Vk0j5++xFpxKR+yTAbJZTVu4KyQei3hbVodHkRbzMpRdAUXXJSYtArwQavX2DHiaqg/M7yBieOtO6sPrl/SlB+J1GoMewQaUSs1YSL+gbqLP51rLJH6+40OD34+lTg7nvqwFT26kQpSZIwbVAqAGB/cT2qGnu2UrcQAluOVAAAhmTEsVeHIga/AYk05KK+SYi3mdDg9GJ7N+/EhRDYdKgcHp9ApsOGIRnc3TyaZSXaMTAtFgLApkPlPSqAP1reiOJaJ0yGthBFFAkYdog0xGIy4MphgVXB84tqcaYbxcoHSxtwsqoZRknCjOHp3JiRcOngNJiNEorrnNh7pnsLDTa5vPjicGBds/E5SZyBRRGFYYdIY/qlxGJ46+7VH+8rQVMXpg2X1zux6VDggjRpQDJS4jjMQIDDbsbFAwM9MV8erezycJYQAhsPlcPp8SM1zoKJ/TgDiyILww6RBl0+NB0psRY0u334aE8xXF7fBX+mvsWDj/aUwOcXyEmJwYTWdVaIgMDCf9nJdnj9Auv2lMDlufA5JdtxohoFlU0wShJmjcjkRrIUcRh2iDTIYjJg9uhesJkMKKt3Ye23Z9DsPn8PT3WTG+/tPo1GlxeJMWZcPSITBg5f0VkMkoQfjchEnNWE2hYPPsjvXIjee7pOmWp+xbA0pLK3kCIQww6RRiXFWHDDRX1gMwcCz1s7CnG4tAF+f1uBqU9I+KawBn/ZVYhGlxdJMWbMHdcHVrNRxZaTVsVYTPjxmCxYTQaU1jvx/jdnUNfi6fBYvwhMV9/UWqczIScJI7izOUUohh0iDUuLt+KnF/VBSqwFLR4f1u8vxWtbC7AP2Ui/8ffY3pKBL49WwusXyE6yY+5FfRBnU3WtUNK4tHgrbhjXGzaTAeUNLqzZWYidJ6rQ4PRAAIDRhEqvDe9+VaQsSjmxXxIuHsg1dShy8VuRSONS4qy4aWI2vj5Vgz2n69Ds9qEZcbD3GwMfAps+XtQ3EaN6J3DmFXVKusOGmyf1xfr9pSipc2JHQTV2FFTDgKHI+dUH2O8G4HbBYjLg0sGp7NGhiMewQxQBTEYDpgxIwYR+SSitc+K7b77GjnVrcNXc23FJXh5DDnWZw27GTy/qg6PljcgvqkVZgxN+Eejst0g+jMhOwfggbjFBpCYOYxFFEJPBgD5JMchELZr2fwGH0cOgQ91mMEgYmhmPGydm497LBuIiHEfRi/MwxVaGSwenMeiQbjDsEBERTEYDYuCGv7kOzM+kNww7REREpGsMO0RERKRrDDtERESkaww7REREpGsMO0RERKRrDDtERESkaww7REREpGsMO0RERKRrDDtERESkaww7REREpGsMO0RERKRrDDtERESkaww7REREpGsMO0RERKRrDDtERESkaww7REREpGsMO0RERKRrDDtERESkaww7REREpGsMO0RERKRrDDtERESkaww7REREpGsMO0RERKRrDDtERESkaww7REREpGsMO0RERKRrDDtERESkaww7REREpGsMO0RERKRrugk7K1euRL9+/WCz2TB58mTs2rVL7SYRERGRBugi7Lz77rtYvHgxHnvsMXzzzTcYM2YMZs2ahfLycrWbRkRERCrTRdh59tlncdddd+HOO+9Ebm4uXn75ZcTExOD1119Xu2lERESkMpPaDegpt9uN3bt3Y8mSJcpzBoMBM2bMwPbt2zv8GZfLBZfLpfy5rq4OAFBfXx/UtjU2NgIATh/dD1dLc1B/N0W3ssLjAIDSk0dwPDZG5daQXvC8olCoOF0AIHBNDPZ1Vv59QogfPlBEuDNnzggAYtu2be2ef/jhh8WkSZM6/JnHHntMAOCDDz744IMPPnTwKCoq+sGsEPE9O92xZMkSLF68WPmz3+9HdXU1UlJSIEmSii2LXvX19cjOzkZRUREcDofazSEd4blFocDzShuEEGhoaEBWVtYPHhfxYSc1NRVGoxFlZWXtni8rK0NmZmaHP2O1WmG1Wts9l5iYGKomUhc4HA5+cVBI8NyiUOB5pb6EhIQLHhPxBcoWiwXjx4/Hxo0blef8fj82btyIvLw8FVtGREREWhDxPTsAsHjxYsyfPx8TJkzApEmT8Pzzz6OpqQl33nmn2k0jIiIileki7Nx4442oqKjAsmXLUFpairFjx2L9+vXIyMhQu2nUSVarFY899tg5w4tEPcVzi0KB51VkkYS40HwtIiIiosgV8TU7RERERD+EYYeIiIh0jWGHiIiIdI1hh6LK6tWruaYSBc0dd9yB66+/Xu1mUDdIkoQPPvjgvK9v3rwZkiShtrY2bG2i0GHYoXPccccdkCQJTz75ZLvnP/jgg7CtMH3kyBHExMRgzZo17Z73+/24+OKL8dOf/jQs7aALU+uCP2vWLBiNRnz11Vdhf2/SvtLSUixatAgDBgyA1WpFdnY2rrvuunZrsv2Qiy++GCUlJZ1asI60j2GHOmSz2fDUU0+hpqZGlfcfMmQInnzySSxatAglJSXK88888wxOnDiBl19+ucu/0+PxBLOJpKLCwkJs27YN9913H15//XW1m0Mac/LkSYwfPx6bNm3Cf/3Xf2Hv3r1Yv349rrjiCixcuLBTv8NisSAzM5NbCOkEww51aMaMGcjMzMSKFSt+8Lh//etfuOSSS2C325GdnY37778fTU1NAIA//elPGDlypHKs3DN0dlCZMWMGli5d2uHvXrRoEcaMGYO77roLAHDo0CEsW7YMr7zyCpKTk7F8+XL06dMHVqtVWVtJdvLkSUiShHfffReXXXYZbDYb3n777XPeo6KiAhMmTMBPfvITuFyuzv8FUadt2bIFkyZNgtVqRa9evfDrX/8aXq9Xef2vf/0rRo0aBbvdjpSUFMyYMUM5h85n1apVuPbaa3HPPffgL3/5C1paWtq9fvnll+P+++/HI488guTkZGRmZuLxxx9vd8yhQ4cwbdo02Gw25Obm4vPPPz9naKOoqAg///nPkZiYiOTkZMyZMwcnT548b7v8fj9WrFiB/v37w263Y8yYMfjrX/+qvF5TU4N58+YhLS0NdrsdgwcPxqpVqy78l0hdcu+990KSJOzatQtz587FkCFDMGLECCxevBg7duxQjqusrMRPfvITxMTEYPDgwfjwww+V1zoaxtq6dSsuv/xyxMTEICkpCbNmzVJuCNevX49p06YhMTERKSkpuPbaa3H8+PF27dq2bRvGjh0Lm82GCRMmKN+J+fn5yjEX+vdC3RScvcdJT+bPny/mzJkj3n//fWGz2ZTdZNeuXSvOPmWOHTsmYmNjxXPPPSeOHDkitm7dKsaNGyfuuOMOIYQQe/bsEZIkifLyciGEEA8++KBITU0VN954oxBCCLfbLWJiYsSGDRvO25aTJ08Kh8MhXnnlFTF58mTldz/77LPC4XCIv/zlL+LQoUPikUceEWazWRw5ckQIIURBQYEAIPr16yf+9re/iRMnToji4mKxatUqkZCQIIQQorCwUAwdOlTMnz9feL3e4P4lRhH5fOnI6dOnRUxMjLj33nvFwYMHxdq1a0Vqaqp47LHHhBBCFBcXC5PJJJ599llRUFAg9uzZI1auXCkaGhrO+35+v1/k5OSIdevWCSGEGD9+vHjzzTfbHXPZZZcJh8MhHn/8cXHkyBHxxhtvCEmSxGeffSaEEMLr9YqhQ4eKq666SuTn54svv/xSTJo0SQAQa9euFUIEzs/hw4eLX/ziF2LPnj3iwIED4pZbbhFDhw4VLperw8/+u9/9TgwbNkysX79eHD9+XKxatUpYrVaxefNmIYQQCxcuFGPHjhVfffWVKCgoEBs2bBAffvhhV//K6QdUVVUJSZLEH/7whx88DoDo06ePWLNmjTh69Ki4//77RVxcnKiqqhJCCPHFF18IAKKmpkYIIcS3334rrFaruOeee0R+fr7Yt2+fePHFF0VFRYUQQoi//vWv4m9/+5s4evSo+Pbbb8V1110nRo0aJXw+nxBCiLq6OpGcnCxuvfVWsX//fvHxxx+LIUOGCADi22+/FUJc+N8LdR/DDp3j7C/wKVOmiF/84hdCiHPDzoIFC8Tdd9/d7me//PJLYTAYREtLi/D7/SIlJUW89957Qgghxo4dK1asWCEyMzOFEEL861//EmazWTQ1Nf1ge15//XVhMBhE3759RV1dnRBCiKysLPH73/++3XETJ04U9957rxCiLew8//zz7Y6Rw86hQ4dEdna2uP/++4Xf7+/KXw99zw+Fnf/8z/8UQ4cObfd3vHLlShEXFyd8Pp/YvXu3ACBOnjzZ6ff77LPPRFpamvB4PEIIIZ577jlx2WWXtTvmsssuE9OmTWv33MSJE8Wjjz4qhBDik08+ESaTSZSUlCivb9iwoV3Y+d///d9z2u5yuYTdbheffvrpOZ/d6XSKmJgYsW3btnbvu2DBAnHzzTcLIYS47rrrxJ133tnpz0pdt3PnTgFAvP/++z94HACxdOlS5c+NjY0CgPjkk0+EEOeGnZtvvllMnTq10+2oqKgQAMTevXuFEEK89NJLIiUlRbS0tCjHvPrqq+3CzoX+vVD3cRiLftBTTz2FN954AwcPHjznte+++w6rV69GXFyc8pg1axb8fj8KCgogSRIuvfRSbN68GbW1tThw4ADuvfdeuFwuHDp0CFu2bMHEiRMRExPzg22488470atXLyxatAgOhwP19fUoLi7G1KlT2x03derUc9o5YcKEc35fS0sLLrnkEtxwww344x//yDH5EDp48CDy8vLa/R1PnToVjY2NOH36NMaMGYPp06dj1KhR+NnPfoZXX331gnVir7/+Om688UaYTIHdbm6++WZs3br1nCGD0aNHt/tzr169UF5eDgA4fPgwsrOzkZmZqbw+adKkdsd/9913OHbsGOLj45XzOzk5GU6n85z3AoBjx46hubkZV111Vbt/E2+++aZy/D333IN33nkHY8eOxSOPPIJt27Zd6K+Qukh0YVOAs8+R2NhYOBwO5Rz5vvz8fEyfPv28v+vo0aO4+eabMWDAADgcDvTr1w9AoL4MCJxzo0ePhs1mU37m++fchf69UPcx7NAPuvTSSzFr1iwsWbLknNcaGxvxb//2b8jPz1ce3333HY4ePYqBAwcCCNRObN68GV9++SXGjRsHh8OhBKAtW7bgsssu61Q7TCaTcnHritjY2HOes1qtmDFjBtatW4czZ850+XdS8BiNRmzYsAGffPIJcnNz8eKLL2Lo0KEoKCjo8Pjq6mqsXbsWf/7zn5Vzonfv3vB6vecUKpvN5nZ/liQJfr+/021rbGzE+PHj253f+fn5OHLkCG655ZYOjweAf/zjH+2OP3DggFK3c/XVV+PUqVN46KGHUFxcjOnTp+NXv/pVp9tEFzZ48GBIkoRDhw5d8NiunCN2u/0Hf9d1112H6upqvPrqq9i5cyd27twJAHC73Z1sOYUSww5d0JNPPomPPvoI27dvb/f8RRddhAMHDmDQoEHnPCwWCwDgsssuw4EDB/Dee+/h8ssvBxAIQJ9//rlS7NdVDocDWVlZ2Lp1a7vnt27ditzc3Av+vMFgwP/+7/9i/PjxuOKKK1BcXNzlNlDnDB8+HNu3b293t71161bEx8ejT58+AAIXmKlTp+K3v/0tvv32W1gsFqxdu7bD3/f222+jT58++O6779oFimeeeQarV6+Gz+frVLuGDh2KoqIilJWVKc99fwr7RRddhKNHjyI9Pf2c87uj6ci5ubmwWq0oLCw85/js7GzluLS0NMyfPx9vvfUWnn/+ebzyyiudajN1TnJyMmbNmoWVK1d2WOje3XVzRo8efd5p61VVVTh8+DCWLl2K6dOnY/jw4ef0UA4dOhR79+5tNxHi++dcZ/69UPcw7NAFjRo1CvPmzcMLL7zQ7vlHH31Umf6bn5+Po0eP4u9//zvuu+8+5ZjRo0cjKSkJa9asaRd2PvjgA7hcrnOGojrr4YcfxlNPPYV3330Xhw8fxq9//Wvk5+fjgQce6NTPG41GvP322xgzZgyuvPJKlJaWdqsdFFBXV3dOD0hRURHuvfdeFBUVYdGiRTh06BD+/ve/47HHHsPixYthMBiwc+dO/OEPf8DXX3+NwsJCvP/++6ioqMDw4cM7fJ/XXnsNP/3pTzFy5Mh2jwULFqCysrLdjLwfctVVV2HgwIGYP38+9uzZg61btyqzAuUhhHnz5iE1NRVz5szBl19+iYKCAmzevBn3339/h0MK8fHx+NWvfoWHHnoIb7zxBo4fP45vvvkGL774It544w0AwLJly/D3v/8dx44dw/79+7Fu3brzflbqvpUrV8Ln82HSpEn429/+hqNHj+LgwYN44YUXkJeX163fuWTJEnz11Ve49957sWfPHhw6dAgvvfQSKisrkZSUhJSUFLzyyis4duwYNm3ahMWLF7f7+VtuuQV+vx933303Dh48iE8//RT//d//DaDtnLvQvxfqAZVrhkiDOio4LSgoEBaLRXz/lNm1a5e46qqrRFxcnIiNjRWjR48+p3B4zpw5wmQyKTNsfD6fSEpKElOmTOl0m3JycsRzzz2n/Nnn84nHH39c9O7dW5jNZjFmzBilsFBuL84q/JOdPRtLCCE8Ho+44YYbxPDhw0VZWVmn20Nt5s+fLwCc81iwYIEQQojNmzeLiRMnCovFIjIzM8Wjjz6qFBcfOHBAzJo1S6SlpQmr1SqGDBkiXnzxxQ7f5+uvvxYAxK5duzp8/eqrrxY/+clPhBCBAuUHHnig3etz5swR8+fPV/588OBBMXXqVGGxWMSwYcPERx99JACI9evXK8eUlJSI22+/XaSmpgqr1SoGDBgg7rrrLqVQ/vv/Vvx+v3j++efF0KFDhdlsFmlpaWLWrFliy5YtQgghnnjiCTF8+HBht9tFcnKymDNnjjhx4kTn/7Kp04qLi8XChQtFTk6OsFgsonfv3uLHP/6x+OKLL4QQol0xuiwhIUGsWrVKCHFugbIQgXP54osvFlarVSQmJopZs2Ypr2/YsEEMHz5cWK1WMXr0aLF58+Zz3mPr1q1i9OjRwmKxiPHjx4s1a9YIAOLQoUPt3uN8/16o+yQhulDNRUSkU1u3bsW0adNw7NgxpeaMKJTefvtt3Hnnnairq7tgTRD1TNcrPomIdGDt2rWIi4vD4MGDcezYMTzwwAOYOnUqgw6FzJtvvokBAwagd+/e+O677/Doo4/i5z//OYNOGDDsEFFUamhowKOPPorCwkKkpqZixowZeOaZZ9RuFulYaWkpli1bhtLSUvTq1Qs/+9nP8Pvf/17tZkUFDmMRERGRrrG8m4iIiHSNYYeIiIh0jWGHiIiIdI1hh4iIiHSNYYeIiIh0jWGHiHTl5MmTkCQJ+fn5ajeFiDSCYYeIdCU7OxslJSUYOXIkAGDz5s2QJKnbG0ASUeTjooJEpCtGoxGZmZlqN4OINIQ9O0QUkfx+P55++mkMGjQIVqsVffv2xe9///t2w1gnT57EFVdcAQBISkqCJEm444478OabbyIlJQUul6vd77z++utx2223qfFxiCiE2LNDRBFpyZIlePXVV/Hcc89h2rRpKCkpwaFDh9odk52djb/97W+YO3cuDh8+DIfDAbvdDovFgvvvvx8ffvghfvaznwEAysvL8Y9//AOfffaZGh+HiEKIYYeIIk5DQwP++Mc/4k9/+hPmz58PABg4cCCmTZuGkydPKscZjUYkJycDANLT05GYmKi8dsstt2DVqlVK2HnrrbfQt29fXH755eH6GEQUJhzGIqKIc/DgQbhcLkyfPr3bv+Ouu+7CZ599hjNnzgAAVq9ejTvuuAOSJAWrmUSkEezZIaKIY7fbe/w7xo0bhzFjxuDNN9/EzJkzsX//fvzjH/8IQuuISGvYs0NEEWfw4MGw2+3YuHHjBY+1WCwAAJ/Pd85rv/zlL7F69WqsWrUKM2bMQHZ2dtDbSkTqY9ghoohjs9nw6KOP4pFHHsGbb76J48ePY8eOHXjttdfOOTYnJweSJGHdunWoqKhAY2Oj8tott9yC06dP49VXX8UvfvGLcH4EIgojhh0iiki/+c1v8B//8R9YtmwZhg8fjhtvvBHl5eXnHNe7d2/89re/xa9//WtkZGTgvvvuU15LSEjA3LlzERcXh+uvvz6MrSeicJKEEELtRhARqWX69OkYMWIEXnjhBbWbQkQhwrBDRFGppqYGmzdvxk9/+lMcOHAAQ4cOVbtJRBQinI1FRFFp3LhxqKmpwVNPPcWgQ6Rz7NkhIiIiXWOBMhEREekaww4RERHpGsMOERER6RrDDhEREekaww4RERHpGsMOERER6RrDDhEREekaww4RERHp2v8HURrElXMGYXUAAAAASUVORK5CYII=\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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DAHqNCgY1UHPiEHJyByA1KRFxBg0STTqkxuthMWgUMRLuu02BR2rceP2rY/j71gp8c7wRd674BkPTLZh95QWYOtze7cVk6+rq4PV4MOvR52DLyovyEUSHo/Qo3nn2N6irq2PYIQLDDvUgt78Vt6/Ygn1VLqTE6fHuPRMYdKLIatSiIC8ZBXnJnT4viiJCYRGCIECtErBt2zaMGXMN/mfph+g/UPmj3y5Ii8OiG0dibuEg/PnLY3hncyn2Vbkw+91tGJBixn2X52H66H6RIfBdZcvKQ/+Bw6JcNRH1BGXO3kaS8wZCuGvlN9hR5kSCSYt3fjYBAzg0uFcJggCNWtXtKxhKYbMY8L/XDsXGR6/Cg5MGwmrU4lhdCx75+y5c8dw6vFV8HL5uTYBIRLGCYYeiLhQW8cv3tmNLSQPi9Rr8v7smYLCdnZFJWolmHR764SBsfOwq/H/X5CM1Xo/KJh8e/2QvLn12HV774ijXKiNSKIYdirqnPt2H1fsc0GlUeOPOcRjRn8PLST7i9Brce1kevnzkSjw1fTj6JRhR5/bjmX8dwCXPrsX/rTmMJk/nM0ITUWxi2KGoev2rEqz8+jgA4MWbL8S4nL49YSDJl0Grxk8uzsb631yB5348ErkpZjg9Qby45hAueXYtnl11AHVuv9RlElEUMOxQ1KzaU4WnP9sHAJh3dT6uHZkucUVEZ6dVq3DT2EysefhyvHzraOTb4+H2t2LZ+qO49Nm1ePKfe1HV5JW6TCI6DxyNRVGxrbQRD763A6II3HZxFu69bIDUJRF1yXeX7Sg6UIM/rjuCnWVOrNh4HG9vOoHpF/bD3T/IlbpMigKXL4j9lS4cdDSjvLFtWZQ6tx9N3iA8gRBC4bZJNlXhIOw/eR7FtRqkhmsiUzWkxOm7PYqPpMGwQ+etqsmLe9/6Fv7WMK7KT8MT1w9TxJwtJJ39+/dL+vOTATx+sQE7c5Pw9/1u7K0NRGauzosLwjBgLDqZdJpkKBgKY1d5EzYdq8eucif2VblQ1nDuV+r0Gfmo9AKV5U2Rx1RC2yi/zCQTLkiNQ0qcjn/zZI5hh86LvzWE+97ehjp3APn2eLx862jJV+im2OVqqAUA3HbbbRJX0pEuIx+WcdNgGjQRR91a2G56Ap9XhHCRoRFD0y1RXwSVzs+RGjfWHajB10frsKWkAS2BU6cW6JdgxJD0eGQnm9EvwYiUeD0STVqYdGpoVCqIAHbu3Y/7f/kwJt/9GNSWVNS7/ah1+9HiD6GqyYeqJh+2lDQg0aTFsAwrhmXwvSBXDDt0Xp74x17sLHPCatTitZ+M5WrTdF68bhcA4Nqf/y8GjxwjcTWnamkNYcvhMtRpUtGiN+PLw3X4+mg9BqbFYXg/KzKsBv4LXwKiKGJ3RRM+31uNVXuqcbS2pcPzCSYtCgYkY0x2IoZlWDE03QKrSXvW/YZr9fAe3oS8+DD6n5y5HABc3iDKGj0oqWvB8XoPGj1BfHWkDpuO1WNougXjcpIQZ+DfQjnh2aBu+8uWUvxlSxkEAfi/mRdyhWmKmuSMbNnOTuyuPIp3X7wDkx75E5x6G2rdfhyobsaB6mYkmLQYYrcg3x4Pi/HsX6bUfaGwiG+ON7QtkrvPgQrnf5umtGoBE/NS8IOBKZiYl4J8ezxUUZxc02LUYpjRimEZVvhbQzjscGNnuRN17gB2VTRhb5ULI/tZMSE3CXpe6ZEFhh3qlu2ljVjwyV4AwK8nD8YVg5W//ABROzHgRYbWg6vHZ8Lh8mN3RRMOOZrh9ARRfKwexcfqkWE1IN9uQV6aWXYrxscqf2sIG4/U4fM9Dqze70BDSyDynEmnxpWD0zB5mA1X5qfBYuidsKnXqDG8X1sTVnmjF5uO1aOyyYftZU4cdDTj0gvawhav+EmLn0Dqsjq3H/e/vQ2BUBhThtnwiyvkuRgiUU8TBAF2qwF2qwGXDUrB0doWHKhyoazRi8omHyqbfFh3EMhIMCIv1Yy8tLhe+xJWCre/FesP1mDVnmqsP1gL93dmuU4waVE4xIapw+y4dGCKpP1lBEFAZpIJ/RONONHgwReHatHoCeI/+xw45GhG4RAbm/klxN88dUk4LOJX7+9EtcuHvFQznr9pFP/FQoS2f+EPTbdgaLoFzb4gDjqacdjhRk2zHxXOthXpvzhch5Q4HbKTzchJNiHdauzza5d1prbZj3UHavD53mp8eaQOgdZw5Dm7xYDJw9oCzvjcJNkNiBAEATnJZvSfYMT2Uic2lzTgeL0H72wuxQ+H2pCbYpa6xD6JYYcAnPtQ308PtWDDIRd0auCBi4w4vG93D1cm/TBkoq6KN2gxNjsJY7OT4PIGcbTWjaO1LahwelHnDqDOHcDWE43QqgVkJprQL8GIjAQjUuP1fTL8iKKIvZUurD1Qg6IDNdhV7uwwtD83xYwpw+yYMsyGUf0Totr/pqdoVCqMy0lCbooZn++tRp07gH/srETBgGSMy0nkPxJ7GcNOH9eVob7a1Byk//RFCBotqv79Cn70zL96urwO3G53r/48omiwGLUYnZWI0VmJ8ARaUdrgwYn6tps3GMKxuhYcq2sbPaRRtTWLZViNyEgwIN1qVOzkdU3eIDYfq8e6g7VYd6AG1S5fh+eH97Ng8lA7pg63Y2BaXMyGg5Q4PW4Zl4kvDtVhd0UTio/Vo6bZh6nD7LK7KqVkDDt93LkO9Q2FgSKHBs1BFdKNYdx4988gCD/rlRr3b9mAf7/5f/D5fGffmEjGTDoN8u0W5NstEEURtW4/yhq8qHS23XytYZQ3elHe+N+RRQlGLVLj9W23uLb/xmLfjyZPEFtLG1B8tB6bjjVgb2UTwt+5emPUqnHpwBRMyk/DlflpsFkM0hUbZRqVClflpyHNosf6A7U4WtuCD7dX4IZRGZyXp5fE3ieGesTZhvquO1iD5mATTDo1rhub26ujSxylR3vtZxH1FkEQkBZvQFq8AWOyEyGKIhpaAm0dm0/28Wn2tcLpDcLpDeJwzX+vbJp0aiTH6ZBg1CHRpEWCqe2/FoNWFk08Tk8Ah2vc2FXehF3lTuwsc+J4veeU7QakmHHpwBRclZ+GiwckK/6Lf3iGFYlGHf65qxJVTT58sLUcN47uF5PhNdbwN0xndayu7Y8WAEweauMwWqIeIAgCkuP0SI7TY0Q/KwDAE2hFbXPbrL21zW23Rk/b+k2eBi/K0HHZA5UAWI1aaMMaJF/zIN7d3Yy9gROwWwywWwywWfSwmrTQa84vVPiCIdS4/Khq8qLa1TaTcGmDB0dq3Dha40b9d4aEf1dOsgkXD0iO3OxW5Vy9OVf9Eo348Zj++GRHJRpaAvj7tnLMuKg/A08P42+XzsgbCGHNvhoAwOjMBGQncyQBUW8x6TTITtZ0+NwFQ2HUuf1obAmi0ROA0xNEo7ftv6GwiEZPEIAKcSN+iL/td+Nv+/ecsl+DVgWLQQuLUQuzTg2dRgWtWhX5ryiKaA2LCIVFtIZE+FpDcHmDaPa1wuULwhcMn7LP72tbjsGCUf2tGJWZgJH9rUgw6aL564lZKXF6/HhMf/x9WzkaPUEGnl7A3yyd0ReHa+ENhpBs1mHiBclSl0PU52nVKqRbjUi3Gjs8Looimv2tcHqCKD1xAms+fhe33nkfQvp4OFw+VDf5UOf2IywCvmAYvqAfNc3+bteh16iQfnKOoXSrEf0SjMhLM+OC1HgMSDXzi/ssrEYtZlzUH3/b2hZ4Pt5RgR+P6X/eV92oc3w30mkdr2/BgepmAEDhEBs0Ko4cIJIrQRDartYYtFDVh+Eqfh/3/vFRXHTRRZFtwuG2QOTyBuHyBdHkDcIbCCHQGkYgFIa/NYxgKAy1IECtEqBRC1CrVNBr2q8EaSI/w2LUxOwIKbloCzz98P635ahzB/DpzipMG53Rrb+1cp+iIyUlBVlZWZL9fIYd6lSgNYy1B9qary7MTOiTbetESqNSCbAatbBy3S7ZSDDpMP3CDPxtWznKnV6s3ufA1GH2cw6SXZk+REpGkwkH9u+XLPAw7FCnio/Vo9nXiniDBgUD2HxFRNRT0iwGXDcyA5/sqMAhhxvJcY0Yn5N0Tq891+lDpOQoPYp3nv0N6urqGHZIPqqavNhR5gQATMpPU+ykZkREcpGVZMIVg9Ow9kANio/WI9msQ15q3Dm//mzTh/R1DDvUQSgsomh/W/NVvj2eo6+6SM7t5nKujXqG3M+51P045GZEPyvq3H7sKm/C53urcev4LCRyBFtUMOxQB1tLG1HfEoBRq8Zlg1KlLidmxEq7OcBlN/qCWHk/St2PQ44uG5iKencAFU4v/rW7CreMzeSyElHAsEMRbn8rvj3eAAC4bGAKjAqfzTSaYqHdnMtu9B2x8H6UQz8OOVKrBEwdbse7m0tR5w5gw+FaTMq3SV1WzGPYoYivj9QhGBKRbjVgsD1e6nJikpzbzbnsRt8j5/cjnV6cXoMpw2z4eEcl9lS4kJVkwsA0/k0+H7w2RgAAV0iL/Sfn1LlsUCrnzyAiklB2shnjchIBAGsP1KDF3ypxRbGNYYcAAEeCbWvxDEmPh11Bqw0TEcWqCbnJSI3XwxcMY/V+B0RRPPuLqFNsxiKYh16B5rAOWrWAiXkpUpdDRH2InEeMSV2bWiVgylAb/vJNGU7Ue7C30oXhJxeJpa5h2OnjQhCQcMUdAIBxOUmI43o2RNQLYmXEGCDtCMbkOD0m5iXjy8N1+PJwHXJSzPw73Q38jfVx5UiGJj4FBqEVozMTpC6HiPqIWBgxJpcRjBdmJuCQoxkOlx/rD9bgupEZktYTixh2+jC3rxUVaFsKYoDWxbkciKjXyXnEmFxGMKoEAZPybXjvm1IcrW3BkRo3Lkg799mVSeYdlEOhEObPn4/c3FwYjUbk5eXhqaee6tBJSxRFPP7440hPT4fRaERhYSEOHz4sYdWxY3NJPcJQwVe2Fylqzr1CRCRXqfF6jMluG521/lANAq1hiSuKLbIOO88++yyWLVuGP/7xj9i/fz+effZZLF68GC+//HJkm8WLF+Oll17C8uXLsXnzZpjNZkyZMkXyy45y1+gJYG9V22Vk54Y3wZHmRETyNj4nCVajFi3+ELacnACWzo2sw87XX3+NadOm4dprr0VOTg5+/OMfY/LkydiyZQuAtqs6S5YswW9/+1tMmzYNI0eOxFtvvYXKykp8/PHH0hYvc5uO1UMUgUQ0w1+xT+pyiIjoLDRqFS4b2DZidntpIxpbAhJXFDtkHXYmTpyIoqIiHDp0CACwc+dOfPXVV7j66qsBACUlJaiurkZhYWHkNVarFRMmTEBxcfFp9+v3++FyuTrc+pLaZj8OOdpGF2SjVuJqiIjoXA1IjUNOsglhEVh/qBaceefcyLqD8mOPPQaXy4X8/Hyo1WqEQiH87ne/w6xZswAA1dXVAACbreO6ITabLfJcZxYtWoQnn3yy5wqXuc0l9QCAQbY4xDn8EldDRERdcfmgVJRtKkVpgwdxMEtdTkyQ9ZWd999/H++88w7effddbNu2DW+++Saef/55vPnmm+e133nz5qGpqSlyKysri1LF8lfb7MfR2hYAbbNzEhFRbEkw6XDhyalCjsMGCLL+KpcFWV/Z+c1vfoPHHnsMM2fOBACMGDECJ06cwKJFi3D77bfDbrcDABwOB9LT0yOvczgcuPDCC0+7X71eD71e36O1y9V3r+okmXUokbgeIiLqunE5idhb2QRPqx5xI38odTmyJ+s46PF4oFJ1LFGtViMcbhtyl5ubC7vdjqKiosjzLpcLmzdvRkFBQa/WGgu+e1VnfE6SxNUQEVF36bVqjM9t+zuecOltCIkcUnsmsr6yc/311+N3v/sdsrKyMGzYMGzfvh0vvPAC7rrrLgCAIAiYO3cunn76aQwcOBC5ubmYP38+MjIyMH36dGmLl6FvTg5VHGSLQ3Jc37yyRUSkFCP7J2DL4Ur44hJR3uqCPOehlgdZh52XX34Z8+fPxy9+8QvU1NQgIyMDP//5z/H4449HtnnkkUfQ0tKCe++9F06nE5deeilWrVoFg4Erd39XoyeAwzVtI7DG8aoOEVHMU6sEZKMWB9EPZcE4+IIhGLRqqcuSJVmHnfj4eCxZsgRLliw57TaCIGDhwoVYuHBh7xUWg7aeaAQA5KaYkcKrOkREipACF3bXBKBLy8XWE4245IIUqUuSJVn32aHocPtasf/kbMljT043TkREsU8A4PzybQDAjjInPIFWaQuSKYadPmBbWSPCItAvwYiMBKPU5RARURR5j2xGvCqA1rCIb483Sl2OLDHsKJy/NYS9FbyqQ0SkZDnaZgDA7oomXt3pBMOOwu2rdCEQCiPJpEN2sknqcoiIqAckqvxIi9ejNSxie6lT6nJkh2FHwcKiiJ3lTQCAUZlWCFzanIhIkQQBkXl3dpY74QuGJK5IXhh2FOx4XQuavEHoNSoMSbdIXQ4REfWgASlmpMTpEAyJ2FHmlLocWWHYUbD2N/vwDCu0ap5qIiIlEwQhMo/ajjInAq1hiSuSD34DKlSd24+yRi8EACP7W6Uuh4iIesEFaXGwGrXwt4axt7JJ6nJkg2FHoXaevKqTlxoHi1ErbTFERNQrVIKAi7ISAADby5wIh0VpC5IJhh0F8gZD2F/dNgzxwswEaYshIqJeNTTdAqNWjWZfa2SZoL6OYUeB9lQ0IRQWkRqvR0YC1wgjIupLNGoVRp3svrCttBGiyKs7DDsKEwqL2HVyuPmFmQkcbk5E1AeNzEyARiWgptmPCqdX6nIkx7CjMMdq3XD7W2HUqjHIFid1OUREJAGjVh2ZcoTD0Bl2FGdPZdvSEMP7WaBR8fQSEfVV7U1Zx2pb4PIGJa5GWvw2VBCXN4jSBg8AYFgGh5sTEfVlyXF6ZCWZIKJtVuW+jGFHQfZWtV3VyUw0wsrh5kREfV77iNw9la4+Pckgw45ChEUR+042YfGqDhERAUBOsglWoxaB1jAOVLukLkcyDDsKUdrggdvfCoNGhbxUs9TlEBGRDAiCEJlFf0+Fq88OQ2fYUYi9FW2JPT/dAg3XwSIiopOGpFugFgTUuv2oafZLXY4k+K2oAJ5AK47Vtc2SOSyDq5sTEdF/GbVqXJDWNhXJnoq+uV4Ww44C7K9qRlgEbBY9UuL0UpdDREQyM7xf2z+EDzqa+2RHZYadGCeKYmRl2+HsmExERJ3ol2BEokmLYEjEQUez1OX0OoadGFfZ5EOjJwitWsAgW7zU5RARkQwJgoDh/do7Kve9piyGnRjXflVnYFo8dBqeTiIi6twQe1tH5ZpmPxwun9Tl9Cp+O8awQGsYhx3smExERGdn1KmRl9Y2NUlfu7rDsBPDjtW50RoWYTVqkW41SF0OERHJ3IiTTVl9raMyw04MO1jd1slssD0egiBIXA0REcldvwQjEoxtHZUP9aGOygw7McoTaMWJk4t+5rNjMhERnYPvdlTe3Yeashh2YtRhhxuiCKTF65Fo1kldDhERxYgh6fFQCUBNsx/17r4xozLDToxqnydhsJ1XdYiI6NyZdBrkJLd1VD5Q3Teashh2YlCTN4iqprZhg4PZhEVERF2Uf/Ifygeqm/vE4qAMOzGovWNyZqIRZr1G4mqIiCjW5KaYodOo4Pa3orzRK3U5PY5hJ8aIothhFBYREVFXadQqDDy5OGhfaMpi2Ikxde4AGjwBqFVCZBVbIiKirhpib5uM9kiNG8GQsufcYdiJMQeqXQCA3GQz9Bq1xNUQEVGsykgwIN6gQSAUxrHaFqnL6VEMOzFEFEUcOrk8BJuwiIjofAiC8J2Oyi6Jq+lZDDsxpMLphdvfCp1GhZwUk9TlEBFRjGtvyjrR4EGLv1XianoOw04Mab+qc0FqHDQqnjoiIjo/iWYdbBY9RBGKXj6C35gxIiyKOFrbFnYG2tgxmYiIoiP/5NUdJY/KYtiJEVVOHzyBEPQaFTIT2YRFRETRMcgWF1k+oqElIHU5PYJhJ0YcqWm7qjMgxQy1iiucExFRdJh0GmRHlo9QZkdlhp0YIIoijpxswuLcOkREFG2DTnaPOFzjVuTyEQw7MaDa5YPb3wqtWkBWEpuwiIgougakxEGtEuD0BFHnVl5TFsNODGhvwspNMUOj5ikjIqLo0mlUyElu+8f04RrldVTmN6fMiaIYCTtswiIiop7S/h1z2KG8piyGHZmrbfbD5WuFRiUg52QHMiIiomiLNGV5ldeUxbAjc+0dk3OSzdCyCYuIiHqIkpuy+O0pY6Io4jCbsIiIqJcMTGtbK0tpTVkMOzJW3xKA0xOEWiVwLSwiIupxuSfnclNaUxbDjoy1d0zOSjJBr1FLXA0RESndd5uylLRWFsOOjHEUFhER9bZIU5aCJhhk2JEppyeA+pYABKFtiQgiIqLe0N6U1eQNotbtl7qcqGDYkaljdS0AgH4JRhi0bMIiIqLe0WFUlsMtcTXRwbAjUyUnww6v6hARUW8bZFNWUxbDjgz5giFUOL0AgAGp7K9DRES9Kyf5v01ZShiVxbAjQ8frWyCKQLJZB6tRK3U5RETUx+g0qsjC08dqY78pi2FHhkpq25qwctmERUREEslLbfsOOnqyW0Usk33YqaiowG233Ybk5GQYjUaMGDEC3377beR5URTx+OOPIz09HUajEYWFhTh8+LCEFZ+fUFjE8XoPAGBAKsMOERFJIzfFDAEn12j0BqUu57zIOuw0NjbikksugVarxb///W/s27cPf/jDH5CYmBjZZvHixXjppZewfPlybN68GWazGVOmTIHP55Ow8u6rcHoRCIVh1KphtxikLoeIiPook06DjAQjgP+OEI5VGqkLOJNnn30WmZmZWLFiReSx3NzcyP+LooglS5bgt7/9LaZNmwYAeOutt2Cz2fDxxx9j5syZvV7z+WpvGx2QaoYgCBJXQ0REfdmAVDMqnF4crXXjwswEqcvpNllf2fnHP/6BsWPH4qabbkJaWhpGjx6NP/3pT5HnS0pKUF1djcLCwshjVqsVEyZMQHFxsRQlnxdRFCPpmUPOiYhIanknRwRXOL3wBkMSV9N9sg47x44dw7JlyzBw4EB8/vnnuP/++/HLX/4Sb775JgCguroaAGCz2Tq8zmazRZ7rjN/vh8vl6nCTgzp3AM2+VqhVAjKTuPAnERFJy2rUIiVOB1EEjsdwU5asw044HMZFF12EZ555BqNHj8a9996Le+65B8uXLz+v/S5atAhWqzVyy8zMjFLF56d9IsGsJBO0almfGiIi6iPa53s7GsND0Lv1jTpgwADU19ef8rjT6cSAAQPOu6h26enpGDp0aIfHhgwZgtLSUgCA3W4HADgcjg7bOByOyHOdmTdvHpqamiK3srKyqNV8Po7VneyvwyYsIiKSifYh6CfqPQiGwhJX0z3dCjvHjx9HKHRq253f70dFRcV5F9XukksuwcGDBzs8dujQIWRnZwNo66xst9tRVFQUed7lcmHz5s0oKCg47X71ej0sFkuHm9Ra/K1wuNoWXOP8OkREJBepcXrEGzRoDYsoa/BIXU63dGk01j/+8Y/I/3/++eewWq2R+6FQCEVFRcjJyYlacQ899BAmTpyIZ555BjfffDO2bNmC1157Da+99hoAQBAEzJ07F08//TQGDhyI3NxczJ8/HxkZGZg+fXrU6ugN7U1YNoseZr2sB8kREVEfIggC8lLisKPciaO1LTG5jFGXvlXbA4QgCLj99ts7PKfVapGTk4M//OEPUStu3Lhx+OijjzBv3jwsXLgQubm5WLJkCWbNmhXZ5pFHHkFLSwvuvfdeOJ1OXHrppVi1ahUMhtiao6Y97PCqDhERyc2AVDN2lDtxrM6NcDgNKlVsTY3SpbATDre11eXm5uKbb75BSkpKjxT1Xddddx2uu+660z4vCAIWLlyIhQsX9ngtPaU1HEZZY9ulwdxkhh0iIpKXfglG6DUq+IJhVDX50C/RKHVJXdKtPjslJSW9EnT6ikqnD8GQCJNOjdR4vdTlEBERdaBSCZHBM7E4KqvbnUOKiopQVFSEmpqayBWfdm+88cZ5F9aXtM9dkJPMWZOJiEieclPN2F/djJL6FlyGVKnL6ZJuhZ0nn3wSCxcuxNixY5Gens4v6PN0vL497HAiQSIikqesJBNUAuD0BNHoCSDRpJO6pHPWrbCzfPlyrFy5Ej/5yU+iXU+f0+QNotEThCC0vZGIiIjkSK9Ro1+iEWUNXpTUtSAxK3bCTrf67AQCAUycODHatfRJ7U1YGVYj9Fq1xNUQERGdXvsgmpIYWzqiW2HnZz/7Gd59991o19InsQmLiIhiRfv0KJVOL/ytsbMwaLeasXw+H1577TWsWbMGI0eOhFar7fD8Cy+8EJXilK41FEZZoxcAkMP5dYiISOYSTDokmrRo9ARRWu/BQFu81CWdk26FnV27duHCCy8EAOzZs6fDc+ysfO7KnV6EwiLi9Bokm2On7ZOIiPqu3BQzGkudKKlrUXbYWbduXbTr6JP+O+TcxJBIREQxITfFjG2lThyv9yAsilDFwPdXt/rs0PkTRRHH69tmTWYTFhERxYp0a9tsyt5gCA6XT+pyzkm3ruxceeWVZ7wSsXbt2m4X1Fc4vUE0eYNQCUBmIjsnExFRbFCrBGQnmXCoxo2SuhakW+W/dES3wk57f512wWAQO3bswJ49e05ZIJQ6196E1S/BCJ2GF9iIiCh25KaYI2FnYp78l4/qVth58cUXO338iSeegNsde2tmSCHShMWFP4mIKMZkJ5shAKhzB+DyBWExaM/6GilF9ZLCbbfdxnWxzkEwFEYFh5wTEVGMMurUsFsNAP7bUiFnUQ07xcXFMBgM0dylIpU3ehESRcQbNEg0yTsNExERdaZ9gsFYmE25W81YN954Y4f7oiiiqqoK3377LebPnx+VwpSs9GQTVnYSh5wTEVFsyk0x4+uj9Shr9CIYCkOrlm//026FHavV2uG+SqXC4MGDsXDhQkyePDkqhSnZiYa2FJzFJSKIiChGJZt1iDdo0OxrRXmjN3KlR466FXZWrFgR7Tr6DFf7KucAsjjknIiIYpQgCMhONmFPhQsn6luUF3babd26Ffv37wcADBs2DKNHj45KUUpW2tDWhGW3GrjKORERxbScZDP2VLgiI4zlqlthp6amBjNnzsT69euRkJAAAHA6nbjyyivx3nvvITU1NZo1KsqJk2+IrCRe1SEiotiWmWiCSgCavEE0egJINMlzncdu9SZ64IEH0NzcjL1796KhoQENDQ3Ys2cPXC4XfvnLX0a7RsUIh0WUNp7snMz+OkREFON0GhUyEtpmUD4h46s73Qo7q1atwiuvvIIhQ4ZEHhs6dCiWLl2Kf//731ErTmkczT4EWsPQa1SwWThEn4iIYl/75LjH6+U7BL1bYSccDkOrPXV+GK1Wi3A4fN5FKdV3m7BiYZVYIiKis2lvqShv9KI1JM8M0K2wc9VVV+HBBx9EZWVl5LGKigo89NBDmDRpUtSKUxr21yEiIqVJNusQp9cgFBZR7vRKXU6nuhV2/vjHP8LlciEnJwd5eXnIy8tDbm4uXC4XXn755WjXqAi+YAgOlw8A++sQEZFyCIKAnJPfayfq5Nlvp1ujsTIzM7Ft2zasWbMGBw4cAAAMGTIEhYWFUS1OScoaPBABJJl0iJf5gmlERERdkZ1sxp5KF47Xt+ByyG9Edpeu7KxduxZDhw6Fy+WCIAj44Q9/iAceeAAPPPAAxo0bh2HDhuHLL7/sqVpj2omT8+tw1mQiIlKazCQjVALg9Abh9ASkLucUXQo7S5YswT333AOLxXLKc1arFT//+c/xwgsvRK04pRDF//bXYRMWEREpjV6jRrpVvkPQuxR2du7cialTp572+cmTJ2Pr1q3nXZTSNLcCbn8r1CoB/U7OR0BERKQk7f125DgEvUthx+FwdDrkvJ1Go0Ftbe15F6U0Dm/brzkjwSDrVWGJiIi6K/vkfDtyHILepW/efv36Yc+ePad9fteuXUhPTz/vopTG4Wv7NWcnyXeRNCIiovOREtc2BL01LKJCZkPQuxR2rrnmGsyfPx8+n++U57xeLxYsWIDrrrsuasUpglqLOn/bBILsr0NERErVvgo6ANktDNqloee//e1v8eGHH2LQoEGYM2cOBg8eDAA4cOAAli5dilAohP/93//tkUJjlaH/UIREAWadGslmeS6QRkREFA3ZSSbsrXThRH0LIKMh6F0KOzabDV9//TXuv/9+zJs3D6IoAmhLc1OmTMHSpUths9l6pNBYZci9CEDbkHOBS0QQEZGCZSWZIAhAoycIlzcIi1Ee88p1eVLB7Oxs/Otf/0JjYyOOHDkCURQxcOBAJCYm9kR9Mc94Muywvw4RESmdXqtGutWASqcPx+tbMLJ/gtQlAejmDMoAkJiYiHHjxkWzFsVp8IagS8sFIHI9LCIi6hNyks0nw45HNmGH46B70E6HHwCQqBNh1KklroaIiKjn5USGoHvQGpbHEHSGnR60o7ot7KQZRIkrISIi6h0pcTqYdGoEQyIqnaeO3pYCw04PCYdF7HS0rQ9iM8gj2RIREfW0jkPQ5TGbMsNOD/p1QQKavn4PyXpe2SEior6jvSnrRJ085tth2OkhKpWA4Wl6OL98GyqOOCcioj4kK8kEAUCDJwBPq9TVMOwQERFRlBm0atitBgD/XTJJStJXQERERIqTfXLKlfbFsKUkfQVERESkOO2roNf4BECQNm4w7BAREVHUpVn0MGhVCIoC9BmDJa2FYYeIiIiiTiUIkdUDDAPGSFuLpD+diIiIFKu9Kat9nUipMOwQERFRj2jvpKyzX4AmX0iyOhh2iIiIqEeY9RpYtWGEmuvhaGHYISIiIgX6QVorKpbdiUHJOslqYNghIiKiHqNXS10Bww4REREpHMMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESlaTIWd3//+9xAEAXPnzo085vP5MHv2bCQnJyMuLg4zZsyAw+GQrkgiIiKSlZgJO9988w1effVVjBw5ssPjDz30EP75z3/igw8+wIYNG1BZWYkbb7xRoiqJiIhIbmIi7LjdbsyaNQt/+tOfkJiYGHm8qakJr7/+Ol544QVcddVVGDNmDFasWIGvv/4amzZtkrBiIiIikouYCDuzZ8/Gtddei8LCwg6Pb926FcFgsMPj+fn5yMrKQnFxcW+XSURERDKkkbqAs3nvvfewbds2fPPNN6c8V11dDZ1Oh4SEhA6P22w2VFdXn3affr8ffr8/ct/lckWtXiIiIpIXWV/ZKSsrw4MPPoh33nkHBoMhavtdtGgRrFZr5JaZmRm1fRMREZG8yDrsbN26FTU1Nbjoooug0Wig0WiwYcMGvPTSS9BoNLDZbAgEAnA6nR1e53A4YLfbT7vfefPmoampKXIrKyvr4SMhIiIiqci6GWvSpEnYvXt3h8fuvPNO5Ofn49FHH0VmZia0Wi2KioowY8YMAMDBgwdRWlqKgoKC0+5Xr9dDr9f3aO1EREQkD7IOO/Hx8Rg+fHiHx8xmM5KTkyOP33333Xj44YeRlJQEi8WCBx54AAUFBbj44oulKJmIiIhkRtZh51y8+OKLUKlUmDFjBvx+P6ZMmYJXXnlF6rKIiIhIJmIu7Kxfv77DfYPBgKVLl2Lp0qXSFERERESyJusOykRERETni2GHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUTdZhZ9GiRRg3bhzi4+ORlpaG6dOn4+DBgx228fl8mD17NpKTkxEXF4cZM2bA4XBIVDERERHJjazDzoYNGzB79mxs2rQJq1evRjAYxOTJk9HS0hLZ5qGHHsI///lPfPDBB9iwYQMqKytx4403Slg1ERERyYlG6gLOZNWqVR3ur1y5Emlpadi6dSsuu+wyNDU14fXXX8e7776Lq666CgCwYsUKDBkyBJs2bcLFF18sRdlEREQkI7K+svN9TU1NAICkpCQAwNatWxEMBlFYWBjZJj8/H1lZWSguLj7tfvx+P1wuV4cbERERKVPMhJ1wOIy5c+fikksuwfDhwwEA1dXV0Ol0SEhI6LCtzWZDdXX1afe1aNEiWK3WyC0zM7MnSyciIiIJxUzYmT17Nvbs2YP33nvvvPc1b948NDU1RW5lZWVRqJCIiIjkSNZ9dtrNmTMHn376Kb744gv0798/8rjdbkcgEIDT6exwdcfhcMBut592f3q9Hnq9vidLJiIiIpmQ9ZUdURQxZ84cfPTRR1i7di1yc3M7PD9mzBhotVoUFRVFHjt48CBKS0tRUFDQ2+USERGRDMn6ys7s2bPx7rvv4pNPPkF8fHykH47VaoXRaITVasXdd9+Nhx9+GElJSbBYLHjggQdQUFDAkVhEREQEQOZhZ9myZQCAK664osPjK1aswB133AEAePHFF6FSqTBjxgz4/X5MmTIFr7zySi9XSkRERHIl67AjiuJZtzEYDFi6dCmWLl3aCxURERFRrJF1nx0iIiKi88WwQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKppiws3TpUuTk5MBgMGDChAnYsmWL1CURERGRDCgi7Pz1r3/Fww8/jAULFmDbtm0YNWoUpkyZgpqaGqlLIyIiIokpIuy88MILuOeee3DnnXdi6NChWL58OUwmE9544w2pSyMiIiKJxXzYCQQC2Lp1KwoLCyOPqVQqFBYWori4WMLKiIiISA40Uhdwvurq6hAKhWCz2To8brPZcODAgU5f4/f74ff7I/ebmpoAAC6XK6q1ud1uAED54b3wez1R3Xe0OEqPAgCqjx/CUbNJ4mo6xxqjgzVGB2uMDtYYHbFQY215CYC278Rof8+2708UxTNvKMa4iooKEYD49ddfd3j8N7/5jTh+/PhOX7NgwQIRAG+88cYbb7zxpoBbWVnZGbNCzF/ZSUlJgVqthsPh6PC4w+GA3W7v9DXz5s3Dww8/HLkfDofR0NCA5ORkCILQo/VKweVyITMzE2VlZbBYLFKXE3VKPz5A+ceo9OMDlH+MPL7YF4vHKIoimpubkZGRccbtYj7s6HQ6jBkzBkVFRZg+fTqAtvBSVFSEOXPmdPoavV4PvV7f4bGEhIQerlR6FoslZt7A3aH04wOUf4xKPz5A+cfI44t9sXaMVqv1rNvEfNgBgIcffhi33347xo4di/Hjx2PJkiVoaWnBnXfeKXVpREREJDFFhJ1bbrkFtbW1ePzxx1FdXY0LL7wQq1atOqXTMhEREfU9igg7ADBnzpzTNlv1dXq9HgsWLDil6U4plH58gPKPUenHByj/GHl8sU/JxyiI4tnGaxERERHFrpifVJCIiIjoTBh2iIiISNEYdoiIiEjRGHZi3KJFizBu3DjEx8cjLS0N06dPx8GDB8/4mpUrV0IQhA43g8HQSxV3zRNPPHFKrfn5+Wd8zQcffID8/HwYDAaMGDEC//rXv3qp2u7Jyck55RgFQcDs2bM73V7u5++LL77A9ddfj4yMDAiCgI8//rjD86Io4vHHH0d6ejqMRiMKCwtx+PDhs+536dKlyMnJgcFgwIQJE7Bly5YeOoKzO9MxBoNBPProoxgxYgTMZjMyMjLw05/+FJWVlWfcZ3fe6z3lbOfwjjvuOKXWqVOnnnW/sXIOAXT6mRQEAc8999xp9ymnc3gu3w0+nw+zZ89GcnIy4uLiMGPGjFMm6P2+7n5+pcawE+M2bNiA2bNnY9OmTVi9ejWCwSAmT56MlpaWM77OYrGgqqoqcjtx4kQvVdx1w4YN61DrV199ddptv/76a9x66624++67sX37dkyfPh3Tp0/Hnj17erHirvnmm286HN/q1asBADfddNNpXyPn89fS0oJRo0Zh6dKlnT6/ePFivPTSS1i+fDk2b94Ms9mMKVOmwOfznXaff/3rX/Hwww9jwYIF2LZtG0aNGoUpU6agpqampw7jjM50jB6PB9u2bcP8+fOxbds2fPjhhzh48CBuuOGGs+63K+/1nnS2cwgAU6dO7VDrX/7ylzPuM5bOIYAOx1ZVVYU33ngDgiBgxowZZ9yvXM7huXw3PPTQQ/jnP/+JDz74ABs2bEBlZSVuvPHGM+63O59fWYjG+lQkHzU1NSIAccOGDafdZsWKFaLVau29os7DggULxFGjRp3z9jfffLN47bXXdnhswoQJ4s9//vMoV9ZzHnzwQTEvL08Mh8OdPh9L5w+A+NFHH0Xuh8Nh0W63i88991zkMafTKer1evEvf/nLafczfvx4cfbs2ZH7oVBIzMjIEBctWtQjdXfF94+xM1u2bBEBiCdOnDjtNl19r/eWzo7v9ttvF6dNm9al/cT6OZw2bZp41VVXnXEbuZ5DUTz1u8HpdIparVb84IMPItvs379fBCAWFxd3uo/ufn7lgFd2FKZ9BfekpKQzbud2u5GdnY3MzExMmzYNe/fu7Y3yuuXw4cPIyMjAgAEDMGvWLJSWlp522+LiYhQWFnZ4bMqUKSguLu7pMqMiEAjg7bffxl133XXGddpi6fx9V0lJCaqrqzucI6vVigkTJpz2HAUCAWzdurXDa1QqFQoLC2PmvDY1NUEQhLMuS9OV97rU1q9fj7S0NAwePBj3338/6uvrT7ttrJ9Dh8OBzz77DHffffdZt5XrOfz+d8PWrVsRDAY7nJP8/HxkZWWd9px05/MrFww7ChIOhzF37lxccsklGD58+Gm3Gzx4MN544w188sknePvttxEOhzFx4kSUl5f3YrXnZsKECVi5ciVWrVqFZcuWoaSkBD/4wQ/Q3Nzc6fbV1dWnzJxts9lQXV3dG+Wet48//hhOpxN33HHHabeJpfP3fe3noSvnqK6uDqFQKGbPq8/nw6OPPopbb731jOsNdfW9LqWpU6firbfeQlFREZ599lls2LABV199NUKhUKfbx/o5fPPNNxEfH3/WJh65nsPOvhuqq6uh0+lOCeBnOifd+fzKhWJmUCZg9uzZ2LNnz1nbiAsKClBQUBC5P3HiRAwZMgSvvvoqnnrqqZ4us0uuvvrqyP+PHDkSEyZMQHZ2Nt5///1z+ldWrHn99ddx9dVXn3EF31g6f31dMBjEzTffDFEUsWzZsjNuG0vv9ZkzZ0b+f8SIERg5ciTy8vKwfv16TJo0ScLKesYbb7yBWbNmnXUggFzP4bl+NygZr+woxJw5c/Dpp59i3bp16N+/f5deq9VqMXr0aBw5cqSHqouehIQEDBo06LS12u32U0YTOBwO2O323ijvvJw4cQJr1qzBz372sy69LpbOX/t56Mo5SklJgVqtjrnz2h50Tpw4gdWrV3d5FemzvdflZMCAAUhJSTltrbF6DgHgyy+/xMGDB7v8uQTkcQ5P991gt9sRCATgdDo7bH+mc9Kdz69cMOzEOFEUMWfOHHz00UdYu3YtcnNzu7yPUCiE3bt3Iz09vQcqjC63242jR4+ettaCggIUFRV1eGz16tUdroTI1YoVK5CWloZrr722S6+LpfOXm5sLu93e4Ry5XC5s3rz5tOdIp9NhzJgxHV4TDodRVFQk2/PaHnQOHz6MNWvWIDk5ucv7ONt7XU7Ky8tRX19/2lpj8Ry2e/311zFmzBiMGjWqy6+V8hye7bthzJgx0Gq1Hc7JwYMHUVpaetpz0p3Pr2xI3EGaztP9998vWq1Wcf369WJVVVXk5vF4Itv85Cc/ER977LHI/SeffFL8/PPPxaNHj4pbt24VZ86cKRoMBnHv3r1SHMIZ/epXvxLXr18vlpSUiBs3bhQLCwvFlJQUsaamRhTFU49t48aNokajEZ9//nlx//794oIFC0StVivu3r1bqkM4J6FQSMzKyhIfffTRU56LtfPX3Nwsbt++Xdy+fbsIQHzhhRfE7du3R0Yi/f73vxcTEhLETz75RNy1a5c4bdo0MTc3V/R6vZF9XHXVVeLLL78cuf/ee++Jer1eXLlypbhv3z7x3nvvFRMSEsTq6upePz5RPPMxBgIB8YYbbhD79+8v7tixo8Pn0u/3R/bx/WM823tdLsfX3Nws/vrXvxaLi4vFkpIScc2aNeJFF10kDhw4UPT5fKc9vlg6h+2amppEk8kkLlu2rNN9yPkcnst3w3333SdmZWWJa9euFb/99luxoKBALCgo6LCfwYMHix9++GHk/rl8fuWIYSfGAej0tmLFisg2l19+uXj77bdH7s+dO1fMysoSdTqdaLPZxGuuuUbctm1b7xd/Dm655RYxPT1d1Ol0Yr9+/cRbbrlFPHLkSOT57x+bKIri+++/Lw4aNEjU6XTisGHDxM8++6yXq+66zz//XAQgHjx48JTnYu38rVu3rtP3ZPsxhMNhcf78+aLNZhP1er04adKkU447OztbXLBgQYfHXn755chxjx8/Xty0aVMvHdGpznSMJSUlp/1crlu3LrKP7x/j2d7rvelMx+fxeMTJkyeLqampolarFbOzs8V77rnnlNASy+ew3auvvioajUbR6XR2ug85n8Nz+W7wer3iL37xCzExMVE0mUzij370I7GqquqU/Xz3Nefy+ZUjrnpOREREisY+O0RERKRoDDtERESkaAw7REREpGgMO0RERKRoDDtERESkaAw7REREpGgMO0RERKRoDDtERESkaAw7RCRr69evhyAIpyxYqPSfTUTRw7BDRLI2ceJEVFVVwWq1AgBWrlyJhIQESX42EcUmjdQFEBGdiU6ng91u7/WfGwwGJfvZRBRdvLJDRD0qJycHS5Ys6fDYhRdeiCeeeAIAIAgC/vznP+NHP/oRTCYTBg4ciH/84x+Rbb/blLR+/XrceeedaGpqgiAIEAQhsp+z1fDUU0/h1ltvhdlsRr9+/bB06dIO2wiCgGXLluGGG26A2WzG7373u06bsTZu3IgrrrgCJpMJiYmJmDJlChobGwEA4XAYixYtQm5uLoxGI0aNGoW//e1v3fq9EVH0MOwQkeSefPJJ3Hzzzdi1axeuueYazJo1Cw0NDadsN3HiRCxZsgQWiwVVVVWoqqrCr3/963P6Gc899xxGjRqF7du347HHHsODDz6I1atXd9jmiSeewI9+9CPs3r0bd9111yn72LFjByZNmoShQ4eiuLgYX331Fa6//nqEQiEAwKJFi/DWW29h+fLl2Lt3Lx566CHcdttt2LBhQzd+K0QULWzGIiLJ3XHHHbj11lsBAM888wxeeuklbNmyBVOnTu2wnU6ng9VqhSAIXW5euuSSS/DYY48BAAYNGoSNGzfixRdfxA9/+MPINv/zP/+DO++8M3L/2LFjHfaxePFijB07Fq+88krksWHDhgEA/H4/nnnmGaxZswYFBQUAgAEDBuCrr77Cq6++issvv7xL9RJR9DDsEJHkRo4cGfl/s9kMi8WCmpqaqP6M9gDy3fvfb14bO3bsGfexY8cO3HTTTZ0+d+TIEXg8ng7hCQACgQBGjx7d9YKJKGoYdoioR6lUKoii2OGxYDDY4b5Wq+1wXxAEhMPhHq/t+8xm8xmfNxqNp33O7XYDAD777DP069evw3N6vf78iyOibmOfHSLqUampqaiqqorcd7lcKCkp6fb+dDpdpI9MV2zatOmU+0OGDOnSPkaOHImioqJOnxs6dCj0ej1KS0txwQUXdLhlZmZ2uV4iih5e2SGiHnXVVVdh5cqVuP7665GQkIDHH38carW62/vLycmB2+1GUVERRo0aBZPJBJPJdNbXbdy4EYsXL8b06dOxevVqfPDBB/jss8+69LPnzZuHESNG4Be/+AXuu+8+6HQ6rFu3DjfddBNSUlLw61//Gg899BDC4TAuvfRSNDU1YePGjbBYLLj99tu7e8hEdJ54ZYeIetS8efNw+eWX47rrrsO1116L6dOnIy8vr9v7mzhxIu677z7ccsstSE1NxeLFi8/pdb/61a/w7bffYvTo0Xj66afxwgsvYMqUKV362YMGDcJ//vMf7Ny5E+PHj0dBQQE++eQTaDRt/2586qmnMH/+fCxatAhDhgzB1KlT8dlnnyE3N7fLx0lE0SOI329MJyJSmJycHMydOxdz586VuhQikgCv7BAREZGiMewQUUz78ssvERcXd9obERGbsYgopnm9XlRUVJz2+QsuuKAXqyEiOWLYISIiIkVjMxYREREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKdr/D824N4MD7PDpAAAAAElFTkSuQmCC\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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WnRFJ4Vh9O/42Wn0tTBzY8jgrM7eCEs2fJSIiXYTCTheUV1lPUZUDH4vBiOSOb9U5qldUEH1jgjBN+GxnkQYbFBGRLkFhpwvafrgSgNS4EAKtnTvjx0UDYvDzMcirrCeroKpTry0iItIWCjtdjKOxmT1F1QAM7XHm81+drRB/P8b1jgRg7d4S1FdZREQ8ncJOF7OzsIomp0lUkJX4UH+31DAyOZxQf19qGprZXaU/QiIi4tn0k6oLMU2T7YdbJvkckhiKYXTc6+an4muxML5fNAC77T74BEW4pQ4REZHTobDThRRVOSiubumYPCih8x9hHat/bDAJYf40mwZhF8xway0iIiKnorDThWTlt7Tq9I0Jwt/Px621GIbBBf1bWneCh19CdkWjW+sRERE5GYWdLsJpmq6OyQPj3duqc1RCWABJgc0YhoWXvra7uxwREZETUtjpIg6X11Hb0IzN10JKZKC7y3EZEt6M2dRIZmEDq3YVubscERGR4yjsdBG7i1rGtOkXG9yh82CdqWBfsG95H4A/fZhFU7PeRRcREc+isNMFNDtN9h55hDUgLsTN1RzPvvZ1gq0GuwureSczz93liIiItKKw0wXkltdS3+gkwM+HpPAAd5dzHKejhqsHBgPw6Ke7NSu6iIh4FIWdLmB3YcsjrP6xwVg86BHWsab1CyI2xMah8jpe35jj7nJERERcFHY8nNM0OVBSA7T01/FUNl+D+Rf3A+CJlXupa2h2c0UiIiItFHY8XH5lPfWNTmy+FhI98BHWsX5yTgpJEQEUVTl4KSPb3eWIiIgACjse70BxS6tOr+ggj3oL60SsvhZumzwAgKdW76OqXgMNioiI+ynseLj9JS1vYfWJDnJzJafnB6N60DcmiIraRv7x+QF3lyMiIqKw48nKaxsor23EYkDPKM8ZSPBUfCwGCy5JBeDZLw5QXtPg5opERKS7U9jxYEcfYSVFBGLzde9cWGdi2tB4hiSGUu1o4unV+9xdjoiIdHMKOx5s/5G3sHp3kUdYR1ksBr+e0tK688LabArt9W6uSEREujOFHQ/laGwmr7IO6Dr9dY41ITWGMT0jcDQ5eXLlXneXIyIi3ZjCjofKLa/DNCEi0I/QAD93l3PGDMPgzqktrTvLNuaQW1br5opERKS7UtjxUAdLWx5h9Yzqeq06R53bJ4oL+kfT2Gzy6Kd73F2OiIh0Uwo7Hsg0TQ4eaQlJiewab2GdzNG+O29/dYi9R2ZuFxER6UwKOx6ooq6RqvomfAyDpAjPHjX5u4xIDmfK4DicJjy8fLe7yxERkW7IrWFnzZo1XHHFFSQmJmIYBu+8845rW2NjI3fddRfDhg0jKCiIxMRErr/+evLy8lqdo1evXhiG0Wq5//77O/mbtK+c0pZWnYRwf/x8un4evWNKKoYBH35TwLbDle4uR0REuhm3/iStqalhxIgRLF269LhttbW1bNmyhXvuuYctW7bw1ltvsWvXLr7//e8ft+99991Hfn6+a5k/f35nlN9hjj7C6tnFH2EdlRofwpUjEgH48393ubkaERHpbnzdefFp06Yxbdq0E24LCwtj+fLlrdY9+eSTjBs3jpycHFJSUlzrQ0JCiI+P79BaO0uz0+RQ+ZH+Ol1k1OTTcdvkAby/NZ9Vu4rZlF3G2F6R7i5JRES6iS71jKSyshLDMAgPD2+1/v777ycqKopRo0bx0EMP0dTU5J4C20F+ZR2NzSYBfj7EBNvcXU676RUdxI/HJgPw4Ce7ME3TzRWJiEh34daWnTNRX1/PXXfdxXXXXUdoaKhr/S233MLo0aOJjIxk7dq1LFy4kPz8fB5++OGTnsvhcOBwOFyf7XZ7h9Z+Jg6VtwwkmBwZgGF49iznZ+qWSf14c8shNhwo4/M9JVw4IMbdJYmISDfQJcJOY2MjP/7xjzFNk6eeeqrVtgULFrh+PXz4cKxWKzfddBNLlizBZjtxy8iSJUu49957O7TmtjoadpIivOcR1lEJYQH87NyePPvFAf78311c0D/a6wKdiIh4Ho9/jHU06Bw8eJDly5e3atU5kbS0NJqamsjOzj7pPgsXLqSystK15ObmtnPVbdPU7KSgsmUeqa7+yvnJ3DyhL4FWH7YequST7YXuLkdERLoBjw47R4POnj17+PTTT4mKivrOYzIzM7FYLMTGxp50H5vNRmhoaKvFE+RX1tNsmgTZfAjvglNEnI7oYBuzzu8NwMPLd9HsVN8dERHpWG59jFVdXc3evd9OEnngwAEyMzOJjIwkISGBH/7wh2zZsoUPPviA5uZmCgoKAIiMjMRqtZKRkcH69euZOHEiISEhZGRkcPvttzNjxgwiIiLc9bXa7NhHWN78eOcXF/ThxbXZ7C6s5r2vD/ODUUnuLklERLyYW1t2Nm3axKhRoxg1ahTQ0v9m1KhRLFq0iMOHD/Pee+9x6NAhRo4cSUJCgmtZu3Yt0NJCs2zZMi666CKGDBnC//3f/3H77bfzzDPPuPNrtVnukVfOvfUR1lFhAX78ckJfAB5ZvofGZqebKxIREW/m1padCRMmnPIV5O96PXn06NGsW7euvctyi8ZmJ4X2lv46yV7YOfl/3XBeL577Ipucslr+tSmX6Wk93V2SiIh4KY/us9Od5FXU4TQhxN+XUP8u8ZLcWQm0+jJvYkvrzmOf7qG2oeuOjSQiIp5NYcdDuPrrhHvf+Don89O0nqREBlJU5eDZzw+4uxwREfFSCjseIq+yJez08PL+Osey+lq4c2oqAE+v3kdJteM7jhARETlzCjseoMnppNDe8oM+Mbz7hB2Ay4clMCIpjJqGZh5fscfd5YiIiBdS2PEARXYHzc6W+bC8dXydk7FYDH4zbRAAr67PYX9xtZsrEhERb6Ow4wEOV7Q8wkoM9+82/XWOld43ikkDY2lymjz48S53lyMiIl5GYccD5B0JOz262SOsY901bSAWAz7eXsDmg2XuLkdERLyIwo6bmaZJ/pH5sLpbf51jDYgL4cdjkwH404c7v3OMJRERkdOlsONmpTUNOJqc+PkYxASfeJb27uL2Swbg72dh88FyPvymwN3liIiIl1DYcbOj/XXiw/yxWLpff51jxYX6M+fCloEG//RhFvWNzW6uSEREvIHCjpu5+uuEdd9HWMe6+aK+JIb5c7iijr+t3u/uckRExAso7LjZ0f46Cd24v86xAqw+/PbyllfRn1q919XyJSIi0lYKO25U42iiqr5lTqj4UH83V+M5Lh+WQFrvSOobnfzpwyx3lyMiIl2c98846cEKjsxyHhVsxerbtXNnVlb7hpIf97ewMRv+szWfcyMzGBL7beft6OhoUlJS2vV6IiLivRR23Mj1CKsLt+rYy4oBmDFjRrufO3LKrwgZdRl3vb6J/BdvA9MJQEBgIDuzshR4RETktCjsuFHBkbATH9Z1w05dtR2Ay2/6HanDx7TruR3N8Em+CXF9uGrJW/QJcVKYs49XHriTkpIShR0RETktCjtu4nSaFB55jOUN/XWiEnuS1H9Iu593fFAFq3YXs6PKytihPdv9/CIi4v3a1FGkT58+lJaWHre+oqKCPn36nHVR3UFpTQNNThOrj4XIIKu7y/FYw3qEERtiw9HkZM3uEneXIyIiXVCbwk52djbNzccP+OZwODh8+PBZF9Ud5Fd+O5hgd5z883RZLAYXD4zFAHYVVlFQp98rERE5M2f0GOu9995z/fqTTz4hLCzM9bm5uZkVK1bQq1evdivOmxV40SOsjhYX6s+I5HAycyv4qswXw7d7T6shIiJn5ozCzlVXXQWAYRjMnDmz1TY/Pz969erFX/7yl3Yrzpt5Q+fkzpTeJ4q9RdVUO5oIG3+du8sREZEu5IzCjtPZ8upv79692bhxI9HR0R1SlLerb2ymvLYRUNg5XVZfCxNTY3h/az6h437AgYpGRru7KBER6RLa1GfnwIEDCjpn4egjrPAAPwL8fNxcTdfRJyaYHgFODIsPT22qpNlpurskERHpAtr86vmKFStYsWIFRUVFrhafo5577rmzLsyb6RFW242IaCK3opG9ZUE898UBZl+ot/9EROTU2tSyc++99zJlyhRWrFhBSUkJ5eXlrRY5NYWdtgvwhfLPWsL0Q//dxe7CKjdXJCIinq5NLTtPP/00L7zwAj/72c/aux6vZ5qm6zFWV54mwp2qv/6ES278NVvyHdz+eiZv/2p8l59bTEREOk6bfkI0NDRw3nnntXct3UJ5bSOOJie+FoOoYL1C3Va/GhtGeKAf2/PsPLFyj7vLERERD9amsPOLX/yCV199tb1r6RaOPsKKDbXhY9EAeW0VGeDD/101DICln+1lS44en4qIyIm16TFWfX09zzzzDJ9++inDhw/Hz8+v1faHH364XYrzRvn2lpGTE0ID3FxJ13f58AT+uyORdzPzuONfX/PhLRcQYNXbbSIi0lqbws7WrVsZOXIkANu2bWu1TVMfnJo6J7ev+74/lPX7yzhQUsOfPsziD1cNdXdJIiLiYdoUdj777LP2rqNbaGhyUlrdACjstJewQD8e+tFwfvbsBv657iDn9Y1i2rAEd5clIiIeRK+wdKKiqnpMINjmS7CtzUMcyf+4oH8MNx0Zb+f//XsrB0tr3FyRiIh4kjb9xJ04ceIpH1etXLmyzQV5M03+2XF+PTWVTQfL2XywnF+9soU3bz4Pf41OLSIitLFlZ+TIkYwYMcK1DB48mIaGBrZs2cKwYcPau0avUWR3ABAXqlfO25ufj4UnfzqKiCOvo//xPzvcXZKIiHiINrXsPPLIIydc//vf/57q6uqzKsibFdqPvnaulp2OkBAWwCM/GckNz2/k5XU5pPWO4ooRie4uS0RE3Kxd++zMmDHjjObFWrNmDVdccQWJiYkYhsE777zTartpmixatIiEhAQCAgKYPHkye/a0HkCurKyM6dOnExoaSnh4OLNmzfLIwFXX0Iy9vgmAuBC17HSUCamxzJ3YF4DfvLmVvUWe92dBREQ6V7uGnYyMDPz9T7/VoqamhhEjRrB06dITbn/wwQd5/PHHefrpp1m/fj1BQUFMnTqV+vp61z7Tp09n+/btLF++nA8++IA1a9YwZ86cs/4u7a2w6tuZzm3qS9Khbp88gLTekdQ0NDP7pU1U1ja6uyQREXGjNj3Guvrqq1t9Nk2T/Px8Nm3axD333HPa55k2bRrTpk074TbTNHn00Ue5++67ufLKKwF46aWXiIuL45133uHaa68lKyuLjz/+mI0bNzJ27FgAnnjiCS677DL+/Oc/k5joOY8wvu2vo0dYHc3Xx8KTPx3NVUu/5EBJDXNf3cILN56Dr49ePhQR6Y7a9K9/WFhYqyUyMpIJEybw4Ycfsnjx4nYp7MCBAxQUFDB58uRW101LSyMjIwNoaUkKDw93BR2AyZMnY7FYWL9+/UnP7XA4sNvtrZaOdrS/jjond46YEBt/v34sAX4+fLG3hD/+J8vdJYmIiJu0qWXn+eefb+86jlNQUABAXFxcq/VxcXGubQUFBcTGxrba7uvrS2RkpGufE1myZAn33ntvO1d8akcfY6lzcucZnBjKIz8ZyS9f3swLa7PpHxfM9LSe7i5LREQ62Vm162/evJmXX36Zl19+ma+++qq9aupwCxcupLKy0rXk5uZ26PXqmqDG0YwBxKpzcqe6dGg8v54yAIDF724nY1+pmysSEZHO1qaWnaKiIq699lpWrVpFeHg4ABUVFUycOJFly5YRExNz1oXFx8cDUFhYSELCt8P/FxYWuublio+Pp6ioqNVxTU1NlJWVuY4/EZvNhs3WeaGjvKFlAMbIICt+6jfS6eZO7Mfuwmre+zqPX768mX//Mp3+cSHuLktERDpJm37yzp8/n6qqKrZv305ZWRllZWVs27YNu93OLbfc0i6F9e7dm/j4eFasWOFaZ7fbWb9+Penp6QCkp6dTUVHB5s2bXfusXLkSp9NJWlpau9TRHsobWn6b1TnZPQzD4MEfDmdUSjiVdY1c/9wG8irq3F2WiIh0kjaFnY8//pi//vWvDBo0yLVu8ODBLF26lI8++ui0z1NdXU1mZiaZmZlAS6fkzMxMcnJyMAyD2267jT/+8Y+89957fPPNN1x//fUkJiZy1VVXATBo0CAuvfRSZs+ezYYNG/jyyy+ZN28e1157rUe9iXW0ZSdWnZPdxt/Ph+dmnkPfmCDyK+uZ+dwGKmob3F2WiIh0gjaFHafTiZ+f33Hr/fz8cDqdp32eTZs2MWrUKEaNGgXAggULGDVqFIsWLQLg//2//8f8+fOZM2cO55xzDtXV1Xz88cetxvJ55ZVXGDhwIJMmTeKyyy7j/PPP55lnnmnL1+owR8OOWnbcKyLIykuz0ogLtbGnqJpfvLiJuoZmd5clIiIdrE19di6++GJuvfVWXnvtNVcLyuHDh7n99tuZNGnSaZ9nwoQJmKZ50u2GYXDfffdx3333nXSfyMhIXn311dMvvpP5hMbS4DSwGBAdbHV3Od1ej/AAXvp5Gj96ei2bDpYz/7UtPD1jjMbgERHxYm36F/7JJ5/EbrfTq1cv+vbtS9++fenduzd2u50nnniivWvs0mwJ/QGIDrbha9EPVE+QGh/CP2aeg9XXwqdZRdz57600O08eukVEpGtrU8tOcnIyW7Zs4dNPP2Xnzp1AS/+ZYwcAlBbW+Jawo/46nmVc70ievG4UN7+yhbe/OoyvxeCBa4ZjsRjuLk1ERNrZGTU1rFy5ksGDB2O32zEMg0suuYT58+czf/58zjnnHIYMGcLnn3/eUbV2SUdbdtRfx/NMGRLPY9eOxGLAG5sPcfe72075WFVERLqmM2rZefTRR5k9ezahoaHHbQsLC+Omm27i4Ycf5oILLmi3Arsyp2lije8HQFyIwk57yspqn+kfEoFbxoXz2PoKXl2fQ0VpCbNGhWIY37bwREdHk5KS0i7XExGRzndGYefrr7/mgQceOOn2KVOm8Oc///msi/IW+VXNWGxBWAyTqCB1Tm4P9rJiAGbMmNGu5w0aejFRl93Gh3trWfbaq5Sv/IdrW0BgIDuzshR4RES6qDMKO4WFhSd85dx1Ml9fiouLz7oob7G3vBGAcD9TfUHaSV11y6Stl9/0O1KHj2nXcx+odrKlzELoOVcxcuIVjIxopih3H688cCclJSUKOyIiXdQZhZ0ePXqwbds2+vXrd8LtW7dubTW1Q3e3t6xl0LoIq/qBtLeoxJ4k9R/SrudMAiIOV7JiZxH7q30ICI0gNbldLyEiIm5wRh2UL7vsMu655x7q6+uP21ZXV8fixYv53ve+127FdXX7jrTsRNoUdrqKoT3CmDI4DgPYnmdnY6kPGBoyQESkKzujlp27776bt956iwEDBjBv3jxSU1MB2LlzJ0uXLqW5uZnf/e53HVJoV2OaJqW1LaNJh1tPf1Rpcb9BCaH4Wgw+3l5Abq0P0VfeRWOzAquISFd1RmEnLi6OtWvXcvPNN7Nw4ULXa7qGYTB16lSWLl1KXFxchxTa1RiGwdOXx5B28TRC/vQ3d5cjZ6h/XAg+FoP/bM0jKHU8S74s59URTQRa2zQ0lYiIuNEZ/8vds2dPPvzwQ8rLy9m7dy+madK/f38iIiI6or4uzTAMmu3FGOqb3CX1iQnmvJgm1hxuJrMApv9jPc/fcA7hgXqzTkSkK2lzZ4SIiAjOOeccxo0bp6AjXisuwKTw9bsJthp8lVPBj57OIL+yzt1liYjIGVDPS5Hv0JC3kz9OjCI+1J89RdX88KkM9hVXu7ssERE5TQo7IqchJcyPf9+cTp/oIA5X1PGjpzPYeqjC3WWJiMhpUNgROU1JEYG88ct0hieFUVbTwHXPrOOLPSXuLktERL6Dwo7IGYgKtvHq7HMZ3y+KmoZmbnxhA+9/nefuskRE5BT0Hq3IafjfiUdvGeGHWe/P2kP13PLaV2Rm7ePyAUHtci1NPCoi0r4UdkRO4ZQTjxoWIibNJnTMFTybaefhp5+lYvWLZ31NTTwqItK+FHZETuG7Jh41Tdhlb2J7pS9h5/6IYZOuZkxkM22d97UwRxOPioi0N4UdkdNwqolHk4HEPDuf7iwkp8YHwz+Ey4YmYPVVlzgREU+gf41F2sHgxFCuGJ6Ir8XgYGktb311iNqGJneXJSIiKOyItJve0UFcMzoJfz8LhXYHb2w6RGVdo7vLEhHp9hR2RNpRfJg/Px6TTIi/LxV1jfxrUy5FVfXuLktEpFtT2BFpZxFBVn48NpnoYCu1Dc28ufkwOWW17i5LRKTbUtgR6QDBNl9+OCaJpPAAGpqdvJt5mF0FVe4uS0SkW1LYEekgNl8frhyVSP/YYJwmfLy9gK9yyt1dlohIt6OwI9KBfC0Wpg2NZ0RSGABr9pTwxZ4STNN0c2UiIt2Hwo5IBzMMg4sGxHBe3ygANueU898dhTQ7FXhERDqDwo5IJzAMg3N6RXLJoDgMA3YWVPH+13k0NDndXZqIiNdT2BHpRIMTQ/n+0cEHy2p5c4sGHxQR6WgKOyKdrNcxgw8WVTn4lwYfFBHpUAo7Im4QH+bPj8cmE+rvS2VdI69vzKXIrsEHRUQ6gsKOiJtEBH47+GBdYzP/3nKIwvo2TpcuIiInpbAj4kZBRwcfjAigsdnkyyJfAgdd5O6yRES8iseHnV69emEYxnHL3LlzAZgwYcJx2375y1+6uWqR02fz9eHKkS2DD5oYxHz/Tt7bVe3uskREvIavuwv4Lhs3bqS5udn1edu2bVxyySX86Ec/cq2bPXs29913n+tzYGBgp9YocraODj7o3LCLfdU+vPB1FX6hO1g4bRAWix5tiYicDY8POzExMa0+33///fTt25eLLvq2qT8wMJD4+PjOLk2kXRmGwYiIZja9/xIRE2/k758foKymkQeuGYavj8c3woqIeKwu9S9oQ0MDL7/8Mj//+c8xjG//t/vKK68QHR3N0KFDWbhwIbW1p55h2uFwYLfbWy0insAwwL7hTeaPC8PHYvDmlkP88uUt1Dc2f/fBIiJyQl0q7LzzzjtUVFRwww03uNb99Kc/5eWXX+azzz5j4cKF/POf/2TGjBmnPM+SJUsICwtzLcnJyR1cuciZmdgrkKdnjMHqa+HTrEKuf24D9nqNxSMi0hZdKuw8++yzTJs2jcTERNe6OXPmMHXqVIYNG8b06dN56aWXePvtt9m3b99Jz7Nw4UIqKytdS25ubmeUL3JGLhkcx0s/H0eIzZcNB8q49m/rKK5yuLssEZEup8uEnYMHD/Lpp5/yi1/84pT7paWlAbB3796T7mOz2QgNDW21iHiic/tE8dqcc4kOtrIj386Pnl5LbtmpH9OKiEhrXSbsPP/888TGxnL55Zefcr/MzEwAEhISOqEqkY43tEcYb/zyPJIiAsgureWap9ayq6DK3WWJiHQZXSLsOJ1Onn/+eWbOnImv77cvkO3bt48//OEPbN68mezsbN577z2uv/56LrzwQoYPH+7GikXaV+/oIN68+TxS40IoqnLwo6fXsvlgmbvLEhHpErpE2Pn000/Jycnh5z//eav1VquVTz/9lClTpjBw4EDuuOMOrrnmGt5//303VSrSceJC/Xn9pnMZnRKOvb6J6f9Yz2e7itxdloiIx/P4cXYApkyZgmmax61PTk5m9erVbqhIxD3CA628/Is0bn55C6t3FzP7xU385ccjuHJkD3eXJiLisbpEy46IfCvQ6svfrx/L90ck0uQ0ue31TF5cm+3uskREPJbCjkgXZPW18OhPRjIzvSemCYvf284jy3efsAVURKS7U9gR6aIsFoPff38It03uD8BjK/aw+L3tOJ0KPCIix1LYEenCDMPgtskDuO/KIRgGvJRxkNtez6Shyenu0kREPIbCjogXuD69F49dOwpfi8F7X+cx+6VN1DY0ubssERGP0CXexhLpbrKyss74mCTgN+PDeWhtBat3F/ODx1by2/MjCbGd+v800dHRpKSktLFSERHPp7Aj4kHsZcUA3zmZ7alYEwcS+8PF7CoN4bp/bKDoX4tori496f4BgYHszMpS4BERr6WwI+JB6qrtAFx+0+9IHT6mzeexNxh8XmxCTE8G3PIC58c2EuJ3/H6FOft45YE7KSkpUdgREa+lsCPigaISe5LUf8hZnSOprpG3vjpMZV0jn5cEcNWoRGJD/NupQhGRrkMdlEW8VGiAHz8ak0RMiI26xmbe3HyYQ+WaMV1Euh+FHREvFmTz5ZrRPegRHkBDs5N3MvPYV1zt7rJERDqVwo6Il7P5+nDVyET6RAfR7DT5z9Z8tudVurssEZFOo7Aj0g34+li4fFgCgxJCMIFPs4rYfLDc3WWJiHQKhR2RbsJiMbhkUByjU8IB+GJvCd+U+wCGW+sSEeloCjsi3YhhGFzQP4bx/aIA2F3lQ/RVv8HRpPm0RMR7KeyIdENje0YyZXAcFkyCUsdz92elFNnr3V2WiEiHUNgR6aYGJYRyQWwTzbWV7Ctv5KqlX7Ijz+7uskRE2p3Cjkg3Fu1vUvDPX9MjxIe8ynp+9PRaVmQVurssEZF2pbAj0s01VeSzZFI05/WNoqahmdkvbeK5Lw5gmurHIyLeQWFHRAi2Wnjx5+O49pxknCbc98EOfvv2Nziamt1dmojIWVPYEREA/HwsLLl6GL+9bCCGAa9tyOXHf1tHXkWdu0sTETkrCjsi4mIYBnMu7MvzN5xDWIAfX+dWcMUTX7B2b4m7SxMRaTOFHRE5zoTUWD6Yfz6DE0IprWlgxrPr+dvqferHIyJdksKOiJxQcmQgb/3qPK4ZnYTThCUf7eTGFzZSXOVwd2kiImdEYUdETsrfz4c//2g4//eDodh8LazaVcy0x9awaleRu0sTETltCjsickqGYTA9rSfvzTuf1LgQSqobuOH5jfzhgx16W0tEugSFHRE5LanxIbw7bzwz03sC8OwXB7jiiS/IzK1wb2EiIt9BYUdETpu/nw/3XjmUZ2eOJSrIyu7Caq7+65f83392UNegVh4R8UwKOyJyxiYNimP5gov4wageOE34++cHmProGtbu0yvqIuJ5FHZEpE0ig6w88pORPHfDWBLC/Mkpq+Wnf1/PLa99RX6lBiIUEc+hsCMiZ+XigXH89/YLmZ6WgmHAe1/ncfGfV/P4ij3UN+rRloi4n6+7CxAR98vKyjrrc1zTE0aGRvPcV5VklTTy8PLdvPTlPmYMC+H8FH8shgGAw+HAZrOd9fXORHR0NCkpKZ16TRHxHAo7It2YvawYgBkzZrTreQMHXkDExBspIZZH11fw4AcHqfziFWp3ZxzZo3NHYg4IDGRnVpYCj0g3pbAj0o3VVdsBuPym35E6fEy7nrvJCXurmtht94GYnsT84Lf4N9rJefdRJk6+hIHtfL2TKczZxysP3ElJSYnCjkg35dFh5/e//z333ntvq3Wpqans3LkTgPr6eu644w6WLVuGw+Fg6tSp/PWvfyUuLs4d5Yp0WVGJPUnqP6Tdz9sLuKCxmS05FWTmVlBPKLE/XES20UiP4CQGxIXgYzHa/boiIsfy+A7KQ4YMIT8/37V88cUXrm23334777//Pm+88QarV68mLy+Pq6++2o3Visj/svn5kN43ihvG9yKJEpyOWmpMP/67o5AX1maz+WC5RmIWkQ7l0S07AL6+vsTHxx+3vrKykmeffZZXX32Viy++GIDnn3+eQYMGsW7dOs4999zOLlVETiHAz4deFLP2qd9z0Z1/p9CIoNrRxBd7S1h/oJSB8aEMTwojOrhzOy+LiPfz+JadPXv2kJiYSJ8+fZg+fTo5OTkAbN68mcbGRiZPnuzad+DAgaSkpJCRkXGy04mIm5mOGlL8qrlxfC8mD4olMshKY7PJN4creWV9Dm9szmV3YRXNzs7txCwi3sujW3bS0tJ44YUXSE1NJT8/n3vvvZcLLriAbdu2UVBQgNVqJTw8vNUxcXFxFBQUnPK8DocDh8Ph+my32zuifBE5BV+LhSGJYQxOCOVQeR1bD1eyr7iavIp68ioKCLT6MDQxjKE9Qgnx93N3uSLShXl02Jk2bZrr18OHDyctLY2ePXvyr3/9i4CAgDafd8mSJcd1fBYR9zAMg+TIQJIjA6mub2JbXiXbDldS09DMhuwyNmaX0Ts6iOFJYaREBmIY6tAsImfG4x9jHSs8PJwBAwawd+9e4uPjaWhooKKiotU+hYWFJ+zjc6yFCxdSWVnpWnJzczuwahE5XcH+vpzbJ4obx/fmsqHxJIUHYAL7S2p4JzOPFzMOsvlguSYdFZEz0qXCTnV1Nfv27SMhIYExY8bg5+fHihUrXNt37dpFTk4O6enppzyPzWYjNDS01SIinsPHYtA/LoRrxiTxs3N7MjIpHKuPhcq6Rr7YW8KzXx7gk+0F5FfWYZrq2yMip+bRj7F+/etfc8UVV9CzZ0/y8vJYvHgxPj4+XHfddYSFhTFr1iwWLFhAZGQkoaGhzJ8/n/T0dL2JJeJFIoOsXJQaw3n9othVUMU3hyspqnKws6CKnQVVRAdbGZEUzsD4EHx9utT/30Skk3h02Dl06BDXXXcdpaWlxMTEcP7557Nu3TpiYmIAeOSRR7BYLFxzzTWtBhUUEe/j52NhaI8whiSGUmh3sPVwBbsLqympbmDFziLW7itleFIYw5PCCLR69D9tItLJPPpfhGXLlp1yu7+/P0uXLmXp0qWdVJGIuJthGMSH+RMfFs+F/ZvZkWcn81AFVfVNrD9QxqaD5QyKD2FMzwjCA63uLldEPIBHhx0RkVPx9/NhdM8IRiaHs7e4mi055RTaHWzLs7M9z05qfAjJenlLpNtT2BGRLs9iMRgQF0L/2GDyKurZdLCM7NLaln49+BF95W/IrmhktLsLFRG3UG8+EfEahmHQIyKAK0f24NpzkukbEwQYBA08nzv+W8Jty74ip7TW3WWKSCdT2BERrxQX6s/3hicyOb6Rmqw1mMA7mXlMengVi9/dRnGV4zvPISLeQWFHRLxamNWk5L0HeWhyNBf0j6ax2eTFjINc9NBnPPzfXVTVN7q7RBHpYAo7ItIt9I3045+z0nj1F2mMSAqjtqGZx1fu5cIHP+PFtdk0NTvdXaKIdBCFHRHpVs7rF807c8fz1PTR9IkJory2kcXvbeeyxz/niz0l7i5PRDqAwo6IdDuGYTBtWAL/ve1C/nDVUCIC/dhdWM2MZ9cz+6VNZJfUuLtEEWlHCjsi0m35+lj42bk9WfXridw4vhc+FoPlOwqZ8sgalnyUpf48Il5C4+yISLeQlZV1yu1X9ICRl0Tx/NdVZBY4+Nvq/by+Ppvpw0KY2CsAi3H6oxNGR0eTkpJytiWLSDtR2BERr2YvKwZgxowZp31MQJ+xREyaTUVkD5ZurOTh9zZRvuIZHIdPHZhcxwcGsjMrS4FHxEMo7IiIV6urtgNw+U2/I3X4mNM+zmnC3qomsip9IKE/8TMeIimwmaHhzQSd4l/Owpx9vPLAnZSUlCjsiHgIhR0R6RaiEnuS1H/IGR2TAqQ5mli3v5RteXYO1fqQX+/LqORwzukVidVX3R5FugL9TRUROYUgmy+TBsXx03EpJEUE0Ow02XSwnBczstmWV4nTNN1dooh8B4UdEZHTEBNi4+pRPfje8ATCAvyobWhmRVYRyzbkcqhc822JeDI9xhIROU2GYdA3JpheUUF8faiC9QfKKK528OaWw/SNCWJ8v2h3lygiJ6CwIyJyhnwsBqNTIhgUH8q6/aV8k1fJvuIa9pfU0DPQB58QhR4RT6LHWCIibRRg9WHiwFimj0uhV1QgpgnZNT70mPMMz31lp6RaM6uLeAKFHRGRsxQVbOPKkT340Zgkom1ODF8rH+yp4YIHPuO+93eQX1nn7hJFujWFHRGRdpIYHsCFsU0Uvn43/SL9qGts5rkvD3Dhg5/x//79NfuLq91doki3pD47IiLtyDCgPjuTByZFUR2Swl8/28v6A2X8a9Mh3th8iEsGxTHzvF6c1zcK4wymoBCRtlPYERHpAIZhcNGAGC4aEMPmg+U8tWovn2YV8d8dhfx3RyF9Y4K4Pr0XV4/uQYi/n7vLFfFqeowlItLBxvSM4B8zz2H57Rfys3N7EmT1YV9xDYvf207an1Zwx7++5su9JTQ7NUChSEdQy46ISCfpHxfCH64ayv+7NJW3thzmpYxs9hXX8OaWQ7y55RAJYf5cNaoHV45MJDUuRI+5RNqJwo6ISCcL8fdj5nm9uD69J1tyynlzy2E++DqP/Mp6nlq1j6dW7aNXVCBTh8QzdWg8I5PCsVgUfETaSmFHRMRNDMNgTM9IxvSMZNH3BrNyZxFvbTnMmj3FZJfW8rc1+/nbmv3Ehti4oH8MFw6IZny/aKKDbe4uXaRLUdgREfEA/n4+XDYsgcuGJVDjaGLVrmI+2V7AZzuLKKpyuB51AQxKCOWC/tFc0D+ac3pF4u/n4+bqRTybwo6IiIcJsvly+fAELh+egKOpmY0Hyvl8bzGf7y5hR76drCPLM2v2Y/W1MCo5nHP7RJHWJ5LRKREKPyL/Q2FHRMSD2Xx9OL9/NOf3j2bhNCipdvDl3hI+31PC53uKKbQ7WH+gjPUHymAFWH0sjExpCT/n9o5kdE+FHxGFHRGRLiT6yNQUV47sgWmaHCipYd3+MtbtL2Xd/lKKqhxsOFDGhgNlPM6R8JMczrl9IknrE8XolAgCrAo/0r0o7IiIdFGGYdAnJpg+McH8NC0F0zTJLq11BZ91+0sptDvYkF3GhuwyWLkXPx/jSPiJ4lyFH+kmFHZERLyEYRj0jg6id3QQ141rCT8HW4WfMgrs9WzMLmdjdjlPHAk/I5KOCT89wwm06keDeBf9iRYR8VKGYdArOohe0UFceyT85JTVuoLPuv2l5FfWs+lgOZsOlvPkZ3vxtRiMOPLY64L+MYztGYGvjwbbl65NYUdEpIvLycmhpKTktPfv7wP9+8OMfuEU1jSzvaiBbcUNbC92UFLrZPPBcjYfLGfpZ/sIsRqMTfRnXA9/RsbZsPkaOBwObLbOG+snOjqalJSUTrueeB+FHRGRLiwnJ4eBgwZRV1vbLufzDYvDljIM/5ThBPQdSxWhfJZdx2fZdTgb66k/8BW1e9dTt2cdzvrqdrnmdwkIDGRnVpYCj7SZR4edJUuW8NZbb7Fz504CAgI477zzeOCBB0hNTXXtM2HCBFavXt3quJtuuomnn366s8sVEXHJysrqtOvU1dYy/a6HiEvp267ndppQ6mgkr85CXq2FWvwJHJBO4IB0DNNJfCCkBDpJCHDSUU+6CnP28coDd1JSUqKwI23m0WFn9erVzJ07l3POOYempiZ++9vfMmXKFHbs2EFQUJBrv9mzZ3Pfffe5PgcGBrqjXBER7GXFAMyYMaNTrxsUGUdS/yHtft4UYBRgmiYl1Q18sWEze4uqscb2Jr8O8ussWH0s9I0NIjUuhOSIQM3jJR7Ho8POxx9/3OrzCy+8QGxsLJs3b+bCCy90rQ8MDCQ+Pr6zyxMROU5dtR2Ay2/6HanDx3T49bI2rOajFx+jvr6+Q69jGAYxITZSKOHz5+/kmsXPQVwquwqrqKpvIiu/iqz8KgKtPgxKCGVIYigRgdYOrUnkdHl02PlflZWVAERGRrZa/8orr/Dyyy8THx/PFVdcwT333HPK1h2Hw4HD4XB9ttvtHVOwiHRbUYk9O6Sl5X8V5uzr8GucSJCliZH9ojmvbxR5lfXsKqhiT2EVtQ3Nrg7OPcIDGNojlH4xwXqjS9yqy4Qdp9PJbbfdxvjx4xk6dKhr/U9/+lN69uxJYmIiW7du5a677mLXrl289dZbJz3XkiVLuPfeezujbBERr2YYBj3CA+gRHsBFA2I4UFLD9rxKDpbWcriijsMVdazyLWZgfAhDEsOICdGM7dL5ukzYmTt3Ltu2beOLL75otX7OnDmuXw8bNoyEhAQmTZrEvn376Nv3xJ31Fi5cyIIFC1yf7XY7ycnJHVO4iEg34WMx6BcbTL/YYKrqG9mRZ2d7vp2q+ia+PlTJ14cqiQu1MTQxjAFxIVh91dojnaNLhJ158+bxwQcfsGbNGpKSkk65b1paGgB79+49adix2WydOkaEiEh3E+LvR1qfKM7pHUluWS3b8uzsL66m0O6g0F7Emj3FpMaHMKxHGLEh/u4uV7ycR4cd0zSZP38+b7/9NqtWraJ3797feUxmZiYACQkJHVydiIh8F4th0DMqiJ5RQdQ2tHRk3pZXSUVtI9sO29l22E5cqI1hPVpae/zUt0c6gEeHnblz5/Lqq6/y7rvvEhISQkFBAQBhYWEEBASwb98+Xn31VS677DKioqLYunUrt99+OxdeeCHDhw93c/UiInKsQKsvY3pGMDolnEPldWw7XMneY1t7dpcwMKGltSc6WK3v0n48Ouw89dRTQMvAgcd6/vnnueGGG7BarXz66ac8+uij1NTUkJyczDXXXMPdd9/thmpFROR0GIZBcmQgyZGB1DY0sSO/pYWnsq6RrYcq2XqokoQwf4b2CCPI6e5qxRt4dNgxTfOU25OTk48bPVlERLqOQKsvY3tGMiYlgtzyOr45VMn+kmryK+vJr6zHz/AjYtIccisbGe3uYqXL8uiwIyIi3YNhGKREBpISGUiNo4nt+Xa2H67EXt9E6Njvc+snJby8ay0/TUth2tAE/P183F2ydCHqCSYiIh4lyObLuF6R3HBeL8bHNFK7OwOLARuzy7n99a85d8kKFr27ja9zK77zCYAIqGVHREQ8lGEYxAeYFL/9f7zy+QZ21Ifz+sYc8irreSnjIC9lHKRfbDDXjE7iB6N6EB+mV9jlxBR2RETE40UF+nDr+f2Zd3E/vthbwpubD/HJ9gL2FlXzwMc7efCTnZzfL5qrR/fgksHxBNv0402+pT8NIiLSZfhYDC4aEMNFA2Kw1zfy4dZ83txyiI3Z5Xy+p4TP95Rg8/2GiamxfG9EAhcPjCXQqh913Z3+BIiIiMfLyso64foBvrBwnD8Fg2NYlV3H5zl15Fc38/H2Aj7eXoDNx2Bsoo3xyQGMTrBh9TFO63rR0dGkpKS051cQN1LYERERj2UvKwZgxowZp32MX2wfggZdQNDACyA8ni9z6/kytx5nQx11B7ZQt2c9dfs24qyvOuk5AgID2ZmVpcDjJRR2RETEY9VV2wG4/KbfkTp8zBkda5pQ3tDIoVoLh2ot1FkDCEodT1DqeAxMomwmiQFOEgOdBB3z07AwZx+vPHAnJSUlCjteQmFHREQ8XlRiT5L6Dznj45KB4bQMUltU5WB/cQ37SqoprW6gxGFQ4rCwtQKigq30jQ6md0wQsXqb3eso7IiIiNczDIO4UH/iQv1J7xtFZV0j+4ur2V9cw+HKOkqrGyitLmNDdhlWix9R37uD1Qfr6JXaQGSQ1d3ly1lS2BERkW4nLMCPUSkRjEqJoK6xmeySGvYVV5NbVkdDs5PgIRN5bH0Fj69fTr9IP0bF2xidYKNvhB8+ltPr5Hwm1CG6YynsiIhItxbg58OghFAGJYTS7DTJyMhg5apVBPQZizW2N3vKGtlT1si/dlTTXFtJffZX1O3fTN2BLThrK9unBnWI7lAKOyIiIkf4WAwC6kuoWP0i4wcmkZLYg4J6C4V1ForqDQgMI2jwBIIGTwBMIqwmcf4mcQFOIq0mbWn0UYfojqewIyIicgJRiT3pP2gI/Y98bnaaFFTWk11aw8HSWoqrHZQ3GJQ3wE67D1YfC0kRAS0TmkYFEh7gh2G0/yMvOXMKOyIiIqfBx2LQIyKAHhEBjO8HNY4mDpbWkl1aQ255LfWNTvaX1LC/pAaAEH9feh6ZyT05MlAztbuRwo6IiEgbBNl8GZwYyuDEUNer7TllteSU1ZJXUUdVfRPb8uxsy2sZKygu1NbS6hMZSEJYQId0dJYTU9gRERE5S8e+2n5Or0gam50cLq/jYFktuWW1lNY0UGh3UGh3sDG7HD8fgx7hLY+8bI3urt77KeyIiIi0Mz8fC72ig+gVHQRAdX0TOeW15JS2tPzUNTaTXVpLdmktYCVp7j/5S0Y50xoOcm6fKPrGBKm/TztS2BEREelgwf6+DE4IZXBCyyOvkuoG1yOvQ+U1EBxxZA6vbQBEB9s4t08k5/aJUvhpBwo7IiIincgwDGJCbMSE2BjTM4KDu7fz9P33cNuflnKwzsbmnHJKqh18sDWfD7bmA63Dzzm9IukfG4xFfX5Om8KOiIiIG/kY4Di0nR8PCWH06NHUNzbzdW4F6/aXsW5/KVtOEH5CbL6MTAlndEoEo3tGMDI5nLAAPzd/E8+lsCMiIuJB/P18SOsTRVqfKG6lP46mZr7OrWTd/lLW7S8lM7eCKkcTn+8p4fM9JQAYBvSLCT4SfsIZ0zOCPtEnb/3JycmhpKSk076Tu6fDUNgRERHxYDZfH8b1jmRc70humdSfpmYnOwuq+CqnnC05FWzJKedgaS17iqrZU1TN65tyAQj192VUSkurz6iUcEYmhxMeaCUnJ4eBgwZRV1vbad/B3dNhKOyIiIh0Ib4+Fob2CGNojzB+lt6yrqTawZaD34afrYcqsNc3sXp3Mat3F7uO7RMdRHKQE5/UCVw5ZRq9k3u0aYqLM+EJ02Eo7IiIiHRx0cE2pgyJZ8qQeAAam51k5dvJzK3gq5wKMnMrOHBkdOf9JRA15VdkAt8cNogNsREf5k9CqD9xYf6E2Hy97s0vhR0REREv4+djYXhSOMOTwrn+SOtPeU0DmYcq+Gh9Fi9+sJrQvqNpdEJ+ZT35lfV8deTYIKsP8WH+xIf6Ex/mT2yIP1Zfi9u+S3tQ2BEREekGIoKsTEyNJazmEA/NXMz0J98iuEd/CuwtYafQXk9xtYOahmb2Fdewr7hlji8DiAq2usJPfKg/kUHWLtX6o7AjIiLiAbKysjr1OobREoAigqwMSggFWh5/FVU5KKysJ99eT0FlPdWOJkqqGyipbnDN82X1sRAX2vL4Kz7Mn8SwAI+e6FRhR0RExI3sZS0diGfMmNGp162urj5unZ+PhR7hAfQID/h2P0cTBZX1FBwJP0VV9TQ0O8ktryO3vM61X1SQlcTwABLD/UkMDyDU33PG/VHYERERcaO66pbWkstv+h2pw8d0+PWyNqzmoxcfo76+/rT2D7b50i82mH6xwQA4nSalNQ2u8JNfWUd5bSOlNQ2U1jTwzeFK13GJ4f4ENljwi+6J0zQ77Dt9F4UdERERDxCV2JOk/kM6/DqFOfvO6niL5dvpLob1CAOgtqGJvIp68irryKuoo7jKQbWjid2F1YAvibOWklXcwNh2qL8tFHZERETkrARaW7f+NDY7KaisJ6+ijv35JeSXV9MvMt5t9XXtd8lERETE4/j5WEiODCStTxQXxDZx6PHp2Hzd9/aWwo6IiIh0MPf11wEvCjtLly6lV69e+Pv7k5aWxoYNG9xdkoiIiHgArwg7r7/+OgsWLGDx4sVs2bKFESNGMHXqVIqKitxdmoiIiLiZV4Sdhx9+mNmzZ3PjjTcyePBgnn76aQIDA3nuuefcXZqIiIi4WZcPOw0NDWzevJnJkye71lksFiZPnkxGRoYbKxMRERFP0OVfPS8pKaG5uZm4uLhW6+Pi4ti5c+cJj3E4HDgcDtfnysqWAZDsdnu71nZ0dMpDe7bjqKtt13OfyNGxEwqyd7MvKLDDr+eOa+p6up6nX1PX69rXc8c1vf16xYcOAC0/E9v75+zR85nfNWCh2cUdPnzYBMy1a9e2Wn/nnXea48aNO+ExixcvNmnpGq5FixYtWrRo6eJLbm7uKbNCl2/ZiY6OxsfHh8LCwlbrCwsLiY8/8QBGCxcuZMGCBa7PTqeTsrIyoqKi2m0WV7vdTnJyMrm5uYSGhrbLOaX96P54Nt0fz6d75Nm6y/0xTZOqqioSExNPuV+XDztWq5UxY8awYsUKrrrqKqAlvKxYsYJ58+ad8BibzYbNZmu1Ljw8vEPqCw0N9eo/aF2d7o9n0/3xfLpHnq073J+wsLDv3KfLhx2ABQsWMHPmTMaOHcu4ceN49NFHqamp4cYbb3R3aSIiIuJmXhF2fvKTn1BcXMyiRYsoKChg5MiRfPzxx8d1WhYREZHuxyvCDsC8efNO+tjKHWw2G4sXLz7ucZl4Bt0fz6b74/l0jzyb7k9rhml+1/taIiIiIl1Xlx9UUERERORUFHZERETEqynsiIiIiFdT2OkAS5cupVevXvj7+5OWlsaGDRvcXVK3sWbNGq644goSExMxDIN33nmn1XbTNFm0aBEJCQkEBAQwefJk9uzZ02qfsrIypk+fTmhoKOHh4cyaNcs19Ye03ZIlSzjnnHMICQkhNjaWq666il27drXap76+nrlz5xIVFUVwcDDXXHPNcQOG5uTkcPnllxMYGEhsbCx33nknTU1NnflVvNJTTz3F8OHDXeOypKen89FHH7m26954lvvvvx/DMLjttttc63SPTk5hp529/vrrLFiwgMWLF7NlyxZGjBjB1KlTKSoqcndp3UJNTQ0jRoxg6dKlJ9z+4IMP8vjjj/P000+zfv16goKCmDp1KvX19a59pk+fzvbt21m+fDkffPABa9asYc6cOZ31FbzW6tWrmTt3LuvWrWP58uU0NjYyZcoUampqXPvcfvvtvP/++7zxxhusXr2avLw8rr76atf25uZmLr/8choaGli7di0vvvgiL7zwAosWLXLHV/IqSUlJ3H///WzevJlNmzZx8cUXc+WVV7J9+3ZA98aTbNy4kb/97W8MHz681Xrdo1NolwmqxGXcuHHm3LlzXZ+bm5vNxMREc8mSJW6sqnsCzLffftv12el0mvHx8eZDDz3kWldRUWHabDbztddeM03TNHfs2GEC5saNG137fPTRR6ZhGObhw4c7rfbuoKioyATM1atXm6bZci/8/PzMN954w7VPVlaWCZgZGRmmaZrmhx9+aFosFrOgoMC1z1NPPWWGhoaaDoejc79ANxAREWH+4x//0L3xIFVVVWb//v3N5cuXmxdddJF56623mqapvz/fRS077aihoYHNmzczefJk1zqLxcLkyZPJyMhwY2UCcODAAQoKClrdn7CwMNLS0lz3JyMjg/DwcMaOHevaZ/LkyVgsFtavX9/pNXuzyspKACIjIwHYvHkzjY2Nre7PwIEDSUlJaXV/hg0b1mrA0KlTp2K3210tEHL2mpubWbZsGTU1NaSnp+veeJC5c+dy+eWXt7oXoL8/38VrBhX0BCUlJTQ3Nx83cnNcXBw7d+50U1VyVEFBAcAJ78/RbQUFBcTGxrba7uvrS2RkpGsfOXtOp5PbbruN8ePHM3ToUKDl995qtR43T93/3p8T3b+j2+TsfPPNN6Snp1NfX09wcDBvv/02gwcPJjMzU/fGAyxbtowtW7awcePG47bp78+pKeyISKebO3cu27Zt44svvnB3KXKM1NRUMjMzqays5N///jczZ85k9erV7i5LgNzcXG699VaWL1+Ov7+/u8vpcvQYqx1FR0fj4+NzXO/3wsJC4uPj3VSVHHX0Hpzq/sTHxx/XmbypqYmysjLdw3Yyb948PvjgAz777DOSkpJc6+Pj42loaKCioqLV/v97f050/45uk7NjtVrp168fY8aMYcmSJYwYMYLHHntM98YDbN68maKiIkaPHo2vry++vr6sXr2axx9/HF9fX+Li4nSPTkFhpx1ZrVbGjBnDihUrXOucTicrVqwgPT3djZUJQO/evYmPj291f+x2O+vXr3fdn/T0dCoqKti8ebNrn5UrV+J0OklLS+v0mr2JaZrMmzePt99+m5UrV9K7d+9W28eMGYOfn1+r+7Nr1y5ycnJa3Z9vvvmmVSBdvnw5oaGhDB48uHO+SDfidDpxOBy6Nx5g0qRJfPPNN2RmZrqWsWPHMn36dNevdY9Owd09pL3NsmXLTJvNZr7wwgvmjh07zDlz5pjh4eGter9Lx6mqqjK/+uor86uvvjIB8+GHHza/+uor8+DBg6Zpmub9999vhoeHm++++665detW88orrzR79+5t1tXVuc5x6aWXmqNGjTLXr19vfvHFF2b//v3N6667zl1fyWvcfPPNZlhYmLlq1SozPz/ftdTW1rr2+eUvf2mmpKSYK1euNDdt2mSmp6eb6enpru1NTU3m0KFDzSlTppiZmZnmxx9/bMbExJgLFy50x1fyKr/5zW/M1atXmwcOHDC3bt1q/uY3vzENwzD/+9//mqape+OJjn0byzR1j05FYacDPPHEE2ZKSopptVrNcePGmevWrXN3Sd3GZ599ZgLHLTNnzjRNs+X183vuuceMi4szbTabOWnSJHPXrl2tzlFaWmped911ZnBwsBkaGmreeOONZlVVlRu+jXc50X0BzOeff961T11dnfmrX/3KjIiIMAMDA80f/OAHZn5+fqvzZGdnm9OmTTMDAgLM6Oho84477jAbGxs7+dt4n5///Odmz549TavVasbExJiTJk1yBR3T1L3xRP8bdnSPTk6znouIiIhXU58dERER8WoKOyIiIuLVFHZERETEqynsiIiIiFdT2BERERGvprAjIiIiXk1hR0RERLyawo6IiIh4NYUdEenSbrjhBq666qoOvUZ2djaGYZCZmdmh1xGRjqGwIyLtbsKECdx2220dfkxnSU5OJj8/n6FDh7q7FBFpA193FyAi4skaGhqwWq3Ex8e7uxQRaSO17IhIu7rhhhtYvXo1jz32GIZhYBgG2dnZrF69mnHjxmGz2UhISOA3v/kNTU1NpzymubmZWbNm0bt3bwICAkhNTeWxxx5rc20TJkxg3rx5zJs3j7CwMKKjo7nnnns4dorAXr168Yc//IHrr7+e0NBQ5syZc8LHWNu3b+d73/seoaGhhISEcMEFF7Bv3z7X9n/84x8MGjQIf39/Bg4cyF//+tc21y0iZ0ctOyLSrh577DF2797N0KFDue+++wBobm7msssu44YbbuCll15i586dzJ49G39/f37/+9+f8JiYmBicTidJSUm88cYbREVFsXbtWubMmUNCQgI//vGP21Tfiy++yKxZs9iwYQObNm1izpw5pKSkMHv2bNc+f/7zn1m0aBGLFy8+4TkOHz7MhRdeyIQJE1i5ciWhoaF8+eWXrvD2yiuvsGjRIp588klGjRrFV199xezZswkKCmLmzJltqltE2k5hR0TaVVhYGFarlcDAQNejn9/97nckJyfz5JNPYhgGAwcOJC8vj7vuuotFixad8BgAHx8f7r33Xtfn3r17k5GRwb/+9a82h53k5GQeeeQRDMMgNTWVb775hkceeaRV2Ln44ou54447XJ+zs7NbnWPp0qWEhYWxbNky/Pz8ABgwYIBr++LFi/nLX/7C1Vdf7ap7x44d/O1vf1PYEXEDPcYSkQ6XlZVFeno6hmG41o0fP57q6moOHTp0ymOXLl3KmDFjiImJITg4mGeeeYacnJw213Luuee2qiM9PZ09e/bQ3NzsWjd27NhTniMzM5MLLrjAFXSOVVNTw759+5g1axbBwcGu5Y9//GOrx1wi0nnUsiMiHmvZsmX8+te/5i9/+Qvp6emEhITw0EMPsX79+g69blBQ0Cm3BwQEnHRbdXU1AH//+99JS0trtc3Hx+fsixORM6awIyLtzmq1tmopGTRoEG+++SamabpaVb788ktCQkJISko64TFH9znvvPP41a9+5Vp3tq0j/xuU1q1bR//+/c8oiAwfPpwXX3yRxsbG41p34uLiSExMZP/+/UyfPv2sahWR9qHHWCLS7nr16sX69evJzs6mpKSEX/3qV+Tm5jJ//nx27tzJu+++y+LFi1mwYAEWi+WExzidTvr378+mTZv45JNP2L17N/fccw8bN248q9pycnJYsGABu3bt4rXXXuOJJ57g1ltvPaNzzJs3D7vdzrXXXsumTZvYs2cP//znP9m1axcA9957L0uWLOHxxx9n9+7dfPPNNzz//PM8/PDDZ1W7iLSNwo6ItLtf//rX+Pj4MHjwYGJiYmhsbOTDDz9kw4YNjBgxgl/+8pfMmjWLu++++6TH5OTkcNNNN3H11Vfzk5/8hLS0NEpLS1u18rTF9ddfT11dHePGjWPu3LnceuutzJkz54zOERUVxcqVK6muruaiiy5izJgx/P3vf3e18vziF7/gH//4B88//zzDhg3joosu4oUXXqB3795nVbuItI1hHjvAhIiIF5swYQIjR47k0UcfdXcpItKJ1LIjIiIiXk0dlEXEK+Tk5DB48OCTbt+xY0cnViMinkSPsUTEKzQ1NR03+N+xevXqha+v/n8n0h0p7IiIiIhXU58dERER8WoKOyIiIuLVFHZERETEqynsiIiIiFdT2BERERGvprAjIiIiXk1hR0RERLyawo6IiIh4tf8PLbaFX2Q8ab4AAAAASUVORK5CYII=\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import pandas as pd\n",
+        "\n",
+        "# Assuming df is already defined and contains the data\n",
+        "\n",
+        "# Define the columns you want to plot\n",
+        "columns =['ship_id',\n",
+        " 'ship_type',\n",
+        " 'route_id',\n",
+        " 'month',\n",
+        " 'distance',\n",
+        " 'fuel_type',\n",
+        " 'fuel_consumption',\n",
+        " 'CO2_emissions',\n",
+        " 'weather_conditions',\n",
+        " 'engine_efficiency']\n",
+        "# Iterate through each column and create a bar chart or histogram\n",
+        "for column in columns:\n",
+        "    try:\n",
+        "        if column not in df.columns:\n",
+        "            print(f\"Column {column} does not exist in the DataFrame\")\n",
+        "            continue\n",
+        "\n",
+        "        # Check if the column is suitable for a bar chart (categorical data)\n",
+        "        if df[column].dtype == 'object' or df[column].dtype.name == 'category':\n",
+        "            # Count the occurrences of each unique value\n",
+        "            column_counts = df[column].value_counts().reset_index()\n",
+        "            column_counts.columns = [column, 'count']\n",
+        "\n",
+        "            # Create a bar chart using plotly.express\n",
+        "            fig = px.bar(\n",
+        "                column_counts,\n",
+        "                x=column,\n",
+        "                y='count',\n",
+        "                title=f'Distribution of {column}',\n",
+        "                labels={column: column, 'count': 'Count'},\n",
+        "                text='count'\n",
+        "            )\n",
+        "\n",
+        "            # Update layout for better readability\n",
+        "            fig.update_layout(\n",
+        "                xaxis_title=column,\n",
+        "                yaxis_title='Count',\n",
+        "                paper_bgcolor='rgba(0,0,0,0)',\n",
+        "                plot_bgcolor='rgba(0,0,0,0)',\n",
+        "                title_font=dict(size=18, family=\"Arial\"),\n",
+        "                xaxis={'categoryorder': 'total descending'}\n",
+        "            )\n",
+        "\n",
+        "            # Show the figure\n",
+        "            fig.show()\n",
+        "\n",
+        "        # For numerical data\n",
+        "        elif df[column].dtype in ['int64', 'float64']:\n",
+        "            # Create a histogram for numerical columns\n",
+        "            fig = px.histogram(\n",
+        "                df,\n",
+        "                x=column,\n",
+        "                title=f'Distribution of {column}',\n",
+        "                labels={column: column, 'count': 'Count'}\n",
+        "            )\n",
+        "\n",
+        "            # Update layout for better readability\n",
+        "            fig.update_layout(\n",
+        "                xaxis_title=column,\n",
+        "                yaxis_title='Count',\n",
+        "                paper_bgcolor='rgba(0,0,0,0)',\n",
+        "                plot_bgcolor='rgba(0,0,0,0)',\n",
+        "                title_font=dict(size=18, family=\"Arial\")\n",
+        "            )\n",
+        "\n",
+        "            # Show the figure\n",
+        "            fig.show()\n",
+        "\n",
+        "    except Exception as e:\n",
+        "        print(f\"Could not create plot for column {column}: {e}\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "X0AgmT6njZ6z",
+        "outputId": "1b9ae08e-f452-48ba-abfc-d7291d1cf346"
+      },
+      "execution_count": 20,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Column ship_id does not exist in the DataFrame\n",
+            "Column ship_type does not exist in the DataFrame\n",
+            "Column route_id does not exist in the DataFrame\n",
+            "Column month does not exist in the DataFrame\n",
+            "Column distance does not exist in the DataFrame\n",
+            "Column fuel_type does not exist in the DataFrame\n",
+            "Column fuel_consumption does not exist in the DataFrame\n",
+            "Column CO2_emissions does not exist in the DataFrame\n",
+            "Column weather_conditions does not exist in the DataFrame\n",
+            "Column engine_efficiency does not exist in the DataFrame\n"
+          ]
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file