oc-p05-customer-segmentation/P5_02_notebook_exploration_052025.ipynb

{"cells":[{"cell_type":"markdown","metadata":{"id":"xwRvctGyO6xq"},"source":["# **<span style=\"color: #8181FF\">Dataset merging, feature engineering and exploratory analysis</span>**\n","\n","The dataset used is [here](https://www.kaggle.com/datasets/olistbr/brazilian-ecommerce).\n","\n","*This is a set of datasets containing data on orders placed with the Brazilian online store Olist. The datasets contain information on around 100,000 orders placed from 2016 to 2018 on several marketplaces in Brazil. Several dimensions are represented: order status, price, payment, delivery performance to customer location, product attributes and reviews written by customers. There's also a geolocation dataset that links Brazilian zip codes to GPS coordinates.*"]},{"cell_type":"markdown","metadata":{"id":"-L0AzeWPMaMz"},"source":["## **Importing libraries**"]},{"cell_type":"code","execution_count":108,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1083,"status":"ok","timestamp":1745325873160,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"b39AUUH4QUuX","outputId":"7a30e41e-4523-44d9-d2e4-e5f534503655"},"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"]},{"output_type":"execute_result","data":{"text/plain":["['Liste+de+requetes+SQL+pour+le+dashboard.pdf',\n"," 'olist.db',\n"," 'scripts_sql.sql',\n"," 'requirements.txt',\n"," 'Copie de 01-Analyse_Exploratoire.ipynb',\n"," 'data_global.xlsx',\n"," 'X_tSNE.xlsx',\n"," 'X_tSNE_birch.xlsx',\n"," 'X_tSNE_8_parameters.xlsx',\n"," 'X_tSNE_17_parameters.xlsx',\n"," '01-Analyse_Exploratoire.ipynb',\n"," 'X_tSNE_3_parameters.xlsx',\n"," 'X_tSNE_4_parameters.xlsx',\n"," 'X_tSNE_5_parameters__avg_payment_sequential_avg_review_score.xlsx',\n"," 'Copie de 02-Modélisation.ipynb',\n"," '03-FRQ~1.ipynb',\n"," '03-Fréquence_de_mise_à_jour.ipynb',\n"," '02-Modélisation.ipynb']"]},"metadata":{},"execution_count":108}],"source":["from google.colab import drive\n","drive.mount('/content/drive')\n","import os\n","drive_folder=  \"/content/drive/MyDrive/Colab_Notebooks/Project_5\"\n","os.chdir(drive_folder)\n","os.listdir()"]},{"cell_type":"code","execution_count":109,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":4,"status":"ok","timestamp":1745325873164,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"RvYrULWEdOI5","outputId":"5700c812-5246-474e-9ae4-a4258fc13be6"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['Liste+de+requetes+SQL+pour+le+dashboard.pdf',\n"," 'olist.db',\n"," 'scripts_sql.sql',\n"," 'requirements.txt',\n"," 'Copie de 01-Analyse_Exploratoire.ipynb',\n"," 'data_global.xlsx',\n"," 'X_tSNE.xlsx',\n"," 'X_tSNE_birch.xlsx',\n"," 'X_tSNE_8_parameters.xlsx',\n"," 'X_tSNE_17_parameters.xlsx',\n"," '01-Analyse_Exploratoire.ipynb',\n"," 'X_tSNE_3_parameters.xlsx',\n"," 'X_tSNE_4_parameters.xlsx',\n"," 'X_tSNE_5_parameters__avg_payment_sequential_avg_review_score.xlsx',\n"," 'Copie de 02-Modélisation.ipynb',\n"," '03-FRQ~1.ipynb',\n"," '03-Fréquence_de_mise_à_jour.ipynb',\n"," '02-Modélisation.ipynb']"]},"metadata":{},"execution_count":109}],"source":["import os\n","os.listdir()"]},{"cell_type":"code","execution_count":110,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3207,"status":"ok","timestamp":1745325876371,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"j_NFKPZRCHfG","outputId":"62ad6bbb-5d30-46e9-d381-fdf50f5e6987"},"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: deep_translator==1.11.4 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 1)) (1.11.4)\n","Requirement already satisfied: beautifulsoup4<5.0.0,>=4.9.1 in /usr/local/lib/python3.11/dist-packages (from deep_translator==1.11.4->-r requirements.txt (line 1)) (4.13.4)\n","Requirement already satisfied: requests<3.0.0,>=2.23.0 in /usr/local/lib/python3.11/dist-packages (from deep_translator==1.11.4->-r requirements.txt (line 1)) (2.32.3)\n","Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.11/dist-packages (from beautifulsoup4<5.0.0,>=4.9.1->deep_translator==1.11.4->-r requirements.txt (line 1)) (2.6)\n","Requirement already satisfied: typing-extensions>=4.0.0 in /usr/local/lib/python3.11/dist-packages (from beautifulsoup4<5.0.0,>=4.9.1->deep_translator==1.11.4->-r requirements.txt (line 1)) (4.13.2)\n","Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests<3.0.0,>=2.23.0->deep_translator==1.11.4->-r requirements.txt (line 1)) (3.4.1)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests<3.0.0,>=2.23.0->deep_translator==1.11.4->-r requirements.txt (line 1)) (3.10)\n","Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests<3.0.0,>=2.23.0->deep_translator==1.11.4->-r requirements.txt (line 1)) (2.3.0)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests<3.0.0,>=2.23.0->deep_translator==1.11.4->-r requirements.txt (line 1)) (2025.1.31)\n"]}],"source":["!pip install -r requirements.txt"]},{"cell_type":"code","execution_count":111,"metadata":{"id":"acyPClD0O6xq","executionInfo":{"status":"ok","timestamp":1745325876388,"user_tz":-120,"elapsed":8,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Basic libraries\n","import pandas as pd\n","import numpy as np\n","\n","# Reading and SQL queries\n","import sqlite3\n","\n","# Visualizations\n","import seaborn as sns\n","import matplotlib.pyplot as plt\n","\n","# To display data on a map\n","import plotly.express as px\n","\n","# Used for the haversine_distance() function\n","import math\n","\n","# Used to find out if the export excel file already exists\n","import os\n","\n","# To measure fit duration\n","import time\n","\n","# Portuguese to english translation\n","from deep_translator import GoogleTranslator"]},{"cell_type":"markdown","metadata":{"id":"twvdbPE_O6xr"},"source":["- Measuring notebook runtime :"]},{"cell_type":"code","execution_count":112,"metadata":{"id":"Bm1jciyWO6xr","executionInfo":{"status":"ok","timestamp":1745325876390,"user_tz":-120,"elapsed":1,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["t_notebook = time.time()"]},{"cell_type":"markdown","metadata":{"id":"NIBuj_GMO6xr"},"source":["## **Importing datasets**"]},{"cell_type":"code","execution_count":113,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":2,"status":"ok","timestamp":1745325876399,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"NwtdxNEBdZei","outputId":"58968b4b-3ebe-42a4-b925-4972930eb9ce"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['Liste+de+requetes+SQL+pour+le+dashboard.pdf',\n"," 'olist.db',\n"," 'scripts_sql.sql',\n"," 'requirements.txt',\n"," 'Copie de 01-Analyse_Exploratoire.ipynb',\n"," 'data_global.xlsx',\n"," 'X_tSNE.xlsx',\n"," 'X_tSNE_birch.xlsx',\n"," 'X_tSNE_8_parameters.xlsx',\n"," 'X_tSNE_17_parameters.xlsx',\n"," '01-Analyse_Exploratoire.ipynb',\n"," 'X_tSNE_3_parameters.xlsx',\n"," 'X_tSNE_4_parameters.xlsx',\n"," 'X_tSNE_5_parameters__avg_payment_sequential_avg_review_score.xlsx',\n"," 'Copie de 02-Modélisation.ipynb',\n"," '03-FRQ~1.ipynb',\n"," '03-Fréquence_de_mise_à_jour.ipynb',\n"," '02-Modélisation.ipynb']"]},"metadata":{},"execution_count":113}],"source":["os.listdir()"]},{"cell_type":"code","execution_count":114,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":21116,"status":"ok","timestamp":1745325897516,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"ss5XAXHOQDxf","outputId":"9369e02f-9480-4da6-f8ae-e39fd592ffe7"},"outputs":[{"output_type":"stream","name":"stdout","text":["Importing table: customers\n","Importing table: geoloc\n","Importing table: order_items\n","Importing table: order_pymts\n","Importing table: order_reviews\n","Importing table: orders\n","Importing table: products\n","Importing table: sellers\n","Importing table: translation\n","Importation terminée.\n"]}],"source":["# Chemin vers la base de données SQLite\n","db_path = 'olist.db'\n","\n","# Connexion à la base de données\n","conn = sqlite3.connect(db_path)\n","\n","# Obtenir une liste de toutes les tables de la base de données\n","cursor = conn.cursor()\n","cursor.execute(\"SELECT name FROM sqlite_master WHERE type='table';\")\n","tables = cursor.fetchall()\n","\n","db_tables = {}\n","# Exportation de chaque table en un fichier CSV\n","for table_name in tables:\n","    table_name = table_name[0]  # Récupérer le nom de la table\n","    print(f\"Importing table: {table_name}\")\n","\n","    # Charger la table dans un DataFrame pandas\n","    query = f\"SELECT * FROM {table_name}\"\n","    df = pd.read_sql_query(query, conn)\n","\n","    db_tables[table_name] = df\n","\n","    # # Exporter les données en CSV\n","    # csv_file = f\"{table_name}.csv\"\n","    # df.to_csv(csv_file, index=False, encoding='utf-8')\n","    # print(f\"Table {table_name} exported to {csv_file}\")\n","\n","# Fermer la connexion\n","conn.close()\n","print(\"Importation terminée.\")\n"]},{"cell_type":"code","execution_count":115,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":36,"status":"ok","timestamp":1745325897563,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"5hy1MI_ARApm","outputId":"da113c76-933a-45ec-9c14-19898336396d"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["dict_keys(['customers', 'geoloc', 'order_items', 'order_pymts', 'order_reviews', 'orders', 'products', 'sellers', 'translation'])"]},"metadata":{},"execution_count":115}],"source":["db_tables.keys()"]},{"cell_type":"code","execution_count":116,"metadata":{"id":"rLbBnfMLO6xr","executionInfo":{"status":"ok","timestamp":1745325897565,"user_tz":-120,"elapsed":1,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["customers = db_tables['customers']\n","geolocation = db_tables['geoloc']\n","order_items = db_tables['order_items']\n","order_payments = db_tables['order_pymts']\n","order_reviews = db_tables['order_reviews']\n","orders = db_tables['orders']\n","products = db_tables['products']\n","sellers = db_tables['sellers']\n","product_category_name_translation = db_tables['translation']"]},{"cell_type":"code","execution_count":117,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"elapsed":326,"status":"ok","timestamp":1745325897891,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"JY8Zw0hAjRP2","outputId":"c1718cf7-394e-44d9-9b4a-84fe7b780539"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["'2018-10-17 17:30:18'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":117}],"source":["orders['order_purchase_timestamp'].max()"]},{"cell_type":"markdown","metadata":{"id":"7zj88XgrO6xr"},"source":["# **<span style=\"color: #8181FF\">Merging datasets</span>**"]},{"cell_type":"markdown","metadata":{"id":"14UttC5xO6xr"},"source":["## **Pre-merge dataset processing**"]},{"cell_type":"markdown","metadata":{"id":"JxPVAdW7O6xs"},"source":["### ***geolocation* processing**\n","\n","Dropping *geolocation_city* and *geolocation_state* that we will not use.<br>\n","Grouping with *geolocation_zip_code_prefix* by averaging GPS coordinates."]},{"cell_type":"code","execution_count":118,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":424},"executionInfo":{"elapsed":26,"status":"ok","timestamp":1745325897918,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"bJJB9Ko4kXBi","outputId":"fe2d5168-c784-4d60-8fd5-f2cd87d335e0"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["           index  geolocation_zip_code_prefix  geolocation_lat  \\\n","0              0                         1037       -23.545621   \n","1              1                         1046       -23.546081   \n","2              2                         1046       -23.546129   \n","3              3                         1041       -23.544392   \n","4              4                         1035       -23.541578   \n","...          ...                          ...              ...   \n","1000158  1000158                        99950       -28.068639   \n","1000159  1000159                        99900       -27.877125   \n","1000160  1000160                        99950       -28.071855   \n","1000161  1000161                        99980       -28.388932   \n","1000162  1000162                        99950       -28.070104   \n","\n","         geolocation_lng geolocation_city geolocation_state  \n","0             -46.639292        sao paulo                SP  \n","1             -46.644820        sao paulo                SP  \n","2             -46.642951        sao paulo                SP  \n","3             -46.639499        sao paulo                SP  \n","4             -46.641607        sao paulo                SP  \n","...                  ...              ...               ...  \n","1000158       -52.010705         tapejara                RS  \n","1000159       -52.224882   getulio vargas                RS  \n","1000160       -52.014716         tapejara                RS  \n","1000161       -51.846871  david canabarro                RS  \n","1000162       -52.018658         tapejara                RS  \n","\n","[1000163 rows x 6 columns]"],"text/html":["\n","  <div id=\"df-1ef5735a-51a3-4dab-b315-f5fd23ff572b\" 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>index</th>\n","      <th>geolocation_zip_code_prefix</th>\n","      <th>geolocation_lat</th>\n","      <th>geolocation_lng</th>\n","      <th>geolocation_city</th>\n","      <th>geolocation_state</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>1037</td>\n","      <td>-23.545621</td>\n","      <td>-46.639292</td>\n","      <td>sao paulo</td>\n","      <td>SP</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>1046</td>\n","      <td>-23.546081</td>\n","      <td>-46.644820</td>\n","      <td>sao paulo</td>\n","      <td>SP</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>1046</td>\n","      <td>-23.546129</td>\n","      <td>-46.642951</td>\n","      <td>sao paulo</td>\n","      <td>SP</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>1041</td>\n","      <td>-23.544392</td>\n","      <td>-46.639499</td>\n","      <td>sao paulo</td>\n","      <td>SP</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>1035</td>\n","      <td>-23.541578</td>\n","      <td>-46.641607</td>\n","      <td>sao paulo</td>\n","      <td>SP</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1000158</th>\n","      <td>1000158</td>\n","      <td>99950</td>\n","      <td>-28.068639</td>\n","      <td>-52.010705</td>\n","      <td>tapejara</td>\n","      <td>RS</td>\n","    </tr>\n","    <tr>\n","      <th>1000159</th>\n","      <td>1000159</td>\n","      <td>99900</td>\n","      <td>-27.877125</td>\n","      <td>-52.224882</td>\n","      <td>getulio vargas</td>\n","      <td>RS</td>\n","    </tr>\n","    <tr>\n","      <th>1000160</th>\n","      <td>1000160</td>\n","      <td>99950</td>\n","      <td>-28.071855</td>\n","      <td>-52.014716</td>\n","      <td>tapejara</td>\n","      <td>RS</td>\n","    </tr>\n","    <tr>\n","      <th>1000161</th>\n","      <td>1000161</td>\n","      <td>99980</td>\n","      <td>-28.388932</td>\n","      <td>-51.846871</td>\n","      <td>david canabarro</td>\n","      <td>RS</td>\n","    </tr>\n","    <tr>\n","      <th>1000162</th>\n","      <td>1000162</td>\n","      <td>99950</td>\n","      <td>-28.070104</td>\n","      <td>-52.018658</td>\n","      <td>tapejara</td>\n","      <td>RS</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1000163 rows × 6 columns</p>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1ef5735a-51a3-4dab-b315-f5fd23ff572b')\"\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","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </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-1ef5735a-51a3-4dab-b315-f5fd23ff572b 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-1ef5735a-51a3-4dab-b315-f5fd23ff572b');\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-53ff3300-3836-4fb7-b9ad-5e40f7109138\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-53ff3300-3836-4fb7-b9ad-5e40f7109138')\"\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","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </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-53ff3300-3836-4fb7-b9ad-5e40f7109138 button');\n","      quickchartButtonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","  <div id=\"id_2a403470-4b2b-4d86-b695-76a5aaeaa067\">\n","    <style>\n","      .colab-df-generate {\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-generate:hover {\n","        background-color: #E2EBFA;\n","        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","        fill: #174EA6;\n","      }\n","\n","      [theme=dark] .colab-df-generate {\n","        background-color: #3B4455;\n","        fill: #D2E3FC;\n","      }\n","\n","      [theme=dark] .colab-df-generate: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","    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('geolocation')\"\n","            title=\"Generate code using this dataframe.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n","  </svg>\n","    </button>\n","    <script>\n","      (() => {\n","      const buttonEl =\n","        document.querySelector('#id_2a403470-4b2b-4d86-b695-76a5aaeaa067 button.colab-df-generate');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n","      buttonEl.onclick = () => {\n","        google.colab.notebook.generateWithVariable('geolocation');\n","      }\n","      })();\n","    </script>\n","  </div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"geolocation"}},"metadata":{},"execution_count":118}],"source":["geolocation"]},{"cell_type":"code","execution_count":119,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":158,"status":"ok","timestamp":1745325898087,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"10CBrXDHO6xs","outputId":"0b16e146-9a12-49dc-c65d-56b2c04cb8dc"},"outputs":[{"output_type":"stream","name":"stdout","text":["Rows before process : 1000163\n","Rows after process : 19015\n","Missing values : 0\n"]}],"source":["print('Rows before process :', len(geolocation))\n","geolocation = geolocation.drop(['geolocation_city', 'geolocation_state'], axis=1)\n","geolocation = geolocation.groupby('geolocation_zip_code_prefix').mean()\n","geolocation = geolocation.reset_index()  # to set geolocation_zip_code_prefix as a column\n","print('Rows after process :', len(geolocation))\n","print('Missing values :', geolocation.isnull().sum().sum())"]},{"cell_type":"code","execution_count":120,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":424},"executionInfo":{"elapsed":49,"status":"ok","timestamp":1745325898136,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"D9Eb2kdIkzW8","outputId":"2748abb5-04c8-4aff-c0a3-5260bcb072bd"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["       geolocation_zip_code_prefix          index  geolocation_lat  \\\n","0                             1001     764.461538       -23.550190   \n","1                             1002     744.076923       -23.548146   \n","2                             1003     635.941176       -23.548994   \n","3                             1004     817.272727       -23.549799   \n","4                             1005     720.360000       -23.549456   \n","...                            ...            ...              ...   \n","19010                        99960  999892.400000       -27.953722   \n","19011                        99965  999935.500000       -28.183372   \n","19012                        99970  999912.952381       -28.343766   \n","19013                        99980  999954.192308       -28.389129   \n","19014                        99990  999811.000000       -28.329595   \n","\n","       geolocation_lng  \n","0           -46.634024  \n","1           -46.634979  \n","2           -46.635731  \n","3           -46.634757  \n","4           -46.636733  \n","...                ...  \n","19010       -52.025511  \n","19011       -52.039850  \n","19012       -51.874689  \n","19013       -51.843836  \n","19014       -51.769362  \n","\n","[19015 rows x 4 columns]"],"text/html":["\n","  <div id=\"df-050fa1af-7aeb-4787-94ac-bac0c4fa53c1\" 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>geolocation_zip_code_prefix</th>\n","      <th>index</th>\n","      <th>geolocation_lat</th>\n","      <th>geolocation_lng</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1001</td>\n","      <td>764.461538</td>\n","      <td>-23.550190</td>\n","      <td>-46.634024</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1002</td>\n","      <td>744.076923</td>\n","      <td>-23.548146</td>\n","      <td>-46.634979</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>1003</td>\n","      <td>635.941176</td>\n","      <td>-23.548994</td>\n","      <td>-46.635731</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>1004</td>\n","      <td>817.272727</td>\n","      <td>-23.549799</td>\n","      <td>-46.634757</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>1005</td>\n","      <td>720.360000</td>\n","      <td>-23.549456</td>\n","      <td>-46.636733</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>19010</th>\n","      <td>99960</td>\n","      <td>999892.400000</td>\n","      <td>-27.953722</td>\n","      <td>-52.025511</td>\n","    </tr>\n","    <tr>\n","      <th>19011</th>\n","      <td>99965</td>\n","      <td>999935.500000</td>\n","      <td>-28.183372</td>\n","      <td>-52.039850</td>\n","    </tr>\n","    <tr>\n","      <th>19012</th>\n","      <td>99970</td>\n","      <td>999912.952381</td>\n","      <td>-28.343766</td>\n","      <td>-51.874689</td>\n","    </tr>\n","    <tr>\n","      <th>19013</th>\n","      <td>99980</td>\n","      <td>999954.192308</td>\n","      <td>-28.389129</td>\n","      <td>-51.843836</td>\n","    </tr>\n","    <tr>\n","      <th>19014</th>\n","      <td>99990</td>\n","      <td>999811.000000</td>\n","      <td>-28.329595</td>\n","      <td>-51.769362</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>19015 rows × 4 columns</p>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-050fa1af-7aeb-4787-94ac-bac0c4fa53c1')\"\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","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </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-050fa1af-7aeb-4787-94ac-bac0c4fa53c1 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-050fa1af-7aeb-4787-94ac-bac0c4fa53c1');\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-6dcdae71-ca6b-41c8-897c-ec663c9ec48f\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-6dcdae71-ca6b-41c8-897c-ec663c9ec48f')\"\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","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </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-6dcdae71-ca6b-41c8-897c-ec663c9ec48f button');\n","      quickchartButtonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","  <div id=\"id_98d2c89a-14e6-480b-8254-6ea6988ccafb\">\n","    <style>\n","      .colab-df-generate {\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-generate:hover {\n","        background-color: #E2EBFA;\n","        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","        fill: #174EA6;\n","      }\n","\n","      [theme=dark] .colab-df-generate {\n","        background-color: #3B4455;\n","        fill: #D2E3FC;\n","      }\n","\n","      [theme=dark] .colab-df-generate: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","    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('geolocation')\"\n","            title=\"Generate code using this dataframe.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n","  </svg>\n","    </button>\n","    <script>\n","      (() => {\n","      const buttonEl =\n","        document.querySelector('#id_98d2c89a-14e6-480b-8254-6ea6988ccafb button.colab-df-generate');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n","      buttonEl.onclick = () => {\n","        google.colab.notebook.generateWithVariable('geolocation');\n","      }\n","      })();\n","    </script>\n","  </div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"geolocation","summary":"{\n  \"name\": \"geolocation\",\n  \"rows\": 19015,\n  \"fields\": [\n    {\n      \"column\": \"geolocation_zip_code_prefix\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 30905,\n        \"min\": 1001,\n        \"max\": 99990,\n        \"num_unique_values\": 19015,\n        \"samples\": [\n          19160,\n          9613,\n          39868\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"index\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 296025.73042827536,\n        \"min\": 325.5,\n        \"max\": 999971.6666666666,\n        \"num_unique_values\": 18999,\n        \"samples\": [\n          791931.3333333334,\n          749359.9253731343,\n          743316.625\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"geolocation_lat\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 7.295792357586375,\n        \"min\": -33.68994828174511,\n        \"max\": 42.18400274298598,\n        \"num_unique_values\": 19002,\n        \"samples\": [\n          -1.4610605070227303,\n          -23.64056372252822,\n          -3.7979653859032565\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"geolocation_lng\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 5.36577520827352,\n        \"min\": -72.91606928086937,\n        \"max\": 121.10539381057764,\n        \"num_unique_values\": 19001,\n        \"samples\": [\n          -50.041484695104316,\n          -46.494431842210396,\n          -38.567945481184445\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":120}],"source":["geolocation"]},{"cell_type":"markdown","metadata":{"id":"q--tdWbZO6xs"},"source":["### ***customers* processing**\n","\n","Merging with *geolocation* to retrieve GPS coordinates using zip code prefix as join key.<br>\n","Renaming *geolocation_lat* and *geolocation_lng* to *customer_lat* and *customer_lng*.<br>\n","Finally only keeping *customer_id*, *customer_unique_id*, *customer_lat* and *customer_lng*.."]},{"cell_type":"code","execution_count":121,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":83,"status":"ok","timestamp":1745325898220,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"a1WTlUjpn5Wm","outputId":"b2205a83-9cac-46ec-a818-56b7c9ad06a1"},"outputs":[{"output_type":"stream","name":"stdout","text":["Missing values : 556\n"]}],"source":["customers = customers.merge(geolocation, left_on='customer_zip_code_prefix', right_on='geolocation_zip_code_prefix', how='left')\n","customers.rename(columns={\"geolocation_lat\": \"customer_lat\", \"geolocation_lng\": \"customer_lng\"}, inplace=True)\n","customers = customers[['customer_id', 'customer_unique_id', 'customer_lat', 'customer_lng']]\n","print('Missing values :', customers.isnull().sum().sum())"]},{"cell_type":"code","execution_count":122,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":53,"status":"ok","timestamp":1745325898274,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"0h02m9LwO6xs","outputId":"1266c851-7218-4c57-979d-59cc8b6a791a"},"outputs":[{"output_type":"stream","name":"stdout","text":["Missing values : 0\n"]}],"source":["# There are some missing values in customer_lat/customer_lng: I impute by the median\n","customers.loc[customers['customer_lat'].isnull() == True, 'customer_lat'] = customers['customer_lat'].median()\n","customers.loc[customers['customer_lng'].isnull() == True, 'customer_lng'] = customers['customer_lng'].median()\n","print('Missing values :', customers.isnull().sum().sum())"]},{"cell_type":"code","execution_count":123,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"elapsed":449,"status":"ok","timestamp":1745325898746,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"EjU02Uofo9wB","outputId":"7f70e595-e046-4b29-e618-b754acf574ce"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["                        customer_id                customer_unique_id  \\\n","0  06b8999e2fba1a1fbc88172c00ba8bc7  861eff4711a542e4b93843c6dd7febb0   \n","1  18955e83d337fd6b2def6b18a428ac77  290c77bc529b7ac935b93aa66c333dc3   \n","2  4e7b3e00288586ebd08712fdd0374a03  060e732b5b29e8181a18229c7b0b2b5e   \n","3  b2b6027bc5c5109e529d4dc6358b12c3  259dac757896d24d7702b9acbbff3f3c   \n","4  4f2d8ab171c80ec8364f7c12e35b23ad  345ecd01c38d18a9036ed96c73b8d066   \n","\n","   customer_lat  customer_lng  \n","0    -20.498489    -47.396929  \n","1    -23.727992    -46.542848  \n","2    -23.531642    -46.656289  \n","3    -23.499702    -46.185233  \n","4    -22.975100    -47.142925  "],"text/html":["\n","  <div id=\"df-cc0e21bb-7509-4e87-b69a-c85a5fd8f77a\" 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>customer_id</th>\n","      <th>customer_unique_id</th>\n","      <th>customer_lat</th>\n","      <th>customer_lng</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>06b8999e2fba1a1fbc88172c00ba8bc7</td>\n","      <td>861eff4711a542e4b93843c6dd7febb0</td>\n","      <td>-20.498489</td>\n","      <td>-47.396929</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>18955e83d337fd6b2def6b18a428ac77</td>\n","      <td>290c77bc529b7ac935b93aa66c333dc3</td>\n","      <td>-23.727992</td>\n","      <td>-46.542848</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>4e7b3e00288586ebd08712fdd0374a03</td>\n","      <td>060e732b5b29e8181a18229c7b0b2b5e</td>\n","      <td>-23.531642</td>\n","      <td>-46.656289</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>b2b6027bc5c5109e529d4dc6358b12c3</td>\n","      <td>259dac757896d24d7702b9acbbff3f3c</td>\n","      <td>-23.499702</td>\n","      <td>-46.185233</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4f2d8ab171c80ec8364f7c12e35b23ad</td>\n","      <td>345ecd01c38d18a9036ed96c73b8d066</td>\n","      <td>-22.975100</td>\n","      <td>-47.142925</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-cc0e21bb-7509-4e87-b69a-c85a5fd8f77a')\"\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","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </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-cc0e21bb-7509-4e87-b69a-c85a5fd8f77a 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-cc0e21bb-7509-4e87-b69a-c85a5fd8f77a');\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-6cba5d59-9857-423c-ba48-107f9912f148\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-6cba5d59-9857-423c-ba48-107f9912f148')\"\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","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </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-6cba5d59-9857-423c-ba48-107f9912f148 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":"customers","summary":"{\n  \"name\": \"customers\",\n  \"rows\": 99441,\n  \"fields\": [\n    {\n      \"column\": \"customer_id\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 99441,\n        \"samples\": [\n          \"c7432c6d237ffd6aa36a007b4237ec38\",\n          \"7f399d641e2e2064470145178c9e8778\",\n          \"ba5642b730704dc0f74b7cf715b41ed5\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"customer_unique_id\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 96096,\n        \"samples\": [\n          \"b5d6fa3d2213927296ac893f14f4461c\",\n          \"0520a11c7af8a73b703f1d2e722c7c8a\",\n          \"7a19f3fff09616cbb1cf8fdaa05ae032\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"customer_lat\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 5.601539328732252,\n        \"min\": -33.68994828174511,\n        \"max\": 42.18400274298598,\n        \"num_unique_values\": 14837,\n        \"samples\": [\n          -14.018136979135805,\n          -7.239387292120763,\n          -23.506898021382856\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"customer_lng\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 4.050465030148616,\n        \"min\": -72.6688805413531,\n        \"max\": -8.723762147513938,\n        \"num_unique_values\": 14837,\n        \"samples\": [\n          -43.96875730467175,\n          -35.894350587508924,\n          -46.59175114788354\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":123}],"source":["customers.head()"]},{"cell_type":"code","execution_count":124,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":490},"executionInfo":{"elapsed":573,"status":"ok","timestamp":1745325899320,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"311MMWY9DlhR","outputId":"0d6c041f-8f06-4d1f-a1dd-1f1408d102e4"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["customer_unique_id\n","8d50f5eadf50201ccdcedfb9e2ac8455    17\n","3e43e6105506432c953e165fb2acf44c     9\n","6469f99c1f9dfae7733b25662e7f1782     7\n","1b6c7548a2a1f9037c1fd3ddfed95f33     7\n","ca77025e7201e3b30c44b472ff346268     7\n","                                    ..\n","5656a8fabc8629ff96b2bc14f8c09a27     1\n","56560124a5cc70119deb685775639ea7     1\n","5655ee330a79bd1fd1e5fb220c2436dd     1\n","5655967ad654dc2d2affca3502631db7     1\n","565b64d5eccb92927eef430de8df9047     1\n","Name: customer_unique_id, Length: 96096, 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>customer_unique_id</th>\n","    </tr>\n","    <tr>\n","      <th>customer_unique_id</th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>8d50f5eadf50201ccdcedfb9e2ac8455</th>\n","      <td>17</td>\n","    </tr>\n","    <tr>\n","      <th>3e43e6105506432c953e165fb2acf44c</th>\n","      <td>9</td>\n","    </tr>\n","    <tr>\n","      <th>6469f99c1f9dfae7733b25662e7f1782</th>\n","      <td>7</td>\n","    </tr>\n","    <tr>\n","      <th>1b6c7548a2a1f9037c1fd3ddfed95f33</th>\n","      <td>7</td>\n","    </tr>\n","    <tr>\n","      <th>ca77025e7201e3b30c44b472ff346268</th>\n","      <td>7</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>5656a8fabc8629ff96b2bc14f8c09a27</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>56560124a5cc70119deb685775639ea7</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>5655ee330a79bd1fd1e5fb220c2436dd</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>5655967ad654dc2d2affca3502631db7</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>565b64d5eccb92927eef430de8df9047</th>\n","      <td>1</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>96096 rows × 1 columns</p>\n","</div><br><label><b>dtype:</b> int64</label>"]},"metadata":{},"execution_count":124}],"source":["customers.groupby(\"customer_unique_id\")['customer_unique_id'].count().sort_values(ascending=False)"]},{"cell_type":"code","execution_count":125,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":582},"executionInfo":{"elapsed":85,"status":"ok","timestamp":1745325899413,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"PLspDdSQ-hwN","outputId":"3b27965e-7fe5-41e0-9369-84dc2e1124f8"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["                            customer_id                customer_unique_id  \\\n","14186  1bd3585471932167ab72a84955ebefea  8d50f5eadf50201ccdcedfb9e2ac8455   \n","15321  a8fabc805e9a10a3c93ae5bff642b86b  8d50f5eadf50201ccdcedfb9e2ac8455   \n","16654  897b7f72042714efaa64ac306ba0cafc  8d50f5eadf50201ccdcedfb9e2ac8455   \n","36122  b2b13de0770e06de50080fea77c459e6  8d50f5eadf50201ccdcedfb9e2ac8455   \n","38073  42dbc1ad9d560637c9c4c1533746f86d  8d50f5eadf50201ccdcedfb9e2ac8455   \n","40141  dfb941d6f7b02f57a44c3b7c3fefb44b  8d50f5eadf50201ccdcedfb9e2ac8455   \n","48614  65f9db9dd07a4e79b625effa4c868fcb  8d50f5eadf50201ccdcedfb9e2ac8455   \n","52574  1c62b48fb34ee043310dcb233caabd2e  8d50f5eadf50201ccdcedfb9e2ac8455   \n","58707  a682769c4bc10fc6ef2101337a6c83c9  8d50f5eadf50201ccdcedfb9e2ac8455   \n","67996  6289b75219d757a56c0cce8d9e427900  8d50f5eadf50201ccdcedfb9e2ac8455   \n","72745  3414a9c813e3ca02504b8be8b2deb27f  8d50f5eadf50201ccdcedfb9e2ac8455   \n","74510  0e4fdc084a6b9329ed55d62dcd653ccf  8d50f5eadf50201ccdcedfb9e2ac8455   \n","83363  f5188d99e9281e214a4a7d1b139a8229  8d50f5eadf50201ccdcedfb9e2ac8455   \n","85507  89be66634d68fa73a95499b6352e085d  8d50f5eadf50201ccdcedfb9e2ac8455   \n","90268  0bf8bf19944a7f8b40ba86fef778ca7c  8d50f5eadf50201ccdcedfb9e2ac8455   \n","93591  9a1afef458843a022e431f4cb304dfe9  8d50f5eadf50201ccdcedfb9e2ac8455   \n","96652  31dd055624c66f291578297a551a6cdf  8d50f5eadf50201ccdcedfb9e2ac8455   \n","\n","       customer_lat  customer_lng  \n","14186    -23.618666    -46.639583  \n","15321    -23.618666    -46.639583  \n","16654    -23.618666    -46.639583  \n","36122    -23.618666    -46.639583  \n","38073    -23.618666    -46.639583  \n","40141    -23.618666    -46.639583  \n","48614    -23.618666    -46.639583  \n","52574    -23.618666    -46.639583  \n","58707    -23.618666    -46.639583  \n","67996    -23.618666    -46.639583  \n","72745    -23.618666    -46.639583  \n","74510    -23.618666    -46.639583  \n","83363    -23.618666    -46.639583  \n","85507    -23.618666    -46.639583  \n","90268    -23.618666    -46.639583  \n","93591    -23.618666    -46.639583  \n","96652    -23.618666    -46.639583  "],"text/html":["\n","  <div id=\"df-26310935-838d-4633-b0d7-100db3e62025\" 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>customer_id</th>\n","      <th>customer_unique_id</th>\n","      <th>customer_lat</th>\n","      <th>customer_lng</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>14186</th>\n","      <td>1bd3585471932167ab72a84955ebefea</td>\n","      <td>8d50f5eadf50201ccdcedfb9e2ac8455</td>\n","      <td>-23.618666</td>\n","      <td>-46.639583</td>\n","    </tr>\n","    <tr>\n","      <th>15321</th>\n","      <td>a8fabc805e9a10a3c93ae5bff642b86b</td>\n","      <td>8d50f5eadf50201ccdcedfb9e2ac8455</td>\n","      <td>-23.618666</td>\n","      <td>-46.639583</td>\n","    </tr>\n","    <tr>\n","      <th>16654</th>\n","      <td>897b7f72042714efaa64ac306ba0cafc</td>\n","      <td>8d50f5eadf50201ccdcedfb9e2ac8455</td>\n","      <td>-23.618666</td>\n","      <td>-46.639583</td>\n","    </tr>\n","    <tr>\n","      <th>36122</th>\n","      <td>b2b13de0770e06de50080fea77c459e6</td>\n","      <td>8d50f5eadf50201ccdcedfb9e2ac8455</td>\n","      <td>-23.618666</td>\n","      <td>-46.639583</td>\n","    </tr>\n","    <tr>\n","      <th>38073</th>\n","      <td>42dbc1ad9d560637c9c4c1533746f86d</td>\n","      <td>8d50f5eadf50201ccdcedfb9e2ac8455</td>\n","      <td>-23.618666</td>\n","      <td>-46.639583</td>\n","    </tr>\n","    <tr>\n","      <th>40141</th>\n","      <td>dfb941d6f7b02f57a44c3b7c3fefb44b</td>\n","      <td>8d50f5eadf50201ccdcedfb9e2ac8455</td>\n","      <td>-23.618666</td>\n","      <td>-46.639583</td>\n","    </tr>\n","    <tr>\n","      <th>48614</th>\n","      <td>65f9db9dd07a4e79b625effa4c868fcb</td>\n","      <td>8d50f5eadf50201ccdcedfb9e2ac8455</td>\n","      <td>-23.618666</td>\n","      <td>-46.639583</td>\n","    </tr>\n","    <tr>\n","      <th>52574</th>\n","      <td>1c62b48fb34ee043310dcb233caabd2e</td>\n","      <td>8d50f5eadf50201ccdcedfb9e2ac8455</td>\n","      <td>-23.618666</td>\n","      <td>-46.639583</td>\n","    </tr>\n","    <tr>\n","      <th>58707</th>\n","      <td>a682769c4bc10fc6ef2101337a6c83c9</td>\n","      <td>8d50f5eadf50201ccdcedfb9e2ac8455</td>\n","      <td>-23.618666</td>\n","      <td>-46.639583</td>\n","    </tr>\n","    <tr>\n","      <th>67996</th>\n","      <td>6289b75219d757a56c0cce8d9e427900</td>\n","      <td>8d50f5eadf50201ccdcedfb9e2ac8455</td>\n","      <td>-23.618666</td>\n","      <td>-46.639583</td>\n","    </tr>\n","    <tr>\n","      <th>72745</th>\n","      <td>3414a9c813e3ca02504b8be8b2deb27f</td>\n","      <td>8d50f5eadf50201ccdcedfb9e2ac8455</td>\n","      <td>-23.618666</td>\n","      <td>-46.639583</td>\n","    </tr>\n","    <tr>\n","      <th>74510</th>\n","      <td>0e4fdc084a6b9329ed55d62dcd653ccf</td>\n","      <td>8d50f5eadf50201ccdcedfb9e2ac8455</td>\n","      <td>-23.618666</td>\n","      <td>-46.639583</td>\n","    </tr>\n","    <tr>\n","      <th>83363</th>\n","      <td>f5188d99e9281e214a4a7d1b139a8229</td>\n","      <td>8d50f5eadf50201ccdcedfb9e2ac8455</td>\n","      <td>-23.618666</td>\n","      <td>-46.639583</td>\n","    </tr>\n","    <tr>\n","      <th>85507</th>\n","      <td>89be66634d68fa73a95499b6352e085d</td>\n","      <td>8d50f5eadf50201ccdcedfb9e2ac8455</td>\n","      <td>-23.618666</td>\n","      <td>-46.639583</td>\n","    </tr>\n","    <tr>\n","      <th>90268</th>\n","      <td>0bf8bf19944a7f8b40ba86fef778ca7c</td>\n","      <td>8d50f5eadf50201ccdcedfb9e2ac8455</td>\n","      <td>-23.618666</td>\n","      <td>-46.639583</td>\n","    </tr>\n","    <tr>\n","      <th>93591</th>\n","      <td>9a1afef458843a022e431f4cb304dfe9</td>\n","      <td>8d50f5eadf50201ccdcedfb9e2ac8455</td>\n","      <td>-23.618666</td>\n","      <td>-46.639583</td>\n","    </tr>\n","    <tr>\n","      <th>96652</th>\n","      <td>31dd055624c66f291578297a551a6cdf</td>\n","      <td>8d50f5eadf50201ccdcedfb9e2ac8455</td>\n","      <td>-23.618666</td>\n","      <td>-46.639583</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-26310935-838d-4633-b0d7-100db3e62025')\"\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","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </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-26310935-838d-4633-b0d7-100db3e62025 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-26310935-838d-4633-b0d7-100db3e62025');\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-d4a0b939-7dc4-4d8b-9644-1d4f764da3dd\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-d4a0b939-7dc4-4d8b-9644-1d4f764da3dd')\"\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","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </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-d4a0b939-7dc4-4d8b-9644-1d4f764da3dd 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","summary":"{\n  \"name\": \"customers[customers['customer_unique_id']=='8d50f5eadf50201ccdcedfb9e2ac8455']\",\n  \"rows\": 17,\n  \"fields\": [\n    {\n      \"column\": \"customer_id\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 17,\n        \"samples\": [\n          \"1bd3585471932167ab72a84955ebefea\",\n          \"a8fabc805e9a10a3c93ae5bff642b86b\",\n          \"dfb941d6f7b02f57a44c3b7c3fefb44b\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"customer_unique_id\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"8d50f5eadf50201ccdcedfb9e2ac8455\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"customer_lat\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0,\n        \"min\": -23.61866620197685,\n        \"max\": -23.61866620197685,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          -23.61866620197685\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"customer_lng\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 7.32410687763558e-15,\n        \"min\": -46.639582867790025,\n        \"max\": -46.639582867790025,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          -46.639582867790025\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":125}],"source":["customers[customers['customer_unique_id']=='8d50f5eadf50201ccdcedfb9e2ac8455']"]},{"cell_type":"code","execution_count":126,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":490},"executionInfo":{"elapsed":965,"status":"ok","timestamp":1745325900378,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"fUr00gmUDPuN","outputId":"1aa0d254-a5a3-4d82-fb51-6b4aa91387c1"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["customer_id\n","ffffe8b65bbe3087b653a978c870db99    1\n","fff5169e583fd07fac9fec88962f189d    1\n","fff4fdd0de70a51d4e0f57a4c1c6bfae    1\n","fff4f0c85a4d710abe06599e1ed08a42    1\n","fff415b4c72e09483a25c15108c65d31    1\n","                                   ..\n","0004164d20a9e969af783496f3408652    1\n","000379cdec625522490c315e70c7a9fb    1\n","0002414f95344307404f0ace7a26f1d5    1\n","0001fd6190edaaf884bcaf3d49edf079    1\n","000161a058600d5901f007fab4c27140    1\n","Name: customer_id, Length: 99441, 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>customer_id</th>\n","    </tr>\n","    <tr>\n","      <th>customer_id</th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>ffffe8b65bbe3087b653a978c870db99</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>fff5169e583fd07fac9fec88962f189d</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>fff4fdd0de70a51d4e0f57a4c1c6bfae</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>fff4f0c85a4d710abe06599e1ed08a42</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>fff415b4c72e09483a25c15108c65d31</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>0004164d20a9e969af783496f3408652</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>000379cdec625522490c315e70c7a9fb</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>0002414f95344307404f0ace7a26f1d5</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>0001fd6190edaaf884bcaf3d49edf079</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>000161a058600d5901f007fab4c27140</th>\n","      <td>1</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>99441 rows × 1 columns</p>\n","</div><br><label><b>dtype:</b> int64</label>"]},"metadata":{},"execution_count":126}],"source":["customers.groupby(\"customer_id\")['customer_id'].count().sort_values(ascending=False)"]},{"cell_type":"markdown","metadata":{"id":"T-MqEkUJD2sS"},"source":["*customer_unique_id* seems to be different the same for different browsings. *customer_id* can be multiple for the same *customer_unique_id*. Therefore, the most interesting variable is *customer_unique_id*"]},{"cell_type":"markdown","metadata":{"id":"A8OJObxkO6xs"},"source":["### ***sellers* processing**\n","Following same process as *customers*.<br>\n","Merging with *geolocation* to retrieve GPS coordinates from the zip code prefix.<br>\n","Renaming *geolocation_lat* and *geolocation_lng* --> *seller_lat* and *seller_lng*.<br>\n","Finally only keeping *seller_id*, *seller_lat*, et *seller_lng*."]},{"cell_type":"code","execution_count":127,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":27,"status":"ok","timestamp":1745325900404,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"cEB7_kCuO6xs","outputId":"1097e533-b260-4623-e92a-ea7c2fa7f81c"},"outputs":[{"output_type":"stream","name":"stdout","text":["Missing values : 14\n","Missing values : 0\n"]}],"source":["sellers = sellers.merge(geolocation, left_on='seller_zip_code_prefix', right_on='geolocation_zip_code_prefix', how='left')\n","sellers.rename(columns={\"geolocation_lat\": \"seller_lat\", \"geolocation_lng\": \"seller_lng\"}, inplace=True)\n","sellers = sellers[['seller_id', 'seller_lat', 'seller_lng']]\n","print('Missing values :', sellers.isnull().sum().sum())\n","# There are some missing values in seller_lat/seller_lng: imputing by the median\n","sellers.loc[sellers['seller_lat'].isnull() == True, 'seller_lat'] = sellers['seller_lat'].median()\n","sellers.loc[sellers['seller_lng'].isnull() == True, 'seller_lng'] = sellers['seller_lng'].median()\n","print('Missing values :', sellers.isnull().sum().sum())"]},{"cell_type":"code","execution_count":128,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"elapsed":48,"status":"ok","timestamp":1745325900455,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"Mm-xdDgJqWZG","outputId":"3c1541d4-af9e-4163-8bcd-9b76da2f2729"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["                          seller_id  seller_lat  seller_lng\n","0  3442f8959a84dea7ee197c632cb2df15  -22.893848  -47.061337\n","1  d1b65fc7debc3361ea86b5f14c68d2e2  -22.383437  -46.947927\n","2  ce3ad9de960102d0677a81f5d0bb7b2d  -22.909572  -43.177703\n","3  c0f3eea2e14555b6faeea3dd58c1b1c3  -23.657242  -46.612831\n","4  51a04a8a6bdcb23deccc82b0b80742cf  -22.964803  -46.534419"],"text/html":["\n","  <div id=\"df-bddc1981-6295-4eeb-b9af-93a998eb9a10\" 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>seller_id</th>\n","      <th>seller_lat</th>\n","      <th>seller_lng</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>3442f8959a84dea7ee197c632cb2df15</td>\n","      <td>-22.893848</td>\n","      <td>-47.061337</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>d1b65fc7debc3361ea86b5f14c68d2e2</td>\n","      <td>-22.383437</td>\n","      <td>-46.947927</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>ce3ad9de960102d0677a81f5d0bb7b2d</td>\n","      <td>-22.909572</td>\n","      <td>-43.177703</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>c0f3eea2e14555b6faeea3dd58c1b1c3</td>\n","      <td>-23.657242</td>\n","      <td>-46.612831</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>51a04a8a6bdcb23deccc82b0b80742cf</td>\n","      <td>-22.964803</td>\n","      <td>-46.534419</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-bddc1981-6295-4eeb-b9af-93a998eb9a10')\"\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","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </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-bddc1981-6295-4eeb-b9af-93a998eb9a10 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-bddc1981-6295-4eeb-b9af-93a998eb9a10');\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-0b5782a2-2ec7-4e73-bff0-613cad1b8ca5\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-0b5782a2-2ec7-4e73-bff0-613cad1b8ca5')\"\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","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </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-0b5782a2-2ec7-4e73-bff0-613cad1b8ca5 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":"sellers","summary":"{\n  \"name\": \"sellers\",\n  \"rows\": 3095,\n  \"fields\": [\n    {\n      \"column\": \"seller_id\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3095,\n        \"samples\": [\n          \"1f7fd2a6fcd5a6fa5d8a4dabc72aaae0\",\n          \"6e1862e15f33d9994bc25922a85e1efc\",\n          \"e628d4a53c109f09ca88098338b3a3f5\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"seller_lat\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 3.1721691769060256,\n        \"min\": -32.079231334862214,\n        \"max\": -2.5012422006260024,\n        \"num_unique_values\": 2240,\n        \"samples\": [\n          -23.544651733224047,\n          -21.294953796324272,\n          -22.705059493303754\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"seller_lng\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2.802805627846629,\n        \"min\": -67.81328446862534,\n        \"max\": -34.85561616256579,\n        \"num_unique_values\": 2240,\n        \"samples\": [\n          -46.57571243111453,\n          -50.34326735573279,\n          -47.2942847510832\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":128}],"source":["sellers.head()"]},{"cell_type":"markdown","metadata":{"id":"f4fqsl_0O6xs"},"source":["### ***order_items* processing**\n","\n","Regrouping by *order_id*, the other columns are aggregated as follows :\n","- *order_item_id* : *max()*, which gives the number of items in the order.\n","- *product_id* : *first()*, only keeping the first one, not ideal, but it only concerns a very limited number of orders..\n","- *seller_id* : *first()*, same logic as for *product_id*.\n","- *shipping_limit_date* : *first()*, it's the same for the whole order.\n","- *price* : *sum()*, total item price.\n","- *freight_value* : *sum()*, average shipping costs."]},{"cell_type":"code","execution_count":129,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1896,"status":"ok","timestamp":1745325902351,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"-H6Ri3EHu6LN","outputId":"3d9e5d26-14e8-431c-e12e-2d6063fd83a8"},"outputs":[{"output_type":"stream","name":"stdout","text":["Distinct orders with same id but many more than 1 value for product_id: 3236 (7768 rows)\n","Distinct orders with same id but many more than 1 value for seller_id: 1278 (3103 rows)\n"]}],"source":["# count orders with more than one product_id / seller_id\n","\n","columns = ['product_id', 'seller_id']\n","for column in columns:\n","  # Group by 'order_id' and get the count of unique 'product_id' / 'seller_id' for each order\n","  order_counts = order_items.groupby('order_id')[column].nunique()\n","\n","  # Find orders with more than one unique product / seller\n","  orders_with_multiple_ocurrencies = order_counts[order_counts > 1].index\n","\n","  # Filter the original DataFrame to include only those orders\n","  filtered_orders = order_items[order_items['order_id'].isin(orders_with_multiple_ocurrencies)]\n","\n","  print(f\"Distinct orders with same id but many more than 1 value for {column}: {filtered_orders['order_id'].nunique()} ({len(filtered_orders)} rows)\")"]},{"cell_type":"code","execution_count":130,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1443,"status":"ok","timestamp":1745325903806,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"Ua8gwo_WSk7T","outputId":"84d4367a-05ec-4dbd-b550-9770d7422b5e"},"outputs":[{"output_type":"stream","name":"stdout","text":["Rows before treatment : 112650\n","Rows after treatment : 98666\n","Missing values : 0\n"]}],"source":["print('Rows before treatment :', len(order_items))\n","order_items = order_items.groupby('order_id').agg(\n","    {\n","        'order_item_id': 'max',\n","        'product_id': 'first',\n","        'seller_id': 'first',\n","        'shipping_limit_date': 'first',\n","        'price': 'sum',\n","        'freight_value': 'sum',\n","    }\n",")\n","order_items = order_items.reset_index()  # turn order_id back as a column\n","print('Rows after treatment :', len(order_items))\n","print('Missing values :', order_items.isnull().sum().sum())"]},{"cell_type":"markdown","metadata":{"id":"TRBOEQVUO6xs"},"source":["### ***order_payments* processing**\n","\n","Group by *order_id*, the other columns are aggregated as follows :\n","- *payment_sequential* : *max()* payment subdivision (~ number of vouchers used to reduce price)\n","- *payment_type* : *first()*\n","- *payment_installments* (paiements en plusieurs fois) : *max()*\n","- *payment_value* : *sum()*"]},{"cell_type":"code","execution_count":131,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":424},"executionInfo":{"elapsed":84,"status":"ok","timestamp":1745325903891,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"9T2W8khNzK20","outputId":"601c61b7-e28c-4db6-bc0f-9f2d4d06c437"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["         index                          order_id  payment_sequential  \\\n","0            0  b81ef226f3fe1789b1e8b2acac839d17                   1   \n","1            1  a9810da82917af2d9aefd1278f1dcfa0                   1   \n","2            2  25e8ea4e93396b6fa0d3dd708e76c1bd                   1   \n","3            3  ba78997921bbcdc1373bb41e913ab953                   1   \n","4            4  42fdf880ba16b47b59251dd489d4441a                   1   \n","...        ...                               ...                 ...   \n","103881  103881  0406037ad97740d563a178ecc7a2075c                   1   \n","103882  103882  7b905861d7c825891d6347454ea7863f                   1   \n","103883  103883  32609bbb3dd69b3c066a6860554a77bf                   1   \n","103884  103884  b8b61059626efa996a60be9bb9320e10                   1   \n","103885  103885  28bbae6599b09d39ca406b747b6632b1                   1   \n","\n","       payment_type  payment_installments  payment_value  \n","0       credit_card                     8          99.33  \n","1       credit_card                     1          24.39  \n","2       credit_card                     1          65.71  \n","3       credit_card                     8         107.78  \n","4       credit_card                     2         128.45  \n","...             ...                   ...            ...  \n","103881       boleto                     1         363.31  \n","103882  credit_card                     2          96.80  \n","103883  credit_card                     1          47.77  \n","103884  credit_card                     5         369.54  \n","103885       boleto                     1         191.58  \n","\n","[103886 rows x 6 columns]"],"text/html":["\n","  <div id=\"df-32eb30c9-a6cf-4702-acbf-1b70b70b62f0\" 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>index</th>\n","      <th>order_id</th>\n","      <th>payment_sequential</th>\n","      <th>payment_type</th>\n","      <th>payment_installments</th>\n","      <th>payment_value</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>b81ef226f3fe1789b1e8b2acac839d17</td>\n","      <td>1</td>\n","      <td>credit_card</td>\n","      <td>8</td>\n","      <td>99.33</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>a9810da82917af2d9aefd1278f1dcfa0</td>\n","      <td>1</td>\n","      <td>credit_card</td>\n","      <td>1</td>\n","      <td>24.39</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>25e8ea4e93396b6fa0d3dd708e76c1bd</td>\n","      <td>1</td>\n","      <td>credit_card</td>\n","      <td>1</td>\n","      <td>65.71</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>ba78997921bbcdc1373bb41e913ab953</td>\n","      <td>1</td>\n","      <td>credit_card</td>\n","      <td>8</td>\n","      <td>107.78</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>42fdf880ba16b47b59251dd489d4441a</td>\n","      <td>1</td>\n","      <td>credit_card</td>\n","      <td>2</td>\n","      <td>128.45</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>103881</th>\n","      <td>103881</td>\n","      <td>0406037ad97740d563a178ecc7a2075c</td>\n","      <td>1</td>\n","      <td>boleto</td>\n","      <td>1</td>\n","      <td>363.31</td>\n","    </tr>\n","    <tr>\n","      <th>103882</th>\n","      <td>103882</td>\n","      <td>7b905861d7c825891d6347454ea7863f</td>\n","      <td>1</td>\n","      <td>credit_card</td>\n","      <td>2</td>\n","      <td>96.80</td>\n","    </tr>\n","    <tr>\n","      <th>103883</th>\n","      <td>103883</td>\n","      <td>32609bbb3dd69b3c066a6860554a77bf</td>\n","      <td>1</td>\n","      <td>credit_card</td>\n","      <td>1</td>\n","      <td>47.77</td>\n","    </tr>\n","    <tr>\n","      <th>103884</th>\n","      <td>103884</td>\n","      <td>b8b61059626efa996a60be9bb9320e10</td>\n","      <td>1</td>\n","      <td>credit_card</td>\n","      <td>5</td>\n","      <td>369.54</td>\n","    </tr>\n","    <tr>\n","      <th>103885</th>\n","      <td>103885</td>\n","      <td>28bbae6599b09d39ca406b747b6632b1</td>\n","      <td>1</td>\n","      <td>boleto</td>\n","      <td>1</td>\n","      <td>191.58</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>103886 rows × 6 columns</p>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-32eb30c9-a6cf-4702-acbf-1b70b70b62f0')\"\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","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </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-32eb30c9-a6cf-4702-acbf-1b70b70b62f0 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-32eb30c9-a6cf-4702-acbf-1b70b70b62f0');\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-cab65fca-a921-4383-b494-bba875e97f29\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-cab65fca-a921-4383-b494-bba875e97f29')\"\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","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </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-cab65fca-a921-4383-b494-bba875e97f29 button');\n","      quickchartButtonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","  <div id=\"id_8399fba6-2899-4d09-94ef-a8a285edce6e\">\n","    <style>\n","      .colab-df-generate {\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-generate:hover {\n","        background-color: #E2EBFA;\n","        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","        fill: #174EA6;\n","      }\n","\n","      [theme=dark] .colab-df-generate {\n","        background-color: #3B4455;\n","        fill: #D2E3FC;\n","      }\n","\n","      [theme=dark] .colab-df-generate: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","    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('order_payments')\"\n","            title=\"Generate code using this dataframe.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n","  </svg>\n","    </button>\n","    <script>\n","      (() => {\n","      const buttonEl =\n","        document.querySelector('#id_8399fba6-2899-4d09-94ef-a8a285edce6e button.colab-df-generate');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n","      buttonEl.onclick = () => {\n","        google.colab.notebook.generateWithVariable('order_payments');\n","      }\n","      })();\n","    </script>\n","  </div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"order_payments"}},"metadata":{},"execution_count":131}],"source":["order_payments"]},{"cell_type":"code","execution_count":132,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":41,"status":"ok","timestamp":1745325903933,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"5hXYg6ao1N4T","outputId":"c1bcd995-fcfd-4034-8194-8ef36f7401a3"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([ 1,  2,  4,  5,  3,  8,  6,  7, 10, 11, 17, 19, 27, 12,  9, 15, 13,\n","       14, 16, 25, 22, 26, 29, 28, 18, 21, 24, 23, 20])"]},"metadata":{},"execution_count":132}],"source":["order_payments['payment_sequential'].unique()"]},{"cell_type":"code","execution_count":133,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":83,"status":"ok","timestamp":1745325904053,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"rwzDJ9A9zRfM","outputId":"c0f28985-bb82-44a2-9ddf-14f543213033"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["       index                          order_id  payment_sequential  \\\n","1587    1587  3c58bffb70dcf45f12bdf66a3c215905                  10   \n","4439    4439  21577126c19bf11a0b91592e5844ba78                  10   \n","4933    4933  4bfcba9e084f46c8e3cb49b0fa6e6159                  10   \n","6940    6940  cf101c3abd3c061ca9f78c1bbb1125af                  10   \n","7441    7441  d744783ed2ace06cac647a9e64dcbcfd                  10   \n","7698    7698  654da57158d96035814657b5143bb11b                  10   \n","11663  11663  27a940efdd448db29463b53ea0cfa2f4                  10   \n","13353  13353  f8a8d05d951ce7e359dfd0c67f1de017                  10   \n","18778  18778  364f451ee38a4268d7c15d317021eb35                  10   \n","18880  18880  67d83bd36ec2c7fb557742fb58837659                  10   \n","19565  19565  fa65dad1b0e818e3ccc5cb0e39231352                  10   \n","22352  22352  1d9a9731b9c10fc9cba74e6f74782e8b                  10   \n","22534  22534  4069c489933782af79afcd3a0e4d693c                  10   \n","31004  31004  4689b1816de42507a7d63a4617383c59                  10   \n","32926  32926  c6492b842ac190db807c15aff21a7dd6                  10   \n","41710  41710  1a611328643ae11146ba09a4425d2e12                  10   \n","42371  42371  0bbb3f7791a87d0307555e57da3a1ff1                  10   \n","44641  44641  fedcd9f7ccdc8cba3a18defedd1a5547                  10   \n","44977  44977  73df5d6adbeea12c8ae03df93f346e86                  10   \n","48985  48985  370e2e6c1a9fd451eb7f0852daa3b006                  10   \n","57563  57563  ccc1762fa4bea334f80983e3f3a933b6                  10   \n","61221  61221  465c2e1bee4561cb39e0db8c5993aafc                  10   \n","61259  61259  48f2d0b950703bfb145b7c3c0641b4bb                  10   \n","61408  61408  b0f913cb83681e8a8563b96b641b3e1b                  10   \n","71309  71309  ccf804e764ed5650cd8759557269dc13                  10   \n","73944  73944  4fb76fa13b108a0d0478483421b0992c                  10   \n","74609  74609  d2e18fcf7ecfd667af457a9e7034c86a                  10   \n","75908  75908  895ab968e7bb0d5659d16cd74cd1650c                  10   \n","83990  83990  1be51feefcd481bee3118900e6777057                  10   \n","86373  86373  68986e4324f6a21481df4e6e89abcf01                  10   \n","86473  86473  1e6f350c900ca357945126e20117d293                  10   \n","86515  86515  ee9ca989fc93ba09a6eddc250ce01742                  10   \n","88775  88775  285c2e15bebd4ac83635ccc563dc71f4                  10   \n","97391  97391  6d58638e32674bebee793a47ac4cbadc                  10   \n","\n","      payment_type  payment_installments  payment_value  \n","1587       voucher                     1           1.85  \n","4439       voucher                     1           9.34  \n","4933       voucher                     1          50.00  \n","6940       voucher                     1           8.46  \n","7441       voucher                     1           1.47  \n","7698       voucher                     1          52.02  \n","11663      voucher                     1           6.06  \n","13353      voucher                     1           0.17  \n","18778      voucher                     1           1.58  \n","18880      voucher                     1           0.74  \n","19565      voucher                     1          12.86  \n","22352      voucher                     1           3.00  \n","22534      voucher                     1          38.38  \n","31004      voucher                     1          42.31  \n","32926      voucher                     1          73.76  \n","41710      voucher                     1           6.34  \n","42371      voucher                     1           7.58  \n","44641      voucher                     1          13.27  \n","44977      voucher                     1           9.10  \n","48985      voucher                     1          13.79  \n","57563      voucher                     1          23.41  \n","61221      voucher                     1          31.06  \n","61259      voucher                     1           7.07  \n","61408      voucher                     1          16.67  \n","71309      voucher                     1           1.20  \n","73944      voucher                     1           1.30  \n","74609      voucher                     1          20.45  \n","75908      voucher                     1          16.70  \n","83990      voucher                     1           6.67  \n","86373      voucher                     1          21.11  \n","86473      voucher                     1          17.59  \n","86515      voucher                     1           2.45  \n","88775      voucher                     1           2.78  \n","97391      voucher                     1          10.45  "],"text/html":["\n","  <div id=\"df-7a7d3947-9247-41b8-8ae2-5a67973550f5\" 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>index</th>\n","      <th>order_id</th>\n","      <th>payment_sequential</th>\n","      <th>payment_type</th>\n","      <th>payment_installments</th>\n","      <th>payment_value</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>1587</th>\n","      <td>1587</td>\n","      <td>3c58bffb70dcf45f12bdf66a3c215905</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>1.85</td>\n","    </tr>\n","    <tr>\n","      <th>4439</th>\n","      <td>4439</td>\n","      <td>21577126c19bf11a0b91592e5844ba78</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>9.34</td>\n","    </tr>\n","    <tr>\n","      <th>4933</th>\n","      <td>4933</td>\n","      <td>4bfcba9e084f46c8e3cb49b0fa6e6159</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>50.00</td>\n","    </tr>\n","    <tr>\n","      <th>6940</th>\n","      <td>6940</td>\n","      <td>cf101c3abd3c061ca9f78c1bbb1125af</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>8.46</td>\n","    </tr>\n","    <tr>\n","      <th>7441</th>\n","      <td>7441</td>\n","      <td>d744783ed2ace06cac647a9e64dcbcfd</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>1.47</td>\n","    </tr>\n","    <tr>\n","      <th>7698</th>\n","      <td>7698</td>\n","      <td>654da57158d96035814657b5143bb11b</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>52.02</td>\n","    </tr>\n","    <tr>\n","      <th>11663</th>\n","      <td>11663</td>\n","      <td>27a940efdd448db29463b53ea0cfa2f4</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>6.06</td>\n","    </tr>\n","    <tr>\n","      <th>13353</th>\n","      <td>13353</td>\n","      <td>f8a8d05d951ce7e359dfd0c67f1de017</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>0.17</td>\n","    </tr>\n","    <tr>\n","      <th>18778</th>\n","      <td>18778</td>\n","      <td>364f451ee38a4268d7c15d317021eb35</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>1.58</td>\n","    </tr>\n","    <tr>\n","      <th>18880</th>\n","      <td>18880</td>\n","      <td>67d83bd36ec2c7fb557742fb58837659</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>0.74</td>\n","    </tr>\n","    <tr>\n","      <th>19565</th>\n","      <td>19565</td>\n","      <td>fa65dad1b0e818e3ccc5cb0e39231352</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>12.86</td>\n","    </tr>\n","    <tr>\n","      <th>22352</th>\n","      <td>22352</td>\n","      <td>1d9a9731b9c10fc9cba74e6f74782e8b</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>3.00</td>\n","    </tr>\n","    <tr>\n","      <th>22534</th>\n","      <td>22534</td>\n","      <td>4069c489933782af79afcd3a0e4d693c</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>38.38</td>\n","    </tr>\n","    <tr>\n","      <th>31004</th>\n","      <td>31004</td>\n","      <td>4689b1816de42507a7d63a4617383c59</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>42.31</td>\n","    </tr>\n","    <tr>\n","      <th>32926</th>\n","      <td>32926</td>\n","      <td>c6492b842ac190db807c15aff21a7dd6</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>73.76</td>\n","    </tr>\n","    <tr>\n","      <th>41710</th>\n","      <td>41710</td>\n","      <td>1a611328643ae11146ba09a4425d2e12</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>6.34</td>\n","    </tr>\n","    <tr>\n","      <th>42371</th>\n","      <td>42371</td>\n","      <td>0bbb3f7791a87d0307555e57da3a1ff1</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>7.58</td>\n","    </tr>\n","    <tr>\n","      <th>44641</th>\n","      <td>44641</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>13.27</td>\n","    </tr>\n","    <tr>\n","      <th>44977</th>\n","      <td>44977</td>\n","      <td>73df5d6adbeea12c8ae03df93f346e86</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>9.10</td>\n","    </tr>\n","    <tr>\n","      <th>48985</th>\n","      <td>48985</td>\n","      <td>370e2e6c1a9fd451eb7f0852daa3b006</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>13.79</td>\n","    </tr>\n","    <tr>\n","      <th>57563</th>\n","      <td>57563</td>\n","      <td>ccc1762fa4bea334f80983e3f3a933b6</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>23.41</td>\n","    </tr>\n","    <tr>\n","      <th>61221</th>\n","      <td>61221</td>\n","      <td>465c2e1bee4561cb39e0db8c5993aafc</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>31.06</td>\n","    </tr>\n","    <tr>\n","      <th>61259</th>\n","      <td>61259</td>\n","      <td>48f2d0b950703bfb145b7c3c0641b4bb</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>7.07</td>\n","    </tr>\n","    <tr>\n","      <th>61408</th>\n","      <td>61408</td>\n","      <td>b0f913cb83681e8a8563b96b641b3e1b</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>16.67</td>\n","    </tr>\n","    <tr>\n","      <th>71309</th>\n","      <td>71309</td>\n","      <td>ccf804e764ed5650cd8759557269dc13</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>1.20</td>\n","    </tr>\n","    <tr>\n","      <th>73944</th>\n","      <td>73944</td>\n","      <td>4fb76fa13b108a0d0478483421b0992c</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>1.30</td>\n","    </tr>\n","    <tr>\n","      <th>74609</th>\n","      <td>74609</td>\n","      <td>d2e18fcf7ecfd667af457a9e7034c86a</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>20.45</td>\n","    </tr>\n","    <tr>\n","      <th>75908</th>\n","      <td>75908</td>\n","      <td>895ab968e7bb0d5659d16cd74cd1650c</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>16.70</td>\n","    </tr>\n","    <tr>\n","      <th>83990</th>\n","      <td>83990</td>\n","      <td>1be51feefcd481bee3118900e6777057</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>6.67</td>\n","    </tr>\n","    <tr>\n","      <th>86373</th>\n","      <td>86373</td>\n","      <td>68986e4324f6a21481df4e6e89abcf01</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>21.11</td>\n","    </tr>\n","    <tr>\n","      <th>86473</th>\n","      <td>86473</td>\n","      <td>1e6f350c900ca357945126e20117d293</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>17.59</td>\n","    </tr>\n","    <tr>\n","      <th>86515</th>\n","      <td>86515</td>\n","      <td>ee9ca989fc93ba09a6eddc250ce01742</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>2.45</td>\n","    </tr>\n","    <tr>\n","      <th>88775</th>\n","      <td>88775</td>\n","      <td>285c2e15bebd4ac83635ccc563dc71f4</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>2.78</td>\n","    </tr>\n","    <tr>\n","      <th>97391</th>\n","      <td>97391</td>\n","      <td>6d58638e32674bebee793a47ac4cbadc</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>10.45</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-7a7d3947-9247-41b8-8ae2-5a67973550f5')\"\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","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </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-7a7d3947-9247-41b8-8ae2-5a67973550f5 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-7a7d3947-9247-41b8-8ae2-5a67973550f5');\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-a22f9f32-566a-4818-a07e-3bf13c8bca2d\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-a22f9f32-566a-4818-a07e-3bf13c8bca2d')\"\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","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </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-a22f9f32-566a-4818-a07e-3bf13c8bca2d 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","summary":"{\n  \"name\": \"order_payments[order_payments['payment_sequential']==10]\",\n  \"rows\": 34,\n  \"fields\": [\n    {\n      \"column\": \"index\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 30428,\n        \"min\": 1587,\n        \"max\": 97391,\n        \"num_unique_values\": 34,\n        \"samples\": [\n          41710,\n          48985,\n          75908\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"order_id\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 34,\n        \"samples\": [\n          \"1a611328643ae11146ba09a4425d2e12\",\n          \"370e2e6c1a9fd451eb7f0852daa3b006\",\n          \"895ab968e7bb0d5659d16cd74cd1650c\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"payment_sequential\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 10,\n        \"max\": 10,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          10\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"payment_type\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"voucher\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"payment_installments\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 1,\n        \"max\": 1,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"payment_value\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 17.412740426032457,\n        \"min\": 0.17,\n        \"max\": 73.76,\n        \"num_unique_values\": 34,\n        \"samples\": [\n          6.34\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":133}],"source":["order_payments[order_payments['payment_sequential']==10]"]},{"cell_type":"code","execution_count":134,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":645},"executionInfo":{"elapsed":85,"status":"ok","timestamp":1745325904137,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"AdMszqeF1lec","outputId":"1b250c5d-e448-466a-d964-1cbdc5e5de04"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["         index                          order_id  payment_sequential  \\\n","7548      7548  fedcd9f7ccdc8cba3a18defedd1a5547                  15   \n","9665      9665  fedcd9f7ccdc8cba3a18defedd1a5547                   1   \n","14352    14352  fedcd9f7ccdc8cba3a18defedd1a5547                   9   \n","15264    15264  fedcd9f7ccdc8cba3a18defedd1a5547                  11   \n","15930    15930  fedcd9f7ccdc8cba3a18defedd1a5547                   8   \n","18175    18175  fedcd9f7ccdc8cba3a18defedd1a5547                  14   \n","27087    27087  fedcd9f7ccdc8cba3a18defedd1a5547                   2   \n","32396    32396  fedcd9f7ccdc8cba3a18defedd1a5547                  13   \n","35657    35657  fedcd9f7ccdc8cba3a18defedd1a5547                  19   \n","36869    36869  fedcd9f7ccdc8cba3a18defedd1a5547                   5   \n","44641    44641  fedcd9f7ccdc8cba3a18defedd1a5547                  10   \n","45197    45197  fedcd9f7ccdc8cba3a18defedd1a5547                   4   \n","48288    48288  fedcd9f7ccdc8cba3a18defedd1a5547                  17   \n","62558    62558  fedcd9f7ccdc8cba3a18defedd1a5547                  12   \n","64520    64520  fedcd9f7ccdc8cba3a18defedd1a5547                  16   \n","87292    87292  fedcd9f7ccdc8cba3a18defedd1a5547                  18   \n","87783    87783  fedcd9f7ccdc8cba3a18defedd1a5547                   3   \n","95493    95493  fedcd9f7ccdc8cba3a18defedd1a5547                   7   \n","103569  103569  fedcd9f7ccdc8cba3a18defedd1a5547                   6   \n","\n","       payment_type  payment_installments  payment_value  \n","7548        voucher                     1          10.66  \n","9665    credit_card                     1           1.67  \n","14352       voucher                     1           5.30  \n","15264       voucher                     1           8.42  \n","15930       voucher                     1          31.43  \n","18175       voucher                     1           7.63  \n","27087       voucher                     1           7.76  \n","32396       voucher                     1           5.84  \n","35657       voucher                     1           8.42  \n","36869       voucher                     1           9.76  \n","44641       voucher                     1          13.27  \n","45197       voucher                     1          10.33  \n","48288       voucher                     1           7.51  \n","62558       voucher                     1           9.76  \n","64520       voucher                     1           9.54  \n","87292       voucher                     1          11.12  \n","87783       voucher                     1          26.94  \n","95493       voucher                     1          11.78  \n","103569      voucher                     1           8.60  "],"text/html":["\n","  <div id=\"df-5731d953-1fad-40b4-8e3f-198498286fef\" 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>index</th>\n","      <th>order_id</th>\n","      <th>payment_sequential</th>\n","      <th>payment_type</th>\n","      <th>payment_installments</th>\n","      <th>payment_value</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>7548</th>\n","      <td>7548</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>15</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>10.66</td>\n","    </tr>\n","    <tr>\n","      <th>9665</th>\n","      <td>9665</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>1</td>\n","      <td>credit_card</td>\n","      <td>1</td>\n","      <td>1.67</td>\n","    </tr>\n","    <tr>\n","      <th>14352</th>\n","      <td>14352</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>9</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>5.30</td>\n","    </tr>\n","    <tr>\n","      <th>15264</th>\n","      <td>15264</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>11</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>8.42</td>\n","    </tr>\n","    <tr>\n","      <th>15930</th>\n","      <td>15930</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>8</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>31.43</td>\n","    </tr>\n","    <tr>\n","      <th>18175</th>\n","      <td>18175</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>14</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>7.63</td>\n","    </tr>\n","    <tr>\n","      <th>27087</th>\n","      <td>27087</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>2</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>7.76</td>\n","    </tr>\n","    <tr>\n","      <th>32396</th>\n","      <td>32396</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>13</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>5.84</td>\n","    </tr>\n","    <tr>\n","      <th>35657</th>\n","      <td>35657</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>19</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>8.42</td>\n","    </tr>\n","    <tr>\n","      <th>36869</th>\n","      <td>36869</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>5</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>9.76</td>\n","    </tr>\n","    <tr>\n","      <th>44641</th>\n","      <td>44641</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>10</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>13.27</td>\n","    </tr>\n","    <tr>\n","      <th>45197</th>\n","      <td>45197</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>4</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>10.33</td>\n","    </tr>\n","    <tr>\n","      <th>48288</th>\n","      <td>48288</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>17</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>7.51</td>\n","    </tr>\n","    <tr>\n","      <th>62558</th>\n","      <td>62558</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>12</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>9.76</td>\n","    </tr>\n","    <tr>\n","      <th>64520</th>\n","      <td>64520</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>16</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>9.54</td>\n","    </tr>\n","    <tr>\n","      <th>87292</th>\n","      <td>87292</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>18</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>11.12</td>\n","    </tr>\n","    <tr>\n","      <th>87783</th>\n","      <td>87783</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>3</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>26.94</td>\n","    </tr>\n","    <tr>\n","      <th>95493</th>\n","      <td>95493</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>7</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>11.78</td>\n","    </tr>\n","    <tr>\n","      <th>103569</th>\n","      <td>103569</td>\n","      <td>fedcd9f7ccdc8cba3a18defedd1a5547</td>\n","      <td>6</td>\n","      <td>voucher</td>\n","      <td>1</td>\n","      <td>8.60</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-5731d953-1fad-40b4-8e3f-198498286fef')\"\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","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </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-5731d953-1fad-40b4-8e3f-198498286fef 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-5731d953-1fad-40b4-8e3f-198498286fef');\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-53965566-ca47-48c4-9122-921db491f816\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-53965566-ca47-48c4-9122-921db491f816')\"\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","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </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-53965566-ca47-48c4-9122-921db491f816 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","summary":"{\n  \"name\": \"order_payments[order_payments['order_id']=='fedcd9f7ccdc8cba3a18defedd1a5547']\",\n  \"rows\": 19,\n  \"fields\": [\n    {\n      \"column\": \"index\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 30705,\n        \"min\": 7548,\n        \"max\": 103569,\n        \"num_unique_values\": 19,\n        \"samples\": [\n          7548,\n          18175,\n          45197\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"order_id\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"fedcd9f7ccdc8cba3a18defedd1a5547\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"payment_sequential\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 5,\n        \"min\": 1,\n        \"max\": 19,\n        \"num_unique_values\": 19,\n        \"samples\": [\n          15\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"payment_type\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"credit_card\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"payment_installments\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 1,\n        \"max\": 1,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"payment_value\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 6.998920760579127,\n        \"min\": 1.67,\n        \"max\": 31.43,\n        \"num_unique_values\": 17,\n        \"samples\": [\n          10.66\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":134}],"source":["order_payments[order_payments['order_id']=='fedcd9f7ccdc8cba3a18defedd1a5547']"]},{"cell_type":"code","execution_count":135,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1094,"status":"ok","timestamp":1745325905260,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"vvxqvbvuStOk","outputId":"307fd540-dfec-42a3-9463-72275ba2f9ee"},"outputs":[{"output_type":"stream","name":"stdout","text":["Rows before treatment : 103886\n","Rows after treatment : 99440\n","Missing values : 0\n"]}],"source":["print('Rows before treatment :', len(order_payments))\n","order_payments = order_payments.groupby('order_id').agg(\n","    {\n","        'payment_sequential': 'max',\n","        'payment_type': 'first',\n","        'payment_installments': 'max',\n","        'payment_value': 'sum'\n","    }\n",")\n","order_payments = order_payments.reset_index()  # turn order_id back as a column\n","print('Rows after treatment :', len(order_payments))\n","print('Missing values :', order_payments.isnull().sum().sum())"]},{"cell_type":"markdown","metadata":{"id":"NvxR__4iO6xs"},"source":["### ***order_reviews* processing**\n","\n","*review_id*, *review_comment_title*, *review_comment_message*, *review_creation_date* and *review_answer_timestamp*, will not be used.<br>\n","Group by *order_id* and *mean()* on *review_score* (sometimes there are several reviews for the same order)."]},{"cell_type":"code","execution_count":136,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":513},"executionInfo":{"elapsed":1337,"status":"ok","timestamp":1745325906606,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"vkxgor0o5Zix","outputId":"27ca4c21-db92-4e24-8f1b-76f411983a94"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["       index                         review_id  \\\n","0          0  7bc2406110b926393aa56f80a40eba40   \n","1          1  80e641a11e56f04c1ad469d5645fdfde   \n","2          2  228ce5500dc1d8e020d8d1322874b6f0   \n","3          3  e64fb393e7b32834bb789ff8bb30750e   \n","4          4  f7c4243c7fe1938f181bec41a392bdeb   \n","...      ...                               ...   \n","99219  99219  574ed12dd733e5fa530cfd4bbf39d7c9   \n","99220  99220  f3897127253a9592a73be9bdfdf4ed7a   \n","99221  99221  b3de70c89b1510c4cd3d0649fd302472   \n","99222  99222  1adeb9d84d72fe4e337617733eb85149   \n","99223  99223  efe49f1d6f951dd88b51e6ccd4cc548f   \n","\n","                               order_id  review_score review_comment_title  \\\n","0      73fc7af87114b39712e6da79b0a377eb             4                 None   \n","1      a548910a1c6147796b98fdf73dbeba33             5                 None   \n","2      f9e4b658b201a9f2ecdecbb34bed034b             5                 None   \n","3      658677c97b385a9be170737859d3511b             5                 None   \n","4      8e6bfb81e283fa7e4f11123a3fb894f1             5                 None   \n","...                                 ...           ...                  ...   \n","99219  2a8c23fee101d4d5662fa670396eb8da             5                 None   \n","99220  22ec9f0669f784db00fa86d035cf8602             5                 None   \n","99221  55d4004744368f5571d1f590031933e4             5                 None   \n","99222  7725825d039fc1f0ceb7635e3f7d9206             4                 None   \n","99223  90531360ecb1eec2a1fbb265a0db0508             1                 None   \n","\n","                                  review_comment_message review_creation_date  \\\n","0                                                   None  2018-01-18 00:00:00   \n","1                                                   None  2018-03-10 00:00:00   \n","2                                                   None  2018-02-17 00:00:00   \n","3                  Recebi bem antes do prazo estipulado.  2017-04-21 00:00:00   \n","4      Parabéns lojas lannister adorei comprar pela I...  2018-03-01 00:00:00   \n","...                                                  ...                  ...   \n","99219                                               None  2018-07-07 00:00:00   \n","99220                                               None  2017-12-09 00:00:00   \n","99221  Excelente mochila, entrega super rápida. Super...  2018-03-22 00:00:00   \n","99222                                               None  2018-07-01 00:00:00   \n","99223  meu produto chegou e ja tenho que devolver, po...  2017-07-03 00:00:00   \n","\n","      review_answer_timestamp  \n","0         2018-01-18 21:46:59  \n","1         2018-03-11 03:05:13  \n","2         2018-02-18 14:36:24  \n","3         2017-04-21 22:02:06  \n","4         2018-03-02 10:26:53  \n","...                       ...  \n","99219     2018-07-14 17:18:30  \n","99220     2017-12-11 20:06:42  \n","99221     2018-03-23 09:10:43  \n","99222     2018-07-02 12:59:13  \n","99223     2017-07-03 21:01:49  \n","\n","[99224 rows x 8 columns]"],"text/html":["\n","  <div id=\"df-9ba8567c-4e72-4b5e-a873-6fd397683ec0\" 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>index</th>\n","      <th>review_id</th>\n","      <th>order_id</th>\n","      <th>review_score</th>\n","      <th>review_comment_title</th>\n","      <th>review_comment_message</th>\n","      <th>review_creation_date</th>\n","      <th>review_answer_timestamp</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>7bc2406110b926393aa56f80a40eba40</td>\n","      <td>73fc7af87114b39712e6da79b0a377eb</td>\n","      <td>4</td>\n","      <td>None</td>\n","      <td>None</td>\n","      <td>2018-01-18 00:00:00</td>\n","      <td>2018-01-18 21:46:59</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>80e641a11e56f04c1ad469d5645fdfde</td>\n","      <td>a548910a1c6147796b98fdf73dbeba33</td>\n","      <td>5</td>\n","      <td>None</td>\n","      <td>None</td>\n","      <td>2018-03-10 00:00:00</td>\n","      <td>2018-03-11 03:05:13</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>228ce5500dc1d8e020d8d1322874b6f0</td>\n","      <td>f9e4b658b201a9f2ecdecbb34bed034b</td>\n","      <td>5</td>\n","      <td>None</td>\n","      <td>None</td>\n","      <td>2018-02-17 00:00:00</td>\n","      <td>2018-02-18 14:36:24</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>e64fb393e7b32834bb789ff8bb30750e</td>\n","      <td>658677c97b385a9be170737859d3511b</td>\n","      <td>5</td>\n","      <td>None</td>\n","      <td>Recebi bem antes do prazo estipulado.</td>\n","      <td>2017-04-21 00:00:00</td>\n","      <td>2017-04-21 22:02:06</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>f7c4243c7fe1938f181bec41a392bdeb</td>\n","      <td>8e6bfb81e283fa7e4f11123a3fb894f1</td>\n","      <td>5</td>\n","      <td>None</td>\n","      <td>Parabéns lojas lannister adorei comprar pela I...</td>\n","      <td>2018-03-01 00:00:00</td>\n","      <td>2018-03-02 10:26:53</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>99219</th>\n","      <td>99219</td>\n","      <td>574ed12dd733e5fa530cfd4bbf39d7c9</td>\n","      <td>2a8c23fee101d4d5662fa670396eb8da</td>\n","      <td>5</td>\n","      <td>None</td>\n","      <td>None</td>\n","      <td>2018-07-07 00:00:00</td>\n","      <td>2018-07-14 17:18:30</td>\n","    </tr>\n","    <tr>\n","      <th>99220</th>\n","      <td>99220</td>\n","      <td>f3897127253a9592a73be9bdfdf4ed7a</td>\n","      <td>22ec9f0669f784db00fa86d035cf8602</td>\n","      <td>5</td>\n","      <td>None</td>\n","      <td>None</td>\n","      <td>2017-12-09 00:00:00</td>\n","      <td>2017-12-11 20:06:42</td>\n","    </tr>\n","    <tr>\n","      <th>99221</th>\n","      <td>99221</td>\n","      <td>b3de70c89b1510c4cd3d0649fd302472</td>\n","      <td>55d4004744368f5571d1f590031933e4</td>\n","      <td>5</td>\n","      <td>None</td>\n","      <td>Excelente mochila, entrega super rápida. Super...</td>\n","      <td>2018-03-22 00:00:00</td>\n","      <td>2018-03-23 09:10:43</td>\n","    </tr>\n","    <tr>\n","      <th>99222</th>\n","      <td>99222</td>\n","      <td>1adeb9d84d72fe4e337617733eb85149</td>\n","      <td>7725825d039fc1f0ceb7635e3f7d9206</td>\n","      <td>4</td>\n","      <td>None</td>\n","      <td>None</td>\n","      <td>2018-07-01 00:00:00</td>\n","      <td>2018-07-02 12:59:13</td>\n","    </tr>\n","    <tr>\n","      <th>99223</th>\n","      <td>99223</td>\n","      <td>efe49f1d6f951dd88b51e6ccd4cc548f</td>\n","      <td>90531360ecb1eec2a1fbb265a0db0508</td>\n","      <td>1</td>\n","      <td>None</td>\n","      <td>meu produto chegou e ja tenho que devolver, po...</td>\n","      <td>2017-07-03 00:00:00</td>\n","      <td>2017-07-03 21:01:49</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>99224 rows × 8 columns</p>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9ba8567c-4e72-4b5e-a873-6fd397683ec0')\"\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","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </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-9ba8567c-4e72-4b5e-a873-6fd397683ec0 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-9ba8567c-4e72-4b5e-a873-6fd397683ec0');\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-e86f5595-03fe-4a19-a0a6-83fc85fd3f00\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-e86f5595-03fe-4a19-a0a6-83fc85fd3f00')\"\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","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </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-e86f5595-03fe-4a19-a0a6-83fc85fd3f00 button');\n","      quickchartButtonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","  <div id=\"id_d4a00903-26f8-4163-9898-c18db5b518a1\">\n","    <style>\n","      .colab-df-generate {\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-generate:hover {\n","        background-color: #E2EBFA;\n","        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","        fill: #174EA6;\n","      }\n","\n","      [theme=dark] .colab-df-generate {\n","        background-color: #3B4455;\n","        fill: #D2E3FC;\n","      }\n","\n","      [theme=dark] .colab-df-generate: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","    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('order_reviews')\"\n","            title=\"Generate code using this dataframe.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n","  </svg>\n","    </button>\n","    <script>\n","      (() => {\n","      const buttonEl =\n","        document.querySelector('#id_d4a00903-26f8-4163-9898-c18db5b518a1 button.colab-df-generate');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n","      buttonEl.onclick = () => {\n","        google.colab.notebook.generateWithVariable('order_reviews');\n","      }\n","      })();\n","    </script>\n","  </div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"order_reviews","summary":"{\n  \"name\": \"order_reviews\",\n  \"rows\": 99224,\n  \"fields\": [\n    {\n      \"column\": \"index\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 28643,\n        \"min\": 0,\n        \"max\": 99223,\n        \"num_unique_values\": 99224,\n        \"samples\": [\n          90252,\n          24436,\n          11313\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"review_id\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 98410,\n        \"samples\": [\n          \"ce4db7bc68bf7fa8d618d214203b15a3\",\n          \"7c93bc469d3617c77df6aed62ee09477\",\n          \"f39646c4059692442fe5734784cd9d50\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"order_id\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 98673,\n        \"samples\": [\n          \"bbfb6afc6b09bb994e0093a008ec7675\",\n          \"182e6edb8cb190cada2690d7c7d78e76\",\n          \"99a3c8e51539b3ccb221a27cc29367f2\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"review_score\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1,\n        \"min\": 1,\n        \"max\": 5,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          5,\n          2,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"review_comment_title\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 4527,\n        \"samples\": [\n          \"O PRODUTO N\\u00c3O CHEGOU .\",\n          \"N\\u00e3o recebi retorno\",\n          \"Pedido com 10 toalhas \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"review_comment_message\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 36159,\n        \"samples\": [\n          \"Paguei dois produtos com 60 e s\\u00f3 veio um na nota fiscal consta duas unidades por\\u00e9m quando eu abri a caixa s\\u00f3 tinha uma unidade desde j\\u00e1 pe\\u00e7o v\\u00eania \",\n          \"Foi ate entregue antes do prazo... Parab\\u00e9ns.\",\n          \"prateleira de tamanho ideal ao que eu esperava,\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"review_creation_date\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"num_unique_values\": 636,\n        \"samples\": [\n          \"2017-05-03 00:00:00\",\n          \"2017-03-13 00:00:00\",\n          \"2017-08-03 00:00:00\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"review_answer_timestamp\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"num_unique_values\": 98248,\n        \"samples\": [\n          \"2018-08-23 13:09:13\",\n          \"2017-11-01 21:19:58\",\n          \"2017-07-20 11:07:29\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":136}],"source":["order_reviews"]},{"cell_type":"code","execution_count":137,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":469,"status":"ok","timestamp":1745325907076,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"REDN4ik6SvdE","outputId":"7015f58d-ef4e-4210-a399-e40cf6d87dd3"},"outputs":[{"output_type":"stream","name":"stdout","text":["Rows before treatment : 99224\n","Rows after treatment : 98673\n","Missing values : 0\n"]}],"source":["print('Rows before treatment :', len(order_reviews))\n","order_reviews = order_reviews.drop(\n","    [\n","        'review_id',\n","        'review_comment_title',\n","        'review_comment_message',\n","        'review_creation_date',\n","        'review_answer_timestamp'\n","    ],\n","    axis=1\n",")\n","order_reviews = order_reviews.groupby('order_id').mean()\n","order_reviews = order_reviews.reset_index()  # turn order_id back as a column\n","print('Rows after treatment :', len(order_reviews))\n","print('Missing values :', order_reviews.isnull().sum().sum())"]},{"cell_type":"markdown","metadata":{"id":"399QMGWJO6xt"},"source":["### ***orders* processing**\n","\n","Converting the columns containing the dates to date object.<br>\n","Keeping only the orders that are indicated as delivered (the vast majority)..<br>\n","Creating a new *delivery_time* column (feature engineering), applying difference between *order_purchase_timestamp* and *order_delivered_customer_date*.<br>\n","Finally, only keeping *order_id*, *customer_id*, *order_purchase_timestamp* and *delivery_time*.\n","\n"]},{"cell_type":"code","execution_count":138,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":444},"executionInfo":{"elapsed":2049,"status":"ok","timestamp":1745325909144,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"saSsWX578leD","outputId":"e8a36972-97d3-4b17-c0c3-4ad06c02a023"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["       index                          order_id  \\\n","0          0  e481f51cbdc54678b7cc49136f2d6af7   \n","1          1  53cdb2fc8bc7dce0b6741e2150273451   \n","2          2  47770eb9100c2d0c44946d9cf07ec65d   \n","3          3  949d5b44dbf5de918fe9c16f97b45f8a   \n","4          4  ad21c59c0840e6cb83a9ceb5573f8159   \n","...      ...                               ...   \n","99436  99436  9c5dedf39a927c1b2549525ed64a053c   \n","99437  99437  63943bddc261676b46f01ca7ac2f7bd8   \n","99438  99438  83c1379a015df1e13d02aae0204711ab   \n","99439  99439  11c177c8e97725db2631073c19f07b62   \n","99440  99440  66dea50a8b16d9b4dee7af250b4be1a5   \n","\n","                            customer_id order_status order_purchase_timestamp  \\\n","0      9ef432eb6251297304e76186b10a928d    delivered      2017-10-02 10:56:33   \n","1      b0830fb4747a6c6d20dea0b8c802d7ef    delivered      2018-07-24 20:41:37   \n","2      41ce2a54c0b03bf3443c3d931a367089    delivered      2018-08-08 08:38:49   \n","3      f88197465ea7920adcdbec7375364d82    delivered      2017-11-18 19:28:06   \n","4      8ab97904e6daea8866dbdbc4fb7aad2c    delivered      2018-02-13 21:18:39   \n","...                                 ...          ...                      ...   \n","99436  39bd1228ee8140590ac3aca26f2dfe00    delivered      2017-03-09 09:54:05   \n","99437  1fca14ff2861355f6e5f14306ff977a7    delivered      2018-02-06 12:58:58   \n","99438  1aa71eb042121263aafbe80c1b562c9c    delivered      2017-08-27 14:46:43   \n","99439  b331b74b18dc79bcdf6532d51e1637c1    delivered      2018-01-08 21:28:27   \n","99440  edb027a75a1449115f6b43211ae02a24    delivered      2018-03-08 20:57:30   \n","\n","         order_approved_at order_delivered_carrier_date  \\\n","0      2017-10-02 11:07:15          2017-10-04 19:55:00   \n","1      2018-07-26 03:24:27          2018-07-26 14:31:00   \n","2      2018-08-08 08:55:23          2018-08-08 13:50:00   \n","3      2017-11-18 19:45:59          2017-11-22 13:39:59   \n","4      2018-02-13 22:20:29          2018-02-14 19:46:34   \n","...                    ...                          ...   \n","99436  2017-03-09 09:54:05          2017-03-10 11:18:03   \n","99437  2018-02-06 13:10:37          2018-02-07 23:22:42   \n","99438  2017-08-27 15:04:16          2017-08-28 20:52:26   \n","99439  2018-01-08 21:36:21          2018-01-12 15:35:03   \n","99440  2018-03-09 11:20:28          2018-03-09 22:11:59   \n","\n","      order_delivered_customer_date order_estimated_delivery_date  \n","0               2017-10-10 21:25:13           2017-10-18 00:00:00  \n","1               2018-08-07 15:27:45           2018-08-13 00:00:00  \n","2               2018-08-17 18:06:29           2018-09-04 00:00:00  \n","3               2017-12-02 00:28:42           2017-12-15 00:00:00  \n","4               2018-02-16 18:17:02           2018-02-26 00:00:00  \n","...                             ...                           ...  \n","99436           2017-03-17 15:08:01           2017-03-28 00:00:00  \n","99437           2018-02-28 17:37:56           2018-03-02 00:00:00  \n","99438           2017-09-21 11:24:17           2017-09-27 00:00:00  \n","99439           2018-01-25 23:32:54           2018-02-15 00:00:00  \n","99440           2018-03-16 13:08:30           2018-04-03 00:00:00  \n","\n","[99441 rows x 9 columns]"],"text/html":["\n","  <div id=\"df-cb25f6b1-19dc-43cc-8af3-6cf954b60439\" 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>index</th>\n","      <th>order_id</th>\n","      <th>customer_id</th>\n","      <th>order_status</th>\n","      <th>order_purchase_timestamp</th>\n","      <th>order_approved_at</th>\n","      <th>order_delivered_carrier_date</th>\n","      <th>order_delivered_customer_date</th>\n","      <th>order_estimated_delivery_date</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>e481f51cbdc54678b7cc49136f2d6af7</td>\n","      <td>9ef432eb6251297304e76186b10a928d</td>\n","      <td>delivered</td>\n","      <td>2017-10-02 10:56:33</td>\n","      <td>2017-10-02 11:07:15</td>\n","      <td>2017-10-04 19:55:00</td>\n","      <td>2017-10-10 21:25:13</td>\n","      <td>2017-10-18 00:00:00</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>53cdb2fc8bc7dce0b6741e2150273451</td>\n","      <td>b0830fb4747a6c6d20dea0b8c802d7ef</td>\n","      <td>delivered</td>\n","      <td>2018-07-24 20:41:37</td>\n","      <td>2018-07-26 03:24:27</td>\n","      <td>2018-07-26 14:31:00</td>\n","      <td>2018-08-07 15:27:45</td>\n","      <td>2018-08-13 00:00:00</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>47770eb9100c2d0c44946d9cf07ec65d</td>\n","      <td>41ce2a54c0b03bf3443c3d931a367089</td>\n","      <td>delivered</td>\n","      <td>2018-08-08 08:38:49</td>\n","      <td>2018-08-08 08:55:23</td>\n","      <td>2018-08-08 13:50:00</td>\n","      <td>2018-08-17 18:06:29</td>\n","      <td>2018-09-04 00:00:00</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>949d5b44dbf5de918fe9c16f97b45f8a</td>\n","      <td>f88197465ea7920adcdbec7375364d82</td>\n","      <td>delivered</td>\n","      <td>2017-11-18 19:28:06</td>\n","      <td>2017-11-18 19:45:59</td>\n","      <td>2017-11-22 13:39:59</td>\n","      <td>2017-12-02 00:28:42</td>\n","      <td>2017-12-15 00:00:00</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>ad21c59c0840e6cb83a9ceb5573f8159</td>\n","      <td>8ab97904e6daea8866dbdbc4fb7aad2c</td>\n","      <td>delivered</td>\n","      <td>2018-02-13 21:18:39</td>\n","      <td>2018-02-13 22:20:29</td>\n","      <td>2018-02-14 19:46:34</td>\n","      <td>2018-02-16 18:17:02</td>\n","      <td>2018-02-26 00:00:00</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>99436</th>\n","      <td>99436</td>\n","      <td>9c5dedf39a927c1b2549525ed64a053c</td>\n","      <td>39bd1228ee8140590ac3aca26f2dfe00</td>\n","      <td>delivered</td>\n","      <td>2017-03-09 09:54:05</td>\n","      <td>2017-03-09 09:54:05</td>\n","      <td>2017-03-10 11:18:03</td>\n","      <td>2017-03-17 15:08:01</td>\n","      <td>2017-03-28 00:00:00</td>\n","    </tr>\n","    <tr>\n","      <th>99437</th>\n","      <td>99437</td>\n","      <td>63943bddc261676b46f01ca7ac2f7bd8</td>\n","      <td>1fca14ff2861355f6e5f14306ff977a7</td>\n","      <td>delivered</td>\n","      <td>2018-02-06 12:58:58</td>\n","      <td>2018-02-06 13:10:37</td>\n","      <td>2018-02-07 23:22:42</td>\n","      <td>2018-02-28 17:37:56</td>\n","      <td>2018-03-02 00:00:00</td>\n","    </tr>\n","    <tr>\n","      <th>99438</th>\n","      <td>99438</td>\n","      <td>83c1379a015df1e13d02aae0204711ab</td>\n","      <td>1aa71eb042121263aafbe80c1b562c9c</td>\n","      <td>delivered</td>\n","      <td>2017-08-27 14:46:43</td>\n","      <td>2017-08-27 15:04:16</td>\n","      <td>2017-08-28 20:52:26</td>\n","      <td>2017-09-21 11:24:17</td>\n","      <td>2017-09-27 00:00:00</td>\n","    </tr>\n","    <tr>\n","      <th>99439</th>\n","      <td>99439</td>\n","      <td>11c177c8e97725db2631073c19f07b62</td>\n","      <td>b331b74b18dc79bcdf6532d51e1637c1</td>\n","      <td>delivered</td>\n","      <td>2018-01-08 21:28:27</td>\n","      <td>2018-01-08 21:36:21</td>\n","      <td>2018-01-12 15:35:03</td>\n","      <td>2018-01-25 23:32:54</td>\n","      <td>2018-02-15 00:00:00</td>\n","    </tr>\n","    <tr>\n","      <th>99440</th>\n","      <td>99440</td>\n","      <td>66dea50a8b16d9b4dee7af250b4be1a5</td>\n","      <td>edb027a75a1449115f6b43211ae02a24</td>\n","      <td>delivered</td>\n","      <td>2018-03-08 20:57:30</td>\n","      <td>2018-03-09 11:20:28</td>\n","      <td>2018-03-09 22:11:59</td>\n","      <td>2018-03-16 13:08:30</td>\n","      <td>2018-04-03 00:00:00</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>99441 rows × 9 columns</p>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-cb25f6b1-19dc-43cc-8af3-6cf954b60439')\"\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","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </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-cb25f6b1-19dc-43cc-8af3-6cf954b60439 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-cb25f6b1-19dc-43cc-8af3-6cf954b60439');\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-d5488d80-d29d-401c-be9a-87dd5f05345b\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-d5488d80-d29d-401c-be9a-87dd5f05345b')\"\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","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </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-d5488d80-d29d-401c-be9a-87dd5f05345b button');\n","      quickchartButtonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","  <div id=\"id_95f061f0-9717-47e3-9ccd-9835c0fcd511\">\n","    <style>\n","      .colab-df-generate {\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-generate:hover {\n","        background-color: #E2EBFA;\n","        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","        fill: #174EA6;\n","      }\n","\n","      [theme=dark] .colab-df-generate {\n","        background-color: #3B4455;\n","        fill: #D2E3FC;\n","      }\n","\n","      [theme=dark] .colab-df-generate: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","    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('orders')\"\n","            title=\"Generate code using this dataframe.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n","  </svg>\n","    </button>\n","    <script>\n","      (() => {\n","      const buttonEl =\n","        document.querySelector('#id_95f061f0-9717-47e3-9ccd-9835c0fcd511 button.colab-df-generate');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n","      buttonEl.onclick = () => {\n","        google.colab.notebook.generateWithVariable('orders');\n","      }\n","      })();\n","    </script>\n","  </div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"orders","summary":"{\n  \"name\": \"orders\",\n  \"rows\": 99441,\n  \"fields\": [\n    {\n      \"column\": \"index\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 28706,\n        \"min\": 0,\n        \"max\": 99440,\n        \"num_unique_values\": 99441,\n        \"samples\": [\n          52263,\n          46645,\n          37546\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"order_id\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 99441,\n        \"samples\": [\n          \"b9a6c5f5df52c7226ac85aee7524c27f\",\n          \"261e71d2349c713eafa9f3df5972b95d\",\n          \"67b50899f52995848c427e361e10dde3\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"customer_id\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 99441,\n        \"samples\": [\n          \"f160aaf480efdfa7268f0fa535f73e76\",\n          \"d6708bbbd2d419475869a84e41f620a1\",\n          \"1b353c00c71689afba44554e43cc5a76\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"order_status\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 8,\n        \"samples\": [\n          \"invoiced\",\n          \"canceled\",\n          \"delivered\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"order_purchase_timestamp\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"num_unique_values\": 98875,\n        \"samples\": [\n          \"2017-12-03 02:01:18\",\n          \"2018-05-15 22:52:30\",\n          \"2018-08-22 21:56:07\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"order_approved_at\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"num_unique_values\": 90733,\n        \"samples\": [\n          \"2017-05-17 03:55:26\",\n          \"2018-03-04 10:55:33\",\n          \"2017-10-05 02:49:39\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"order_delivered_carrier_date\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"num_unique_values\": 81018,\n        \"samples\": [\n          \"2018-04-24 14:38:40\",\n          \"2017-03-18 10:37:00\",\n          \"2017-12-29 17:22:42\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"order_delivered_customer_date\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"num_unique_values\": 95664,\n        \"samples\": [\n          \"2017-03-27 12:43:40\",\n          \"2018-02-23 16:39:23\",\n          \"2017-10-09 22:16:39\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"order_estimated_delivery_date\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"num_unique_values\": 459,\n        \"samples\": [\n          \"2018-07-27 00:00:00\",\n          \"2018-08-06 00:00:00\",\n          \"2017-09-13 00:00:00\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":138}],"source":["orders"]},{"cell_type":"code","execution_count":139,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":95,"status":"ok","timestamp":1745325909240,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"yXHCXya994o3","outputId":"7fe7c0e4-c45f-4f18-fb39-5b37fb027434"},"outputs":[{"output_type":"stream","name":"stdout","text":["Still not delivered orders: 2963/99441\n","They will be dropped.\n"]}],"source":["print(f\"Still not delivered orders: {orders.loc[orders['order_status'] != 'delivered']['order_id'].nunique()}/{orders['order_id'].nunique()}\\nThey will be dropped.\")"]},{"cell_type":"code","execution_count":140,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":425,"status":"ok","timestamp":1745325909673,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"O2uRGFvWSxSE","outputId":"3726f038-a12d-4337-83e7-d8fadd13702c"},"outputs":[{"output_type":"stream","name":"stdout","text":["Rows before treatment : 99441\n","Rows after treatment : 96470\n","Missing values : 0\n"]}],"source":["print('Rows before treatment :', len(orders))\n","# I use .apply() to apply pd.to_datetime to both columns\n","orders[['order_purchase_timestamp', 'order_delivered_customer_date']] = orders[['order_purchase_timestamp', 'order_delivered_customer_date']].apply(pd.to_datetime, format='%Y-%m-%d %H:%M:%S', errors='coerce')\n","orders = orders.loc[orders['order_status'] == 'delivered'].copy()\n","orders['delivery_time'] = (orders['order_delivered_customer_date'] - orders['order_purchase_timestamp']).dt.days\n","orders = orders[['order_id', 'customer_id', 'order_purchase_timestamp', 'delivery_time']]\n","# Deleting the few lines where delivery_time is missing\n","orders = orders.loc[orders['delivery_time'].isnull() == False]\n","print('Rows after treatment :', len(orders))\n","print('Missing values :', orders.isnull().sum().sum())"]},{"cell_type":"markdown","metadata":{"id":"w3U6gYGHO6xt"},"source":["### ***products* processing**\n","\n","Merging with *product_category_name_translation* to get the categories in English.<br>\n","Replacing the missing values in *product_category_name_english* with translations + \"other\" for None.<br>\n","In the end, only keeping the *product_id* and *product_category_name_english*."]},{"cell_type":"code","execution_count":141,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":444},"executionInfo":{"elapsed":214,"status":"ok","timestamp":1745325909900,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"ZR95wz-P_Z3E","outputId":"e4f16ccd-a4e1-449f-ced9-c5cd2c145fd2"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["       index                        product_id  \\\n","0          0  1e9e8ef04dbcff4541ed26657ea517e5   \n","1          1  3aa071139cb16b67ca9e5dea641aaa2f   \n","2          2  96bd76ec8810374ed1b65e291975717f   \n","3          3  cef67bcfe19066a932b7673e239eb23d   \n","4          4  9dc1a7de274444849c219cff195d0b71   \n","...      ...                               ...   \n","32946  32946  a0b7d5a992ccda646f2d34e418fff5a0   \n","32947  32947  bf4538d88321d0fd4412a93c974510e6   \n","32948  32948  9a7c6041fa9592d9d9ef6cfe62a71f8c   \n","32949  32949  83808703fc0706a22e264b9d75f04a2e   \n","32950  32950  106392145fca363410d287a815be6de4   \n","\n","                   product_category_name  product_name_lenght  \\\n","0                             perfumaria                 40.0   \n","1                                  artes                 44.0   \n","2                          esporte_lazer                 46.0   \n","3                                  bebes                 27.0   \n","4                  utilidades_domesticas                 37.0   \n","...                                  ...                  ...   \n","32946                   moveis_decoracao                 45.0   \n","32947  construcao_ferramentas_iluminacao                 41.0   \n","32948                    cama_mesa_banho                 50.0   \n","32949             informatica_acessorios                 60.0   \n","32950                    cama_mesa_banho                 58.0   \n","\n","       product_description_lenght  product_photos_qty  product_weight_g  \\\n","0                           287.0                 1.0             225.0   \n","1                           276.0                 1.0            1000.0   \n","2                           250.0                 1.0             154.0   \n","3                           261.0                 1.0             371.0   \n","4                           402.0                 4.0             625.0   \n","...                           ...                 ...               ...   \n","32946                        67.0                 2.0           12300.0   \n","32947                       971.0                 1.0            1700.0   \n","32948                       799.0                 1.0            1400.0   \n","32949                       156.0                 2.0             700.0   \n","32950                       309.0                 1.0            2083.0   \n","\n","       product_length_cm  product_height_cm  product_width_cm  \n","0                   16.0               10.0              14.0  \n","1                   30.0               18.0              20.0  \n","2                   18.0                9.0              15.0  \n","3                   26.0                4.0              26.0  \n","4                   20.0               17.0              13.0  \n","...                  ...                ...               ...  \n","32946               40.0               40.0              40.0  \n","32947               16.0               19.0              16.0  \n","32948               27.0                7.0              27.0  \n","32949               31.0               13.0              20.0  \n","32950               12.0                2.0               7.0  \n","\n","[32951 rows x 10 columns]"],"text/html":["\n","  <div id=\"df-e71e6dbf-fe17-4cd5-b42e-f1f35442eb0d\" 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>index</th>\n","      <th>product_id</th>\n","      <th>product_category_name</th>\n","      <th>product_name_lenght</th>\n","      <th>product_description_lenght</th>\n","      <th>product_photos_qty</th>\n","      <th>product_weight_g</th>\n","      <th>product_length_cm</th>\n","      <th>product_height_cm</th>\n","      <th>product_width_cm</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>1e9e8ef04dbcff4541ed26657ea517e5</td>\n","      <td>perfumaria</td>\n","      <td>40.0</td>\n","      <td>287.0</td>\n","      <td>1.0</td>\n","      <td>225.0</td>\n","      <td>16.0</td>\n","      <td>10.0</td>\n","      <td>14.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>3aa071139cb16b67ca9e5dea641aaa2f</td>\n","      <td>artes</td>\n","      <td>44.0</td>\n","      <td>276.0</td>\n","      <td>1.0</td>\n","      <td>1000.0</td>\n","      <td>30.0</td>\n","      <td>18.0</td>\n","      <td>20.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>96bd76ec8810374ed1b65e291975717f</td>\n","      <td>esporte_lazer</td>\n","      <td>46.0</td>\n","      <td>250.0</td>\n","      <td>1.0</td>\n","      <td>154.0</td>\n","      <td>18.0</td>\n","      <td>9.0</td>\n","      <td>15.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>cef67bcfe19066a932b7673e239eb23d</td>\n","      <td>bebes</td>\n","      <td>27.0</td>\n","      <td>261.0</td>\n","      <td>1.0</td>\n","      <td>371.0</td>\n","      <td>26.0</td>\n","      <td>4.0</td>\n","      <td>26.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>9dc1a7de274444849c219cff195d0b71</td>\n","      <td>utilidades_domesticas</td>\n","      <td>37.0</td>\n","      <td>402.0</td>\n","      <td>4.0</td>\n","      <td>625.0</td>\n","      <td>20.0</td>\n","      <td>17.0</td>\n","      <td>13.0</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>32946</th>\n","      <td>32946</td>\n","      <td>a0b7d5a992ccda646f2d34e418fff5a0</td>\n","      <td>moveis_decoracao</td>\n","      <td>45.0</td>\n","      <td>67.0</td>\n","      <td>2.0</td>\n","      <td>12300.0</td>\n","      <td>40.0</td>\n","      <td>40.0</td>\n","      <td>40.0</td>\n","    </tr>\n","    <tr>\n","      <th>32947</th>\n","      <td>32947</td>\n","      <td>bf4538d88321d0fd4412a93c974510e6</td>\n","      <td>construcao_ferramentas_iluminacao</td>\n","      <td>41.0</td>\n","      <td>971.0</td>\n","      <td>1.0</td>\n","      <td>1700.0</td>\n","      <td>16.0</td>\n","      <td>19.0</td>\n","      <td>16.0</td>\n","    </tr>\n","    <tr>\n","      <th>32948</th>\n","      <td>32948</td>\n","      <td>9a7c6041fa9592d9d9ef6cfe62a71f8c</td>\n","      <td>cama_mesa_banho</td>\n","      <td>50.0</td>\n","      <td>799.0</td>\n","      <td>1.0</td>\n","      <td>1400.0</td>\n","      <td>27.0</td>\n","      <td>7.0</td>\n","      <td>27.0</td>\n","    </tr>\n","    <tr>\n","      <th>32949</th>\n","      <td>32949</td>\n","      <td>83808703fc0706a22e264b9d75f04a2e</td>\n","      <td>informatica_acessorios</td>\n","      <td>60.0</td>\n","      <td>156.0</td>\n","      <td>2.0</td>\n","      <td>700.0</td>\n","      <td>31.0</td>\n","      <td>13.0</td>\n","      <td>20.0</td>\n","    </tr>\n","    <tr>\n","      <th>32950</th>\n","      <td>32950</td>\n","      <td>106392145fca363410d287a815be6de4</td>\n","      <td>cama_mesa_banho</td>\n","      <td>58.0</td>\n","      <td>309.0</td>\n","      <td>1.0</td>\n","      <td>2083.0</td>\n","      <td>12.0</td>\n","      <td>2.0</td>\n","      <td>7.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>32951 rows × 10 columns</p>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e71e6dbf-fe17-4cd5-b42e-f1f35442eb0d')\"\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","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </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-e71e6dbf-fe17-4cd5-b42e-f1f35442eb0d 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-e71e6dbf-fe17-4cd5-b42e-f1f35442eb0d');\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-4195a42f-d170-415d-a562-7c4329b8abb8\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-4195a42f-d170-415d-a562-7c4329b8abb8')\"\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","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </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-4195a42f-d170-415d-a562-7c4329b8abb8 button');\n","      quickchartButtonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","  <div id=\"id_795988e5-e1c7-4266-9e4d-32dcc1a07689\">\n","    <style>\n","      .colab-df-generate {\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-generate:hover {\n","        background-color: #E2EBFA;\n","        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","        fill: #174EA6;\n","      }\n","\n","      [theme=dark] .colab-df-generate {\n","        background-color: #3B4455;\n","        fill: #D2E3FC;\n","      }\n","\n","      [theme=dark] .colab-df-generate: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","    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('products')\"\n","            title=\"Generate code using this dataframe.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n","  </svg>\n","    </button>\n","    <script>\n","      (() => {\n","      const buttonEl =\n","        document.querySelector('#id_795988e5-e1c7-4266-9e4d-32dcc1a07689 button.colab-df-generate');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n","      buttonEl.onclick = () => {\n","        google.colab.notebook.generateWithVariable('products');\n","      }\n","      })();\n","    </script>\n","  </div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"products","summary":"{\n  \"name\": \"products\",\n  \"rows\": 32951,\n  \"fields\": [\n    {\n      \"column\": \"index\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9512,\n        \"min\": 0,\n        \"max\": 32950,\n        \"num_unique_values\": 32951,\n        \"samples\": [\n          24880,\n          6366,\n          4989\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"product_id\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 32951,\n        \"samples\": [\n          \"f819f0c84a64f02d3a5606ca95edd272\",\n          \"b9de40e43fccb6ba53b7eadbd5c49077\",\n          \"26afe4ed5890d941fcba14205863eec7\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"product_category_name\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 73,\n        \"samples\": [\n          \"utilidades_domesticas\",\n          \"pc_gamer\",\n          \"eletronicos\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"product_name_lenght\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 10.245740725237479,\n        \"min\": 5.0,\n        \"max\": 76.0,\n        \"num_unique_values\": 66,\n        \"samples\": [\n          13.0,\n          72.0,\n          40.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"product_description_lenght\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 635.1152246349546,\n        \"min\": 4.0,\n        \"max\": 3992.0,\n        \"num_unique_values\": 2960,\n        \"samples\": [\n          1314.0,\n          40.0,\n          123.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"product_photos_qty\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.7367656379315015,\n        \"min\": 1.0,\n        \"max\": 20.0,\n        \"num_unique_values\": 19,\n        \"samples\": [\n          1.0,\n          9.0,\n          17.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"product_weight_g\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 4282.038730977634,\n        \"min\": 0.0,\n        \"max\": 40425.0,\n        \"num_unique_values\": 2204,\n        \"samples\": [\n          567.0,\n          241.0,\n          2646.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"product_length_cm\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 16.91445805406699,\n        \"min\": 7.0,\n        \"max\": 105.0,\n        \"num_unique_values\": 99,\n        \"samples\": [\n          88.0,\n          75.0,\n          10.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"product_height_cm\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 13.637554061749832,\n        \"min\": 2.0,\n        \"max\": 105.0,\n        \"num_unique_values\": 102,\n        \"samples\": [\n          6.0,\n          38.0,\n          54.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"product_width_cm\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 12.07904745322808,\n        \"min\": 6.0,\n        \"max\": 118.0,\n        \"num_unique_values\": 95,\n        \"samples\": [\n          80.0,\n          38.0,\n          9.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":141}],"source":["products"]},{"cell_type":"code","execution_count":142,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":424},"executionInfo":{"elapsed":70,"status":"ok","timestamp":1745325909971,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"g_CIkRdh_bH0","outputId":"299f9e39-63d0-4eee-8f8a-aee814dc5c10"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["    index          product_category_name product_category_name_english\n","0       0                   beleza_saude                 health_beauty\n","1       1         informatica_acessorios         computers_accessories\n","2       2                     automotivo                          auto\n","3       3                cama_mesa_banho                bed_bath_table\n","4       4               moveis_decoracao               furniture_decor\n","..    ...                            ...                           ...\n","66     66                         flores                       flowers\n","67     67             artes_e_artesanato         arts_and_craftmanship\n","68     68                fraldas_higiene           diapers_and_hygiene\n","69     69  fashion_roupa_infanto_juvenil     fashion_childrens_clothes\n","70     70             seguros_e_servicos         security_and_services\n","\n","[71 rows x 3 columns]"],"text/html":["\n","  <div id=\"df-c500c9dd-336a-4081-96a6-7f140799cad9\" 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>index</th>\n","      <th>product_category_name</th>\n","      <th>product_category_name_english</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>beleza_saude</td>\n","      <td>health_beauty</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>informatica_acessorios</td>\n","      <td>computers_accessories</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>automotivo</td>\n","      <td>auto</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>cama_mesa_banho</td>\n","      <td>bed_bath_table</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>moveis_decoracao</td>\n","      <td>furniture_decor</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>66</th>\n","      <td>66</td>\n","      <td>flores</td>\n","      <td>flowers</td>\n","    </tr>\n","    <tr>\n","      <th>67</th>\n","      <td>67</td>\n","      <td>artes_e_artesanato</td>\n","      <td>arts_and_craftmanship</td>\n","    </tr>\n","    <tr>\n","      <th>68</th>\n","      <td>68</td>\n","      <td>fraldas_higiene</td>\n","      <td>diapers_and_hygiene</td>\n","    </tr>\n","    <tr>\n","      <th>69</th>\n","      <td>69</td>\n","      <td>fashion_roupa_infanto_juvenil</td>\n","      <td>fashion_childrens_clothes</td>\n","    </tr>\n","    <tr>\n","      <th>70</th>\n","      <td>70</td>\n","      <td>seguros_e_servicos</td>\n","      <td>security_and_services</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>71 rows × 3 columns</p>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c500c9dd-336a-4081-96a6-7f140799cad9')\"\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","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </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-c500c9dd-336a-4081-96a6-7f140799cad9 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-c500c9dd-336a-4081-96a6-7f140799cad9');\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-7a8d2dba-cccd-41a4-a059-f44302a694be\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-7a8d2dba-cccd-41a4-a059-f44302a694be')\"\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","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </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-7a8d2dba-cccd-41a4-a059-f44302a694be button');\n","      quickchartButtonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","  <div id=\"id_64382558-5238-4bc2-9875-e66a45e268c9\">\n","    <style>\n","      .colab-df-generate {\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-generate:hover {\n","        background-color: #E2EBFA;\n","        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","        fill: #174EA6;\n","      }\n","\n","      [theme=dark] .colab-df-generate {\n","        background-color: #3B4455;\n","        fill: #D2E3FC;\n","      }\n","\n","      [theme=dark] .colab-df-generate: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","    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('df')\"\n","            title=\"Generate code using this dataframe.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n","  </svg>\n","    </button>\n","    <script>\n","      (() => {\n","      const buttonEl =\n","        document.querySelector('#id_64382558-5238-4bc2-9875-e66a45e268c9 button.colab-df-generate');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n","      buttonEl.onclick = () => {\n","        google.colab.notebook.generateWithVariable('df');\n","      }\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\": 71,\n  \"fields\": [\n    {\n      \"column\": \"index\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 20,\n        \"min\": 0,\n        \"max\": 70,\n        \"num_unique_values\": 71,\n        \"samples\": [\n          22,\n          0,\n          49\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"product_category_name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 71,\n        \"samples\": [\n          \"cool_stuff\",\n          \"beleza_saude\",\n          \"construcao_ferramentas_seguranca\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"product_category_name_english\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 71,\n        \"samples\": [\n          \"cool_stuff\",\n          \"health_beauty\",\n          \"construction_tools_safety\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":142}],"source":["product_category_name_translation"]},{"cell_type":"code","execution_count":143,"metadata":{"id":"1XTFKAOEAM2v","executionInfo":{"status":"ok","timestamp":1745325909993,"user_tz":-120,"elapsed":12,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["products = db_tables['products']\n"]},{"cell_type":"code","execution_count":144,"metadata":{"id":"16fD9mQD_52e","executionInfo":{"status":"ok","timestamp":1745325910066,"user_tz":-120,"elapsed":72,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["products = products.merge(product_category_name_translation, on='product_category_name', how='left')"]},{"cell_type":"code","execution_count":145,"metadata":{"id":"zrd1a0iFAzYp","executionInfo":{"status":"ok","timestamp":1745325910313,"user_tz":-120,"elapsed":248,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["missing_category_translations = [category.replace('_',' ') for category in products[products['product_category_name_english'].isnull() == True]['product_category_name'].unique() if category is not None]\n","# Batch translation with Google Translate\n","source_language = \"pt\"  # Portuguese\n","target_language = \"en\"  # English\n","\n","translated_texts = GoogleTranslator(source=source_language, target=target_language).translate_batch(missing_category_translations)\n","translations = {pt.replace(' ','_'):en.replace(' ','_').lower() for pt,en in zip(missing_category_translations, translated_texts)}\n","translations[None] = \"other\""]},{"cell_type":"code","execution_count":146,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":75,"status":"ok","timestamp":1745325910387,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"ofa63X7qCXb-","outputId":"2cf6a9d3-0350-4b20-d294-976c205b4e9c"},"outputs":[{"output_type":"stream","name":"stdout","text":["Missing values : 0\n"]}],"source":["products.loc[products['product_category_name_english'].isnull() == True, 'product_category_name_english'] = products['product_category_name'].map(translations)\n","# only keep english translation\n","products = products[['product_id', 'product_category_name_english']]\n","print('Missing values :', products.isnull().sum().sum())"]},{"cell_type":"markdown","metadata":{"id":"Ug4sROZ9O6xt"},"source":["## **Merging datasets after processing**\n","\n","Starting with *order_items* and then merging it with the other datasets:"]},{"cell_type":"code","execution_count":147,"metadata":{"id":"jHgc2H9jO6xt","executionInfo":{"status":"ok","timestamp":1745325912555,"user_tz":-120,"elapsed":2144,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["order_items = order_items.merge(orders, on='order_id', how='left')\n","order_items = order_items.merge(products, on='product_id', how='left')\n","order_items = order_items.merge(order_payments, on='order_id', how='left')\n","order_items = order_items.merge(sellers, on='seller_id', how='left')\n","order_items = order_items.merge(order_reviews, on='order_id', how='left')\n","order_items = order_items.merge(customers, on='customer_id', how='left')"]},{"cell_type":"markdown","metadata":{"id":"PMJWK68oO6xt"},"source":["- Deleting the lines where *customer_unique_id* is missing because it's an essential variable (it's the one we'll be clustering later) :"]},{"cell_type":"code","execution_count":148,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":192,"status":"ok","timestamp":1745325912746,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"rxGQlVVXHQlf","outputId":"2b808f82-463d-40a0-f96d-928d70f1fcd3"},"outputs":[{"output_type":"stream","name":"stdout","text":["Orders with empty customer_unique_id : 2196/98666\n"]}],"source":["print(f\"Orders with empty customer_unique_id : {order_items.loc[order_items['customer_unique_id'].isnull() == True]['order_id'].nunique()}/{order_items['order_id'].nunique()}\")"]},{"cell_type":"code","execution_count":149,"metadata":{"id":"CDRAYjFYO6xt","executionInfo":{"status":"ok","timestamp":1745325912830,"user_tz":-120,"elapsed":80,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["order_items = order_items.loc[order_items['customer_unique_id'].isnull() == False]"]},{"cell_type":"markdown","metadata":{"id":"PISJikdUjpjx"},"source":["*order_items* is now the main merged dataset"]},{"cell_type":"markdown","metadata":{"id":"yIRQedjLO6xt"},"source":["# **<span style=\"color: #8181FF\">Feature engineering</span>**"]},{"cell_type":"markdown","metadata":{"id":"5xKgDjydO6xt"},"source":["### **Creating a new *customer_seller_distance* variable**\n","\n","From customer_lat/customer_lng and seller_lat/seller_lng, I'll calculate the customer/seller distance for each order."]},{"cell_type":"markdown","metadata":{"id":"795QCXhqO6xt"},"source":["- Function creation to calculate the distance between two points based on their GPS coordinates :"]},{"cell_type":"code","execution_count":150,"metadata":{"id":"f23uLNkjO6xt","executionInfo":{"status":"ok","timestamp":1745325912837,"user_tz":-120,"elapsed":11,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["def haversine_distance(coord1, coord2):\n","\n","    \"\"\"\n","    This function calculates the distance between point A and point B from their GPS coordinates.\n","\n","    :coord1: coordinates of point A, as a tuple (latitude, longitude).\n","    :coord2: coordinates of point B, as a tuple (latitude, longitude).\n","    :return: Returns the haversine distance between A and B, in kilometers.\n","    \"\"\"\n","\n","    lat1, lon1 = coord1\n","    lat2, lon2 = coord2\n","    R = 6371  # Average radius of the Earth in kilometers\n","\n","    dlat = math.radians(lat2 - lat1)\n","    dlon = math.radians(lon2 - lon1)\n","\n","    a = math.sin(dlat / 2) * math.sin(dlat / 2) + math.cos(math.radians(lat1)) * math.cos(math.radians(lat2)) * math.sin(dlon / 2) * math.sin(dlon / 2)\n","    c = 2 * math.atan2(math.sqrt(a), math.sqrt(1 - a))\n","\n","    distance = R * c\n","    return distance"]},{"cell_type":"markdown","metadata":{"id":"wpSfqaV4O6xt"},"source":["- Applying the haversine_distance() function for each row and put the result in the *customer_seller_distance* column :"]},{"cell_type":"code","execution_count":151,"metadata":{"id":"USHDscgSO6xt","executionInfo":{"status":"ok","timestamp":1745325919792,"user_tz":-120,"elapsed":6953,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["order_items['customer_seller_distance'] = order_items.apply(lambda row: haversine_distance((row['customer_lat'], row['customer_lng']), (row['seller_lat'], row['seller_lng'])), axis=1)"]},{"cell_type":"markdown","metadata":{"id":"ai8rjdw3O6xt"},"source":["- Deleting columns no longer needed at this stage: *product_id*, *seller_id*, *shipping_limit_date*, *customer_id*, *seller_lat*, *seller_lng* :"]},{"cell_type":"code","execution_count":152,"metadata":{"id":"ekLkvSQGO6xt","executionInfo":{"status":"ok","timestamp":1745325919799,"user_tz":-120,"elapsed":8,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["columns_to_delete = [\n","    'order_item_id',\n","    'product_id',\n","    'seller_id',\n","    'price',\n","    'shipping_limit_date',\n","    'customer_id',\n","    'seller_lat',\n","    'seller_lng',\n","    ]\n","\n","# We take this opportunity to create a global dataset called \"data\".\n","data = order_items.drop(columns_to_delete, axis=1)"]},{"cell_type":"markdown","metadata":{"id":"rWa2w9wBO6xt"},"source":["### **Grouping of lines to have only one line per customer**"]},{"cell_type":"markdown","metadata":{"id":"NMYxccgNO6xt"},"source":["- Duplicating the *order_purchase_timestamp* column: during groupby, one will be used to define the first order date, the other for the last order date."]},{"cell_type":"code","execution_count":153,"metadata":{"id":"9txMUhvEO6xt","executionInfo":{"status":"ok","timestamp":1745325919850,"user_tz":-120,"elapsed":44,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["data['order_purchase_timestamp_last'] = data.loc[:, 'order_purchase_timestamp']\n","# Renaming the original order_purchase_timestamp column as order_purchase_timestamp_first\n","data.rename(columns={\"order_purchase_timestamp\": \"order_purchase_timestamp_first\"}, inplace=True)"]},{"cell_type":"code","execution_count":154,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":16,"status":"ok","timestamp":1745325919867,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"9D7vw2BsnBwR","outputId":"c008ce39-f60b-41c1-c5a8-db476374a629"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["Index(['order_id', 'freight_value', 'order_purchase_timestamp_first',\n","       'delivery_time', 'product_category_name_english', 'payment_sequential',\n","       'payment_type', 'payment_installments', 'payment_value', 'index',\n","       'review_score', 'customer_unique_id', 'customer_lat', 'customer_lng',\n","       'customer_seller_distance', 'order_purchase_timestamp_last'],\n","      dtype='object')"]},"metadata":{},"execution_count":154}],"source":["data.columns"]},{"cell_type":"markdown","metadata":{"id":"OFZa7C1xO6xw"},"source":["- Grouping the lines so that there's just one line per *customer_unique_id*, i.e. per customer..<br>\n","The grouping strategy will depend on the type of column."]},{"cell_type":"code","execution_count":155,"metadata":{"id":"Awq5qeYwO6xw","executionInfo":{"status":"ok","timestamp":1745325953146,"user_tz":-120,"elapsed":33247,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Defining the first_mode() function, which will be used for some categorical variables\n","def first_mode(series):\n","    \"\"\"\n","    This function retains only the most frequent value in a groupby.\n","    If several values are equal, only the first value is returned.\n","    \"\"\"\n","    modes = series.mode()\n","    if not modes.empty:\n","        return modes.iloc[0]\n","    else:\n","        return None\n","\n","\n","# Grouping strategies for each column\n","strategie = {\n","    'order_id': 'count',  # How many orders did the customer place in total?\n","    'freight_value': 'sum',  # How much did the customer pay in total for postage?\n","    'order_purchase_timestamp_first': 'min',  # Date of customer's first order\n","    'delivery_time': 'mean',  # On average, how long does it take for delivery?\n","    'product_category_name_english': first_mode,  # Most frequently returned value, if several are equal, we take only the first one returned.\n","    'payment_type': first_mode,  # Most frequently returned value, if several are equal, we take only the first one returned.\n","    'payment_sequential': 'mean', # Is user used to combine vouchers etc.\n","    'payment_installments': 'mean',  # On average, how many times does the customer pay?\n","    'payment_value': 'sum',  # How much the customer spent in total\n","    'review_score': 'mean',  # On average, how do customers rate\n","    'customer_lat': 'mean',  # Taking the average, because the customer may have moved between two orders.\n","    'customer_lng': 'mean',  # Taking the average, because the customer may have moved between two orders.\n","    'customer_seller_distance': 'mean',  # On average, how far is the customer from the seller(s)?\n","    'order_purchase_timestamp_last': 'max',  # Date of customer's last order\n","}\n","\n","# Grouping of lines to have only one line per customer\n","data = data.groupby('customer_unique_id').agg(strategie)\n","\n","data = data.reset_index()  # to return customer_unique_id as a column"]},{"cell_type":"markdown","metadata":{"id":"qc31XI0fO6xw"},"source":["### **Miscellaneous treatment following the merging step (missing values imputation, renaming etc.)**"]},{"cell_type":"code","execution_count":156,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":554},"executionInfo":{"elapsed":11,"status":"ok","timestamp":1745325953165,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"SKsEUJjKSIcQ","outputId":"ff5f4447-9adb-4ff1-b3fc-b0f05ea4d555"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["customer_unique_id                  0\n","order_id                            0\n","freight_value                       0\n","order_purchase_timestamp_first      0\n","delivery_time                       0\n","product_category_name_english       0\n","payment_type                        1\n","payment_sequential                  1\n","payment_installments                1\n","payment_value                       0\n","review_score                      603\n","customer_lat                        0\n","customer_lng                        0\n","customer_seller_distance            0\n","order_purchase_timestamp_last       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>customer_unique_id</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>order_id</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>freight_value</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>order_purchase_timestamp_first</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>delivery_time</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>product_category_name_english</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>payment_type</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>payment_sequential</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>payment_installments</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>payment_value</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>review_score</th>\n","      <td>603</td>\n","    </tr>\n","    <tr>\n","      <th>customer_lat</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>customer_lng</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>customer_seller_distance</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>order_purchase_timestamp_last</th>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> int64</label>"]},"metadata":{},"execution_count":156}],"source":["data.isna().sum()"]},{"cell_type":"code","execution_count":157,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":89,"status":"ok","timestamp":1745325953255,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"UA3qlrzXvWWc","outputId":"82614260-fdf2-4095-c128-1e6fe5ac7de0"},"outputs":[{"output_type":"stream","name":"stdout","text":["Before processing : 93350 individuals, 15 variables.\n","There are 0 duplicate customer(s).\n","There are 1 customers for which payment_type is missing out of a total of 93350 : replaced with credit_card\n","There are 1 customers for which payment_installments is missing out of a total of 93350 : replaced with 1\n","There are 1 customers for which payment_sequential is missing out of a total of 93350 : replaced with 1\n","There are 603 customers who did not leave a review, out of a total of 93350 : replaced with 4.153612695469035\n","Before processing : 93350 individuals, 15 variables.\n"]}],"source":["print(f\"Before processing : {data.shape[0]} individuals, {data.shape[1]} variables.\")\n","print(\"There are\", data['customer_unique_id'].duplicated().sum(), \"duplicate customer(s).\")\n","\n","# payment_type, payment_installments and payment_sequential are missing on a line: replace with the most found payment_type, 1 and 1\n","most_found_payment_type = data['payment_type'].value_counts(dropna=True).sort_values(ascending=False).index[0]\n","print(\"There are\", data['payment_type'].isnull().sum(), \"customers for which payment_type is missing out of a total of\", len(data), \": replaced with\", most_found_payment_type)\n","data.loc[data['payment_type'].isnull() == True, 'payment_type'] = most_found_payment_type\n","\n","print(\"There are\", data['payment_installments'].isnull().sum(), \"customers for which payment_installments is missing out of a total of\", len(data), \": replaced with\", 1)\n","data.loc[data['payment_installments'].isnull() == True, 'payment_installments'] = 1\n","\n","print(\"There are\", data['payment_sequential'].isnull().sum(), \"customers for which payment_sequential is missing out of a total of\", len(data), \": replaced with\", 1)\n","data.loc[data['payment_sequential'].isnull() == True, 'payment_sequential'] = 1\n","\n","\n","print(\"There are\", data['review_score'].isnull().sum(), \"customers who did not leave a review, out of a total of\", len(data), \": replaced with\", data['review_score'].mean())\n","# A very small number of customers have never left a review following an order.\n","# It was decided replacing the average ratin missing value with dataset average review\n","data.loc[data['review_score'].isnull() == True, 'review_score'] = data['review_score'].mean()\n","\n","# Renaming certain variables with more explicit names\n","a_rename = {\n","    \"order_id\": \"orders_number\",  # order_id now represents the number of orders for each customer\n","    \"product_category_name_english\": \"preferred_category\",\n","    \"payment_type\": \"preferred_payment_type\",\n","    \"payment_sequential\": \"avg_payment_sequential\",\n","    \"payment_value\": \"total_spent\",\n","    \"order_purchase_timestamp_first\": \"first_purchase_date\",\n","    \"order_purchase_timestamp_last\": \"last_purchase_date\",\n","    \"delivery_time\": \"avg_delivery_time\",\n","    \"payment_installments\": \"avg_payment_installments\",\n","    \"review_score\": \"avg_review_score\",\n","    \"customer_seller_distance\": \"avg_customer_seller_distance_km\",\n","}\n","data.rename(columns=a_rename, inplace=True)\n","\n","print(f\"Before processing : {data.shape[0]} individuals, {data.shape[1]} variables.\")"]},{"cell_type":"code","execution_count":158,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":554},"executionInfo":{"elapsed":96,"status":"ok","timestamp":1745325953353,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"drsa7eedSBkm","outputId":"d6826250-b09f-4a98-a23b-5d1267c06668"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["customer_unique_id                 0\n","orders_number                      0\n","freight_value                      0\n","first_purchase_date                0\n","avg_delivery_time                  0\n","preferred_category                 0\n","preferred_payment_type             0\n","avg_payment_sequential             0\n","avg_payment_installments           0\n","total_spent                        0\n","avg_review_score                   0\n","customer_lat                       0\n","customer_lng                       0\n","avg_customer_seller_distance_km    0\n","last_purchase_date                 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>customer_unique_id</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>orders_number</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>freight_value</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>first_purchase_date</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>avg_delivery_time</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>preferred_category</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>preferred_payment_type</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>avg_payment_sequential</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>avg_payment_installments</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>total_spent</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>avg_review_score</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>customer_lat</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>customer_lng</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>avg_customer_seller_distance_km</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>last_purchase_date</th>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> int64</label>"]},"metadata":{},"execution_count":158}],"source":["data.isna().sum()"]},{"cell_type":"markdown","metadata":{"id":"o_lCbWaRO6xw"},"source":["### **Creating other new variables**"]},{"cell_type":"code","execution_count":159,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":4,"status":"ok","timestamp":1745325953357,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"2olA3aJ4v9eX","outputId":"cd2f6d97-9ff8-4caa-b989-7724c92a999c"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["Index(['customer_unique_id', 'orders_number', 'freight_value',\n","       'first_purchase_date', 'avg_delivery_time', 'preferred_category',\n","       'preferred_payment_type', 'avg_payment_sequential',\n","       'avg_payment_installments', 'total_spent', 'avg_review_score',\n","       'customer_lat', 'customer_lng', 'avg_customer_seller_distance_km',\n","       'last_purchase_date'],\n","      dtype='object')"]},"metadata":{},"execution_count":159}],"source":["data.columns"]},{"cell_type":"code","execution_count":160,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":15,"status":"ok","timestamp":1745325953372,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"CfA1gha6O6xw","outputId":"1008bdc9-415a-4d84-c0eb-b8614dc6b7a3"},"outputs":[{"output_type":"stream","name":"stdout","text":["Before processing : 93350 individuals, 15 features.\n","After processing : 93350 individuals, 18 features.\n"]}],"source":["print(f\"Before processing : {data.shape[0]} individuals, {data.shape[1]} features.\")\n","\n","# Creating a new variable corresponding to the proportion (in %) of shipping costs regarding the total spent.\n","# this variable will be more relevant than freight_value (total spent on shipping by the customer), which I'm going to delete\n","data['shipping_fees_proportion'] = data['freight_value'] / data['total_spent'] * 100\n","data = data.drop(['freight_value'], axis=1)\n","\n","# Creating an avg_spent variable which will correspond to the average amount per order\n","data['avg_spent'] = data['total_spent'] / data['orders_number']\n","\n","# Creating a recency variable which corresponds to the recency of the last order (in days)\n","# To calculate it, use the date of the customer's last order\n","# and the date of the last order for the entire dataset (to estimate the dataset update date)\n","data['recency'] = (data['last_purchase_date'].max() - data['last_purchase_date']).dt.days\n","\n","# I'll create a frequency variable (expressed in orders / x days)\n","# To calculate it, I'll calculate the period between the first order and the date of the customer's last order the date of the last order for the entire dataset\n","# divided by the number of orders.\n","# Another way would have been to use the date of the last order for the entire dataset\n","# to mark the end of the period\n","data['frequency'] = (data['last_purchase_date'] - data['first_purchase_date']).dt.days / data['orders_number']\n","\n","print(f\"After processing : {data.shape[0]} individuals, {data.shape[1]} features.\")"]},{"cell_type":"markdown","metadata":{"id":"6gnKwEBYO6xw"},"source":["### **Column order**"]},{"cell_type":"code","execution_count":161,"metadata":{"id":"E9NvCVrTO6xw","executionInfo":{"status":"ok","timestamp":1745325953434,"user_tz":-120,"elapsed":61,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Rearranging columns order\n","order = [\n","    'customer_unique_id',\n","    'customer_lat',\n","    'customer_lng',\n","    'orders_number',\n","    'first_purchase_date',\n","    'last_purchase_date',\n","    'recency',\n","    'frequency',\n","    'avg_spent',\n","    'total_spent',\n","    'preferred_payment_type',\n","    'avg_payment_sequential',\n","    'avg_payment_installments',\n","    'shipping_fees_proportion',\n","    'avg_customer_seller_distance_km',\n","    'avg_delivery_time',\n","    'preferred_category',\n","    'avg_review_score',\n","]\n","data = data[order]"]},{"cell_type":"markdown","metadata":{"id":"yZO6J6qcO6xw"},"source":["### **Reducing the number of categories**\n","\n","Let's try to lower the number of categories in *preferred_payment_type* and *preferred_category*, the two only categorical variables."]},{"cell_type":"markdown","metadata":{"id":"cCH5lVeSO6xw"},"source":["- *preferred_payment_type* :"]},{"cell_type":"code","execution_count":162,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":913},"executionInfo":{"elapsed":219,"status":"ok","timestamp":1745325953654,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"tsGAtua2UnML","outputId":"9b4ad12e-0f59-4493-bcbd-719cbf48f344"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["plt.figure(figsize=(10, 10))\n","data.groupby('preferred_payment_type').count()['customer_unique_id'].sort_values(ascending=False).plot.bar(color=\"#8181FF\", edgecolor='black', linewidth=0.5, width=0.8);"]},{"cell_type":"markdown","metadata":{"id":"aqmoaDHAO6xw"},"source":["- In this case, payment by credit card + debit card is in the majority.<br>\n","- Since > 60% of brazilian people do not have bank cards (lower classes), it is important keeping boleto as a single category\\\n","- voucher is an interesting category since it describes persons that are looking for the best price, able to optimize website use in order to reduce payment amounts"]},{"cell_type":"code","execution_count":163,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":912},"executionInfo":{"elapsed":242,"status":"ok","timestamp":1745325953895,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"DXFZpp0KUqlD","outputId":"8321d7ff-8774-4c03-d79a-772f6a1230c0"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["plt.figure(figsize=(10, 10))\n","data.loc[(data['preferred_payment_type'] == 'credit_card') | (data['preferred_payment_type'] == 'debit_card'), 'preferred_payment_type'] = \"bank cards\"\n","data.groupby('preferred_payment_type').count()['customer_unique_id'].sort_values(ascending=False).plot.bar(color=\"#8181FF\", edgecolor='black', linewidth=0.5, width=0.8);"]},{"cell_type":"markdown","metadata":{"id":"Stlx406uO6xw"},"source":["- *preferred_category* :"]},{"cell_type":"code","execution_count":164,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":896},"executionInfo":{"elapsed":874,"status":"ok","timestamp":1745325954768,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"Ebs9vqgfVie-","outputId":"093b42f3-df55-4f94-96c1-fc875fd46d00"},"outputs":[{"output_type":"stream","name":"stdout","text":["There are 74 different categories.\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 2000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["plt.figure(figsize=(20, 10))\n","data.groupby('preferred_category').count()['customer_unique_id'].sort_values(ascending=False).plot.bar(color=\"#8181FF\", edgecolor='black', linewidth=0.5, width=0.8)\n","print(\"There are\", len(data['preferred_category'].unique()), \"different categories.\")"]},{"cell_type":"markdown","metadata":{"id":"x1x5xvT9O6xw"},"source":["**Too many categories, I will reduce the number of categories as follows :**\n","\n","- ***electronics_computers*** :<br>\n","'telephony',\n","'electronics',\n","'tablets_printing_image',\n","'computers_accessories',\n","'fixed_telephony',\n","'computers',\n","'pc_gamer'\n","\n","- ***fashion_clothing*** :<br>\n","'fashion_bags_accessories',\n","'fashion_underwear_beach',\n","'fashion_shoes',\n","'fashion_male_clothing',\n","'fashion_childrens_clothes',\n","'fashion_sport',\n","'luggage_accessories',\n","'watches_gifts',\n","'fashio_female_clothing'\n","\n","- ***home_kitchen_garden*** :<br>\n","'home_comfort_2',\n","'small_appliances_home_oven_and_coffee',\n","'home_confort',\n","'home_appliances',\n","'home_construction',\n","'home_appliances_2',\n","'furniture_living_room',\n","'office_furniture',\n","'furniture_decor',\n","'kitchen_dining_laundry_garden_furniture',\n","'furniture_bedroom',\n","'furniture_mattress_and_upholstery',\n","'small_appliances',\n","'bed_bath_table',\n","'stationery',\n","'garden_tools',\n","'housewares',\n","'construction_tools_construction',\n","'pet_shop',\n","'flowers',\n","'construction_tools_safety',\n","'christmas_supplies',\n","'construction_tools_lights',\n","'costruction_tools_garden',\n","'costruction_tools_tools',\n","'air_conditioning',\n","'la_cuisine',\n","'kitchen_portable_and_food_preparers'\n","\n","- ***health_beauty*** :<br>\n","'health_beauty',\n","'perfumery'\n","\n","- ***sports_leisure*** :<br>\n","'cool_stuff',\n","'sports_leisure',\n","'musical_instruments',\n","'party_supplies',\n","'arts_and_craftmanship'\n","\n","- ***books_entertainment*** :<br>\n","'cds_dvds_musicals',\n","'cine_photo',\n","'books_general_interest',\n","'books_technical',\n","'books_imported',\n","'dvds_blu_ray',\n","'consoles_games',\n","'audio',\n","'art',\n","'books_imported',\n","'music'\n","\n","- ***automotive_motorcycle*** :<br>\n","'auto',\n","'signaling_and_security'\n","\n","- ***babies_kids*** :<br>\n","'baby',\n","'toys',\n","'diapers_and_hygiene'\n","\n","- ***food_drinks*** :<br>\n","'food_drink',\n","'food',\n","'drinks'\n","\n","- ***other*** :<br>\n","'other',\n","'industry_commerce_and_business',\n","'market_place',\n","'agro_industry_and_commerce',\n","'security_and_services"]},{"cell_type":"code","execution_count":165,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":50,"status":"ok","timestamp":1745325954820,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"U6VxGTSjVwrv","outputId":"92fee442-4b95-40b1-b5c0-8956ebe5c23c"},"outputs":[{"output_type":"stream","name":"stdout","text":["Number of categories before processing : 74\n","Number of categories after processing : 10\n"]}],"source":["print(\"Number of categories before processing :\", len(data['preferred_category'].unique()))\n","\n","electronics_computers = [\n","    'telephony',\n","    'electronics',\n","    'tablets_printing_image',\n","    'computers_accessories',\n","    'fixed_telephony',\n","    'computers',\n","    'pc_gamer',\n","]\n","\n","data.loc[data['preferred_category'].isin(electronics_computers), 'preferred_category'] = 'electronics_computers'\n","\n","fashion_clothing = [\n","    'fashion_bags_accessories',\n","    'fashion_underwear_beach',\n","    'fashion_shoes',\n","    'fashion_male_clothing',\n","    'fashion_childrens_clothes',\n","    'fashion_sport',\n","    'luggage_accessories',\n","    'watches_gifts',\n","    'fashio_female_clothing',\n","]\n","\n","data.loc[data['preferred_category'].isin(fashion_clothing),'preferred_category'] = 'fashion_clothing'\n","\n","home_kitchen_garden = [\n","    'home_comfort_2',\n","    'small_appliances_home_oven_and_coffee',\n","    'home_confort',\n","    'home_appliances',\n","    'home_construction',\n","    'home_appliances_2',\n","    'furniture_living_room',\n","    'office_furniture',\n","    'furniture_decor',\n","    'kitchen_dining_laundry_garden_furniture',\n","    'furniture_bedroom',\n","    'furniture_mattress_and_upholstery',\n","    'small_appliances',\n","    'bed_bath_table',\n","    'stationery',\n","    'garden_tools',\n","    'housewares',\n","    'construction_tools_construction',\n","    'pet_shop',\n","    'flowers',\n","    'construction_tools_safety',\n","    'christmas_supplies',\n","    'construction_tools_lights',\n","    'costruction_tools_garden',\n","    'costruction_tools_tools',\n","    'air_conditioning',\n","    'la_cuisine',\n","    'kitchen_portable_and_food_preparers',\n","]\n","\n","data.loc[data['preferred_category'].isin(home_kitchen_garden), 'preferred_category'] = 'home_kitchen_garden'\n","\n","health_beauty = [\n","    'health_beauty',\n","    'perfumery',\n","]\n","\n","data.loc[data['preferred_category'].isin(health_beauty),'preferred_category'] = 'health_beauty'\n","\n","sports_leisure = [\n","    'cool_stuff',\n","    'sports_leisure',\n","    'musical_instruments',\n","    'party_supplies',\n","    'arts_and_craftmanship',\n","]\n","\n","data.loc[data['preferred_category'].isin(sports_leisure), 'preferred_category'] = 'sports_leisure'\n","\n","books_entertainment = [\n","    'cds_dvds_musicals',\n","    'cine_photo',\n","    'books_general_interest',\n","    'books_technical',\n","    'books_imported',\n","    'dvds_blu_ray',\n","    'consoles_games',\n","    'audio',\n","    'art',\n","    'books_imported',\n","    'music',\n","]\n","\n","data.loc[data['preferred_category'].isin(books_entertainment), 'preferred_category'] = 'books_entertainment'\n","\n","automotive_motorcycle = [\n","    'auto',\n","    'signaling_and_security',\n","]\n","\n","data.loc[data['preferred_category'].isin(automotive_motorcycle), 'preferred_category'] = 'automotive_motorcycle'\n","\n","babies_kids = [\n","    'baby',\n","    'toys',\n","    'diapers_and_hygiene',\n","]\n","\n","data.loc[data['preferred_category'].isin(babies_kids), 'preferred_category'] = 'babies_kids'\n","\n","food_drinks = [\n","    'food_drink',\n","    'food',\n","    'drinks',\n","]\n","\n","data.loc[data['preferred_category'].isin(food_drinks), 'preferred_category'] = 'food_drinks'\n","\n","other = [\n","    'other',\n","    'industry_commerce_and_business',\n","    'market_place',\n","    'agro_industry_and_commerce',\n","    'security_and_services',\n","]\n","\n","data.loc[data['preferred_category'].isin(other), 'preferred_category'] = 'other'\n","\n","print(\"Number of categories after processing :\", len(data['preferred_category'].unique()))"]},{"cell_type":"code","execution_count":166,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":283,"status":"ok","timestamp":1745325955116,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"7iPtwCDUYTcA","outputId":"65237c33-bb01-42cd-cb43-f8c6b3561d79"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["plt.figure(figsize=(10, 10))\n","data.groupby('preferred_category').count()['customer_unique_id'].sort_values(ascending=False).plot.bar(color=\"#8181FF\", edgecolor='black', linewidth=0.5, width=0.8);"]},{"cell_type":"code","execution_count":167,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":461},"executionInfo":{"elapsed":474,"status":"ok","timestamp":1745325955589,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"WYW41OfuYXLn","outputId":"e8997cc0-dbdb-4991-ac97-4e44fbf8863e"},"outputs":[{"output_type":"display_data","data":{"text/plain":["                     customer_unique_id  customer_lat  customer_lng  \\\n","0      0000366f3b9a7992bf8c76cfdf3221e2    -23.340235    -46.830140   \n","1      0000b849f77a49e4a4ce2b2a4ca5be3f    -23.559115    -46.787626   \n","2      0000f46a3911fa3c0805444483337064    -27.542880    -48.633426   \n","3      0000f6ccb0745a6a4b88665a16c9f078     -1.312214    -48.483159   \n","4      0004aac84e0df4da2b147fca70cf8255    -23.505548    -47.469705   \n","...                                 ...           ...           ...   \n","93345  fffcf5a5ff07b0908bd4e2dbc735a684     -8.362511    -36.562343   \n","93346  fffea47cd6d3cc0a88bd621562a9d061    -12.217395    -38.959308   \n","93347  ffff371b4d645b6ecea244b27531430a    -11.834552    -55.508110   \n","93348  ffff5962728ec6157033ef9805bacc48    -21.126568    -41.672806   \n","93349  ffffd2657e2aad2907e67c3e9daecbeb    -25.447504    -49.441283   \n","\n","       orders_number first_purchase_date  last_purchase_date  recency  \\\n","0                  1 2018-05-10 10:56:27 2018-05-10 10:56:27      111   \n","1                  1 2018-05-07 11:11:27 2018-05-07 11:11:27      114   \n","2                  1 2017-03-10 21:05:03 2017-03-10 21:05:03      536   \n","3                  1 2017-10-12 20:29:41 2017-10-12 20:29:41      320   \n","4                  1 2017-11-14 19:45:42 2017-11-14 19:45:42      287   \n","...              ...                 ...                 ...      ...   \n","93345              1 2017-06-08 21:00:36 2017-06-08 21:00:36      446   \n","93346              1 2017-12-10 20:07:56 2017-12-10 20:07:56      261   \n","93347              1 2017-02-07 15:49:16 2017-02-07 15:49:16      567   \n","93348              1 2018-05-02 15:17:41 2018-05-02 15:17:41      118   \n","93349              1 2017-05-02 20:18:45 2017-05-02 20:18:45      483   \n","\n","       frequency  avg_spent  total_spent preferred_payment_type  \\\n","0            0.0     141.90       141.90             bank cards   \n","1            0.0      27.19        27.19             bank cards   \n","2            0.0      86.22        86.22             bank cards   \n","3            0.0      43.62        43.62             bank cards   \n","4            0.0     196.89       196.89             bank cards   \n","...          ...        ...          ...                    ...   \n","93345        0.0    2067.42      2067.42             bank cards   \n","93346        0.0      84.58        84.58             bank cards   \n","93347        0.0     112.46       112.46             bank cards   \n","93348        0.0     133.69       133.69             bank cards   \n","93349        0.0      71.56        71.56             bank cards   \n","\n","       avg_payment_sequential  avg_payment_installments  \\\n","0                         1.0                       8.0   \n","1                         1.0                       1.0   \n","2                         1.0                       8.0   \n","3                         1.0                       4.0   \n","4                         1.0                       6.0   \n","...                       ...                       ...   \n","93345                     1.0                      10.0   \n","93346                     1.0                       1.0   \n","93347                     1.0                       1.0   \n","93348                     1.0                       5.0   \n","93349                     1.0                       4.0   \n","\n","       shipping_fees_proportion  avg_customer_seller_distance_km  \\\n","0                      8.456660                       110.568636   \n","1                     30.489150                        22.168333   \n","2                     19.972164                       516.938836   \n","3                     40.417240                      2481.287188   \n","4                      8.578394                       154.507887   \n","...                         ...                              ...   \n","93345                 24.059939                      1996.470471   \n","93346                 23.279735                      1527.201720   \n","93347                 20.060466                      1526.116170   \n","93348                 13.980103                       637.858806   \n","93349                 20.360537                       355.844254   \n","\n","       avg_delivery_time     preferred_category  avg_review_score  \n","0                    6.0    home_kitchen_garden               5.0  \n","1                    3.0          health_beauty               4.0  \n","2                   25.0    home_kitchen_garden               3.0  \n","3                   20.0  electronics_computers               4.0  \n","4                   13.0  electronics_computers               5.0  \n","...                  ...                    ...               ...  \n","93345               27.0          health_beauty               5.0  \n","93346               30.0            babies_kids               4.0  \n","93347               14.0  automotive_motorcycle               5.0  \n","93348               11.0       fashion_clothing               5.0  \n","93349                7.0          health_beauty               5.0  \n","\n","[93350 rows x 18 columns]"],"text/html":["\n","  <div id=\"df-27c8519c-c75d-4373-9796-aa684f56f6f0\" 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>customer_unique_id</th>\n","      <th>customer_lat</th>\n","      <th>customer_lng</th>\n","      <th>orders_number</th>\n","      <th>first_purchase_date</th>\n","      <th>last_purchase_date</th>\n","      <th>recency</th>\n","      <th>frequency</th>\n","      <th>avg_spent</th>\n","      <th>total_spent</th>\n","      <th>preferred_payment_type</th>\n","      <th>avg_payment_sequential</th>\n","      <th>avg_payment_installments</th>\n","      <th>shipping_fees_proportion</th>\n","      <th>avg_customer_seller_distance_km</th>\n","      <th>avg_delivery_time</th>\n","      <th>preferred_category</th>\n","      <th>avg_review_score</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0000366f3b9a7992bf8c76cfdf3221e2</td>\n","      <td>-23.340235</td>\n","      <td>-46.830140</td>\n","      <td>1</td>\n","      <td>2018-05-10 10:56:27</td>\n","      <td>2018-05-10 10:56:27</td>\n","      <td>111</td>\n","      <td>0.0</td>\n","      <td>141.90</td>\n","      <td>141.90</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>8.0</td>\n","      <td>8.456660</td>\n","      <td>110.568636</td>\n","      <td>6.0</td>\n","      <td>home_kitchen_garden</td>\n","      <td>5.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0000b849f77a49e4a4ce2b2a4ca5be3f</td>\n","      <td>-23.559115</td>\n","      <td>-46.787626</td>\n","      <td>1</td>\n","      <td>2018-05-07 11:11:27</td>\n","      <td>2018-05-07 11:11:27</td>\n","      <td>114</td>\n","      <td>0.0</td>\n","      <td>27.19</td>\n","      <td>27.19</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>30.489150</td>\n","      <td>22.168333</td>\n","      <td>3.0</td>\n","      <td>health_beauty</td>\n","      <td>4.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0000f46a3911fa3c0805444483337064</td>\n","      <td>-27.542880</td>\n","      <td>-48.633426</td>\n","      <td>1</td>\n","      <td>2017-03-10 21:05:03</td>\n","      <td>2017-03-10 21:05:03</td>\n","      <td>536</td>\n","      <td>0.0</td>\n","      <td>86.22</td>\n","      <td>86.22</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>8.0</td>\n","      <td>19.972164</td>\n","      <td>516.938836</td>\n","      <td>25.0</td>\n","      <td>home_kitchen_garden</td>\n","      <td>3.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0000f6ccb0745a6a4b88665a16c9f078</td>\n","      <td>-1.312214</td>\n","      <td>-48.483159</td>\n","      <td>1</td>\n","      <td>2017-10-12 20:29:41</td>\n","      <td>2017-10-12 20:29:41</td>\n","      <td>320</td>\n","      <td>0.0</td>\n","      <td>43.62</td>\n","      <td>43.62</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>4.0</td>\n","      <td>40.417240</td>\n","      <td>2481.287188</td>\n","      <td>20.0</td>\n","      <td>electronics_computers</td>\n","      <td>4.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0004aac84e0df4da2b147fca70cf8255</td>\n","      <td>-23.505548</td>\n","      <td>-47.469705</td>\n","      <td>1</td>\n","      <td>2017-11-14 19:45:42</td>\n","      <td>2017-11-14 19:45:42</td>\n","      <td>287</td>\n","      <td>0.0</td>\n","      <td>196.89</td>\n","      <td>196.89</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>6.0</td>\n","      <td>8.578394</td>\n","      <td>154.507887</td>\n","      <td>13.0</td>\n","      <td>electronics_computers</td>\n","      <td>5.0</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>93345</th>\n","      <td>fffcf5a5ff07b0908bd4e2dbc735a684</td>\n","      <td>-8.362511</td>\n","      <td>-36.562343</td>\n","      <td>1</td>\n","      <td>2017-06-08 21:00:36</td>\n","      <td>2017-06-08 21:00:36</td>\n","      <td>446</td>\n","      <td>0.0</td>\n","      <td>2067.42</td>\n","      <td>2067.42</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>10.0</td>\n","      <td>24.059939</td>\n","      <td>1996.470471</td>\n","      <td>27.0</td>\n","      <td>health_beauty</td>\n","      <td>5.0</td>\n","    </tr>\n","    <tr>\n","      <th>93346</th>\n","      <td>fffea47cd6d3cc0a88bd621562a9d061</td>\n","      <td>-12.217395</td>\n","      <td>-38.959308</td>\n","      <td>1</td>\n","      <td>2017-12-10 20:07:56</td>\n","      <td>2017-12-10 20:07:56</td>\n","      <td>261</td>\n","      <td>0.0</td>\n","      <td>84.58</td>\n","      <td>84.58</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>23.279735</td>\n","      <td>1527.201720</td>\n","      <td>30.0</td>\n","      <td>babies_kids</td>\n","      <td>4.0</td>\n","    </tr>\n","    <tr>\n","      <th>93347</th>\n","      <td>ffff371b4d645b6ecea244b27531430a</td>\n","      <td>-11.834552</td>\n","      <td>-55.508110</td>\n","      <td>1</td>\n","      <td>2017-02-07 15:49:16</td>\n","      <td>2017-02-07 15:49:16</td>\n","      <td>567</td>\n","      <td>0.0</td>\n","      <td>112.46</td>\n","      <td>112.46</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>20.060466</td>\n","      <td>1526.116170</td>\n","      <td>14.0</td>\n","      <td>automotive_motorcycle</td>\n","      <td>5.0</td>\n","    </tr>\n","    <tr>\n","      <th>93348</th>\n","      <td>ffff5962728ec6157033ef9805bacc48</td>\n","      <td>-21.126568</td>\n","      <td>-41.672806</td>\n","      <td>1</td>\n","      <td>2018-05-02 15:17:41</td>\n","      <td>2018-05-02 15:17:41</td>\n","      <td>118</td>\n","      <td>0.0</td>\n","      <td>133.69</td>\n","      <td>133.69</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>5.0</td>\n","      <td>13.980103</td>\n","      <td>637.858806</td>\n","      <td>11.0</td>\n","      <td>fashion_clothing</td>\n","      <td>5.0</td>\n","    </tr>\n","    <tr>\n","      <th>93349</th>\n","      <td>ffffd2657e2aad2907e67c3e9daecbeb</td>\n","      <td>-25.447504</td>\n","      <td>-49.441283</td>\n","      <td>1</td>\n","      <td>2017-05-02 20:18:45</td>\n","      <td>2017-05-02 20:18:45</td>\n","      <td>483</td>\n","      <td>0.0</td>\n","      <td>71.56</td>\n","      <td>71.56</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>4.0</td>\n","      <td>20.360537</td>\n","      <td>355.844254</td>\n","      <td>7.0</td>\n","      <td>health_beauty</td>\n","      <td>5.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>93350 rows × 18 columns</p>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-27c8519c-c75d-4373-9796-aa684f56f6f0')\"\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","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </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-27c8519c-c75d-4373-9796-aa684f56f6f0 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-27c8519c-c75d-4373-9796-aa684f56f6f0');\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-24a13a3f-7c8d-497c-a369-138bdc433b23\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-24a13a3f-7c8d-497c-a369-138bdc433b23')\"\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","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </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-24a13a3f-7c8d-497c-a369-138bdc433b23 button');\n","      quickchartButtonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","  <div id=\"id_149aa10c-d096-481e-aaf2-e19680b0d99f\">\n","    <style>\n","      .colab-df-generate {\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-generate:hover {\n","        background-color: #E2EBFA;\n","        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","        fill: #174EA6;\n","      }\n","\n","      [theme=dark] .colab-df-generate {\n","        background-color: #3B4455;\n","        fill: #D2E3FC;\n","      }\n","\n","      [theme=dark] .colab-df-generate: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","    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('data')\"\n","            title=\"Generate code using this dataframe.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n","  </svg>\n","    </button>\n","    <script>\n","      (() => {\n","      const buttonEl =\n","        document.querySelector('#id_149aa10c-d096-481e-aaf2-e19680b0d99f button.colab-df-generate');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n","      buttonEl.onclick = () => {\n","        google.colab.notebook.generateWithVariable('data');\n","      }\n","      })();\n","    </script>\n","  </div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"data","repr_error":"Out of range float values are not JSON compliant: inf"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Null values in dataset : 0\n"]}],"source":["display(data)\n","print(\"Null values in dataset :\", data.isnull().sum().sum())"]},{"cell_type":"markdown","metadata":{"id":"wQLNcVu1O6xx"},"source":["### **Checking the type of each column**"]},{"cell_type":"code","execution_count":168,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":666},"executionInfo":{"elapsed":28,"status":"ok","timestamp":1745325955618,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"DzRzoeZQYa8Y","outputId":"c1408ffc-c5fc-4252-a66c-2967481cddc5"},"outputs":[{"output_type":"stream","name":"stdout","text":["Variable types :\n"]},{"output_type":"execute_result","data":{"text/plain":["customer_unique_id                         object\n","customer_lat                              float64\n","customer_lng                              float64\n","orders_number                               int64\n","first_purchase_date                datetime64[ns]\n","last_purchase_date                 datetime64[ns]\n","recency                                     int64\n","frequency                                 float64\n","avg_spent                                 float64\n","total_spent                               float64\n","preferred_payment_type                     object\n","avg_payment_sequential                    float64\n","avg_payment_installments                  float64\n","shipping_fees_proportion                  float64\n","avg_customer_seller_distance_km           float64\n","avg_delivery_time                         float64\n","preferred_category                         object\n","avg_review_score                          float64\n","dtype: object"],"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>customer_unique_id</th>\n","      <td>object</td>\n","    </tr>\n","    <tr>\n","      <th>customer_lat</th>\n","      <td>float64</td>\n","    </tr>\n","    <tr>\n","      <th>customer_lng</th>\n","      <td>float64</td>\n","    </tr>\n","    <tr>\n","      <th>orders_number</th>\n","      <td>int64</td>\n","    </tr>\n","    <tr>\n","      <th>first_purchase_date</th>\n","      <td>datetime64[ns]</td>\n","    </tr>\n","    <tr>\n","      <th>last_purchase_date</th>\n","      <td>datetime64[ns]</td>\n","    </tr>\n","    <tr>\n","      <th>recency</th>\n","      <td>int64</td>\n","    </tr>\n","    <tr>\n","      <th>frequency</th>\n","      <td>float64</td>\n","    </tr>\n","    <tr>\n","      <th>avg_spent</th>\n","      <td>float64</td>\n","    </tr>\n","    <tr>\n","      <th>total_spent</th>\n","      <td>float64</td>\n","    </tr>\n","    <tr>\n","      <th>preferred_payment_type</th>\n","      <td>object</td>\n","    </tr>\n","    <tr>\n","      <th>avg_payment_sequential</th>\n","      <td>float64</td>\n","    </tr>\n","    <tr>\n","      <th>avg_payment_installments</th>\n","      <td>float64</td>\n","    </tr>\n","    <tr>\n","      <th>shipping_fees_proportion</th>\n","      <td>float64</td>\n","    </tr>\n","    <tr>\n","      <th>avg_customer_seller_distance_km</th>\n","      <td>float64</td>\n","    </tr>\n","    <tr>\n","      <th>avg_delivery_time</th>\n","      <td>float64</td>\n","    </tr>\n","    <tr>\n","      <th>preferred_category</th>\n","      <td>object</td>\n","    </tr>\n","    <tr>\n","      <th>avg_review_score</th>\n","      <td>float64</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{},"execution_count":168}],"source":["print(\"Variable types :\")\n","data.dtypes"]},{"cell_type":"markdown","metadata":{"id":"4McUlFQRO6xx"},"source":["No problem here."]},{"cell_type":"markdown","metadata":{"id":"yPVx1SnyO6xx"},"source":["### **Checking the values taken by variables**"]},{"cell_type":"markdown","metadata":{"id":"_ogIx4gBLhwA"},"source":["- Before processing"]},{"cell_type":"code","execution_count":169,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":407},"executionInfo":{"elapsed":114,"status":"ok","timestamp":1745325955732,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"_mfkCzjYYhfQ","outputId":"9c4af116-b8eb-485e-c624-60ab4d8ba540"},"outputs":[{"output_type":"stream","name":"stdout","text":["Values taken by variables before processing : \n"]},{"output_type":"display_data","data":{"text/plain":["       customer_lat  customer_lng  orders_number  \\\n","count  93350.000000  93350.000000   93350.000000   \n","mean     -21.194939    -46.187126       1.033423   \n","min      -33.689948    -72.668881       1.000000   \n","25%      -23.589378    -48.112804       1.000000   \n","50%      -22.924970    -46.630647       1.000000   \n","75%      -20.140216    -43.630451       1.000000   \n","max       42.184003     -8.723762      15.000000   \n","std        5.606424      4.051156       0.209106   \n","\n","                 first_purchase_date             last_purchase_date  \\\n","count                          93350                          93350   \n","mean   2018-01-01 12:06:16.941049856  2018-01-04 03:35:40.191868928   \n","min              2016-09-15 12:16:38            2016-09-15 12:16:38   \n","25%              2017-09-13 15:31:58  2017-09-17 18:21:42.750000128   \n","50%       2018-01-20 03:06:41.500000            2018-01-22 23:57:00   \n","75%       2018-05-05 13:57:31.500000            2018-05-07 16:57:54   \n","max              2018-08-29 15:00:37            2018-08-29 15:00:37   \n","std                              NaN                            NaN   \n","\n","            recency     frequency     avg_spent   total_spent  \\\n","count  93350.000000  93350.000000  93350.000000  93350.000000   \n","mean     236.950070      1.240566    160.313898    165.196388   \n","min        0.000000      0.000000      0.000000      0.000000   \n","25%      113.000000      0.000000     62.370000     63.050000   \n","50%      218.000000      0.000000    105.630000    107.780000   \n","75%      345.000000      0.000000    176.650000    182.547500   \n","max      713.000000    304.000000  13664.080000  13664.080000   \n","std      152.589932     11.792595    219.579602    226.322448   \n","\n","       avg_payment_sequential  avg_payment_installments  \\\n","count            93350.000000              93350.000000   \n","mean                 1.044686                  2.915415   \n","min                  1.000000                  0.000000   \n","25%                  1.000000                  1.000000   \n","50%                  1.000000                  2.000000   \n","75%                  1.000000                  4.000000   \n","max                 26.000000                 24.000000   \n","std                  0.364414                  2.691487   \n","\n","       shipping_fees_proportion  avg_customer_seller_distance_km  \\\n","count              9.335000e+04                     93350.000000   \n","mean                        inf                       600.913147   \n","min                0.000000e+00                         0.000000   \n","25%                1.166078e+01                       186.914244   \n","50%                1.831601e+01                       433.684382   \n","75%                2.744288e+01                       798.669976   \n","max                         inf                      8677.911622   \n","std                         NaN                       593.801986   \n","\n","       avg_delivery_time  avg_review_score  \n","count       93350.000000      93350.000000  \n","mean           12.102827          4.153613  \n","min             0.000000          1.000000  \n","25%             6.000000          4.000000  \n","50%            10.000000          5.000000  \n","75%            15.000000          5.000000  \n","max           209.000000          5.000000  \n","std             9.551424          1.276009  "],"text/html":["\n","  <div id=\"df-c2c2a92c-b801-4dbd-8d9a-c204802b20f6\" 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>customer_lat</th>\n","      <th>customer_lng</th>\n","      <th>orders_number</th>\n","      <th>first_purchase_date</th>\n","      <th>last_purchase_date</th>\n","      <th>recency</th>\n","      <th>frequency</th>\n","      <th>avg_spent</th>\n","      <th>total_spent</th>\n","      <th>avg_payment_sequential</th>\n","      <th>avg_payment_installments</th>\n","      <th>shipping_fees_proportion</th>\n","      <th>avg_customer_seller_distance_km</th>\n","      <th>avg_delivery_time</th>\n","      <th>avg_review_score</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>count</th>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","      <td>93350</td>\n","      <td>93350</td>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","      <td>9.335000e+04</td>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","    </tr>\n","    <tr>\n","      <th>mean</th>\n","      <td>-21.194939</td>\n","      <td>-46.187126</td>\n","      <td>1.033423</td>\n","      <td>2018-01-01 12:06:16.941049856</td>\n","      <td>2018-01-04 03:35:40.191868928</td>\n","      <td>236.950070</td>\n","      <td>1.240566</td>\n","      <td>160.313898</td>\n","      <td>165.196388</td>\n","      <td>1.044686</td>\n","      <td>2.915415</td>\n","      <td>inf</td>\n","      <td>600.913147</td>\n","      <td>12.102827</td>\n","      <td>4.153613</td>\n","    </tr>\n","    <tr>\n","      <th>min</th>\n","      <td>-33.689948</td>\n","      <td>-72.668881</td>\n","      <td>1.000000</td>\n","      <td>2016-09-15 12:16:38</td>\n","      <td>2016-09-15 12:16:38</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>1.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>25%</th>\n","      <td>-23.589378</td>\n","      <td>-48.112804</td>\n","      <td>1.000000</td>\n","      <td>2017-09-13 15:31:58</td>\n","      <td>2017-09-17 18:21:42.750000128</td>\n","      <td>113.000000</td>\n","      <td>0.000000</td>\n","      <td>62.370000</td>\n","      <td>63.050000</td>\n","      <td>1.000000</td>\n","      <td>1.000000</td>\n","      <td>1.166078e+01</td>\n","      <td>186.914244</td>\n","      <td>6.000000</td>\n","      <td>4.000000</td>\n","    </tr>\n","    <tr>\n","      <th>50%</th>\n","      <td>-22.924970</td>\n","      <td>-46.630647</td>\n","      <td>1.000000</td>\n","      <td>2018-01-20 03:06:41.500000</td>\n","      <td>2018-01-22 23:57:00</td>\n","      <td>218.000000</td>\n","      <td>0.000000</td>\n","      <td>105.630000</td>\n","      <td>107.780000</td>\n","      <td>1.000000</td>\n","      <td>2.000000</td>\n","      <td>1.831601e+01</td>\n","      <td>433.684382</td>\n","      <td>10.000000</td>\n","      <td>5.000000</td>\n","    </tr>\n","    <tr>\n","      <th>75%</th>\n","      <td>-20.140216</td>\n","      <td>-43.630451</td>\n","      <td>1.000000</td>\n","      <td>2018-05-05 13:57:31.500000</td>\n","      <td>2018-05-07 16:57:54</td>\n","      <td>345.000000</td>\n","      <td>0.000000</td>\n","      <td>176.650000</td>\n","      <td>182.547500</td>\n","      <td>1.000000</td>\n","      <td>4.000000</td>\n","      <td>2.744288e+01</td>\n","      <td>798.669976</td>\n","      <td>15.000000</td>\n","      <td>5.000000</td>\n","    </tr>\n","    <tr>\n","      <th>max</th>\n","      <td>42.184003</td>\n","      <td>-8.723762</td>\n","      <td>15.000000</td>\n","      <td>2018-08-29 15:00:37</td>\n","      <td>2018-08-29 15:00:37</td>\n","      <td>713.000000</td>\n","      <td>304.000000</td>\n","      <td>13664.080000</td>\n","      <td>13664.080000</td>\n","      <td>26.000000</td>\n","      <td>24.000000</td>\n","      <td>inf</td>\n","      <td>8677.911622</td>\n","      <td>209.000000</td>\n","      <td>5.000000</td>\n","    </tr>\n","    <tr>\n","      <th>std</th>\n","      <td>5.606424</td>\n","      <td>4.051156</td>\n","      <td>0.209106</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>152.589932</td>\n","      <td>11.792595</td>\n","      <td>219.579602</td>\n","      <td>226.322448</td>\n","      <td>0.364414</td>\n","      <td>2.691487</td>\n","      <td>NaN</td>\n","      <td>593.801986</td>\n","      <td>9.551424</td>\n","      <td>1.276009</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-c2c2a92c-b801-4dbd-8d9a-c204802b20f6')\"\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","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </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-c2c2a92c-b801-4dbd-8d9a-c204802b20f6 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-c2c2a92c-b801-4dbd-8d9a-c204802b20f6');\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-9d3bb0f7-94fa-46dc-b832-ebca29d3885a\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-9d3bb0f7-94fa-46dc-b832-ebca29d3885a')\"\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","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </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-9d3bb0f7-94fa-46dc-b832-ebca29d3885a 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","repr_error":"Out of range float values are not JSON compliant: inf"}},"metadata":{}}],"source":["print('Values taken by variables before processing : ')\n","display(data.describe())"]},{"cell_type":"code","execution_count":170,"metadata":{"id":"b2lS0A9_GgeS","executionInfo":{"status":"ok","timestamp":1745325955734,"user_tz":-120,"elapsed":1,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["def boxplot(dataframe, variable_name):\n","  plt.figure(figsize=(10, 6))\n","  sns.boxplot(x=dataframe[variable_name], color='#8181FF')\n","  plt.title(f'Boxplot of {variable_name}')\n","  plt.show()"]},{"cell_type":"markdown","metadata":{"id":"QrT8e4YwO6xx"},"source":["- *total_spent*"]},{"cell_type":"code","execution_count":171,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":564},"executionInfo":{"elapsed":322,"status":"ok","timestamp":1745325956057,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"k01W3wJeFE50","outputId":"c955c389-a46e-431e-9af7-b5a65bd2cbfd"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAyMAAAIjCAYAAAAQpMRxAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAOmBJREFUeJzt3Xmc1XW9+PH3rGwzwyar7IoCihsqIWoaJCJptulVUygz16tUWnZdAHMvr5iWefulaF2z9FqWigi4kGZoKiYCSuKIC4jKNgPoMMz390d3zuWwKCDwGcbn8/Hg4ZxzPud7Pt/vZxzOi3POdwqyLMsCAABgOytMPQEAAODTSYwAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAJFZQUBBjx45NPY08zzzzTBx00EHRokWLKCgoiBkzZqSe0kdqiMcQgI8nRoBGa8KECVFQUJD3p3379nH44YfHxIkTU0/vE5s1a1aMHTs2Kisrt+p2V69eHV/72tdi8eLFcf3118evf/3r6N69+zabw5133hnjx4/f4vs3RitXroyxY8fGY489lnoqANtUceoJAGxrl112WfTs2TOyLIt33nknJkyYEEcddVT8+c9/ji984Qupp7fFZs2aFePGjYvDDjssevTosdW2++qrr8brr78ev/zlL+Nb3/rWNp/DnXfeGTNnzozRo0dv0f0bo5UrV8a4ceMiIuKwww5LOxmAbUiMAI3e8OHDY//9989dPvXUU6NDhw7x29/+doeOkW1l0aJFERHRqlWrtBMBoNHzNi3gU6dVq1bRrFmzKC7O//eYFStWxPe+973o2rVrNGnSJHbffff4yU9+ElmWRUTEqlWrok+fPtGnT59YtWpV7n6LFy+OTp06xUEHHRRr1qyJiIhRo0ZFWVlZzJs3L4YNGxYtWrSIzp07x2WXXZbb3kd5/vnnY/jw4VFRURFlZWUxZMiQ+Nvf/pa7fcKECfG1r30tIiIOP/zw3NvQPu5tPY888kgccsgh0aJFi2jVqlV88YtfjNmzZ+duHzVqVHz2s5+NiIivfe1rUVBQsNF/md+UOfz85z+PPfbYI5o0aRKdO3eOs88+O5YuXZq7/bDDDosHHnggXn/99dz9619hqampiUsvvTQGDBgQLVu2jBYtWsQhhxwSjz766Mcev01x1113xYABA6K8vDwqKiqif//+ccMNN+TtX0FBQUybNi1OP/30aNu2bVRUVMQpp5wSS5YsWW97EydOzB3b8vLyGDFiRLz00kt5Y+q/L95666049thjo6ysLNq1axfnn39+7nunsrIy2rVrFxER48aNyx0Xn4kBGiOvjACN3rJly+K9996LLMti0aJFceONN0Z1dXV8/etfz43JsiyOOeaYePTRR+PUU0+NffbZJyZNmhQXXHBBvPXWW3H99ddHs2bN4vbbb4/BgwfHRRddFP/5n/8ZERFnn312LFu2LCZMmBBFRUW5ba5ZsyaOPPLI+MxnPhPXXnttPPTQQzFmzJiora2Nyy67bKPzfemll+KQQw6JioqK+P73vx8lJSVxyy23xGGHHRaPP/54DBw4MA499NA499xz46c//Wn8x3/8R/Tt2zciIvffDZkyZUoMHz48evXqFWPHjo1Vq1bFjTfeGIMHD47nnnsuevToEaeffnrsvPPOceWVV8a5554bBxxwQHTo0GGD2/u4OYwdOzbGjRsXQ4cOjTPPPDNefvnluPnmm+OZZ56JJ598MkpKSuKiiy6KZcuWxZtvvhnXX399RESUlZVFRMTy5cvj//2//xcnnHBCnHbaaVFVVRW/+tWvYtiwYfH000/HPvvs83FLv1GTJ0+OE044IYYMGRLXXHNNRETMnj07nnzyyTjvvPPyxp5zzjnRqlWrGDt2bG4fXn/99XjssceioKAgIiJ+/etfx8iRI2PYsGFxzTXXxMqVK+Pmm2+Ogw8+OJ5//vm8t7CtWbMmhg0bFgMHDoyf/OQnMWXKlLjuuutil112iTPPPDPatWsXN998c5x55pnxpS99Kb785S9HRMRee+21xfsL0GBlAI3UbbfdlkXEen+aNGmSTZgwIW/sH//4xywisssvvzzv+q9+9atZQUFB9s9//jN33Q9/+MOssLAwmzZtWnb33XdnEZGNHz8+734jR47MIiL793//99x1dXV12YgRI7LS0tLs3XffzV0fEdmYMWNyl4899tistLQ0e/XVV3PXvf3221l5eXl26KGH5q6rf+xHH310k47HPvvsk7Vv3z57//33c9e98MILWWFhYXbKKafkrnv00UeziMjuvvvuj93mxuawaNGirLS0NDviiCOyNWvW5K6/6aabsojIbr311tx1I0aMyLp3777etmtra7MPP/ww77olS5ZkHTp0yL75zW/mXb/uMfw45513XlZRUZHV1tZudEz998+AAQOympqa3PXXXnttFhHZfffdl2VZllVVVWWtWrXKTjvttLz7L1y4MGvZsmXe9fXfF5dddlne2H333TcbMGBA7vK777672fsEsCPyNi2g0fvZz34WkydPjsmTJ8dvfvObOPzww+Nb3/pW3HvvvbkxDz74YBQVFcW5556bd9/vfe97kWVZ3tm3xo4dG3vssUeMHDkyzjrrrPjsZz+73v3qnXPOObmvCwoK4pxzzomampqYMmXKBsevWbMmHn744Tj22GOjV69eues7deoUJ554YjzxxBOxfPnyzT4GCxYsiBkzZsSoUaOiTZs2uev32muv+PznPx8PPvjgZm/zo0yZMiVqampi9OjRUVj4f3/VnHbaaVFRUREPPPDAx26jqKgoSktLIyKirq4uFi9eHLW1tbH//vvHc88994nm16pVq1ixYkVMnjz5Y8d++9vfjpKSktzlM888M4qLi3PHbPLkybF06dI44YQT4r333sv9KSoqioEDB27wbWVnnHFG3uVDDjkk5s2b94n2CWBH5G1aQKN34IEH5n2A/YQTToh99903zjnnnPjCF74QpaWl8frrr0fnzp2jvLw87771bzl6/fXXc9eVlpbGrbfeGgcccEA0bdo0brvtttzbddZWWFiYFxQREbvttltExEZPhfvuu+/GypUrY/fdd1/vtr59+0ZdXV288cYbsccee2zazv+v+vlvbLuTJk2KFStWRIsWLTZru5v7eKWlpdGrV6+84/lRbr/99rjuuutizpw5sXr16tz1PXv2/ETzO+uss+L3v/99DB8+PHbeeec44ogj4rjjjosjjzxyvbG9e/fOu1xWVhadOnXKreHcuXMjIuJzn/vcBh+roqIi73LTpk1znwmp17p16w1+DgWgsRMjwKdOYWFhHH744XHDDTfE3LlzN/uJfUTEpEmTIiLigw8+iLlz537iJ8es7ze/+U2MGjUqjj322Ljggguiffv2UVRUFFdddVW8+uqrn2jb7du3jxkzZsSkSZNi4sSJMXHixLjtttvilFNOidtvv32ztlVXVxcR//rcSMeOHde7fd0TJaz9uSKATzsxAnwq1dbWRkREdXV1RER07949pkyZElVVVXmvjsyZMyd3e71//OMfcdlll8U3vvGNmDFjRnzrW9+KF198MVq2bJn3GHV1dTFv3rzcqyEREa+88kpExEZ/J0e7du2iefPm8fLLL69325w5c6KwsDC6du0aEbHBV2M2pn7+G9vuTjvttEWvimxsDms/3tqvDtXU1MRrr70WQ4cO/dht3HPPPdGrV6+4995788aMGTNms+e5IaWlpXH00UfH0UcfHXV1dXHWWWfFLbfcEpdccknsuuuuuXFz586Nww8/PHe5uro6FixYEEcddVREROyyyy4R8a/AWXu/PonNWVuAHZnPjACfOqtXr46HH344SktLc2/DOuqoo2LNmjVx00035Y29/vrro6CgIIYPH56776hRo6Jz585xww03xIQJE+Kdd96J73znOxt8rLW3l2VZ3HTTTVFSUhJDhgzZ4PiioqI44ogj4r777st7K9c777wTd955Zxx88MG5t/3Ux8Pap8rdmE6dOsU+++wTt99+e974mTNnxsMPP5x7Yr25NjaHoUOHRmlpafz0pz/NO5Xxr371q1i2bFmMGDEibxvLli1bb9v1ryCsff/p06fHU089tUVzXdv777+fd7mwsDB3tqoPP/ww77b/+q//ynuL2M033xy1tbW574lhw4ZFRUVFXHnllXnj6r377rubPb/mzZtHxKatLcCOzCsjQKM3ceLE3CscixYtijvvvDPmzp0bF154Ye6J/dFHHx2HH354XHTRRVFZWRl77713PPzww3HffffF6NGjc//6ffnll8eMGTNi6tSpUV5eHnvttVdceumlcfHFF8dXv/rVvCf1TZs2jYceeihGjhwZAwcOjIkTJ8YDDzwQ//Ef/7HeZwbWdvnll8fkyZPj4IMPjrPOOiuKi4vjlltuiQ8//DCuvfba3Lh99tknioqK4pprrolly5ZFkyZN4nOf+1y0b99+g9v98Y9/HMOHD49BgwbFqaeemju1b8uWLbf4d1h81Bx++MMfxrhx4+LII4+MY445Jl5++eX4+c9/HgcccEDeaZUHDBgQv/vd7+K73/1uHHDAAVFWVhZHH310fOELX4h77703vvSlL8WIESPitddei1/84hfRr1+/3CtaW+pb3/pWLF68OD73uc9Fly5d4vXXX48bb7wx9tlnn/VOj1xTUxNDhgyJ4447LrcPBx98cBxzzDER8a/PhNx8881x8sknx3777Rf/9m//Fu3atYv58+fHAw88EIMHD14vcj9Os2bNol+/fvG73/0udtttt2jTpk3sueeeseeee36i/QZocNKezAtg29nQqX2bNm2a7bPPPtnNN9+c1dXV5Y2vqqrKvvOd72SdO3fOSkpKst69e2c//vGPc+OeffbZrLi4OO90vVn2r1PQHnDAAVnnzp2zJUuWZFn2r1O4tmjRInv11VezI444ImvevHnWoUOHbMyYMXmnus2yDZ+W9rnnnsuGDRuWlZWVZc2bN88OP/zw7K9//et6+/jLX/4y69WrV1ZUVLRJp/mdMmVKNnjw4KxZs2ZZRUVFdvTRR2ezZs3KG7M5p/b9uDncdNNNWZ8+fbKSkpKsQ4cO2Zlnnpk7RvWqq6uzE088MWvVqlUWEbnT/NbV1WVXXnll1r1796xJkybZvvvum91///3ZyJEj1zsV8IaO4Ue55557siOOOCJr3759VlpamnXr1i07/fTTswULFuTG1H//PP7449m3v/3trHXr1llZWVl20kkn5Z0eud6jjz6aDRs2LGvZsmXWtGnTbJdddslGjRqV/f3vf8+Nqf++WNeYMWOydf9K/utf/5oNGDAgKy0tdZpfoNEqyLJN+FXAAGyWUaNGxT333POJ/wWfdCZMmBDf+MY34plnnsk7GxsAW4/PjAAAAEn4zAgAjcaaNWs+9gPjZWVlUVZWtp1mBMBHESMANBpvvPHGx/7OlzFjxmzxB/YB2Lp8ZgSARuODDz6IJ5544iPH9OrVK+93nwCQjhgBAACS8AF2AAAgiS3+zEhdXV28/fbbUV5eHgUFBVtzTgAAwA4ky7KoqqqKzp07R2Hhpr/escUx8vbbb0fXrl239O4AAEAj88Ybb0SXLl02efwWx0h5eXnuASsqKrZ0MwAAwA5u+fLl0bVr11wjbKotjpH6t2ZVVFSIEQAAYLM/vuED7AAAQBJiBAAASEKMAAAASYgRAAAgCTECAAAkIUYAAIAkxAgAAJCEGAEAAJIQIwAAQBJiBAAASEKMAAAASYgRAAAgCTECAAAkIUYAAIAkxAgAAJCEGAEAAJIQIwAAQBJiBAAASEKMAAAASYgRAAAgCTECAAAkIUYAAIAkxAgAAJCEGAEAAJIQIwAAQBJiBAAASEKMAAAASYgRAAAgCTECAAAkIUYAAIAkxAgAAJCEGAEAAJIQIwAAQBJiBAAASEKMAAAASYgRAAAgCTECAAAkIUYAAIAkxAgAAJCEGAEAAJIQIwAAQBJiBAAASKI49QS2hSVLlsSKFSs2eFuLFi2idevW23lGAADAuhpdjCxZsiSuuebaqK1dvcHbi4tL4gc/+L4gAQCAxBpdjKxYsSJqa1dH27ZfjIiI99+/L9q2/WKUlOwUq1e/F++/f1+sWLFCjAAAQGKNLkbqlZTslPd1aWmnhLMBAADW5QPsAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkmgUMVJTUxNvvvlm1NTUNKhtAQAAG9coYmTRokUxfvz4WLRoUYPaFgAAsHGNIkYAAIAdjxgBAACSECMAAEASYgQAAEhCjAAAAEmIEQAAIAkxAgAAJCFGAACAJMQIAACQhBgBAACSECMAAEASYgQAAEhCjAAAAEmIEQAAIAkxAgAAJCFGAACAJMQIAACQhBgBAACSECMAAEASYgQAAEhCjAAAAEmIEQAAIAkxAgAAJCFGAACAJMQIAACQhBgBAACSECMAAEASYgQAAEhCjAAAAEmIEQAAIAkxAgAAJCFGAACAJMQIAACQhBgBAACSECMAAEASYgQAAEhCjAAAAEmIEQAAIAkxAgAAJCFGAACAJMQIAACQhBgBAACSECMAAEASYgQAAEhCjAAAAEmIEQAAIAkxAgAAJCFGAACAJMQIAACQhBgBAACSECMAAEASYgQAAEhCjAAAAEmIEQAAIAkxAgAAJCFGAACAJMQIAACQhBgBAACSECMAAEASYgQAAEhCjAAAAEmIEQAAIAkxAgAAJCFGAACAJMQIAACQhBgBAACSECMAAEASYgQAAEhCjAAAAEmIEQAAIAkxAgAAJCFGAACAJMQIAACQhBgBAACSECMAAEASYgQAAEhCjAAAAEmIEQAAIAkxAgAAJCFGAACAJMQIAACQhBgBAACSECMAAEASYgQAAEhCjAAAAEmIEQAAIAkxAgAAJFGcegINyfnnn5/7evz48ekmQkREFBQURJZluctFRUXRsWPHqKioiGXLlsWHH34Yy5cvj7q6umjatGn069cvevToEatWrYqqqqp48803o6qqKmpqaqKkpCRKSkqioqIisiyLBQsWxMqVK6O4uDhKS0sjy7Kora2NZs2aRdu2beOQQw6J4uLiqKqqiurq6lixYkVkWRbV1dVRWVkZS5cujaKiomjXrl0ccMABMWfOnNzjlJaWxtKlS6OkpCRatGgRRUVF0bJly2jRokWUl5dHWVlZLFiwIJYsWRKtW7eOTp06xcqVK6O8vDx69eoVhYWFUVdXF/PmzYtly5ZFdXV1tGjRIlasWBFlZWVRXl4eBQUFUV1dHeXl5dGjR4+orKyMqqqqKCsrizVr1kRlZWVkWRa77rpr7LLLLlFY+H//7rD2tquqqmLlypWxdOnSaN26dd742traeOKJJ6KysjJKS0tjwIAB0bt377xtbUj99quqqtab39r7WD/21VdfjX/+859RUFAQvXr1il133TUiIm8ba9/n02jdY5rieGzqHGpra+PJJ5+MxYsXR5s2bWLw4MFRXLz5f9V8kn1uCMcLYFtrLD/rxMj/WjtEaBjWDpGIiDVr1sRbb70Vb7311npjV6xYEc8880w888wzH7nNt99+O+9ybW1tfPDBB7nLq1atisWLF8fcuXM/dn6rV6+ON954I954442PHbupWrduHXvvvXe88MILsWTJkk26T328bMjUqVOjrKwsvvKVr0T//v3jxRdfjD/96U8b3Xb9+O7du8esWbPy1uC5556Lpk2bxvHHHx/9+/ff4P03tP1159e6des45phjIiLif/7nf6K6ujpvG02aNImSkpK86+vvs7HHbcw2dEy39/HY1Dncf//9MW3atLz1fuCBB+LQQw+NL3zhC1v98bb2fQF2FI3pZ50YCSHCRystLY2ampqtus3mzZvHypUro3Xr1vHBBx/EqlWrYr/99otFixbFY489Fm3bto2IiJ133jneeuut3Csj9dq1axfvvvtubltrP3Gv3/bnP//5mDt3blRWVsbtt98ehx12WDz++OOx88475/3watasWaxatSp22mmneO+996K6ujpeeumliIjo1KlTDB8+PBYvXhyTJk2KVatWxe233x4jR45c74fdiy++GHfccUf07ds3vv71r8f7778fd955Z25+J554YrRt2zamTp0at99+e+5+PXr0iGHDhkVExB/+8IdYtGhRfPjhh3HUUUfF4MGDY+HChTF16tS444474pRTTtnhfsh+Euse044dO27347Gpc7j//vvjsccei7Kyshg+fHj07ds3Zs+eHRMnTozHHnssImKTguST7HNDOF4A21pj+1m3472Ws5UJkcavoKDgE91/3RApLi7e5G1uaFxRUVGsWrUqWrRoERERl1xySZSVlcWMGTNi+fLlUVZWFkuWLIk+ffrEihUrol+/fnHRRRfl3mrWp0+fqK2tzV2+8MILc2+D6du3b1x66aXRr1+/ePbZZ+OMM86Ivn37RnFxcUybNi369OkTVVVVUVxcHCUlJdG3b98YM2ZM9OvXL+rq6mK33XbL28/zzjsv+vXrFwcffHCMGTMmysrKIiLiT3/6U96/ftfV1cWf/vSn6Nu3b4waNSq6du0aEydOjH79+sXFF18c/fr1i4ceeii6du0ap5xySpSUlERERJ8+feKss86K3r17xy677BKrV6+OsrKyKC4ujqeeeipKSkqie/fuMWrUqOjbt2/8+c9/3uirQI3Nuse0e/fu0aRJk+16PDZ1DjU1NTFt2rQoKyuLiy++OAYOHBgVFRUxcODAuPjii6OsrCymTZsWtbW122yfG8LxAtjWGuPPuk2Okfr356/9p6FZtGhRLFq0aJPGvfnmm/Hmm29uh1mRWqdOnTZrfH0kbExtbW3u7Uvt2rX7yLHrvtUs4l9vN8uyLAYMGBBLliyJ+fPnx7Bhw6Kuri6WL18e++23X9TV1cVOO+0US5cujSFDhsT8+fNj9erVsXr16ujTp08sWbIkd3n69Om5J3l9+vSJ4uLi+NznPheLFy+OysrKGDJkSNTW1kZdXV20bds2li1bFrW1tbF69eoYOnRo3vjS0tK8/aysrMxdLi4uzr2CsWTJkpg3b17utnnz5sWSJUtiyJAhUVhYmHd57e3PmzcvKisrY/Xq1RHxr3iqf39r/X2OPPLIqK2tzXuMwsLCvG18Gqx7TNe2vY7Hps6h/i++4cOHr/f5kPrvm7q6unjyySe3yuNtaJ8bwvEC2NYa48+6TY6Rq666Klq2bJn707Vr1205ry1y5513xp133rlJ48aPH+9D6p8Saz/B3trjO3TosLnTyal/K1ZVVVX069dvvevrA6Njx45RVVW10fktXrw493X9Kw4dO3bMbbv+67W3Wa/+tvr/rlq1Ku/2tR83IvLmufZt9V+v/bgb2n5VVVXe/ernu/Z9+vbtu8HHWHfbjd26x3Bd2+N4bOoc3n///YjIX7u11X/frP29+kkeb0P73BCOF8C21hh/1m1yjPzwhz+MZcuW5f5szQ/tbi0nnnhinHjiiZs0bvTo0TF69OhtPymS29zPe2zO+HfeeWdzp5NT/wSuvLw8Zs2atd719f/CvHDhwigvL9/o/Nq0aZP7uv4Vh4ULF+a2Xf/12tusV39b/X+bNWuWd/vajxsRefNc+7b6r9d+3A1tv7y8PO9+9fNd+z6zZ8/e4GOsu+3Gbt1juK7tcTw2dQ71Ab322q2t/vtm7e/VT/J4G9rnhnC8ALa1xvizbpNjpEmTJlFRUZH3p6Fp3759tG/ffpPGdenSJbp06bIdZkVqCxYs2Kzxa39QfEPW/sxI/YfIN2ZjnxkpKCiIZ599Nlq3bh3dunWLSZMmRWFhYVRUVMRzzz0XhYWF8d5770WrVq1i6tSp0a1bt9xnRObMmROtW7fOXR44cGAuMubMmRO1tbXxyCOPRJs2baJHjx4xderUKC4ujsLCwnj//fejZcuWuc+MTJkyJW/82qFTXFwcPXr0yF2ura2NSZMmRcS/ztjRq1ev3G29evWK1q1bx9SpU6Ouri7v8trb79WrV/To0SP3isjs2bNz72utv89DDz0UxcXFeY9RV1eXt41Pg3WP6dq21/HY1DkcffTRUVhYGBMnTlzv1bf675vCwsIYPHjwVnm8De1zQzheANtaY/xZ96n/APtPfvKT1FNgG9vQ5zY2x7pvi1r7MyNb8thr1qyJZs2a5aLnRz/6UVRXV8fee+8dFRUVUV1dHa1bt445c+ZEixYtYtasWXHFFVfkPiMyZ86cKC4uzl2++uqrc08AZ8+eHePGjYtZs2bFgAED4he/+EXMnj07amtr49BDD405c+ZEeXl57jMja48vLCyMV155JW8/x48fHzNnzoy//OUvMW7cuNxZu4455pi896oWFhbGMcccE7Nnz44JEybE/Pnz48gjj4xZs2bF5ZdfHrNmzYojjzwy5s+fH3fccUfuFZE5c+bEz3/+83jllVfin//8ZxQXF0d1dXXU1tbGZz7zmaipqYnKysqYMGFCzJ49O/ek99Ng3WNaWVkZH3zwwXY9Hps6h9LS0jj00EOjuro6Lr/88njqqadi2bJl8dRTT8Xll18e1dXVceihh37s7xv5JPvcEI4XwLbWGH/WFWRb+Ext+fLl0bJly1i2bFnyV0nefPPNGD9+fO5tV+PHj4+OHU+NiIiFC38VHTueGqWlnaKmZkEsXPirGD169HqvijirFg1BmzZtYq+99tpqv2ckIjbr94zUj9/Q7xmJiK3ye0bq/yU9YsO/Z6Rp06a5KFn3PjvSqQq3lg0d0+19PDZ1Dhv6PSOFhYVb5feMbOo+N4TjBbCtNcSfdVvaBmJkLYKkYfEb2P0G9h39t8puLQ3ht+z6DewADUtD+1knRrZCjKy7LZ8pAQCAj7elbeCfigAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJNIoYad++fYwePTrat2/foLYFAABsXHHqCWwNpaWl0aVLlwa3LQAAYOMaxSsjAADAjkeMAAAASYgRAAAgCTECAAAkIUYAAIAkxAgAAJCEGAEAAJIQIwAAQBJiBAAASEKMAAAASYgRAAAgCTECAAAkIUYAAIAkxAgAAJCEGAEAAJIQIwAAQBJiBAAASEKMAAAASYgRAAAgCTECAAAkIUYAAIAkxAgAAJCEGAEAAJIQIwAAQBJiBAAASEKMAAAASYgRAAAgCTECAAAkIUYAAIAkxAgAAJCEGAEAAJIQIwAAQBJiBAAASEKMAAAASYgRAAAgCTECAAAkIUYAAIAkxAgAAJCEGAEAAJIQIwAAQBJiBAAASEKMAAAASYgRAAAgCTECAAAkIUYAAIAkxAgAAJCEGAEAAJIQIwAAQBJiBAAASEKMAAAASYgRAAAgCTECAAAkIUYAAIAkxAgAAJCEGAEAAJIQIwAAQBJiBAAASEKMAAAASYgRAAAgCTECAAAkIUYAAIAkxAgAAJCEGAEAAJIQIwAAQBJiBAAASEKMAAAASYgRAAAgCTECAAAkIUYAAIAkxAgAAJCEGAEAAJIQIwAAQBJiBAAASEKMAAAASYgRAAAgCTECAAAkIUYAAIAkxAgAAJCEGAEAAJIQIwAAQBJiBAAASEKMAAAASYgRAAAgCTECAAAkIUYAAIAkxAgAAJCEGAEAAJIQIwAAQBLFqSewraxe/d56X699HQAAkFaji5EWLVpEcXFJvP/+fbnr1v66uLgkWrRokWJqAADAWgqyLMu25I7Lly+Pli1bxrJly6KiomJrz+sTWbJkSaxYsWKDt7Vo0SJat269nWcEAACN15a2QaN7ZSQionXr1oIDAAAaOB9gBwAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEAACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIonhL75hlWURELF++fKtNBgAA2PHUN0F9I2yqLY6RqqqqiIjo2rXrlm4CAABoRKqqqqJly5abPL4g29x8+V91dXXx9ttvR3l5eRQUFGzJJraa5cuXR9euXeONN96IioqKpHMhn7VpuKxNw2VtGjbr03BZm4bL2jRcW2ttsiyLqqqq6Ny5cxQWbvonQbb4lZHCwsLo0qXLlt59m6ioqPAN3kBZm4bL2jRc1qZhsz4Nl7VpuKxNw7U11mZzXhGp5wPsAABAEmIEAABIolHESJMmTWLMmDHRpEmT1FNhHdam4bI2DZe1adisT8NlbRoua9NwpV6bLf4AOwAAwCfRKF4ZAQAAdjxiBAAASEKMAAAASYgRAAAgiUYRIz/72c+iR48e0bRp0xg4cGA8/fTTqafUqFx11VVxwAEHRHl5ebRv3z6OPfbYePnll/PGfPDBB3H22WdH27Zto6ysLL7yla/EO++8kzdm/vz5MWLEiGjevHm0b98+Lrjggqitrc0b89hjj8V+++0XTZo0iV133TUmTJiwrXevUbn66qujoKAgRo8enbvO2qTz1ltvxde//vVo27ZtNGvWLPr37x9///vfc7dnWRaXXnppdOrUKZo1axZDhw6NuXPn5m1j8eLFcdJJJ0VFRUW0atUqTj311Kiurs4b849//CMOOeSQaNq0aXTt2jWuvfba7bJ/O6o1a9bEJZdcEj179oxmzZrFLrvsEj/60Y9i7fO5WJvtY9q0aXH00UdH586do6CgIP74xz/m3b491+Huu++OPn36RNOmTaN///7x4IMPbvX93ZF81NqsXr06fvCDH0T//v2jRYsW0blz5zjllFPi7bffztuGtdl2Pu7/nbWdccYZUVBQEOPHj8+7vsGsT7aDu+uuu7LS0tLs1ltvzV566aXstNNOy1q1apW98847qafWaAwbNiy77bbbspkzZ2YzZszIjjrqqKxbt25ZdXV1bswZZ5yRde3aNZs6dWr297//PfvMZz6THXTQQbnba2trsz333DMbOnRo9vzzz2cPPvhgttNOO2U//OEPc2PmzZuXNW/ePPvud7+bzZo1K7vxxhuzoqKi7KGHHtqu+7ujevrpp7MePXpke+21V3beeeflrrc2aSxevDjr3r17NmrUqGz69OnZvHnzskmTJmX//Oc/c2OuvvrqrGXLltkf//jH7IUXXsiOOeaYrGfPntmqVatyY4488shs7733zv72t79lf/nLX7Jdd901O+GEE3K3L1u2LOvQoUN20kknZTNnzsx++9vfZs2aNctuueWW7bq/O5Irrrgia9u2bXb//fdnr732Wnb33XdnZWVl2Q033JAbY222jwcffDC76KKLsnvvvTeLiOwPf/hD3u3bax2efPLJrKioKLv22muzWbNmZRdffHFWUlKSvfjii9v8GDRUH7U2S5cuzYYOHZr97ne/y+bMmZM99dRT2YEHHpgNGDAgbxvWZtv5uP936t17773Z3nvvnXXu3Dm7/vrr825rKOuzw8fIgQcemJ199tm5y2vWrMk6d+6cXXXVVQln1bgtWrQoi4js8ccfz7LsXz+USkpKsrvvvjs3Zvbs2VlEZE899VSWZf/6n6awsDBbuHBhbszNN9+cVVRUZB9++GGWZVn2/e9/P9tjjz3yHuv444/Phg0btq13aYdXVVWV9e7dO5s8eXL22c9+Nhcj1iadH/zgB9nBBx+80dvr6uqyjh07Zj/+8Y9z1y1dujRr0qRJ9tvf/jbLsiybNWtWFhHZM888kxszceLErKCgIHvrrbeyLMuyn//851nr1q1za1X/2LvvvvvW3qVGY8SIEdk3v/nNvOu+/OUvZyeddFKWZdYmlXWfUG3PdTjuuOOyESNG5M1n4MCB2emnn75V93FH9VFPdus9/fTTWURkr7/+epZl1mZ72tj6vPnmm9nOO++czZw5M+vevXtejDSk9dmh36ZVU1MTzz77bAwdOjR3XWFhYQwdOjSeeuqphDNr3JYtWxYREW3atImIiGeffTZWr16dtw59+vSJbt265dbhqaeeiv79+0eHDh1yY4YNGxbLly+Pl156KTdm7W3Uj7GWH+/ss8+OESNGrHf8rE06f/rTn2L//fePr33ta9G+ffvYd99945e//GXu9tdeey0WLlyYd1xbtmwZAwcOzFubVq1axf77758bM3To0CgsLIzp06fnxhx66KFRWlqaGzNs2LB4+eWXY8mSJdt6N3dIBx10UEydOjVeeeWViIh44YUX4oknnojhw4dHhLVpKLbnOvgZ98ktW7YsCgoKolWrVhFhbVKrq6uLk08+OS644ILYY4891ru9Ia3PDh0j7733XqxZsybvSVRERIcOHWLhwoWJZtW41dXVxejRo2Pw4MGx5557RkTEwoULo7S0NPcDqN7a67Bw4cINrlP9bR81Zvny5bFq1aptsTuNwl133RXPPfdcXHXVVevdZm3SmTdvXtx8883Ru3fvmDRpUpx55plx7rnnxu233x4R/3dsP+rn18KFC6N9+/Z5txcXF0ebNm02a/3Id+GFF8a//du/RZ8+faKkpCT23XffGD16dJx00kkRYW0aiu25DhsbY502zQcffBA/+MEP4oQTToiKioqIsDapXXPNNVFcXBznnnvuBm9vSOtTvMkjIf71L/AzZ86MJ554IvVUiIg33ngjzjvvvJg8eXI0bdo09XRYS11dXey///5x5ZVXRkTEvvvuGzNnzoxf/OIXMXLkyMSz+3T7/e9/H//93/8dd955Z+yxxx4xY8aMGD16dHTu3NnawGZavXp1HHfccZFlWdx8882pp0P8610RN9xwQzz33HNRUFCQejofa4d+ZWSnnXaKoqKi9c4M9M4770THjh0TzarxOuecc+L++++PRx99NLp06ZK7vmPHjlFTUxNLly7NG7/2OnTs2HGD61R/20eNqaioiGbNmm3t3WkUnn322Vi0aFHst99+UVxcHMXFxfH444/HT3/60yguLo4OHTpYm0Q6deoU/fr1y7uub9++MX/+/Ij4v2P7UT+/OnbsGIsWLcq7vba2NhYvXrxZ60e+Cy64IPfqSP/+/ePkk0+O73znO7lXF61Nw7A912FjY6zTR6sPkddffz0mT56ce1Ukwtqk9Je//CUWLVoU3bp1yz03eP311+N73/te9OjRIyIa1vrs0DFSWloaAwYMiKlTp+auq6uri6lTp8agQYMSzqxxybIszjnnnPjDH/4QjzzySPTs2TPv9gEDBkRJSUneOrz88ssxf/783DoMGjQoXnzxxbxv/PofXPVP2AYNGpS3jfox1nLjhgwZEi+++GLMmDEj92f//fePk046Kfe1tUlj8ODB650C+5VXXonu3btHRETPnj2jY8eOecd1+fLlMX369Ly1Wbp0aTz77LO5MY888kjU1dXFwIEDc2OmTZsWq1evzo2ZPHly7L777tG6detttn87spUrV0ZhYf5ff0VFRVFXVxcR1qah2J7r4Gfc5qsPkblz58aUKVOibdu2ebdbm3ROPvnk+Mc//pH33KBz585xwQUXxKRJkyKiga3PJn/UvYG66667siZNmmQTJkzIZs2alX3729/OWrVqlXdmID6ZM888M2vZsmX22GOPZQsWLMj9WblyZW7MGWeckXXr1i175JFHsr///e/ZoEGDskGDBuVurz997BFHHJHNmDEje+ihh7J27dpt8PSxF1xwQTZ79uzsZz/7mdPHboG1z6aVZdYmlaeffjorLi7Orrjiimzu3LnZf//3f2fNmzfPfvOb3+TGXH311VmrVq2y++67L/vHP/6RffGLX9zgaUv33XffbPr06dkTTzyR9e7dO+/Ui0uXLs06dOiQnXzyydnMmTOzu+66K2vevLnTx36EkSNHZjvvvHPu1L733ntvttNOO2Xf//73c2OszfZRVVWVPf/889nzzz+fRUT2n//5n9nzzz+fOyPT9lqHJ598MisuLs5+8pOfZLNnz87GjBnzqT997EetTU1NTXbMMcdkXbp0yWbMmJH33GDtMy9Zm23n4/7fWde6Z9PKsoazPjt8jGRZlt14441Zt27dstLS0uzAAw/M/va3v6WeUqMSERv8c9ttt+XGrFq1KjvrrLOy1q1bZ82bN8++9KUvZQsWLMjbTmVlZTZ8+PCsWbNm2U477ZR973vfy1avXp035tFHH8322WefrLS0NOvVq1feY7Bp1o0Ra5POn//852zPPffMmjRpkvXp0yf7r//6r7zb6+rqsksuuSTr0KFD1qRJk2zIkCHZyy+/nDfm/fffz0444YSsrKwsq6ioyL7xjW9kVVVVeWNeeOGF7OCDD86aNGmS7bzzztnVV1+9zfdtR7Z8+fLsvPPOy7p165Y1bdo069WrV3bRRRflPYmyNtvHo48+usG/X0aOHJll2fZdh9///vfZbrvtlpWWlmZ77LFH9sADD2yz/d4RfNTavPbaaxt9bvDoo4/mtmFttp2P+39nXRuKkYayPgVZttavnAUAANhOdujPjAAAADsuMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABIQowAAABJiBEANmjUqFFx7LHHpp4GAI2YGAHYgRx22GExevTobX6fHdHYsWNjn332ST0NADaDGAEAAJIQIwA7iFGjRsXjjz8eN9xwQxQUFERBQUFUVlbG448/HgceeGA0adIkOnXqFBdeeGHU1tZ+5H3WrFkTp556avTs2TOaNWsWu+++e9xwww1bPLd77rkn+vfvH82aNYu2bdvG0KFDY8WKFbk5HHvssTFu3Lho165dVFRUxBlnnBE1NTW5+9fV1cVVV12Vm8/ee+8d99xzT+72xx57LAoKCmLq1Kmx//77R/PmzeOggw6Kl19+OSIiJkyYEOPGjYsXXnght58TJkzY4v0BYPsoTj0BADbNDTfcEK+88krsueeecdlll0VExJo1a+Koo46KUaNGxR133BFz5syJ0047LZo2bRpjx47d4H3atWsXdXV10aVLl7j77rujbdu28de//jW+/e1vR6dOneK4447brHktWLAgTjjhhLj22mvjS1/6UlRVVcVf/vKXyLIsN2bq1KnRtGnTeOyxx6KysjK+8Y1vRNu2beOKK66IiIirrroqfvOb38QvfvGL6N27d0ybNi2+/vWvR7t27eKzn/1sbjsXXXRRXHfdddGuXbs444wz4pvf/GY8+eSTcfzxx8fMmTPjoYceiilTpkRERMuWLT/R8QZg2xMjADuIli1bRmlpaTRv3jw6duwYEf96ct61a9e46aaboqCgIPr06RNvv/12/OAHP4hLL710g/eJiCgqKopx48blLvfs2TOeeuqp+P3vf79FMVJbWxtf/vKXo3v37hER0b9//7wxpaWlceutt0bz5s1jjz32iMsuuywuuOCC+NGPfhSrV6+OK6+8MqZMmRKDBg2KiIhevXrFE088EbfccktejFxxxRW5yxdeeGGMGDEiPvjgg2jWrFmUlZVFcXFx3n4C0LCJEYAd2OzZs2PQoEFRUFCQu27w4MFRXV0db775ZnTr1m2j9/3Zz34Wt956a8yfPz9WrVoVNTU1W/QB8L333juGDBkS/fv3j2HDhsURRxwRX/3qV6N169Z5Y5o3b567PGjQoKiuro433ngjqqurY+XKlfH5z38+b7s1NTWx77775l2311575b7u1KlTREQsWrToI/cTgIZLjAB8Ct11111x/vnnx3XXXReDBg2K8vLy+PGPfxzTp0/f7G0VFRXF5MmT469//Ws8/PDDceONN8ZFF10U06dPj549e37s/aurqyMi4oEHHoidd94577YmTZrkXS4pKcl9XR9gdXV1mz1nABoGMQKwAyktLY01a9bkLvft2zf+53/+J7Isyz05f/LJJ6O8vDy6dOmywfvUjznooIPirLPOyl336quvbvG8CgoKYvDgwTF48OC49NJLo3v37vGHP/whvvvd70ZExAsvvBCrVq2KZs2aRUTE3/72tygrK4uuXbtGmzZtokmTJjF//vy8t2Rtrg3tJwANmxgB2IH06NEjpk+fHpWVlVFWVhZnnXVWjB8/Pv793/89zjnnnHj55ZdjzJgx8d3vfjcKCws3eJ82bdpE796944477ohJkyZFz54949e//nU888wzm/RKxrqmT58eU6dOjSOOOCLat28f06dPj3fffTf69u2bG1NTUxOnnnpqXHzxxVFZWRljxoyJc845JwoLC6O8vDzOP//8+M53vhN1dXVx8MEHx7Jly+LJJ5+MioqKGDly5CYfm9deey1mzJgRXbp0ifLy8vVeWQGgYXFqX4AdyPnnnx9FRUXRr1+/aNeuXaxevToefPDBePrpp2PvvfeOM844I/ekf2P3mT9/fpx++unx5S9/OY4//vgYOHBgvP/++3mvkmyOioqKmDZtWhx11FGx2267xcUXXxzXXXddDB8+PDdmyJAh0bt37zj00EPj+OOPj2OOOSbGjh2bu/1HP/pRXHLJJXHVVVdF375948gjj4wHHnhgs+LoK1/5Shx55JFx+OGHR7t27eK3v/3tFu0PANtPQbb2uRcBYCsbNWpULF26NP74xz+mngoADYxXRgAAgCTECAAfaf78+VFWVrbRP/Pnz089RQB2UN6mBcBHqq2tjcrKyo3e3qNHjygudj4UADafGAEAAJLwNi0AACAJMQIAACQhRgAAgCTECAAAkIQYAQAAkhAjAABAEmIEAABI4v8Dgsg+HXM+w2wAAAAASUVORK5CYII=\n"},"metadata":{}}],"source":["# boxplot for the total_spent variable\n","boxplot(data, 'total_spent')"]},{"cell_type":"markdown","metadata":{"id":"a1cxX40kFqOK"},"source":["This variable can reach over 13,000. Although this is plausible, these rare cases are likely to disrupt our future models, so we replaced values above 5000 with this threshold (non-symmetrical distribution). :"]},{"cell_type":"code","execution_count":172,"metadata":{"id":"tOkOC7clFleG","executionInfo":{"status":"ok","timestamp":1745325956058,"user_tz":-120,"elapsed":4,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["threshold = 5000"]},{"cell_type":"code","execution_count":173,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3,"status":"ok","timestamp":1745325956058,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"j40P20H-D5TJ","outputId":"959bab6d-61d8-4fa0-cc71-be79fa2317fa"},"outputs":[{"output_type":"stream","name":"stdout","text":["Total  amounts > 5000 : 7 rows.\n"]}],"source":["print(f\"Total  amounts > {threshold} : {data[data['total_spent'] > 5000].shape[0]} rows.\")"]},{"cell_type":"code","execution_count":174,"metadata":{"id":"u_9EYdNbO6xx","executionInfo":{"status":"ok","timestamp":1745325956059,"user_tz":-120,"elapsed":1,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["data.loc[data['total_spent'] > threshold, 'total_spent'] = threshold\n","# Following this modification, we have to recalculate avg_spent\n","data['avg_spent'] = data['total_spent'] / data['orders_number']"]},{"cell_type":"markdown","metadata":{"id":"ObZuiWMFGU9Y"},"source":["- *avg_payment_sequential*"]},{"cell_type":"code","execution_count":175,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":564},"executionInfo":{"elapsed":267,"status":"ok","timestamp":1745325956326,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"c0WRoXPjG6Or","outputId":"ac042d51-5226-4762-ea8e-c0e985c75e7f"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["boxplot(data, 'avg_payment_sequential')"]},{"cell_type":"markdown","metadata":{"id":"txVzrlROHstP"},"source":["This variable can go up to 26. It seems difficult to accumulate 26 coupons, but perhaps it's possible. In any case, we'll decide to reduce all values above 10 with this threshold (non-symmetrical distribution)."]},{"cell_type":"code","execution_count":176,"metadata":{"id":"Xc44gcLCHg51","executionInfo":{"status":"ok","timestamp":1745325956334,"user_tz":-120,"elapsed":7,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["threshold = 10"]},{"cell_type":"code","execution_count":177,"metadata":{"id":"yzz1kAplHahl","executionInfo":{"status":"ok","timestamp":1745325956347,"user_tz":-120,"elapsed":11,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["data.loc[data['avg_payment_sequential'] > threshold, 'avg_payment_sequential'] = threshold"]},{"cell_type":"markdown","metadata":{"id":"6AnvoPBUO6xx"},"source":["- *avg_payment_installments*"]},{"cell_type":"code","execution_count":178,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":564},"executionInfo":{"elapsed":367,"status":"ok","timestamp":1745325956721,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"t3nQtUs_Hl7F","outputId":"ce2e2d62-de34-4a22-86db-0ac63d0fced8"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["boxplot(data, 'avg_payment_installments')"]},{"cell_type":"markdown","metadata":{"id":"irTkqg8HHuwV"},"source":["This variable can go up to 24. Although it is possible that some sellers offer payments over 24 months, these rare cases are likely to disrupt our future models, so we replaced values above 12 with this threshold (non-symmetrical distribution):"]},{"cell_type":"code","execution_count":179,"metadata":{"id":"ynqQTzFEH3Kv","executionInfo":{"status":"ok","timestamp":1745325956731,"user_tz":-120,"elapsed":9,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["threshold = 12"]},{"cell_type":"code","execution_count":180,"metadata":{"id":"y2gd8CrHO6xx","executionInfo":{"status":"ok","timestamp":1745325956748,"user_tz":-120,"elapsed":7,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["data.loc[data['avg_payment_installments'] > threshold, 'avg_payment_installments'] = threshold"]},{"cell_type":"markdown","metadata":{"id":"NjJK221mO6xx"},"source":["There are a few cases where *avg_payment_installments* = 0, which is absurd, so we are replacing it with 1 :"]},{"cell_type":"code","execution_count":181,"metadata":{"id":"jQVA6t4GO6xx","executionInfo":{"status":"ok","timestamp":1745325956750,"user_tz":-120,"elapsed":1,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["data.loc[data['avg_payment_installments'] < 1, 'avg_payment_installments'] = 1"]},{"cell_type":"markdown","metadata":{"id":"g5RiRv_EO6xx"},"source":["- *shipping_fees_proportion*"]},{"cell_type":"code","execution_count":182,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":564},"executionInfo":{"elapsed":437,"status":"ok","timestamp":1745325957187,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"Hz3DWQOZIQRv","outputId":"bc65b26d-2207-40ba-9efa-03d15121a815"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["boxplot(data, 'shipping_fees_proportion')"]},{"cell_type":"markdown","metadata":{"id":"HUq3KPtRIaE_"},"source":["This variable can be as high as 95%. After checking the orders concerned, this is atypical, but not aberrant: inexpensive but very heavy materials.<br>\n","However, as these rare cases are likely to disrupt our future models, I have decided to replace values above 70% with this threshold (non-symmetrical distribution). :"]},{"cell_type":"code","execution_count":183,"metadata":{"id":"CuXhmLU3I9OC","executionInfo":{"status":"ok","timestamp":1745325957189,"user_tz":-120,"elapsed":1,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["threshold = 70"]},{"cell_type":"code","execution_count":184,"metadata":{"id":"6JBqSN7yO6xx","executionInfo":{"status":"ok","timestamp":1745325957213,"user_tz":-120,"elapsed":23,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["data.loc[data['shipping_fees_proportion'] > threshold, 'shipping_fees_proportion'] = threshold"]},{"cell_type":"markdown","metadata":{"id":"3_XmsPP4O6xx"},"source":["- *avg_customer_seller_distance_km*\n","\n","The longest possible straight line in Brazil is 4300 km.<br>\n","For the few values that exceed this limit, we are replacing them with the median (non-symmetrical distribution):"]},{"cell_type":"code","execution_count":185,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":564},"executionInfo":{"elapsed":452,"status":"ok","timestamp":1745325957666,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"2Ak5L3AmKOpw","outputId":"b74afc87-c3c9-4518-8fa4-0ac0b730320d"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["boxplot(data, 'avg_customer_seller_distance_km')"]},{"cell_type":"code","execution_count":186,"metadata":{"id":"VqEgf2UYKfNP","executionInfo":{"status":"ok","timestamp":1745325957669,"user_tz":-120,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["threshold = 4300 #  longest distance in Brazil (kms)"]},{"cell_type":"code","execution_count":187,"metadata":{"id":"zan0atrzO6xx","executionInfo":{"status":"ok","timestamp":1745325957687,"user_tz":-120,"elapsed":17,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["data.loc[data['avg_customer_seller_distance_km'] > 4300, 'avg_customer_seller_distance_km'] = data['avg_customer_seller_distance_km'].median()"]},{"cell_type":"markdown","metadata":{"id":"nXdAxJE7O6xx"},"source":["- *avg_delivery_time*"]},{"cell_type":"code","execution_count":188,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":564},"executionInfo":{"elapsed":458,"status":"ok","timestamp":1745325958146,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"yDOcn8MCKlzP","outputId":"c094af04-5c30-4400-cf73-5d2b7f3d7123"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["boxplot(data, 'avg_delivery_time')"]},{"cell_type":"markdown","metadata":{"id":"K_TkJqCHLKIF"},"source":["Assuming that when the delivery time value is greater than 90, it means that the information that the order has been delivered has been received late.<br>\n","Above this threshold, we are replacing the value with the median (non-symmetrical distribution) :"]},{"cell_type":"code","execution_count":189,"metadata":{"id":"RNq0z0b3LMVj","executionInfo":{"status":"ok","timestamp":1745325958167,"user_tz":-120,"elapsed":19,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["threshold = 90"]},{"cell_type":"code","execution_count":190,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":444},"executionInfo":{"elapsed":101,"status":"ok","timestamp":1745325958269,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"MbCX0CLRK4co","outputId":"6fe7a574-92cc-4541-837d-64ff6c1f1f1c"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["                     customer_unique_id  customer_lat  customer_lng  \\\n","112    0046311f458d8041b00063cb99482903    -23.561186    -46.461301   \n","1072   02eb2837e7302e52e996ebb4515ac3c5      0.033395    -51.067884   \n","4470   0c0efcea44dc4ff4f9a2d0afa966e609    -19.877827    -43.995421   \n","5929   101cdd478ab65cbf3438c8d6f2fb5507    -22.339398    -41.756304   \n","7005   131697a34e2df1698c339fc64a656bb5     -6.259325    -36.518753   \n","...                                 ...           ...           ...   \n","88369  f236ed5552a1074b20a29af39a5c2bab    -17.306083    -48.501689   \n","88555  f2bd7baf91b52d05cb2a572f19bc9b1b    -23.557647    -46.939783   \n","91596  fb24197c4a4ebc546b9d0fe21cc13835    -27.004477    -51.152537   \n","91922  fc0bcca3d8d90a812b707bb8e45069d6    -20.010857    -40.798465   \n","93100  ff53f01e01b4920e90f47e742878cd19    -11.253533    -39.377662   \n","\n","       orders_number first_purchase_date  last_purchase_date  recency  \\\n","112                1 2017-08-01 19:24:31 2017-08-01 19:24:31      392   \n","1072               1 2017-03-16 11:36:00 2017-03-16 11:36:00      531   \n","4470               1 2017-05-25 09:59:33 2017-05-25 09:59:33      461   \n","5929               1 2017-10-22 18:24:56 2017-10-22 18:24:56      310   \n","7005               1 2017-03-29 13:57:55 2017-03-29 13:57:55      518   \n","...              ...                 ...                 ...      ...   \n","88369              1 2017-05-02 11:14:08 2017-05-02 11:14:08      484   \n","88555              1 2018-01-09 22:02:44 2018-01-09 22:02:44      231   \n","91596              1 2017-06-13 11:46:11 2017-06-13 11:46:11      442   \n","91922              1 2018-06-02 18:37:14 2018-06-02 18:37:14       87   \n","93100              1 2017-12-02 14:49:30 2017-12-02 14:49:30      270   \n","\n","       frequency  avg_spent  total_spent preferred_payment_type  \\\n","112          0.0     112.33       112.33             bank cards   \n","1072         0.0     255.04       255.04             bank cards   \n","4470         0.0      98.11        98.11             bank cards   \n","5929         0.0      45.09        45.09             bank cards   \n","7005         0.0     115.02       115.02                 boleto   \n","...          ...        ...          ...                    ...   \n","88369        0.0     548.42       548.42                 boleto   \n","88555        0.0     127.92       127.92             bank cards   \n","91596        0.0      56.42        56.42                 boleto   \n","91922        0.0      44.63        44.63             bank cards   \n","93100        0.0      86.83        86.83             bank cards   \n","\n","       avg_payment_sequential  avg_payment_installments  \\\n","112                       1.0                       4.0   \n","1072                      1.0                       4.0   \n","4470                      1.0                       9.0   \n","5929                      1.0                       1.0   \n","7005                      1.0                       1.0   \n","...                       ...                       ...   \n","88369                     1.0                       1.0   \n","88555                     1.0                       3.0   \n","91596                     1.0                       1.0   \n","91922                     1.0                       2.0   \n","93100                     1.0                       1.0   \n","\n","       shipping_fees_proportion  avg_customer_seller_distance_km  \\\n","112                   14.626547                       266.529812   \n","1072                  23.227729                      2435.147948   \n","4470                   8.368158                         9.801841   \n","5929                  33.488578                       502.847875   \n","7005                  21.839680                      2172.716011   \n","...                         ...                              ...   \n","88369                  8.099632                      1130.538942   \n","88555                  9.396498                        42.571623   \n","91596                 31.761787                       687.338102   \n","91922                 40.846964                       856.539692   \n","93100                 19.497869                      2232.822158   \n","\n","       avg_delivery_time     preferred_category  avg_review_score  \n","112                 99.0            babies_kids               5.0  \n","1072               187.0    home_kitchen_garden               5.0  \n","4470               117.0    home_kitchen_garden               1.0  \n","5929               109.0  electronics_computers               1.0  \n","7005               174.0    home_kitchen_garden               3.0  \n","...                  ...                    ...               ...  \n","88369              124.0         sports_leisure               1.0  \n","88555               99.0    home_kitchen_garden               5.0  \n","91596               98.0    home_kitchen_garden               5.0  \n","91922              136.0    home_kitchen_garden               4.0  \n","93100              138.0         sports_leisure               5.0  \n","\n","[76 rows x 18 columns]"],"text/html":["\n","  <div id=\"df-21f26273-41f9-4ce9-a951-aa62f07df80e\" 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>customer_unique_id</th>\n","      <th>customer_lat</th>\n","      <th>customer_lng</th>\n","      <th>orders_number</th>\n","      <th>first_purchase_date</th>\n","      <th>last_purchase_date</th>\n","      <th>recency</th>\n","      <th>frequency</th>\n","      <th>avg_spent</th>\n","      <th>total_spent</th>\n","      <th>preferred_payment_type</th>\n","      <th>avg_payment_sequential</th>\n","      <th>avg_payment_installments</th>\n","      <th>shipping_fees_proportion</th>\n","      <th>avg_customer_seller_distance_km</th>\n","      <th>avg_delivery_time</th>\n","      <th>preferred_category</th>\n","      <th>avg_review_score</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>112</th>\n","      <td>0046311f458d8041b00063cb99482903</td>\n","      <td>-23.561186</td>\n","      <td>-46.461301</td>\n","      <td>1</td>\n","      <td>2017-08-01 19:24:31</td>\n","      <td>2017-08-01 19:24:31</td>\n","      <td>392</td>\n","      <td>0.0</td>\n","      <td>112.33</td>\n","      <td>112.33</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>4.0</td>\n","      <td>14.626547</td>\n","      <td>266.529812</td>\n","      <td>99.0</td>\n","      <td>babies_kids</td>\n","      <td>5.0</td>\n","    </tr>\n","    <tr>\n","      <th>1072</th>\n","      <td>02eb2837e7302e52e996ebb4515ac3c5</td>\n","      <td>0.033395</td>\n","      <td>-51.067884</td>\n","      <td>1</td>\n","      <td>2017-03-16 11:36:00</td>\n","      <td>2017-03-16 11:36:00</td>\n","      <td>531</td>\n","      <td>0.0</td>\n","      <td>255.04</td>\n","      <td>255.04</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>4.0</td>\n","      <td>23.227729</td>\n","      <td>2435.147948</td>\n","      <td>187.0</td>\n","      <td>home_kitchen_garden</td>\n","      <td>5.0</td>\n","    </tr>\n","    <tr>\n","      <th>4470</th>\n","      <td>0c0efcea44dc4ff4f9a2d0afa966e609</td>\n","      <td>-19.877827</td>\n","      <td>-43.995421</td>\n","      <td>1</td>\n","      <td>2017-05-25 09:59:33</td>\n","      <td>2017-05-25 09:59:33</td>\n","      <td>461</td>\n","      <td>0.0</td>\n","      <td>98.11</td>\n","      <td>98.11</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>9.0</td>\n","      <td>8.368158</td>\n","      <td>9.801841</td>\n","      <td>117.0</td>\n","      <td>home_kitchen_garden</td>\n","      <td>1.0</td>\n","    </tr>\n","    <tr>\n","      <th>5929</th>\n","      <td>101cdd478ab65cbf3438c8d6f2fb5507</td>\n","      <td>-22.339398</td>\n","      <td>-41.756304</td>\n","      <td>1</td>\n","      <td>2017-10-22 18:24:56</td>\n","      <td>2017-10-22 18:24:56</td>\n","      <td>310</td>\n","      <td>0.0</td>\n","      <td>45.09</td>\n","      <td>45.09</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>33.488578</td>\n","      <td>502.847875</td>\n","      <td>109.0</td>\n","      <td>electronics_computers</td>\n","      <td>1.0</td>\n","    </tr>\n","    <tr>\n","      <th>7005</th>\n","      <td>131697a34e2df1698c339fc64a656bb5</td>\n","      <td>-6.259325</td>\n","      <td>-36.518753</td>\n","      <td>1</td>\n","      <td>2017-03-29 13:57:55</td>\n","      <td>2017-03-29 13:57:55</td>\n","      <td>518</td>\n","      <td>0.0</td>\n","      <td>115.02</td>\n","      <td>115.02</td>\n","      <td>boleto</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>21.839680</td>\n","      <td>2172.716011</td>\n","      <td>174.0</td>\n","      <td>home_kitchen_garden</td>\n","      <td>3.0</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>88369</th>\n","      <td>f236ed5552a1074b20a29af39a5c2bab</td>\n","      <td>-17.306083</td>\n","      <td>-48.501689</td>\n","      <td>1</td>\n","      <td>2017-05-02 11:14:08</td>\n","      <td>2017-05-02 11:14:08</td>\n","      <td>484</td>\n","      <td>0.0</td>\n","      <td>548.42</td>\n","      <td>548.42</td>\n","      <td>boleto</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>8.099632</td>\n","      <td>1130.538942</td>\n","      <td>124.0</td>\n","      <td>sports_leisure</td>\n","      <td>1.0</td>\n","    </tr>\n","    <tr>\n","      <th>88555</th>\n","      <td>f2bd7baf91b52d05cb2a572f19bc9b1b</td>\n","      <td>-23.557647</td>\n","      <td>-46.939783</td>\n","      <td>1</td>\n","      <td>2018-01-09 22:02:44</td>\n","      <td>2018-01-09 22:02:44</td>\n","      <td>231</td>\n","      <td>0.0</td>\n","      <td>127.92</td>\n","      <td>127.92</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>3.0</td>\n","      <td>9.396498</td>\n","      <td>42.571623</td>\n","      <td>99.0</td>\n","      <td>home_kitchen_garden</td>\n","      <td>5.0</td>\n","    </tr>\n","    <tr>\n","      <th>91596</th>\n","      <td>fb24197c4a4ebc546b9d0fe21cc13835</td>\n","      <td>-27.004477</td>\n","      <td>-51.152537</td>\n","      <td>1</td>\n","      <td>2017-06-13 11:46:11</td>\n","      <td>2017-06-13 11:46:11</td>\n","      <td>442</td>\n","      <td>0.0</td>\n","      <td>56.42</td>\n","      <td>56.42</td>\n","      <td>boleto</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>31.761787</td>\n","      <td>687.338102</td>\n","      <td>98.0</td>\n","      <td>home_kitchen_garden</td>\n","      <td>5.0</td>\n","    </tr>\n","    <tr>\n","      <th>91922</th>\n","      <td>fc0bcca3d8d90a812b707bb8e45069d6</td>\n","      <td>-20.010857</td>\n","      <td>-40.798465</td>\n","      <td>1</td>\n","      <td>2018-06-02 18:37:14</td>\n","      <td>2018-06-02 18:37:14</td>\n","      <td>87</td>\n","      <td>0.0</td>\n","      <td>44.63</td>\n","      <td>44.63</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>2.0</td>\n","      <td>40.846964</td>\n","      <td>856.539692</td>\n","      <td>136.0</td>\n","      <td>home_kitchen_garden</td>\n","      <td>4.0</td>\n","    </tr>\n","    <tr>\n","      <th>93100</th>\n","      <td>ff53f01e01b4920e90f47e742878cd19</td>\n","      <td>-11.253533</td>\n","      <td>-39.377662</td>\n","      <td>1</td>\n","      <td>2017-12-02 14:49:30</td>\n","      <td>2017-12-02 14:49:30</td>\n","      <td>270</td>\n","      <td>0.0</td>\n","      <td>86.83</td>\n","      <td>86.83</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>19.497869</td>\n","      <td>2232.822158</td>\n","      <td>138.0</td>\n","      <td>sports_leisure</td>\n","      <td>5.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>76 rows × 18 columns</p>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-21f26273-41f9-4ce9-a951-aa62f07df80e')\"\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","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </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-21f26273-41f9-4ce9-a951-aa62f07df80e 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-21f26273-41f9-4ce9-a951-aa62f07df80e');\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-820beb64-d08b-45e3-b8da-a4dc831cb9fa\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-820beb64-d08b-45e3-b8da-a4dc831cb9fa')\"\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","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </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-820beb64-d08b-45e3-b8da-a4dc831cb9fa 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","summary":"{\n  \"name\": \"data[data['avg_delivery_time'] > threshold]\",\n  \"rows\": 76,\n  \"fields\": [\n    {\n      \"column\": \"customer_unique_id\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 76,\n        \"samples\": [\n          \"131697a34e2df1698c339fc64a656bb5\",\n          \"6b7e1090d106aaee31d5ed12d2bbc2af\",\n          \"21323ae87907bc6eeb4987c0381bceb9\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"customer_lat\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 8.100925747186752,\n        \"min\": -29.68434895692012,\n        \"max\": 2.796401433054506,\n        \"num_unique_values\": 74,\n        \"samples\": [\n          -6.259324714082862,\n          -22.969148201152674,\n          -7.084785800609985\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"customer_lng\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 5.066258995426845,\n        \"min\": -60.685355018892814,\n        \"max\": -34.92925752375142,\n        \"num_unique_values\": 74,\n        \"samples\": [\n          -36.518752632087725,\n          -43.383065237968154,\n          -49.92163593911829\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"orders_number\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 1,\n        \"max\": 1,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"first_purchase_date\",\n      \"properties\": {\n        \"dtype\": \"date\",\n        \"min\": \"2017-01-12 12:01:14\",\n        \"max\": \"2018-06-02 18:37:14\",\n        \"num_unique_values\": 76,\n        \"samples\": [\n          \"2017-03-29 13:57:55\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"last_purchase_date\",\n      \"properties\": {\n        \"dtype\": \"date\",\n        \"min\": \"2017-01-12 12:01:14\",\n        \"max\": \"2018-06-02 18:37:14\",\n        \"num_unique_values\": 76,\n        \"samples\": [\n          \"2017-03-29 13:57:55\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"recency\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 150,\n        \"min\": 87,\n        \"max\": 594,\n        \"num_unique_values\": 69,\n        \"samples\": [\n          238\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"frequency\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0,\n        \"min\": 0.0,\n        \"max\": 0.0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          0.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_spent\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 340.3042854356887,\n        \"min\": 29.51,\n        \"max\": 2092.86,\n        \"num_unique_values\": 76,\n        \"samples\": [\n          115.02\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"total_spent\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 340.3042854356887,\n        \"min\": 29.51,\n        \"max\": 2092.86,\n        \"num_unique_values\": 76,\n        \"samples\": [\n          115.02\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"preferred_payment_type\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"bank cards\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_payment_sequential\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.16113631583445664,\n        \"min\": 1.0,\n        \"max\": 2.0,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          2.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_payment_installments\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 3.0831744861880095,\n        \"min\": 1.0,\n        \"max\": 10.0,\n        \"num_unique_values\": 10,\n        \"samples\": [\n          6.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"shipping_fees_proportion\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 11.705909468658982,\n        \"min\": 2.7080016510407456,\n        \"max\": 54.344216934144995,\n        \"num_unique_values\": 76,\n        \"samples\": [\n          21.8396800556425\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_customer_seller_distance_km\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 815.0722942497948,\n        \"min\": 9.801841210923337,\n        \"max\": 3301.598507713462,\n        \"num_unique_values\": 76,\n        \"samples\": [\n          2172.7160106282563\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_delivery_time\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 35.503318352445426,\n        \"min\": 91.0,\n        \"max\": 209.0,\n        \"num_unique_values\": 55,\n        \"samples\": [\n          173.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"preferred_category\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 10,\n        \"samples\": [\n          \"other\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_review_score\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.6849991318633801,\n        \"min\": 1.0,\n        \"max\": 5.0,\n        \"num_unique_values\": 6,\n        \"samples\": [\n          5.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":190}],"source":["data[data['avg_delivery_time'] > threshold]"]},{"cell_type":"code","execution_count":191,"metadata":{"id":"bOXfwY6yO6xx","executionInfo":{"status":"ok","timestamp":1745325958312,"user_tz":-120,"elapsed":42,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["data.loc[data['avg_delivery_time'] > threshold, 'avg_delivery_time'] = data['avg_delivery_time'].median()"]},{"cell_type":"markdown","metadata":{"id":"esAn7lnAO6xx"},"source":["When *avg_delivery_time* is < 1, aberrant value, replacing it with 1 :"]},{"cell_type":"code","execution_count":192,"metadata":{"id":"MoefPpr9O6xx","executionInfo":{"status":"ok","timestamp":1745325958314,"user_tz":-120,"elapsed":1,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["data.loc[data['avg_delivery_time'] < 1, 'avg_delivery_time'] = 1"]},{"cell_type":"markdown","metadata":{"id":"QzhrB9AyLemd"},"source":["- After processing"]},{"cell_type":"code","execution_count":193,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":407},"executionInfo":{"elapsed":159,"status":"ok","timestamp":1745325958498,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"dD9xuy0fZBQH","outputId":"7745fc92-2b72-4225-dda5-724e5fe7be4b"},"outputs":[{"output_type":"stream","name":"stdout","text":["Values taken by variables after processing : \n"]},{"output_type":"display_data","data":{"text/plain":["       customer_lat  customer_lng  orders_number  \\\n","count  93350.000000  93350.000000   93350.000000   \n","mean     -21.194939    -46.187126       1.033423   \n","min      -33.689948    -72.668881       1.000000   \n","25%      -23.589378    -48.112804       1.000000   \n","50%      -22.924970    -46.630647       1.000000   \n","75%      -20.140216    -43.630451       1.000000   \n","max       42.184003     -8.723762      15.000000   \n","std        5.606424      4.051156       0.209106   \n","\n","                 first_purchase_date             last_purchase_date  \\\n","count                          93350                          93350   \n","mean   2018-01-01 12:06:16.941049856  2018-01-04 03:35:40.191868928   \n","min              2016-09-15 12:16:38            2016-09-15 12:16:38   \n","25%              2017-09-13 15:31:58  2017-09-17 18:21:42.750000128   \n","50%       2018-01-20 03:06:41.500000            2018-01-22 23:57:00   \n","75%       2018-05-05 13:57:31.500000            2018-05-07 16:57:54   \n","max              2018-08-29 15:00:37            2018-08-29 15:00:37   \n","std                              NaN                            NaN   \n","\n","            recency     frequency     avg_spent   total_spent  \\\n","count  93350.000000  93350.000000  93350.000000  93350.000000   \n","mean     236.950070      1.240566    160.111600    164.980316   \n","min        0.000000      0.000000      0.000000      0.000000   \n","25%      113.000000      0.000000     62.370000     63.050000   \n","50%      218.000000      0.000000    105.630000    107.780000   \n","75%      345.000000      0.000000    176.650000    182.547500   \n","max      713.000000    304.000000   5000.000000   5000.000000   \n","std      152.589932     11.792595    212.895927    219.267183   \n","\n","       avg_payment_sequential  avg_payment_installments  \\\n","count            93350.000000              93350.000000   \n","mean                 1.043636                  2.906829   \n","min                  1.000000                  1.000000   \n","25%                  1.000000                  1.000000   \n","50%                  1.000000                  2.000000   \n","75%                  1.000000                  4.000000   \n","max                 10.000000                 12.000000   \n","std                  0.325637                  2.650900   \n","\n","       shipping_fees_proportion  avg_customer_seller_distance_km  \\\n","count              93350.000000                     93350.000000   \n","mean                  20.801528                       600.673061   \n","min                    0.000000                         0.000000   \n","25%                   11.660777                       186.914244   \n","50%                   18.316007                       433.680600   \n","75%                   27.442877                       798.437433   \n","max                   70.000000                      3927.406027   \n","std                   12.445401                       592.650019   \n","\n","       avg_delivery_time  avg_review_score  \n","count       93350.000000      93350.000000  \n","mean           12.000128          4.153613  \n","min             1.000000          1.000000  \n","25%             6.000000          4.000000  \n","50%            10.000000          5.000000  \n","75%            15.000000          5.000000  \n","max            90.000000          5.000000  \n","std             8.811663          1.276009  "],"text/html":["\n","  <div id=\"df-42c17be3-ebf1-4caf-b5d2-bb7368f88b2e\" 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>customer_lat</th>\n","      <th>customer_lng</th>\n","      <th>orders_number</th>\n","      <th>first_purchase_date</th>\n","      <th>last_purchase_date</th>\n","      <th>recency</th>\n","      <th>frequency</th>\n","      <th>avg_spent</th>\n","      <th>total_spent</th>\n","      <th>avg_payment_sequential</th>\n","      <th>avg_payment_installments</th>\n","      <th>shipping_fees_proportion</th>\n","      <th>avg_customer_seller_distance_km</th>\n","      <th>avg_delivery_time</th>\n","      <th>avg_review_score</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>count</th>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","      <td>93350</td>\n","      <td>93350</td>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","      <td>93350.000000</td>\n","    </tr>\n","    <tr>\n","      <th>mean</th>\n","      <td>-21.194939</td>\n","      <td>-46.187126</td>\n","      <td>1.033423</td>\n","      <td>2018-01-01 12:06:16.941049856</td>\n","      <td>2018-01-04 03:35:40.191868928</td>\n","      <td>236.950070</td>\n","      <td>1.240566</td>\n","      <td>160.111600</td>\n","      <td>164.980316</td>\n","      <td>1.043636</td>\n","      <td>2.906829</td>\n","      <td>20.801528</td>\n","      <td>600.673061</td>\n","      <td>12.000128</td>\n","      <td>4.153613</td>\n","    </tr>\n","    <tr>\n","      <th>min</th>\n","      <td>-33.689948</td>\n","      <td>-72.668881</td>\n","      <td>1.000000</td>\n","      <td>2016-09-15 12:16:38</td>\n","      <td>2016-09-15 12:16:38</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>1.000000</td>\n","      <td>1.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>1.000000</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>25%</th>\n","      <td>-23.589378</td>\n","      <td>-48.112804</td>\n","      <td>1.000000</td>\n","      <td>2017-09-13 15:31:58</td>\n","      <td>2017-09-17 18:21:42.750000128</td>\n","      <td>113.000000</td>\n","      <td>0.000000</td>\n","      <td>62.370000</td>\n","      <td>63.050000</td>\n","      <td>1.000000</td>\n","      <td>1.000000</td>\n","      <td>11.660777</td>\n","      <td>186.914244</td>\n","      <td>6.000000</td>\n","      <td>4.000000</td>\n","    </tr>\n","    <tr>\n","      <th>50%</th>\n","      <td>-22.924970</td>\n","      <td>-46.630647</td>\n","      <td>1.000000</td>\n","      <td>2018-01-20 03:06:41.500000</td>\n","      <td>2018-01-22 23:57:00</td>\n","      <td>218.000000</td>\n","      <td>0.000000</td>\n","      <td>105.630000</td>\n","      <td>107.780000</td>\n","      <td>1.000000</td>\n","      <td>2.000000</td>\n","      <td>18.316007</td>\n","      <td>433.680600</td>\n","      <td>10.000000</td>\n","      <td>5.000000</td>\n","    </tr>\n","    <tr>\n","      <th>75%</th>\n","      <td>-20.140216</td>\n","      <td>-43.630451</td>\n","      <td>1.000000</td>\n","      <td>2018-05-05 13:57:31.500000</td>\n","      <td>2018-05-07 16:57:54</td>\n","      <td>345.000000</td>\n","      <td>0.000000</td>\n","      <td>176.650000</td>\n","      <td>182.547500</td>\n","      <td>1.000000</td>\n","      <td>4.000000</td>\n","      <td>27.442877</td>\n","      <td>798.437433</td>\n","      <td>15.000000</td>\n","      <td>5.000000</td>\n","    </tr>\n","    <tr>\n","      <th>max</th>\n","      <td>42.184003</td>\n","      <td>-8.723762</td>\n","      <td>15.000000</td>\n","      <td>2018-08-29 15:00:37</td>\n","      <td>2018-08-29 15:00:37</td>\n","      <td>713.000000</td>\n","      <td>304.000000</td>\n","      <td>5000.000000</td>\n","      <td>5000.000000</td>\n","      <td>10.000000</td>\n","      <td>12.000000</td>\n","      <td>70.000000</td>\n","      <td>3927.406027</td>\n","      <td>90.000000</td>\n","      <td>5.000000</td>\n","    </tr>\n","    <tr>\n","      <th>std</th>\n","      <td>5.606424</td>\n","      <td>4.051156</td>\n","      <td>0.209106</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>152.589932</td>\n","      <td>11.792595</td>\n","      <td>212.895927</td>\n","      <td>219.267183</td>\n","      <td>0.325637</td>\n","      <td>2.650900</td>\n","      <td>12.445401</td>\n","      <td>592.650019</td>\n","      <td>8.811663</td>\n","      <td>1.276009</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-42c17be3-ebf1-4caf-b5d2-bb7368f88b2e')\"\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","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </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-42c17be3-ebf1-4caf-b5d2-bb7368f88b2e 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-42c17be3-ebf1-4caf-b5d2-bb7368f88b2e');\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-ccd6a359-f22f-44c7-8e78-87be95bc685f\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-ccd6a359-f22f-44c7-8e78-87be95bc685f')\"\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","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </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-ccd6a359-f22f-44c7-8e78-87be95bc685f 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","summary":"{\n  \"name\": \"display(data\",\n  \"rows\": 8,\n  \"fields\": [\n    {\n      \"column\": \"customer_lat\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 33007.942784950756,\n        \"min\": -33.68994828174511,\n        \"max\": 93350.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          -21.194938532065063,\n          -20.14021567598439,\n          93350.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"customer_lng\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 33017.44595711141,\n        \"min\": -72.6688805413531,\n        \"max\": 93350.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          -46.18712575852812,\n          -43.63045092144838,\n          93350.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"orders_number\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 33003.18698112229,\n        \"min\": 0.20910617041477866,\n        \"max\": 93350.0,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          1.033422603106588,\n          0.20910617041477866,\n          1.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"first_purchase_date\",\n      \"properties\": {\n        \"dtype\": \"date\",\n        \"min\": \"1970-01-01 00:00:00.000093350\",\n        \"max\": \"2018-08-29 15:00:37\",\n        \"num_unique_values\": 7,\n        \"samples\": [\n          \"93350\",\n          \"2018-01-01 12:06:16.941049856\",\n          \"2018-05-05 13:57:31.500000\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"last_purchase_date\",\n      \"properties\": {\n        \"dtype\": \"date\",\n        \"min\": \"1970-01-01 00:00:00.000093350\",\n        \"max\": \"2018-08-29 15:00:37\",\n        \"num_unique_values\": 7,\n        \"samples\": [\n          \"93350\",\n          \"2018-01-04 03:35:40.191868928\",\n          \"2018-05-07 16:57:54\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"recency\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 32915.06325956732,\n        \"min\": 0.0,\n        \"max\": 93350.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          236.95006963042314,\n          345.0,\n          93350.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"frequency\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 32988.36573909024,\n        \"min\": 0.0,\n        \"max\": 93350.0,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          1.2405663614490607,\n          11.792594828005923,\n          0.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_spent\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 32760.035795689404,\n        \"min\": 0.0,\n        \"max\": 93350.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          160.1115999340254,\n          176.65,\n          93350.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"total_spent\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 32758.97267166901,\n        \"min\": 0.0,\n        \"max\": 93350.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          164.98031644349223,\n          182.5475,\n          93350.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_payment_sequential\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 33003.432901006,\n        \"min\": 0.32563735368461744,\n        \"max\": 93350.0,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          1.043635702808172,\n          0.32563735368461744,\n          1.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_payment_installments\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 33002.91834247395,\n        \"min\": 1.0,\n        \"max\": 93350.0,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          93350.0,\n          2.9068286190391164,\n          12.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"shipping_fees_proportion\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 32996.10067088004,\n        \"min\": 0.0,\n        \"max\": 93350.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          20.801528090391717,\n          27.442876981477944,\n          93350.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_customer_seller_distance_km\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 32697.69328852243,\n        \"min\": 0.0,\n        \"max\": 93350.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          600.6730610361087,\n          798.4374333580535,\n          93350.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_delivery_time\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 32997.008417608486,\n        \"min\": 1.0,\n        \"max\": 93350.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          12.000127579258804,\n          15.0,\n          93350.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_review_score\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 33002.92466205203,\n        \"min\": 1.0,\n        \"max\": 93350.0,\n        \"num_unique_values\": 6,\n        \"samples\": [\n          93350.0,\n          4.153612695469036,\n          1.276009325541397\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{}}],"source":["print('Values taken by variables after processing : ')\n","display(data.describe())"]},{"cell_type":"markdown","metadata":{"id":"VmgnJN2EO6xy"},"source":["## **Export of global dataset for use in other notebooks**"]},{"cell_type":"code","execution_count":194,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":42181,"status":"ok","timestamp":1745326000680,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"Ynha2AgeZGnC","outputId":"787d2284-dcd3-4368-cf54-bc9c2396e7fa"},"outputs":[{"output_type":"stream","name":"stdout","text":["data_global.xlsx file generated.\n"]}],"source":["file_name = 'data_global'\n","force = True\n","# Export du dataset data\n","if os.path.isfile(f'{file_name}.xlsx') == False or force:\n","    data.to_excel(f'{file_name}.xlsx', index=False)\n","    print(f\"{file_name}.xlsx file generated.\")\n","else:\n","    print(f\"{file_name}.xlsx file already exists, if you wish to export a new version, delete the old one or use 'force' parameter.\")"]},{"cell_type":"markdown","metadata":{"id":"PrJC5jf_Pj9_"},"source":["Checkpoint achieved. Possible to load all data for the next steps without having to execute former steps.\n","At this point, the categorical variables are not encoding: they will be in the next notebook."]},{"cell_type":"markdown","metadata":{"id":"-dutvgfiO6xy"},"source":["# **<span style=\"color: #8181FF\">Dataset analysis</span>**"]},{"cell_type":"code","execution_count":195,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":33551,"status":"ok","timestamp":1745326034230,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"Ar1vKS-1OsoO","outputId":"ad80b7cf-ef9c-49ee-cf4d-b75f338ed128"},"outputs":[{"output_type":"stream","name":"stdout","text":["Successfully loaded data_global.xlsx\n"]}],"source":["import pandas as pd\n","\n","# Assuming file is in the current working directory.\n","# If not, specify the full path.\n","file_name = 'data_global'\n","try:\n","    data = pd.read_excel(f'{file_name}.xlsx')\n","    print(f\"Successfully loaded {file_name}.xlsx\")\n","except FileNotFoundError:\n","    print(f\"Error: File '{file_name}.xlsx' not found.\")\n","except Exception as e:\n","    print(f\"An error occurred: {e}\")\n"]},{"cell_type":"code","execution_count":196,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":226},"id":"w1yMe7f2P28h","outputId":"2236da8e-cc37-43de-cb97-f41e41e16c3d","executionInfo":{"status":"ok","timestamp":1745326034952,"user_tz":-120,"elapsed":723,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[{"output_type":"execute_result","data":{"text/plain":["                 customer_unique_id  customer_lat  customer_lng  \\\n","0  0000366f3b9a7992bf8c76cfdf3221e2    -23.340235    -46.830140   \n","1  0000b849f77a49e4a4ce2b2a4ca5be3f    -23.559115    -46.787626   \n","2  0000f46a3911fa3c0805444483337064    -27.542880    -48.633426   \n","3  0000f6ccb0745a6a4b88665a16c9f078     -1.312214    -48.483159   \n","4  0004aac84e0df4da2b147fca70cf8255    -23.505548    -47.469705   \n","\n","   orders_number first_purchase_date  last_purchase_date  recency  frequency  \\\n","0              1 2018-05-10 10:56:27 2018-05-10 10:56:27      111        0.0   \n","1              1 2018-05-07 11:11:27 2018-05-07 11:11:27      114        0.0   \n","2              1 2017-03-10 21:05:03 2017-03-10 21:05:03      536        0.0   \n","3              1 2017-10-12 20:29:41 2017-10-12 20:29:41      320        0.0   \n","4              1 2017-11-14 19:45:42 2017-11-14 19:45:42      287        0.0   \n","\n","   avg_spent  total_spent preferred_payment_type  avg_payment_sequential  \\\n","0     141.90       141.90             bank cards                     1.0   \n","1      27.19        27.19             bank cards                     1.0   \n","2      86.22        86.22             bank cards                     1.0   \n","3      43.62        43.62             bank cards                     1.0   \n","4     196.89       196.89             bank cards                     1.0   \n","\n","   avg_payment_installments  shipping_fees_proportion  \\\n","0                       8.0                  8.456660   \n","1                       1.0                 30.489150   \n","2                       8.0                 19.972164   \n","3                       4.0                 40.417240   \n","4                       6.0                  8.578394   \n","\n","   avg_customer_seller_distance_km  avg_delivery_time     preferred_category  \\\n","0                       110.568636                6.0    home_kitchen_garden   \n","1                        22.168333                3.0          health_beauty   \n","2                       516.938836               25.0    home_kitchen_garden   \n","3                      2481.287188               20.0  electronics_computers   \n","4                       154.507887               13.0  electronics_computers   \n","\n","   avg_review_score  \n","0               5.0  \n","1               4.0  \n","2               3.0  \n","3               4.0  \n","4               5.0  "],"text/html":["\n","  <div id=\"df-bcb40e57-2b93-42eb-8007-55ee6c5bc075\" 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>customer_unique_id</th>\n","      <th>customer_lat</th>\n","      <th>customer_lng</th>\n","      <th>orders_number</th>\n","      <th>first_purchase_date</th>\n","      <th>last_purchase_date</th>\n","      <th>recency</th>\n","      <th>frequency</th>\n","      <th>avg_spent</th>\n","      <th>total_spent</th>\n","      <th>preferred_payment_type</th>\n","      <th>avg_payment_sequential</th>\n","      <th>avg_payment_installments</th>\n","      <th>shipping_fees_proportion</th>\n","      <th>avg_customer_seller_distance_km</th>\n","      <th>avg_delivery_time</th>\n","      <th>preferred_category</th>\n","      <th>avg_review_score</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0000366f3b9a7992bf8c76cfdf3221e2</td>\n","      <td>-23.340235</td>\n","      <td>-46.830140</td>\n","      <td>1</td>\n","      <td>2018-05-10 10:56:27</td>\n","      <td>2018-05-10 10:56:27</td>\n","      <td>111</td>\n","      <td>0.0</td>\n","      <td>141.90</td>\n","      <td>141.90</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>8.0</td>\n","      <td>8.456660</td>\n","      <td>110.568636</td>\n","      <td>6.0</td>\n","      <td>home_kitchen_garden</td>\n","      <td>5.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0000b849f77a49e4a4ce2b2a4ca5be3f</td>\n","      <td>-23.559115</td>\n","      <td>-46.787626</td>\n","      <td>1</td>\n","      <td>2018-05-07 11:11:27</td>\n","      <td>2018-05-07 11:11:27</td>\n","      <td>114</td>\n","      <td>0.0</td>\n","      <td>27.19</td>\n","      <td>27.19</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>30.489150</td>\n","      <td>22.168333</td>\n","      <td>3.0</td>\n","      <td>health_beauty</td>\n","      <td>4.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0000f46a3911fa3c0805444483337064</td>\n","      <td>-27.542880</td>\n","      <td>-48.633426</td>\n","      <td>1</td>\n","      <td>2017-03-10 21:05:03</td>\n","      <td>2017-03-10 21:05:03</td>\n","      <td>536</td>\n","      <td>0.0</td>\n","      <td>86.22</td>\n","      <td>86.22</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>8.0</td>\n","      <td>19.972164</td>\n","      <td>516.938836</td>\n","      <td>25.0</td>\n","      <td>home_kitchen_garden</td>\n","      <td>3.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0000f6ccb0745a6a4b88665a16c9f078</td>\n","      <td>-1.312214</td>\n","      <td>-48.483159</td>\n","      <td>1</td>\n","      <td>2017-10-12 20:29:41</td>\n","      <td>2017-10-12 20:29:41</td>\n","      <td>320</td>\n","      <td>0.0</td>\n","      <td>43.62</td>\n","      <td>43.62</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>4.0</td>\n","      <td>40.417240</td>\n","      <td>2481.287188</td>\n","      <td>20.0</td>\n","      <td>electronics_computers</td>\n","      <td>4.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0004aac84e0df4da2b147fca70cf8255</td>\n","      <td>-23.505548</td>\n","      <td>-47.469705</td>\n","      <td>1</td>\n","      <td>2017-11-14 19:45:42</td>\n","      <td>2017-11-14 19:45:42</td>\n","      <td>287</td>\n","      <td>0.0</td>\n","      <td>196.89</td>\n","      <td>196.89</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>6.0</td>\n","      <td>8.578394</td>\n","      <td>154.507887</td>\n","      <td>13.0</td>\n","      <td>electronics_computers</td>\n","      <td>5.0</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-bcb40e57-2b93-42eb-8007-55ee6c5bc075')\"\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","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </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-bcb40e57-2b93-42eb-8007-55ee6c5bc075 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-bcb40e57-2b93-42eb-8007-55ee6c5bc075');\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-8a4cc6be-8904-4f53-b1c1-cfde4c61fb1e\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-8a4cc6be-8904-4f53-b1c1-cfde4c61fb1e')\"\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","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </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-8a4cc6be-8904-4f53-b1c1-cfde4c61fb1e 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":"data","summary":"{\n  \"name\": \"data\",\n  \"rows\": 93350,\n  \"fields\": [\n    {\n      \"column\": \"customer_unique_id\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 93350,\n        \"samples\": [\n          \"2f8e81a14c6c33ac220ae426c2762bd4\",\n          \"de12f7e59f4513ab89285567520282fe\",\n          \"be40af4040733b7b713ecf2d8daa457c\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"customer_lat\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 5.606424391969964,\n        \"min\": -33.68994828174511,\n        \"max\": 42.18400274298598,\n        \"num_unique_values\": 14962,\n        \"samples\": [\n          -18.97601192694952,\n          -23.60511571545259,\n          -29.51828636340116\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"customer_lng\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 4.051156170484138,\n        \"min\": -72.6688805413531,\n        \"max\": -8.723762147513938,\n        \"num_unique_values\": 14982,\n        \"samples\": [\n          -46.66924434948479,\n          -44.2306262323107,\n          -43.27118457507257\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"orders_number\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 1,\n        \"max\": 15,\n        \"num_unique_values\": 9,\n        \"samples\": [\n          9,\n          2,\n          7\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"first_purchase_date\",\n      \"properties\": {\n        \"dtype\": \"date\",\n        \"min\": \"2016-09-15 12:16:38\",\n        \"max\": \"2018-08-29 15:00:37\",\n        \"num_unique_values\": 93107,\n        \"samples\": [\n          \"2018-06-07 13:09:44\",\n          \"2018-08-09 12:44:54\",\n          \"2018-04-19 13:45:44\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"last_purchase_date\",\n      \"properties\": {\n        \"dtype\": \"date\",\n        \"min\": \"2016-09-15 12:16:38\",\n        \"max\": \"2018-08-29 15:00:37\",\n        \"num_unique_values\": 93104,\n        \"samples\": [\n          \"2018-06-07 13:09:44\",\n          \"2017-09-29 16:22:26\",\n          \"2018-01-27 19:24:57\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"recency\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 152,\n        \"min\": 0,\n        \"max\": 713,\n        \"num_unique_values\": 611,\n        \"samples\": [\n          277,\n          28,\n          183\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"frequency\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 11.792594828005923,\n        \"min\": 0.0,\n        \"max\": 304.0,\n        \"num_unique_values\": 511,\n        \"samples\": [\n          39.0,\n          24.5,\n          71.33333333333333\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_spent\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 212.89592733987396,\n        \"min\": 0.0,\n        \"max\": 5000.0,\n        \"num_unique_values\": 28023,\n        \"samples\": [\n          790.32,\n          75.04,\n          2324.99\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"total_spent\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 219.26718288154112,\n        \"min\": 0.0,\n        \"max\": 5000.0,\n        \"num_unique_values\": 27771,\n        \"samples\": [\n          128.14,\n          137.17,\n          141.66\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"preferred_payment_type\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"bank cards\",\n          \"boleto\",\n          \"voucher\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_payment_sequential\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.32563735368461744,\n        \"min\": 1.0,\n        \"max\": 10.0,\n        \"num_unique_values\": 21,\n        \"samples\": [\n          1.0,\n          4.666666666666667,\n          2.5\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_payment_installments\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2.6508998099200025,\n        \"min\": 1.0,\n        \"max\": 12.0,\n        \"num_unique_values\": 56,\n        \"samples\": [\n          8.0,\n          2.0,\n          2.666666666666667\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"shipping_fees_proportion\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 12.445400564015063,\n        \"min\": 0.0,\n        \"max\": 70.0,\n        \"num_unique_values\": 44191,\n        \"samples\": [\n          27.08670988654781,\n          7.377540456601101,\n          6.246337747568264\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_customer_seller_distance_km\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 592.65001877403,\n        \"min\": 0.0,\n        \"max\": 3927.40602663204,\n        \"num_unique_values\": 88831,\n        \"samples\": [\n          419.9787344540765,\n          194.480267515003,\n          120.3788585001777\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_delivery_time\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 8.811663120119919,\n        \"min\": 1.0,\n        \"max\": 90.0,\n        \"num_unique_values\": 192,\n        \"samples\": [\n          41.0,\n          27.5,\n          1.5\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"preferred_category\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 10,\n        \"samples\": [\n          \"babies_kids\",\n          \"health_beauty\",\n          \"automotive_motorcycle\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_review_score\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.276009325541397,\n        \"min\": 1.0,\n        \"max\": 5.0,\n        \"num_unique_values\": 35,\n        \"samples\": [\n          1.25,\n          2.333333333333333,\n          1.666666666666667\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":196}],"source":["data.head()"]},{"cell_type":"markdown","metadata":{"id":"81hLGxUcO6xy"},"source":["## **Correlation matrix (quantitative variables)**"]},{"cell_type":"code","execution_count":197,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":502,"status":"ok","timestamp":1745326035453,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"RVyJWudLZgcs","outputId":"a3179f87-9a2e-4196-8ab4-d85e939a7a87"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["correlation = data.corr(numeric_only=True, method=\"pearson\")\n","# Avoid displaying 2 times the same information\n","mask = np.triu(np.ones_like(correlation, dtype=bool), 0)\n","\n","fig, ax = plt.subplots(figsize=(10, 10))\n","\n","sns.heatmap(\n","    correlation,\n","    mask=mask,\n","    cbar=False,\n","    center=0,\n","    cmap='RdBu_r',\n","    annot=True,\n","    annot_kws={\"size\": 10},\n","    fmt='.2f',\n","    square=True,\n","    linewidths=0.5,\n",").set_title('\\nMatrice de corrélation (méthode de pearson)', fontsize=25)\n","\n","# Je masque la première étiquette de y\n","ax.yaxis.get_major_ticks()[0].set_visible(False)\n","# Je masque la dernière étiquette de x\n","ax.xaxis.get_major_ticks()[-1].set_visible(False)\n","\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"MgzNdC5WO6xy"},"source":["## **Distribution of numerical variables**"]},{"cell_type":"code","execution_count":198,"metadata":{"id":"JMlHwTRURx6n","executionInfo":{"status":"ok","timestamp":1745326035473,"user_tz":-120,"elapsed":1,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["numerical_columns = data.select_dtypes(include=np.number).columns\n"]},{"cell_type":"code","execution_count":199,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":4,"status":"ok","timestamp":1745326035479,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"u9sELd65RzJf","outputId":"6bea73f0-b1a4-468f-d960-728bba56a7a4"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["Index(['customer_lat', 'customer_lng', 'orders_number', 'recency', 'frequency',\n","       'avg_spent', 'total_spent', 'avg_payment_sequential',\n","       'avg_payment_installments', 'shipping_fees_proportion',\n","       'avg_customer_seller_distance_km', 'avg_delivery_time',\n","       'avg_review_score'],\n","      dtype='object')"]},"metadata":{},"execution_count":199}],"source":["numerical_columns"]},{"cell_type":"code","execution_count":200,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3,"status":"ok","timestamp":1745326035483,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"p7fDtKshSPKh","outputId":"25983109-ee8b-41d2-c652-3d7a160b86f2"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["13"]},"metadata":{},"execution_count":200}],"source":["len(numerical_columns)"]},{"cell_type":"code","source":["numerical_columns = data.select_dtypes(include=np.number).columns\n","\n","# Histograms:\n","fig = plt.figure(figsize=(25, 20))\n","\n","figu = 0\n","for i in numerical_columns:\n","    data_show = data[[i]]\n","\n","    # First row: 5 plots (indices 1-5)\n","    if figu < 5:\n","        ax = fig.add_subplot(3, 5, figu + 1)\n","    # Second row: 4 plots (indices 6-9)\n","    elif figu < 9:\n","        plot_number = figu - 5  # Reset to 0-3\n","        ax = fig.add_subplot(3, 4, plot_number + 5)  # Start from 5\n","    # Third row: 4 plots (indices 10-13)\n","    else:\n","        plot_number = figu - 9  # Reset to 0-3\n","        ax = fig.add_subplot(3, 4, plot_number + 9)  # Start from 9\n","\n","    mean = round(data_show.mean().values[0], 2)\n","    median = round(data_show.median().values[0], 2)\n","    var = round(data_show.var(ddof=0).values[0], 2)\n","    std = round(data_show.std().values[0], 2)\n","\n","    h = ax.hist(data_show, color=\"#8181FF\", linewidth=0.5, edgecolor='black', bins=20)\n","\n","    ax.grid(alpha=0.8, ls=':')\n","    ax.set_title(f\"\\n{data_show.columns[0]}\\n\", fontsize=15)\n","\n","    figu += 1\n","\n","# plt.tight_layout()\n","\n","# Boxplots:\n","param_box_plot = {\n","    'patch_artist': True,\n","    'boxprops': dict(\n","        linestyle='-',\n","        linewidth=1,\n","        color='black',\n","        facecolor='#8181FF',\n","    ),\n","    'capprops': dict(\n","        color='black',\n","        linewidth=2,\n","    ),\n","    'flierprops': dict(\n","        color='#8181FF',\n","        markeredgecolor='black',\n","        markeredgewidth=0.5,\n","        markerfacecolor='#8181FF',\n","        markersize=15,\n","        marker='.',\n","        alpha=0.1,\n","    ),\n","    'medianprops': dict(\n","        linestyle='-',\n","        linewidth=2,\n","        color='#ED3B23',\n","    ),\n","    'meanprops': dict(\n","        marker='o',\n","        markeredgecolor='black',\n","        markeredgewidth=1,\n","        markerfacecolor='#ED3B23',\n","    ),\n","    'whiskerprops': dict(\n","        color='black',\n","        linewidth=2,\n","    ),\n","}\n","\n","# Create figure with proper layout\n","fig = plt.figure(figsize=(25, 20))\n","\n","figu = 0\n","for i in numerical_columns:\n","    data_show = data[[i]]\n","\n","    # First row: 5 plots (indices 1-5)\n","    if figu < 5:\n","        ax = fig.add_subplot(3, 5, figu + 1)\n","    # Second row: 4 plots (indices 6-9)\n","    elif figu < 9:\n","        plot_number = figu - 5  # Reset to 0-3\n","        ax = fig.add_subplot(3, 4, plot_number + 5)  # Start from 5\n","    # Third row: 4 plots (indices 10-13)\n","    else:\n","        plot_number = figu - 9  # Reset to 0-3\n","        ax = fig.add_subplot(3, 4, plot_number + 9)  # Start from 9\n","\n","    mean = round(data_show.mean().values[0], 2)\n","    median = round(data_show.median().values[0], 2)\n","    var = round(data_show.var(ddof=0).values[0], 2)\n","    std = round(data_show.std().values[0], 2)\n","\n","    h = ax.boxplot(data_show, vert=False, showfliers=False, showmeans=True, **param_box_plot)\n","\n","    ax.grid(alpha=0.8, ls=':')\n","    ax.set_title(f\"{data_show.columns[0]}\\nMoy : {mean}, Med : {median}\\nVar : {var}, STD : {std}\", fontsize=15)\n","\n","    figu += 1\n","\n","# plt.tight_layout()\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"LaF0kTaRpGKA","executionInfo":{"status":"ok","timestamp":1745327843838,"user_tz":-120,"elapsed":7669,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"d15fb604-c2be-40e5-dfdf-8d1f04c8703a"},"execution_count":228,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 2500x2000 with 13 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 2500x2000 with 13 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["data[data['avg_payment_installments']>1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":444},"id":"iqY6wxfRsi1i","executionInfo":{"status":"ok","timestamp":1745328804618,"user_tz":-120,"elapsed":740,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"b5ada35b-4167-4664-d063-478d258423e8"},"execution_count":244,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                     customer_unique_id  customer_lat  customer_lng  \\\n","0      0000366f3b9a7992bf8c76cfdf3221e2    -23.340235    -46.830140   \n","2      0000f46a3911fa3c0805444483337064    -27.542880    -48.633426   \n","3      0000f6ccb0745a6a4b88665a16c9f078     -1.312214    -48.483159   \n","4      0004aac84e0df4da2b147fca70cf8255    -23.505548    -47.469705   \n","5      0004bd2a26a76fe21f786e4fbd80607f    -23.515676    -46.688233   \n","...                                 ...           ...           ...   \n","93341  fff96bc586f78b1f070da28c4977e810    -23.281597    -47.294374   \n","93344  fffbf87b7a1a6fa8b03f081c5f51a201     -3.742131    -38.523905   \n","93345  fffcf5a5ff07b0908bd4e2dbc735a684     -8.362511    -36.562343   \n","93348  ffff5962728ec6157033ef9805bacc48    -21.126568    -41.672806   \n","93349  ffffd2657e2aad2907e67c3e9daecbeb    -25.447504    -49.441283   \n","\n","       orders_number first_purchase_date  last_purchase_date  recency  \\\n","0                  1 2018-05-10 10:56:27 2018-05-10 10:56:27      111   \n","2                  1 2017-03-10 21:05:03 2017-03-10 21:05:03      536   \n","3                  1 2017-10-12 20:29:41 2017-10-12 20:29:41      320   \n","4                  1 2017-11-14 19:45:42 2017-11-14 19:45:42      287   \n","5                  1 2018-04-05 19:33:16 2018-04-05 19:33:16      145   \n","...              ...                 ...                 ...      ...   \n","93341              1 2018-08-15 10:26:57 2018-08-15 10:26:57       14   \n","93344              1 2017-12-27 22:36:41 2017-12-27 22:36:41      244   \n","93345              1 2017-06-08 21:00:36 2017-06-08 21:00:36      446   \n","93348              1 2018-05-02 15:17:41 2018-05-02 15:17:41      118   \n","93349              1 2017-05-02 20:18:45 2017-05-02 20:18:45      483   \n","\n","       frequency  avg_spent  total_spent preferred_payment_type  \\\n","0            0.0     141.90       141.90             bank cards   \n","2            0.0      86.22        86.22             bank cards   \n","3            0.0      43.62        43.62             bank cards   \n","4            0.0     196.89       196.89             bank cards   \n","5            0.0     166.98       166.98             bank cards   \n","...          ...        ...          ...                    ...   \n","93341        0.0      63.42        63.42             bank cards   \n","93344        0.0     167.32       167.32             bank cards   \n","93345        0.0    2067.42      2067.42             bank cards   \n","93348        0.0     133.69       133.69             bank cards   \n","93349        0.0      71.56        71.56             bank cards   \n","\n","       avg_payment_sequential  avg_payment_installments  \\\n","0                         1.0                       8.0   \n","2                         1.0                       8.0   \n","3                         1.0                       4.0   \n","4                         1.0                       6.0   \n","5                         1.0                       8.0   \n","...                       ...                       ...   \n","93341                     1.0                       2.0   \n","93344                     1.0                       2.0   \n","93345                     1.0                      10.0   \n","93348                     1.0                       5.0   \n","93349                     1.0                       4.0   \n","\n","       shipping_fees_proportion  avg_customer_seller_distance_km  \\\n","0                      8.456660                       110.568636   \n","2                     19.972164                       516.938836   \n","3                     40.417240                      2481.287188   \n","4                      8.578394                       154.507887   \n","5                      7.773386                        27.189874   \n","...                         ...                              ...   \n","93341                 29.044465                       311.518084   \n","93344                 10.949080                      2368.227588   \n","93345                 24.059939                      1996.470471   \n","93348                 13.980103                       637.858806   \n","93349                 20.360537                       355.844254   \n","\n","       avg_delivery_time     preferred_category  avg_review_score  \n","0                    6.0    home_kitchen_garden               5.0  \n","2                   25.0    home_kitchen_garden               3.0  \n","3                   20.0  electronics_computers               4.0  \n","4                   13.0  electronics_computers               5.0  \n","5                    1.0    home_kitchen_garden               4.0  \n","...                  ...                    ...               ...  \n","93341                6.0    home_kitchen_garden               4.0  \n","93344               18.0                  other               5.0  \n","93345               27.0          health_beauty               5.0  \n","93348               11.0       fashion_clothing               5.0  \n","93349                7.0          health_beauty               5.0  \n","\n","[48203 rows x 18 columns]"],"text/html":["\n","  <div id=\"df-e1f9e875-7cc5-45ef-8e15-1c89468ddcab\" 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>customer_unique_id</th>\n","      <th>customer_lat</th>\n","      <th>customer_lng</th>\n","      <th>orders_number</th>\n","      <th>first_purchase_date</th>\n","      <th>last_purchase_date</th>\n","      <th>recency</th>\n","      <th>frequency</th>\n","      <th>avg_spent</th>\n","      <th>total_spent</th>\n","      <th>preferred_payment_type</th>\n","      <th>avg_payment_sequential</th>\n","      <th>avg_payment_installments</th>\n","      <th>shipping_fees_proportion</th>\n","      <th>avg_customer_seller_distance_km</th>\n","      <th>avg_delivery_time</th>\n","      <th>preferred_category</th>\n","      <th>avg_review_score</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0000366f3b9a7992bf8c76cfdf3221e2</td>\n","      <td>-23.340235</td>\n","      <td>-46.830140</td>\n","      <td>1</td>\n","      <td>2018-05-10 10:56:27</td>\n","      <td>2018-05-10 10:56:27</td>\n","      <td>111</td>\n","      <td>0.0</td>\n","      <td>141.90</td>\n","      <td>141.90</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>8.0</td>\n","      <td>8.456660</td>\n","      <td>110.568636</td>\n","      <td>6.0</td>\n","      <td>home_kitchen_garden</td>\n","      <td>5.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0000f46a3911fa3c0805444483337064</td>\n","      <td>-27.542880</td>\n","      <td>-48.633426</td>\n","      <td>1</td>\n","      <td>2017-03-10 21:05:03</td>\n","      <td>2017-03-10 21:05:03</td>\n","      <td>536</td>\n","      <td>0.0</td>\n","      <td>86.22</td>\n","      <td>86.22</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>8.0</td>\n","      <td>19.972164</td>\n","      <td>516.938836</td>\n","      <td>25.0</td>\n","      <td>home_kitchen_garden</td>\n","      <td>3.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0000f6ccb0745a6a4b88665a16c9f078</td>\n","      <td>-1.312214</td>\n","      <td>-48.483159</td>\n","      <td>1</td>\n","      <td>2017-10-12 20:29:41</td>\n","      <td>2017-10-12 20:29:41</td>\n","      <td>320</td>\n","      <td>0.0</td>\n","      <td>43.62</td>\n","      <td>43.62</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>4.0</td>\n","      <td>40.417240</td>\n","      <td>2481.287188</td>\n","      <td>20.0</td>\n","      <td>electronics_computers</td>\n","      <td>4.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0004aac84e0df4da2b147fca70cf8255</td>\n","      <td>-23.505548</td>\n","      <td>-47.469705</td>\n","      <td>1</td>\n","      <td>2017-11-14 19:45:42</td>\n","      <td>2017-11-14 19:45:42</td>\n","      <td>287</td>\n","      <td>0.0</td>\n","      <td>196.89</td>\n","      <td>196.89</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>6.0</td>\n","      <td>8.578394</td>\n","      <td>154.507887</td>\n","      <td>13.0</td>\n","      <td>electronics_computers</td>\n","      <td>5.0</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>0004bd2a26a76fe21f786e4fbd80607f</td>\n","      <td>-23.515676</td>\n","      <td>-46.688233</td>\n","      <td>1</td>\n","      <td>2018-04-05 19:33:16</td>\n","      <td>2018-04-05 19:33:16</td>\n","      <td>145</td>\n","      <td>0.0</td>\n","      <td>166.98</td>\n","      <td>166.98</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>8.0</td>\n","      <td>7.773386</td>\n","      <td>27.189874</td>\n","      <td>1.0</td>\n","      <td>home_kitchen_garden</td>\n","      <td>4.0</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>93341</th>\n","      <td>fff96bc586f78b1f070da28c4977e810</td>\n","      <td>-23.281597</td>\n","      <td>-47.294374</td>\n","      <td>1</td>\n","      <td>2018-08-15 10:26:57</td>\n","      <td>2018-08-15 10:26:57</td>\n","      <td>14</td>\n","      <td>0.0</td>\n","      <td>63.42</td>\n","      <td>63.42</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>2.0</td>\n","      <td>29.044465</td>\n","      <td>311.518084</td>\n","      <td>6.0</td>\n","      <td>home_kitchen_garden</td>\n","      <td>4.0</td>\n","    </tr>\n","    <tr>\n","      <th>93344</th>\n","      <td>fffbf87b7a1a6fa8b03f081c5f51a201</td>\n","      <td>-3.742131</td>\n","      <td>-38.523905</td>\n","      <td>1</td>\n","      <td>2017-12-27 22:36:41</td>\n","      <td>2017-12-27 22:36:41</td>\n","      <td>244</td>\n","      <td>0.0</td>\n","      <td>167.32</td>\n","      <td>167.32</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>2.0</td>\n","      <td>10.949080</td>\n","      <td>2368.227588</td>\n","      <td>18.0</td>\n","      <td>other</td>\n","      <td>5.0</td>\n","    </tr>\n","    <tr>\n","      <th>93345</th>\n","      <td>fffcf5a5ff07b0908bd4e2dbc735a684</td>\n","      <td>-8.362511</td>\n","      <td>-36.562343</td>\n","      <td>1</td>\n","      <td>2017-06-08 21:00:36</td>\n","      <td>2017-06-08 21:00:36</td>\n","      <td>446</td>\n","      <td>0.0</td>\n","      <td>2067.42</td>\n","      <td>2067.42</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>10.0</td>\n","      <td>24.059939</td>\n","      <td>1996.470471</td>\n","      <td>27.0</td>\n","      <td>health_beauty</td>\n","      <td>5.0</td>\n","    </tr>\n","    <tr>\n","      <th>93348</th>\n","      <td>ffff5962728ec6157033ef9805bacc48</td>\n","      <td>-21.126568</td>\n","      <td>-41.672806</td>\n","      <td>1</td>\n","      <td>2018-05-02 15:17:41</td>\n","      <td>2018-05-02 15:17:41</td>\n","      <td>118</td>\n","      <td>0.0</td>\n","      <td>133.69</td>\n","      <td>133.69</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>5.0</td>\n","      <td>13.980103</td>\n","      <td>637.858806</td>\n","      <td>11.0</td>\n","      <td>fashion_clothing</td>\n","      <td>5.0</td>\n","    </tr>\n","    <tr>\n","      <th>93349</th>\n","      <td>ffffd2657e2aad2907e67c3e9daecbeb</td>\n","      <td>-25.447504</td>\n","      <td>-49.441283</td>\n","      <td>1</td>\n","      <td>2017-05-02 20:18:45</td>\n","      <td>2017-05-02 20:18:45</td>\n","      <td>483</td>\n","      <td>0.0</td>\n","      <td>71.56</td>\n","      <td>71.56</td>\n","      <td>bank cards</td>\n","      <td>1.0</td>\n","      <td>4.0</td>\n","      <td>20.360537</td>\n","      <td>355.844254</td>\n","      <td>7.0</td>\n","      <td>health_beauty</td>\n","      <td>5.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>48203 rows × 18 columns</p>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e1f9e875-7cc5-45ef-8e15-1c89468ddcab')\"\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","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </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-e1f9e875-7cc5-45ef-8e15-1c89468ddcab 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-e1f9e875-7cc5-45ef-8e15-1c89468ddcab');\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-327852b7-cc7e-4806-b289-48b03e777e84\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-327852b7-cc7e-4806-b289-48b03e777e84')\"\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","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </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-327852b7-cc7e-4806-b289-48b03e777e84 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","summary":"{\n  \"name\": \"data[data['avg_payment_installments']>1]\",\n  \"rows\": 48203,\n  \"fields\": [\n    {\n      \"column\": \"customer_unique_id\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 48203,\n        \"samples\": [\n          \"9256f26e99c25928eab7f63799ec4885\",\n          \"3eaa8bf1a8e95aa797a036c3369a12ff\",\n          \"148a7291d2ae7a6ad536f0df451839c7\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"customer_lat\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 5.880591847755557,\n        \"min\": -33.68994828174511,\n        \"max\": 22.56795175383837,\n        \"num_unique_values\": 12748,\n        \"samples\": [\n          -22.90306310094257,\n          -21.95943755358642,\n          -25.49760047427048\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"customer_lng\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 4.235388093524581,\n        \"min\": -70.31520024946744,\n        \"max\": -27.69808676596982,\n        \"num_unique_values\": 12762,\n        \"samples\": [\n          -54.8130240006792,\n          -50.55046177729825,\n          -46.63711084333531\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"orders_number\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 1,\n        \"max\": 15,\n        \"num_unique_values\": 9,\n        \"samples\": [\n          7,\n          2,\n          9\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"first_purchase_date\",\n      \"properties\": {\n        \"dtype\": \"date\",\n        \"min\": \"2016-10-03 22:06:03\",\n        \"max\": \"2018-08-29 14:18:23\",\n        \"num_unique_values\": 48137,\n        \"samples\": [\n          \"2018-07-02 10:01:40\",\n          \"2017-01-23 13:55:30\",\n          \"2018-07-23 16:32:54\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"last_purchase_date\",\n      \"properties\": {\n        \"dtype\": \"date\",\n        \"min\": \"2016-10-03 22:06:03\",\n        \"max\": \"2018-08-29 14:18:23\",\n        \"num_unique_values\": 48134,\n        \"samples\": [\n          \"2018-07-02 10:01:40\",\n          \"2017-10-19 16:38:04\",\n          \"2018-07-23 16:32:54\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"recency\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 152,\n        \"min\": 0,\n        \"max\": 694,\n        \"num_unique_values\": 608,\n        \"samples\": [\n          132,\n          383,\n          503\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"frequency\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 13.939100751150148,\n        \"min\": 0.0,\n        \"max\": 304.0,\n        \"num_unique_values\": 453,\n        \"samples\": [\n          22.33333333333333,\n          95.5,\n          28.5\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_spent\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 242.4339386440502,\n        \"min\": 20.08,\n        \"max\": 5000.0,\n        \"num_unique_values\": 21711,\n        \"samples\": [\n          289.89,\n          515.31,\n          63.09999999999999\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"total_spent\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 249.4914335163661,\n        \"min\": 20.08,\n        \"max\": 5000.0,\n        \"num_unique_values\": 21606,\n        \"samples\": [\n          322.96,\n          147.28,\n          204.27\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"preferred_payment_type\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"bank cards\",\n          \"voucher\",\n          \"boleto\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_payment_sequential\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.19261500722740071,\n        \"min\": 1.0,\n        \"max\": 10.0,\n        \"num_unique_values\": 15,\n        \"samples\": [\n          9.0,\n          4.5,\n          1.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_payment_installments\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2.648389302603063,\n        \"min\": 1.25,\n        \"max\": 12.0,\n        \"num_unique_values\": 55,\n        \"samples\": [\n          4.4,\n          10.0,\n          2.666666666666667\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"shipping_fees_proportion\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 11.363475341988364,\n        \"min\": 0.0,\n        \"max\": 70.0,\n        \"num_unique_values\": 29067,\n        \"samples\": [\n          8.994980022538673,\n          28.58070802208509,\n          15.93394810208021\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_customer_seller_distance_km\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 616.9901662625895,\n        \"min\": 0.0,\n        \"max\": 3927.40602663204,\n        \"num_unique_values\": 46623,\n        \"samples\": [\n          745.8970671923632,\n          1959.466231590067,\n          483.3055120683143\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_delivery_time\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9.018315379562237,\n        \"min\": 1.0,\n        \"max\": 90.0,\n        \"num_unique_values\": 176,\n        \"samples\": [\n          7.0,\n          56.0,\n          3.714285714285714\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"preferred_category\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 10,\n        \"samples\": [\n          \"other\",\n          \"electronics_computers\",\n          \"automotive_motorcycle\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_review_score\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.3010210966222462,\n        \"min\": 1.0,\n        \"max\": 5.0,\n        \"num_unique_values\": 32,\n        \"samples\": [\n          1.666666666666667,\n          3.25,\n          2.666666666666667\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":244}]},{"cell_type":"code","source":["48203 /len(data)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fM1d68lXsmGy","executionInfo":{"status":"ok","timestamp":1745328809130,"user_tz":-120,"elapsed":10,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"005dc9e4-df1f-43ba-9838-9139418b41f4"},"execution_count":245,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.5163685056239957"]},"metadata":{},"execution_count":245}]},{"cell_type":"markdown","metadata":{"id":"LoVNlIrRO6xy"},"source":["## **Data representation**"]},{"cell_type":"code","execution_count":202,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":897},"executionInfo":{"elapsed":168,"status":"ok","timestamp":1745326040435,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"vWGdHojmbeOq","outputId":"022f03d9-0ebb-4f29-d814-6dde8c9443c7"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["plt.figure(figsize=(10, 10))\n","colors = ['#8181FF', '#F7CC8D', '#AAFF81']\n","data.groupby('preferred_payment_type').count()['customer_unique_id'].sort_values(ascending=False).plot.pie(shadow=True, autopct='%1.1f%%', colors=colors, textprops={'color': \"black\", 'fontsize': 25})\n","plt.title(\"\\nBreakdown of payment methods\", fontsize=30)\n","plt.ylabel(\"\")\n","plt.show()"]},{"cell_type":"code","execution_count":203,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":468,"status":"ok","timestamp":1745326040903,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"YRGRZZ5EO6xy","outputId":"2f2f2957-4dbf-4878-bf96-bd79da20b694"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1500x1000 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAABXcAAATxCAYAAAB0yKAeAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3XlYlPX+//HXAAKyq4iKmhvhlmkqZprilp4U13LrmOaSdtJv1rEs25dzWrSyxeqYa5lpaupxKytzKTVx7bgjmuaSCy6AgCBw//7w4v4xzDDMIIiDz8d1zXXd99yf+32/Z5jhnF5++NwWwzAMAQAAAAAAAADcikdJNwAAAAAAAAAAcB3hLgAAAAAAAAC4IcJdAAAAAAAAAHBDhLsAAAAAAAAA4IYIdwEAAAAAAADADRHuAgAAAAAAAIAbItwFAAAAAAAAADdEuAsAAAAAAAAAbohwFwAAAAAAAADcEOEuAAAAAAAAALghwl0AAAAAAAAAcEOEuwAAAAAAAADghgh3AQAAAAAAAMANEe4CAAAAAAAAgBsi3AUAAAAAAAAAN0S4CwAAAAAAAABuiHAXAAAAAAAAANwQ4S4AAAAAAAAAuCHCXQAAAAAAAABwQ4S7AAAAAAAAAOCGCHcBAAAAAAAAwA0R7gIAAAAAAACAGyLcBQAAAAAAAAA3RLgLAAAAAAAAAG6IcBcAAAAAAAAA3BDhLgAAAAAAAAC4IcJdAAAAAAAAAHBDhLsAAAAAAAAA4IYIdwEAAAAAAADADRHuAgAAAAAAAIAbItwFAAAAAAAAADdEuAsAAAAAAAAAbohwFwAAAAAAAADcEOEuAAAAAAAAALghwl0AAAAAAAAAcEOEuwAAAAAAAADghgh3AQAAAAAAAMANEe4CAAAAAAAAgBsi3AUAAAAAAAAAN0S4CwAAAAAAAABuiHAXAAAAAAAAANwQ4S4AAAAAAAAAuCHCXQAAAAAAAABwQ4S7AAAAAAAAAOCGCHcBAAAAAAAAwA0R7gIAAAAAAACAGyLcBQAAAAAAAAA3RLgLAAAAAAAAAG6IcBcAAAAAAAAA3BDhLgAAAAAAAAC4IcJdAAAAAAAAAHBDhLsAAAAAAAAA4IYIdwEAAAAAAADADRHuAgAAAAAAAIAbItwFAAAAAAAAADdEuAsAAAAAAAAAbohwFwAAAAAAAADcEOEuAAAAAAAAALghwl0AAACUmJo1a8pischisahmzZol3U6pxHsMAABQenmVdAMAAADI35UrV7Rjxw4dOnRI586d05UrV1S2bFlVqlRJdevWVZMmTVSmTJmSbhMAAABACSDcBQAAuMkYhqFly5Zp+vTp+vHHH5Wenp7vWH9/f3Xr1k2jRo1Shw4dbmCXAAAAAEoayzIAAADcRHbs2KGoqCj16tVLK1ascBjsSlJKSooWLFigjh07qmPHjoqPj79BnQK4EY4ePWouq2GxWPTII4+UdEsAAOAmQrgLAABwk/j888/VsmVLbd++3eZY2bJlVbt2bUVFRalGjRry9va2GfPzzz/rrrvu0rJly25EuwAAAABKGOEuAADATWDy5MkaNWqUrl69aj5nsVg0aNAg/fjjj0pOTtbhw4cVGxuro0ePKjk5WcuXL1evXr2s6ly+fFl9+vTRokWLbvArAAAAAHCjEe4CAACUsJ9//lnjxo2zeu62227TunXrNGfOHHXq1Emenp5Wx729vRUTE6MlS5Zo2bJlCg0NNY9lZWVp8ODBOnDgwA3pHwAAAEDJINwFAAAoQRcuXNDgwYNlGIb5XHh4uNauXau2bds6VaN79+5avXq1goODzefS0tL00EMPKSMjo8h7BgAAAHBzINwFAAAoQS+88IJOnjxp7nt6emrZsmWqXbu2S3WaNm2qr776yuq5nTt36oMPPiiKNgEAAADchLxKugEAAIBb1fnz5/XFF19YPTd69Gg1a9asUPViYmLUq1cvLV261Hzu448/1j//+U95eRX+//Zt27ZN8fHx+uuvv3TlyhXVqFFDDz30kMNz9u3bp507d5rBddWqVdWyZUvVqVOn0H3kJyMjQ7/99puOHj2qc+fOKTs7WxUrVtTtt9+uli1b2ixpcb1Onjyp7du369SpUzp//rxCQkLUu3dvhYeH2x2fnZ2tffv26X//+5/OnTun5ORkeXt7KyAgQNWrV1dERITq1q0rD4+SmXcRHx+vLVu2WP2smjZtqvr165dIPzdKVlaWtm3bpsOHDyshIUHJyckKCAhQ1apV1aBBA9WvX18Wi8WlmpcvX9bevXt14MABnT9/XmlpaQoODlZoaKiaNm2qyMjIYno1hXPp0iVt2rRJf/31l86dOydfX19VrFhRd911lxo0aHDd9TMzM7Vx40bFx8frzJkz8vX1VZ06ddSmTRuVL1++CF7B/5edna3Y2FgdOnRIZ8+eVVZWlsLCwlSrVi21atVKZcqUKdLrZWVlmb93/vrrL2VlZalhw4aKiYkp0usAAFAgAwAAACXizTffNCSZjzJlyhjnzp27rpr/+9//rGpKMubNm5fv+FmzZlmNnTVrlmEYhpGammq8/vrrRq1atWzqBQcH51tv+fLlxp133mlzTs6jZcuWxrp168zxNWrUMI/VqFHDpde6e/duo2/fvkZAQEC+1wsJCTHGjBljnDlzxum6uc+Pjo42n1+xYoXRoUMHw8PDw+Y6S5YssamTmJhoTJgwwahSpUq+/eU8goKCjJiYGGP+/PkuvQfOyO89Xrt2rdGyZct8e2rcuLGxYsWKAuvXq1fPPMfDw8M4fvy4yz2eO3fO8Pb2NuuEh4cbmZmZLtdxxp49e4yHHnrICA4OdvgzqVy5sjFq1Chj165dDusdPHjQePXVV42WLVsaXl5eBdZ87bXXjAsXLhTYZ+6fmyuPnO+wI8uWLTPatm3rsN/bbrvNeP/9940rV644+9aarly5Yrz88stGaGio3dqenp5G//79jWPHjhmGYRh//PGH1fEhQ4Y4fa0zZ84Yo0ePNipUqJDvawkMDDQGDx5sHD161Om6r7zyilWNtWvXGoZhGOfPnzeefvppo3Llyna/M4ZhGF26dLF6fuPGjU5fN0dGRoYRFhZm1vD19XXqcwMAuPUQ7gIAAJSQZs2aWQUAffr0KZK6TZs2tar74IMP5jvWXrh79OhRo0GDBvkGJfbC3aysLGPkyJFOhU8Wi8WYOHGiYRiFC3evXr1qjBkzxm7I6ijccSaoNAzbcDc7O9sYM2aMw/p5w91du3YZ4eHhLgdzVatWdapHV9h7jydOnGhYLBaneho1apSRnZ2db/3333/favxrr73mco/vvvuuVY0XX3yxsC83XxkZGcY//vEPlz43BX0uly9f7vLPOOfnHBsb67Df4gh3z5w5Y7Rr186lepGRkUZ8fLzT7/OxY8esAn9Hj+DgYGPdunWFDne/+eYbIzAw0OnX4uPjY0yZMsWp2vbC3Z07dzr8XueEu4sXL7Z6fujQoU6/fzkWLVpkVWPQoEEu1wAA3BpYcxcAAKAEXL58Wb///rvVcw888ECR1M5bZ+PGjU6fm5SUpM6dO2vfvn3mc2FhYeafafv7+9s97x//+Ic+//xzm+crVaqkZs2aKTIy0vyzaMMwNH78eJs1gp2RmpqqmJgYTZkyRdnZ2VbHKleurCZNmqhp06YKCwuzOpacnKyePXtq4cKFLl/z+eef15QpU8z9smXLql69emrWrJkqV65sM/7MmTPq2LGjTp06ZfW8l5eX6tSpo6ioKEVFRSkyMlK+vr4u93O95syZo/Hjx5s38fPx8VHdunXVtGlTVaxY0Wb81KlT9dhjj+Vbb8iQIVavY+bMmTY/m4JMnz7d3LZYLBo+fLhL5xckMTFRnTp10meffWbTW9myZRUZGam7775b9evXV0BAgNN1r1y5YvNcTr1mzZqpefPmqlWrls2SGydPnlS7du20f//+wr2gQjh06JBatmypdevWWT1vsVhUs2ZNNW/eXI0aNbJ5/XFxcbrnnnsUFxdX4DVOnz6t9u3b68CBAzbXqF27tqKiolS7dm1zuYvExER1797dZrwzpk2bpoEDByo5Odnq+YCAADVs2FBNmjRRSEiI1bH09HSNGTNGr7/+usvXO378uLp06WL1va5atar5+y33d6B79+5Wy7QsWLBASUlJLl1v2rRpVvuPPvqoyz0DAG4RJZ0uAwAA3Ip++uknm1lfBw4cKJLa33//vU3tI0eO2B2bd+ZupUqVzO3+/fsbv//+u9X4jIwMY9WqVVbPzZs3z+Z6HTt2NLZt22Y17uLFi8Z7771n+Pn5mbP2QkJCnJohmWPw4MFW1wkICDBeeuklu69v165dxoMPPmg1PjAw0Dh06JDDa+QeX7FiRXOm5+23324sXLjQSEtLsxq/e/du4/Dhw+b+448/blWjdu3axrx584zLly/bXCszM9PYu3ev8f777xutWrUyqlWrVuB74KrcM0BDQkLM5QgCAwONDz/80EhMTLQav3HjRuOee+6x+Zk6WjLi4Ycfthr73XffOd3fhg0brM7t3LlzoV9rfnr37m3zeqKjo43vv//eZtmBrKwsY8+ePca///1vo379+g4/lwsXLjQ8PT2Nbt26GVOnTjUOHTpkZGVl2YxLSkoyvvrqKyMyMtKqhyZNmuQ7K/rXX381fvzxR+Orr76yeX9+/PHHfB+nTp2yqZWSkmLUr1/fqk6tWrWMqVOn2vyp/9WrV43vvvvO5i8AmjRpUuASDT169LA6x8vLy3juueeMkydPWo07ceKEMX78eHNZiLzLvxQ0c3f79u1GmTJlrM657bbbjAULFlj1mJmZaXz//fdGw4YNbX7+eX+P5ZV35m7O70ZPT0/jH//4h83vkdTUVOPHH38091966SWr8z/77DOH18vt6NGjVjPM69at6/S5AIBbD+EuAABACZgyZYrVf/j7+/s7/NN3V5w5c8YmyFi5cqXdsXnD3ZzHBx984NS1kpKSrNaFlGQ8+uijDl/L9u3b7f4pdUHh7vz5863G16lTx6k/F584caLVeT169HA43t770aZNGyM5ObnAaxmGYfV+VKxY0aX1fvft2+f0WGfZ+/P+cuXKGbt37873nMzMTOOBBx6wCbfyew82btxoNdaVJUbyBvYLFy50+TU68p///MeqvsViMSZNmuTUudnZ2cbPP/+c7/EjR464tI5rWlqa0bVrV5dCxutZjzbHY489ZlWje/fuBX6er1y5YhOKv//++/mOX7ZsmdXYMmXKFLgUyrJly+yu++voNWZnZxuNGjWyGt+4cWPj4sWLDl9Lhw4drM6pUqWKkZqamu85ecPdnLDa2c/nn3/+aXh6eprnNm3a1KnzDMMwXn75ZavrOvt5BQDcmgh3AQAASsDrr79u9R/vtWvXLrLa2dnZNuuKzpkzx+5Ye+HugAEDnL5W3uCscePGTt0IK+9sxILC3ezsbKt1PP38/FxaB7Rv375W4d7BgwfzHWsvCP3rr7+cus7Fixetzn3sscec7rG42At3Fy1aVOB5aWlpRs2aNa3Omzp1ar7jcwduZcqUMU6fPl3gNS5evGiULVvWPC8sLMzIyMhw6fU5cvXqVeO2226zeg3PP/98kdUvjPPnz1vdzK1v374Ox19vuPvnn39aBah33nmn0zdJS0lJsfoM1KhRI9/vd6dOnaz6fPXVV526xosvvuhSuLt69WqrsX5+fuaN2Ry5dOmSzU3Qpk+fnu94e+Huc88959RryhETE2N1/vbt2ws8JzMz06hWrZp5jre3t3H27FmXrgsAuLWw5i4AAEAJuHDhgtV+cHBwkdW2WCwKCgpyeD1H3njjDafHzpw502r/zTfflKenZ4Hn/f3vf9ddd93l9HVWr15ttS7n2LFjVadOHafPf/HFF81twzC0ZMkSp88dPXq03bV17UlLS7Paz1ln+GYSFRXl1PrOvr6+NmuT5v155zZq1Chz++rVq5o9e3aB15g7d67VezZkyJAifc8WL16sP//809yvXbu2Xn311SKrXxjly5fX/fffb+5v2rSpWK/3ySefKDMz09yfNGmSfHx8nDrXz89PTz31lLl/7Ngxbdu2zWbcyZMntWbNGnM/JCREzz77rFPXmDBhgku//3KvzyxJTz31lG677bYCzwsODrb52dtbJzw/fn5+mjBhgtPjJdmsVZ13HV17vv/+e504ccLc79mzp921sAEAyEG4CwAAUALy3gQovxuVFVbeenmvl5+oqChFREQ4Nfby5ctWQU+lSpXUpUsXp3scMmSI02NXrVpltf/www87fa4k3XnnnVYB7S+//OL0uQMHDnR6bGhoqLy9vc39FStWKDEx0enzb4TBgwc7PfaBBx6wusHWtm3blJKSYnfsoEGDrD5306dPN2/alp+8Qd2IESOc7s0ZP/zwg9X+P/7xj5sicK9Vq5a5ffLkSZ07d67YrpX7u1O5cmV16tTJpfM7d+5stW/vu7Np0yarn/UDDzzg9M0C/fz81KdPH6f72bBhg9X+0KFDnT534MCBKlu2rLm/fft2paamOnVut27dbP7RrCD333+/VfD89ddfF3i9vN8JbqQGACgI4S4AAEAJCAwMtNrPLzArrLz18l4vPy1atHD6Gtu3b1d2dra5f++99zo1azdHu3btnB6bO1Dy9/dXvXr1nD43R/Xq1c3t/fv3O3VOYGCg6tev7/Q1ypQpo+joaHP/jz/+UPv27bV69Wqr96okufK++/n5KSoqytzPysrS9u3b7Y4NDg7WgAEDzP34+HitW7cu39rbtm3Trl27zP3o6GhFRkY63Zsz8gaRXbt2LdL6uV26dEkzZszQ0KFD1bRpU1WpUkX+/v6yWCw2j7feesvq3ISEhGLp6eLFi9qzZ4+537RpU3l4uPafgHlnxdr77uSdzduqVSuXruHs+KNHj+rMmTPmfo0aNVyawR8UFKTmzZub+1lZWdq6datT57ryuzGHh4eHVTiblJSkb775Jt/xp0+f1ooVK8z9WrVquRzGAwBuPYS7AAAAJaB8+fJW+0U5u9MwDCUlJTm8Xn5yzygsyB9//GG1f8cddzh9riQ1aNDA6TA4d6CUkpIiDw8Pu6GZo0fuEMfZZSpq1Kghi8Xi0ut66aWXrAK0nTt36m9/+5vCw8P1yCOPaPbs2Tp48KBLNYuKp6eny8F43p9r3p97bq78GXreY8UxQ/HIkSPmtr+/v0tBvbNSUlI0fvx4Va5cWSNGjNDs2bO1c+dOnT592ulZoZcuXSryviTp4MGDVjNqV61a5fL3Ju9fAdj77pw8edJq39X32dnxx44ds9q/8847XbqOJDVu3NhqP/eyHY648rsxt+HDh8vLy8vcd/SdmDVrltUSGsOHD3f59w8A4NZDuAsAAFAC8oatZ8+eLfBP2J117tw5m1mizoa7rvzZcd5AqkKFCk6fK12b5erMjOKUlBSlp6e7VLsgzobprv4ZtiS1adNG06dPt1qeQZLOnDmjL774QkOHDlW9evVUpUoVDRo0SMuXL9fVq1ddvk5hBAcHWwVNzsj7c3UURDZv3lxNmzY19xcvXmw3DExJSdG8efPM/XLlyjm1DrArkpKSrIKy0NDQIg/KEhISdM8992jSpEnX9Rkt6s93jvPnzxd5TXvfnbyfCVfXEA8JCXFq3MWLF632Q0NDXbqOvXPy1sxPYX4XSFKVKlXUo0cPc3/z5s3at2+fzTjDMDRjxgxz39PT06UlJwAAty7CXQAAgBJQt25dq/3Lly/r0KFDRVJ7586dNs85OzPOlfVIL1++bLXv5+fn9Lk5nFlruDhmNTobpBd2fdahQ4fq999/14ABA2xC3hynT5/W3Llz1aNHD0VGRlqFncWlKH5GeX/ueeWevZuenq45c+bYjPnmm2+s1oF++OGHnV6j1Vl515nOvXZwUenbt692795t9Vz16tU1ePBgvf322/rqq6+0dOlSrV69Wj/++KP5cHXN6MIqju+OveVF8obT+X3m8+PsDd7yfvYKs1Z5Ydcjv561mp2Z0b527VodPnzY3O/WrZvCw8MLfU0AwK3DtX+2BwAAQJFo2bKlPD09lZWVZT63bdu2IllzNO+aqFWqVCn0nxQ7kjckcfZP0HNzZq3hvIFk+fLlHa5bebOoV6+e5s2bp4sXL+qHH37QunXrtGHDBu3fv98mXD569KgeeughxcbGavLkycXWU1H8jAoKSQcOHKhx48aZodm0adM0duxYqzE3YkmGvLPCCwqlXbVs2TKrNYUDAwP12WefaeDAgQWua7tmzZoi7SU/eb877du31/PPP39dNcuVK2fzXN6Zuq6+13mXkclP3s9eYdYqL+x65NejU6dOqlOnjhnezpkzR2+//bZVqH0jvhMAgNKJcBcAAKAEBAQEqHHjxtqxY4f53LfffquHHnroumt/++23VvutW7e+7pr25P1TaldvCnX16lWnZs2FhITIy8vL/BP7tLQ0t7rJULly5dS/f3/1799f0rX3af369Vq2bJkWLVpkFbh+8MEHuueee9SvX79i6SUxMVFXr151aRZi3j/tL+hP6AMCAjRo0CB99tlnkqS9e/dq8+bNuueee8z93377zRzfsmVLl9drdkZQUJDV5yYhIUGGYRTZ0gzz58+32p86daoGDhzo1LnOrvl8vfIuQeDr61ss3528y76cOnVKTZo0cfr8U6dOOTUub7BcmGUn8v6eshdWFzWLxaKRI0fq2WeflXSt78WLF5ufl/Pnz2vJkiXm+GrVqun+++8v9r4AAKUDyzIAAACUkLxrjC5fvtzlgDSvPXv2WAXGktSnT5/rqpmf2rVr21zbFXv37rWauZwfi8WiGjVqmPtpaWlOh0E3o9DQUD3wwAP64osvdOzYMXXt2tXq+HvvvVds187KytKBAwdcOifvsgPOzAIfNWqU1X7uWYl5ZyiOHDnSpX5cERERYW6npKRY3ZjveuUOqCtUqOBSIL93794i68ORvD+r+Pj4YrlOgwYNrPbtLQ3jyK5du5wal/v3gCT9/vvvLl3H3jl5axaXoUOHWi1Xkft7MGfOHKulLYYNG+b0zSYBACDcBQAAKCEjR460Wmf06tWr+te//nVdNV9++WWr/apVq6pv377XVTM/zZo1s/rz819//dWpsDbH+vXrnR7bvn17q/2ff/7Z6XNvZqGhofr666+tlrjYtm1bsd1gS3LtfU9NTdW2bdvMfU9PTzVr1qzA8xo3bqyWLVua+wsWLFBSUpLNGrxBQUHFNktZunZzu9xWrVpVZLXPnDljbkdERDgdxiUlJdksneJI3iUeXLnxYrVq1awC7kOHDun48eNOn++sFi1aWO2vWLHCpfOXLVvm1LiaNWuqUqVK5v6xY8d05MgRp6+TnJxs9Xn28vJS8+bNnW/0OlSsWNHqH9rWrVtnhu3Tp083n/fw8NCwYcNuSE8AgNKBcBcAAKCEhIaGavDgwVbPTZkyxaXgJ7cVK1ZY/WmvJP3f//2fvLyKZyWugIAAq6Dv7NmzWr16tdPnz5492+mxf/vb36z2p0yZ4vS5N7vg4GCrZQmys7OL9c/2v/zyS6fHfvvtt1brpzZr1szpm1jlnr2bkpKir7/+WosXL7Z6bQ899FChborlrLyfm88++0xXr14tktq5Q9aMjAynz5s5c6auXLni9PjrXdv6Rnx3oqKirELX3377zenfY7Gxsdq6davT14qOjrbad+X3yLx585SWlmbuN2/evFA3GSys3N8JwzA0ffp0bd682Womd+fOnW/YbGIAQOlAuAsAAFCC3nzzTVWpUsXcz8rKUs+ePfXHH3+4VGfnzp0aNGiQ1XONGzfWU089VSR95ifvDLPnn3/eqdm7c+fOdfpPsSWpV69eVjMQt2zZYq7pWhrcyHVAt27darMusz1XrlzRK6+8YvWcKzMK+/fvb/U6pk2bdsNvGtWzZ0/VrFnT3D9y5IheffXVIqlduXJlc3vv3r26dOlSgeecPHlSr732mkvXCQoKspoV7OrvhqeeesrqH3g+/vhjm6VbrleZMmU0dOhQq+f+8Y9/FBhip6Wl6bHHHnPpWiNGjLDaf//993XixIkCz0tKSrL52d/om5a1a9dO9erVM/dnz56tTz/9tER7AgC4P8JdAACAElShQgV98cUXVjd5OnnypNq3b68NGzY4VWPFihXq3LmzEhMTzed8fX01d+5cqzUei8Pf//53VaxY0dz//fff9fjjjzs8Z+fOnQWOycvT01NvvPGG1XNjx461CQsLEhcXp5EjR+rkyZMuneesn3/+Wc8995xLawIvWbJEhw8fNvcbNGhgtVxHcXj00UcdrpGcnZ2thx9+2CpIDAsLc+mGf2XLlrWamb5jxw6tXbvW3G/atKmaNm3qYueu8fT01Isvvmj13FtvveX0usaGYVj1nFurVq3M7YyMDE2YMMFhrXPnzikmJsapEDi3MmXKKDIy0tzftWuX1eelILVr19bw4cPN/bS0NMXExGjz5s0u9fHzzz87XB/5qaeesrqx2tatW9WzZ0+dPXvW7vgzZ86oe/fu2rlzp0s3uevUqZPuvPNOcz8lJUU9e/a0+v2XV0ZGhvr27au//vrLfK5KlSpFcgNLV+WevXvmzBl99dVX5n6lSpXUvXv3G94TAMDNGQAAAChxEydONCRZPSwWizFo0CDjp59+MjIzM63GZ2RkGCtWrDB69+5tc56np6cxb948p647a9Ysq3NnzZrlcu9fffWVTQ/33XefsW3bNqtxFy9eNN577z3D39/fkGQEBwcbISEh5jk1atQo8FqjRo2yuVaHDh2M5cuXG5cvX7YZn5GRYezatcuYPHmyce+99xoWi8WQZPzxxx/5XiN37ejoaJfeiyVLlhiSjDJlyhj333+/MX36dOPgwYNGdna2zdg///zTeOmll4wyZcpYXXPy5MkuXbMgNWrUMGuHhIQYQUFBhiQjMDDQ+Oijj4zExESr8Zs2bTJatWpl8z5//fXXLl973759NnVyHp999llRvcQCPfjggzbXb9++vbF69WrjypUrVmOzsrKMPXv2GP/+97+NunXr5vu5XL16tU3NwYMHG0ePHrUal5SUZEyfPt2oXLmyOa5+/fpW561du9Zh/2PHjrUaHx4ebrz66qvG4sWLjR9++MH48ccfzcepU6dszk9NTTXuuusuqxpeXl7GI488YmzevNm4evWqzTnJycnGL7/8Yjz//PNG3bp1nfqOzpkzx+Y9CQkJMR577DHjq6++MlatWmXMmTPHGDVqlBEcHGyOeeyxx6zOGTJkiMPrbN++3eZ7U7NmTWPRokVGenq6OS4rK8v44YcfjEaNGtn09d133zm8xiuvvOLSz8hZFy5cMHx9fe1+J5599tkiuQYA4NZCuAsAAHCT+OSTTwwvLy+7/9FftmxZo06dOkZUVJRRq1Ytw8fHx+44f39/Y/HixU5fsyjCXcMwjGHDhtntp3Llykbz5s2NunXrGt7e3lbH5syZYxU8OhPuZmRkGP369bN7LS8vL/M9uuuuu4xatWrZXDPnUdzhbt5HYGCgERkZabRo0cJo3ry5ER4ebnfcvffeaxPkX6+87/GXX35pdU0fHx+jfv36RrNmzYywsDC7fQ0fPrzQ12/btq1NPT8/P5tQuTglJiYa0dHRdl+bn5+fUbduXePuu+82GjRoYAQEBFgdd/S57Nq1q92atWvXNu6++267n/uHHnrI5eDw4MGD+QaCeR/5fYePHz9uN+TM+b1Rr1494+677zYaNWpkVKtWzfyHEGffixxvvPGGU33mPHr16mUcPnzY5c/b559/bnh4eNj9rjVq1Mho0qSJUa5cObvXfO211wqsX1zhrmEYxuDBg216slgsxqFDh4rsGgCAWwfhLgAAwE0kNjbWaNKkiUvhSO4g8sCBAy5dr6jC3aysrHwDXnshxrvvvmsYhm3w6Kx33nnHKFu2bKHep9DQUOP06dP51s77nroiv3DXmUePHj2M5ORkl67nDHvv8aRJk+yGd/Yew4cPN7Kysgp9/blz59rUHDp0aBG9Ouelp6cbI0aMcPp1O/O5vHjxotGiRQunaw0YMMBIT08vVHC4cOFCm+DZ3sPRd/jy5cvGoEGDXH4Pch5t2rRx6r2eNWtWvsFq7t8Do0ePNjIyMozdu3dbHfvnP//p1HW++eYbIzAw0On+fXx8jClTpjhVuzjD3Y0bN9r01r59+yKrDwC4tbDmLgAAwE0kKipKO3bs0OLFi9W1a9cC18z18/PTgw8+qJ9++knr1q1T3bp1b1Cn1jw8PDRjxgz997//VaNGjfIdd/fdd2vt2rUaN27cdV1v/Pjx+uOPP/T000/rtttuK3B85cqVNWjQIC1evFinTp1SpUqVruv6+enWrZt+/PFHPfHEE7rjjjsKXEvU09NT9913n5YvX67//ve/CggIKJa+8nr66ae1du1atWjRIt8xjRo10rJlyzR9+nR5eBT+PxsefPBBBQUFWT1XEjeN8vb21rRp07Rjxw716dNH/v7+DsfXqFFDY8eO1ffff5/vmJCQEG3YsEEvvfSSgoOD8x3XsGFDff3115o3b16h18F+8MEHFRcXp7fffltdunRR9erVFRAQ4NJ6tf7+/pozZ4527dqlgQMHKiQkpMBz6tWrp7Fjx2rTpk1OrwP+yCOPKC4uTpMnT1bbtm0VHh6uMmXKKCAgQHfeeaeeeOIJ/f7775oyZYrKlCmjCxcuWJ3v6L3MrV+/foqPj9fo0aOt1vvNKzAwUIMHD9aBAwc0evRop2oXp1atWtn8ruZGagCAwrIYhmGUdBMAAACwLy0tTdu3b9ehQ4d07tw5paeny9fXV5UqVVLdunV11113FftN0wpj79692rFjh3ljsapVq6ply5aKiIgoluvFx8dr165dOnfunC5evCgvLy8FBwfrtttuU/369VWzZs1iuW5BEhMTtXfvXh0+fFjnzp1TamqqfHx8FBISottvv11NmjRxKmArTvHx8frtt9908uRJWSwWValSRU2bNlXDhg2LpP7hw4d1++23K+c/Oxo2bOjwZm43Snp6ujZv3qxjx47p3LlzysjIUGBgoG677TbdcccdqlOnjkv1rly5os2bN2v//v26ePGivL29FR4erqioKKsbot1MsrOztWPHDsXFxSkhIUFJSUny8/NTSEiI6tSpowYNGljdMLG4TJkyRf/3f/9n7s+ePVtDhgxxqUZWVpZiY2N16NAhnT17VtnZ2apYsaJq166tVq1aqUyZMkXddqElJyerSpUqSklJkXTtxponT56Uj49PCXcGAHBHhLsAAAAAis3zzz+vt956y9z/4IMPNHbs2BLsCDeb3r17a+nSpeb+nj17iuwfF25Gn3/+uUaNGmXuP/nkk5o8eXIJdgQAcGeEuwAAAACKxdWrV1W9enWdOXNGklS2bFmdOHHC4Z/Q49Zy9OhRRUREKCsrS5JUvnx5nTt37rqWArnZNWvWTDt27DD39+3bp/r165dgRwAAd1Z6/xcTAAAAQIn64osvzGBXkgYOHEiwW8q5Mnfo6tWrGjJkiBnsStKQIUNKdbD7008/WQW7HTp0INgFAFyX0vu/mgAAAABKzJkzZ/Tiiy+a+xaLRU8++WTJNYQbomnTplqwYIEyMjIcjjty5Ig6depkdZM2Hx8fPf7448XdYolJSUmx+Q7885//LJlmAAClBssyAAAAALhuP/30kyQpNTVVe/bs0ccff6zTp0+bx/v166dvvvmmpNrDDWKxWCRJISEh6tKli6KiolSjRg0FBAQoOTlZf/75p9atW6fvvvvOasauJE2aNElPP/10SbRdLDZu3Ki0tDSlp6crLi5On3zyiQ4fPmwev/vuu/Xbb7+VYIcAgNKAcBcAAADAdcsJ9ewJDg7W3r17VbVq1RvYEUqCo8+BI0888YQmT55cqpZkqFmzpo4dO2b3WJkyZRQbG6smTZrc2KYAAKVO6flfTgAAAAA3nYCAAC1evJhg9xbh6s+5evXqmjVrlj788MNSFew6UqZMGc2cOZNgFwBQJLxKugEAAAAApYuPj49q1Kihzp07a9y4capZs2ZJt4Qb5Pjx49q8ebPWrl2r2NhYHT58WKdOndLly5fl4eGhcuXKKSwsTC1btlTHjh3Vq1cveXt7l3Tbxc7b21vh4eFq3769nnrqKTVq1KikWwIAlBIsywAAAAAAAAAAbujW+LsXAAAAAAAAAChlCHcBAAAAAAAAwA0R7gIAAAAAAACAGyLcBQAAAAAAAAA3RLgLAAAAAAAAAG6IcBcAAAAAAAAA3BDhLgAAAAAAAAC4IcJdAAAAAAAAAHBDhLsAAAAAAAAA4IYIdwEAAAAAAADADRHuAgAAAAAAAIAbItwFAAAAAAAAADdEuAsAAAAAAAAAbohwFwAAAAAAAADcEOEuAAAAAAAAALghwl0AAAAAAAAAcEOEuwAAAAAAAADghgh3AQAAAAAAAMANEe4CAAAAAAAAgBsi3AUAAAAAAAAAN0S4CwAAAAAAAABuiHAXAAAAAAAAANwQ4S4AAAAAAAAAuCHCXQAAAAAAAABwQ4S7AAAAAAAAAOCGCHcBAAAAAAAAwA0R7gIAAAAAAACAGyLcBQAAAAAAAAA3RLgLAAAAAAAAAG6IcBcAAAAAAAAA3BDhLgAAAAAAAAC4IcJdAAAAAAAAAHBDhLsAAAAAAAAA4IYIdwEAAAAAAADADRHuAgAAAAAAAIAbItwFAAAAAAAAADdEuAsAAAAAAAAAbohwFwAAAAAAAADcEOEuAAAAAAAAALghwl0AAAAAAAAAcEOEuzAlJSVp/vz5GjdunKKjoxUREaHg4GB5e3srLCxM7dq108SJE3X+/Pl8a6xbt04Wi8Wpx6uvvlpgT5mZmfrPf/6jNm3aqGLFiipbtqzq1KmjUaNGae/evU6/toSEBL388su68847FRQUpKCgIN155516+eWXHb6evPbs2aNRo0apTp06Klu2rCpWrKg2bdroP//5jzIzM52uAwAAAAAAAFwvi2EYRkk3gZvDTz/9pPvuu6/AcaGhofrqq6/UpUsXm2Pr1q1T+/btnbreK6+84jDgTUhIUNeuXbV161a7x318fDRlyhSNGDHC4XW2bNmiXr166fTp03aPV6lSRUuXLlWLFi0c1pk2bZrGjBmjjIwMu8dbtGihlStXKjQ01GEdAAAAAAAAoCgQ7sL0008/adiwYWrfvr2aNWum6tWrq0qVKsrOztaJEye0aNEiLV68WFlZWfL29lZsbKwaN25sVSN3uDtz5kxFRUXle72wsDCFhYXZPZaVlaV27drp119/lST16dNHjz76qMqXL68tW7boX//6l86ePSsPDw+tWLFC999/v906x48fV7NmzXTu3Dl5eXnpn//8p2JiYiRJK1as0Pvvv6/MzEyFhYVp+/btqlatmt06q1atUvfu3ZWdna1KlSrphRde0N13360LFy5o2rRpWrx4sSTp3nvv1bp16+Tp6engnQYAAAAAAACuH+EuTFlZWQWGkkuXLlXv3r0lSb179zZDzRy5w921a9eqXbt2hepl5syZGj58uCTp8ccf1yeffGJ1PD4+Xs2aNVNSUpIiIiK0f/9+eXl52dQZPHiw5syZI0lasGCB+vbta3V8wYIF6t+/vyRpyJAhmj17tk2Nq1evql69ejpy5IiCgoK0Y8cO1alTx2rM6NGj9emnn0qSZs2apUceeaRQrxsAAAAAAABwFmvuwuTMbNNevXqpbt26kqRffvml2Hp59913JUnly5fXpEmTbI5HRERowoQJkq4FvUuWLLEZc/r0ac2dO1eS1KVLF5tgV5L69etnLi8xZ84cu0s3LFmyREeOHJEkTZgwwSbYlaRJkyapXLly5jYAAAAAAABQ3Ah34bLAwEBJ0pUrV4qlflxcnPbv3y/pWvjq5+dnd1zu2bH2wt1ly5YpOztbkjR06NB8r5dTJzs7W8uWLbM5vnTpUrvXzM3Pz0/9+vWTJO3bt09xcXH5Xg8AAAAAAAAoCrZ/xw44cPDgQe3atUuSVK9evWK5Rs46u5IUHR2d77jKlSsrMjJScXFx2rhxY6Hr5D62ceNGjRw50m6dunXrqnLlyg7rTJ061awTGRmZ79i8srOzderUKQUGBspisTh9HgAAAAAAAEoXwzCUnJys8PBweXg4nptLuIsCpaam6uTJk1q+fLkmTpyozMxMSdKTTz7p8LwXXnhBJ06c0OnTp+Xn56eaNWuqXbt2+sc//uEw+Ny3b5+5XVCAXK9ePcXFxen48eNKSUmRv7+/TZ3g4GCHoWyVKlUUFBSkpKQkc8ZwjsuXL+v48eNO95Ijb52CnDp1StWrV3fpHAAAAAAAAJRex48fV7Vq1RyOIdyFXbNnz3a4lMFzzz2nhx56yGGNTZs2mdsZGRnatWuXdu3apY8++kgvvfSSXnnlFbuzVE+cOGFuF/QBzglEDcPQiRMnzPWAc9cpqEZOnb1795pB7vX0IsmmTkFylro4fvy4goKCXDoXAAAAAAAApUdSUpKqV69u5kWOEO7CJU2aNNHnn3+uqKiofMdUqVJFffr00b333qvatWvLy8tLf/75p1asWKEvv/xSV69e1WuvvaaMjAy9+eabNucnJyeb2wEBAQ77yT1T9/Lly3brFFQjd538alxvL3mlp6crPT3d5jpBQUGEuwAAAAAAAHBq6U7CXdjVq1cvNW/eXJKUlpamw4cPa8GCBVqyZIkGDhyoDz74QDExMTbnRUVF6dixYypTpozV802bNlWvXr00cuRIde7cWYmJiXr77bfVv39/NW7c2Gps7hu1eXt7O+zTx8fH3E5LS7Nbp6AauevkV+N6e8nrrbfe0muvvVZgXwAAAAAAAEB+HK/Ii1tWSEiI7rjjDt1xxx2KiorSgAEDtHjxYn355Zc6cuSIevbsqdmzZ9uc5+/vbxPs5taiRQtNmTJF0rWlFHK2c/P19TW3MzIyHPaZe/Zr2bJl7dYpqEbuOvnVuN5e8powYYISExPNh6vLOAAAAAAAAACEu3DJww8/rL59+yo7O1tjxozRhQsXXK4xYMAAc+mB9evX2xzPvZ5IQcsbpKSkmNt5l03IqVNQjdx18qtxvb3k5ePjYy7BwFIMAAAAAAAAKAzCXbisZ8+ekq6Fmd9//73L53t5eSkyMlKSdPLkSZvjuW9clvuGZvbkzHi1WCw2NzzL2S+oRu46uW+KJklVq1Z1uRd7dQAAAAAAAICiRrgLl1WsWNHcPnbsWKFqOFoQukGDBub2gQMHHNbJOV69enWrG5rlrpOYmKjTp0/nW+Ovv/5SUlKSJKl+/fpWxwIDA82g1tle7NUBAAAAAAAAihrhLlyWe7ZtQcsP2JOZmam4uDhJUnh4uM3xe++919y2t2xDjtOnT5t1WrduXeg6uY85qnPw4EGHIXFBdQAAAAAAAICiRLgLly1cuNDcbtSokcvnf/PNN0pMTJQkRUdH2xyPjIw0Z74uWLBAqampduvkvqFb7969bY736NFDHh7XPuKzZs3Kt5+cOh4eHurRo4fN8V69etm9Zm6pqalasGCBpGszhnOWnQAAAAAAAACKC+EuTLNnz9aVK1ccjpk8ebJWrVolSapVq5batGljHrt48aLWrVvn8PzY2FiNGTNG0rWlGf7xj3/YHff0009Lki5cuKDx48fbHD98+LDeeustSVJERITdcLdy5cr6+9//LklavXq1Fi1aZDNm4cKFWr16taRrN4urXLmyzZjevXurdu3akqS33npLhw8fthnzzDPP6OLFi+Y2AAAAAAAAUNwshmEYJd0Ebg41a9ZUcnKyHnjgAd17772qU6eOAgIClJycrN27d2vu3LnauHGjJMnb21srV65Up06dzPOPHj2qWrVq6c4771SvXr3UrFkzValSRZ6envrzzz+1YsUKzZkzRxkZGZKuhaATJ06020tWVpaio6PN6z3wwAN69NFHVa5cOcXGxuqNN97Q2bNn5eHhoRUrVuj++++3W+f48eNq1qyZzp07Jy8vL40bN04xMTGSpBUrVui9995TZmamKlasqB07dtjclC3HqlWr1L17d2VnZ6tSpUp68cUX1aJFC128eFHTpk3Tt99+K+naEg7r1q2Tp6enS+99UlKSgoODlZiYqKCgIJfOBQAAAAAAQOnhSk5EuAtTzZo1nbpBWrVq1TRz5kzdd999Vs/nhLsF8fT01EsvvaSXX37Z4Y3VEhIS1LVrV23dutXucR8fH02ZMkUjRoxweL0tW7aoV69e+a6XW7lyZS1dulR33323wzrTpk3TmDFjzHA6rxYtWmjlypUKDQ11WMcewl0AAAAAAABIhLsopIMHD2rlypXauHGj4uPjdebMGZ0/f15ly5ZVWFiYmjRpopiYGPXr109+fn4252dkZGjZsmXavHmzYmNjdfLkSSUkJOjKlSsKDg5W3bp11a5dO40YMUI1a9Z0qqfMzExNmzZNX3/9tfbv36+UlBSFh4erY8eOGjt2rBo2bOhUnYSEBH344YdaunSpjh49KunashI9e/bUk08+qQoVKjhVZ8+ePfroo4+0Zs0anTp1Sv7+/qpfv77+/ve/a8SIEfLy8nKqTl6EuwAAAAAAAJAIdwG3Q7gLAAAAAAAAybWciBuqAQAAAAAAAIAbItwFAAAAAAAAADdEuAsAAAAAAAAAbohwFwAAAAAAAADcEOEuAAAAAAAAALghwl0AAAAAAAAAcEOEuwAAAAAAAADghgh3AQAAAAAAAMANEe4CAAAAAAAAgBsi3AUAAAAAAAAAN0S4CwAAAAAAAABuiHAXAAAAAAAAANwQ4S4AAAAAAAAAuCHCXQAAAAAAAABwQ4S7AAAAAAAAAOCGCHcBAAAAAAAAwA0R7gIAAAAAAACAGyLcBQAAAAAAAAA3RLgLAAAAAAAAAG6IcBcAAAAAAAAA3BDhLgAAAAAAAAC4Ia+SbgBAyejd+2GdPZtY0m2UemFhwVqyZE5JtwEAAAAAAEohwl3gFnX2bKK6dFlW0m2UeqtX9yjpFgAAAAAAQCnFsgwAAAAAAAAA4IYIdwEAAAAAAADADRHuAgAAAAAAAIAbItwFAAAAAAAAADdEuAsAAAAAAAAAbohwFwAAAAAAAADcEOEuAAAAAAAAALghwl0AAAAAAAAAcEOEuwAAAAAAAADghgh3AQAAAAAAAMANEe4CAAAAAAAAgBsi3AUAAAAAAAAAN0S4CwAAAAAAAABuiHAXAAAAAAAAANwQ4S4AAAAAAAAAuCHCXQAAAAAAAABwQ4S7AAAAAAAAAOCGCHcBAAAAAAAAwA0R7gIAAAAAAACAGyLcBQAAAAAAAAA3RLgLAAAAAAAAAG6IcBcAAAAAAAAA3BDhLgAAAAAAAAC4IcJdAAAAAAAAAHBDhLsAAAAAAAAA4IYIdwEAAAAAAADADRHuAgAAAAAAAIAbItwFAAAAAAAAADdEuAsAAAAAAAAAbohwFwAAAAAAAADcEOEuAAAAAAAAALghwl0AAAAAAAAAcEOEuwAAAAAAAADghgh3AQAAAAAAAMANEe4CAAAAAAAAgBsi3AUAAAAAAAAAN0S4CwAAAAAAAABuiHAXAAAAAAAAANwQ4S4AAAAAAAAAuCHCXQAAAAAAAABwQ4S7AAAAAAAAAOCGCHcBAAAAAAAAwA0R7gIAAAAAAACAGyLcBQAAAAAAAAA3RLgLAAAAAAAAAG6IcBcAAAAAAAAA3BDhLgAAAAAAAAC4IcJdAAAAAAAAAHBDhLsAAAAAAAAA4IYIdwEAAAAAAADADRHuAgAAAAAAAIAbItwFAAAAAAAAADdEuAsAAAAAAAAAbohwFwAAAAAAAADcEOEuAAAAAAAAALghwl0AAAAAAAAAcEOEuwAAAAAAAADghgh3AQAAAAAAAMANEe4CAAAAAAAAgBsi3AUAAAAAAAAAN0S4CwAAAAAAAABuiHAXAAAAAAAAANwQ4S4AAAAAAAAAuCHCXQAAAAAAAABwQ4S7AAAAAAAAAOCGCHchSUpKStL8+fM1btw4RUdHKyIiQsHBwfL29lZYWJjatWuniRMn6vz5807V27RpkwYNGqQaNWrI19dXlStXVpcuXTRv3jyX+po3b546d+6sypUry9fXVzVq1NCgQYO0efNmp2ukpqZq4sSJioqKUvny5eXv76969epp3LhxOnbsmNN1jh07pnHjxqlevXry9/dX+fLlFRUVpUmTJik1NdWl1wUAAAAAAABcL4thGEZJN4GS99NPP+m+++4rcFxoaKi++uordenSJd8xr776qt544w1lZ2fbPd6tWzctWrRIvr6++dZIS0vTgw8+qFWrVtk97uHhoZdfflmvvPKKw37j4+PVtWtXHTp0yO7xoKAgzZ07VzExMQ7rLF++XIMGDVJSUpLd45GRkVq5cqUiIiIc1slPUlKSgoODlZiYqKCgoELVcFXr1j3UpcuyG3KtW9nq1T20cSPvMwAAAAAAcI4rOREzd2GqXr26Bg8erA8//FCLFy/W5s2btXHjRn3zzTfq27evPD09lZCQoB49euj333+3W2Pq1Kl67bXXlJ2drTp16mjGjBmKjY3V0qVL1b59e0nSypUrNWzYMIe9DBs2zAx227dvr6VLlyo2NlYzZsxQnTp1lJ2drVdffVWff/55vjWSk5PVrVs3M9h99NFHtWbNGm3atEn//ve/FRAQoKSkJPXv31+7du3Kt87OnTvVv39/JSUlKSAgQP/+97+1adMmrVmzRo8++qgkKS4uTt26dVNycrLD1wUAAAAAAAAUFWbuQpKUlZUlT09Ph2OWLl2q3r17S5J69+6txYsXWx2/cOGCateurcTERN12223avn27QkNDra7Ru3dvLV++XJK0du1atWvXzuY6P//8szp27ChJ6t69u5YsWWLVW0JCgpo1a6Y///xTISEhOnLkiMqVK2dT5+WXX9Ybb7whSZo4caKeeeYZq+ObNm1SdHS0MjMzFR0drXXr1tl93W3bttUvv/wiLy8vbdiwQffcc4/V8UmTJmn8+PGSpFdeeUWvvvqq3TqOMHO39GLmLgAAAAAAcAUzd+GygoJdSerVq5fq1q0rSfrll19sjk+fPl2JiYmSpHfeeccq2M25xqeffmpea9KkSXav8+6770qSvLy8rMbnCA0N1TvvvCNJunTpkqZPn25T4+rVq/roo48kSfXr19e4ceNsxrRq1UrDhw+XJK1fv15bt261GRMbG2u+1uHDh9sEu5I0btw41a9fX5L04Ycf6urVq3ZfFwAAAAAAAFCUCHfhksDAQEnSlStXbI4tXbpU0rV1bPv06WP3/GrVqqlTp06SpDVr1tgsY5CcnKw1a9ZIkjp16qRq1arZrdOnTx/zXy6WLFlic3zt2rVm0DxkyBB5eNj/qD/yyCPmtr06Oa9JkoYOHWq3hoeHhwYPHizpWti8du1au+MAAAAAAACAokS4C6cdPHjQXJu2Xr16VscyMjIUGxsrSbrnnnvk7e2db53o6GhJUnp6urZt22Z1bOvWrcrIyLAaZ4+3t7datmxpnpN3tuyvv/5qcz17mjdvLj8/P0nSxo0bbY7n1PH391ezZs0KfE351QEAAAAAAACKGuEuHEpNTdWhQ4f0/vvvm+vTStKTTz5pNS4uLk5ZWVmSbIPfvHIf379/v9Wxffv22R3nqE5mZqZ50zRX63h5eSkiIsJuL7mfi4iIkJeXV4G95FcHAAAAAAAAKGr5p1W4Zc2ePTvfJQgk6bnnntNDDz1k9dyJEyfM7fyWUshRvXp1c/v48eNFVqdBgwY2dfz9/RUSElJgnf/97386d+6c0tPT5ePjI+na0hMJCQlO9VKuXDn5+/srJSXF5jXZk56ervT0dHM/KSmpwHMAAAAAAACA3Ji5C6c1adJEsbGxeuutt2SxWKyO5V47NyAgwGEdf39/c/vy5cvFWqegGo7quNJL7jp5e7HnrbfeUnBwsPnIHVQDAAAAAAAAziDchY1evXpp9+7d2r17t2JjYzVv3jz17t1bu3bt0sCBA7VixQqbc3LfYM3ReruSzJmxkpSWllasdQqq4aiOK73krpO3F3smTJigxMRE8+HMbF8AAAAAAAAgN5ZlgI2QkBCrpQyioqI0YMAAzZkzR0OGDFHPnj01Y8YMPfLII+YYX19fczvnhmj5yb0cQdmyZa2OFXWdgmo4quNKL7nr5O3FHh8fH6tQGQAAAAAAAHAVM3fhtIcfflh9+/ZVdna2xowZowsXLpjHAgMDze2CliVISUkxt/Mud1DUdZxZIiG/Oq70kruOM0s4AAAAAAAAANeLcBcu6dmzp6RrQeb3339vPp/7hmO5b4pmT+4lCPKuNVvUdVJSUnTp0iWn6lSsWNFqNq2vr68qVKjgVC8XL140w13WzwUAAAAAAMCNQLgLl1SsWNHcPnbsmLkdGRkpT09PSdKBAwcc1sh9vH79+lbHGjRoYHecozpeXl66/fbbC1UnMzNThw8ftttL7jrx8fHKzMwssJf86gAAAAAAAABFjXAXLjl58qS5nXv5AW9vb7Vo0UKStHnzZodr1K5fv17StXVnmzdvbnUsKirKvHlZzjh7MjIy9Ntvv5nnlClTxur4vffea3M9e7Zt22bOuG3durXN8Zw6KSkp2r59e4GvKb86AAAAAAAAQFEj3IVLFi5caG43atTI6livXr0kSUlJSVq8eLHd80+cOKGffvpJktSxY0erdW2la+vcduzYUZL0008/5bscwuLFi5WUlCRJ6t27t83xdu3aKTg4WJL0xRdfyDAMu3Vmz55tbturk/OaJGnWrFl2a2RnZ+vLL7+UdO1mdO3bt7c7DgAAAAAAAChKhLuQdC3kvHLlisMxkydP1qpVqyRJtWrVUps2bayOjxgxwgxUn3vuOZ0/f97qeFZWlh5//HFlZWVJkp555hm713n66aclXVsyYfTo0eb4HAkJCXr22WclXQtTR4wYYVPD29tbTzzxhCRp//79evfdd23GbN68WTNmzJAkRUdHKyoqymZMixYtzNc5Y8YMbd682WbMe++9p/3790uSxo4dazOLGAAAAAAAACgOFiO/KY24pdSsWVPJycl64IEHdO+996pOnToKCAhQcnKydu/erblz52rjxo2SrgWnK1euVKdOnWzqTJ06VY899pgkqU6dOnrhhRfUqFEjnTp1Sh988IHWrl0rSRo4cKC+/vrrfPsZOHCg5s+fL0lq3769nnzySYWHh2v37t3697//ba6TO3XqVI0cOdJujeTkZDVv3lxxcXGSpJEjR2rAgAEqW7as1q5dqzfffFOXL19W2bJltWnTJjVp0sRunZ07d6p169ZKS0tTQECAnn/+ebVv315paWmaP3++Pv/8c0nX1h3etm2bzWxkZyQlJSk4OFiJiYkKCgpy+fzCaN26h7p0WXZDrnUrW726hzZu5H0GAAAAAADOcSUnItyFpGvhbu4bpOWnWrVqmjlzpu677758x7zyyit644038l0KoWvXrvr222/l6+ubb420tDQ9+OCD5kzhvDw8PPTSSy/p1VdfddhvfHy8unbtqkOHDtk9HhQUpLlz5yomJsZhneXLl2vQoEHmUhB5RUZGauXKlYqIiHBYJz+Eu6UX4S4AAAAAAHAF4S5cdvDgQa1cuVIbN25UfHy8zpw5o/Pnz6ts2bIKCwtTkyZNFBMTo379+snPz6/Aeps2bdInn3yiX375RWfOnFFISIgaN26soUOHauDAgU739fXXX2v27Nn6/fffdenSJVWqVElt2rTRmDFjdM899zhVIyUlRZ988okWLlyo+Ph4ZWRkqHr16uratavGjh2rGjVqOFXn2LFj+vDDD7Vy5UqdOHFC3t7eioiIUN++fTVmzBin3pf8EO6WXoS7AAAAAADAFYS7gJsh3C29CHcBAAAAAIArXMmJuKEaAAAAAAAAALghwl0AAAAAAAAAcEOEuwAAAAAAAADghgh3AQAAAAAAAMANEe4CAAAAAAAAgBsi3AUAAAAAAAAAN0S4CwAAAAAAAABuiHAXAAAAAAAAANwQ4S4AAAAAAAAAuCHCXQAAAAAAAABwQ4S7AAAAAAAAAOCGCHcBAAAAAAAAwA0R7gIAAAAAAACAGyLcBQAAAAAAAAA3RLgLAAAAAAAAAG6IcBcAAAAAAAAA3BDhLgAAAAAAAAC4IcJdAAAAAAAAAHBDhLsAAAAAAAAA4IYIdwEAAAAAAADADRHuAgAAAAAAAIAbItwFAAAAAAAAADdEuAsAAAAAAAAAbohwFwAAAAAAAADcEOEuAAAAAAAAALghwl0AAAAAAAAAcEOEuwAAAAAAAADghgh3AQAAAAAAAMANEe4CAAAAAAAAgBsi3AUAAAAAAAAAN0S4CwAAAAAAAABuiHAXAAAAAAAAANwQ4S4AAAAAAAAAuCHCXQAAAAAAAABwQ4S7AAAAAAAAAOCGCHcBAAAAAAAAwA0R7gIAAAAAAACAGyLcBQAAAAAAAAA3RLgLAAAAAAAAAG6IcBcAAAAAAAAA3BDhLgAAAAAAAAC4IcJdAAAAAAAAAHBDhLsAAAAAAAAA4IYIdwEAAAAAAADADRHuAgAAAAAAAIAbItwFAAAAAAAAADdEuAsAAAAAAAAAbohwFwAAAAAAAADcEOEuAAAAAAAAALghwl0AAAAAAAAAcEOEuwAAAAAAAADghgh3AQAAAAAAAMANEe4CAAAAAAAAgBsi3AUAAAAAAAAAN0S4CwAAAAAAAABuiHAXAAAAAAAAANwQ4S4AAAAAAAAAuCHCXQAAAAAAAABwQ4S7AAAAAAAAAOCGCHcBAAAAAAAAwA0R7gIAAAAAAACAGyLcBQAAAAAAAAA3RLgLAAAAAAAAAG6IcBcAAAAAAAAA3BDhLgAAAAAAAAC4IcJdAAAAAAAAAHBDhLsAAAAAAAAA4IYIdwEAAAAAAADADRHuAgAAAAAAAIAbItwFAAAAAAAAADdEuAsAAAAAAAAAbohwFwAAAAAAAADcEOEuAAAAAAAAALghwl0AAAAAAAAAcEOEuwAAAAAAAADghgh3AQAAAAAAAMANEe4CAAAAAAAAgBsi3AUAAAAAAAAAN0S4CwAAAAAAAABuiHAXAAAAAAAAANwQ4S4AAAAAAAAAuCHCXQAAAAAAAABwQ4S7AAAAAAAAAOCGCHcBAAAAAAAAwA0R7gIAAAAAAACAGyLcBQAAAAAAAAA3RLgLAAAAAAAAAG6IcBdWtm3bptdff12dO3dWtWrV5OPjo4CAAEVGRmro0KH69ddfC6wxe/ZsWSwWpx6zZ88usF5qaqomTpyoqKgolS9fXv7+/qpXr57GjRunY8eOOf3ajh07pnHjxqlevXry9/dX+fLlFRUVpUmTJik1NdXpOps2bdKgQYNUo0YN+fr6qnLlyurSpYvmzZvndA0AAAAAAADgenmVdAO4ebRt21a//PKLzfMZGRk6dOiQDh06pNmzZ2vw4MGaNm2avL29i72n+Ph4de3aVYcOHbJ6/uDBgzp48KCmT5+uuXPnKiYmxmGd5cuXa9CgQUpKSjKfS01N1bZt27Rt2zZNnz5dK1euVEREhMM6r776qt544w1lZ2ebz505c0Y//PCDfvjhB82dO1eLFi2Sr69vIV4tAAAAAAAA4DzCXZhOnTolSQoPD1ffvn3Vpk0b3XbbbcrKytLmzZv13nvv6eTJk/ryyy919epVff311wXWXL16tcLDw/M9Xq1atXyPJScnq1u3bmaw++ijj2rAgAEqW7as1q5dq7feektJSUnq37+/Nm7cqCZNmtits3PnTvXv319paWkKCAjQhAkT1L59e6WlpWn+/PmaNm2a4uLi1K1bN23btk2BgYF260ydOlWvvfaaJKlOnTp6/vnn1ahRI506dUoffvih1q5dq5UrV2rYsGFOvTcAAAAAAADA9SDchalevXp688039cADD8jT09PqWMuWLfXwww+rdevWiouL07x58/TYY4+pbdu2DmtGRkaqZs2ahepn0qRJiouLkyRNnDhRzzzzjHnsnnvuUbt27RQdHa3U1FQ9+eSTWrdund06Y8eOVVpamry8vPTDDz/onnvuMY916NBBt99+u8aPH6+4uDi99957evXVV21qXLhwQc8++6wk6bbbbtNvv/2m0NBQ83hMTIx69+6t5cuXa968eRo5cqTatWtXqNcNAAAAAAAAOIM1d2FasWKF+vXrZxPs5ggNDdV7771n7i9atKjYerl69ao++ugjSVL9+vU1btw4mzGtWrXS8OHDJUnr16/X1q1bbcbExsaaS00MHz7cKtjNMW7cONWvX1+S9OGHH+rq1as2Y6ZPn67ExERJ0jvvvGMV7EqSp6enPv30U/O9mzRpktOvFQAAAAAAACgMwl24pH379ub24cOHi+06a9euNcPUIUOGyMPD/kf1kUceMbeXLFlic3zp0qXm9tChQ+3W8PDw0ODBgyVJly5d0tq1a/OtExQUpD59+titU61aNXXq1EmStGbNGiUnJ9sdBwAAAAAAABQFwl24JD093dzOb4ZvUfj111/N7ejo6HzHNW/eXH5+fpKkjRs35lvH399fzZo1y7dO7mvkrZORkaHY2FhJ15aDcHQjuZw66enp2rZtW77jAAAAAAAAgOtFuAuXrF+/3tzOWcrAkaFDhyo8PFze3t4KDQ1Vy5Yt9eKLL+rkyZMOz9u3b5+5Xa9evXzHeXl5KSIiQpK0f/9+m+M5z0VERMjLK/8lpnNfI2+duLg4ZWVlFdhLQXUAAAAAAACAokS4C6dlZ2fr7bffNvf79etX4Dnr1q3TX3/9patXr+r8+fPasmWL/v3vfysiIkJTp07N97wTJ05IujbjNiQkxOE1qlevLkk6d+6c1cziK1euKCEhQdK1JRMcKVeunPz9/SVJx48ft9uLM3VyerFXBwAAAAAAAChK+U9lBPKYPHmyuTxBnz59HC5zULt2bfXp00f33HOPGXgeOXJE3377rRYtWqQrV67osccek8Vi0ciRI23Oz1mvNiAgoMC+ckJZSbp8+bJ8fHysarhSJyUlRZcvX7bbizN18vaSn/T0dKsgOikpqcD+AAAAAAAAgNwId+GU9evX67nnnpMkhYWF6bPPPst3bO/evTVkyBBZLBar56OiotS/f3+tWLFCffr00dWrV/XUU0+pR48eqly5stXYK1euSJLD9W1z5IS5kpSWlmZTw9U6uWu4Wie/XvJ666239NprrxXYEwAAAAAAAJAflmVAgfbu3avevXsrMzNTvr6+WrhwocLCwvIdHxwcbBPs5hYTE6OXX35ZkpSamqoZM2bYjPH19ZV07WZmBck9A7Zs2bI2NVytk7uGq3Xy6yWvCRMmKDEx0XywhAMAAAAAAABcRbgLh/744w917txZFy9elKenp+bPn6+2bdted92RI0eaAXDum7TlCAwMlOR4aYMcKSkp5nbuZRNyarhaJ+/SC67Uya+XvHx8fBQUFGT1AAAAAAAAAFxBuIt8nTp1Sp06ddKpU6dksVg0c+ZM9ezZs0hqh4WFqUKFCpKkkydP2hzPuXFZSkqKLl265LBWzqzXihUrWi2L4Ovra14j903R7Ll48aIZzOa+KVruXpypk3sGbt46AAAAAAAAQFEi3IVdCQkJuu+++3TkyBFJ0scff6zBgwcX6TUcLd3QoEEDc/vAgQP5jsvMzNThw4clSfXr18+3Tnx8vDIzM/Otk/saeetERkbK09OzwF4KqgMAAAAAAAAUJcJd2EhMTFSXLl20b98+SdLbb7+t0aNHF+k1zp07p4SEBElSeHi4zfF7773X3La3bEOObdu2mTNuW7dunW+dlJQUbd++Pd86ua+Rt463t7datGghSdq8ebPDdXdz6vj4+Kh58+b5jgMAAAAAAACuF+EurKSmpqpbt27asWOHJOmFF17Qs88+W+TX+fzzz2UYhiQpOjra5ni7du0UHBwsSfriiy/MsXnNnj3b3O7du7fN8V69epnbs2bNslsjOztbX375pSQpJCRE7du3z7dOUlKSFi9ebLfOiRMn9NNPP0mSOnbsaLVWLwAAAAAAAFDUCHdhysjIUO/evbVx40ZJ0tixY/Wvf/3LpRpHjx7Vzp07HY5ZsWKFXn/9dUlS2bJlNXToUJsx3t7eeuKJJyRJ+/fv17vvvmszZvPmzZoxY4akawFxVFSUzZgWLVqoTZs2kqQZM2Zo8+bNNmPee+897d+/X9K111ymTBmbMSNGjDDD5ueee07nz5+3Op6VlaXHH39cWVlZkqRnnnkmn1cPAAAAAAAAFA2vkm4AN4+BAwfqhx9+kCR16NBBw4cP1549e/Id7+3trcjISKvnjh49qvbt2+uee+5R9+7d1bhxY4WFhUmSjhw5okWLFmnRokXmTNx3331XVatWtVv/mWee0TfffKO4uDiNHz9e8fHxGjBggMqWLau1a9fqzTffVGZmpsqWLasPPvgg3z4//PBDtW7dWmlpaercubOef/55tW/fXmlpaZo/f74+//xzSdfW1h03bpzdGuXLl9c777yjxx57TMeOHdPdd9+tF154QY0aNdKpU6f0wQcfaO3ateb72K5du3z7AQAAAAAAAIqCxcjv791xy3F0gzN7atSooaNHj1o9t27dOrvLGuTl5+enyZMna+TIkQ7HxcfHq2vXrjp06JDd40FBQZo7d65iYmIc1lm+fLkGDRqkpKQku8cjIyO1cuVKRUREOKzzyiuv6I033sh3mYiuXbvq22+/la+vr8M6eSUlJSk4OFiJiYkKCgpy6dzCat26h7p0WXZDrnUrW726hzZu5H0GAAAAAADOcSUnYuYuilSzZs301VdfafPmzdq2bZv++usvJSQkKDMzU+XKlVPDhg3VsWNHjRgxwpzR60hERIR27typTz75RAsXLlR8fLwyMjJUvXp1de3aVWPHjlWNGjUKrNO9e3f973//04cffqiVK1fqxIkT8vb2VkREhPr27asxY8bIz8+vwDqvvfaaunTpok8++US//PKLzpw5o5CQEDVu3FhDhw7VwIEDnXqfAAAAAAAAgOvFzF3gJsDM3dKLmbsAAAAAAMAVzNy9Tn/88YfOnDmj8uXL26wpCwAAAAAAAAA3A4+SbuBG2LZtm2JjYxUbG5vvWqmStHTpUt1+++2KiIhQ69atVb9+fVWtWlWffPLJDewWAAAAAAAAAApW6mfu7tmzRy1atJDFYtHdd9+tTZs22R03b948DRo0SJKsAuC//vpLTzzxhPbv368pU6bckJ4BAAAAAAAAoCClfubuihUrzO2RI0faHZOUlKQxY8bkO6vXMAx99tlnWraMdTMBAAAAAAAA3BxKfbi7ZcsWczsmJsbumJkzZ+rixYuyWCzy8/PTrFmzdPHiRf35558aOHCgpGsB77/+9a8b0jMAAAAAAAAAFKTUh7txcXGSpKpVqyo0NNTumPnz55vbr7zyioYMGaLg4GBVq1ZNc+bMUcOGDSVJ27dv17Fjx4q/aQAAAAAAAAAoQKkPd0+dOiWLxaLq1avbPX7p0iVt27ZNkuTl5aURI0ZYHffw8NCQIUPM/ZyxAAAAAAAAAFCSSn24m5KSIkkKCAiwe3zjxo3Kzs6WxWJRq1atFBISYjOmUaNG5vbJkyeLpU8AAAAAAAAAcEWpD3fLlCkjSUpNTbV7fMOGDeZ2dHS03TGBgYHm9uXLl4uwOwAAAAAAAAAonFIf7laoUEGGYejQoUN2j//www/mdn7hbnJysrnt4+NTtA0CAAAAAAAAQCGU+nD3zjvvlCSdO3dOv/32m9WxPXv26Pfff5d0LbRt3bq13RrHjx83tytWrFhMnQIAAAAAAACA80p9uBsTE2NujxgxQkeOHJEknT17Vo8++qgkyWKxqGvXrvL29rZbI/dN1CIiIoqxWwAAAAAAAABwTqkPdwcNGqQqVapIkvbv36/IyEiFh4crPDxcsbGx5rgnn3wy3xrfffedJMnT01NNmjQpznYBAAAAAAAAwCmlPtwNCAjQnDlz5OPjI8MwlJ2drTNnzig7O1uGYUiSHn/8cd177712z1+/fr2OHz8ui8Wiu+66S35+fjeyfQAAAAAAAACwq9SHu5LUoUMH/fbbb+rWrZsZ8kpSrVq19OGHH+rjjz/O99x3331XkmQYhtUSDwAAAAAAAABQkrxKuoEb5c4779Ty5cuVlZWlc+fOydfXVyEhIQWe98wzz+jpp5+WJDVq1KiYuwQAAAAAAAAA59wy4W4OT09PVa5c2enxbdu2LcZuAAAAAAAAAKBwSn2426FDB3N75syZqlmzZsk1AwAAAAAAAABFpNSHu+vWrZPFYlH16tUJdgEAAAAAAACUGqX+hmrlypWTdO3maQAAAAAAAABQWpT6cDc8PFySdOXKlRLuBAAAAAAAAACKTqkPd6Ojo2UYhvbt26erV6+WdDsAAAAAAAAAUCRKfbj7yCOPSJIuX76s2bNnl2gvAAAAAAAAAFBUSn2427x5c40dO1aGYejpp5/Wxo0bS7olAAAAAAAAALhupT7claRJkybp8ccfV3Jystq3b6+xY8dqz549Jd0WAAAAAAAAABSaV0k3UNw6dOhgbgcGBio5OVlTpkzRlClTFBwcrFq1aikwMFAeHgXn3BaLRWvWrCnOdgEAAAAAAADAKaU+3F23bp0sFou5n7NtGIYuXbqkXbt2OVXHMAyrOgAAAAAAAABQkkp9uCtdC2YLcwwAAAAAAAAAblalPtydNWtWSbcAAAAAAAAAAEWu1Ie7Q4YMKekWAAAAAAAAAKDIFXwXMQAAAAAAAADATYdwFwAAAAAAAADcEOEuAAAAAAAAALihUr/mrj3JycnatGmTduzYoYSEBCUmJsowDM2YMaOkWwMAAAAAAAAAp9xS4e7x48f1+uuv6+uvv9aVK1fM5w3DkMVisRvudurUSfv27ZPFYtHatWsVGRl5I1sGAAAAAAAAALtumWUZ/vvf/6px48aaOXOm0tLSZBiG+XBk0KBBOn36tE6fPq0vvvjiBnULAAAAAAAAAI7dEuHuDz/8oH79+pnLL5QpU0adOnXSk08+qTp16jg8t1+/fvLz85MkLV269AZ0CwAAAAAAAAAFK/XhbmpqqoYOHaqrV69Kku6//34dOXJEP/zwg95//31FREQ4PN/Pz0/33XefDMPQgQMHdPr06RvRNgAAAAAAAAA4VOrD3RkzZuivv/6SxWJRp06dtHz5clWtWtWlGnfffbe5vXv37qJuEQAAAAAAAABcVurD3eXLl5vbH3/8sTw8XH/J9erVM7ePHDlSJH0BAAAAAAAAwPUo9eHuvn37JEm33367IiMjC1WjXLly5nZiYmKR9AUAAAAAAAAA16PUh7sJCQmyWCyqVq1aSbcCAAAAAAAAAEWm1Ie7gYGBkq7dWK2wzpw5Y25XqFDhunsCAAAAAAAAgOtV6sPdKlWqyDAM7d+/X4ZhFKrGpk2bzO1atWoVVWsAAAAAAAAAUGilPtxt06aNJCkpKUnfffedy+enpaXp66+/liT5+PiodevWRdofAAAAAAAAABRGqQ93+/TpY24//fTTSklJcen8f/7zn+a6vd27d5ePj09RtwgAAAAAAAAALiv14W7Hjh3Vrl07GYahgwcPqlOnTjp69GiB5yUnJ2vkyJH6/PPPJUkWi0UvvfRSMXcLAAAAAAAAAM7xKukGboTp06erVatWOnfunGJjY1W/fn11795d7du319mzZ81xixcv1tmzZ/Xbb7/pv//9r5KSkmQYhiwWi9544w3dcccdJfgqAAAAAAAAAOD/uyXC3dq1a2vVqlXq0aOHTp06pfT0dH377bf69ttvJV2blStJffv2Nc/JffO1p556ShMmTLixTQMAAAAAAACAA6V+WYYcTZs21f/+9z89/PDD8vLykmEY5iNH3udq1Kih+fPn69133y2ptgEAAAAAAADArlti5m6O8uXL64svvtCbb76p+fPn65dfftGePXt0/vx5paSkKDg4WJUqVVLLli3VpUsX9enTR56eniXdNgAAAAAAAADYuKXC3RxVq1bVuHHjNG7cuJJuBQAAAAAAAAAK5ZZZlgEAAAAAAAAAShPCXQAAAAAAAABwQ4S7AAAAAAAAAOCGCHcBAAAAAAAAwA2VihuqeXp63pDrWCwWZWZm3pBrAQAAAAAAAIAjpSLcNQxDFotFhmGUdCsAAAAAAAAAcEOUinBXktPBrsVicWp8zjhXagMAAAAAAADAjVIqwt0//vijwDE7d+7UyJEjlZCQoDJlyuhvf/ub7r//fjVs2FAVKlSQj4+PkpOT9ccffyg2NlYLFy7UkSNHZLFYNGDAAL3xxhvy8ioVbxcAAAAAAACAUqBUpJU1atRweHzNmjUaOHCgMjIy1L59e02bNk21a9e2O7ZJkybq3bu33nzzTU2fPl1PPvmkvvnmGyUkJOj7778vjvYBAAAAAAAAwGUeJd1AcTtz5owGDBigjIwM3XfffVq9enW+wW5uFotFjz76qFauXCkPDw+tWbNGL7zwwg3oGAAAAAAAAAAKVurD3enTp+v8+fOyWCz6z3/+4/LSCu3atdPDDz8swzD06aefKjU1tZg6BQAAAAAAAADnlfpwd+nSpZKkBg0aqGbNmoWqERMTI0m6fPmyfv755yLqDAAAAAAAAAAKr9SHu8eOHZPFYlHFihULXSP3uX/++WdRtAUAAAAAAAAA16XUh7spKSmSpOPHjxe6xokTJ2zqAQAAAAAAAEBJKvXhbtWqVWUYhg4fPqxdu3YVqsb8+fOt6gEAAAAAAABASSv14W6nTp3M7WHDhikxMdGl87/88kstX75ckuTh4aH27dsXaX8AAAAAAAAAUBilPtwdNWqUPD09JUm///67WrZsqTVr1hR4XlJSkp555hkNGzZMkmSxWNSzZ09VqVKlWPsFAAAAAAAAAGd4lXQDxa1x48Z6/vnn9cYbb8hisejgwYPq3Lmzbr/9dnXu3Fl33HGHKlSoIG9vbyUnJ+vo0aOKjY3Vjz/+qCtXrsgwDEnXbqo2ZcqUEn41AAAAAAAAAHBNqQ93Jem1115Tenq6Jk6cKIvFIsMwdOjQIR06dCjfcwzDkMVikSRVr15dq1evVuXKlW9UywAAAAAAAADgUKlfliHH22+/rR9//FH169eXdC28zf3I+5wklSlTRqNHj9bu3btVr169EusdAAAAAAAAAPK6JWbu5ujYsaP27NmjTZs2aenSpdq6davi4+N18eJFZWRkKCgoSGFhYbrrrrvUpk0b9evXT+XLly/ptgEAAAAAAADAxi0V7uZo1aqVWrVqVdJtAAAAAAAAAEChlfpwd9iwYeb2K6+8oho1apRgNwAAAAAAAABQNEp9uDt79mxZLBZVqlRJM2fOLOl2AAAAAAAAAKBIlPobqgUFBUmSIiIiSrgTAAAAAAAAACg6pT7crVKliiQpOzu7hDsBAAAAAAAAgKJT6sPdli1byjAMHThwgIAXAAAAAAAAQKlR6sPdwYMHS5IuXryoxYsXl3A3AAAAAAAAAFA0Sn242759e/Xv31+GYej//u//dOjQoZJuCQAAAAAAAACuW6kPdyVp2rRp6tatm86cOaOoqChNnjxZFy9eLOm2AAAAAAAAAKDQvEq6geI2bNgwSVJoaKgCAwOVlJSkp59+Ws8995zq16+vOnXqKDAwUB4eBefcFotFM2bMKO6WAQAAAAAAAKBApT7cnT17tiwWi7lvsVhkGIauXr2q3bt3a/fu3S7VI9wFAAAAAAAAcDMo9eGuJBmG4dLz+ckdEgMAAAAAAABASSr14e4rr7xS0i0AAAAAAAAAQJEj3AUAAAAAAAAAN1TwXcQAAAAAAAAAADcdwl2Ytm3bptdff12dO3dWtWrV5OPjo4CAAEVGRmro0KH69ddfXar33XffqXfv3matatWqqXfv3vruu++crpGZman//Oc/atOmjSpWrKiyZcuqTp06GjVqlPbu3et0nYSEBL388su68847FRQUpKCgIN155516+eWXdf78eafr7NmzR6NGjVKdOnVUtmxZVaxYUW3atNF//vMfZWZmOl0HAAAAAAAAuF4Ww9W7iqFUatu2rX755ZcCxw0ePFjTpk2Tt7d3vmOys7M1cuRIzZgxI98xI0aM0NSpU+Xhkf+/LyQkJKhr167aunWr3eM+Pj6aMmWKRowY4bDnLVu2qFevXjp9+rTd41WqVNHSpUvVokULh3WmTZumMWPGKCMjw+7xFi1aaOXKlQoNDXVYx56kpCQFBwcrMTFRQUFBLp9fGK1b91CXLstuyLVuZatX99DGjbzPAAAAAADAOa7kRLf0zN0DBw5oxYoVmjNnjqZPn65FixZp/fr1SkpKKunWbrhTp05JksLDwzV27FgtWrRIsbGx2rx5s95//31VrVpVkvTll1/qkUcecVjrhRdeMIPdu+66S/PmzVNsbKzmzZunu+66S5I0ffp0vfjii/nWyMrKUu/evc1gt0+fPvruu++0ZcsWffTRRwoLC1N6erpGjRrlcCbw8ePH1b17d50+fVpeXl4aP368NmzYoA0bNmj8+PHy8vLSX3/9pe7du+vEiRP51lm1apUee+wxZWRkqFKlSvroo4+0ZcsWfffdd+rTp48kKTY2Vr1791ZWVpbD9wcAAAAAAAAoCrfczN2tW7dqypQpWrZsWb4hrsVi0R133KERI0bokUceUUBAwA3u8saLiYnR4MGD9cADD8jT09PmeEJCglq3bq24uDhJ0vr169W2bVubcXFxcWrYsKEyMzPVvHlzbdiwQWXLljWPp6amKjo6Wtu2bZOXl5f279+viIgImzozZ87U8OHDJUmPP/64PvnkE6vj8fHxatasmZKSkhQREaH9+/fLy8v2/oCDBw/WnDlzJEkLFixQ3759rY4vWLBA/fv3lyQNGTJEs2fPtqlx9epV1atXT0eOHFFQUJB27NihOnXqWI0ZPXq0Pv30U0nSrFmzCgzA82LmbunFzF0AAAAAAOAKZu7akZKSokcffVQtW7bUV199pcTEROXk2oZhWD2ys7O1e/dujR07VvXr19ePP/5Ywt0XvxUrVqhfv352g11JCg0N1XvvvWfuL1q0yO64Dz74wFx79uOPP7YKdiXJz89PH3/8saRr6+lOnjzZbp13331XklS+fHlNmjTJ5nhERIQmTJgg6VrQu2TJEpsxp0+f1ty5cyVJXbp0sQl2Jalfv37q0qWLJGnOnDl2l25YsmSJjhw5IkmaMGGCTbArSZMmTVK5cuXMbQAAAAAAAKC43RLhbmpqqrp06aKZM2eaAW4OT09PhYaGKjw8XIGBgebzOWNOnjyprl27auHChTe875tN+/btze3Dhw/bHDcMQ//9738lSfXq1VPLli3t1mnZsqXq1q0rSfrvf/+rvJPH4+LitH//fknXwlc/Pz+7dXLPjrUX7i5btkzZ2dmSpKFDh+b3ssw62dnZWrbMdobl0qVL7V4zNz8/P/Xr10+StG/fPnOGMwAAAAAAAFBcbolwd9SoUdq0aZO5X6NGDb311lvavXu30tLSdPbsWZ04cUKJiYk6e/asli9frn79+slischisSgrK0sPP/ywGTjeqtLT081tezN8//jjD3Pt3ujoaIe1co6fPHlSR48etTr266+/2oyzp3LlyoqMjJQkbdy40ea4s3VyH3NUp27duqpcuXKh6wAAAAAAAABFqdSHu1u3btXcuXNlsVgkXVsb9cCBA3r22WfVsGFDm5AyNDRU3bp10/z587V582ZVrVpVFotFGRkZGj9+fEm8hJvG+vXrze369evbHN+3b5+5Xa9ePYe1ch/PG5oXps7x48eVkpJit05wcLDDULZKlSrm+iV5e7l8+bKOHz/uUi/26gAAAAAAAABFrdSHuzlrrkrSsGHD9PHHH8vHx8epc6OiovTTTz+Z68Z+//33On/+fLH0ebPLzs7W22+/be7nLEGQ24kTJ8ztatWqOaxXvXp1czsnPL2eOoZhWJ2Xu05BNXLXKYpe7NUBAAAAAAAAilqpD3d//vlnSZKXl5dVOOmsyMhIjRw5UtK1gDP37NVbyeTJkxUbGytJ6tOnj5o1a2YzJjk52dwOCAhwWM/f39/cvnz5crHWKahG7jrF1Ute6enpSkpKsnoAAAAAAAAArij14e6pU6dksVjUqFEjVahQoVA1OnToYG6fPHmyqFpzG+vXr9dzzz0nSQoLC9Nnn31md9yVK1fMbW9vb4c1c8+eTktLK9Y6BdXIXae4esnrrbfeUnBwsPnIPesXAAAAAAAAcEapD3dz1mHNWVO1MHKfm5qaet09uZO9e/eqd+/eyszMlK+vrxYuXKiwsDC7Y319fc3tjIwMh3Vz35wtZ9mL4qpTUI3cdYqrl7wmTJigxMRE88EyDgAAAAAAAHCVV0k3UNxCQ0N18uRJHTlypNA1/vjjD3O7sLN/3dEff/yhzp076+LFi/L09NT8+fPVtm3bfMcHBgaa2wUtS5D75md5lzvIWyd3wOpqndTU1AJ7yV2noF6cqWGvTl4+Pj5Or/0MAAAAAAAA2FPqZ+7WrVtX0rUbXP3666+FqvHVV1+Z2/Xq1SuSvm52p06dUqdOncxlLWbOnKmePXs6PCf3Dcfy3twsr9wzVfMuSVCYOhaLxeaGZzn7BdXIXSdvL1WrVnW5F3t1AAAAAAAAgKJW6sPdbt26mdsjRoxQQkKCS+d/+umnWrNmjSSpXLlyatWqVZH2dzNKSEjQfffdZ852/vjjjzV48OACz2vQoIG5feDAAYdjcx+vX7/+ddepXr261Q3NctdJTEzU6dOn863x119/mTc0y9tLYGCgGdRez2sCAAAAAAAAilqpD3eHDh1qLqUQFxenFi1aaOXKlQWed+HCBT3xxBP6v//7P0nXZoY+8cQT8vAo3W9ZYmKiunTpon379kmS3n77bY0ePdqpc2vVqqXw8HBJ127C5siGDRskXZsZW7NmTatj9957r7ntqM7p06cVFxcnSWrdurXNcWfr5D7mqM7BgwcdhsQF1QEAAAAAAACKUulOKiWFhITogw8+kGEYslgsOnr0qHr06KGIiAiNGTNGU6dO1aJFi7Rs2TLNnTtX//rXv9SjRw9VrVpVn3zyiQzDkCTdcccdGj9+fAm/muKVmpqqbt26aceOHZKkF154Qc8++6zT51ssFnPphgMHDui3336zO+63334zZ7n27NlTFovF6nhkZKQ583XBggX53sRu9uzZ5nbv3r1tjvfo0cMM42fNmpVv3zl1PDw81KNHD5vjvXr1snvN3FJTU7VgwQJJ12YMR0ZG5ns9AAAAAAAAoChYjJz0spT76KOPNG7cOGVnZ5uBbd5QMbecMNgwDDVo0EA//fSTKleufKPaveEyMjLUvXt3/fDDD5KksWPH6oMPPnC5TlxcnBo0aKCsrCw1b95cGzZsUNmyZc3jaWlpatu2rbZt2yYvLy/t27dPt99+u02dmTNnavjw4ZKk0aNHa8qUKVbHDx8+rKZNmyopKUkRERHav3+/vLxs7w84ePBgzZkzR5K0cOFCPfjgg1bHFy5cqH79+kmShgwZYje8vXr1qurVq6cjR44oKChIO3bsUJ06dazGjB49Wp9++qmka0HyI488UsA7ZS0pKUnBwcFKTExUUFCQS+cWVuvWPdSly7Ibcq1b2erVPbRxI+8zAAAAAABwjis50S0T7krXZow+/vjj2rVrl82xnCA3Nz8/Pz3++ON6/fXX5evre4O6LBkPPPCAFi9eLEnq0KGDPvjgA4fht7e3d76zUydMmKC3335bknTXXXfp2WefVZ06dXT48GG988472rlzpznuzTfftFsjKytL0dHR2rhxo9nfo48+qnLlyik2NlZvvPGGzp49Kw8PD61YsUL333+/3TrHjx9Xs2bNdO7cOXl5eWncuHGKiYmRJK1YsULvvfeeMjMzVbFiRe3YscPmpmw5Vq1ape7duys7O1uVKlXSiy++qBYtWujixYuaNm2avv32W0nXlnBYt26dPD09833v7CHcLb0IdwEAAAAAgCsIdwvw22+/aenSpdqyZYvi4+N16dIlpaenKzg4WBUrVlTTpk3Vpk0bDRgwQMHBwSXd7g3hKMi1p0aNGjp69KjdY9nZ2Xr00Uc1c+bMfM8fPny4Pv/8c4drGCckJKhr167aunWr3eM+Pj6aMmWKRowY4bDXLVu2qFevXvmul1u5cmUtXbpUd999t8M606ZN05gxY5SRkWH3eM56zqGhoQ7r2EO4W3oR7gIAAAAAAFcQ7sJlRRnu5li1apU+//xzbd26VQkJCQoNDVVUVJRGjRqV70zbvDIzMzVt2jR9/fXX2r9/v1JSUhQeHq6OHTtq7NixatiwoVN1EhIS9OGHH2rp0qVm37Vq1VLPnj315JNPmjfdK8iePXv00Ucfac2aNTp16pT8/f1Vv359/f3vf9eIESPsLg3hDMLd0otwFwAAAAAAuIJwF3AzhLulF+EuAAAAAABwhSs5Uf5/Ew8AAAAAAAAAuGkR7gIAAAAAAACAGyLcBQAAAAAAAAA3RLgLAAAAAAAAAG6IcBcAAAAAAAAA3BDhLgAAAAAAAAC4IcJdAAAAAAAAAHBDhLsAAAAAAAAA4IYIdwEAAAAAAADADRHuAgAAAAAAAIAb8irpBopChw4dJEktWrTQ22+/XcLdAAAAAAAAAEDxKxXh7rp162SxWOTr62tzrHbt2pKkdu3aaebMmTe6NQAAAAAAAAAoFqUi3HXk6NGjslgsOn36dEm3AgAAAAAAAABFplSsuevldS2jzsrKKuFOAAAAAAAAAODGKBXhbkhIiCTpzz//LNlGAAAAAAAAAOAGKRXhbsOGDWUYhuLi4vTNN9+UdDsAAAAAAAAAUOxKxZq7MTExWr9+vSTpoYce0oQJE1S9enV5enqaY2JjY9WhQ4fruo7FYtGaNWuuqwYAAAAAAAAAFIVSEe4+9thj+uyzz3TkyBFZLBYdO3ZMx44dM48bhqGLFy+aAXBhGIYhi8VSFO0CAAAAAAAAwHUrFcsy+Pv7a8OGDerWrZuka0FsziNH7ucK8wAAAAAAAACAm0mpmLkrSeHh4Vq+fLnOnj2rHTt26MKFC8rIyNCwYcNksVh0xx136J///GdJtwkAAAAAAAAARaLUhLs5wsLC9Le//c3cHzZsmCSpatWqGjJkSEm1BQAAAAAAAABFqlQsy1AQllUAAAAAAAAAUNqUupm7ec2aNUvStZm7AAAAAAAAAFBalPpwl6UYAAAAAAAAAJRGt8SyDAAAAAAAAABQ2pT6mbv2HD58WMuWLdOWLVsUHx+vixcvKj09XSEhIapYsaKaNm2qNm3aKCYmRl5et+RbBAAAAAAAAOAmd0sll/Hx8Ro7dqxWr15tc5M1wzD0119/af/+/dqwYYM++OADhYWF6dlnn9WTTz5ZMg0DAAAAAAAAQD5umWUZFixYoCZNmuj7779Xdna2DMOwekiy2T9z5ozGjRundu3aKTk5uSTbBwAAAAAAAAArt8TM3e+++06DBg1SZmamLBaLJCk4OFidOnVSo0aNFBoaKm9vbyUnJ+vw4cPasmWLtm/fLula4PvLL78oJiZGP//8szw9PUvypQAAAAAAAACApFsg3E1NTdXIkSPNYLdcuXL617/+paFDh8rHxyff8w4cOKDx48drxYoVMgxDv/76q6ZMmaKxY8fewO4BAAAAAAAAwL5SvyzDl19+qZMnT8pisSg8PFybN2/WY4895jDYlaR69epp2bJlevbZZyVdm8H7zjvv3IiWAQAAAAAAAKBApT7cXb58ubk9depU3X777S6d/9Zbb+nuu++WdG0N3tjY2CLtDwAAAAAAAAAKo9SHu3v37pUkValSRV27di1UjWHDhtnUAwAAAAAAAICSVOrD3bNnz8pisbg8Yze3yMhIc/vcuXNF0RYAAAAAAAAAXJdSH+76+vpKklJSUgpdIzU11dwuaK1eAAAAAAAAALgRSn24W6VKFRmGoT179igpKalQNX799VeregAAAAAAAABQ0kp9uNu2bVtJUnp6ut58802Xzz9z5oymTp1q7rdp06bIegMAAAAAAACAwir14e6AAQPM7XfffVeTJk1y+twTJ06oS5cuunDhgiwWi9q0acPMXQAAAAAAAAA3hVIf7kZHR6tbt24yDEPZ2dl67rnn1KJFC3311VdKSEiwGZ+dna0dO3bomWeeUf369bV7925JksVi0cSJE290+wAAAAAAAABgl1dJN3AjzJ49W23bttX+/fslSdu3b9eQIUMkSWFhYapQoYK8vb2VnJysEydOKCMjQ5JkGIZZY/LkyWrRosWNbx4AAAAAAAAA7Lglwt0KFSpo7dq1GjZsmFatWiXp2kxcwzB05swZnT171hybE+haLBZJUnBwsD766CM9/PDDN75xAAAAAAAAAMhHqV+WIUdYWJhWrFihpUuXqnPnzmZ4K10LdHMeOSpVqqQJEyZo3759BLsAAAAAAAAAbjq3xMzd3Hr06KEePXooJSVF27ZtU3x8vC5duqT09HQFBwerYsWKatq0qSIiIkq6VQAAAAAAAADI1y0X7ubw9/dXdHS0oqOjS7oVAAAAAAAAAHDZLbMsAwAAAAAAAACUJoS7AAAAAAAAAOCGCHcBAAAAAAAAwA0R7gIAAAAAAACAGyLcBQAAAAAAAAA3RLgLAAAAAAAAAG6IcBcAAAAAAAAA3BDhLgAAAP4fe/cdV2XZ+HH8ex8RcIu4Vypqlma5965MEhUrtSf3SM1Zls9jmWXW09BMc+SeZeYemZmVuRdpuUNxi4g4cIADuH9/+OM8IOuAwM2Bz/v14vU6nPu+L750Eg7fc53rAgAAAOCEKHcBAAAAAAAAwAlR7gIAAAAAAACAE6LcBQAAAAAAAAAn5GJ1gLT20Ucf2W/36tVLJUqUsDANAAAAAAAAAKSOTF/ufvjhhzIMQx4eHnrvvfesjgMAAAAAAAAAqSLTL8uQK1cuSdLjjz+ubNmyWZwGAAAAAAAAAFJHpi93ixUrJklyccn0k5QBAAAAAAAAZCGZvtx95plnZJqmjh8/bnUUAAAAAAAAAEg1mb7c7dy5syTp0qVL+u233yxOAwAAAAAAAACpI9OXuz4+PmrevLlM09Qbb7yhy5cvWx0JAAAAAAAAAB5Zpi93DcPQokWLVL16dR0/fly1atXSypUrFRUVZXU0AAAAAAAAAEixTL/L2EcffSRJev7553X8+HGdPXtWL7/8sgoVKqS6devKy8tLefLkkc3mWM89atSotIwLAAAAAAAAAA7J9OXuhx9+KMMw7J8bhiHTNBUcHKy1a9cmezzKXQAAAAAAAAAZQaYvdyXJNM1k3Z+QmCUxAAAAAAAAAFgp05e73bp1szoCAAAAAAAAAKS6TF/uzp071+oIAAAAAAAAAJDqHNtFDAAAAAAAAACQoVDuAgAAAAAAAIATotwFAAAAAAAAACeU6dfcTUhYWJj+/vtvhYSEKDQ0VFFRUeratavVsQAAAAAAAADAIVmq3I2KitL333+vqVOnau/evYqMjIx1PL5yd/DgwQoJCZEkTZo0SZ6enumSFQAAAAAAAAASk2XK3ZMnT+pf//qX9u7dK0kyTTPWccMw4r2ucOHCmjx5sgzDUN26dTV48OA0zwoAAAAAAAAASckSa+6ePn1ajRo10t69e2WapkzTVM6cOfXMM8/Iw8Mj0Wv79Okjm+3Bf6alS5emR1wAAAAAAAAASFKWKHc7dOigixcvyjRNlSxZUj/88IOuX7+uffv2qXbt2oleW6RIETVo0ECmaWr37t26detWOqUGAAAAAAAAgIRl+nJ3+fLl8vPzk2EY8vLykp+fn1555RW5uDi+IkXDhg0lSZGRkfr777/TKioAAAAAAAAAOCzTl7vLli2z3542bZoKFy6c7DGqVq1qv338+PFUyQUAAAAAAAAAjyLTl7u7d++WJBUtWlQtWrRI0RgFCxa0375y5Uqq5AIAAAAAAACAR5Hpy91Lly7JMAxVrFgxxWO4ubnZb9+7dy81YgEAAAAAAADAI8n05W702rpRUVEpHuPq1av22x4eHo+cCQAAAAAAAAAeVaYvd4sUKSLTNHXy5MkUj7Fv3z777eLFi6dGLAAAAAAAAAB4JJm+3K1evbokKTAwUAcOHEjRGEuXLpUkGYahBg0apFo2AAAAAAAAAEipTF/u+vj42G+/++67yb5++vTpOnr0qAzDUN26deXp6Zma8QAAAAAAAAAgRTJ9uduhQwd5eXlJktavX69BgwY5vP7uokWLNGTIEPvnI0aMSJOMAAAAAAAAAJBcmb7czZ49u6ZMmaJs2bJJkqZOnaoqVapo6tSpOnr0qCIiIuznXrt2TceOHdO8efPUrFkzdenSRffu3ZNhGGrfvr1efPFFq74NAAAAAAAAAIjFxeoA6eH555/XjBkz1KdPH0VFRemff/7RoEGDYp1jmqYKFiwY5z5Jqlu3rhYsWJBueQEAAAAAAAAgKZl+5m607t27648//lCZMmVkmqb9Q3qwUZphGLHuN01TNptN/fr106ZNm5QjRw6LvwMAAAAAAAAA+J8sU+5KUoMGDeTv76/vv/9eL774ovLnzx+n6JWkcuXKqX///jp8+LCmTp0qV1dXC1Onr+DgYP34448aNWqUWrVqpYIFC9rL7+7duzs0xrx58+zXJPUxb968JMcLCwvTF198oVq1aqlAgQLKlSuXKlWqpGHDhunMmTMOf29nzpzRsGHDVKlSJeXKlUsFChRQrVq1NHbsWIWFhTk8zo4dO9S5c2c99thjcnd3V9GiRdWyZUt9//33Do8BAAAAAAAAPKossSxDTNmyZVPHjh3VsWNHSdL58+d15coV3b59W/ny5VORIkXiLM+QlRQpUsTqCLGcOHFC3t7eOn78eKz7//nnH/3zzz+aNWuWvvvuO7Vu3TrRcdauXavOnTvrxo0b9vvCwsLk5+cnPz8/zZo1S+vWrVP58uUTHefDDz/UmDFjYm3Kd+nSJf3yyy/65Zdf9N1332nZsmVyd3dPwXcLAAAAAAAAOC7LlbsPK1mypEqWLGl1jAypdOnSqlSpkn755ZcUj7FhwwYVL148weOJ/be/efOmXnzxRXux26dPH3Xq1Ek5cuTQpk2b9Omnn+rGjRvq2LGjtm/frmeeeSbecfbv36+OHTsqPDxcuXPn1ogRI9SsWTOFh4dr8eLFmjlzpvz9/fXiiy/Kz89PefLkiXec6dOna/To0ZIkLy8vvfvuu3rqqacUGBioiRMnatOmTVq3bp169uypRYsWOfhfCAAAAAAAAEiZLF/uIrZRo0apVq1aqlWrlooUKaLTp0+rbNmyKR6vYsWKKlOmTIquHTt2rPz9/SVJX3zxhd555x37sXr16qlp06Zq0qSJwsLCNHToUP3xxx/xjjNkyBCFh4fLxcVFv/zyi+rVq2c/1rx5c1WoUEHDhw+Xv7+/vvzyS3344Ydxxrh69ar+/e9/S3pQeu/atSvWDO/WrVvL19dXa9eu1ffff6/XX39dTZs2TdH3DQAAAAAAADgiS625i6SNHj1arVu3tnx5hvv37+vrr7+WJD3xxBMaNmxYnHPq16+vXr16SZI2b96svXv3xjlnz5492rp1qySpV69esYrdaMOGDdMTTzwhSZo4caLu378f55xZs2YpNDRUkvT555/HWbojW7Zsmjp1qrJlyybpQTENAAAAAAAApKUsWe4GBAToyy+/VKdOnVSjRg15eXmpZMmSevLJJ9W0aVO99dZbWrFiRbwlH9LHpk2b7GVqt27dZLPF/79qzE3eVq5cGef4qlWr7Ld79OgR7xg2m01du3aVJF2/fl2bNm1KcJy8efOqffv28Y5TsmRJPfvss5Kk3377TTdv3oz3PAAAAAAAACA1ZKly99ChQ3ruuedUsWJFDR8+XEuXLtVff/2l06dPKzAwUP/884+2bt2qiRMn6pVXXlHx4sX16aefKiIiwuroWc62bdvst5s0aZLgeTVr1lTOnDklSdu3b09wnFy5cqlGjRoJjhPzazw8zr1797Rnzx5JD5aDcHV1TXKcu3fvys/PL8HzAAAAAAAAgEeVZcrdSZMmqUaNGvr9999lmmacD0lxPr9y5YpGjhypmjVr6uLFi1bGd1o9evRQ8eLF5erqqoIFC6pu3boaOXKkLly4kOh1R44csd+uVKlSgue5uLiofPnykqSjR4/GOR59X/ny5eXikvAS0zG/xsPj+Pv7KzIyMsksSY0DAAAAAAAApKYssaHalClTNGTIEEmSYRiSpAIFCujZZ59V5cqV5enpKTc3N928eVOnTp3Snj177DM1TdPUgQMH1LhxY/n5+SlfvnyWfR/OKOYmZ1euXNGVK1e0e/duffnll5owYYL69u0b73Xnz5+X9GDGbf78+RP9GqVKldKBAwd0+fJl3b17V25ubpKkO3fuKCQkRNKDJRMS4+HhoVy5cun27ds6d+5cvFkcGadUqVL22w+PE9Pdu3d19+5d++c3btxIdFwAAAAAAADgYZm+3D1x4oTeeecde6lbpEgRff7553r11VcTncl5+vRpvffee/r+++9lGIZOnjypYcOGadasWekV3amVK1dO7du3V7169eyF58mTJ7V8+XItW7ZMd+7cUb9+/WQYhl5//fU410evV5s7d+4kv1auXLnst2/dumUvd2OueevoOLdv39atW7fizeLIOA9nScinn36q0aNHJ5kJAAAAAAAASEimX5bhm2++0Z07dyQ9KBz37t2rLl26JFrsSlKZMmX03Xff6bPPPrMv1bBw4UJdvXo1PWI7NV9fX504cUJjx45V+/btVatWLdWqVUsdO3bUkiVLtGbNGmXPnl2S9OabbyooKCjOGNGPWWLr20aLLnMlKTw8PM4YyR0n5hjJHSehLA8bMWKEQkND7R+JzfIFAAAAAAAA4pPpy92ff/7Zfnv27NkqUaJEsq4fPny4mjVrJkmKiIjQr7/+mqr5MqN8+fLZZ0rHp3Xr1ho1apQkKSwsTLNnz45zjru7u6QHm5klJebyBjly5IgzRnLHiTlGcsdJKMvD3NzclDdv3lgfAAAAAAAAQHJk+nL37NmzMgxDpUuXVuPGjVM0RteuXe23mWGZOl5//XV7Abx58+Y4x/PkySMp8aUNot2+fdt+O+ayCdFjJHech5deSM44CWUBAAAAAAAAUlumL3ej3/5ftmzZFI8R89ro8fBoChcuLE9PT0nShQsX4hyP3rjs9u3bun79eqJjRRfuhQoVirUsgru7u/1rxNwULT7Xrl2zF7MxN0WLmcWRcWKW/w+PAwAAAAAAAKSmTF/ulipVSqZpKjQ0NMVjxLyWwi71JLZ0w5NPPmm/fezYsQTPi4iIUEBAgCTpiSeeSHCcEydOKCIiIsFxYn6Nh8epWLGismXLlmSWpMYBAAAAAAAAUlOmL3e9vb0lSQcPHlRwcHCKxti4caOkB+ukRq+/i0dz+fJlhYSESJKKFy8e53jDhg3tt+NbtiGan5+ffcZtgwYNEhzn9u3b+vPPPxMcJ+bXeHgcV1dX1a5dW5K0c+fORNfdjR7Hzc1NNWvWTPA8AAAAAAAA4FFl+nL39ddfV44cORQZGalhw4Yl+/rDhw9r1qxZMgxDr732mvLnz5/6IbOgGTNmyDRNSVKTJk3iHG/atKny5csnSZo/f7793IfNmzfPftvX1zfO8Xbt2tlvz507N94xoqKitGDBAklS/vz54y3wo8e5ceOGVqxYEe8458+ft2+416JFi1hr9QIAAAAAAACpLdOXu2XLltX06dNlmqYWLVqkHj166MaNGw5d+/vvv6tFixa6c+eOKleurIkTJ6ZxWud3+vRp7d+/P9FzfvzxR3300UeSpBw5cqhHjx5xznF1ddXgwYMlSUePHtW4cePinLNz507Nnj1b0oOCuFatWnHOqV27tho1aiRJmj17tnbu3BnnnC+//FJHjx6VJA0ZMiTedZV79+5tL5v/85//6MqVK7GOR0ZG6o033lBkZKQk6Z133knguwcAAAAAAABSh4vVAdJD586d5eHhoR49emjBggVat26dOnfurBdeeEFVqlSRp6enXF1ddfPmTZ06dUp79uzRDz/8oE2bNkmSOnbsqOnTpytnzpwWfydpb9u2bTpx4oT98+ilE6QH69bGnCkrSd27d4/1+enTp9WsWTPVq1dPPj4+evrpp1W4cGFJ0smTJ7Vs2TItW7bMPhN33LhxKlGiRLxZ3nnnHf3www/y9/fX8OHDdeLECXXq1Ek5cuTQpk2b9N///lcRERHKkSOHJkyYkOD3NHHiRDVo0EDh4eF6/vnn9e6776pZs2YKDw/X4sWLNWPGDEkP1tZNaHZ3gQIF9Pnnn6tfv346c+aM6tSpo/fee09PPfWUAgMDNWHCBPv/L6+++qqaNm2aYB4AAAAAAAAgNRhmQu93dyLRm105IvrbTWwzr5jnxjzPMIxEN+XKDLp376758+c7fP7D//v88ccfDq1LnDNnTn311Vd6/fXXEz3vxIkT8vb21vHjx+M9njdvXn333Xdq3bp1ouOsXbtWnTt3TnDWdsWKFbVu3TqVL18+0XE++OADjRkzJsFlIry9vbV8+XK5u7snOs7Dbty4oXz58ik0NFR58+ZN1rUp1aBBG7VsuSZdvlZWtmFDG23fzn9nAAAAAADgmOT0RJli5m50CZtUT20YRqyyNqHzo89x5FzEVqNGDX377bfauXOn/Pz8dPHiRYWEhCgiIkIeHh6qXLmyWrRood69e9tn9CamfPny2r9/v6ZMmaKlS5fqxIkTunfvnkqVKiVvb28NGTJEjz32WJLj+Pj46MCBA5o4caLWrVun8+fPy9XVVeXLl9crr7yigQMHOjQze/To0WrZsqWmTJmirVu36tKlS8qfP7+efvpp9ejRQ6+++qpD/50AAAAAAACAR5UpZu7abOmzdLBhGPY1VYHUxMzdzIuZuwAAAAAAIDmy3MzdU6dOWR0BAAAAAAAAANJVpih3HXlbPgAAAAAAAABkJumzngEAAAAAAAAAIFVR7gIAAAAAAACAE6LcBQAAAAAAAAAnRLkLAAAAAAAAAE4oU2yolhybN2/W9u3bdfToUV2/fl1hYWEyTdOhaw3D0G+//ZbGCQEAAAAAAAAgaVmm3P3hhx/073//W+fOnUvR9aZpyjCMVE4FAAAAAAAAACmTJcrd999/X//9738lyeFZugAAAAAAAACQkWX6cvfXX3/VJ598Yv/cxcVFzZs3V506dVS0aFHlzJnTwnQAAAAAAAAAkDKZvtydPHmypAfr5T711FNatmyZypcvb3EqAAAAAAAAAHg0mb7c3b17tyTJZrNp5cqVKlu2rMWJAAAAAAAAAODR2awOkNauXr0qwzD09NNPU+wCAAAAAAAAyDQyfbnr4eEhScqXL5/FSQAAAAAAAAAg9WT6crdGjRoyTVNnzpyxOgoAAAAAAAAApJpMX+527dpVknTq1Cn99ddf1oYBAAAAAAAAgFSS6cvdDh06qFGjRjJNU/369VNYWJjVkQAAAAAAAADgkWX6ctcwDK1YsUJPP/209uzZo8aNG8vPz8/qWAAAAAAAAADwSFysDpAePD09tWPHDg0fPlzffPON6tSpo8qVK6tu3boqXLiwXF1dHR5r1KhRaZgUAAAAAAAAAByTJcpdSbp48aJu3rwpwzAUFRWlQ4cO6fDhw8keh3IXAAAAAAAAQEaQJcrdzZs3q02bNrp165akB0s1mKYp0zSTNY5hGGkRDwAAAAAAAACSLdOXuwEBAfL29lZ4eLj9vrx58+rpp59W0aJFlTNnTgvTAQAAAAAAAEDKZPpy97PPPlN4eLgMw1DevHn19ddfq1OnTsqePbvV0QAAAAAAAAAgxTJ9ubtx40b77RUrVqhZs2YWpgEAAAAAAACA1GGzOkBaCwoKkmEY8vLyotgFAAAAAAAAkGlk+nLXw8NDklS6dGmLkwAAAAAAAABA6sn0yzJ4eXnp0qVLunLlitVRACBV+fp2UXBwqNUxMr3ChfNp5cqFVscAAAAAACCOTF/uduzYUTt27NChQ4d06dIlFSlSxOpIAJAqgoND1bLlGqtjZHobNrSxOgIAAAAAAPHK9MsydO/eXeXKlVNUVJSGDx9udRwAAAAAAAAASBWZvtzNkyePli9fLk9PT3377bfq16+fwsPDrY4FAAAAAAAAAI8k0y/LsGXLFknS+PHjNXToUM2cOVMrVqxQp06dVKdOHRUpUkSurq4Oj9e4ceO0igoAAAAAAAAADsv05W7Tpk1lGIb9c9M0FRISoilTpmjKlCnJGsswDEVERKR2RAAAAAAAAABItkxf7kYzTVOGYdiLXtM0LU4EAAAAAAAAACmX6cvd0qVLx5q5CwAAAAAAAACZQaYvd0+fPm11BAAAAAAAAABIdTarAwAAAAAAAAAAko9yFwAAAAAAAACcEOUuAAAAAAAAADghyl0AAAAAAAAAcEKUuwAAAAAAAADghFysDpDWypUrl2pjGYahgICAVBsPAAAAAAAAAFIq05e7p0+flmEYybrGNM1YnxuGIdM0kz0OAAAAAAAAAKSVTF/uSnHLWkdFl7kpvR4AAAAAAAAA0kqmL3c3bdrk8LmRkZG6fv26Dh06pNWrV2v//v0yDENdunRRz5490zAlAAAAAAAAACRPpi93mzRpkuxr2rdvr1GjRmn58uXq3bu3vv32WxUrVkyfffZZGiQEAAAAAAAAgOSzWR0gI3vppZe0Zs0aGYahsWPHatGiRVZHAgAAAAAAAABJlLtJatSokTp27CjTNPXuu++y/i4AAAAAAACADIFy1wE+Pj6SpHPnzmnLli0WpwEAAAAAAAAAyl2HlChRwn7b39/fwiQAAAAAAAAA8ADlrgNCQ0Ptt69evWphEgAAAAAAAAB4gHLXAWvWrLHf9vT0tDAJAAAAAAAAADxAuZuEpUuXau7cufbPa9eubWEaAAAAAAAAAHjAxeoAae3s2bPJOv/+/fu6du2aDhw4oKVLl+qXX36RaZoyDEPVq1dX1apV0ygpAAAAAAAAADgu05e7ZcqUkWEYKb7eNE1JUu7cuTVjxozUigUAAAAAAAAAjyTLLMtgmmaKPiTpySef1G+//aZq1apZ/F0AAAAAAAAAwAOZfuau9L/Zt47Inj278uTJo9KlS6tatWry9fVVq1atlC1btjRMCAAAAAAAAADJk+nL3aioKKsjAAAAAAAAAECqyzLLMgAAAAAAAABAZkK5CwAAAAAAAABOiHIXAAAAAAAAAJwQ5S4AAAAAAAAAOCHKXQAAAAAAAABwQi5WB0gtw4cPT5ev88UXX6TL1wEAAAAAAACAxGSacnfcuHEyDCPNvw7lLgAAAAAAAICMINOUu9FM00yzsdOjPAYAAAAAAAAAR2Sacrdx48apXr6eOXNGp0+flmEYaVoaAwAAAAAAAEByZZpy948//ki1sS5cuKAxY8Zo+/btzNYFAAAAAAAAkCHZrA6QkYSEhOitt95ShQoVNHPmTEVGRso0TZmmqapVq2rVqlVWRwQAAAAAAAAASZlo5u6jCA0N1dixY/X111/r9u3bsZZgqFixokaPHq2OHTtamBAAkBn5+nZRcHCo1TEyvcKF82nlyoVWxwAAAACAVJely92wsDBNmDBB48aNU2hoaKxS97HHHtOoUaPUrVs32WxMcAYApL7g4FC1bLnG6hiZ3oYNbdJsbAr69EFBDwAAAMQvS5a79+7d05QpU/TZZ58pJCQkVqlbrFgxvffee+rTp4+yZ89uYUoAAJDRUdCnj7Qs6AEAAABnlqXK3cjISM2aNUsff/yxAgMDZZqmfcM0T09P/fvf/9bAgQPl7u5ucVIAAAAAAAAASFyWKHdN09TChQs1evRonT59OlapmydPHg0bNkxvvvmmcufObXFSAAAAAAAAAHBMpi93ly1bpg8++EDHjh2LdX+OHDk0aNAgDR8+XB4eHhalAwAAAAAAAICUybTl7rp16zRq1Cj99ddf9vtM05Sbm5v69u2rd999V4ULF7YuIAAAAAAAAAA8gkxX7m7atEnvvfeedu/ebb/PNE25uLioe/fuGjVqlEqWLGlhQgAAAAAAAAB4dJmm3N21a5dGjhypTZs2SXpQ6EqSzWbTq6++qtGjR8vLy8vKiAAAAAAAAACQajJNuVu/fn0ZhmEvdQ3DkK+vr8aMGaMnnnjC4nQAAAAAAAAAkLoyTbkbzTAMSVL58uVls9n0wQcfpOrYP/zwQ6qNBwAAAAAAAAAplenK3WgnTpzQiRMnUm080zTtxTEAAAAAAAAAWC1TlbvRSzIAAAAAAAAAQGaXacrdbt26WR0BAAAAAAAAANJNpil3586da3UEAAAAAAAAAEg3NqsDAAAAAAAAAACSj3IXAAAAAAAAAJwQ5S4AAAAAAAAAOCHKXQAAAAAAAABwQpS7sAsODtaPP/6oUaNGqVWrVipYsKAMw5BhGOrevXuyx1u/fr18fX1VsmRJubm5qWTJkvL19dX69esdHiMiIkLTpk1To0aNVKhQIeXIkUNeXl7q27evDh8+7PA4ISEhGjVqlKpWraq8efMqb968qlq1qkaNGqUrV644PM6hQ4fUt29feXl5KUeOHCpUqJAaNWqkadOmKSIiwuFxAAAAAAAAgEflYnUAZBxFihRJlXGioqL0+uuva/bs2bHuv3Dhgi5cuKBVq1apd+/emj59umy2hF9fCAkJkbe3t/bu3Rvr/pMnT2rGjBmaP3++Jk+erN69eyeaZ/fu3WrXrp2CgoJi3X/w4EEdPHhQs2bN0qpVq1S7du1Ex5k5c6YGDhyoe/fu2e+7c+eOtm3bpm3btmnu3Llat26dChYsmOg4AAAAAAAAQGpg5i7iVbp0aT3//PMpuva9996zF7vVqlXT999/rz179uj7779XtWrVJEmzZs3SyJEjExwjMjJSvr6+9mK3ffv2Wr9+vXbv3q2vv/5ahQsX1t27d9W3b99EZwKfO3dOPj4+CgoKkouLi4YPH64tW7Zoy5YtGj58uFxcXHTx4kX5+Pjo/PnzCY7z008/qV+/frp3756KFCmir7/+Wrt379b69evVvn17SdKePXvk6+uryMjIZP83AwAAAAAAAJKLmbuwGzVqlGrVqqVatWqpSJEiOn36tMqWLZusMfz9/TVu3DhJUs2aNbVlyxblyJFDklSrVi21adNGTZo0kZ+fn8aOHauePXuqfPnyccaZP3++tm3bJkl64403NGXKFPux2rVrq1WrVqpRo4Zu3LihwYMH6+jRo3Jxifu/83vvvafLly9LkhYtWqRXXnnFfqxRo0aqUaOGOnbsqODgYI0cOVLz5s2LM8b9+/c1aNAgRUVFKW/evNq+fbu8vLzsx1944QUNGDBAU6dO1bZt27Rw4cIULWMBAAAAAAAAJAczd2E3evRotW7d+pGWZ5gwYYJ97dlJkybZi91oOXPm1KRJkyQ9WE/3q6++inec6IK4QIECGjt2bJzj5cuX14gRIyRJJ06c0MqVK+OcExQUpO+++06S1LJly1jFbrQOHTqoZcuWkqSFCxfGWbpBklauXKmTJ09KkkaMGBGr2I02duxYeXh42G8DAAAAAAAAaY1yF6nGNE2tXr1aklSpUiXVrVs33vPq1q2rxx9/XJK0evVqmaYZ67i/v7+OHj0q6UH5mjNnznjHiTk7Nr5yd82aNYqKipIk9ejRI8Hc0eNERUVpzZo1cY6vWrUq3q8ZU86cOdWhQwdJ0pEjR+Tv75/g1wMAAAAAAABSA+UuUs2pU6cUGBgoSWrSpEmi50Yfv3Dhgk6fPh3rWPRyDEmNU7RoUVWsWFGStH379jjHHR0n5rHExnn88cdVtGjRFI8DAAAAAAAApCbKXaSaI0eO2G9XqlQp0XNjHo+epfso45w7d063b9+Od5x8+fIlWsoWK1ZMefPmjTfLrVu3dO7cuWRliW8cAAAAAAAAILVR7iLVnD9/3n67ZMmSiZ5bqlQp++3o8vRRxjFNM9Z1McdJaoyY46RGlvjGAQAAAAAAAFKbi9UBkHncvHnTfjt37tyJnpsrVy777Vu3bqXpOEmNEXOctMrysLt37+ru3bv2z2/cuJFkRgAAAAAAACAmZu4i1dy5c8d+29XVNdFz3dzc7LfDw8PTdJykxog5Tlpledinn36qfPny2T9izvoFAAAAAAAAHEG5i1Tj7u5uv33v3r1Ez405azVHjhxpOk5SY8QcJ62yPGzEiBEKDQ21f7CMAwAAAAAAAJKLZRmQavLkyWO/ndSyBDE3P3t4uYOHx4lZsCZ3nLCwsCSzxBwnqSyOjBHfOA9zc3OLNdMXAAAAAAAASC5m7iLVxNxw7OHNzR4Wc6bqw0sSpGQcwzDibHgW/XlSY8Qc5+EsJUqUSHaW+MYBAAAAAAAAUhvlLlLNk08+ab997NixRM+NefyJJ5545HFKlSoVa0OzmOOEhoYqKCgowTEuXrxo39Ds4Sx58uSxF7WP8j0BAAAAAAAAqY1yF6mmbNmyKl68uCRp8+bNiZ67ZcsWSQ9mxpYpUybWsYYNG9pvJzZOUFCQ/P39JUkNGjSIc9zRcWIeS2ycf/75J9GSOKlxAAAAAAAAgNREuYtUYxiG2rZtK+nBLNZdu3bFe96uXbvss1zbtm0rwzBiHa9YsaJ95uuSJUsUFhYW7zjz5s2z3/b19Y1zvE2bNrLZHvwvPnfu3ARzR49js9nUpk2bOMfbtWsX79eMKSwsTEuWLJH0YMZwxYoVE/x6AAAAAAAAQGqg3EWqGjp0qLJlyyZJGjRokMLDw2MdDw8P16BBgyRJLi4uGjp0aLzjvP3225Kkq1evavjw4XGOBwQE6NNPP5UklS9fPt5yt2jRonrttdckSRs2bNCyZcvinLN06VJt2LBBktSlSxcVLVo0zjm+vr4qV66cJOnTTz9VQEBAnHPeeecdXbt2zX4bAAAAAAAASGsuVgdAxrFt2zadOHHC/nlISIj99okTJ+LMWu3evXucMSpWrKh33nlHn332mfz8/NSgQQP9+9//lpeXlwICAvT5559r//79kh6UoBUqVIg3S7du3TRnzhxt375dU6ZMUVBQkPr06SMPDw/t2bNHY8aM0Y0bN2Sz2fT111/LxSX+/5U/+eQT/fzzz7p8+bJeffVV+fn5qXXr1pKkH3/8UV9++aUkqVChQvr444/jHSN79uyaNGmSfHx8dOPGDTVo0EAjR45U7dq1de3aNc2cOVPLly+X9GAJhy5dusQ7DgAAAAAAAJCaKHdhN2vWLM2fPz/eY9u3b9f27dtj3RdfuSs9KFSDg4M1Z84c7d+/X506dYpzTq9evRIsUyUpW7ZsWrVqlby9vbV3714tX77cXqBGc3Nz0+TJk9WqVasExylVqpTWrl2rdu3aKSgoSJ9//rk+//zzWOcULVpUq1atUsmSJRMcx9vbW9OmTdPAgQN16dIl++zjmGrXrq2VK1faZy4DAAAAAAAAaYllGZDqbDabZs+erXXr1qlt27YqXry4XF1dVbx4cbVt21Y//fSTZs2aZV8PNyEFCxbUjh07NHXqVDVs2FCenp5yd3dXuXLl1KdPH/3555/q3bt3knnq1KmjgwcPauTIkapSpYpy586t3Llz66mnntLIkSN16NAh1alTJ8lxor9mnz59VK5cObm7u8vT01MNGzbUN998o+3bt6tgwYIO/3cCAAAAAAAAHgUzd2E3b968BDcMSwlvb295e3s/0hguLi7q37+/+vfv/0jjFCxYUGPGjNGYMWMeaZwqVapoxowZjzQGAAAAAAAAkBqYuQsAAAAAAAAATohyFwAAAAAAAACcEOUuAAAAAAAAADghyl0AAAAAAAAAcEKUuwAAAAAAAADghCh3AQAAAAAAAMAJUe4CAAAAAAAAgBOi3AUAAAAAAAAAJ0S5CwAAAAAAAABOiHIXAAAAAAAAAJwQ5S4AAAAAAAAAOCHKXQAAAAAAAABwQpS7AAAAAAAAAOCEKHcBAAAAAAAAwAlR7gIAAAAAAACAE6LcBQAAAAAAAAAnRLkLAAAAAAAAAE6IchcAAAAAAAAAnBDlLgAAAAAAAAA4IcpdAAAAAAAAAHBClLsAAAAAAAAA4IQodwEAAAAAAADACblYHQAAAACwiq9vFwUHh1odI9MrXDifVq5caHUMAACATIdyFwAAAFlWcHCoWrZcY3WMTG/DhjZWRwAAAMiUWJYBAAAAAAAAAJwQ5S4AAAAAAAAAOCHKXQAAAAAAAABwQpS7AAAAAAAAAOCEKHcBAAAAAAAAwAlR7gIAAAAAAACAE6LcBQAAAAAAAAAnRLkLAAAAAAAAAE6IchcAAAAAAAAAnBDlLgAAAAAAAAA4IcpdAAAAAAAAAHBClLsAAAAAAAAA4IQodwEAAAAAAADACVHuAgAAAAAAAIATotwFAAAAAAAAACdEuQsAAAAAAAAATohyFwAAAAAAAACcEOUuAAAAAAAAADghyl0AAAAAAAAAcEKUuwAAAAAAAADghCh3AQAAAAAAAMAJUe4CAAAAAAAAgBOi3AUAAAAAAAAAJ0S5CwAAAAAAAABOiHIXAAAAAAAAAJwQ5S4AAAAAAAAAOCHKXQAAAAAAAABwQpS7AAAAAAAAAOCEKHcBAAAAAAAAwAlR7gIAAAAAAACAE6LcBQAAAAAAAAAnRLkLAAAAAAAAAE6IchcAAAAAAAAAnBDlLgAAAAAAAAA4IcpdAAAAAAAAAHBClLsAAAAAAAAA4IQodwEAAAAAAADACVHuAgAAAAAAAIATotwFAAAAAAAAACdEuQsAAAAAAAAATohyFwAAAAAAAACcEOUuAAAAAAAAADghyl0AAAAAAAAAcEIuVgcAAAAAgJTw9e2i4OBQq2NkCYUL59PKlQutjgEAAB5CuQsAAADAKQUHh6plyzVWx8gSNmxoY3UEAAAQD5ZlAAAAAAAAAAAnRLkLAAAAAAAAAE6IchcAAAAAAAAAnBDlLgAAAAAAAAA4IcpdAAAAAAAAAHBClLsAAAAAAAAA4IQodwEAAAAAAADACVHuAgAAAAAAAIATotwFAAAAAAAAACdEuQsAAAAAAAAATohyFwAAAAAAAACcEOUuAAAAAAAAADghyl0AAAAAAAAAcEKUuwAAAAAAAADghCh3AQAAAAAAAMAJUe4CAAAAAAAAgBOi3AUAAAAAAAAAJ0S5CwAAAAAAAABOiHIXAAAAAAAAAJwQ5S5SnWEYDn00bdo0ybHWr18vX19flSxZUm5ubipZsqR8fX21fv16h/NERERo2rRpatSokQoVKqQcOXLIy8tLffv21eHDhx0eJyQkRKNGjVLVqlWVN29e5c2bV1WrVtWoUaN05coVh8cBAAAAAAAAUoOL1QGA+ERFRen111/X7NmzY91/4cIFXbhwQatWrVLv3r01ffp02WwJv0YREhIib29v7d27N9b9J0+e1IwZMzR//nxNnjxZvXv3TjTP7t271a5dOwUFBcW6/+DBgzp48KBmzZqlVatWqXbt2sn8TgEAAAAAAICUodxFmunfv7/eeOONBI/nypUrwWPvvfeevditVq2ahg8fLi8vLwUEBOiLL77Q/v37NWvWLBUqVEj//e9/4x0jMjJSvr6+9mK3ffv26tOnjwoUKKDdu3fr448/VnBwsPr27asSJUqoVatW8Y5z7tw5+fj46PLly3JxcdFbb72l1q1bS5J+/PFHjR8/XhcvXpSPj4/+/PNPlSxZ0qH/PgAAAAAAAMCjoNxFmilcuLCqVKmS7Ov8/f01btw4SVLNmjW1ZcsW5ciRQ5JUq1YttWnTRk2aNJGfn5/Gjh2rnj17qnz58nHGmT9/vrZt2yZJeuONNzRlyhT7sdq1a6tVq1aqUaOGbty4ocGDB+vo0aNycYn7T+K9997T5cuXJUmLFi3SK6+8Yj/WqFEj1ahRQx07dlRwcLBGjhypefPmJft7BgAAAAAAAJKLNXeR4UyYMEERERGSpEmTJtmL3Wg5c+bUpEmTJD1YT/err76Kd5zogrhAgQIaO3ZsnOPly5fXiBEjJEknTpzQypUr45wTFBSk7777TpLUsmXLWMVutA4dOqhly5aSpIULF8ZZugEAAAAAAABIC5S7yFBM09Tq1aslSZUqVVLdunXjPa9u3bp6/PHHJUmrV6+WaZqxjvv7++vo0aOSHpSvOXPmjHec7t2722/HV+6uWbNGUVFRkqQePXokmDt6nKioKK1ZsybB8wAAAAAAAIDUQrmLDOXUqVMKDAyUJDVp0iTRc6OPX7hwQadPn451LHo5hqTGKVq0qCpWrChJ2r59e5zjjo4T81h84wAAAAAAAACpjXIXaWbp0qV68sknlTNnTuXJk0cVKlRQt27dtGnTpgSvOXLkiP12pUqVEh0/5vHoWbqPMs65c+d0+/bteMfJly+fihYtmuAYxYoVU968eePNAgAAAAAAAKQFyl2kmSNHjujo0aMKDw/XrVu3dOLECS1YsEDNmzeXr6+vQkND41xz/vx5++2SJUsmOn6pUqXst8+dO/fI45imGeu6mOMkNUbMcR7OEp+7d+/qxo0bsT4AAAAAAACA5KDcRarLmTOnOnXqpJkzZ2rr1q3av3+/fvnlF7333nvy9PSUJK1atUpt27bV/fv3Y1178+ZN++3cuXMn+nVy5cplv33r1q00HSepMWKO8/AY8fn000+VL18++0fMohoAAAAAAABwhIvVAZD5XLhwQfnz549z/3PPPadBgwapVatW2r9/vzZv3qxvvvlGgwcPtp9z584d+21XV9dEv46bm5v9dnh4eKxjqT1OUmPEHOfhMeIzYsQIvfXWW/bPb9y4QcELAAAAAACAZGHmLlJdfMVutCJFimjZsmXKnj27JGnSpEmxjru7u9tv37t3L9Gvc/fuXfvtHDlypOk4SY0Rc5yHx4iPm5ub8ubNG+sDAAAAAAAASA7KXaS7cuXK6bnnnpMknThxQoGBgfZjefLksd9OanmDmJufPbxsQmqP48hSC9HjOLKEAwAAAAAAAPCoKHdhiSeffNJ++8KFC/bbMTcue3hzs4fF3Ljs4SUNUjKOYRhxNk6L/jypMWKOw/IKAAAAAAAASA+Uu7CEYRjx3h+z9D127FiiY8Q8/sQTTzzyOKVKlYq1uVrMcUJDQxUUFJTgGBcvXtSNGzfizQIAAAAAAACkBcpdWOLIkSP228WLF7ffLlu2rP3zzZs3JzrGli1bJEklSpRQmTJlYh1r2LCh/XZi4wQFBcnf31+S1KBBgzjHHR0n5rH4xgEAAAAAAABSG+Uu0t2pU6e0ceNGSZKXl5dKlChhP2YYhtq2bSvpwYzaXbt2xTvGrl277DNu27ZtG2cmcMWKFe0zaJcsWaKwsLB4x5k3b579tq+vb5zjbdq0kc324J/J3LlzE/yeosex2Wxq06ZNgucBAAAAAAAAqYVyF6lq7dq1ioiISPD4pUuX9NJLL+nevXuSpDfeeCPOOUOHDlW2bNkkSYMGDVJ4eHis4+Hh4Ro0aJAkycXFRUOHDo33a7399tuSpKtXr2r48OFxjgcEBOjTTz+VJJUvXz7ecrdo0aJ67bXXJEkbNmzQsmXL4pyzdOlSbdiwQZLUpUsXFS1aNN48AAAAAAAAQGpysToAMpdBgwbp/v37eumll1SvXj2VKVNGOXLkUEhIiP744w9Nnz5dISEhkh4seTBgwIA4Y1SsWFHvvPOOPvvsM/n5+alBgwb697//LS8vLwUEBOjzzz/X/v37JUnvvPOOKlSoEG+Wbt26ac6cOdq+fbumTJmioKAg9enTRx4eHtqzZ4/GjBmjGzduyGaz6euvv5aLS/z/HD755BP9/PPPunz5sl599VX5+fmpdevWkqQff/xRX375pSSpUKFC+vjjjx/5vyEAAAAAAADgCMpdpLrAwEBNmjRJkyZNSvCcl156SbNmzZKbm1u8xz/55BMFBwdrzpw52r9/vzp16hTnnF69eiVapmbLlk2rVq2St7e39u7dq+XLl2v58uWxznFzc9PkyZPVqlWrBMcpVaqU1q5dq3bt2ikoKEiff/65Pv/881jnFC1aVKtWrVLJkiUTHAcAAAAAAABITZS7SFXz58/X5s2btXPnTp08eVIhISG6ceOGcufOrVKlSql+/frq1q2b6tWrl+g4NptNs2fP1ksvvaQZM2Zo7969CgkJUcGCBVWrVi317ds30UI2WsGCBbVjxw7NnDlTixYt0tGjR3X79m0VL15cLVq00JAhQ1S5cuUkx6lTp44OHjyoiRMnatWqVTp9+rSkBxvAtW3bVkOHDpWnp6dD/40AAAAAAACA1EC5i1TVpEkTNWnSJNXG8/b2lre39yON4eLiov79+6t///6PNE7BggU1ZswYjRkz5pHGAQAAAAAAAFIDG6oBAAAAAAAAgBOi3AUAAAAAAAAAJ0S5CwAAAAAAAABOiHIXAAAAAAAAAJwQ5S4AAAAAAAAAOCHKXQAAAAAAAABwQpS7AAAAAAAAAOCEKHcBAAAAAAAAwAlR7gIAAAAAAACAE6LcBQAAAAAAAAAnRLkLAAAAAAAAAE6IchcAAAAAAAAAnJCL1QEAAAAAAFmTr28XBQeHWh0jSyhcOJ9WrlxodQwAQCqj3AUAAAAAWCI4OFQtW66xOkaWsGFDG6sjAADSAMsyAAAAAAAAAIATotwFAAAAAAAAACdEuQsAAAAAAAAATohyFwAAAAAAAACcEOUuAAAAAAAAADghyl0AAAAAAAAAcEKUuwAAAAAAAADghCh3AQAAAAAAAMAJUe4CAAAAAAAAgBOi3AUAAAAAAAAAJ0S5CwAAAAAAAABOiHIXAAAAAAAAAJwQ5S4AAAAAAAAAOCHKXQAAAAAAAABwQpS7AAAAAAAAAOCEKHcBAAAAAAAAwAlR7gIAAAAAAACAE6LcBQAAAAAAAAAnRLkLAAAAAAAAAE6IchcAAAAAAAAAnBDlLgAAAAAAAAA4IcpdAAAAAAAAAHBClLsAAAAAAAAA4IQodwEAAAAAAADACVHuAgAAAAAAAIATotwFAAAAAAAAACdEuQsAAAAAAAAATohyFwAAAAAAAACckIvVAQAAAAAAgHPy9e2i4OBQq2NkeoUL59PKlQutjgEgA6LcBQAAAAAAKRIcHKqWLddYHSPT27ChjdURAGRQLMsAAAAAAAAAAE6IchcAAAAAAAAAnBDlLgAAAAAAAAA4IcpdAAAAAAAAAHBClLsAAAAAAAAA4IQodwEAAAAAAADACVHuAgAAAAAAAIATotwFAAAAAAAAACdEuQsAAAAAAAAATohyFwAAAAAAAACckIvVAQAAAAAAAGANX98uCg4OtTpGple4cD6tXLnQ6hjIhCh3AQAAAAAAsqjg4FC1bLnG6hiZ3oYNbayOgEyKZRkAAAAAAAAAwAlR7gIAAAAAAACAE6LcBQAAAAAAAAAnRLkLAAAAAAAAAE6IchcAAAAAAAAAnBDlLgAAAAAAAAA4IcpdAAAAAAAAAHBClLsAAAAAAAAA4IQodwEAAAAAAADACVHuAgAAAAAAAIATotwFAAAAAAAAACdEuQsAAAAAAAAATohyFwAAAAAAAACcEOUuAAAAAAAAADghyl0AAAAAAAAAcEKUuwAAAAAAAADghCh3AQAAAAAAAMAJUe4CAAAAAAAAgBOi3AUAAAAAAAAAJ0S5CwAAAAAAAABOiHIXAAAAAAAAAJyQi9UBAAAAAAAAAKSMr28XBQeHWh0j0ytcOJ9WrlxodYw4KHcBAAAAAAAAJxUcHKqWLddYHSPT27ChjdUR4sWyDAAAAAAAAADghCh3AQAAAAAAAMAJUe4CAAAAAAAAgBOi3AUAAAAAAAAAJ0S5CwAAAAAAAABOiHIXAAAAAAAAAJwQ5S4AAAAAAAAAOCHKXQAAAAAAAABwQpS7QDKdOXNGw4YNU6VKlZQrVy4VKFBAtWrV0tixYxUWFmZ1PAAAAAAAAGQRLlYHAJzJ2rVr1blzZ924ccN+X1hYmPz8/OTn56dZs2Zp3bp1Kl++vIUpAQAAAAAAkBUwcxdw0P79+9WxY0fduHFDuXPn1ieffKIdO3bot99+U58+fSRJ/v7+evHFF3Xz5k2L0wIAAAAAACCzY+Yu4KAhQ4YoPDxcLi4u+uWXX1SvXj37sebNm6tChQoaPny4/P399eWXX+rDDz+0LiwAAAAAAAAyPWbuAg7Ys2ePtm7dKknq1atXrGI32rBhw/TEE09IkiZOnKj79++na0YAAAAAAABkLZS7gANWrVplv92jR494z7HZbOratask6fr169q0aVN6RAMAAAAAAEAWRbkLOGDbtm2SpFy5cqlGjRoJntekSRP77e3bt6d5LgAAAAAAAGRdlLuAA44ePSpJKl++vFxcEl6qulKlSnGuAQAAAAAAANIC5S6QhDt37igkJESSVLJkyUTP9fDwUK5cuSRJ586dS/NsAAAAAAAAyLoSnoIIQJJ08+ZN++3cuXMneX6uXLl0+/Zt3bp1K8Fz7t69q7t379o/Dw0NlSTduHHjEZImT0TEfd25k35fL6uKiLifZo8rj2H64DF0fjyGzo/H0Pml1WPI45d+eAydH4+hc+N3ofPjMXR+afkYPiz665immeS5hunIWUAWdu7cOZUuXVqS1KVLFy1YsCDR80uXLq1z587Jy8tLJ06ciPecDz/8UKNHj071rAAAAAAAAMgczp07l+S7yJm5CyTB3d3dfvvevXtJnh89IzdHjhwJnjNixAi99dZb9s+joqJ09epVeXp6yjCMR0ibed24cUOlSpXSuXPnlDdvXqvjIAV4DJ0fj6Hz4zF0fjyGzo/H0Lnx+Dk/HkPnx2Po/HgMk2aapm7evKnixYsneS7lLpCEPHny2G8nttRCtNu3b0tKfAkHNzc3ubm5xbovf/78KQuYxeTNm5cf/k6Ox9D58Rg6Px5D58dj6Px4DJ0bj5/z4zF0fjyGzo/HMHH58uVz6Dw2VAOS4O7uLk9PT0nS+fPnEz332rVr9nK3VKlSaZ4NAAAAAAAAWRflLuCAJ598UpJ04sQJRUREJHjesWPH7LefeOKJNM8FAAAAAACArItyF3BAw4YNJT1YcuHPP/9M8LzNmzfbbzdo0CDNc2Ulbm5u+uCDD+IsZwHnwWPo/HgMnR+PofPjMXR+PIbOjcfP+fEYOj8eQ+fHY5i6DNM0TatDABndnj17VKdOHUlS3759NW3atDjnREVFqUqVKjp69Kjy58+v4OBgZc+ePb2jAgAAAAAAIItg5i7ggNq1a6tRo0aSpNmzZ2vnzp1xzvnyyy919OhRSdKQIUModgEAAAAAAJCmmLkLOGj//v1q0KCBwsPDlTt3br377rtq1qyZwsPDtXjxYs2YMUOSVLFiRfn5+SlPnjwWJwYAAAAAAEBmRrkLJMPatWvVuXNn3bhxI97jFStW1Lp161S+fPl0TgYAAAAAAICshnIXSKYzZ85o4sSJWrdunc6fPy9XV1eVL19er7zyigYOHKicOXNaHREAAAAAAABZAOUuAAAAAAAAADghNlQDAAAAAAAAACfkYnUAAAAAAAAAIKbmzZtLkrp06aIePXpYnAap7e+//9ayZcsUEhKismXL6rXXXlOJEiWsjuWUWJYBAJCu+CWe8S1btkxt27ZV9uzZrY6CRxQaGqply5Zp586dCgoKUlhYmObOnavHHnvMfk5gYKCuX78ud3d3lStXzsK0kJSix8AwDLm7uytfvnyqUKGC6tatq44dO6pAgQJpkBDIWn777TfNmzfP/nP0zp07OnDggJ588kn7OVu2bNGhQ4eUN29ede7c2cK0QOaSPXt2RUVF6ddff1WzZs2sjoNk2Lt3rwYMGCAXFxf99NNPyp8/f6zj06dP14ABAxSzksydO7eWLVum5557Lp3TOj/KXQBAquGXeOZgs9nk6empzp07q0ePHqpatarVkZACkydP1nvvvadbt25JkkzTlGEYOnjwYKxSYtGiRercubPc3d11/vx5CkGL2WyxV00zDEMJPV2P75hhGJIkNzc3vf/++xoxYkTaBIVDwsLCJCnBDXcnTZqkJUuW2F/w7N+/v3x8fNIzIhIQFhambt26acWKFZJk/7cW38/R7du3q1GjRjIMQ8eOHVOFChUsyYzYbDabbDZbnDI+MQEBAapQoYJsNpsiIiLSOCGSUqJECQUFBcnPz0/VqlWzOg6SYdSoUfr444/1/PPP6+eff4517NSpU6pUqZLu378f57r8+fPrn3/+UaFChdIraqbAmrsAMqSjR4/qzTffVM2aNVWgQAFlz55d2bJlS/TDxYWVZqy2du1a+fn5KW/evHGK3VOnTmnw4MGKioqSaZr2j5s3b6pjx466fPmyNaERrytXrujrr79WtWrVVLNmTX3zzTcKDQ21OhYc9MEHH2jIkCG6efOmXF1dVaNGjQTP7dSpk4oWLaq7d+9q+fLl6ZgS8enWrZu6detm/yPWNE15enqqRYsW6tSpkzp16qQWLVrI09PTXthXq1ZNXbp0Udu2bVWuXDmZpqk7d+5o5MiRGjx4sMXfUda1du1a5cmTR8WKFdPNmzfjHO/Zs6eGDh2qHTt26J9//tGGDRvUrl07ffrppxakxcM6dOigFStWyDRN1apVS2+//XaC5zZo0EBVqlSRJH6OZjApncvGHLiM4emnn5Yk+fv7W5wEyfXHH3/IMAy98MILcY5NmTJF9+/fV44cObRixQqFhoZqyZIlypEjh0JDQzVt2jQLEjs3yl0AGc748eP1zDPP6Ouvv9a+fft0/fp1RUZGxioEE/qAtfglnjmsWbNGvr6+cnFxkWma2rdvnwYOHKhixYrptdde06+//mp1RCTizz//1McffyxJ6ty5s4KCgrRnz54Ez7fZbHrllVdkmqY2btyYXjGRgLlz56pZs2Y6fPiwypUrp9WrV+vSpUvauHGjFi1apEWLFmnjxo26dOmSVq1apTJlyujw4cNq0qSJVq5cqePHj2v37t16+umnZZqmpkyZol27dln9bWVJGzZskGmaatOmjfLkyRPr2LZt2zRv3jxJD2b1VqtWTe7u7jJNU6NGjdKhQ4csSIxoy5cv108//SRJmjFjhnbt2qUvvvgi0Wvat28v0zS1efPm9IiINBb9LghYq3fv3jJNk78TnNCFCxckKd53AK5evVqGYahv375q166d8uTJo5dffln9+vWTaZpxZvoiaUxzA5Ch/Pzzz/aZEYZhqG7duqpRo4YKFCgQ562qyHiS80tckl5++WXt3LlTX331lX7++We9//776RkXCWjdurVat26tkJAQLVy4UPPmzdPBgwd1584dLV68WIsXL1bp0qXVvXt3de/ePdb6rbDe5MmTZZqm6tevrwULFjh0Tb169TRp0iQdPHgwjdMhKfv371efPn1UtGhR7dq1SwULFoz3PJvNpjZt2qhevXqqUaOG+vfvr6pVq6pmzZqqVauWfv31V1WtWlVBQUGaMWOG6tatm87fCXbt2iXDMOJdJ3LGjBmSpOLFi2vnzp0qWbKkzp07p4YNG+r8+fOaPn26Jk2alN6R8f/mz58v6cELZL1793bomuh3SBw9ejTNciHthYSESJJy5cplcRJID1406dy5s7799lv17NlTkyZN4rFxEtHvyvT09Ix1/4ULFxQQECDDMNShQ4dYx55//nl99dVXOnbsWLrlzCwodwFkKBMmTJAkeXh4aM2aNWrQoIG1gZAs/BLPXAoWLKg333xTb775pvbt26c5c+bo+++/17Vr13TmzBl99NFHGjNmjJo2bapevXqpffv2cnNzszp2lrdlyxYZhqGBAwc6fE2ZMmUk/e8FGlhn/PjxioiI0IgRIxIsdmMqVKiQRowYoQEDBmj8+PFatGiRpAc/h/v3769Ro0Zp27ZtaR0b8QgODpYkPf7443GO/fzzzzIMQ4MGDVLJkiUlSaVKldKgQYM0fPhwZn9azM/PT4ZhqGPHjg5fU6xYMUlimakMyNFZuLdv37a/qOLl5ZWWkeCgBQsWqEWLFjpw4IDmz5+v1atXy8fHR1WrVpWHh4eyZcuW6PVdu3ZNp6R42L179yQ9+HcV09atWyU9eNdKrVq1Yh0rUqSIJMW7lBESR7kLIEOJfjI9atQoil0nxC/xzKt69eqqXr26xo8fr1WrVmnu3LnauHGjoqKi9Pvvv2vTpk3Kly+fXn31VfXo0UM1a9a0OnKWdfHiRUnxF0oJcXd3lyTdvXs3TTLBcVu2bJGkZP0biv65+nCJ27BhQ0lSUFBQKqVDckSXfA8vyXD48GGFhITIMAy1bds21rHox/3MmTPpExLxunLliqQHM6sdFf0Os6ioqDTJhKSVK1cu3vuff/55Zc+ePdFr7969q+DgYEVFRckwDDY2zCC6d+8eq5y/du2aFi5c6NC1hmFQ7lqoUKFCCgwMVEBAgOrXr2+/P3oJsLp168Yp5+/cuSNJcfZuQdJ4jzOADCV6V+noP0jhXKJ3NQ0ICIh1P7/EMw9XV1d16NBB69ev15kzZ/Txxx+rSJEiMk1T169f17Rp01SnTh09/fTTmjZtGmWhBVxdXSVJ169fd/iaS5cuSeLfYUYQPdszOf92os99eMagh4eHJLHju0Wif99dvXo11v3RJXyhQoXivAgT/ZhF/26ENfLlyydJCgwMdPiaU6dOSZJDM+6RNk6fPh3rQ3qwMdqFCxfiHHv44+LFi/Y9PurUqaPhw4db+83A7uH9VRzZh4X9WKxXs2ZNmaap2bNn21/0unLlilasWCHDMNSiRYs410T/DRk9+QeOY+YugAylRIkSOnnypH0GKJxLzZo1tXr1as2ePVuvvfaabDYbv8QzqbCwMP3666/65ZdfFBwcLMMwYj2RPnjwoAYMGKAxY8Zo8uTJ8vX1tThx1lG6dGkdPnxYx48fj3etz/j8/vvvkpI32xdpo2DBggoMDNTGjRsdfgfLhg0b7NfGFBoaKul/L7whfZUoUUInTpzQX3/9paZNm9rvX7dunQzDUKNGjeJcE/2YURBaq2LFitq5c6f+/vtveXt7O3TNqlWrJEnVqlVLw2RITLdu3WJ9Pn/+fBmGoTZt2iT64qVhGHJ3d1exYsVUv359NW/enA3VMojoF03gfLp27arVq1dr69atatiwoerXr6+1a9cqNDRU2bNn12uvvRbnmh07dkhiWZQUMQEgA3nzzTdNm81mjh071uooSIEVK1aYhmGYNpvNrFevnjls2DCzYsWKpmEYpqurq3n27Nk417zxxhumYRhm27Zt0z8wkm3r1q1mz549zTx58pg2m8202WymYRhm/vz5zTfeeMPcuXOnOXPmTLNevXqmYRj2/x/Wr19vdfQsY+jQoaZhGGa1atVi3R/9WBw+fDjW/efPnzfz589v2mw2c8yYMekZFfHo0qWLaRiGmTt3bnPv3r1Jnr9nzx4zV65cps1mM7t06RLr2KRJk0zDMMw6deqkVVwkolevXqZhGKaXl5d5+fJl0zQfPF7Zs2c3bTabOXPmzDjXTJs2zTQMw6xevXp6x0UM//3vf03DMMxixYqZ4eHh9vsT+jm6ZcsW08XFxbTZbOaMGTPSOy4SkNDjBSB9vPLKK7H+Hoi+PXLkyDjnRkREmEWLFqULSCHKXQAZyoULF8yCBQuaRYsWNS9evGh1HKQAv8Qzn/Pnz5uffPKJWaFChViFrmEYZuPGjc0FCxbE+uM32ubNm80yZcqYhmGYDRs2tCB51nTixAnT1dXVtNls5kcffWS/P74/co8dO2ZWqVLFXiYGBwdbERkxHDp0yP745ciRw/z3v/9tHjx40IyKirKfExUVZR48eNAcPny4mSNHDtMwDNPNzc08ePBgrLGaN29u2mw285133knvbwOmaf75559mtmzZTJvNZubJk8esUaOG/fHy9PQ0b9y4EeeaDh06mDabzezcubMFiREtNDTU9PT0NG02m/niiy+aV65cMU0z7s/R+/fvmzNmzDDz5s1r2mw287HHHjPv3btnZXTE8OGHH5offvih/cUVAOkrMjLSnDRpktm4cWOzYsWKZpMmTcw5c+bEe+63335r//viyJEj6ZzU+RmmyUIkADKWHTt2qF27dsqdO7cmT57s8NvhkDFERUVp6tSpWrp0qYKCglSsWDF169ZNPXr0iHPud999py5dukh6sMHME088kd5xkYB79+5p5cqVmjt3rn777TdFRUXZl1woUqSIunbtqt69e6tChQqJjrNy5Uq99NJLyps3b7LWgMWjGTdunIYPHy7DMFSrVi21b99e//nPf+wbVmbPnl3bt2/XL7/8Yl8HbcaMGerVq5fFySFJ3377rXr06KHIyEj7W4Pd3NxUoEABSQ/WcI1eZ9c0TdlsNs2dO9f+81R6sOTNs88+K+nBbuPxLQGAtPfVV1/pnXfeibXJVvbs2bV48eI4y9WEhoaqRIkSCg8P599jBvDbb7/J29tbERERcnd3V5MmTfTzzz/LMAy1atVK9+7dk5+fn0JDQ2Waptzd3fXHH3+odu3aVkcHAGQxlLsAMpTmzZtLerCBhb+/vwzDUP78+VWhQgXlzJkz0WsNw9Bvv/2WHjGBTO2NN97QDz/8YC9jo8ujli1bqnfv3vLx8ZGLi2PL9h8/flyPP/64DMNQZGRkGqbGw8aOHauRI0fq/v37Ca4daJqmsmXLpnHjxmnIkCHpnBCJ2bFjhwYMGKC///470fOqVq2qKVOmOLw+L9LfwYMHtWzZMvsLnq+++mq861uvXr1aEyZMkCQtXryYtegzgO3bt6tz5846c+aMJMX5WRr9p3SpUqW0ZMkS1alTJ90zAlnF8ePHtWDBAu3cuVNBQUEKDw/Xhg0bVL58efs5hw4d0tmzZ5UrVy41adLEwrR4FIGBgSpevLjVMZwK5S6ADMVms9mfODv64yl6IyfKI+stWLBA0oNNmfgDx3nZbDb77ccee0w9e/ZUz549VaJEiWSPdfbsWTVu3Fg2m00nT55MzZhwwNGjRzVu3Dj9+OOPunz5cqxj+fLlk7e3t0aMGKEqVapYlBBJ2bNnj3799VcdOnRI165dkyR5eHiocuXKatGiherWrWtxQiBzi4iI0OLFi7VmzRr5+fkpODhYkZGR8vT0VLVq1dSmTRt169ZNrq6uVkdFIqKionTkyBGdPHlSN2/edOhvhq5du6ZDMiQlKipKw4cP18SJE2O9k8wwDB08eFBPPvmk/dyffvpJrVu3louLi06dOpWi565IHYMHD9bXX3+d7OvOnz+v5s2by9/fPw1SZV6UuwAylKZNmz7S7rSbNm1KxTRIruhy/vvvv1eHDh2sjoMUcnNzU7t27dS7d289++yz7BidSZw9ezZWKVGuXLlYRT4AAJlNeHi4Pv74Y82cOVNXrlxx+DrDMBQREZGGyeCoPn36aM6cOTJNUyVKlFC9evW0bNmyeMtdSfLy8tLp06c1fvx43pVkIZvNplGjRunDDz90+Jpz586padOmOn36NJO2kolyFwCQajw8PHTjxg35+fmpWrVqVsdBCl25ckWenp5Wx0AKRS9v06VLl3jXugYAICsIDw9X8+bNtWfPHoffERiNdwRmDL/99puee+45GYahESNGaPTo0cqWLZt9Qkl85e5//vMfffHFF/Lx8dHq1astSo7ox2jChAkaNGhQkuefOnVKLVq00OnTp+Xq6qo7d+6kQ8rMw7EF8wAAcEDZsmX1999/2986DOd0+PBhSVKtWrWUI0cOh665c+eO9uzZI0lq3LhxmmVD0rZu3aqoqCi9//77VkcBsoQtW7akybj8LAUezVdffaXdu3dLkqpUqaKBAweqRo0aKlCgAO9ccRIzZsyQJHl7e+vjjz926JroTQ2jn8/CGn379tX06dP15ptvKn/+/LE2fX3YyZMn1bx5c509e1aurq764Ycf0jFp5kC5CwBINb6+vvrrr7+0du1a++xBOJ+mTZvKZrPpwIEDcWZDJOTChQv263gbo7UKFy6soKAg5c+f3+ooeESsEekcHnVJqfjwlnDg0UUXRPXr19fvv//OushOaOfOnTIMQ7169XL4mpIlS0qSgoKC0ioWHDB16lRdv35dP/zwg3r16qX8+fPLx8cnznknTpxQ8+bNdf78ebm5uWnp0qVq3bq1BYmdG+UugAzv/PnzCgoKUlhYWLJmEiL9DRkyRHPmzNE333yj1q1bq0WLFlZHQgqldNUmVnuy3tNPP62goCD5+/uzPIqTepQ1Iil3rcHPPudUrly5VB/TMAwFBASk+rhIvoCAABmGoeHDh1PsOqng4GBJUpkyZRy+Jnv27JLEC2QWMwxDCxcu1PXr17VhwwZ17NhR69evV5MmTezn+Pv7q3nz5goMDJS7u7uWL1+uVq1aWZjaeVHuAsiQbt68qS+++ELz5s1TYGCg/f6H11VavHixVqxYoXz58mnmzJlWREUMefPm1caNG/Xyyy/rhRdeUI8ePfSvf/1LVatWlYeHBxtzZWJRUVGSpGzZslmcBL1799bPP/+sadOmqWPHjlbHQTI9yhqRsEZim7neu3dPI0eO1N69e1WoUCF16NBBtWvXVpEiRSRJly5d0t69e7VkyRIFBwerVq1a+uSTT+zlBNLW6dOnU31MnutkHK6urgoPD1fp0qWtjoIUypUrl65fv67Lly87fM358+clSQUKFEirWHCQi4uLVqxYoeeee047duxQmzZt9Pvvv6tGjRo6evSonn32WV28eFE5cuTQypUr9fzzz1sd2WlR7gLIcI4fPy5vb2+dPHky1h+28T1Zrlu3rjp37izTNNWtWzc1bNgwPaPiITGLPdM0NXv2bM2ePduha3kLqnM7c+aMJClfvnwWJ0H79u3VuXNnffvtt+rZs6cmTZqkXLlyWR0LDmKNSOcTcxZSTKZpytvbW35+furVq5cmTJgQ77/FLl266LPPPtPQoUM1a9YsjR8/Xj/99FNax4akbt26WR0BaahSpUravXs3b893YuXKldO+fft05MgRPffccw5ds379eklS5cqV0zIaHJQjRw6tW7dOTZo00YEDB+Tt7a2pU6dq4MCBunTpknLmzKlVq1bp2WeftTqqU6PcBZCh3LlzRy+++KICAgKUK1cuDRgwQI0bN05w3Z0yZcqoWbNm+v3337VmzRrKXYs9PMuMWWfO4ezZs/Hef/HiReXOnTvRa+/evauAgAC9//77MgyDJ9IZwIIFC9SiRQsdOHBA8+fP1+rVq+Xj42OfQZ/U7Gre1m8t1ojMPGbPnq0NGzboueeeS/LdRTlz5tSMGTN05swZbdiwQTNmzNDrr7+eTkmzrrlz51odAWmoe/fu2rVrl5YuXaoXXnjB6jhIgeeff15//vmnpkyZokGDBiX5IueRI0c0b948GYYhb2/vdEqJpOTLl08bNmxQw4YNFRAQoA4dOsg0TeXMmVNr165Vs2bNrI7o9AyTv7wBZCBfffWVhg0bply5cmnr1q165plnJEk2m02GYcRZlkGSxo8fr7ffflsNGjTQ1q1bLUiNaKNHj36k6z/44INUSoLkeLjsi35qkJK3ls6cOVM9e/ZMlVxImeifl9FM03T4sWQGvfVy586t8PBwrVy5Um3atLE6Dh5Bw4YNtXPnTq1YsUJt27Z16Jo1a9aoXbt2qlevnrZv357GCYHMzTRNPffcc9q8ebMWLFigV1991epISKZLly6pfPnyCgsLU69evTR16lS5uLjE+7fhxo0b1aNHDwUGBsrT01OnTp1KcpIC0teZM2fUoEEDBQYGKnfu3Fq3bp0aNWpkdaxMgZm7ADKUFStWyDAMDRkyxF7sJuXpp5+W9GA5B1iLctY5JfQ6b3Je/3V3d9fgwYMpdjMIZtE7L9aIzDyOHTsmScl6LEuVKhXrWgApd+7cOU2aNEl9+vRR586dtXLlSv3rX/9SpUqVlDNnziSv5+ew9YoUKaJp06apa9eu9ndDvPjii/bjEydOlGma2r59u44dOybTNGWz2TRv3jyK3XTy0UcfJev8hg0basmSJWrYsKE2bdqU4Lr1o0aNSo14WQYzdwFkKAULFtS1a9e0adMmNW7c2H5/YjN3//rrL1WvXl2urq66c+dOekcGnN78+fNjfd6jRw8ZhqExY8aoRIkSCV5nGIbc3d1VrFgxVatWjSfRGUT0+scp9dhjj6VSEqRE/fr1tXv3bq1bt463ETu5lMzCjp65mzNnTt26dSuNEwKZW8x3siTnXSwS72TJaJYsWaK+ffsqNDQ03scxutbKnTu35s+fL19f3/SOmGU9/I6x1BIZGZnqY2ZmzNwFkKFE/yGTnJLo7t27ksTO0kAKPbyhTI8ePSRJ7dq1i/NiCjI+ylnnxhqRmUf58uV18OBBTZs2zeFyd9q0aZIkLy+vtIyGJOzYsUONGjWSq6urTpw4kegLnZJ04cIFeXl5KSIiQrt371aNGjXSKSmSEnMuG/PanFeHDh3UokULTZ06VWvXrtVff/0Vq3yvXLmy2rRpoyFDhqhw4cIWJs2a+LdlPcpdABmKp6engoKCdPr0aVWvXt2haw4fPixJKlq0aFpGQwoEBARo586dCgoKUlhYmN544w0VLFjQ6lhIQvTbo8qWLWtxEiDr6dOnj5YsWaIFCxbo2WefZY1IJ9ahQwcdOHBAGzZs0BtvvKHx48fL3d093nPv3r2rYcOG6eeff5ZhGOrUqVM6p0VMixcvlmmaat26dZLFriSVKFFCPj4+Wr58uRYtWkS5m0GwYV7m4unpqffff1/vv/++oqKidPXqVUVGRqpAgQJM8rFQVFSU1REglmUAkMH4+Pjop59+0qBBgzRhwgT7/Ykty9C0aVNt3bpVr732mhYsWJDOiRGfffv2aejQoXE2g3n48ZsyZYpGjx6tfPny6ciRIzwxA5DlnT17Vrdv31afPn20c+dOvfTSS6wR6aTu3Lmj6tWr69ixYzIMQ0WKFFGHDh1Uq1YtFS5cWIZh6NKlS9q7d6+WLl2qoKAgmaapSpUqaf/+/XJzc7P6W8iyqlevrr///jtZm4TOmzdPPXv2VI0aNbR37940TggAwP9Q7gLIUObPn68ePXrI3d1dx44ds/+RmlC5O2HCBL311lsyDEM//vijWrVqZVV0/L8ff/xRr7zyiu7duxfrLTrxPX43b95U8eLFFRYWpmXLlrE+FoAsjzUiM5dLly7pxRdf1L59+yQpwccz+vdltWrV9OOPP6pYsWLplhFx5cuXT7du3dL27dtVt25dh67ZtWuX6tevr3z58unatWtpnBAAgP9hWQYAGUqXLl301Vdf6cCBA2ratKmmTJkSa81BwzBkmqb8/Pw0YcIELV68WIZhqFGjRhS7GcDFixf16quv6u7du6pcubLGjRunhg0bKk+ePPGenydPHrVp00aLFy/W+vXrKXcziOTuevswdre1Vrly5VJ8rWEYCggISMU0SAnWiMw8ihQpot27d2vatGn65ptvdOTIkXjPe+KJJ9S/f3/1799f2bJlS+eUeFj0Br0JLaMRn+iZ1rdv306TTAAAJISZuwAynLNnz6phw4Y6f/68DMNQzpw5FRYWJkkqWLCgbt68ad9EzTRNeXl5afv27SyenwEMHz5c48aN02OPPab9+/crf/78khJfVmPmzJnq27evqlWrpj///NOC1HjYo+56y+621rLZbA6fG/2CWczPefysNX/+/Ee6/uENEpGxBAUF6eDBg7p69aokycPDQ0899RQzdTOYYsWKKTg4WCtXrnR4M7y1a9eqbdu2KliwoIKDg9M4IZIrKipKmzZtirUXxCeffBLr3969e/cUERGhbNmysSxKBnP06FHNmDFDW7du1cmTJ3Xz5s0k13rl3SwZz40bN3Tz5k2HnmuyzFTyMHMXQIZTunRp/fXXXxo0aJCWLFkSawbE5cuX7bcNw1CHDh30zTffyMPDw4qoeEj0RjDDhg2zF7tJqVSpkiTp1KlTaZgMyZWc134fLghhLUfKvdu3b8vf318HDhyQYRiqVq2annrqqXRIh6RQzmZuRYsWZQNYJ/Dkk08qODhYa9ascbjcXbVqlSTp8ccfT8NkSIkff/xRgwcP1pkzZ2Ld//bbb8cqd2fNmqVBgwYpd+7cCgwMVK5cudI7KuIxfvx4jRgxQhERETzfdEIbN27U1KlTtW3bNvsLm0mhmE8+yl0AGVKBAgX03Xff6b///a/WrVsnPz8/BQcHKzIyUp6enqpWrZp8fHxUsWJFq6MihugnzbVr13b4mrx580qSbt26lSaZkHyO7HobFhYmf39/LVq0SF9//bVq1aql5cuXM4M+A0jO7uCHDx9Wr169dPDgQb377rtq3759GiYDAOfg7e2tTZs2acGCBerWrZsaNWqU6PlbtmzRwoULZRiGWrdunU4p4YiZM2eqX79+9lKwYMGCCgkJifcdSr1799bIkSMVGhqqlStXqnPnzukdFw/5+eef9fbbb0t6UPjVrVtXNWrUUIECBZL1TiVYY/DgwZoyZYoklplKayzLAABINbly5dKdO3fibECS2LIMW7ZsUdOmTZU/f36HX81FxrJt2zY999xzqlSpknbt2sVbGZ3MrVu3VK1aNV28eFF+fn722fQAkFXdunVL5cqV05UrV5QzZ059+umn6t27d5w1eO/cuaMZM2bovffe0+3bt1WgQAGdPHnS/sI1rHX8+HFVrlxZkZGRatasmSZPnqxKlSol+ry0T58+mj17tjp37qwFCxZYlBzRXnjhBf3yyy/y8PDQmjVr1KBBA6sjwUGLFi2yv0Di7u6udu3aJauY551MycPMXQBAqilatKhOnz6tkydPOry79J49eySxrpIza9iwofr376+JEydqwoQJ+ve//211JCRD7ty59dZbb2nAgAEaO3asZs+ebXUkwKnE3IQy5oaSbE7pvHLnzq1FixbJ29tbYWFhGjJkiN59913VqFHD/jb+6BfEwsLCZJqmXFxc9P3331PsZiBfffWVIiIiVKVKFf30009ydXVN8ppGjRpp9uzZ2r9/fzokRFL8/PxkGIZGjRpFsetkpk+fLkkqVaqUfv/9d3l5eVmcKHNj5i4AINV0795dCxYsUNu2bbVy5Ur7/QnNkLh3754qV66skydPatCgQZowYYIFqZEafv/9dz377LN6+umn+YPICe3du1d16tRR6dKldfr0aavjZAkUgplHzE0oY24Sw+aUzm/Tpk3q0qWLAgMDJSnO4xn9p3SJEiW0cOFCNW3aNL0jIhGVKlXS8ePHNXPmTPXs2dN+f2Izd3fs2KGGDRsqb968un79ejonxsNy5sypu3fvas+ePapRo4bVcZAMHh4eunHjRpx/f0gbzNwFYIktW7akybiNGzdOk3HhmOhyd82aNdq4caOee+65BM+9d++eunbtqoCAANlsNvXp0ycdkyK1FShQQJIUEBBgcRKkRHRBcenSJYuTZB0ffvihvSiKWcjGvD8lKHetkdB8GebROLdmzZopICBACxYs0I8//qj9+/crJCRE0oO1W6tXry4fHx917tyZJYkyoPPnz0uSnn76aYevid5ELSwsLE0yIXlKlCihkydP6t69e1ZHQTLdv39fklStWjWLk2QNlLsALNG0adNH+uM1Puyqab2mTZuqY8eO+uGHH+Tj46MhQ4bopZdesh8/ffq0rl+/ru3bt2vGjBk6efKkDMNQv379VLlyZQuT41H9888/VkfAI9iwYYMkKV++fBYnyVooBDOHhDahdGRzSmR8bm5u6tOnDy9CO6HovzWSU9ReuXJFEr8PMwofHx9NnDhR27dvV7169ayOg2QoU6aMjh49yqbZ6YTtBQFYxjTNVP+A9ebNmydvb2/du3dP48aNU7169exPrn18fNSoUSP95z//UUBAgEzTlK+vryZOnGhxajyK69eva8yYMTIMI87bG5HxLV68WJ9++qkMw1DDhg2tjpNlREVF2T8Suj8lHwCAB0qUKCFJOnnypMPXbNu2TZJUrly5NMmE5Hn77bdVoEABffnllwoKCrI6DpKhffv2kqTffvvN4iRZA2vuArDE5s2bEzx27949jRw5Unv37lWhQoXUoUMH1a5dW0WKFJH04G3De/fu1ZIlSxQcHKxatWrpk08+Ufbs2dWkSZP0+haQhJkzZ+qLL75I8G36JUuW1Lvvvqt+/fqlczIkxZFlU6KionTt2jX5+flp7ty59rfzT5kyhcfUYo6saxb9+O3bt0+BgYH2zYB27NihmjVrpkNKAIm5efOm8uTJY3WMLGvgwIHq1asXbyd2cv369dOMGTPUtGlT/f777/b7E1pzNzQ0VE888YQuXbqk4cOH69NPP7UiNh6yY8cOtWvXTrlz59bkyZPl7e1tdSQ4IDQ0VM8884yuXbumXbt2qVKlSlZHytQodwFkKKZpytvbW7/88ot69uypCRMm2Ne+elhYWJiGDh2qWbNm6YUXXtBPP/2UzmnhiCNHjsjPz0/BwcGKjIyUp6enqlWrpurVq6f60hxIHcndBCj6qYSvr6+WLVvG42qx5Dx+0Y9d3rx5NWvWLL388stpGQ3IUsaOHat33nkn2deFhoaqZcuW2rVrVxqkgiOif45WrVpVPXv21GuvvWZfWx7OY//+/fYXLGfPnq3u3btLir/cvXLlil5++WVt3rxZ2bNnl7+/vx577DGromc5zZs3T/R4YGCg/P39ZRiG8ufPrwoVKihnzpyJXmMYBrNGLebv7y8fHx9dvnxZH3/8sV599VV5eHhYHStTotwFkKHMmjVLr7/+up577jn7GpBJadmypX799Vd98803ev3119M4IZD52WzJW7WpatWqGjBggHr37k2xmwGUKVMmycfBZrMpT548Klu2rJo0aaLOnTurYMGC6ZQQyBqyZcuW7F3CQ0ND9eyzz2rfvn2KjIxMw3RIjJubm30zIMMw5OrqqjZt2qhHjx5q2bIlv+ucyFtvvaUJEybIMAy9/PLLeumll9SpUycZhqHp06crZ86c2r59uxYtWqQbN25IkkaPHq2RI0danDxriS7cE6qnEjuW0LmGYfBz1ELRS5uEhYUpODhYhmHIMAwVLFjQoWKeTZqTh3IXQIbSsGFD7dy5UytWrFDbtm0dumbNmjVq166d6tWrp+3bt6dxQiRmwYIFkqR27dopb968Dl1z69YtrVixQpLUtWvXNMsGxyW2bEq06HKwTJkyyp8/f9qHAgAnY7PZlC1bNi1evDjW5qIJuXr1qp5//nnt27ePUsJiV69e1bfffqt58+bpr7/+kvS/zblKlCihbt26qXv37vLy8rIwJRxhmqYGDhyob775JtFSProWGTp0qMaPH59e8fD/0mKzbUnatGlTqo8JxyR3skhM/A5MPspdABlKwYIF7et4OrrO2f79+1WjRg15eHjYd7iFNRJawywxAQEBqlChgmw2myIiItI4IQA4h6NHj2rGjBnaunWrTp48qZs3bya5YZphGPwczUDatm2rtWvXys3NTWvXrtWzzz6b4LlXrlzRs88+q7///ls2m01ff/213njjjXRMi4T89ddfmjNnjr7//nv788zoEqpRo0bq1auXXn75ZeXIkcPKmEjCxo0b9dlnn2nz5s1xfpYahqG6detq5MiRatWqlUUJgcylR48ej3T93LlzUylJ1kC5CyBDyZ07t8LDw7Vy5Uq1adPGoWuiZ+7mzJlTt27dSuOESMyjlLu8QgsAD4wfP14jRoxQRESEw29DlZjpktHcvXtXL7zwgjZv3qxcuXLp119/VZ06deKcd/nyZT377LM6ePCgbDabpk6dyjJTGdD9+/e1Zs0azZkzR7/88osiIyPtJW+ePHnUsWNH9ejRQ3Xr1rU4KRJz8+ZN7d+/P9ZeEM888wxLEwFwapS7ADKUZ555RgcPHlTLli0d3iDN29tbP//8s5566in9/fffaZwQiUlJuevv769KlSope/bsunv3bhonBCA9KJ22bdumkJAQlS1bVrVr17Y6Ev7fzz//bN8J3DAM1alTRzVq1FCBAgUceovjBx98kNYRkQy3bt1S06ZNtW/fPnl4eGjLli2qXLmy/XhwcLBatGihw4cPy2azadq0aerdu7eFieGIixcvav78+Zo3b578/f0l/W82b6VKldSzZ0916dJFhQsXtjIm4PTOnj0r6cFyKNmyZXPomsjISF24cEGSVLp06TTLBmQklLsAMpT//ve/GjlypAzDUN++fTV+/Hi5u7vHe+7du3c1bNgwTZ06VYZh6OOPP9aIESPSOTFiSkm5u3btWrVt21ZFihTRxYsX0zghkPmdOXNGU6ZMkSS9++67cdZE3rVrl15++eVY/96qVaum5cuXszN4BvDCCy/ol19+kYeHh9asWaMGDRpYHQmPKCQkRA0bNpS/v7+KFy+ubdu2qUyZMgoKClKLFi109OhR++Zr3bt3tzoukmnDhg3q0aOHLl26ZN/ESZJcXFzk6+ur//znP3rmmWesDQk4KZvNJpvNpgMHDrDkG5AIyl0AGcqdO3dUvXp1HTt2TIZhqEiRIurQoYNq1aqlwoULyzAMXbp0SXv37tXSpUsVFBQk0zRVqVIl7d+/X25ublZ/C1nKli1bYn0evRnCnDlzVLZs2USvvXv3rgICAjRu3DidOnVKzz//vNavX5+WcZECmzZt0qpVq/T3338rJCRE4eHhib5NnN1trffVV19p2LBheuaZZ7Rv375Yx27cuKGKFSvq8uXLcR7HJ598Uvv371f27NnTMy4eEr32/Pjx4zVkyBCr4yCVnDt3Tg0bNtS5c+dUrlw5LV68WF26dNE///yjbNmyac6cOerSpYvVMZEMW7Zs0dy5c7Vs2TKFhYXZf6bmzp3bvkxY9O7wAwYM0FdfffVIGwwBWRFLvgGOcbE6AADE5O7urk2bNunFF1/Uvn37FBQUpEmTJsV7bvST6GrVqunHH3+k2LVAfDvbmqapnj17OjxG9CyXvn37pnY8PILg4GB16tRJmzdvlqQEC13DMGIdS4udjpE8GzdulGEYatu2bZxjM2bMUHBwsAzD0ODBg9WiRQtt2LBBU6dO1dGjRzV//nzeEm6xsLAwSVLDhg0tToLUVKpUKf3yyy9q1KiRTp06pTp16sg0TWXLlk3z58/Xv/71L6sjwgHnzp2zL8dw6tQpSf97HvPcc8+pd+/eateunc6cOaPZs2dr5syZunr1qiZPniwvLy8NHjzY4u8ga4qIiNC6detibVCZVOlnGIZ+++23dEqI1BT9vJQXU9JHzMk+jRs3jvf+lIg5FpLGzF0AGVJkZKSmTZumb775RkeOHIn3nCeeeEL9+/dX//79HV6DCakrNZ40lSxZUu+++6769euXComQGu7fv6+6devqr7/+kmmaeuaZZ1SiRAmtW7dOhmGoc+fOunr1qvbt26eLFy/KMAxVr15dVapUkcTutlarVKmSjh8/rjVr1ujFF1+Mdax27dr6888/1b59ey1dutR+f8eOHbV06VK1bNmSGfQWq1Chgk6ePKlt27apXr16VsdBKtu/f7+aNWumGzduyMXFRd9++606dOhgdSwk4u7du1qxYoXmzp2r33//XaZp2sujkiVLqkePHurZs2e8y9qEhobK19dXf/zxh5588kkdOnQoveNneZs3b1b37t3ta7dKCb9gLf3vRWtmfWYMKZm5u3XrVjVp0kT58+fX1atX0zghoh8jwzBiLYMRfX9KPDwWksbMXQAZUrZs2TRgwAANGDBAQUFBOnjwoP2Xs4eHh5566ikVK1bM4pTYtGmT/bZpmmrevLkMw9Ds2bMTXZbBMAy5u7urWLFiKlWqVHpERTLMmzdP+/fvl2EYmjt3rrp166bDhw9r3bp1kqT58+fbz121apUGDhyoI0eO6D//+Y9eeuklq2Lj/12+fFmS4vyMDA0NtS/T8PC6np06ddLSpUvZlDID8PHx0cSJE7V9+3bKXSexYMGCZJ3/8ssva86cOWrdurXu3LmT4PVdu3ZNjXhIoT179mju3Ln64YcfFBoaKunBc53s2bOrdevW6t27t1544YVEy4t8+fJp9OjRatKkCUsWWeCvv/7SCy+8oHv37sk0Tbm7u6tChQrKnz8/szqdjCMl4f379xUQEKBPPvlEkvT444+ndSz8v4ReMGEuafph5i6ADOWjjz6SJNWpU0ctW7a0OA2SKyWvriPjid7QqVWrVvZC9/Dhw3rqqafinckSEBCgmjVrKiIiQvv27VOFChWsiI3/5+rqqsjISO3atUu1atWy379+/Xq9+OKLcnFx0bVr15QrVy77MT8/P9WuXVuurq66c+eOFbHx/wIDA/X000/LxcVF+/fvV9GiRa2OhCQ8yuykhDBryVqVK1fWsWPHJP2vnKhYsaJ69eqlbt26qXDhwg6Pxfqf1mnXrp3WrFkjNzc3jR8/Xj169Ehwo2ZkDA+/GzP6319KfsZ+8cUXGjZsWKrkQsKil3CTpCZNmsR7f0rEHAtJY+YugAzlww8/lGEYWrlypdVRkALR68+VKFHC4iR4FH///bd9+YX4xNwNXJK8vLw0ZMgQffTRR5o4caImT56cXlERj/z58+vKlSsKDAyMdf8ff/whSXrmmWdiFbsx8Uev9YoXL67Vq1erXbt2ql+/viZPnixvb2+rYyEJzJfJXI4ePSpJypEjh15++WX17t1bjRo1StFYefPmVdeuXVmT3gLbtm2TYRh677331L9/f6vjwAGpNQO0Q4cOGjp0aCokQlISKmEpZ9MX5S6ADMXT01NXr15V6dKlrY6CFIhvvTk4n+glUGIureHq6mq/HRYWFqccbNGihT766CNt3LgxfUIiQZUrV9aWLVu0cuVK+6ZqkZGRWrJkiQzDUNOmTeNcc+HCBUlSkSJF0jNqlta8efNEjxcoUED+/v7y8fFR/vz5VaFCBeXMmTPRa9gAyBrRL2wi86hWrZp69+6t1157TXnz5n2ksQoVKqR58+alTjAkS/Q7UV544QWLk8BRH3zwQazPR48eLcMw1K9fv0RnzMdc8q1+/fry8vJK66hAhkK5CyBDKV++vPbs2aOgoCCrowBZlqurqyIiImIVujH/uL1w4YIqVqwY65roGZ/RJSGs4+vrq82bN2vhwoUqUqSIGjVqpIULF+rMmTMyDCPezZv8/PwkiTWw09Eff/xh37gnPtGz/EzT1LVr17Rnz54Ex4q5ARDSHy9sZj5//vmn1RGQCsqUKaOjR4/q/v37VkeBg+IrdyVpwIABLPnmZGw2m2w2m/773/9q+PDhVsfJ9Ch3AWQoHTt21O7du7VkyRJeZXdCPXv2TPG10RuxwXqlS5fWsWPHdOnSJft9RYoUUZ48eXTr1i3t3r07TrkbvQM45ZL1+vbtq+nTp+vo0aMaN26cxo0bZz/m4+OjmjVrxrlm5cqVMgxDdevWTc+oWVrjxo3594JkCQwM1MiRI/l9CTioXbt2Onr0qLZs2cIGlU5q7ty5kqSSJUtanATJ5erqqvv376d4SRskDxuqAchQ7t27pzp16ujgwYOaNWtWnB3dkbGldFOZ6BlnbDSSMXTp0kWLFi3SmDFj9O6779rv9/Hx0bp161S9enVt375dbm5ukqTr16+rbt26On78uGrWrKndu3dbFR3/LygoSAMHDtTatWt1//59ubq6qmPHjpo8ebLy5MkT69wtW7aoadOmMgxDf/zxB0/CgQwqsY0tkbrCw8O1dOlSSVKrVq1UqFChRM+/fPmy1q9fL0l69dVXlT179jTPiKRdvnxZ1apV0927d7V3716VKVPG6khIBZcuXdKhQ4fsy4gVKFBAVapUYWmpDKZcuXI6c+ZMnA1+kTYodwFkKGfPntXly5fVq1cvHTx4UC1atNC//vUvVa1aVR4eHnF2UH0Ya/Vaq0yZMkmWu7dv39aVK1fshW7BggXt60iybmHGMG/ePPXs2VP16tXT9u3b7fevW7dOPj4+MgxD5cuXV5s2bXT79m2tXbtWFy5ckGEY+vrrrzVgwAAL0yOmu3fv6urVq/L09Iy1zEZMp06d0tmzZyUxmxTIyCh308/8+fPVo0cPlShRQqdOnZKLS+JveI2IiFDZsmUVGBio7777Tp06dUqnpEjKgQMH1Lp1a929e1cff/yxOnTooHz58lkdC8lkmqZmzJihyZMn68iRI/Ge8+STT2rQoEHq06cPz2UygO7du2vhwoWaMmWK+vXrZ3WcTI9yF0CGEnPmZ3LXDzQMQxEREWkVDano2rVr+v777zVq1Ch5enpqzZo1evzxx62Ohf93/fp1PfPMMzJNU7///nusTSl69+6tOXPmSIq9JqgktWzZUuvWrZPNZkv/0EAmEV20lyhRIskXNKNFRkba17vmRc7Mi3I3/bz88stasWKF3nrrrVhL2yTmnXfe0ZdffqkOHTpo8eLFaZwQyXH69GnVqVNHISEhcSYWJMQwDAUEBKRTQiTm2rVratOmjXbs2CFJSa5VX79+fa1du1b58+dPr4iIx59//ql69eqpdOnS2rdv3yNvTonEUe4CyFAepRTijx3n888//6hu3bry8PDQn3/+KQ8PD6sjwQGzZ8/WrFmzdPjwYUVERKhChQrq2rWrhgwZkuTsJgCJi96A5MCBAw5vHhMQEKAKFSrIZrPxImcmRrmbfqLfTrxy5Uq1adPGoWvWrl2rtm3bysvLS8ePH0/jhHDU8uXL1atXL928eTPBUjA+/DvLGEzTVJMmTbRt2zZJkqenpzp06KA6deqoaNGikh4sRbVnzx4tWbLEXuA3bNhQmzdvtjI6JE2fPl0DBw5UlSpVNGXKFNWvX9/qSJkWf4EByFCiF81H1vD4449r8ODBGjNmjL788kt9/PHHVkeCA3r16qVevXpZHQPItFI694I5G0DquHjxoiSpVKlSDl8TveFTYGBgmmRC8u3cuVOdOnWyl7SPPfaYqlatqvz58/MuIyexaNEibdu2TYZh6F//+pemTp0aZ+8ASeratas+++wzDRgwQAsXLtS2bdv0/fff69VXX7UgNaT/bbT9+OOP6++//1ajRo1UqlQph5ZbZOPQ5GPmLgDAUlu3blWTJk1UqVKlBNfQAhBX9JPmh58AR9+fEjyZtl708kQHDx50eObuiRMnVLFiRWXLlk33799P44SwCjN300/u3LkVHh6u7du3q27dug5ds3v3btWrV0/u7u4KCwtL44RwxIsvvqj169crX758+u677+Tt7W11JCRT9GPYtGlT/f777w5d06xZM23evFmtWrXSunXr0jghEvLwRtvR1WNSyy6y0XbKMHMXAGCp3LlzS/rfOpMAHDNv3jz7E+SYhWzM+5Mj+sk05a7ziZ5lGN9sJgDJV6RIEZ0+fVqHDh1yuNw9ePCgJKlQoUJpGQ3J4OfnJ8MwNHr0aIpdJ7Vv3z4ZhqGBAwc6fM2gQYO0efNm7d+/Pw2TISmlS5dmY7t0RLkLALBU9BOv7NmzW5wE8Tl+/LgWLFignTt3KigoSOHh4dqwYYPKly9vP+fQoUM6e/ascuXKpSZNmliYNmtJ6EkzT6YzB0cew/v37ysgIECffPKJJLExJZBK6tevr1OnTmnmzJnq3bu3Q9dMnz5dhmE4XAYj7UXPoG7YsKHFSZBSV69elSSVLVvW4Wuiz42+FtY4ffq01RGyFMpdAIBlTp06pQ8//FCGYeiZZ56xOg5iiIqK0vDhwzVx4kRFRUXFeivVvXv3Yp179uxZtW7dWi4uLjp16pRKlChhReQsJ6EnzTyZdi7xrTlnmqaqVKmSrHEMw9DLL7+cWrGALO1f//qXvvvuO/n5+WnIkCGaMGFCgi+4mKapoUOH6s8//7SvC4qMoWzZsjp8+DDLZDixfPny6cqVKwoMDFS1atUcuib63Sx58+ZNy2hAhkK5CyDDunnzpn799Vf9/fffCgkJUXh4eKKbxfB2YustWLAgyXOioqJ07do1+fn5afXq1QoLC5NhGOrXr186JISj+vbtqzlz5sg0TZUoUUL16tXTsmXL4j3X29tbZcuW1enTp7Vs2TINGTIkndMCziuh32vJ3RajQ4cOGjp0aCokAtCqVSs1b95cv//+uyZPnqydO3dq8ODBatSokYoVKybpQYG0ZcsWTZo0yV7sNm7cWG3btrU4PaK1b99ehw4d0oYNG5i966SqVKmizZs3a+7cuXrxxRcduiZ6g+7kvkgKODM2VAOQ4URFRWnMmDH68ssvdfv2bYeuYeH1jOHhhfOTEv0raMiQIfrqq6/SKhaS6bffftNzzz0nwzA0YsQIjR49WtmyZUt0o6f//Oc/+uKLL+Tj46PVq1dblBxwPqNHj47zefQLXoULF07wOsMw5O7urmLFiql+/fry8vJK66iwGBuqpa+rV6+qadOmOnTokEMbAD311FPatGmTChQokE4JkZSbN2+qZs2aCgwM1KZNm1SzZk2rIyGZpk6dqoEDB8owDL3//vv64IMPEv33OGbMGPs5kydPVv/+/dMxLWAdyl0AGU7Xrl313XffyTRNZcuWTZ6engoODpZhGCpZsqSuXbumW7duSXrwx23BggX/j737jorqWtsA/uyhCijFigVLRI1oEOy9YS9RY4saDBi7UWNLNLGnaNREo0LEWNDEXhFbxGhEJVIUA2osCDakqoiClOF8f/jNXJE2KDNnwOe3FmvFM3vPeu6dNXDmnb3fDTMzMwAvt/mTfBQKhcZjrays0K5dO0yYMAFdu3bVYioqrCFDhmD37t3o1asXDh06pL6eX3F33759GDhwIGrVqoVbt27pOjJRiZHf+4zebSzu6l5qaiq+/vpreHl55bm139zcHGPHjsXixYtRqlQpHSekgty/fx+DBg3C5cuX8cUXX2DIkCGoU6cOTE1N5Y5GGsjIyMAHH3yA69evQwgBBwcHfPrpp2jevDkqVKgAIQRiY2Nx4cIFeHt7Izw8HJIk4f3338fly5dhaMjN6tqmrUOx7ezstPK8JRWLu0SkV44fP44ePXpACIGRI0dixYoVePDgAT744INsH2auX78OT09PrF27Fu+99x4OHDiAevXqyZye7ty5U+AYhUKB0qVLw8rKSvuB6I3Y2dnhwYMH2Lt3L/r166e+nl/RKTAwEC1atICZmZn6yxeS38mTJ7F582b1gXgvXrzAv//+m+31O3PmDMLDw1GmTBmMGDFCxrQEAN7e3gCA/v37s18gZcPirnySkpLw119/4dKlS0hISAAAlCtXDs7OzujYsSMsLS1lTki5ebWnuWqXn6aEEMjMzNRGLCqkqKgodO7cGZGRkRqtoq9Vqxb++usvFgd1JLezA94W33+Fx68xiEivqHokOTg4YOPGjQCA6OjoHOPq1q2LlStXonPnzhgwYAB69uyJS5cu8eZaZtWrV5c7AhWBuLg4AECNGjU0nmNkZAQAvBHTEykpKRg5ciT27dsHANkOxHudgYGBestj8+bNYW9vr9OslN3IkSPljkB6ytzcHO3atStUgYrejOoMgbp166J58+awtLRE//790b9/f5mTUWG8vo6N69qKpxo1auDff//FggULsGHDBjx58iTXcVZWVvjss88wb948WFhY6DbkO4zvK/3A4i4R6ZV//vkHQghMnDhRo/F9+vTByJEjsWnTJvzyyy+YO3eulhMSlXzm5uZ48uQJ4uPjNZ5z//59AGCvQT0xePBgHD16FJIkoVmzZmjXrh2WL1+e69jWrVujQYMGuHLlCvbu3YuvvvpKx2mpILGxsQgPD8ejR48AvHyfNWjQABUrVpQ5GRWFtLQ0PHnyBOXLl8+3vVGNGjVw+vRp3QV7h3366acQQmD79u1o3ry53HHoDc2fP1/uCFREzM3NsWzZMnz33XcICQnJ9W9i48aNYWxsLHPSd49qcVZePDw8EBQUBCMjI3Tt2hXNmjVT37/ExsYiKCgIf/75JzIyMtCkSRNMmDBBF7FLHBZ3iUivqFYM1qlTR33t1a0eaWlpMDExyTZn4MCB2LhxI/bv38/iLlERqFWrFi5evIirV6+iS5cuGs05evQogJer7klee/fuxZEjRyCEgJeXFz777DMAyLO4C/zvRPG///6bxV09IUkSvLy8sGbNGly9ejXXMfXr18fnn3+O0aNHczWnHnr27BnOnDkDAGjXrl2OlWQJCQkYO3YsfH19kZmZCQsLC3z22Wf4/vvvc9zrkG5ZWlri6dOn3MlQzLG4W/IYGxujZcuWaNmypdxR6P/lt+No1KhRCA4ORteuXbFhwwZUqVIl13EPHjzA6NGjcfz4cfj7++O3337TVtwSS/OTb4iIdOjV1X+lS5dW/7eq+Psq1WniUVFRWs9FmktMTMRPP/2Enj17olq1ajA3N4e5uTmqVauGHj16YMWKFeq+daRfunbtCkmSsHbtWmRlZRU4/urVq9i8eTOEEOjZs6cOElJ+VD1bR4wYoS7sFqRx48YAgGvXrmktF2nu8ePH6gMnr169CkmScv25evUqxo8fj3bt2uW5TZXks3fvXvTu3Rvjxo1TH/yqkpWVhR49euDAgQPIyMiAJElITk7GypUrMWzYMJkSk0rNmjUBvHwvEhFR4e3ZswebNm1CkyZNcPjw4TwLuwBQpUoVHDp0CI0bN8amTZuwa9cuHSYtGVjcJSK9otqiodpmo7qm2mLz77//5pijOsTrxYsXOkhImli9ejVq1qyJmTNn4vjx43jw4AFSU1ORmpqKBw8e4M8//8SsWbNQs2ZNrFq1Su649JrJkyfD3NwcERERGDduXL59dE+cOIGuXbvixYsXsLGxwejRo3WYlHITHBwMIQSGDBmi8RxbW1sAKFQrDtIOSZLw4Ycf4ty5c5AkCTY2Nhg/fjw2b96MY8eO4dixY9i8eTMmTJiAsmXLQpIknD9/Hh9++KHc0ek1x48fB/DycLzX2y3s3LkTISEhAABnZ2d88cUXcHZ2hiRJOHDgAI4dO6bzvPQ//fv3hyRJOHTokNxRiIiKpXXr1kEIgWnTpml06JqBgQGmT5+u3rlEhcPiLhHplYYNGwJAti2ohoaGcHJyApB7Tx9PT08APMxLX8ycORNTp07Fs2fPIEkSLC0t0bFjRwwdOhRDhw5Fx44dYWVlBUmS8Pz5c0ybNg3Tpk2TOza9omLFivj1118BABs2bMB7772Xrf/VqlWrMGbMGDg4OKB79+6Ijo6GQqHA5s2beYCFHkhMTAQAVK5cWeM5qsKTJiu1Sbu2bduGs2fPQgiB4cOH4/bt21i7di1cXV3RtWtXdO3aFa6urlizZg1u376NTz75BJIk4ezZs9i+fbvc8ekV4eHhEEKgVatWOR5THdjVuHFj/PPPP1ixYgUCAgLQrFkzAP9bgU/ymDJlCqpXrw5PT0+cPHlS7jhERMWOalHWq+0WC6IaGxYWppVMJRl77hKRXunQoQN8fX3h5+eX7VC1ESNG4MKFC9i/fz9GjhyJwYMH4/nz5/D29oafnx+EEFy1pAeOHz+OFStWAACqVq2KFStWoH///jA0zP7nRqlUYt++fZg5cybu3r2LVatWoXv37ujatascsSkXw4cPh5GREcaOHYt79+6pv30HoO6DpTod18LCAt7e3ujVq5dseel/LC0tkZiYiOjoaDRq1EijOZGRkQCAcuXKaTEZaWLbtm0AgPbt22Pr1q35jlW99+7evYu///4bv//+Oz7++GNdxCQNqFpJqbb4q2RkZODMmTPqA2RVfyONjIwwbtw4BAYGIjAwUOd56X/KlCmDEydOYODAgejevTvc3NwwbNgwfPDBB7C2tmaP62Lo8uXL8Pf3x+3bt5GcnAylUpnveCEENmzYoKN0RCVPcnIygNzbKuZFNVY1lzQnJNUnMyIiPRAZGYn33nsPJiYmiIqKUrdpyMzMRIsWLXDx4sUcN9SSJKF69eq4ePEirK2t5YhN/6937944cuQIKleujKCgIPVW77zExMSgSZMmePjwIbp3747Dhw/rKClpKjExER4eHjh06BBCQ0OztWhwcHBA3759MWXKFHXva5JfmzZtEBAQgG+//RazZ89WX1coFBBCICwsDPXr188255NPPsEff/yB3r17w8fHR9eR6RW2traIi4vD7t27MWDAAI3m7Nu3DwMHDkSlSpUQHR2t5YSkKWNjYyiVSoSEhGT7ouX8+fNo06YNhBCIjo5W3+u8+lipUqXw/PlzGVITkP0wX0mSClXMFULk286IdOv69etwd3fHP//8o/Ec1WteUAGYiPL2/vvv48aNGxg6dCj++OMPjeYMHz4c27dvR506dfDff/9pOWHJwrYMRKRXatasidu3byM8PBxlypRRXzc0NMSJEycwfPhwGBoaqg+TAYBevXrB39+fhV09EBgYCCEEZs+eXWBhFwAqVaqE2bNnQ5IkBAUF6SAhFVbZsmUxd+5cBAYG4sWLF4iLi8PDhw+RlpaGsLAwfPfddyzs6plevXpBkiSsXr1ao17k/v7+2LFjB4QQ6NOnjw4SUn5UPedfX+2ZH9XYV/vVk/xUh6i9vmrpzJkzAIDatWtnK+wCQKlSpXQTjvL16sGFr/9bkx/SDw8ePEC7du3wzz//qF8bc3NzVK1aFXZ2dnn+VK9eHXZ2dnLHJyrWPvzwQ0iShB07duDHH38scPzy5cuxfft2CCHQv39/HSQsWdiWgYj0To0aNXK9bm1tja1bt8LDwwM3b95EZmYmateuDRsbG90GpDypVhk1b95c4zmqsVyhpP8UCgW37RcDEydOxIoVKxAbG4uBAwdiy5Ytuf6ezMzMxKZNmzBjxgxkZWWhWrVq+PTTT3UfmLJ5ta2Gqt98QR4+fAgA2b4UJfm99957CA0NxenTp7O1Hdq/fz+EEGjXrl2OOapDDfmlmbzmz58vdwQqAt999x3i4+MhhMBnn32GGTNmFKr/JxG9ua+++gpbt25FTEwMZs+eje3bt2PkyJFo2rQpKlSoACEEYmNjERQUhK1btyI0NBTAy8U/X375pbzhiyEWd4mo2CldujScnZ3ljkG5qFq1Km7duoW0tDSN56jGVqlSRVuxiN4pZcqUwc6dO9GzZ08cPXoU1apVQ/v27dWPz5o1C+np6QgODkZSUhIkSYKpqSl27doFIyMjGZMTADRo0AB///03Nm3apHEfa9Vhow0aNNBmNCqkLl264NKlS/Dw8EDbtm3Rtm1bbNq0CUFBQXmulFcdQFOYAxGp6LG4WzIcO3YMQgi4urrCy8tL7jhE7xQrKyv4+fmhW7duuH//Pv79919Mnz49z/GSJKFq1ao4duwYrKysdBe0hGBbBiIiKjKqQsTRo0c1nnPkyJFsc0m/qA6/mzBhAtq2bQsHBwc4ODigbdu2GD9+PPbu3cvegnqoc+fO+Ouvv2BnZ4fU1FT1B1zg5fvz5MmTePLkCSRJQrVq1XDq1Ck0a9ZM5tQEAAMHDoQkSdi/fz8WLFhQ4BbvxYsXY+/evRBCYNCgQTpKSZqYMmUKypQpg+TkZPTu3RuWlpaYOnUqgJe9CHMr7h4+fBhCCI1XbRNR3lQ9yF1dXWVOQvRuev/993HlyhVMnz4dVlZWebaysbKywrRp0xAeHp7jXAjSDA9UIyKiIqPaRpycnIwTJ06gdevW+Y4/f/48XFxcULp0aVy8eJGrd/WMj48PJk2ahAcPHqivqW4bXj1cxtbWFmvWrEG/fv10HZEKkJmZiR07dsDHxwfBwcGIi4uDUqlE2bJl4eTkhL59+2LkyJEwNjaWOyr9v4yMDHzwwQe4fv06hBBwcHDAp59+ivi0jxEAAIjISURBVObNm2fbxnjhwgV4e3sjPDwckiTh/fffx+XLl2FoyI15+sTf3x9Dhw5Vt84AgFq1asHX1xf16tXLNjYiIgJ169aFJEnYu3cvf6cSvSXVAZXBwcH8woRIZhkZGQgJCUFYWJj6jABra2s0bNgQjRs35r3oW2Jxl4j0iru7e6HnCCFgamoKS0tL2Nvbo0WLFnj//fe1kI40ERISgkGDBiE6Ohrjxo3Dp59+CkdHR3UxUJIkXL58Gd7e3vD09ETlypWxZ88ettrQM6tWrcK0adMA/O/U6Bo1aqgP/4mNjUVUVFS2Yu+KFSvUq9KI6M1FRUWhc+fOiIyMzPZFSm4kSUKtWrXUK7VJ/6Snp+PcuXOIiYmBra0t2rRpk2sR/uzZszh58iQAYObMmeoD2Uh+GRkZuHjxIsLDw9VFCRsbGzRo0ADOzs5saaOn+vTpgyNHjmDbtm0YMmSI3HGI6C2kpKQgODgYAHLtWf+uY3GXiPSKQqEo8IOsJpo0aYKffvqpwJWjVLRq1aoF4OUf37i4OPVraWxsDBsbGwghkJiYiPT0dAAvixIVKlTI9wOsEAIRERHaD09qFy5cQOvWrZGVlYUyZcrg66+/hpubW47D1BISErBp0yZ8//33SEpKgoGBAc6ePVuoA/WIKHfPnz/HggULsGHDBjx58iTXMVZWVvjss88wb948WFhY6DYg0TsgJSUFixcvxvr16/H48eNcx1hbW2PMmDH45ptvWJDXMydOnEC3bt3QsWNH9RcnRFQ8XblyBQ0bNoRCoWBLuFywuEtEeqVGjRoQQiAlJUV9YjTwv+IgADx+/Fh9CJcQAuXKlYOpqSmePn2KpKQk9RyFQgFvb28MHz5ct/8j3mEKRdG3chdCQKlUFvnzUt6GDBmC3bt3w9LSEufOnSuw99W1a9fQqlUrPH36FAMHDsTOnTt1lJSo5EtPT0dISEiuKwa5jZFIe+7evQsXFxdEREQU2PtaCIHatWvj5MmTqFq1qo4SkiZmz56NpUuXYuzYsfjll1+4ypqomFIVd/nZMHcs7hKR3gkNDcXAgQNx//59TJw4Ea6urupv6QAgKysLYWFh8Pb2hoeHB6pUqYLdu3fD2dkZDx48wLZt2/Dtt98iOTkZJiYmuHHjBqpVqybz/6p3g5ubm1aeV3USPOlG5cqVERsbi++++w5fffWVRnOWLFmCOXPmoGLFitl6SxIR0UsREREICAhATEwMUlJSMGHChBw7Ikg/ZGRkoFGjRrh27RoAoF69enBzc0Pz5s1RqVIlAEBMTAwCAwOxefNmXL16FQDg4OCAS5cusfe1ntiyZQsAwMvLCwEBAbC1tcXAgQNRr149jVZZ8yA2Iv3B4m7+WNwlIr0SGxsLJycnPH36FCdOnEDLli3zHR8QEKA+kOvSpUuwtbUFAFy6dAlt2rTBixcvMGPGDCxdulQX8YlKhFKlSiE9PR3nz5/XuMXChQsX0LJlS5iYmCA1NVXLCQn4XxuUosQ2KERF7+LFi5g6dSrOnTuX7XpYWFi2nRFr167FwoULYWlpiatXr3KFoYw8PT0xceJECCEwZ84cLFiwAAYGBrmOzcrKwoIFC/Dtt99CCIG1a9di3LhxOk5MuXmbdm9CCG79JtIjLO7mr+j3zxIRvYUVK1YgJiYG06ZNK7CwCwAtW7bEtGnTEBcXh2XLlqmvOzk5wd3dHZIk4cSJE9qMTFTiqL4k0fVcKpyoqCit/BBR0fH19UXr1q1x7tw5SJKk/smNq6srUlNTcfv2bfj6+uo4Kb1q9+7dEEKgX79+WLx4cZ6FXeBlAXHRokXo378/JEnC7t27dZiUCvLq+66wP0RExQX3ixCRXjl48CCEEOjWrZvGc7p3747vvvsOhw8fxk8//aS+3qNHD6xdu5bFCqJCcnFxwYYNG/D3339rvHL39OnTAIBOnTppMRm9auTIkXJHoLeg2i5c1LiNWH88fPgQH3/8MdLS0uDg4IDly5ejTZs2KF26dK7jS5cujb59+2LHjh04evQo+vfvr+PEpBIeHg4AcHd313jOqFGjsH//foSFhWkrFhVSZGSk3BGIiHSCxV0i0iv3798HAJiYmGg8RzVWNVelcuXKAF6edExEmps+fTq2bduGJUuWoF+/fqhTp06+42/cuIGlS5fC3NwcM2fO1FFKYi/q4u3TTz994+3CeRFCsLirR37++Wc8f/4c1atXh7+/P6ysrAqc06FDB2zfvh0hISHaD0h5Uh3Qq7qX1IRq58rTp0+1kokKr3r16nJHICLSCRZ3iUivmJub48WLFwgJCUGTJk00mhMcHAwAOQ5GSEtLA/DyVHHSvcTERAQEBOD27dtITk7WqDfSvHnzdJCMClK3bl3s2bMHw4YNQ4sWLTBv3jy4urrmeC89fvwYW7ZsweLFiwEAu3btQt26deWITFQscdtvyXbs2DEIITB9+nSNCrvAy4O7AK44lJuNjQ3i4uIQGRkJJycnjeaoXjPedxIRka6xuEtEeqVx48Y4fvw4fvjhBwwePBjW1tb5jk9MTMSSJUsghMhRDL5+/ToAoHz58lrLSzmpeibv3bu30AdRsLirWwW1UChfvjxu3ryJ6dOnY8aMGahZsyYqVKgAIQRiY2MRGRmpLk7Vrl0by5Ytw/Lly3Hy5EldxCcdUR1goVAoeLhMEWLxruS7c+cOAKBZs2YazylTpgwA4NmzZ1rJRJpxdnbG0aNHsXbtWgwYMECjOR4eHhBCaFwMJiIiKios7hKRXpkwYQKOHz+Oe/fuoUWLFli1ahW6d++e69ijR49i6tSpuHv3LoQQmDhxYrbHVStmmjZtqovoBCA+Ph6tWrXCnTt3uCKtGDh9+jSEELm+Vq9uF1cdLBIREYGIiIhcn+vWrVu4efNmkW8zJ/3B93TR4nbhkk/1ZUhWVpbGc1TtACwsLLSSiTTz8ccf4+jRozh9+jTc3d2xevVqmJub5zo2JSUFkydPxl9//QUhBIYNG6bjtERE9K5jcZeI9EqfPn0wfvx4eHp64tatW+jVqxfKlSuHRo0aqVfgxsfHIzQ0FAkJCep5Y8eORe/evdX/jomJwYEDByBJUp7FYSp68+fPVx9gN2jQIIwfPx6Ojo6wsrJi0U8PtWvXjq8LEZGWVKpUCVFRUbh9+zZatGih0ZzAwEAAgJ2dnTajUQGGDx+OX3/9FefPn4e3tzeOHDmCwYMHo3nz5tl2sFy4cAG7du1CfHw8AKB169YYPny4zOnfPaqdSEKIbLuH3uaQ19efi4hInwmJyzCISA/9+OOPWLBgAV68eAEAOQpQql9dJiYmmD9/Pr766qtsj6ekpKhvtKtUqQJDQ36XpQt2dnZ48OABPvnkE2zevFnuOERUBFRtGYQQGvXOJqKXPv30U2zZsgUffvgh9u/fr76uUCgghEBYWBjq16+vvp6eng4HBwfcvn0bn3/+OVauXClDalJ5/PgxevXqhX/++QdAzntRFdU9acuWLeHr61tgSzEqegqFAgBy/J1SvdcKU/JQjeffPCL9wvvR/LHaQUR6adasWRg5ciS8vb3h5+eH8PBwPH78GABgbW0NBwcHdO7cGSNHjlSfTvwqMzMzbnmVgaqg7u7uLnMSIqLiKSkpCatWrQIAjB49Ote/ca96+PAh1q9fDwCYPn16nlvHSfdUxV0fHx+cOHECXbp0yXNseno6XF1dERERAYVCgdGjR+swKeXG2toaZ8+ehaenJzw8PHDt2rVcx73//vuYOHEixo0bpy4ykm7ltROJO5SI6F3BlbtERFRk3nvvPURFRSEwMBCNGzeWOw7pCR7IVbxxpYRueXh4YNKkSbC3t1cfDJofSZJQr1493Lp1C15eXhg1apQOUpKmPv74Y+zcuRPGxsaYMmUKPvroI7Ro0QJCCBw6dAhWVlY4d+4cvLy8cPv2bQDA+PHjsWbNGpmT0+sePnyI8PBwPHr0CABgY2ODBg0aFPgFDBERvT3ej+aPK3eJqESLioqCu7s7+2bpSLt27RAVFYWwsDAWdykHfp9MVLCjR49CCIHBgwdrNF4IgaFDh2Lx4sU4dOgQi7t6ZvPmzUhOTsaRI0ewfPlyLF++XL2SsE+fPupxqt+PAwYMUK/cJv1ia2vLQi4RkUzq1q2LyMhIuWPoLe4bIaIS7fnz5zh9+jROnz4td5R3wowZM2BkZIQVK1ao+yUTEZHmQkNDAQCtWrXSeE7Lli2zzSX9YWJiAl9fX6xbtw61atWCJEm5/lStWhUeHh7Ys2cPDAwM5I79zlu0aBEWLVqU7fDegjx+/Fg9j4iIipahoSGqV6/O1ot5YFsGIirRuH1D97Zv346RI0eiRYsW+O2331CnTh25I5HM+D4s3vj66ZaJiQkyMzMREhKCRo0aaTQnNDQUzs7OMDExQWpqqnYD0lu5evUqgoODERcXB6VSibJly8LJyQnOzs7sDapH8jr0Lj8RERGwt7fn70oieqdo46wVIQQ2bNhQ5M9bkrEtAxERFamPP/4Y9vb26NWrF+rXr48PPvgAderUgZmZWb7z+EeciAgwNTXFs2fPkJKSovEc1Viu+NR/9evX17hYSERFT6lU4vHjx0hNTS2wXZSdnZ2OUhEVX5s3by7SLyclSeLnwjfA4i4RERWpGzduYNq0aeqtjJcvX8bly5fzncM/4kREL9na2uLmzZsIDg7WuDVDcHAwAKBSpUrajEZE+cjIyAAAGBkZyZyEXpeQkIDVq1fjwIEDuHr1KrKysgqcI4TgIbBEGrCzs8u3uJuSkoL4+Hj1v42NjWFjYwMAePToEdLT0wG8fM+VK1euwAVBlDsWd4mIqMjcvXsX7dq1Q3x8vHo1ROnSpWFlZQWFgm3eiYgK0rZtW9y4cQMeHh4YP358gYWijIwMeHh4QAiBNm3a6CglEb1O1fO6fPny8gahbM6fP48BAwZkuzcloqITFRWV52MhISEYNGgQHj9+jNGjR8Pd3R2NGjVS7zRSKpW4fPkyNmzYgPXr18Pc3By7d+/mwdxvgMVdIiIqMosWLUJcXBwUCgWmT5+OCRMmoEaNGnLHIiIqNtzc3LBhwwbcvHkTw4YNg7e3d56rWFJSUuDq6oobN25ACAE3NzcdpyUA2LJli/q/XV1dc73+Jl59LtKuvF6rgwcPqlfG5yUtLQ0RERHYuHEjhBBo2rSpNiLSG0hMTMSHH36IxMREWFhY4LPPPoOVlRUWLFgAIQR+++03PHr0CMHBwfDx8cGLFy/QunVrjBo1Su7oRMVedHQ0evbsiadPn+L48ePo2LFjjjEGBgZwdnaGs7MzBg8ejO7du6NXr164dOkSbG1tZUhdfPFANSIq0XgQkG7VrFkTd+/exdSpU7FixQq545Ce4PuweOPrp3vDhg3Djh07IIRA1apVMXr0aLRt21b9Qefhw4c4c+YMfvvtN9y/fx8AMHDgQOzcuVPO2O8s1eFbr2/jVl1/E9wSrluvv1aqj8iFef0kSYJCocDJkyfRvn37Is9Ihbdw4UIsXLgQJiYmCA4OhoODQ55/0x4+fIhhw4bhzJkzmDFjBpYuXSpjcqLib/r06fj555/x5Zdf4ocfftBozuzZs7F06VJMnToVP/30k5YTliws7hJRicaihG6ZmZkhLS0N/v7+GveKpJKP78PiLSkpCQcOHAAAjBw5Ut4w74gXL16gb9++8PPzy7e4pLqN79KlCw4ePAhTU1NdRaRXqNoOvf477m3aEfH3pW69besoY2NjNG3aFLNnz0bPnj2LKBW9rRYtWiAoKAjjxo3D2rVrAeR/T5KamgpHR0dERETgxIkT6NSpkxyxiUqEunXr4tatW/j77781bht19uxZtGvXDvb29rh+/bqWE5YsbMtARERFxtbWFlFRUTA2NpY7ChHlIzY2Fr6+vkhISEDNmjXRu3fvPLf+W1pasqirY6ampjh+/DhWr16N5cuXq1fnvq5atWqYOXMmJk6cWKQnVVPhREZGFuo66Z9XXytJklCrVi0IIXD8+HHY29vnOU8IAVNTU5QtW1bdQ5L0x61btwAALi4u6muv/q5UKpXZXrdSpUrhiy++wMSJE/Hrr7+yuEv0FlT3LoX54lk1Nq/7Hsobi7tERFRkunTpgvXr1yMoKAhNmjSROw7RO+natWuYP38+hBBYt24drKyssj3u4+ODYcOGITU1VX2tatWqOHjwIBo1aqTbsJQnIQQmT56Mzz//HKGhobh06RISEhIAAOXKlYOzszMcHR1Z1NUD1atXL9R10j95vVaVK1fm61iMPX36FED21/fVQlNycnKOv5Gq+9cLFy5oPyBRCWZubo4XL14U6nNhYGAgAOS54IDyxuIuEREVmRkzZmDbtm1YunQphgwZAhsbG7kjEb1zDhw4gD179qB169Y5PrTGxcVhxIgRSElJyXb93r176NOnD65duwYLCwsdpqWCCCHg5OQEJyenN5qfkpKiPhCqXbt2RRmNqMTKysqSOwIVAQsLCyQlJWXrX/3qvWlUVFSOLzVfvHgB4OXfSyJ6c02bNsXRo0fx/fffY+DAgShfvny+4+Pi4vDDDz/wYMo39HbNhYiIiF5Ru3Zt7N+/H8nJyWjdujVOnDghdySid87JkychhEDv3r1zPObh4YFnz57B0NAQP/30Ey5fvowff/wRCoUC0dHRWL9+vQyJSZsiIyPRoUMHbi8mondO7dq1AQB3795VX7OyskKlSpUAAKdOncox5+zZswBerjokojc3adIkAEB0dDSaN2+OAwcO5PrFWVZWFg4ePIiWLVviwYMHAIDJkyfrNGtJwJW7RERUZFTFg3LlyuH69evo3r07rKysYG9vX+D2GiEETp48qYuYpGNVq1bFpk2b5I7xzlB9iM1tpefevXshhICrqyumTp0KAGjYsCFu3ryJ9evXw8fHB1988YUu45KO8Axl+V28eBF+fn4ICwvDo0ePALxcRdigQQO4uLigcePGMiekvISEhMDPzw/h4eF87YqR5s2bIyQkBEFBQRg4cKD6evfu3bF582b8+OOP6N27t7qv8j///INly5Zx5SBREejRowemTp2KlStX4s6dO/joo49gbW0NJycnVKhQAUIIxMbGIjQ0FI8ePVLfp0yePBndu3eXOX3xIyTe6RFRCRYdHY05c+ZACMHikg4oFAp1/0dN/7wIISBJEk8GJyoiVlZWSE5ORkhISLbtpgkJCeqb6ddPAT98+DD69OmD8uXLIzY2VobUpC35nQxPunHx4kVMmDABQUFB+Y5r0qQJ1q5dy571eiQsLAxjxoxR94HMS/PmzbFu3To0bNhQR8lIE76+vujbty/ee+893Lx5U309PDwczs7O6gPVHB0d8fz5c9y8eRNKpRJCCBw+fJgFJqIisHLlSnzzzTfqlmCvnxWg+sxYqlQpLF68GNOmTdN5xpKAxV0iIioyHTp0eKvDfXLbHkfySkxMREBAAG7fvo3k5GSNikPz5s3TQTLKi4mJCTIzM3Hu3Dm0aNFCff3AgQMYMGAATExMkJSUBGNjY/VjFy9eRJMmTWBkZIS0tDQ5YpOWsLgrrz179mDEiBHIyMhQf4A1NjZW9/189OgR0tPT1eONjIzw+++/Y9CgQbLkpf/x8/NDnz59kJ6ern7tjIyMULZsWQAv/z5mZGSox5uYmMDX1xedO3eWJS/llJGRgdGjR0OpVGLRokWoWbOm+rENGzZg/Pjx2frxqixcuBBz587VZVSiEi0+Ph7e3t45dq9YW1ujYcOGcHFxwciRI1GhQgWZkxZfLO4SkV5LTk5GZGSkxkUlHhZDVDTi4uLwxRdfYM+ePbl+8MkPC0jysrW1RVxcHLZv347Bgwerr3/++edYu3YtWrduDX9//2xzAgMD0aJFC1hbWyMxMVHXkUmLWNyVz/Xr19GoUSOkpaXB0NAQo0ePhru7Oxo1agQDAwMAL39fXr58GRs2bMD69euRmZkJExMTXLp0CfXq1ZP5f8G7KyEhAfb29khKSoJCoYC7uztGjx4NJycnGBq+7GyoVCpx6dIlrF+/Hhs3boRSqYSVlRVu3rypLgCTfrt+/To2b96MK1euIDMzE/b29vjkk0+4ep6Iih323CUivbR+/Xp4eHggLCysUNv7C1uEIqKcHj9+jDZt2iAiIoJ9OoshR0dHnDhxAtu2bVMXd1NTU7F7924IIXI9WOvOnTsAgIoVK+o0K1FJtnTpUqSlpcHU1BRHjhxBhw4dcowxMDCAs7MznJ2dMXjwYPTo0QNpaWn48ccfsXHjRt2HJgDAqlWr1DscDh48iG7duuUYY2BggCZNmqBJkyb46KOP0KdPHyQlJWHVqlVYtGiRDKmpsOrWrYsffvhB7hhERG9NIXcAIqJXKZVK9OvXD+PGjcO///6LrKwsSJKk8Q8Rvb0lS5bg1q1bkCQJXbt2xbFjxxAfHw+lUomsrKwCf0heQ4cOhSRJOHToEIYOHYo1a9aga9euiIuLgxACH3/8cY45Fy5cAABUr15d13GJSiw/Pz8IITB16tRcC7uva9++PaZOnQpJkuDn56f9gJSnw4cPQwiBSZMm5VrYfV3Xrl3x+eefQ5IkHD58WAcJiYiI/ocrd4lIr/z666/w8fEB8HIFmZubGxo3bgwbGxsoFPw+qjiSJAm3b9/Odrp0rVq13qo3L2nXwYMHIYRAr1691O9HKj5cXV2xceNGnD17Frt378bu3bvVj7m5ueW61Xvfvn0QQqBVq1a6jEpUosXHxwMAevbsqfGcXr16YcmSJeq5JI/IyEgAQN++fTWe07dvX/z000+4ffu2tmJRISkUCigUCvz777+oX7++RnMiIiJgb28PhULBHYFEReTRo0fYtGkT/Pz8EB4enu1zYYMGDeDi4gI3Nzd1P3oqPBZ3iUivbNmyBQBQv359+Pv7w9raWuZE9KaOHz+ONWvW4PTp0+rTUVXMzMzQsWNHTJo0CV27dpUpIeXl7t27AICJEyfKnITehEKhwNGjRzF//nzs3r0bMTExsLW1xciRI3M9IMbX1xdRUVEQQhSqCEVE+StfvjwePHgAU1NTjeeYmJgAAMqVK6etWKSBFy9eAADMzc01nqMay0Mp9cub7uzjjkCiorFu3TrMmDFD/Xnw1ffWgwcPEB0djT///BMLFizAihUrMGbMGLmiFmss7hKRXrl27RqEEJg7dy4Lu8VUeno6Pv30U+zcuRNA7jfHz58/x+HDh3H48GEMGTIEmzdvhrGxsa6jUh4sLCyQlpbG/qvFmLm5OZYvX47ly5cXOLZ169bqVWpsy0BUdFq3bo1du3YhKChI4wOaAgMDAQBt2rTRZjQqQKVKlXD37l1cunQJjRs31mjOpUuXALB3eUnBHWZEb2/JkiX4+uuv1Z8HLS0t4eTkhEqVKgEAYmJicOnSJSQlJeH58+cYP348njx5glmzZskZu1gSEr+SIiI9UqZMGTx//hwhISFo1KiR3HHoDQwcOBD79++HJEkwNDREly5d0Lx582x/xAMDA3HixAlkZGRACIGPPvoIu3btkjk5qXTu3BmnT5/Gvn378OGHH8odh4jewpUrV9CwYUMIIaBUKuWO804JCgpC69atUbFiRVy8eBHly5fPd3xcXBwaN26MuLg4+Pv7o1mzZjpKSq9zdXXF77//jlq1auHixYsoU6ZMvuOTk5Ph7OyM27dvY/jw4eqdaCQvhUIBIQTCwsI0bstw4cIFtGzZEqVLl0ZSUpKWExKVXOHh4XBycoJSqYStrS2WLVuGQYMGwcjIKNu4zMxM7N69GzNnzkR0dDQMDQ1x6dIlODg4yJS8eGIDSyLSK/b29gCg7sNDxcvhw4exb98+AEDHjh1x8+ZNHD58GPPmzcOYMWMwZswYzJs3D76+vrh58yY6deoESZKwd+9eHDlyROb0pDJ27FhIkoStW7fKHYXeQKdOndC5c2fcuXNH4znR0dHqeURUNJo2bYp169YhLi4OzZs3x4EDB3I9dDIrKwsHDx5Ey5YtER8fD09PTxZ2ZTZ27FgAL3vvtmvXDsHBwXmODQ4ORvv27REREZFtLukPTVfhPn/+HKtXrwYAvPfee9qMRFTirVmzBkqlEuXLl0dAQACGDRuWo7ALAIaGhvj4448REBCAChUqQKlUYs2aNTIkLt7YloGI9MrQoUNx6dIl+Pr6olOnTnLHoULavHkzAMDR0RHHjh3L9Q+4ip2dHY4ePYrmzZvj8uXL2LRpE/t96onBgwfj0KFD2LZtG5YsWYKvvvpK7khUCKdPn4YQAs+fP9d4TmpqqnoeERWOu7t7vo/Xr18fly9fxkcffQRra2s4OTmhQoUKEEIgNjYWoaGh6i+1HR0dcfbsWZw7dw4bNmzQRXzKRevWrTFhwgR4eHggLCwMzZs3h4ODA5o3b57ttbtw4QKuXLminjdhwgS0bt1axuTvtlq1auV6vWvXrvnekwIveyXHxcUhKysLQgj06dNHGxGJ3hl//fUXhBCYPXs27OzsChxfrVo1fPnll5g+fTpOnjypg4QlC9syEJFeSUtLQ4sWLfDff//hzz//RNu2beWORIVQrVo1REdHY8uWLRg+fLhGc7Zt24YRI0agSpUquHfvnpYT0qvOnDmT52NKpRJz585FQEAAGjdujGHDhqFevXowMzMr8HnbtWtXlDGpkN5kG6rqdHBu3S952JZB+1TvuYKoPna9Pjav63y95CVJEr788kv89NNP6hXXeb12CoUC06dPx5IlS/glmYwUiqLZmNyiRQucOHGiUAfqEVF25ubmePHiBQICAjTejRIYGIgWLVrAzMwMz54903LCkoUrd4lIr5iYmOD48eMYMGAAunTpgsmTJ6uLSoU5bZrkER8fDwAaF5QAoF69egCAhIQErWSivHXo0EGjD6EhISEICQnR6DmFEMjMzHzbaKRjqlW+/D1b8tStW1d9YB5ph52dHQt6JZAQAj/++CNcXV3h6ekJPz8/3Lx5M9sYe3t7uLi4YPz48WjQoIFMSUll5MiR2f7t7e0NIQT69u0LKyurPOcJIWBqagpbW1u0atUKnTp14nua6C0ZGBgAQKE+F6i+1CyqL2reJSzuEpFeUf0RAF6uhlixYgVWrFih0VwWleRnbm6OJ0+eIDExUeM5jx8/BgCNVoRS0eMGHgKAo0ePAgCqVq0qcxIqaoaGhqhevbrcMUq0qKgouSOQFjVo0ABr164FAKSnp6vvW6ytrWFsbCxnNHrNpk2bsv3b29sbAPDdd98VauEBEb09Ozs7XLt2DSdPnkSrVq00mqNqx6BJGwfKjsVdItIrrxeaWHgqXurWrYsLFy5g586dcHFx0WjOzp071XNJt06dOiV3BCoCefX7/Oabb/JdqQS8bIUTERGBoKAgCCHQvn17LSSkN5GZmYnDhw/D398ft2/fRnJycoHb9IUQ7FNHpEXGxsaoWLGi3DFIQ/Pnz4cQAhUqVJA7CtE7p0uXLrh69SqWL1+Ofv36oWHDhvmODw8Px7JlyyCEQNeuXXWUsuRgz10i0isLFy58q/nz588voiT0JpYsWYI5c+ZAoVDgt99+w6effprv+K1bt8LNzQ2SJOGHH37ArFmzdBOUqAR5vd9nXv0786Iab2Njg6CgINSsWbPoQ1KhnD17Fp988gnu3r2rvpbfLbsQApIksa8uEdEr3NzcIIRAjx49MGjQILnjEL1T7ty5g3r16iE9PR0WFhaYO3cu3NzcULZs2WzjEhMTsWnTJnz33XdISkqCqakp/vvvP67eLSQWd4mIqMg8f/4cderUQUxMDACgR48ecHd3z/V06Y0bN+Lo0aOQJAlVqlTB9evX2ZqB6A3UqFEjWyH3zp07EELA1tY239PBX+8xOH78eFSuXFkXkSkf//33H5o0aYLU1FRIkgRjY2PY29vDxsZGox50XJFPRPSSqt3bkSNH0K1bN5nTEL17tmzZAjc3N/W/hRCoWbNmts+FkZGRkCRJ/SX15s2b8cknn8iYunhicZeIiIrUpUuX4OLigsePHxe4clCSJFhbW+Ovv/6Co6OjjhJSQdzd3SGEwLfffgtbW1uN5sTHx+PLL7+EEAIbNmzQckLKj2olb1hYGHsMFkOurq74/fffYWBggIULF2Ly5MmwsLCQOxYVEaVSicePH6uL9/nhqiX5Xbt2DV5eXtnao2RlZeU7h2dA6I9KlSohPj4eISEhaNSokdxxiN5Jhw8fxtixYxEdHa2+pvqM+OrfwcqVK8PLyws9e/bUecaSgMVdIiIqctHR0ZgyZQoOHDiQ5xZhAwMD9O/fHz///DOqVKmi44SUnzcpDkZERMDe3p7bwvVAhw4doFAosGnTJh6kVQxVrVoVDx8+xBdffIHly5fLHYeKQEJCAlavXo0DBw7g6tWrBRYHARYI9cGSJUswb948KJXKQp0Bwb+D+qNTp074+++/sW/fPnz44YdyxyF6Z2VmZmL//v3w8/NDeHg4Hj16BOBlS7AGDRrAxcUF/fr1y3fHGeWPB6oRkV6LiIhAQEAAYmJikJKSggkTJqBcuXJyx6ICVK5cGbt378bDhw9x+vTpXP+Id+jQQeNVoUSkOVWPwZiYGBZ3i6GEhAQAQP/+/WVOQkXh/PnzGDBgAOLj43lIbDGye/duzJkzB8DLLzzbtm0LR0dHWFlZadQehfTDiBEjcPr0aXh7e7O4SyQjQ0NDDBo0iL2vtYjFXSLSSxcvXsTUqVNx7ty5bNcHDhyYrbi7du1aLFy4EJaWlrh69Sq/7dMztra2+Pjjj+WOQTrw4sULAICJiYnMSUhV3N2+fTuaN28udxwqpPLlyyM6OhqlSpWSOwq9pcTERHz44YdITEyEhYUFPvvsM1hZWWHBggUQQuC3337Do0ePEBwcDB8fH7x48QKtW7fGqFGj5I7+zlu1ahUAoEqVKjhy5EiBp7yTfnJzc8P27dtx8OBBLFiwAPPnz9f4sFEiouKExV0i0ju+vr4YNGgQ0tPTs61yye1mzNXVFV999RUSExPh6+vLlU5EMlF9EVOxYkWZk5ClpSWePn0Ke3t7uaPQG2jTpg127dqF8PBwODs7yx2H3sKaNWuQmJgIExMTBAQEwMHBAVeuXMGCBQsAINshMw8fPsSwYcNw5swZtGzZEkuXLpUpNQHAv//+CyEEFi9ezMJuMebv748ZM2YgPj4eixcvxs6dOzFkyBB88MEHsLa2Vh+4lpd27drpKCnRuyMzMxOPHz8GAFhbW8PQkGXJosD/F4lIrzx8+BAff/wx0tLS4ODggOXLl6NNmzYoXbp0ruNLly6Nvn37YseOHTh69CiLu3rg7t27AF4W+QpaxfnixQvExcUB4MExclq0aFGu1z08PFChQoV856alpSEiIgI+Pj4QQqB169baiEiFULNmTVy+fFl940zFy7Rp07B3716sWrUKw4YN44eeYuzo0aMQQsDd3R0ODg75jrW1tcWRI0fg6OiI5cuXo1u3bujUqZOOktLrVDvBeAhX8dahQ4dsi0Nu3LiBxYsXazSXfa+Jis61a9fg4eEBPz8/3Lx5U72ASwgBe3t7dOnSBePGjeNBwG+Bd4tEpFd+/vlnPH/+HNWrV4e/vz+srKwKnNOhQwds374dISEh2g9I+frzzz/Ro0cPWFhYICoqqsDibkpKChwcHJCamgo/Pz906NBBN0EpG9UW4VdJkgRPT0+Nn0OSJJiammLmzJlFHY8KqX///ggNDcWhQ4dYHCqGmjZtipUrV2Ly5MkYMGAANm7cyF7zxdStW7cAAC4uLuprr/6uVSqV2VYOlipVCl988QUmTpyIX3/9le9fGdWpUweBgYFITEyUOwq9Jfa6JpLX7NmzsXz5cmRlZeV4P0qShOvXr+PGjRvw9PTEzJkz8f3338uUtHhjcZeI9MqxY8cghMD06dM1KuwCQL169QAAkZGRWkxGmti9ezckSUK/fv1gbW1d4HgbGxt89NFH2LJlC3bu3Mniroxya4GiyQciU1NT2NraolWrVpgxYwYcHR21lpE0M2XKFGzcuBGenp7o3bs3OnfuLHckKgTVSvpmzZrB19cX1atXR5cuXVCvXj2YmZkVOH/evHnajkgaevr0KQBkO9jQ1NRU/d/Jyck57nWaNGkCALhw4YL2A1KeRo4ciQsXLuDAgQP8HVqMnTp1Su4IRO+0zz//HB4eHurPFO+//z6aN2+OSpUqAQBiYmIQGBiIq1evQqlUYunSpXj+/Lm67zlpTkj8KouI9IilpSWePXuGgIAANGvWTH1doVBACIGwsLAc2zUuX74MJycnGBoaIj09XdeR6RUNGjTAtWvXsGXLFgwfPlyjOdu3b8fw4cPxwQcfIDQ0VLsBSSP5vd+oeLh16xYGDhyIK1euwM3NDcOGDVP3GORhMvpN9f5TkSSpUK+ZUqnURix6AzY2NkhKSsp2T/PkyRPY2NhACIGQkJAc2/79/f3Rvn17mJiYIDU1VYbUBAAZGRlwcXHBP//8gz179qBPnz5yRyIiKlbOnTuHtm3bQgiB999/H15eXmjVqlWuYwMCAjBu3DiEhYVBCAF/f/88x1LuuHKXiPSKqrdVVlaWxnOSkpIAABYWFlrJRJqLiooC8HI7o6Zq164NgCuv9YmdnR2EEDA2NpY7Cr2BV7d5S5KEDRs2YMOGDRrNZY9B/ZDbtkUqfmrXro2QkBDcvXtXXdy1srJCpUqVEBsbi1OnTuUo7p49exYAYG5uruu49AojIyMcPHgQI0eORP/+/TFkyBAMGTIEderU0WgFPc8RIKJ33bp16wC8PAvi3LlzsLS0zHNsy5YtcebMGTRu3BiRkZH49ddfWdwtJIXcAYiIXqXaonH79m2N5wQGBgLgjbQ+UBWFCjp9+FWqsS9evNBKJiq8qKgoREZGqgvvVLxIkqT+ef3fmvyQvLKyst7qh/RH8+bNAQBBQUHZrnfv3h2SJOHHH3/EzZs31df/+ecfLFu2DEIING3aVKdZKScrKytMnjwZZcuWxY4dO9C/f384ODigZs2a+f7UqlVL7uhERLLz9/eHEAJfffVVvoVdFUtLS3z55ZeQJAn+/v46SFiycOUuEemVtm3bIjIyErt378awYcMKHJ+eno5169ZBCMF+rXqgXLlyePjwIW7fvg1nZ2eN5qgK+TY2NtqMRvTOmD9/vtwRiAhAt27dsHbtWuzbtw9Lly5VX582bRp+//13xMXFwcHBAY6Ojnj+/Dlu3rwJpVIJIQSmTJkiY3ICgKlTp2L16tUAuHq+JEhKSsKePXsQEBCAmJgYpKSkYNOmTdl6YkdHR+PJkycwNTVlkZ7oLcXExAAAnJycNJ6j+vwYGxurlUwlGYu7RKRXPv30U2zZsgU+Pj44ceIEunTpkufY9PR0uLq6IiIiAgqFAqNHj9ZhUspNo0aN8PDhQ+zcuRMDBw7UaM6OHTsAvOzXS0Rvj8VdIv3QrVs3uLq6QqlUIjIyEjVr1gTw8u+dp6cnxo8fj8zMTISEhGSbt2DBAnTv3l2OyPT/fv/9d/zyyy8AgNKlS6N///5wdHSElZUVFApufi1u1qxZg6+//hrPnj0D8L9e5s+fP8827vTp0xgxYgRMTU1x//59LjwgegumpqZIT0/P8T7Lj2qsiYmJtmKVWCzuEpFe6dChA4YMGYKdO3eiT58+mDJlCj766CP141FRUXjy5AnOnTsHLy8v3L59G0IIjBs3Dg4ODjImJwD48MMPceTIEezbtw+7d+/GoEGD8h2/a9cu7Nu3D0II9OvXTzchSa1Tp05F/pxCCJw8ebLIn5eIqLgxMjLC5s2bc31s1KhRaNOmDTZv3owrV64gMzMT9vb2+OSTT9CkSRPdBqUcVCt269Wrh1OnTqFixYoyJ6I3NX/+fHz77beQJAkmJiZo2LAhgoODcx07dOhQzJgxA7Gxsdi7dy8XjhC9hZo1a+Ly5cs4dOgQ2rVrp9GcQ4cOAQBXzr8BIXGPCRHpmbS0NHz00Uc4cuRIvieEq359DRgwADt37ixUn1fSjvT0dNSrVw9RUVEwMDDAlClTMGXKFFSrVi3buHv37uHnn3/G6tWrkZWVhWrVquH69ev8llbHFAoFhBBFst1U9TxCCCiVyiJIR0SPHj3Cpk2b4Ofnh/DwcDx69AjAyzY2DRo0gIuLC9zc3Li6jKiIWVpa4tmzZ9i+fTsGDx4sdxx6QyEhIerDDIcPH47Vq1fD0tJSff8TFhaG+vXrZ5szZcoUrF69GgMHDsSuXbvkiE1UInzzzTf4/vvvYWxsjMOHD6Nz5875jj916hR69OiBjIwMzJkzB4sXL9ZR0pKBxV0i0lvr16/Hjz/+iIiIiFwfr1q1KubMmYNx48bpOBnlJzQ0FO3atcOzZ8/UxXk7OzvY2toCAB4+fIi7d+8CeFmgt7CwwN9//12ofkxUNDp06JDvFyhv6tSpU0X+nPTmMjIycPHixVyLg87OzjAyMpI5IeVm3bp1mDFjBlJSUgDk7Pmpeu+amZlhxYoVGDNmjM4z0pvJzMzE48ePAQDW1tYwNORmSn1Trlw5PH78GCEhIWjUqJHccegNubm5wdvbG61atcLZs2fV1/Mr7u7YsQPDhg1D3bp1ce3aNV1HJioxEhISULt2bSQnJ8PAwABjxoyBu7s7GjVqpG5vk5WVhdDQUGzcuBHr169HRkYGLC0tcevWLZQtW1bm/wXFC4u7RKT3rl69iuDgYMTFxUGpVKJs2bJwcnKCs7OzVgpT9PauXbuGESNG4NKlS+prqtfq1T87jRs3xtatW1GvXj2dZyQq6VJSUrB48WKsX79eXUh6nbW1NcaMGYNvvvkGZmZmOk5IeVmyZAm+/vpr9e9LS0tLODk5oVKlSgBeHlJy6dIlJCUlAXj5+/WHH37ArFmzZMtM+bt69Sp+/fVX+Pn54caNG+rXVggBe3t7uLi4YOzYsew/ryfatGmDgIAAHD58mP2Pi7H33nsPUVFR+OOPPzB06FD19fyKu//88w9atWoFCwsLPH36VNeRiUqUP//8E3379kV6err6s6CxsTFsbGwghEBiYiLS09MBvPyMaGxsDF9fX7i4uMgZu1hicZeIiLTmxIkT8PX1xaVLl5CQkADg5WoYZ2dn9OnTp8DtOUT0Zu7evQsXFxdEREQU2HZDCIHatWvj5MmTqFq1qo4SUl7Cw8Ph5OQEpVIJW1tbLFu2DIMGDcqxwjozMxO7d+/GzJkzER0dDUNDQ1y6dIn95/VMVlYWZs6ciV9++QVZWVl5vh+FEFAoFJg0aRJWrFjBQ7tktmHDBowePRqffPIJvL295Y5Db8jMzAxpaWkIDg7OtkMsv+JuaGioeldLWlqariMTlTihoaEYM2ZMnr2uVZo0aYL169fD0dFRR8lKFhZ3iYiIiEqQjIwMNGrUSL2dtF69enBzc0Pz5s2zrfwMDAzE5s2bcfXqVQCAg4MDLl26xC3iMhs3bhy8vLxQvnx5BAUFwc7OLt/x9+7dQ9OmTREfH48xY8bA09NTR0lJE0OHDsXu3bvVRV0HBwc0a9ZMfUBXbGwsgoKCEB4eDuBlkXfgwIHYuXOnbJnppb59++Lw4cNYtWoVJk2aJHccegNWVlZITk6Gn58fOnbsqL6eX3H3+PHj6NGjB8qXL4/Y2FhdRyYqdnx8fAAAnTt3hrm5eZ7jgoKC8j1DoGnTpjrJW1KxuEtERHrr5s2b6NatG4QQefZeJqLsPD09MXHiRAghMGfOHCxYsCDPAyezsrKwYMECfPvttxBCYO3atexjLrM6deogIiICK1aswNSpUzWa8/PPP2P69OmoXbs2bty4od2ApDFV704hBD744AN4eXnl+eE1KCgI48aNw6VLlyCEyLGNnHTrzJkzSE9Px9y5cxEYGIjmzZtj6NChqFOnjkYtbDQ9GZ6064MPPsCVK1fg6emZrS95fsXdL7/8EsuWLUObNm1w5swZXUcmKnYUCgUUCgX+/fffbO8nd3d3CCHw7bffqs9eIe1hcZeI9Nbly5fh7++P27dvIzk5GUqlMt/xQghs2LBBR+lIF65cuYKGDRtCCFHg60/apVQq8fjxY6Smpha4zb+glYakXZ06dcLff/+Nfv36Ye/evRrN+eijj7B//3507NgRJ0+e1HJCyo+5uTlevHiBgIAA9SnvBQkMDESLFi1gZmaGZ8+eaTkhaapTp044ffo06tati+Dg4HxXNAHA8+fP0aRJE1y/fh3t27fn4ZQyUhX/3oQQApmZmUWciN7EF198gVWrVqFRo0a4ePGi+npexd0HDx6gQYMGePr0KRYuXIhvvvlGjthExUpe76f8vkShosd9d0Skd65fvw53d3f8888/Gs+RJInFXaIilpCQgNWrV+PAgQO4evUqsrKyCpzDD7XyU23vdnd313jOqFGjsH//foSFhWkrFmlItcq6MO8j1Zdf7NOqXy5fvgwhBL788ssCC7vAy8L+l19+CXd3d1y+fFkHCSk/XANV/E2aNAkeHh64fPkyFi9ejLlz5+Y59vr16xg4cCCSkpJgbm6OsWPH6jApUfFlYmKC9PR0frksMxZ3iUivPHjwAO3atUNCQoL6ptrCwgLW1tb80EqkQ+fPn8eAAQMQHx/PD7jFTFJSEgCgcuXKGs9RbZfjyeDys7Ozw7Vr13Dy5Em0atVKozmq1dZcNa9fVCeAf/DBBxrPUY3NyMjQSibSDFdNlwzvvfcevvvuO8yaNQsLFizA4cOHMWDAAPXju3fvhpGREc6dO4c///wTWVlZEEJg5cqVKF++vIzJiYqPKlWqIDIyEv7+/hrvOKKix+IuEemV7777DvHx8RBC4LPPPsOMGTNQp04duWMRvVMSExPx4YcfIjExERYWFvjss89gZWWFBQsWQAiB3377DY8ePUJwcDB8fHzw4sULtG7dGqNGjZI7OuHl4RRxcXGIjIzMdjp4fiIjI9VzSV5dunTB1atXsXz5cvTr1w8NGzbMd3x4eDiWLVsGIQS6du2qo5SkierVq+PatWvqL1w0ofqCpXr16tqKRRpo37693BGoiMyYMQOSJOGbb75BYGAggoKC1C03Fi1apB4nSRIMDAywfPly3s8QFULnzp2xfv16zJkzB4GBgahTpw6MjIzUj3t4eKBChQqFft558+YVZcwSjz13iUiv1KpVC3fu3IGrqys2bdokdxySGXvuymPhwoVYuHAhTExMEBwcDAcHhzxfi4cPH2LYsGE4c+YMZsyYgaVLl8qYnACgV69eOHr0aKH657q4uODUqVPo3r07Dh8+rOWElJ87d+6gXr16SE9Ph4WFBebOnQs3NzeULVs227jExERs2rQJ3333HZKSkmBqaor//vuPq3f1yPz587F48WJMmDABa9as0WjOpEmT4OnpiTlz5mDx4sVaTki6Eh8fD09PTwAsWMjl2rVrWL58OXx9fREfH5/tMUtLS/Ts2ROzZ89GgwYNZEpIVDzdu3cPzs7OSExMzNarXFVqfNP+5fzsVzgs7hKRXjE1NUVGRgb8/PzQsWNHueOQzFjclUeLFi3UJ7evXbsWQP6vRWpqKhwdHREREYETJ06gU6dOcsSm//f777/D1dUVQgiMHDkSq1evzrPfZ0pKCiZPnoyNGzdCCIEtW7Zg+PDhOk5Mr9uyZQvc3NzU/xZCoGbNmqhQoQKEEIiNjUVkZCQkSVL3nN+8eTM++eQTGVPT65KSktC4cWPcuXMHf/zxBwYPHpzv+D179uDjjz9G9erVERISAktLSx0lJW3j/Yx+uXv3LuLi4qBUKlG2bFnUqlWL7d+I3sK9e/ewePFinDx5Eg8ePEB6ejqEEG/V2k2Tsz7of1jcJSK9Ymtri7i4OAQHB2u8nZhKLn4Ykke5cuXw+PFj7NmzB/379wcAXL16FQ0aNIAQAunp6epDn1Q8PT0xceJEDBw4ELt27ZIjNv0/SZLQtm1bnD9/HkIIlC9fHoMHD0bz5s2zFQcvXLiAXbt2qfsqt2nTBmfOnJE7Pv2/w4cPY+zYsYiOjlZfU61+efX2vXLlyvDy8kLPnj11npEKFhUVhSFDhiA4OBh9+vTBp59+iqZNm2Z7LwYFBcHb2xs+Pj5o0qQJdu3axbYMJQzvZ4joXaNQKCCEQFhYGOrXry93nBKPxV0i0it9+vTBkSNHsG3bNgwZMkTuOCQzfhiSh7GxMZRKJYKCguDs7AwAuH37NmrXrg0hBBITE2FlZZVtTlBQEJo3b45q1arhzp07MqSmVz1+/Bi9evXCP//8AyDvLXGq28CWLVvC19cX1tbWOstIBcvMzMT+/fvh5+eH8PBwPHr0CMDL3sgNGjSAi4sL+vXrl623Hene61925Ua1wlrTMUIIZGZmFkk+kh/vZ+Th7u4OIQS+/fZb9cGhBYmPj8eXX34JIQQ2bNig5YREJReLu7rF4i4R6ZUTJ06gW7duheoVSSUXPwzJw8bGBklJSQgICFCfevvkyRPY2NhACIGQkBA0atQo2xx/f3+0b98eJiYmSE1NlSE1vS4rKwuenp7w8PDAtWvXch3z/vvvY+LEiRg3bhy3pBK9IW28d/h3r2Th/Yw83qS4FBERAXt7e75WRG/J29sbANC/f3+UKVNG5jQln6HcAYiIXtWlSxd8+eWXWLp0KcaPH49ffvmFK5KIdKx27doICQnB3bt31cVdKysrVKpUCbGxsTh16lSO4u7Zs2cBIM/erqR7CoUCEydOxMSJE/Hw4cNcV35qupKJiPI2f/58uSMQERHplZEjR8od4Z3C4i4RyWLLli15Pvb++++jVatW8PLywqFDhzBw4EDUq1cPZmZmBT6vq6trUcYkeic1b94cISEhCAoKwsCBA9XXu3fvjs2bN+PHH39E7969YW9vDwD4559/sGzZMggh0LRpU7liUz5sbW1ZyCXSEhZ3iUqOFy9eAABMTExkTkJEpDm2ZSAiWai2SRUl9qcrebiNUR6+vr7o27cv3nvvPdy8eVN9PTw8HM7OzlAqlTAwMICjoyOeP3+OmzdvQqlUQgiBw4cPo3v37jKmJyIi0i+8n5HHm7Rl8PLywrhx41C9enVERkZqOSERUdHgyl0ikg2/WyLST926dYOrqyuUSiUiIyNRs2ZNAECDBg3g6emJ8ePHIzMzEyEhIdnmLViwgIVdPRQXF4fTp08jLCwsR1uGDh06oGLFijInfDepDuF6/YtJTQ7nygu/5CSid9miRYtyve7h4YEKFSrkOzctLQ0RERHw8fGBEAKtW7fWRkQiIq3gyl0iksWdO3e08rzVq1fXyvOSPOLj4+Hh4QGA2171yfXr17F582ZcuXIFmZmZsLe3xyeffIImTZrIHY1e8eDBA0yfPh379+/Ps+BnYGCA/v37Y9myZbCzs9Nxwneb6hCu11fyvc3hXFwVSKSfuHJXN17fGagqdRRmt6AkSTA1NUVAQAAcHR2LPCMRkTawuEtERDqVlpaGs2fPIiEhATVr1lQf2EVERefs2bPo06cPnj59WuAuCSEESpcuDV9fX7Rp00ZHCWnhwoXq/371y6tXr78JfhFGpH9Y3NWN178cUxV1NSl5mJqawtbWFq1atcKMGTNY2CWiYoXFXSIiKjJ37tzB2rVrAQBz5syBlZVVtsf/+ecfDBw4EA8fPlRfc3Jywt69e7nqmqiIREdHw8HBAUlJSQCAHj16wN3dHc2aNVO3YIiNjUVQUBA2btyII0eOAAAsLS1x5coVVK5cWbbsREQlEYu78niTnrtERMXRm+/7IiIies2+ffuwfPly+Pn55SjsPn36FP369cPDhw8hSZL65+LFi+jVqxcyMjLkCU0aycrKQkJCAu7evcsPpnruhx9+QFJSEgwMDLBlyxYcPnwYH330EapVqwZjY2MYGxujWrVqGDBgAHx9ffH7779DoVDg6dOnWLJkidzxiYiIioSdnR3s7OxgbGwsdxQiIq1icZeI9EpMTAzc3d3h7u6OBw8eFDj+wYMHcHd3x6hRo9QHBZF8Tpw4ASEEPvzwwxyPeXl5IS4uDgAwefJkHDx4EBMmTAAAXLt2Dd7e3jrNSgVTKpXYsGED2rZtCzMzM1SsWBG1atXC9evXs43z9fXFrFmz8N1338mUlF515MgRCCEwevRojBgxosDxw4YNw5gxYyBJEg4fPqyDhERERNoXFRWFyMhI1K5dW+4oRERaZSh3ACKiV23duhWbN29Go0aNUKVKlQLHV6lSBaGhobh8+TIcHR0xefJkHaSkvNy+fRsAcj1Ya9euXRBCYMCAAVi5ciUAoE+fPoiPj8fu3buxd+9efPbZZ7qMS/mIi4tDv379cOHChQJ71dWoUQN9+/aFEAK9evVCo0aNdBOSchUdHQ0AGDRokMZzBg0ahF9//VU9l4iIio6xsTHs7Oze6sBEIiKivLC4S0R65c8//4QQAgMHDtR4zpAhQxAaGoqjR4+yuCuz+Ph4AICtrW2260lJSbh48SIA4NNPP8322NChQ7F7925cvnxZJxmpYEqlEn369EFQUBAUCgUGDRqEdu3aYdKkSbmOb9CgAZo3b47AwEDs37+fxV2ZWVtbIzY2FpaWlhrPUY21trbWVix6A4mJiQgICMDt27eRnJysUUuUefPm6SAZERWGvb09oqKi5I5BREQlFIu7RKRXwsPDAQDNmjXTeI5qlei///6rlUykueTkZADIUYA4f/48srKyYGhoiA4dOmR7rFq1agDAthp6xNvbG0FBQTAyMoKPjw+6desGAHkWdwGgb9++uHDhAs6ePaurmJSHJk2a4PDhwwgLC4Ozs7NGc8LCwtRzSX5xcXH44osvsGfPHmRmZhZqLou7REXr5s2b2LJlCwICAhATE4PU1FQcP34821b/8PBw3L17F+bm5mjfvr2MaSk3165dg5eXF/z9/dVflmVlZeU7RwhR6N+/RERyYXGXiPRKYmIiAKB8+fIazylXrly2uSQfKysrJCYm5tjaffr0aQBAo0aNYG5unutcU1NTbccjDW3fvh1CCIwdO1Zd2C2Ik5MTAOTox0u6N3nyZPj6+uLHH3/EoEGDYGZmlu/4lJQULF26FEIIfP755zpKSXl5/Pgx2rRpg4iIiAJbohCR9mRlZWHWrFlYtWoVsrKy1O9HIQTS09Ozjb179y569+4NQ0NDREZGatRajHTjp59+wuzZs5GZmcnfqURUYrG4S0R6xcLCAklJSUhKStJ4ztOnTwGAJ+HqAQcHB5w5cwb79+9XH6qmVCrV/XZfX7ULQH1wXsWKFXUZlfKhWgXft29fjedUqFABAL9k0QcuLi6YP38+Fi5ciA4dOsDLyyvPVhmXL1/GmDFjcP36dcyfPx9dunTRbVjKYcmSJbh16xYAoGvXrpg2bRoaN24MGxsbCCFkTkf07hg7diw2btwISZJQpUoVtGzZEnv27Ml1bM+ePVGzZk1ERUVhz549mDJlio7TUm6OHTuGGTNmAHhZlG/RooX69yn7HxNRScLiLhHplapVqyIpKQkBAQFo166dRnPOnTsHAFwloQf69++Pv//+G1u3bkXFihXRtm1bbN26FXfu3IEQAoMHD84xJzg4GMD/2jOQ/J48eQIAKFu2rMZzVK04DAwMtBGJCmHRokUQQqBJkyYIDg5G48aN0bBhQzRt2hQVKlSAEAKxsbEICgrK0Y5h0aJFeT4vt/vrxsGDB9WHE/r4+Mgdh+iddPLkSWzYsAFCCMyZMwcLFy6EgYFBvgXBQYMG4ccff8Rff/3F4q6eUB3ga21tDR8fH7Ru3VreQEREWsLiLhHplQ4dOiA8PByrV6/G+PHjUaZMmXzHP336FGvWrMlzVSjp1tixY7Fu3Tpcu3YNy5cvx/Lly9WP9enTJ9d+nvv371evpiD9YGNjg7i4ONy7d0/dbqEgN2/eBFC4liqkHQsWLFCv8BRCQJIkhIWFqQu5r5IkCUIIBAcHq79oyQuLu7px9+5dAMDEiRNlTkL07vLy8gLwckXut99+q9Ec1XkRV65c0VouKpzg4GAIITBv3jwWdomoRONeBCLSK2PHjoUQAg8fPkSvXr0QGxub59iYmBj06tUL0dHR6v6gJC8TExOcPHkSAwYMgKGhISRJgpGRET755BNs3bo1x/gzZ87g6tWrAKBxb1fSPgcHBwBAUFCQxnN27twJIQSaNm2qrVhUCJIkqX9e/7emj+U2lrTPwsICAFvVEMkpICAAQgiMGjVK4zlVq1YF8PL+lPRDSkoKAKBNmzYyJyEi0i6u3CUiveLg4IApU6Zg5cqVOH/+PGrXro0hQ4agbdu2sLW1BQA8fPgQZ86cwa5du5CSkgIhBCZOnJhnT0nSrUqVKmHPnj1IS0vDo0ePULZs2Tz7IVerVg2nTp0CwBtvfdKvXz/89ddfWLNmDaZNmwZra+t8x+/ZsweHDh2CEAIfffSRjlJSXgo6AZz0W8OGDXH69GncuXOHf9eIZBIXFwcAqFGjhsZzjIyMAACZmZnaiERvoEqVKrh9+3aOA/CIiEoartwlIr2zfPlyuLm5QZIkPH/+HJs2bYK7uzt69OiBHj16wN3dHZs3b8bz588hSRJGjRql7qlF+sPExAS2trb5HnRXs2ZNtG/fHu3bt+dBQXpk9OjRsLOzw9OnT9G1a1f16urXxcXF4euvv8awYcMghECDBg1y7atMRJobO3YsJEnKdbcDEemGubk5ACA+Pl7jOffv3wfwsrUR6Yc+ffoA+N/5HEREJRWLu0SkdxQKBTZs2IADBw6gZcuWAHJuGwaA1q1bw8fHB15eXiwMEhUhExMTHDx4EGXKlEFISAgaNmyI+vXrqx8fMWIE6tSpg8qVK2PJkiXIzMyEjY0N9u7dy/diMZKWlobY2Fiu9NUzgwcPxvDhw7F//34sWbJE7jhE76RatWoBQJ5fbubm6NGjAP7X2ojkN2PGDNjY2GDFihVsl0FEJZqQ2ESNiPTco0ePEBoaioSEBABAuXLl4OTkVOBWcdK9pKQkrFq1CsDL1Z+qVhp5efjwIdavXw8AmD59unqlDOmHW7duYeTIkQgICFBfUxVvX719aNasGbZt26b+MEzyevbsGc6cOQMAaNeunbqHq0pCQgLGjh0LX19fZGZmwsLCAp999hm+//57mJiYyBH5naR6jXKjVCoxd+5cBAQEoHHjxhg2bBjq1asHMzOzAp+3Xbt2RRmT6J309ddf44cffkDt2rXx33//QaF4uSZKoVBACIGwsLBsX3pevXoVTZo0QVpaGpYvX44vvvhCruj0mvPnz6Nfv36wsLDAmjVr0LNnT7kjEREVORZ3iYioyHh4eGDSpEmwt7fH9evXCxwvSRLq1auHW7duwcvLq1AHl5DunD17Fj4+PggODkZcXByUSiXKli0LJycn9O3bF126dJE7Ir3C29sbbm5uqFq1KqKiotRFCeBlP97mzZvj4sWL2Qr0Qgj069cPe/fulSPyO0lVJCpKQgj2+yQqArGxsahduzZSUlIwatQoeHh4wNDQMNfi7okTJ+Dm5obo6GiULVsWkZGROb5UI3l06tQJABAdHY0bN25ACAErKyvY29sX+GWZEAInT57URUwiorfGA9WISK8sWrQIADBhwgSUK1dOozmPHz/G6tWrAQDz5s3TWjYq2NGjRyGE0LjvqhACQ4cOxeLFi3Ho0CEWd/VUmzZteOBdMXL8+HEAQP/+/bMVdgFg586dCAkJgRACzs7OaN++Pf7++29cvHgRBw4cwLFjx9C9e3c5Yr+TuMaCSD9VrFgRv/76K1xdXbFhwwYcP34cvXr1Uj++atUqSJKEc+fO4b///oMkSVAoFNi8eTMLu3rk9OnT2b5EkyQJjx8/RmBgYJ5zhBCQJIltpoioWOHKXSLSK3ltd8tPREQE7O3tIYSAUqnUckLKT7Vq1RAdHQ1fX1/06NFDoznHjh1Dz549YWdnh6ioKO0GJHoHfPDBB7hy5Qq2bduGIUOGZHusR48eOH78OJo0aYLz58/D0NAQGRkZaNu2LYKCgjB48GBs375dpuTvlr///lsrz9u+fXutPC/Ru2jXrl0YO3YskpKSci32qT5KW1hYwNvbG/3799d1RMpHhw4d3qpIe+rUqSJMQ0SkPVy5S0RERSYuLg4ACuy1+6pKlSoBeLkFkvRTcnIyIiMjkZycrNEXKOz5KS/V+7BmzZrZrmdkZODMmTMQQmDixIkwNHx5G2hkZIRx48YhMDAw39VMVLRYhCXSf4MHD0bnzp3h4eGBQ4cOITQ0NFvrEwcHB/Tt2xdTpkxBhQoVZExKuTl9+rTcEYiIdILFXSIq9jIyMgC8LFCQvExNTfHs2TOkpKRoPEc11sDAQFux6A2tX78eHh4eCAsL03j7OHt+yu/Ro0cAAGNj42zXg4KCkJqaCiFEjtYLderUAQCeJk5E9JqyZcti7ty5mDt3LrKysvDo0SMolUrY2Njw3pOIiPQCi7tEVOyFhoYCAMqXLy9vEIKtrS1u3ryJ4OBgtGrVSqM5wcHBAP63gpfkp1Qq8dFHH+HQoUMA2Be0uDEzM0NycrJ6Ba/KmTNnAAC1a9dGxYoVsz1WqlQpneUjIiquFAqFxmdCEBER6QqLu0Qkqy1btuR6/eDBg+qiX17S0tIQERGBjRs3QgiBpk2baiMiFULbtm1x48YNeHh4YPz48QWuaMnIyICHhweEEDywS4/8+uuv8PHxAfDyUBk3Nzc0btwYNjY2OQ7oIv3z3nvvITQ0FKdPn0bXrl3V1/fv3w8hRK5tM+Lj4wGA24r1hGpHQ16nua9evRq7du1CQkICatasifHjx6NPnz66jEhUov36668YPHgwbGxs5I5CRez+/fuIiYlBSkoKmjZtyi83iahE4IFqRCQr1QFqKqpfSYU5/EB1QvHJkyfZw1Bm58+fR5s2bSCEwIABA+Dt7Z1ncSIlJQWurq7Yt28fhBD466+/+PrpiebNmyMoKAj169eHv78/rK2t5Y5EhfDVV1/hxx9/RJkyZbB9+3a0bdsWmzZtwpQpUyCEwP79+9G3b99sc5YvX45Zs2ahZcuWOHfunEzJCQAOHTqEfv36wcLCAvfv30fp0qWzPe7u7g5vb28AyHai+7fffovZs2frPC9RSaRQKGBkZIRu3bph+PDh+PDDD2Fqaip3LHpDycnJ+PHHH7F582ZER0err79+gPOOHTuwb98+WFpaYv369XJEJSJ6IyzuEpGs3nYVoLGxMZo2bYrZs2ejZ8+eRZSK3sawYcOwY8cOCCFQtWpVjB49Gm3btlUfsvbw4UOcOXMGv/32G+7fvw8AGDhwIHbu3ClnbHpFmTJl8Pz5c2zbtg1DhgyROw4V0sOHD/H+++8jOTk523VJklC/fn2EhYXl+AKtY8eOOHPmDMaPH481a9boMi69ZtKkSfDw8MDw4cOxdevWbI+dPXsW7dq1gxACZmZmqFOnDv777z+kpqbCwMAAly5dQoMGDWRKTlRyqO5PVb8rLSws0K9fPwwfPhwuLi7cxVKM3Lx5Ez179sTt27eztZkSQuQo7kZFRaF27dqQJAl///03d5URUbHBtgxEJKvIyEj1f0uShFq1akEIgePHj8Pe3j7PeUIImJqaomzZsjyIS89s3LgRCQkJ8PPzw/379zF//vxcx6lusLt06aJehUb6pW7dunJHoDdga2uLQ4cOYejQoXj48KH6eq1atbBnz54chd2IiAj4+/sDAFxcXHSalXL6559/IIRAx44dczzm5eUFAKhcuTICAgJQtWpV3Lt3D23atMH9+/exbt06rF69WteRiUqc8+fP448//sDu3bsRFxeH5ORk/P777/j9999RoUIFDB06FMOGDWNLMD334sUL9OrVCxERETA3N8fEiRPRrl079O7dO9fxNWrUQMeOHfHXX3/Bx8eHxV0iKjZY3CUiWVWvXj3X65UrV87zMdJvpqamOH78OFavXo3ly5erV+e+rlq1apg5cyYmTpxYqDYcpH329vYIDQ3Fo0eP5I5Cb6ht27aIjIzEuXPnEBMTA1tbW7Rp0waGhjlv/R4+fIi5c+cCQLYevSQP1UF4uX25cuzYMQgh8Pnnn6Nq1aoAXv4u/fzzzzFr1iz8/fffOs1KVFK1aNECLVq0wMqVK+Hn54c//vgDBw4cwLNnzxAbG4tffvkFv/zyC9577z2MGDECw4YNQ+3ateWOTa/x9PTErVu3YG5uDn9/fzRq1KjAOT169MDJkycREBCg/YBEREWEbRmIiEhrJElCaGgoLl26hISEBABAuXLl4OzsDEdHRxZ19dSyZcvw5ZdfYurUqfjpp5/kjkP0TilVqhTS09Nx6dIlfPDBB+rrV65cQcOGDSGEwNWrV7MVf0+fPo1OnTqhdOnSSEpKkiM2UYn34sUL+Pj44I8//sDx48eRnp4O4H+tG5o0aYIRI0ZgyJAhPJxST7Rt2xbnz5/H7Nmz8e2336qvq878eL0tAwCcPHkSXbp0QYUKFRATE6PryEREb4TFXSIiIsomLS0NLVq0wH///Yc///wTbdu2lTsS0TvDwsICqampOHnyJDp06KC+vm7dOowfPz7XgsPly5fh5OQEIyMjpKWl6Tgx0bvn8ePH2LNnD/744w/4+/tnOxDY0NCQ70M9Ua5cOTx+/BinTp1Cu3bt1NfzK+6GhobC2dkZxsbGePHiha4jExG9EXaCJyIiomxMTExw/PhxNG7cGF26dMGsWbMQGhrKDzlEOlClShUALwsMrzp8+DCEELl+2aJarVuuXDmt5yMiwNraGqNHj8bp06dx9+5dLF26FFZWVpAkCZmZmXLHo//37NkzAC+/NNOUqjBvZGSklUxERNrAnrtEJAt3d3cAL1c4bNiwIcf1N/H6cxFR/jQ5jFCSJKxYsQIrVqzQ6DmFEPxgS/QW2rZti5s3b2LNmjUYMWIEypUrh6CgIBw7dgwA0K1btxxzrl27BgCoVKmSTrMSvevCw8Pxxx9/YPv27WyJoofKli2LmJgYREVFwdnZWaM5V65cAcDfp0RUvLC4S0Sy2Lx5s7pH2asF2VevF4YkSSzu6tCWLVvU/+3q6prr9Tfx6nOR9mnamYkdnIh0Z8KECdi8eTMiIyNRq1Yt1KlTB1evXkVmZiZsbGwwZMiQHHP++usvCCFybC8moqJ39+5dbN++Hdu2bUN4eDiA//2dLFWqFPr06SNnPHqFs7Mzjhw5gjNnzmDAgAEazdmyZQuEEGjZsqWW0xERFR323CUiWdSoUUNdxI2MjMz1+pt49blIe1S9yl5fpam6/ia44lP3Fi5cqJXnnT9/vlael+hd8fPPP2PmzJnIyspSXzMyMsKOHTvQv3//bGOTkpJQpUoVpKamwsvLC6NGjdJ1XKIS7/Hjx9i1axf++OMPnD9/HpIkqQu6BgYG6NSpE4YPH44BAwYUqgUAaZe3tzfc3NxgamqK//77D3Z2dgDy7rm7cuVKTJs2DUII+Pr6okePHnJFJyIqFBZ3iYio0BSKly3bhRBQKpU5rr+J15+LiOhdFhYWhj179iAmJga2trb4+OOPUbdu3RzjDh48iJUrVwIAduzYgYoVK+o4KVHJlJqaioMHD2Lbtm34888/kZGRAeB/q3SbNGmC4cOHY+jQoXzf6amsrCw4Ozvj33//RY0aNbB27Vp0794dBgYGEEIgPDwc9erVQ3BwMFauXIkdO3YAeNke5/Tp0/KGJyIqBBZ3iYio0O7cuaP+7+rVq+d6/U28+lxEREREcvjkk09w8OBBPH/+HMD/Crrvvfcehg8fjuHDh8Pe3l7OiKShu3fvok2bNrh//z6EEDAzM0NKSgqAl4dQJicnqw9RkyQJ7733Hs6dO4cKFSrIGZuIqFBY3CWiEiM6OhqVK1eWOwYRERERFWOv7kSqUKEChgwZguHDh6NZs2YypqI39ejRI3z++efYtWtXnrvEhBAYNGgQPD09YW1treOERERvh8VdItIrkydPxi+//FLoeffv30enTp1w48YNLaQiIiIiondF6dKl0b9/fwwfPhwuLi4wMDCQOxIVgTt37uDw4cMIDg5GXFwclEolypYtCycnJ/Tp0wd16tSROyIR0RthcZeI9IpCocC8efOwYMECjefcu3cPHTp0QFRUFHu2EhFRiRMVFYWEhASkpqaioFv3du3a6SgVUcmVmpqKUqVKyR2DiIhIIyzuEpFeUZ1eu3LlSnz++ecFjo+MjETnzp0RFRUFY2NjvHjxQgcpiYiItOv69ev4/vvv4ePjg6dPn2o0RwiBzMxMLScjIno3XblyBQ0bNoRCoeDvWiLSK4ZyByAietXYsWOxbt06fPHFF7CyssInn3yS59jbt2+jU6dOuHv3LoyNjbFz504dJqX8JCYm4vfff4e/vz9u376N5OTkAldVCyEQERGho4RERPrrwIEDGD58OF68eFHgSl0iItIt/l4mIn3D4i4R6RUPDw88efIEO3fuxKhRo2BlZYU+ffrkGHfr1i106tQJ9+/fh4mJCXbv3o3evXvLkJhet3v3bowZM0a90kzTG2AhhDZjEREVC/fu3cOIESOQmpqKKlWqYObMmTAzM8OYMWMghICfnx8ePXqE4OBgbN26FdHR0WjTpg0WLFjAvqBEhbRlyxb1f7u6uuZ6/U28+lxERETaxrYMRKR3MjMz0adPHxw/fhympqY4evQo2rdvr378xo0b6NSpE6Kjo2Fqaoq9e/eiR48eMiYmlQsXLqBNmzbIysqCJEmoXLkynJycYGNjk+3k6bxs2rRJBymJiPTXzJkzsWLFCpQuXRrXrl1D5cqV1VuBhRDZdkGkpqZi1KhR2LlzJ4YOHYo//vhDxuRExY+qHdjrLU1U198E26OUXHn9LiYikhtX7hKR3jE0NMS+ffvQpUsXnD9/Hn379sVff/2Fxo0b49q1a3BxccHDhw9RqlQp7N+/H127dpU7Mv2/pUuXQqlUolSpUli/fj2GDRsmdyQiomLFz88PQghMmDABlStXzndsqVKl8Pvvv+PGjRvYsWMHBgwYgI8++khHSYlKhrzWOnENFBERFRcs7hKRXipVqhQOHz6M9u3b499//0XPnj3h4eGBSZMmITY2FmZmZjhw4ABcXFzkjkqvOH/+PIQQ+Oqrr1jYJSJ6A1FRUQCAVq1aqa+9uoIwMzMThob/u4VXKBSYPHkyPv30U2zcuJHFXaJCiIyMLNR1IiIifcTiLhHpLUtLSxw/fhxt2rRBREQEBg8eDEmSYGZmhkOHDqFjx45yR6TXPHnyBADQrVs3eYMQERVTz58/BwBUq1ZNfc3MzEz930lJSShbtmy2OQ4ODgCAy5cv6yAhUclRvXr1Ql0nIiLSRwU3QCQiklHFihXh5+eHypUrQ5IkWFhY4OjRoyzs6ilbW1sAPByNiOhNWVpaAgBevHihvvZqMTciIiLHnKSkJABAQkKCltMRERERkb7hyl0iksWiRYsKNb5NmzbYtWsX2rRpg1OnTuHUqVO5jps3b15RxKM35OLigo0bNyIkJARNmzaVOw4RUbFTt25dBAQE4Pbt22jRogUAoHTp0qhevTru3r2LP//8E82aNcs258SJEwAAKysrXcclKpHc3d0hhMC3336r/uK6IPHx8fjyyy8hhMCGDRu0nJCIiOh/hMRO8UQkg7c5hTg/PLlWXtevX4ezszNsbW0RGhoKCwsLuSMRERUrM2fOxE8//YSJEyfil19+UV///PPPsXbtWpQuXRoHDhxQ72DZtWsXPv30U6SlpaFfv37Yu3evXNGJSgzVfWpYWBjq16+v0ZyIiAjY29tDCMH70RLqypUraNiwIV9jItI7bMtARLKRJKnIf0hedevWxR9//IHo6Gh07twZV65ckTsSEVGx0rNnT0iShH379mUrHsycORNmZmZ49uwZXFxcUL58eZQuXRoff/wxXrx4AYVCgZkzZ8qYnIiIiIjkwLYMRCSLrKwsuSOQFri7uwMA6tevj6CgIHzwwQdo2LAh6tWrl+1AoNxwGyMREdChQwfMmzcPSqUSDx48gJ2dHQDAzs4Ou3fvxvDhw/HkyRMkJiaq55iYmMDT01PdxoGIdE/VJ9vExETmJERE9K5hWwYiIioyr7fbkCRJo/YbqnHc4kZE7wofHx8AQOfOnWFubq7xvMTEROzZswdXrlxBZmYm7O3tMXjwYFSpUkVbUYneOW/SlsHLywvjxo1D9erVERkZqeWEJAe2ZSAifcWVu0RUokVFRakPxTh58qTccUo8Ozs7rfRSJiIqafr16weFQoF///03W/GooIOcypYti7Fjx+oyKlGJl9dBvx4eHqhQoUK+c9PS0hAREQEfHx8IIdC6dWttRCQiIsoTV+4SUYnGb9iJiEgf5bUy8E1WDBLR28lt5xGAQn1hLUkSTE1NERAQAEdHxyLPSPJLSkrCgQMHAAAjR46UNwwR0Su4cpeIiIiISMdMTEyQnp6OZ8+eyR2FiIBsB/OqirqarIMyNTWFra0tWrVqhRkzZrCwW8zExsbC19cXCQkJqFmzJnr37p3nORGWlpYs6hKRXmJxl4iIiIhIx6pUqYLIyEj4+/ujWbNmcscheqe9ftCvaiVveHg4V9AXY9euXcP8+fMhhMC6detgZWWV7XEfHx8MGzYMqamp6mtVq1bFwYMH0ahRI92GJSJ6CyzuEhGR1mVmZuLx48cAAGtraxga8s8PEb3bOnfujPXr12POnDkIDAxEnTp1YGRkpH5ck16fuZk3b15RxiR6J6nOEDA2NpY7Cr2FAwcOYM+ePWjdunWOwm5cXBxGjBiBlJSUbNfv3buHPn364Nq1a7CwsNBhWiKiN8eeu0RUorHnrnyuXbsGDw8P+Pn54ebNm9n619nb26NLly4YN24cV8QQ0Tvp3r17cHZ2RmJi4lv3+nwV/9YREb3k4uKCU6dO4fvvv8eXX36Z7bEFCxZg0aJFMDQ0xI8//ojOnTvj+PHj+OqrryBJEpYvX44vvvhCpuRERIWjkDsAERGVPLNnz8YHH3wADw8PXL9+HVlZWZAkCZIkISsrC9evX8fatWvh6OiIOXPmyB2XiEjnqlWrhosXL+Kzzz5DjRo1YGRkBEmSsvX6fJMfIiJ66e7duwAAJyenHI/t3bsXQgi4urpi6tSpaNiwIWbMmIFRo0ZBkiT4+PjoOi4R0RvjvlgiIipSn3/+OTw8PNRFhvfffx/NmzdHpUqVAAAxMTEIDAzE1atXoVQqsXTpUjx//hyrVq2SMzYRkc5Vq1YNXl5e2a6pen2GhYVxZwORHlAqlThw4AD8/PwQHh6OR48eAQBsbGzQoEEDuLi4oF+/fjAwMJA5Kb0uLi4OAHK0uElISMCVK1cghMCwYcOyPda3b1+sX78eV69e1VlOIqK3xeIuEREVmXPnzmHt2rUQQqB+/frw8vJCq1atch0bEBCAcePGISwsDGvWrMGQIUPyHEtERESka8eOHcOYMWPw4MED9bVXW6ecP38eXl5eqFq1Kry8vNCtWze5olIuVAelvXjxItv1s2fPAgCMjY3Rpk2bbI/Z2toCAJ48eaL9gERERYRtGYiIqMisW7cOAFCzZk2cO3cu32Jty5YtcebMGdSqVQsA8Ouvv+okIxGRPtu0aRM2btyIqlWryh2F6J22detW9O7dGw8ePFC3PalevTpatGiBFi1aoHr16gBeFnvv3buHXr164Y8//pA5Nb3KxsYGwP/aM6icPHkSANCkSZMch+ZlZmYCAA9TI6JihcVdIiIqMv7+/hBC4KuvvoKlpWWB4y0tLfHll19CkiT4+/vrICERkX4bOXIkRo4ciTJlysgdheiddefOHYwZMwZZWVkwMzPDt99+i5iYGNy+fRvnz5/H+fPncfv2bcTExOC7776DhYUFsrKyMHr06ByFRJKPo6MjAGDbtm3qa6mpqdi9ezeEEOjUqVOOOXfu3AEAVKxYUTchiYiKAIu7RERUZGJiYgDkfnBFXpydnQEAsbGxWslEREREVBirVq1CWloaLCws4O/vjzlz5uTo2woA5cuXx+zZs+Hv7w8LCwukpaXxDAE9MnToUEiShEOHDmHo0KFYs2YNunbtiri4OAgh8PHHH+eYc+HCBQBQr8wmIioOWNwlIqIiY2pqCgB4/vy5xnNUY01MTLSSiYiIiKgw/vzzTwghMHPmTDRq1KjA8Y6OjpgxYwYkScLx48e1H5A04urqijZt2kCSJOzevRtTpkzB+fPnAQBubm6oV69ejjn79u2DEILnQBBRscLiLhERFZmaNWsCAA4dOqTxHNVYVe9dIiIiIjmpWiu4uLhoPKdLly7Z5pL8FAoFjh49imnTpqFq1aowNDREtWrVMHfuXHh6euYY7+vri6ioKABAz549dZyWiOjNGcodgIhIm6ytreHq6gohhNxR3gk9e/ZEaGgoVq9eje7du6Nz5875jj916hRWr14NIQRvoomIiEgvKJVKAICBgYHGcwwNX360zsrK0komejPm5uZYvnw5li9fXuDY1q1bIzIyEgDbMhBR8cKVu0Sk97KyspCQkIC7d++qb7Y1VblyZWzevBmbNm3SUjp61dSpU1GmTBlkZGSgR48emDRpEi5evJjtg05WVhYuXryISZMmoXv37khPT0eZMmUwdepU+YITERER/b8qVaoAgHoLvyZUYytXrqyVTKR91tbWqF69OqpXr47k5GS54xARaYzFXSLSS0qlEhs2bEDbtm1hZmaGihUrolatWrh+/Xq2cb6+vpg1axa+++47mZLSq8qVK4ddu3bByMgImZmZ8PT0RNOmTWFubo4qVaqgatWqMDc3R9OmTeHp6YmMjAwYGxtj9+7dKFu2rNzxiYiIiNCxY0dIkoQlS5YgOjq6wPHR0dFYsmQJhBDo1KmTDhKSJpYtW/ZG85KSktRtNoiIigMhSZIkdwgiolfFxcWhX79+uHDhAl79FSWEQFhYGOrXr6++Fh4ejg8++ABCCISEhGh06AVpX2hoKMaMGYPg4OB8xzVp0gTr16+Ho6OjjpIRERER5S88PByNGjWCJEmoXLkyfv75Z/Tv3z9Hm4asrCzs27cP06dPx71792BgYIBLly6hQYMGMiWnVxkYGGD9+vVwd3fXeE5SUhJcXFxw8eLFQu8YJCKSC4u7RKRXlEolWrVqhaCgICgUCgwcOBDt2rXDpEmTci3uAkDLli0RGBiIb775BgsXLpQpOeUmKCgIfn5+CA8Px6NHjwAANjY2aNCgAVxcXNC0aVOZExIRERHl9MMPP+Drr79Wn9tgZWUFZ2dnVKhQAUIIxMbG4uLFi3jy5Il6McL333+Pr776Ss7Y9AqFQgEDAwPs2LEDH330UYHjHz16hK5du+LixYsQQrC4S0TFBg9UIyK94u3tjaCgIBgZGcHHxwfdunUDAEyaNCnPOX379sWFCxdw9uxZXcWkPJw5cwYAYGtrC3t7ezRt2pQFXCIiIip2Zs+eDUtLS8yaNQspKSl4/Pgx/vrrr2xjVEVdMzMzLFu2DOPHj5cjKuWhT58+OHToEEaMGAFLS0u4uLjkOTYxMREuLi64fPkyFAoFfvnlFx0mJSJ6O+y5S0R6Zfv27RBCYOzYserCbkGcnJwAIEc/XtK9Dh06oGPHjjh37pzcUYiIiIjeyoQJExAVFYWlS5eiS5cuqFSpEoyNjWFsbIxKlSqhS5cuWLp0KaKioljY1UO7du1C+/btkZaWhv79++PChQu5jouPj0enTp3UhV0PDw9MmDBBx2mJiN4c2zIQkV6pWLEiEhIScPz48WzfrisUijzbMly8eBFNmjSBiYkJUlNTdR2ZXlGmTBk8f/4cgYGBaNy4sdxxiIiIiOgd9uzZM3To0AEXL16EtbU1zpw5AwcHB/XjcXFx6Ny5M65cuQKFQoFff/0Vn332mYyJiYgKjyt3iUivPHnyBABQtmxZjeeo+mG9fsgF6Z6dnR0AICUlReYkRERERPSus7CwwLFjx1CnTh08fvwY3bp1Q1RUFAAgJiYGHTt2xJUrV2BgYIDffvuNhV0iKpZY3CUivWJjYwMAuHfvnsZzbt68CQAoX768VjKR5nr16gUA8PPzkzkJERERERFQrlw5nDhxAtWqVUN0dDRcXFwQHByMjh074tq1azAwMMDGjRvx6aefyh2ViOiNsLhLRHpFtU0qKChI4zk7d+6EEIIHd+mBL774AjY2Nli5ciXCw8PljkNERERUJJ4+fYoHDx7g7t27Bf6Q/qlWrRr+/PNPlCtXDpGRkWjevDmuX78OAwMDeHt745NPPpE7IhHRG2Nxl4j0Sr9+/SBJEtasWYPHjx8XOH7Pnj04dOgQAOCjjz7SdjwqQKVKleDr64vSpUujdevW+P7779Vb34iIiIiKkz///BP9+/dHuXLlYG1tDTs7O9SsWTPfn1q1askdm/JQt25dHD9+HKVLl4YkSTA0NMQff/yBYcOGyR2NiOit8EA1ItIraWlpqFu3Lu7duwdnZ2d4e3ujfv36OQ5Ui4uLw6pVq7Bs2TIolUo0aNAAoaGhEELI/T/hnab6QPPs2TMkJCSoXw8LCwtYWVnl2xdZCIGIiAid5CQiIiLKz7hx47B+/XoAQGE+Mgsh1OdBkG5s2bKlUOPPnDmDjRs3ol+/fujXr1+e41xdXd8yGRGRbrC4S0R65/Lly+jQoQOSkpIghEDdunXx33//QQgBR0dHPHv2DLdv34YkSZAkCWXLlkVAQABq164td/R3nkLx5htC+GGIiIiI9MG6deswfvx4AEDp0qXRv39/ODo6wsrKSqN7nZEjR2o7Ir1CtQikKAkhkJmZWaTPSUSkLSzuEpFeunXrFkaOHImAgAD1NdVN26u/tpo1a4Zt27ZxC5yecHNze6v5mzZtKqIkRERERG+mcePGuHTpEt5//3389ddfqFixotyRKB9vs7ggL1x0QETFCYu7RKTXzp49Cx8fHwQHByMuLg5KpRJly5aFk5MT+vbtiy5dusgdkYiIiIhKEHNzc7x48QI7duzAoEGD5I5DBbhz545Wnrd69epaeV4ioqLG4i4RERERERHR/6tYsSISEhIQEhKCRo0ayR2HiIgoX0W/f4GIiN5ZZ86cwZkzZ5CamqrxnBcvXqjnEREREcnt/fffBwA8fPhQ5iREREQFY3GXiIiKTIcOHdCpUydERkZqPOfBgwfqeURERERyGzNmDCRJwvbt2+WOQkREVCBDuQMQEeUnOTkZkZGRSE5O1uhQg3bt2ukgFeXnTbv9sEsQERER6YNhw4Zh//79+OOPP9CsWTNMmjRJ7kj0lpRKJQ4cOAA/Pz+Eh4fj0aNHAAAbGxs0aNAALi4u6NevHwwMDGROSkRUeOy5S0R6R5IkrF+/Hp6envj33381nieEQGZmphaTUUEUCgWEEAgLC0P9+vU1mnPz5k3UrVsXhoaGSE9P13JCIiIiooKlp6djxowZ8PDwQIsWLTB48GDUqVMHZmZmBc7lYgP9cuzYMYwZMwYPHjxQX1OVQYQQ6mtVq1aFl5cXunXrpvOMRERvgyt3iUivZGRkoF+/fjh27BgAruZ8F6hOOLa0tJQ5CREREdFLRkZGcHR0hLW1NQICAhAQEKDRPC420C9bt26Fm5sbJElSf66oUaMGKlWqBACIiYnBnTt3IEkS7t27h169esHb2xvDhw+XMzYRUaGwuEtEemXFihU4evQoAKB69eoYOXIkHB0dYWVlBYWCbcL1zd27d3O9/vDhQ1hYWOQ7Ny0tDREREZg7dy6EEHBwcNBGRCIiIqJCyczMxMcff4x9+/YB4GKD4urOnTsYM2YMsrKyYG5ujtmzZ+Ozzz5DhQoVso2Lj4/Hb7/9hh9++AHPnj3D6NGj0bZtW9jZ2cmUnIiocFjcJSK9snXrVgBAy5Yt4efnh1KlSsmciPJTs2bNHNckSULXrl0L/Vyurq5FEYmIiIjorfz666/Yu3cvAC42KM5WrVqFtLQ0WFhY4MyZM2jUqFGu48qXL4/Zs2ejZ8+eaNu2LZ4/f45Vq1ZhxYoVug1MRPSG2HOXiPSKmZkZ0tLScPDgQfTu3VvuOFSAoviAY2pqismTJ2PJkiVFkIiIiIjo7TRq1Aj//vsvWrRogZMnT3KxQTHVoEEDXLt2DQsWLMDcuXM1mrNo0SIsWLAA9evXR3h4uJYTEhEVDa7cJSK9Ym1tjZiYGFStWlXuKKSBTZs2Zfu3m5sbhBBYvHgxqlSpkuc8IQRMTU1ha2sLJyenAls4EBEREenKrVu3IITA7NmzWdgtxlTtw1xcXDSe06VLFyxYsCDP1mNERPqIxV0i0iuOjo6IiYlBVFRUnlunSH+MHDky27/d3NwAAP369UP9+vXliERERET0VszNzZGamopq1arJHYXeglKpBAAYGBhoPMfQ8GWJJCsrSyuZiIi0gQ2DiEivTJo0CZIkYcOGDXJHoTdw6tQp/PXXX7n24iUiIiIqDhwdHQG8PJCLii/VLrLz589rPEc1tnLlylrJRESkDSzuEpFe6dmzJz7//HMcPnwYM2bMUH/jTsVD+/bt0b59e25hJCIiomJr3LhxXGxQAnTs2BGSJGHJkiWIjo4ucHx0dDSWLFkCIQQ6deqkg4REREWDB6oRkV766aef8M0336BChQoYMGAA6tSpAzMzswLnubq66iAd5UWpVOLcuXMAXq56sbS0zHf8kydP8O+//wIA2rZtCyGE1jMSERERFWTChAn49ddfMW3aNCxdurRQW/tJP4SHh6NRo0aQJAmVK1fGzz//jP79++d4LbOysrBv3z5Mnz4d9+7dg4GBAS5duoQGDRrIlJyIqHBY3CUivZOamorvv/8ev/zyC549e6bxPCEEMjMztZiMCrJ3714MGjQIZcuWxZ07dwosyKekpMDOzg6PHz/GwYMH0bt3bx0lJSIiIsrdli1bAACenp4IDAxEtWrVuNigmPrhhx/w9ddfqxcQWFlZwdnZGRUqVIAQArGxsbh48SKePHkCVWnk+++/x1dffSVnbCKiQmFxl4j0SkpKCrp27YqAgAAAQGF+RQkh2MZBZiNGjMC2bdswbtw4eHh4aDRn4sSJ8PT0xMiRI7Fp0yYtJyQiIiLKn0KheOPdRFxsoH88PDwwa9YspKSkAECO11b1ecPMzAzLli3D+PHjdZ6RiOhtGModgIjoVT/99JP6IIMWLVpgzJgxcHR0hJWVFRQKtgnXd0FBQYXuU9apUyd4enrin3/+0WIyIiIiIs1xDVTJMWHCBAwePBibNm2Cn58fwsPD8ejRIwCAjY0NGjRoABcXF7i5uaFcuXIypyUiKjyu3CUivVK/fn1cv34dPXr0gI+PDwu6xYyZmRnS0tIQGBiIxo0bazQnJCQETZs2hZmZWaHacBARERFpw507d95qfvXq1YsoCRERUcG4cpeI9EpUVBQAYMqUKSzsFmOF+d5QNZZbGImIiEgfsDhLRETFCSsnRKRXrK2tAYBbooqp8uXLAwD+++8/jeeoxvI1JyIiIiIiIiocFneJSK80bdoUAHDjxg2Zk9CbaNq0KSRJUp8yrYnNmzdDCAFnZ2ctJiMiIiKid9WjR4+wYsUK9OjRA9WqVYO5uTnMzc1RrVo19OjRAytWrFD34SUiKm7Yc5eI9MqpU6fg4uKCVq1a4cyZM298UjHJY8eOHRg2bBiEEPjxxx8xffr0fMevWLECM2fOhBACmzdvxieffKKjpEREREQFUyqVOHDgQL4HcfXr1w8GBgYyJ6W8rFu3DjNmzEBKSgqAnO3DVJ83zMzMsGLFCowZM0bnGYmI3gaLu0Skd5YsWYI5c+Zg0KBBWLduHaysrOSORBqSJAnOzs64fPkyhBDo378/pk6dihYtWsDQ8GWb98zMTAQEBGDlypU4cOAAAKBBgwYIDQ1lMZ+IiIj0xrFjxzBmzBg8ePBAfU318fnVe5aqVavCy8sL3bp103lGyt+SJUvw9ddfq183S0tLODk5oVKlSgCAmJgYXLp0CUlJSQBevq4//PADZs2aJVtmIqLCYnGXiPTKokWLAABHjhxBYGAgzM3N0aVLF9SpUwdmZmYFzp83b562I1IBoqKi0Lp1azx8+FD9wcfIyAg2NjYAXm6Ly8jIAPDyA1LlypVx9uxZ1KhRQ67IRERERNls3boVbm5ukCRJXRisUaNGtqLgnTt31I8pFAp4e3tj+PDhsmWm7MLDw+Hk5ASlUglbW1ssW7YMgwYNgpGRUbZxmZmZ2L17N2bOnIno6GgYGhri0qVLcHBwkCk5EVHhsLhLRHpFoVBkWwkhSVKhVnMqlUptxKJCiouLw7hx43Dw4MEcW99UVCt7PTw8UKFCBR0nJCIiIsrdnTt3UK9ePaSlpcHc3ByzZ8/GZ599luN+JT4+Hr/99ht++OEHPHv2DKampvjvv/9gZ2cnU3J61bhx4+Dl5YXy5csjKCiowNfl3r17+L/27j6myvOM4/jvBnwJ0GoFQVnVqaPtgKqAWlvEKpEu2K1px9TSRVKSTWebOVumpDHOdm6ODInN1sJgqVa3Lr61Jq3ONpPidGoUqlgOolZ5sYovqJUBigo8+0M5LfOFo3DOc6jfT0KUJ/dFfgmJnnPlOtc9ZswY1dbWaubMmcrNzfVQUgDoHJq7ALyKj0/n7nlsbW3toiToCocPH9amTZu0b98+nT17VpIUHBysmJgYPf300woPD7c5IQAAQHuvvvqq3nzzTQUGBmrbtm0aNWrUbc/v379f8fHxamxs1Ny5c5Wdne2ZoLithx56SEePHlV2drbmzp3rUs2yZcuUnp6u733ve1zwDKDboLkLAAAAAMB1UVFRKi8v1+uvv66FCxe6VPPb3/5Wr7/+uiIiIuRwONycEK4ICAhQU1OTdu3apbFjx7pUs2fPHo0bN07+/v5qaGhwc0IA6BqdG5EDAAAAAOBb5NixY5KkyZMnu1yTmJjYrhb28/X1lXRtp66r2la8dfbThADgSfyLBQBwq+PHj6u4uFjbtm3TpUuX7I4DAABwW20NvrbmoCv8/PwksSLMm7Tt2C0oKHC5pu0se5MBdCc0dwEAXa6+vl4LFy7UoEGDNGTIED322GOaNGmSKisr251bvXq1pk2bpp///Oc2JQUAAGjvO9/5jiRp586dLte0nQ0LC3NLJty5xMREWZalpUuXqrS0tMPzDodDWVlZMsboqaee8kBCAOgaNHcBeK3z588rOztbSUlJGjRokAICAhQQEKBBgwYpKSlJ2dnZOn/+vN0x8X+++OILxcTEaMmSJTpx4oQsy9Kt1ruPGzdOH3zwgZYvX67//Oc/Hk4KAABwo0mTJsmyLGVmZqqmpqbD8zU1NcrMzJQxRgkJCR5ICFfMnTtXvXr1UkNDg8aPH6+lS5fq3LlzN5w7d+6cli5dqvj4eNXX16tXr14uX8AGAN6AC9UAeKW8vDz9+te/1sWLFyXphuagMUaS5O/vr+zsbM2cOdPjGXGjpqYmjRgxQkeOHFFAQIBefvllTZgwQT/84Q9ljFFpaakiIiLa1SQmJurTTz9Venq6/vjHP9qUHAAA4BqHw6FRo0bJsiyFhYVp2bJleu65525Y09Da2qoPPvhA6enp+vLLL+Xr66t9+/YpKirKpuT4f6tWrVJaWprze2OMhg4dqpCQEBljdPr0aVVWVjqHEYwxevfddzVjxgwbUwPAnfGzOwAA/L/MzEwtWLDA2dDt06ePoqOjNWDAAEnSqVOntG/fPtXV1amxsVGzZ8/WhQsXNH/+fDtjQ1Jubq6zsbt9+3aNGjWqw5qkpCQVFBRo165d7g8IAADQgaioKC1evFgLFixQTU2Npk+frr59+yomJqZdU3Dv3r26cOGC8zXr4sWLaex6mdTUVAUFBWnWrFmqqamRZVk6evSoKioqJLUfIAkLC1N+fr6mTJliV1wAuCtM7gLwKg6HQ9HR0WppadHAgQOVlZWlqVOnqkePHu3ONTc3a926dZo3b55qamrk5+enffv2KTIy0qbkkKT4+Hjt3LlTr732mn73u985n/v4+NxycregoECJiYkKCQnRqVOnPB0ZAADgpnJycjR//nznJ8naPjnWpu2ttL+/v7KysjR79myPZ4RrmpubtWHDBm3ZskUOh8O52q1fv36KiorS5MmT9eyzz97wngMAugOauwC8yi9+8Qvl5+erf//+Kioq6vCm2i+//FJjxoxRbW2tZs6cqdzcXA8lxc0EBwfrq6++UmFhoSZMmOB8frvmbklJiWJiYtSzZ081NTV5OjIAAMAtnT17VitWrLhtUzAtLU3BwcE2JwUA3KtYywDAq3z66acyxui1117rsLErSYMGDVJGRobS09NVUFDggYS4nYaGBklSYGCgyzWXL1+WJCYlAACA1wkODta8efM0b948u6OgizQ3N+urr76SJD3wwAPy86MtAqB787E7AAB804kTJyRJTzzxhMs1cXFxkuTSbcZwr6CgIElSVVWVyzVlZWWS5NypDAAAAHSlAwcOaM6cOYqIiFDv3r01YMAADRgwQL1799b3v/99/fKXv5TD4bA7JgDcFZq7ALxK2y3Ezc3NLte0tLRIuvbRf9grJiZGkrRt2zaXa1atWiVjjB5//HF3xQIAAHDZ0KFDNXz4cB05csTlmmPHjmnYsGEaPny4G5PhTrW2tio9PV0jR47U22+/rYMHD6q1tVWWZcmyLLW2turQoUPKyclRdHS0XnnlFbW2ttodGwDuCJ8/AOBVBg8erPLychUUFLg8vdu2jsGVNQ5wr5/85CfatGmT8vPz9eqrr3b4O3nzzTe1bds2GWOUkpLioZQAAAC3Vl1dLWOMrly54nLN1atXVVVVdcOla7DXCy+8oHXr1jkvv4uMjNTYsWMVGhoqSTp9+rSKiorkcDjU0tKiP/3pT6qpqdGaNWvsjA0Ad4QxNwBeJTExUZZlaenSpSotLe3wvMPhUFZWlowxeuqppzyQELczY8YMjRgxQk1NTZo4caI2b96sb97baYyRZVkqKirST3/6U6Wnp8sYo/j4eCUlJdmYHAAAAN8mq1ev1tq1ayVJI0eO1O7du1VaWqp33nlHS5Ys0ZIlS/TOO+/o888/1+7duxUdHS3LsrR+/XqtXr3a5vQA4DpjffNdNwDYrLq6Wo888oiuXLmiwMBALVy4UGlpac5drm3OnTunFStW6Pe//73q6urUu3dvHTx4kOldL3Ds2DGNHz9ex48flzFG/v7+unjxoqRrl5LU19c7L1GzLEvDhw/Xjh07FBISYmdsAAAASddWfRljVFpaqoiICJdq9u7dq9GjRysgIED19fVuTghXJCQkaOvWrXr44YdVXFysgICA255vbGzU6NGjdejQIT355JMqLCz0UFIA6BwmdwF4lSFDhigvL0+S1NDQoIyMDIWGhio8PFxxcXEaP368wsPDFRoaqoyMDNXV1ckYo7y8PBq7XmLw4MEqKSlRSkqKfHx81NjY6NxrVltbq6amJuc077Rp07Rnzx4auwAAoFv7+9//Lunaa1l4h/3798sYo4yMjA4bu5IUEBCgjIwMZy0AdBfs3AXgdVJTUxUUFKRZs2appqZGlmXp6NGjqqiokKR2H/MPCwtTfn6+pkyZYldc3ES/fv303nvvacmSJdq0aZOKi4t15swZtbS0KCgoSNHR0frRj36khx56yO6oAADgHpeQkHDT52lpaR02BS9fvqyKigqdOXOGNWFepm1n8ogRI1yuaTt79epVt2QCAHdgLQMAr9Xc3KwNGzZoy5YtcjgcOn/+vKRrjcOoqChNnjxZzz77rHr06GFzUgAAAHRXbWsYOvvWeNiwYdq1a5f69+/fRcnQGVFRUSovL9eWLVs0adIkl2q2bt2qhIQERUREyOFwuDkhAHQNJncBeC0/Pz9NnTpVU6dOtTsKAAAAvqUmTJggY4zz+3//+98yxig2Nva2k7vGGPXu3VsDBw7UE088oeeff96lj//DM5KTk7V48WK9//77Ljd3169fL2OMnnvuOTenA4Cuw+QuAAAAAADX3c2FavA+dXV1io2NVXV1td577z1NmzbttufXr1+vlJQUDRkyRJ999pn69OnjoaQA0DlM7gLwavX19aqsrFR9fb1aWlo6PD9hwgQPpMKxY8fc8nO5FA8AANgtNTVVxhg98MADdkdBJ/Tp00dbtmzR9OnTlZKSon/84x968cUXNWbMGIWEhMgYo9OnT6uoqEgrV67Uhx9+qNGjR2vt2rU0dgF0K0zuAvBKf/3rX5WTk6PS0lKX958ZY9Tc3OzmZJAkX1/fLv+Z/P4AAABwp1x5XWpZVrvVGx2d4XUpgO6EyV0AXqWlpUXJycn66KOPJKnTF1vAPfi9AAAAwBu4+rrUlXO8xgXQHdHcBeBV/vKXv+jDDz+UJIWGhiotLU2xsbHq16+ffHx8bE6HNitWrLA7AgAAgFt0dv0Ua6Y8a9GiRXZHAABbsZYBgFd57LHHVFRUpIiICG3fvp1dZwAAAPCozqyf4uP8AABPY3IXgFcpLy+XMUYLFy6ksQsAAACPY/4JANCd0NwF4JUefvhhuyOgCxw9elS7du3SqVOndPHiRb300ksKDg62OxYAAMAtubJ+qrGxUYcPH9b777+vEydOKC4uTj/72c88kA4AgPZYywDAq8TGxqqkpET/+te/lJCQYHcc3KW9e/dq7ty52rFjR7vnpaWlioiIcH7/9ttv64033lCfPn104MAB9ejRw9NRAQAA7trVq1f1yiuvKDc3V/PmzVNmZqbdkQAA9xhuJwLgVZ5//nlZlqWNGzfaHQV3aePGjYqLi9OOHTtkWZbz62ZSU1N16dIlVVRU8DsHAADdTo8ePfTWW29p4sSJysrK0ieffGJ3JADAPYbmLgCvMmfOHI0cOVK5ubnavn273XFwh06ePKmUlBRdvnxZERER2rx5s+rr6295/r777tMzzzwjSdq8ebOnYgIAAHSpWbNmybIs/fnPf7Y7CgDgHkNzF4BX6dWrlz755BPFxsYqMTFR8+fPV0lJiZqamuyOBhcsW7ZMjY2NGjJkiLZv364f/OAHCggIuG3NxIkTZVmWPvvsMw+lBAAA6Frh4eGSpOLiYpuTAADuNVyoBsAWvr6+HZ6xLEvZ2dnKzs526WcaY9Tc3NzZaOiEjz/+WMYYpaenq2/fvi7VPPLII5KkyspKNyYDAABwn7q6unZ/AgDgKTR3AdjC1bscufOxe6murpYkjR071uWa+++/X5LU0NDglkwAAADutnLlSknSwIEDbU4CALjX0NwFYItFixbZHQFu0DY53dra6nJN24RLYGCgWzIBAAC4yxdffKHs7GytXLlSxhhNmTLF7kgAgHsMzV0AtqC5++00YMAAVVVVqaKiQuPGjXOpZs+ePZKkwYMHuzMaAACAS4YNG9bhmdbWVl24cKHdxbEhISFasGCBO6MBAHADmrsAgC4THx+vyspKrVu3Ti+88EKH569cuaK8vDwZYzRx4kT3BwQAAOhAVVXVHdc8/vjjWr58OWsZAAAeZywWWgIAusjWrVuVkJAgY4w+/vhjJSYmSpJ8fHxkjFFpaakiIiIkXWvspqamau3atfLx8dH+/fsVGRlpZ3wAAAClpaV1eMbHx0f33Xefhg4dqieffFKjRo1yfzAAAG6C5i4AoEulpKRozZo16tmzp371q18pOTlZ48aNkzFGH330kfr27asdO3YoPz9fFRUVkqTZs2frrbfesjk5AAAAAADdC81dAECXunz5spKTk/XPf/5Txphbnmv77+fHP/6x1qxZI19fX09FBAAAAADgW8HH7gAAgG+XXr16aePGjcrLy9OwYcNkWdZNvx588EHl5ORo/fr1NHYBAAAAALgLTO4CANzqwIEDKi4u1pkzZ9TS0qKgoCBFR0crJibmtpO9AAAAdrMsSyUlJdq/f7/Onj2rS5cuqaO30L/5zW88lA4AAJq7AAAAAADcYOXKlXrjjTdUXV19R3UtLS1uSgQAwI387A4AAAAAAIA3WbBggTIzMzuc0pUkY4xL5wAAcAd27gIAAAAAcN3u3bv1hz/8QZKUmJiokpIS7d27V9K1Rm5LS4tqa2u1efNmPfPMM7IsS+PHj9fJkyfV2tpqZ3QAwD2ItQwAAAAAAFz34osvatWqVfrud7+rw4cPy8/PT2VlZXr00Uedzd1vys3N1csvv6yRI0dq9+7d6tmzp03JAQD3IiZ3AQAAAAC4bufOnTLGaM6cOfLz63iT4ezZs5WcnKzPP/9cOTk5HkgIAMDXaO4CAAAAAHDdyZMnJUmRkZHOZz4+X791vnr16g01M2bMkGVZWrNmjfsDAgDwDTR3AQAAAAC4rq15GxIS4nwWGBjo/Httbe0NNQ8++KAk6ciRI25OBwBAezR3AQAAAAC4rn///pKk//73v85noaGh8vX1lSSVl5ffUNM27VtfX++BhAAAfI3mLgAAAAAA17WtYzh48KDzWc+ePZ3Pb7Z64W9/+5skKSwszAMJAQD4Gs1dAAAAAACui4+Pl2VZKiwsbPd8+vTpsixLy5cv16JFi1RWVqY9e/bopZde0tq1a2WMUVJSkk2pAQD3KmNZlmV3CAAAAAAAvEFZWZkeffRRBQYG6vjx47r//vslSRcvXlRUVJSqqqpkjGlXY1mW+vXrp5KSEuf+XQAAPIHJXQAAAAAArouMjFRhYaE2bNig5uZm53N/f38VFhYqLi5OlmW1+4qKilJBQQGNXQCAxzG5CwAAAADAHTh06JDKysrU3Nys8PBwRUdH2x0JAHCPorkLAAAAAAAAAN0QaxkAAAAAAAAAoBuiuQsAAAAAAAAA3RDNXQAAAAAAAADohmjuAgAAAAAAAEA3RHMXAAAAAAAAALohmrsAAAAAAAAA0A3R3AUAAAAAAACAbojmLgAAAAAAAAB0Q/8DH+aGxTxT768AAAAASUVORK5CYII=\n"},"metadata":{}}],"source":["plt.figure(figsize=(15, 10))\n","data.groupby('preferred_category').count()['customer_unique_id'].sort_values(ascending=False).plot.bar(color=\"#8181FF\", edgecolor='black', linewidth=0.5, width=0.8)\n","plt.title(\"\\nOrders by category\\n\", fontsize=30)\n","plt.ylabel(\"\\nNumber of orders\\n\", fontsize=25)\n","plt.xlabel(\"\")\n","plt.xticks(fontsize=20, rotation=90)\n","plt.yticks(fontsize=20)\n","plt.show()"]},{"cell_type":"code","execution_count":204,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":450,"status":"ok","timestamp":1745326041353,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"JaiSX3jTO6xy","outputId":"34b90e5c-df12-46c7-9be1-a484026001b5"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1500x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["plt.figure(figsize=(15, 10))\n","data[['preferred_category', 'shipping_fees_proportion']].groupby('preferred_category').mean()['shipping_fees_proportion'].sort_values(ascending=False).plot.bar(color=\"#8181FF\", edgecolor='black', linewidth=0.5, width=0.8)\n","plt.title(\"\\nDelivery freights proportion according to category\\n\", fontsize=30)\n","plt.ylabel(\"\\nPercentage of delivery freights in the price\\n\", fontsize=25)\n","plt.xlabel(\"\")\n","plt.xticks(fontsize=20, rotation=90)\n","plt.yticks(fontsize=20)\n","plt.show()"]},{"cell_type":"code","execution_count":205,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":542,"status":"ok","timestamp":1745326041895,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"3ZYooGxpO6xy","outputId":"e9a05dfb-1a9a-46d3-bb1d-4727c8a6b0ba"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1500x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["plt.figure(figsize=(15, 10))\n","data[['preferred_category', 'total_spent']].groupby('preferred_category').mean()['total_spent'].sort_values(ascending=False).plot.bar(color=\"#8181FF\", edgecolor='black', linewidth=0.5, width=0.8)\n","plt.title(\"\\nSpent by category\\n\", fontsize=30)\n","plt.ylabel(\"\\nTotal spent by preferred category (R$)\\n\", fontsize=25)\n","plt.xlabel(\"\")\n","plt.xticks(fontsize=20, rotation=90)\n","plt.yticks(fontsize=20)\n","plt.show()"]},{"cell_type":"code","execution_count":206,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":668},"executionInfo":{"elapsed":753,"status":"ok","timestamp":1745326042649,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"JREKNUuvO6xy","outputId":"194ffdfb-1bf5-4d25-91a2-0a287f4e7174"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 2500x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["delivery_times_reviews = data[['avg_delivery_time', 'avg_review_score']].groupby('avg_delivery_time').mean()['avg_review_score'].sort_values(ascending=False).reset_index()\n","delivery_times = delivery_times_reviews['avg_delivery_time']\n","reviews = delivery_times_reviews['avg_review_score']\n","\n","plt.figure(figsize=(25, 10))\n","\n","ax = sns.lineplot(x=delivery_times, y=reviews, linewidth=0.5, color='black', errorbar=None)\n","sns.regplot(x=delivery_times, y=reviews, scatter=False, color=\"red\", line_kws={\"linewidth\": 3}, ax=ax, label = 'linear regression')\n","ax.legend(fontsize=18)\n","\n","\n","ax.set_title(f\"\\nCustomer reviews depending on delivery times\\n\", fontsize=30)\n","ax.set_xlabel(\"\\nDelivery time (days)\\n\", fontsize=25)\n","ax.set_ylabel(\"\\nReview rank (/5)\\n\", fontsize=25)\n","ax.tick_params(labelsize=25)\n","plt.xticks(rotation=90)\n","ax.set_xlim(1, delivery_times.max())\n","# Just lower limit for y, so that 0 is stuck at the bottom\n","ax.set_ylim(0)\n","\n","# To fill in under the line\n","l1 = ax.lines[0]\n","x1 = l1.get_xydata()[:, 0]\n","y1 = l1.get_xydata()[:, 1]\n","ax.fill_between(x1, y1, color=\"#8181FF\", alpha=1)\n","\n","plt.show()"]},{"cell_type":"code","execution_count":207,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":897},"executionInfo":{"elapsed":174,"status":"ok","timestamp":1745326042832,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"tD6G1pWvO6xy","outputId":"c61d369c-7f10-4243-95d6-2229c069105c"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["one_order = data.loc[data['orders_number'] == 1].count().mean()\n","several_orders = data.loc[data['orders_number'] > 1].count().mean()\n","repartition = [one_order, several_orders]\n","labels = ['One order', 'Several orders']\n","colors = ['#8181FF', '#F7CC8D']\n","\n","fig, ax = plt.subplots(figsize=(10, 10))\n","plt.title(\"\\nCustomers distribution regarding number of orders\", fontsize=30)\n","ax.pie(\n","    repartition,\n","    labels=labels,\n","    shadow=True,\n","    autopct='%1.1f%%',\n","    colors=colors,\n","    textprops={'color': \"black\", 'fontsize': 25}\n",")\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"AOgGAD3TeG9d"},"source":["At this point, we will be displaying data for each months. Possible only for customers with 1 order. For the remaining 3%, we cannot add their statistics since the data simplification has erased different orders and related variables (reviews, spent etc. for each order)"]},{"cell_type":"code","execution_count":208,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":647},"executionInfo":{"elapsed":850,"status":"ok","timestamp":1745326043682,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"KC4B7WAfO6xy","outputId":"73b4134f-8194-4847-ee44-620ef32ddef4"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 2500x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["one_order_customers = data.loc[data['orders_number'] == 1]\n","\n","# freq = 'ME' : group by month end. For example, all dates in may will be regrouped in 05-31 (last day of may)\n","months = one_order_customers[['first_purchase_date', 'total_spent']].groupby(\n","    pd.Grouper(key='first_purchase_date', freq='ME')).sum().reset_index()['first_purchase_date'].dt.strftime('%Y-%m')  # .dt.strftime('%Y-%m') to keep only the month and year\n","website_revenues = one_order_customers[['first_purchase_date', 'total_spent']].groupby(pd.Grouper(key='first_purchase_date', freq='ME')).sum().reset_index()['total_spent']\n","\n","plt.figure(figsize=(25, 10))\n","\n","ax = sns.lineplot(x=months, y=website_revenues, linewidth=0.5, color='black', errorbar=None)\n","sns.regplot(x=months.index.values, y=website_revenues, scatter=False, color=\"red\", line_kws={\"linewidth\": 3}, ax=ax, label = 'linear regression')\n","\n","\n","\n","ax.set_title(f\"\\nSales progress\\n\", fontsize=30)\n","ax.set_xlabel(\"\")\n","ax.set_ylabel(\"\\nSames revenues (millions R$)\\n\", fontsize=25)\n","ax.tick_params(labelsize=25)\n","plt.xticks(rotation=90)\n","ax.set_xlim(months.min(), months.max())\n","# Just lower limit for y, so that 0 is stuck at the bottom\n","ax.set_ylim(0)\n","\n","# To fill in under the line\n","l1 = ax.lines[0]\n","x1 = l1.get_xydata()[:, 0]\n","y1 = l1.get_xydata()[:, 1]\n","ax.fill_between(x1, y1, color=\"#8181FF\", alpha=1)\n","\n","plt.show()"]},{"cell_type":"code","execution_count":209,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":645},"executionInfo":{"elapsed":841,"status":"ok","timestamp":1745326044524,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"Rsi6rIFPO6xy","outputId":"5f6f73f8-e3c8-462f-b1c5-2859e85b51da"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 2500x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["one_order_customers = data.loc[data['orders_number'] == 1]\n","\n","months = one_order_customers[['first_purchase_date', 'total_spent']].groupby(\n","    pd.Grouper(key='first_purchase_date', freq='ME')).sum().reset_index()['first_purchase_date'].dt.strftime('%Y-%m')  # .dt.strftime('%Y-%m') to keep only the month and year\n","avg_spent = one_order_customers[['first_purchase_date', 'total_spent']].groupby(pd.Grouper(key='first_purchase_date', freq='ME')).mean().reset_index()['total_spent']\n","\n","plt.figure(figsize=(25, 10))\n","\n","ax = sns.lineplot(\n","    x=months,\n","    y=avg_spent,\n","    linewidth=0.5,\n","    color='black',\n","    errorbar=None\n",")\n","sns.regplot(x=months.index.values, y=avg_spent, scatter=False, color=\"red\", line_kws={\"linewidth\": 3}, ax=ax, label = 'linear regression')\n","\n","\n","ax.set_title(f\"\\nChange in customer's average spent\\n\", fontsize=30)\n","ax.set_xlabel(\"\")\n","ax.set_ylabel(\"\\nCustomer's average spent (R$)\\n\", fontsize=25)\n","ax.tick_params(labelsize=25)\n","plt.xticks(rotation=90)\n","ax.set_xlim(months.min(), months.max())\n","# Just lower limit for y, so that 0 is stuck at the bottom\n","ax.set_ylim(0)\n","\n","# To fill in under the line\n","l1 = ax.lines[0]\n","x1 = l1.get_xydata()[:, 0]\n","y1 = l1.get_xydata()[:, 1]\n","ax.fill_between(x1, y1, color=\"#8181FF\", alpha=1)\n","\n","plt.show()"]},{"cell_type":"code","execution_count":210,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":638},"executionInfo":{"elapsed":579,"status":"ok","timestamp":1745326045114,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"PAbs5trUO6xy","outputId":"086b2eb4-0f44-4ae2-ffdd-e342957210fe"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 2500x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["one_order_customers = data.loc[data['orders_number'] == 1]\n","\n","months = one_order_customers[['first_purchase_date', 'total_spent']].groupby(\n","    pd.Grouper(key='first_purchase_date', freq='ME')).sum().reset_index()['first_purchase_date'].dt.strftime('%Y-%m')  # .dt.strftime('%Y-%m') to keep only the month and year\n","orders_count = one_order_customers[['first_purchase_date', 'orders_number']].groupby(pd.Grouper(key='first_purchase_date', freq='ME')).count().reset_index()['orders_number']\n","\n","plt.figure(figsize=(25, 10))\n","\n","ax = sns.lineplot(\n","    x=months,\n","    y=orders_count,\n","    linewidth=0.5,\n","    color='black',\n","    errorbar=None\n",")\n","sns.regplot(x=months.index.values, y=orders_count, scatter=False, color=\"red\", line_kws={\"linewidth\": 3}, ax=ax, label = 'linear regression')\n","\n","ax.set_title(f\"\\nNumber of orders placed on the site\\n\", fontsize=30)\n","ax.set_xlabel(\"\")\n","ax.set_ylabel(\"\\nNumber of orders\\n\", fontsize=25)\n","ax.tick_params(labelsize=25)\n","plt.xticks(rotation=90)\n","ax.set_xlim(months.min(), months.max())\n","# Just lower limit for y, so that 0 is stuck at the bottom\n","ax.set_ylim(0)\n","\n","# To fill in under the line\n","l1 = ax.lines[0]\n","x1 = l1.get_xydata()[:, 0]\n","y1 = l1.get_xydata()[:, 1]\n","ax.fill_between(x1, y1, color=\"#8181FF\", alpha=1)\n","\n","plt.show()"]},{"cell_type":"code","execution_count":211,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":657},"executionInfo":{"elapsed":539,"status":"ok","timestamp":1745326045645,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"WsQ-sQOPO6xy","outputId":"0d0cf785-62bf-4516-ab1a-6ff0fa54916b"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 2500x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["one_order_customers = data.loc[data['orders_number'] == 1]\n","\n","months = one_order_customers[['first_purchase_date', 'total_spent']].groupby(\n","    pd.Grouper(key='first_purchase_date', freq='ME')).sum().reset_index()['first_purchase_date'].dt.strftime('%Y-%m')  # .dt.strftime('%Y-%m') to keep only the month and year\n","avg_score = one_order_customers[['first_purchase_date', 'avg_review_score']].groupby(pd.Grouper(key='first_purchase_date', freq='ME')).mean().reset_index()['avg_review_score']\n","\n","plt.figure(figsize=(25, 10))\n","\n","ax = sns.lineplot(\n","    x=months,\n","    y=avg_score,\n","    linewidth=0.5,\n","    color='black',\n","    errorbar=None\n",")\n","sns.regplot(x=months.index.values, y=avg_score, scatter=False, color=\"red\", line_kws={\"linewidth\": 3}, ax=ax, label = 'linear regression')\n","\n","ax.set_title(f\"\\nCustomers average rating progress\\n\", fontsize=30)\n","ax.set_xlabel(\"\")\n","ax.set_ylabel(\"\\nAverage rating\\n\", fontsize=25)\n","ax.tick_params(labelsize=25)\n","plt.xticks(rotation=90)\n","ax.set_xlim(months.min(), months.max())\n","# Just lower limit for y, so that 0 is stuck at the bottom\n","ax.set_ylim(0)\n","\n","# To fill in under the line\n","l1 = ax.lines[0]\n","x1 = l1.get_xydata()[:, 0]\n","y1 = l1.get_xydata()[:, 1]\n","ax.fill_between(x1, y1, color=\"#8181FF\", alpha=1)\n","\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"t99T33oqO6xy"},"source":["## **Geographical distribution of customers**"]},{"cell_type":"code","execution_count":212,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":271,"status":"ok","timestamp":1745326045917,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"7t9UdzEXO6xy","outputId":"36c6af60-992c-45eb-bd73-80cfd2928fdf"},"outputs":[{"output_type":"display_data","data":{"text/html":["<html>\n","<head><meta charset=\"utf-8\" /></head>\n","<body>\n","    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n","        <script charset=\"utf-8\" src=\"https://cdn.plot.ly/plotly-2.35.2.min.js\"></script>                <div id=\"3d7a8c24-2413-45b8-9cce-3ad6c4679844\" class=\"plotly-graph-div\" style=\"height:1000px; width:1000px;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"3d7a8c24-2413-45b8-9cce-3ad6c4679844\")) {                    Plotly.newPlot(                        \"3d7a8c24-2413-45b8-9cce-3ad6c4679844\",                        [{\"geo\":\"geo\",\"hovertemplate\":\"\\u003cb\\u003e%{hovertext}\\u003c\\u002fb\\u003e\\u003cbr\\u003e\\u003cbr\\u003eclient_count=%{marker.color}\\u003cbr\\u003ecustomer_lat=%{lat}\\u003cbr\\u003ecustomer_lng=%{lon}\\u003cextra\\u003e\\u003c\\u002fextra\\u003e\",\"hovertext\":[4.0,12.0,8.0,3.0,1.0,1.0,2.0,4.0,3.0,4.0,5.0,4.0,6.0,2.0,3.0,4.0,1.0,6.0,12.0,25.0,12.0,23.0,1.0,7.0,3.0,1.0,26.0,1.0,7.0,4.0,1.0,2.0,24.0,11.0,7.0,6.0,4.0,18.0,8.0,13.0,10.0,1.0,3.0,2.0,4.0,1.0,1.0,4.0,19.0,2.0,6.0,1.0,1.0,5.0,4.0,1.0,1.0,11.0,14.0,1.0,1.0,6.0,7.0,3.0,27.0,6.0,2.0,1.0,4.0,2.0,1.0,1.0,10.0,3.0,10.0,8.0,1.0,1.0,9.0,1.0,2.0,12.0,3.0,5.0,6.0,2.0,8.0,5.0,1.0,1.0,4.0,22.0,5.0,4.0,12.0,6.0,1.0,1.0,1.0,5.0,3.0,1.0,5.0,1.0,1.0,2.0,6.0,9.0,26.0,1.0,7.0,4.0,19.0,1.0,1.0,1.0,1.0,9.0,16.0,11.0,1.0,28.0,6.0,2.0,2.0,16.0,6.0,15.0,14.0,2.0,30.0,5.0,4.0,3.0,13.0,2.0,16.0,8.0,4.0,3.0,4.0,15.0,3.0,4.0,5.0,5.0,2.0,11.0,2.0,13.0,6.0,1.0,11.0,8.0,1.0,11.0,18.0,2.0,11.0,5.0,12.0,7.0,2.0,14.0,10.0,1.0,4.0,2.0,14.0,15.0,13.0,18.0,6.0,5.0,7.0,7.0,12.0,24.0,15.0,19.0,14.0,10.0,3.0,2.0,7.0,2.0,5.0,7.0,5.0,29.0,15.0,27.0,3.0,17.0,6.0,2.0,19.0,5.0,6.0,15.0,20.0,5.0,1.0,53.0,5.0,27.0,1.0,31.0,4.0,18.0,2.0,19.0,13.0,1.0,12.0,15.0,1.0,6.0,1.0,6.0,4.0,9.0,10.0,10.0,8.0,3.0,18.0,11.0,7.0,14.0,7.0,11.0,13.0,1.0,5.0,20.0,7.0,13.0,1.0,18.0,12.0,1.0,3.0,7.0,7.0,9.0,3.0,11.0,3.0,11.0,25.0,10.0,5.0,19.0,18.0,2.0,15.0,5.0,10.0,12.0,2.0,7.0,2.0,3.0,7.0,2.0,2.0,5.0,11.0,3.0,8.0,12.0,5.0,2.0,7.0,16.0,6.0,7.0,14.0,5.0,8.0,11.0,13.0,2.0,8.0,4.0,5.0,5.0,4.0,8.0,1.0,10.0,2.0,3.0,2.0,6.0,1.0,3.0,3.0,8.0,3.0,3.0,2.0,7.0,11.0,2.0,6.0,1.0,1.0,1.0,1.0,11.0,5.0,14.0,2.0,5.0,6.0,4.0,5.0,1.0,8.0,18.0,7.0,26.0,4.0,3.0,2.0,5.0,2.0,2.0,4.0,1.0,1.0,5.0,6.0,3.0,6.0,4.0,10.0,1.0,15.0,7.0,34.0,3.0,1.0,10.0,3.0,6.0,2.0,5.0,2.0,1.0,3.0,8.0,1.0,5.0,3.0,4.0,1.0,16.0,2.0,17.0,6.0,1.0,2.0,12.0,1.0,4.0,3.0,2.0,1.0,3.0,3.0,1.0,7.0,4.0,6.0,7.0,11.0,9.0,2.0,2.0,2.0,9.0,10.0,1.0,6.0,2.0,3.0,2.0,2.0,2.0,6.0,2.0,3.0,3.0,8.0,21.0,1.0,3.0,4.0,2.0,15.0,1.0,4.0,14.0,3.0,1.0,3.0,5.0,2.0,4.0,2.0,1.0,7.0,1.0,2.0,4.0,38.0,3.0,3.0,1.0,3.0,6.0,3.0,2.0,4.0,19.0,3.0,9.0,4.0,12.0,9.0,4.0,4.0,3.0,1.0,3.0,12.0,5.0,15.0,2.0,13.0,2.0,6.0,6.0,3.0,9.0,7.0,10.0,1.0,8.0,37.0,5.0,1.0,22.0,7.0,31.0,19.0,4.0,3.0,4.0,3.0,6.0,18.0,2.0,2.0,6.0,35.0,4.0,2.0,1.0,6.0,3.0,7.0,4.0,2.0,4.0,2.0,1.0,2.0,1.0,2.0,1.0,8.0,3.0,3.0,3.0,15.0,9.0,1.0,2.0,1.0,2.0,1.0,1.0,1.0,1.0,13.0,4.0,1.0,12.0,2.0,2.0,2.0,24.0,1.0,13.0,2.0,1.0,1.0,3.0,11.0,17.0,2.0,5.0,3.0,17.0,1.0,1.0,2.0,5.0,2.0,3.0,1.0,2.0,2.0,1.0,1.0,3.0,6.0,15.0,3.0,1.0,3.0,5.0,12.0,6.0,1.0,1.0,1.0,3.0,2.0,2.0,26.0,1.0,1.0,6.0,14.0,5.0,1.0,6.0,1.0,1.0,5.0,2.0,2.0,2.0,1.0,2.0,3.0,8.0,8.0,3.0,1.0,1.0,29.0,1.0,8.0,2.0,17.0,2.0,1.0,3.0,16.0,1.0,2.0,1.0,7.0,1.0,2.0,19.0,2.0,2.0,1.0,1.0,1.0,9.0,1.0,11.0,10.0,1.0,5.0,2.0,8.0,1.0,2.0,1.0,2.0,2.0,1.0,10.0,4.0,3.0,11.0,2.0,26.0,1.0,1.0,3.0,2.0,7.0,4.0,2.0,5.0,5.0,7.0,4.0,8.0,14.0,4.0,2.0,21.0,6.0,8.0,4.0,28.0,1.0,1.0,3.0,7.0,1.0,1.0,9.0,3.0,1.0,3.0,5.0,6.0,5.0,3.0,3.0,15.0,2.0,2.0,1.0,2.0,4.0,1.0,3.0,9.0,5.0,3.0,5.0,1.0,4.0,4.0,9.0,1.0,3.0,4.0,3.0,1.0,1.0,1.0,1.0,12.0,1.0,2.0,4.0,1.0,4.0,1.0,1.0,1.0,4.0,9.0,2.0,3.0,6.0,3.0,3.0,18.0,4.0,3.0,4.0,3.0,1.0,3.0,3.0,2.0,4.0,18.0,3.0,3.0,3.0,5.0,1.0,2.0,1.0,2.0,15.0,1.0,2.0,2.0,1.0,12.0,4.0,6.0,1.0,2.0,21.0,9.0,4.0,3.0,10.0,7.0,9.0,11.0,6.0,5.0,3.0,14.0,6.0,5.0,2.0,3.0,1.0,3.0,1.0,14.0,3.0,2.0,6.0,2.0,3.0,5.0,1.0,11.0,5.0,2.0,3.0,1.0,1.0,19.0,1.0,4.0,4.0,3.0,1.0,1.0,7.0,2.0,1.0,3.0,1.0,10.0,3.0,2.0,4.0,1.0,20.0,1.0,2.0,1.0,4.0,19.0,2.0,9.0,11.0,13.0,1.0,7.0,6.0,20.0,5.0,4.0,15.0,1.0,2.0,8.0,50.0,2.0,2.0,3.0,8.0,1.0,1.0,3.0,6.0,5.0,19.0,2.0,17.0,23.0,10.0,6.0,1.0,9.0,3.0,5.0,20.0,2.0,1.0,1.0,5.0,40.0,6.0,13.0,2.0,2.0,2.0,6.0,4.0,5.0,7.0,5.0,1.0,2.0,6.0,30.0,1.0,1.0,13.0,4.0,1.0,1.0,3.0,2.0,2.0,7.0,2.0,3.0,4.0,1.0,2.0,1.0,1.0,1.0,1.0,3.0,1.0,9.0,1.0,4.0,9.0,2.0,1.0,20.0,2.0,9.0,1.0,2.0,3.0,1.0,1.0,2.0,3.0,2.0,1.0,1.0,6.0,1.0,5.0,1.0,1.0,1.0,1.0,5.0,2.0,5.0,2.0,15.0,5.0,1.0,8.0,1.0,1.0,1.0,1.0,1.0,7.0,1.0,1.0,1.0,7.0,3.0,5.0,2.0,2.0,4.0,9.0,7.0,6.0,9.0,10.0,7.0,4.0,1.0,6.0,10.0,3.0,2.0,1.0,1.0,1.0,4.0,1.0,6.0,3.0,12.0,4.0,2.0,1.0,1.0,8.0,8.0,6.0,1.0,1.0,2.0,2.0,11.0,5.0,3.0,22.0,5.0,5.0,14.0,2.0,2.0,2.0,1.0,1.0,3.0,1.0,3.0,5.0,9.0,10.0,10.0,2.0,2.0,3.0,24.0,4.0,1.0,6.0,5.0,4.0,12.0,29.0,2.0,3.0,9.0,7.0,3.0,10.0,1.0,1.0,11.0,1.0,1.0,17.0,9.0,16.0,16.0,21.0,16.0,1.0,17.0,1.0,9.0,26.0,23.0,27.0,16.0,22.0,5.0,5.0,35.0,1.0,29.0,3.0,10.0,8.0,38.0,3.0,1.0,7.0,1.0,7.0,2.0,19.0,25.0,2.0,19.0,3.0,2.0,1.0,16.0,6.0,1.0,3.0,12.0,7.0,15.0,3.0,3.0,11.0,2.0,6.0,1.0,13.0,3.0,5.0,2.0,1.0,1.0,1.0,4.0,13.0,2.0,6.0,2.0,2.0,2.0,11.0,10.0,40.0,1.0,1.0,16.0,1.0,1.0,5.0,10.0,14.0,1.0,1.0,2.0,1.0,14.0,1.0,1.0,1.0,1.0,2.0,3.0,1.0,2.0,2.0,14.0,4.0,10.0,1.0,3.0,1.0,3.0,2.0,1.0,4.0,20.0,6.0,1.0,10.0,3.0,2.0,4.0,3.0,1.0,1.0,4.0,2.0,4.0,1.0,27.0,1.0,2.0,4.0,14.0,5.0,5.0,6.0,1.0,5.0,4.0,6.0,13.0,2.0,4.0,2.0,3.0,2.0,1.0,1.0,2.0,4.0,1.0,9.0,2.0,26.0,11.0,3.0,1.0,1.0,5.0,9.0,1.0,2.0,15.0,1.0,6.0,1.0,3.0,12.0,13.0,2.0,9.0,11.0,7.0,42.0,9.0,2.0,1.0,32.0,8.0,11.0,2.0,2.0,5.0,7.0,5.0,6.0,1.0,11.0,7.0,5.0,3.0,3.0,5.0,6.0,1.0,3.0,3.0,13.0,1.0,6.0,1.0,6.0,2.0,1.0,2.0,8.0,13.0,3.0,9.0,1.0,5.0,4.0,44.0,1.0,6.0,11.0,1.0,6.0,61.0,6.0,1.0,5.0,12.0,1.0,1.0,9.0,1.0,4.0,9.0,4.0,1.0,3.0,4.0,4.0,2.0,2.0,3.0,2.0,2.0,1.0,7.0,1.0,4.0,1.0,6.0,4.0,2.0,9.0,18.0,3.0,4.0,7.0,3.0,9.0,13.0,3.0,5.0,18.0,7.0,14.0,3.0,5.0,12.0,1.0,4.0,10.0,10.0,9.0,3.0,5.0,2.0,4.0,5.0,1.0,1.0,1.0,5.0,14.0,3.0,10.0,2.0,15.0,4.0,3.0,15.0,7.0,5.0,5.0,1.0,8.0,1.0,4.0,2.0,2.0,28.0,6.0,3.0,2.0,9.0,3.0,4.0,1.0,2.0,1.0,1.0,5.0,2.0,11.0,3.0,9.0,1.0,8.0,4.0,16.0,3.0,1.0,4.0,1.0,1.0,3.0,2.0,1.0,1.0,15.0,4.0,2.0,6.0,2.0,2.0,24.0,4.0,1.0,1.0,9.0,3.0,9.0,1.0,1.0,1.0,2.0,39.0,8.0,4.0,1.0,2.0,1.0,15.0,1.0,3.0,1.0,1.0,5.0,2.0,2.0,3.0,1.0,13.0,1.0,4.0,12.0,6.0,10.0,6.0,18.0,1.0,6.0,13.0,1.0,8.0,7.0,1.0,1.0,4.0,1.0,4.0,4.0,1.0,4.0,4.0,5.0,3.0,11.0,9.0,8.0,7.0,1.0,4.0,2.0,7.0,3.0,9.0,2.0,1.0,2.0,4.0,8.0,2.0,2.0,8.0,1.0,1.0,12.0,12.0,5.0,4.0,6.0,4.0,15.0,18.0,3.0,17.0,1.0,4.0,10.0,14.0,7.0,13.0,7.0,4.0,13.0,11.0,10.0,2.0,1.0,1.0,5.0,3.0,1.0,13.0,2.0,1.0,6.0,9.0,16.0,9.0,14.0,1.0,15.0,7.0,1.0,4.0,1.0,1.0,8.0,3.0,1.0,4.0,6.0,1.0,22.0,7.0,23.0,2.0,1.0,1.0,1.0,4.0,6.0,1.0,1.0,1.0,4.0,3.0,1.0,27.0,3.0,3.0,5.0,4.0,7.0,1.0,25.0,5.0,1.0,4.0,15.0,21.0,9.0,13.0,5.0,2.0,4.0,6.0,3.0,2.0,5.0,1.0,3.0,1.0,11.0,1.0,6.0,4.0,8.0,1.0,5.0,1.0,9.0,6.0,3.0,2.0,15.0,4.0,2.0,10.0,1.0,2.0,25.0,4.0,1.0,1.0,6.0,14.0,25.0,1.0,5.0,4.0,2.0,1.0,7.0,4.0,2.0,1.0,3.0,3.0,8.0,1.0,7.0,1.0,9.0,5.0,8.0,1.0,6.0,6.0,10.0,3.0,1.0,8.0,1.0,8.0,7.0,4.0,1.0,3.0,5.0,2.0,5.0,1.0,1.0,2.0,4.0,8.0,6.0,4.0,3.0,5.0,4.0,2.0,1.0,5.0,11.0,6.0,4.0,6.0,1.0,2.0,7.0,10.0,5.0,7.0,4.0,6.0,12.0,8.0,10.0,9.0,9.0,3.0,15.0,5.0,1.0,1.0,2.0,4.0,9.0,6.0,5.0,4.0,10.0,7.0,2.0,10.0,4.0,8.0,5.0,2.0,9.0,4.0,16.0,9.0,8.0,13.0,16.0,9.0,6.0,3.0,11.0,1.0,16.0,1.0,11.0,2.0,21.0,1.0,16.0,2.0,16.0,5.0,3.0,1.0,1.0,5.0,4.0,3.0,9.0,16.0,7.0,8.0,10.0,10.0,1.0,7.0,22.0,14.0,14.0,5.0,1.0,14.0,5.0,7.0,7.0,11.0,3.0,6.0,14.0,3.0,3.0,8.0,3.0,7.0,6.0,11.0,6.0,8.0,5.0,22.0,5.0,9.0,4.0,20.0,17.0,12.0,6.0,7.0,8.0,6.0,3.0,8.0,9.0,8.0,29.0,6.0,1.0,29.0,12.0,8.0,7.0,7.0,14.0,7.0,1.0,13.0,3.0,1.0,1.0,1.0,3.0,3.0,1.0,6.0,41.0,2.0,5.0,1.0,4.0,3.0,8.0,3.0,1.0,10.0,9.0,38.0,3.0,7.0,11.0,17.0,9.0,14.0,4.0,18.0,14.0,9.0,21.0,33.0,10.0,5.0,1.0,36.0,13.0,5.0,3.0,10.0,2.0,11.0,19.0,1.0,32.0,6.0,9.0,11.0,9.0,3.0,2.0,12.0,6.0,5.0,5.0,3.0,9.0,21.0,29.0,9.0,17.0,4.0,6.0,1.0,3.0,6.0,2.0,2.0,7.0,3.0,3.0,16.0,14.0,18.0,1.0,7.0,9.0,2.0,6.0,1.0,12.0,6.0,14.0,2.0,2.0,1.0,9.0,5.0,6.0,5.0,9.0,9.0,6.0,4.0,10.0,1.0,14.0,2.0,2.0,2.0,4.0,17.0,1.0,6.0,10.0,4.0,3.0,2.0,13.0,5.0,2.0,16.0,7.0,4.0,3.0,3.0,2.0,1.0,4.0,5.0,5.0,1.0,18.0,4.0,3.0,13.0,11.0,4.0,3.0,3.0,1.0,1.0,5.0,4.0,1.0,9.0,3.0,1.0,8.0,1.0,3.0,2.0,9.0,5.0,2.0,4.0,2.0,2.0,1.0,1.0,2.0,9.0,1.0,1.0,21.0,5.0,1.0,6.0,2.0,1.0,7.0,7.0,4.0,2.0,2.0,1.0,6.0,5.0,6.0,7.0,2.0,5.0,4.0,1.0,3.0,5.0,4.0,6.0,4.0,2.0,4.0,5.0,1.0,3.0,7.0,15.0,7.0,7.0,7.0,4.0,3.0,14.0,7.0,11.0,4.0,3.0,2.0,3.0,1.0,2.0,2.0,2.0,8.0,2.0,2.0,7.0,14.0,2.0,5.0,10.0,6.0,5.0,14.0,6.0,21.0,1.0,16.0,3.0,13.0,1.0,4.0,5.0,6.0,2.0,5.0,1.0,1.0,1.0,1.0,9.0,3.0,1.0,3.0,6.0,2.0,3.0,3.0,9.0,3.0,1.0,1.0,1.0,3.0,1.0,3.0,3.0,3.0,3.0,4.0,3.0,1.0,10.0,14.0,16.0,7.0,11.0,15.0,1.0,5.0,3.0,14.0,3.0,1.0,5.0,2.0,1.0,3.0,3.0,1.0,2.0,10.0,1.0,2.0,2.0,2.0,4.0,1.0,1.0,2.0,28.0,7.0,6.0,3.0,5.0,4.0,4.0,6.0,44.0,1.0,4.0,2.0,2.0,3.0,2.0,1.0,12.0,4.0,4.0,5.0,4.0,4.0,1.0,3.0,1.0,2.0,4.0,4.0,1.0,1.0,9.0,2.0,8.0,1.0,42.0,1.0,6.0,10.0,2.0,8.0,5.0,17.0,1.0,7.0,1.0,1.0,3.0,8.0,1.0,2.0,3.0,11.0,72.0,2.0,3.0,2.0,9.0,3.0,2.0,5.0,39.0,26.0,1.0,1.0,7.0,5.0,2.0,1.0,2.0,4.0,3.0,3.0,6.0,2.0,12.0,2.0,11.0,8.0,4.0,20.0,9.0,12.0,1.0,11.0,2.0,36.0,3.0,3.0,1.0,4.0,1.0,17.0,8.0,3.0,2.0,46.0,3.0,1.0,4.0,1.0,3.0,1.0,42.0,1.0,31.0,22.0,3.0,2.0,3.0,11.0,2.0,7.0,9.0,3.0,9.0,9.0,2.0,8.0,22.0,3.0,8.0,2.0,1.0,1.0,1.0,4.0,2.0,18.0,5.0,1.0,78.0,19.0,5.0,14.0,3.0,2.0,7.0,1.0,36.0,9.0,14.0,6.0,2.0,8.0,4.0,2.0,39.0,3.0,5.0,46.0,36.0,4.0,48.0,21.0,3.0,29.0,41.0,1.0,4.0,70.0,5.0,2.0,5.0,1.0,39.0,10.0,4.0,12.0,8.0,20.0,6.0,49.0,8.0,1.0,3.0,69.0,2.0,4.0,42.0,1.0,1.0,10.0,4.0,5.0,9.0,5.0,5.0,4.0,9.0,5.0,20.0,8.0,2.0,6.0,1.0,3.0,15.0,17.0,3.0,3.0,2.0,3.0,8.0,5.0,4.0,1.0,13.0,10.0,3.0,3.0,6.0,4.0,1.0,2.0,2.0,4.0,2.0,1.0,10.0,1.0,5.0,3.0,1.0,2.0,2.0,2.0,16.0,12.0,2.0,1.0,3.0,7.0,2.0,12.0,3.0,4.0,3.0,2.0,9.0,5.0,45.0,1.0,13.0,2.0,5.0,1.0,3.0,1.0,46.0,43.0,3.0,10.0,6.0,3.0,12.0,1.0,4.0,4.0,2.0,2.0,7.0,2.0,3.0,10.0,6.0,1.0,1.0,7.0,2.0,6.0,9.0,7.0,2.0,1.0,3.0,1.0,2.0,3.0,2.0,5.0,3.0,1.0,3.0,1.0,1.0,4.0,1.0,7.0,4.0,4.0,5.0,8.0,5.0,7.0,2.0,2.0,1.0,1.0,5.0,10.0,2.0,6.0,1.0,16.0,3.0,6.0,9.0,1.0,4.0,2.0,9.0,1.0,13.0,3.0,3.0,3.0,4.0,1.0,7.0,4.0,4.0,6.0,8.0,15.0,7.0,3.0,24.0,4.0,1.0,3.0,2.0,9.0,8.0,8.0,23.0,11.0,4.0,3.0,3.0,12.0,10.0,2.0,2.0,11.0,2.0,2.0,39.0,17.0,1.0,6.0,3.0,14.0,11.0,3.0,20.0,8.0,7.0,2.0,2.0,4.0,3.0,6.0,2.0,2.0,4.0,7.0,1.0,4.0,4.0,9.0,8.0,18.0,5.0,1.0,11.0,3.0,15.0,3.0,19.0,1.0,2.0,23.0,2.0,5.0,10.0,2.0,4.0,16.0,26.0,22.0,15.0,2.0,10.0,4.0,9.0,5.0,3.0,1.0,3.0,9.0,3.0,2.0,4.0,7.0,3.0,7.0,14.0,12.0,6.0,2.0,4.0,2.0,7.0,3.0,7.0,1.0,10.0,3.0,22.0,13.0,19.0,12.0,19.0,9.0,1.0,3.0,8.0,8.0,1.0,3.0,9.0,2.0,3.0,5.0,7.0,1.0,25.0,6.0,13.0,4.0,2.0,1.0,2.0,4.0,1.0,14.0,12.0,1.0,17.0,26.0,6.0,1.0,2.0,9.0,1.0,2.0,13.0,35.0,1.0,1.0,6.0,11.0,5.0,5.0,2.0,3.0,2.0,32.0,18.0,15.0,10.0,6.0,8.0,2.0,2.0,3.0,4.0,1.0,3.0,4.0,1.0,2.0,10.0,3.0,8.0,11.0,9.0,5.0,1.0,2.0,4.0,13.0,1.0,13.0,20.0,1.0,10.0,4.0,3.0,7.0,2.0,2.0,14.0,14.0,10.0,1.0,13.0,1.0,6.0,1.0,5.0,1.0,16.0,3.0,1.0,2.0,14.0,5.0,22.0,10.0,5.0,10.0,4.0,2.0,7.0,1.0,2.0,1.0,3.0,2.0,22.0,39.0,1.0,5.0,3.0,5.0,1.0,6.0,6.0,10.0,6.0,5.0,1.0,3.0,4.0,9.0,17.0,9.0,18.0,16.0,8.0,5.0,2.0,8.0,4.0,30.0,18.0,4.0,18.0,3.0,1.0,2.0,7.0,2.0,8.0,1.0,3.0,7.0,8.0,4.0,8.0,2.0,5.0,9.0,7.0,2.0,3.0,2.0,6.0,4.0,4.0,17.0,3.0,4.0,4.0,1.0,3.0,27.0,3.0,23.0,13.0,3.0,4.0,6.0,11.0,22.0,5.0,1.0,2.0,9.0,3.0,6.0,1.0,3.0,1.0,4.0,19.0,3.0,17.0,11.0,5.0,11.0,4.0,7.0,6.0,3.0,1.0,10.0,17.0,2.0,3.0,6.0,4.0,2.0,2.0,7.0,13.0,11.0,4.0,2.0,6.0,4.0,3.0,2.0,6.0,1.0,5.0,3.0,2.0,15.0,18.0,5.0,8.0,1.0,1.0,16.0,3.0,2.0,1.0,6.0,5.0,4.0,4.0,3.0,11.0,1.0,3.0,24.0,10.0,1.0,3.0,4.0,1.0,9.0,1.0,6.0,5.0,1.0,19.0,9.0,3.0,11.0,2.0,5.0,23.0,13.0,2.0,14.0,7.0,2.0,8.0,5.0,3.0,2.0,2.0,2.0,4.0,4.0,1.0,1.0,4.0,2.0,4.0,6.0,1.0,8.0,1.0,1.0,2.0,12.0,8.0,5.0,12.0,7.0,1.0,26.0,1.0,2.0,5.0,13.0,1.0,2.0,4.0,6.0,24.0,4.0,1.0,19.0,51.0,5.0,4.0,10.0,1.0,7.0,3.0,6.0,5.0,1.0,21.0,2.0,4.0,1.0,3.0,4.0,6.0,6.0,3.0,3.0,4.0,4.0,1.0,1.0,5.0,9.0,3.0,5.0,1.0,3.0,3.0,2.0,7.0,4.0,7.0,1.0,2.0,1.0,11.0,5.0,3.0,10.0,6.0,7.0,10.0,31.0,2.0,4.0,5.0,4.0,5.0,1.0,2.0,3.0,8.0,8.0,17.0,6.0,4.0,4.0,1.0,2.0,5.0,5.0,4.0,16.0,18.0,1.0,3.0,2.0,3.0,3.0,2.0,17.0,1.0,6.0,3.0,4.0,7.0,3.0,1.0,2.0,4.0,7.0,10.0,5.0,1.0,25.0,1.0,7.0,5.0,10.0,1.0,1.0,17.0,3.0,1.0,4.0,1.0,5.0,2.0,5.0,2.0,5.0,1.0,1.0,1.0,29.0,13.0,5.0,22.0,1.0,4.0,7.0,2.0,11.0,14.0,3.0,2.0,6.0,3.0,2.0,4.0,16.0,2.0,1.0,13.0,4.0,5.0,2.0,1.0,3.0,5.0,1.0,3.0,2.0,3.0,4.0,1.0,3.0,7.0,1.0,4.0,6.0,22.0,9.0,5.0,1.0,3.0,11.0,5.0,16.0,2.0,3.0,1.0,1.0,2.0,2.0,3.0,2.0,20.0,8.0,2.0,6.0,4.0,4.0,4.0,2.0,5.0,4.0,6.0,2.0,8.0,1.0,7.0,8.0,6.0,1.0,12.0,19.0,1.0,8.0,3.0,6.0,6.0,4.0,5.0,1.0,1.0,4.0,8.0,2.0,8.0,9.0,18.0,3.0,35.0,2.0,10.0,2.0,6.0,1.0,7.0,11.0,5.0,12.0,30.0,4.0,6.0,4.0,1.0,1.0,15.0,4.0,9.0,17.0,10.0,12.0,4.0,4.0,5.0,7.0,4.0,4.0,1.0,4.0,6.0,22.0,12.0,1.0,5.0,5.0,1.0,1.0,1.0,2.0,7.0,1.0,14.0,2.0,3.0,2.0,14.0,9.0,10.0,2.0,7.0,2.0,2.0,1.0,26.0,11.0,2.0,2.0,4.0,3.0,1.0,1.0,7.0,9.0,4.0,2.0,10.0,1.0,11.0,6.0,7.0,1.0,3.0,1.0,15.0,2.0,4.0,29.0,10.0,1.0,3.0,6.0,4.0,2.0,24.0,7.0,7.0,5.0,8.0,2.0,2.0,1.0,17.0,3.0,6.0,5.0,7.0,7.0,7.0,1.0,5.0,7.0,24.0,4.0,12.0,9.0,11.0,7.0,5.0,1.0,8.0,2.0,2.0,5.0,2.0,14.0,8.0,25.0,3.0,27.0,5.0,3.0,2.0,2.0,4.0,1.0,5.0,3.0,6.0,1.0,9.0,4.0,5.0,4.0,1.0,1.0,2.0,6.0,4.0,17.0,26.0,8.0,3.0,2.0,1.0,2.0,14.0,1.0,10.0,1.0,4.0,2.0,2.0,16.0,2.0,7.0,2.0,2.0,1.0,1.0,9.0,2.0,3.0,10.0,6.0,5.0,7.0,1.0,9.0,9.0,4.0,3.0,1.0,17.0,1.0,2.0,1.0,10.0,8.0,1.0,1.0,1.0,5.0,5.0,1.0,5.0,1.0,5.0,4.0,3.0,1.0,5.0,17.0,14.0,13.0,11.0,4.0,4.0,25.0,3.0,1.0,10.0,1.0,1.0,5.0,5.0,6.0,11.0,7.0,1.0,9.0,11.0,4.0,1.0,2.0,2.0,3.0,2.0,12.0,5.0,2.0,7.0,30.0,2.0,13.0,2.0,9.0,5.0,1.0,6.0,4.0,3.0,7.0,21.0,8.0,3.0,1.0,4.0,5.0,3.0,5.0,5.0,2.0,5.0,6.0,9.0,3.0,6.0,2.0,3.0,2.0,7.0,10.0,14.0,5.0,1.0,7.0,1.0,8.0,1.0,20.0,13.0,3.0,11.0,1.0,6.0,3.0,18.0,15.0,1.0,7.0,9.0,6.0,3.0,20.0,8.0,3.0,19.0,8.0,37.0,4.0,1.0,1.0,7.0,1.0,10.0,5.0,17.0,4.0,6.0,6.0,11.0,11.0,1.0,4.0,1.0,3.0,8.0,11.0,11.0,16.0,10.0,10.0,3.0,3.0,4.0,5.0,14.0,1.0,1.0,1.0,41.0,3.0,1.0,13.0,21.0,9.0,6.0,2.0,4.0,4.0,26.0,1.0,1.0,9.0,17.0,23.0,4.0,4.0,6.0,1.0,4.0,10.0,8.0,6.0,6.0,3.0,8.0,3.0,1.0,2.0,3.0,27.0,1.0,3.0,3.0,2.0,1.0,3.0,25.0,5.0,2.0,5.0,7.0,4.0,1.0,3.0,4.0,12.0,15.0,7.0,6.0,9.0,5.0,1.0,38.0,1.0,9.0,20.0,5.0,10.0,5.0,7.0,3.0,11.0,7.0,4.0,15.0,1.0,5.0,1.0,21.0,1.0,3.0,2.0,1.0,6.0,10.0,7.0,4.0,4.0,7.0,3.0,1.0,11.0,4.0,1.0,4.0,5.0,1.0,10.0,1.0,31.0,9.0,10.0,7.0,2.0,1.0,1.0,17.0,7.0,3.0,4.0,9.0,2.0,1.0,5.0,3.0,3.0,8.0,3.0,1.0,21.0,2.0,4.0,1.0,3.0,5.0,4.0,4.0,1.0,2.0,1.0,4.0,4.0,8.0,6.0,7.0,1.0,1.0,16.0,7.0,2.0,1.0,1.0,2.0,2.0,3.0,1.0,9.0,10.0,5.0,7.0,11.0,19.0,5.0,6.0,6.0,11.0,10.0,2.0,14.0,2.0,5.0,3.0,8.0,5.0,2.0,8.0,6.0,3.0,5.0,5.0,11.0,4.0,12.0,13.0,6.0,4.0,8.0,2.0,10.0,4.0,7.0,3.0,4.0,35.0,6.0,10.0,4.0,1.0,13.0,4.0,8.0,3.0,1.0,1.0,3.0,1.0,1.0,5.0,7.0,2.0,18.0,16.0,14.0,2.0,4.0,2.0,6.0,1.0,4.0,4.0,15.0,8.0,5.0,3.0,3.0,6.0,3.0,4.0,5.0,7.0,1.0,2.0,9.0,1.0,7.0,14.0,4.0,5.0,7.0,3.0,30.0,13.0,5.0,11.0,7.0,4.0,2.0,4.0,12.0,1.0,4.0,4.0,7.0,1.0,16.0,2.0,7.0,9.0,5.0,1.0,4.0,2.0,8.0,8.0,3.0,11.0,2.0,1.0,1.0,17.0,12.0,2.0,3.0,32.0,1.0,21.0,15.0,2.0,2.0,1.0,1.0,5.0,3.0,11.0,9.0,1.0,3.0,1.0,4.0,5.0,1.0,1.0,1.0,4.0,14.0,9.0,2.0,6.0,1.0,2.0,16.0,8.0,2.0,10.0,2.0,5.0,10.0,1.0,3.0,2.0,4.0,3.0,13.0,2.0,7.0,8.0,13.0,1.0,6.0,6.0,16.0,4.0,4.0,1.0,7.0,4.0,11.0,11.0,2.0,7.0,1.0,4.0,1.0,21.0,1.0,5.0,2.0,1.0,9.0,6.0,13.0,1.0,9.0,1.0,7.0,1.0,1.0,7.0,2.0,6.0,3.0,7.0,12.0,6.0,3.0,4.0,2.0,3.0,2.0,7.0,2.0,2.0,2.0,6.0,4.0,3.0,3.0,4.0,9.0,3.0,17.0,2.0,4.0,7.0,9.0,4.0,1.0,1.0,5.0,1.0,7.0,1.0,8.0,18.0,4.0,1.0,5.0,2.0,1.0,3.0,1.0,5.0,2.0,3.0,14.0,1.0,7.0,2.0,19.0,6.0,12.0,2.0,13.0,6.0,1.0,2.0,2.0,3.0,2.0,2.0,14.0,17.0,6.0,1.0,4.0,9.0,5.0,9.0,1.0,5.0,2.0,1.0,4.0,3.0,7.0,1.0,1.0,3.0,4.0,4.0,3.0,1.0,4.0,4.0,22.0,2.0,14.0,5.0,2.0,3.0,1.0,3.0,12.0,3.0,1.0,1.0,11.0,4.0,7.0,7.0,1.0,6.0,1.0,10.0,8.0,1.0,2.0,5.0,3.0,16.0,1.0,10.0,3.0,5.0,4.0,1.0,3.0,18.0,2.0,3.0,7.0,6.0,2.0,6.0,8.0,6.0,16.0,11.0,2.0,6.0,8.0,1.0,4.0,4.0,1.0,6.0,2.0,1.0,5.0,3.0,3.0,3.0,4.0,8.0,6.0,1.0,1.0,1.0,10.0,3.0,8.0,5.0,4.0,1.0,1.0,3.0,5.0,2.0,6.0,1.0,2.0,5.0,1.0,3.0,2.0,8.0,3.0,2.0,7.0,10.0,3.0,17.0,15.0,1.0,5.0,2.0,18.0,2.0,9.0,1.0,4.0,1.0,1.0,1.0,1.0,2.0,2.0,6.0,8.0,3.0,1.0,3.0,12.0,4.0,8.0,18.0,6.0,6.0,1.0,6.0,3.0,1.0,1.0,4.0,7.0,19.0,1.0,4.0,2.0,2.0,8.0,3.0,1.0,14.0,4.0,1.0,2.0,13.0,3.0,2.0,1.0,8.0,19.0,4.0,8.0,1.0,10.0,3.0,1.0,2.0,10.0,6.0,3.0,2.0,6.0,3.0,5.0,7.0,1.0,6.0,1.0,3.0,7.0,6.0,3.0,15.0,3.0,4.0,2.0,4.0,1.0,3.0,10.0,3.0,1.0,3.0,7.0,12.0,6.0,5.0,19.0,9.0,1.0,11.0,2.0,18.0,6.0,5.0,2.0,4.0,3.0,4.0,7.0,9.0,2.0,1.0,6.0,3.0,9.0,5.0,13.0,12.0,1.0,2.0,4.0,4.0,2.0,8.0,6.0,20.0,12.0,6.0,2.0,4.0,2.0,6.0,1.0,8.0,5.0,2.0,5.0,17.0,1.0,4.0,1.0,5.0,7.0,8.0,1.0,3.0,3.0,7.0,1.0,2.0,1.0,3.0,4.0,6.0,11.0,1.0,2.0,8.0,20.0,1.0,10.0,2.0,5.0,5.0,9.0,5.0,1.0,1.0,8.0,1.0,1.0,5.0,3.0,3.0,3.0,3.0,3.0,2.0,5.0,8.0,3.0,1.0,1.0,2.0,5.0,3.0,13.0,6.0,9.0,11.0,1.0,17.0,4.0,2.0,5.0,12.0,2.0,19.0,2.0,1.0,10.0,1.0,3.0,2.0,2.0,11.0,1.0,2.0,2.0,4.0,3.0,15.0,7.0,5.0,6.0,1.0,9.0,9.0,7.0,9.0,6.0,6.0,9.0,1.0,3.0,10.0,2.0,1.0,2.0,12.0,5.0,3.0,29.0,2.0,3.0,2.0,3.0,2.0,5.0,4.0,9.0,10.0,4.0,2.0,3.0,6.0,4.0,2.0,9.0,6.0,7.0,1.0,12.0,2.0,1.0,7.0,2.0,22.0,3.0,1.0,2.0,7.0,1.0,13.0,4.0,12.0,1.0,1.0,4.0,6.0,2.0,3.0,1.0,16.0,5.0,2.0,2.0,4.0,6.0,5.0,3.0,5.0,5.0,6.0,1.0,3.0,2.0,1.0,5.0,15.0,2.0,16.0,5.0,4.0,1.0,5.0,1.0,2.0,2.0,5.0,7.0,6.0,3.0,4.0,4.0,11.0,5.0,16.0,6.0,1.0,17.0,2.0,5.0,6.0,2.0,3.0,4.0,6.0,1.0,6.0,1.0,8.0,4.0,3.0,10.0,1.0,1.0,3.0,7.0,2.0,17.0,5.0,9.0,2.0,25.0,11.0,2.0,7.0,4.0,9.0,7.0,16.0,6.0,11.0,4.0,3.0,4.0,11.0,7.0,1.0,1.0,10.0,14.0,3.0,2.0,1.0,6.0,8.0,1.0,3.0,5.0,5.0,1.0,7.0,7.0,4.0,9.0,10.0,2.0,4.0,3.0,7.0,8.0,1.0,11.0,2.0,3.0,12.0,4.0,1.0,20.0,2.0,8.0,8.0,10.0,2.0,4.0,3.0,2.0,8.0,5.0,7.0,3.0,3.0,6.0,6.0,11.0,6.0,1.0,2.0,10.0,5.0,3.0,9.0,4.0,3.0,26.0,3.0,3.0,10.0,3.0,3.0,4.0,12.0,2.0,1.0,13.0,13.0,2.0,2.0,7.0,2.0,5.0,2.0,18.0,5.0,3.0,1.0,11.0,9.0,4.0,8.0,11.0,8.0,2.0,8.0,17.0,14.0,6.0,2.0,5.0,21.0,7.0,1.0,11.0,4.0,4.0,13.0,6.0,10.0,13.0,4.0,3.0,1.0,7.0,2.0,13.0,3.0,12.0,14.0,5.0,9.0,20.0,16.0,6.0,4.0,4.0,26.0,21.0,5.0,1.0,2.0,5.0,7.0,11.0,4.0,17.0,2.0,2.0,12.0,3.0,10.0,3.0,7.0,6.0,8.0,3.0,7.0,9.0,3.0,9.0,1.0,1.0,5.0,1.0,9.0,7.0,5.0,3.0,12.0,3.0,6.0,2.0,12.0,4.0,1.0,4.0,2.0,1.0,5.0,2.0,19.0,6.0,4.0,7.0,9.0,2.0,17.0,1.0,1.0,1.0,3.0,12.0,7.0,9.0,7.0,5.0,2.0,3.0,1.0,1.0,1.0,2.0,2.0,2.0,3.0,4.0,3.0,9.0,12.0,3.0,1.0,6.0,1.0,3.0,1.0,1.0,14.0,1.0,2.0,3.0,10.0,6.0,32.0,3.0,8.0,2.0,4.0,1.0,4.0,2.0,22.0,26.0,4.0,6.0,6.0,7.0,7.0,2.0,11.0,9.0,15.0,2.0,7.0,3.0,18.0,7.0,4.0,2.0,15.0,6.0,7.0,2.0,13.0,27.0,6.0,7.0,4.0,10.0,4.0,6.0,3.0,5.0,4.0,1.0,4.0,2.0,22.0,11.0,7.0,12.0,22.0,1.0,2.0,3.0,1.0,1.0,8.0,6.0,4.0,1.0,5.0,8.0,5.0,1.0,15.0,1.0,12.0,1.0,3.0,4.0,3.0,9.0,5.0,11.0,4.0,11.0,3.0,5.0,7.0,9.0,4.0,7.0,5.0,20.0,3.0,2.0,7.0,4.0,4.0,32.0,14.0,6.0,2.0,1.0,4.0,2.0,4.0,6.0,1.0,1.0,2.0,6.0,4.0,6.0,8.0,6.0,4.0,8.0,8.0,24.0,3.0,7.0,10.0,3.0,5.0,29.0,1.0,1.0,5.0,3.0,2.0,6.0,3.0,2.0,4.0,1.0,6.0,1.0,6.0,6.0,2.0,2.0,7.0,3.0,2.0,1.0,4.0,5.0,2.0,1.0,10.0,1.0,7.0,12.0,2.0,7.0,6.0,1.0,7.0,3.0,3.0,4.0,8.0,5.0,7.0,1.0,2.0,3.0,2.0,5.0,11.0,3.0,7.0,3.0,4.0,2.0,2.0,4.0,1.0,2.0,9.0,2.0,8.0,1.0,5.0,3.0,1.0,3.0,13.0,5.0,5.0,4.0,3.0,7.0,5.0,8.0,7.0,4.0,23.0,5.0,1.0,1.0,1.0,11.0,5.0,4.0,3.0,1.0,9.0,4.0,3.0,9.0,2.0,1.0,4.0,14.0,7.0,7.0,3.0,12.0,10.0,10.0,3.0,12.0,1.0,3.0,1.0,2.0,2.0,24.0,2.0,1.0,4.0,2.0,2.0,7.0,4.0,3.0,4.0,1.0,6.0,5.0,2.0,10.0,2.0,9.0,3.0,2.0,3.0,3.0,7.0,7.0,4.0,7.0,11.0,2.0,4.0,6.0,2.0,4.0,9.0,6.0,9.0,5.0,7.0,12.0,6.0,1.0,11.0,2.0,4.0,2.0,14.0,3.0,7.0,6.0,6.0,4.0,2.0,18.0,2.0,17.0,4.0,3.0,1.0,10.0,1.0,3.0,3.0,6.0,6.0,2.0,13.0,1.0,3.0,3.0,1.0,5.0,1.0,10.0,8.0,3.0,3.0,2.0,12.0,2.0,1.0,1.0,1.0,21.0,1.0,1.0,1.0,1.0,9.0,5.0,5.0,9.0,4.0,1.0,2.0,5.0,3.0,1.0,2.0,8.0,1.0,2.0,8.0,1.0,6.0,3.0,5.0,1.0,1.0,11.0,16.0,16.0,4.0,1.0,2.0,2.0,2.0,14.0,1.0,3.0,5.0,3.0,3.0,12.0,11.0,5.0,10.0,4.0,8.0,5.0,1.0,3.0,13.0,11.0,1.0,1.0,6.0,2.0,3.0,3.0,7.0,5.0,1.0,12.0,6.0,1.0,2.0,2.0,3.0,12.0,18.0,1.0,1.0,2.0,6.0,4.0,2.0,3.0,10.0,13.0,8.0,6.0,11.0,6.0,3.0,4.0,3.0,10.0,22.0,5.0,3.0,3.0,3.0,6.0,5.0,9.0,3.0,15.0,3.0,11.0,16.0,5.0,2.0,1.0,5.0,6.0,7.0,1.0,7.0,5.0,1.0,9.0,6.0,3.0,3.0,4.0,13.0,4.0,1.0,2.0,2.0,3.0,4.0,3.0,2.0,2.0,20.0,6.0,1.0,2.0,16.0,1.0,7.0,6.0,6.0,2.0,6.0,7.0,1.0,5.0,3.0,18.0,5.0,22.0,4.0,5.0,4.0,1.0,1.0,5.0,5.0,3.0,2.0,2.0,11.0,8.0,6.0,3.0,8.0,15.0,2.0,9.0,6.0,20.0,16.0,1.0,6.0,2.0,1.0,2.0,1.0,2.0,2.0,9.0,32.0,2.0,9.0,2.0,1.0,7.0,4.0,2.0,14.0,17.0,3.0,3.0,14.0,2.0,7.0,4.0,23.0,10.0,6.0,3.0,5.0,4.0,5.0,11.0,10.0,3.0,1.0,29.0,3.0,2.0,22.0,12.0,2.0,17.0,1.0,1.0,3.0,2.0,10.0,8.0,6.0,22.0,2.0,1.0,12.0,8.0,24.0,7.0,2.0,3.0,7.0,4.0,1.0,4.0,3.0,9.0,2.0,8.0,3.0,14.0,18.0,4.0,5.0,2.0,6.0,7.0,6.0,3.0,4.0,9.0,7.0,1.0,3.0,12.0,2.0,1.0,7.0,1.0,2.0,3.0,5.0,15.0,3.0,5.0,13.0,12.0,8.0,1.0,8.0,6.0,9.0,3.0,10.0,7.0,2.0,4.0,11.0,2.0,2.0,6.0,18.0,4.0,1.0,7.0,6.0,21.0,1.0,3.0,5.0,6.0,4.0,16.0,1.0,1.0,2.0,2.0,4.0,10.0,2.0,5.0,2.0,2.0,4.0,19.0,5.0,8.0,11.0,15.0,5.0,3.0,5.0,3.0,4.0,17.0,4.0,2.0,3.0,10.0,4.0,7.0,15.0,1.0,16.0,2.0,8.0,1.0,4.0,11.0,14.0,4.0,6.0,6.0,3.0,6.0,3.0,2.0,3.0,12.0,5.0,11.0,4.0,4.0,10.0,8.0,6.0,5.0,10.0,18.0,3.0,5.0,4.0,2.0,5.0,4.0,6.0,2.0,2.0,3.0,4.0,5.0,4.0,8.0,2.0,6.0,17.0,9.0,3.0,3.0,4.0,9.0,5.0,2.0,10.0,3.0,7.0,7.0,9.0,9.0,3.0,8.0,7.0,5.0,10.0,5.0,12.0,2.0,1.0,2.0,5.0,3.0,6.0,6.0,6.0,3.0,15.0,9.0,4.0,22.0,5.0,2.0,5.0,8.0,4.0,2.0,7.0,4.0,9.0,16.0,7.0,3.0,1.0,4.0,6.0,1.0,6.0,4.0,3.0,1.0,4.0,7.0,24.0,3.0,5.0,7.0,13.0,3.0,1.0,2.0,3.0,1.0,2.0,3.0,3.0,14.0,13.0,19.0,5.0,2.0,7.0,2.0,1.0,5.0,4.0,9.0,1.0,7.0,7.0,3.0,3.0,3.0,6.0,5.0,4.0,4.0,7.0,8.0,1.0,1.0,1.0,3.0,3.0,3.0,2.0,5.0,2.0,8.0,8.0,1.0,6.0,4.0,3.0,2.0,2.0,2.0,2.0,8.0,3.0,6.0,2.0,1.0,1.0,2.0,2.0,1.0,1.0,11.0,1.0,4.0,2.0,1.0,10.0,1.0,3.0,13.0,3.0,4.0,19.0,2.0,3.0,7.0,6.0,5.0,14.0,4.0,1.0,3.0,4.0,23.0,9.0,2.0,3.0,3.0,1.0,5.0,5.0,8.0,2.0,3.0,1.0,7.0,17.0,2.0,11.0,5.0,3.0,6.0,9.0,5.0,3.0,4.0,1.0,3.0,3.0,5.0,9.0,5.0,1.0,2.0,3.0,6.0,17.0,5.0,6.0,5.0,4.0,23.0,1.0,3.0,6.0,2.0,1.0,2.0,1.0,5.0,3.0,1.0,13.0,7.0,3.0,2.0,3.0,5.0,15.0,2.0,1.0,2.0,19.0,1.0,10.0,1.0,8.0,2.0,2.0,3.0,2.0,22.0,3.0,7.0,4.0,3.0,3.0,2.0,1.0,6.0,3.0,4.0,15.0,6.0,2.0,6.0,3.0,8.0,4.0,8.0,12.0,14.0,2.0,6.0,13.0,8.0,1.0,5.0,2.0,1.0,2.0,3.0,1.0,1.0,1.0,1.0,1.0,13.0,1.0,20.0,20.0,2.0,9.0,11.0,13.0,3.0,15.0,1.0,6.0,2.0,2.0,1.0,9.0,7.0,3.0,1.0,9.0,12.0,2.0,4.0,3.0,3.0,1.0,2.0,4.0,8.0,1.0,29.0,1.0,2.0,3.0,2.0,7.0,2.0,1.0,10.0,4.0,2.0,1.0,1.0,7.0,1.0,1.0,3.0,1.0,1.0,1.0,4.0,1.0,12.0,2.0,5.0,1.0,1.0,5.0,2.0,2.0,1.0,1.0,5.0,1.0,8.0,2.0,4.0,12.0,17.0,13.0,2.0,7.0,9.0,2.0,13.0,3.0,2.0,3.0,1.0,5.0,2.0,14.0,1.0,1.0,1.0,7.0,2.0,1.0,8.0,20.0,3.0,10.0,1.0,4.0,14.0,11.0,9.0,3.0,5.0,6.0,7.0,1.0,14.0,3.0,6.0,9.0,4.0,10.0,3.0,2.0,1.0,5.0,2.0,7.0,2.0,5.0,3.0,1.0,8.0,8.0,2.0,6.0,1.0,1.0,13.0,4.0,2.0,3.0,1.0,3.0,1.0,4.0,1.0,6.0,7.0,3.0,2.0,1.0,4.0,2.0,2.0,1.0,7.0,15.0,1.0,3.0,2.0,10.0,2.0,4.0,4.0,13.0,1.0,1.0,1.0,1.0,10.0,3.0,3.0,3.0,1.0,13.0,4.0,8.0,1.0,2.0,3.0,2.0,6.0,2.0,5.0,2.0,2.0,3.0,1.0,3.0,8.0,2.0,14.0,2.0,7.0,5.0,5.0,3.0,1.0,18.0,1.0,4.0,4.0,3.0,6.0,12.0,1.0,1.0,8.0,4.0,11.0,31.0,2.0,2.0,13.0,14.0,1.0,3.0,1.0,6.0,3.0,17.0,9.0,5.0,3.0,3.0,1.0,1.0,1.0,7.0,8.0,3.0,5.0,1.0,12.0,3.0,12.0,1.0,15.0,3.0,3.0,11.0,1.0,2.0,4.0,6.0,11.0,7.0,10.0,3.0,19.0,12.0,13.0,8.0,9.0,4.0,7.0,9.0,4.0,8.0,10.0,5.0,3.0,8.0,3.0,6.0,17.0,5.0,11.0,2.0,5.0,2.0,9.0,1.0,14.0,1.0,2.0,6.0,13.0,15.0,4.0,5.0,6.0,3.0,5.0,11.0,4.0,5.0,2.0,13.0,3.0,3.0,1.0,7.0,17.0,4.0,5.0,3.0,4.0,4.0,12.0,12.0,2.0,2.0,5.0,1.0,3.0,7.0,4.0,2.0,4.0,1.0,2.0,5.0,2.0,7.0,14.0,1.0,6.0,3.0,1.0,3.0,6.0,3.0,2.0,1.0,32.0,3.0,1.0,9.0,10.0,10.0,10.0,11.0,3.0,4.0,6.0,4.0,7.0,13.0,5.0,1.0,1.0,3.0,5.0,14.0,2.0,2.0,6.0,43.0,5.0,8.0,6.0,3.0,8.0,7.0,3.0,13.0,8.0,1.0,3.0,1.0,7.0,6.0,2.0,5.0,4.0,1.0,3.0,6.0,1.0,1.0,6.0,1.0,9.0,4.0,1.0,5.0,10.0,1.0,4.0,1.0,8.0,3.0,7.0,3.0,2.0,12.0,2.0,4.0,2.0,34.0,3.0,4.0,1.0,9.0,1.0,2.0,5.0,1.0,2.0,9.0,2.0,18.0,12.0,6.0,6.0,16.0,12.0,5.0,6.0,2.0,6.0,17.0,4.0,3.0,10.0,1.0,10.0,3.0,6.0,8.0,6.0,12.0,2.0,5.0,4.0,4.0,6.0,12.0,4.0,4.0,2.0,8.0,4.0,1.0,4.0,4.0,10.0,6.0,4.0,2.0,2.0,4.0,3.0,6.0,2.0,1.0,3.0,18.0,3.0,4.0,1.0,2.0,1.0,5.0,1.0,5.0,6.0,7.0,9.0,4.0,5.0,5.0,7.0,3.0,3.0,4.0,8.0,3.0,11.0,1.0,1.0,2.0,3.0,7.0,3.0,1.0,5.0,4.0,7.0,1.0,1.0,5.0,8.0,3.0,4.0,1.0,12.0,13.0,4.0,6.0,8.0,7.0,1.0,14.0,5.0,4.0,3.0,1.0,4.0,7.0,3.0,1.0,4.0,2.0,3.0,13.0,4.0,3.0,2.0,2.0,4.0,16.0,4.0,6.0,3.0,9.0,2.0,7.0,13.0,5.0,2.0,9.0,11.0,8.0,4.0,8.0,2.0,5.0,8.0,3.0,7.0,9.0,5.0,3.0,4.0,6.0,4.0,3.0,2.0,3.0,4.0,16.0,5.0,1.0,5.0,6.0,4.0,3.0,10.0,3.0,4.0,5.0,4.0,2.0,1.0,3.0,1.0,12.0,4.0,3.0,3.0,5.0,5.0,1.0,1.0,6.0,3.0,4.0,8.0,2.0,5.0,6.0,8.0,2.0,5.0,4.0,5.0,5.0,7.0,5.0,17.0,4.0,1.0,8.0,3.0,6.0,2.0,2.0,2.0,6.0,2.0,3.0,8.0,1.0,3.0,1.0,27.0,2.0,8.0,1.0,6.0,1.0,7.0,3.0,1.0,14.0,4.0,3.0,5.0,1.0,5.0,2.0,6.0,1.0,6.0,9.0,2.0,4.0,1.0,2.0,3.0,5.0,2.0,3.0,3.0,3.0,5.0,5.0,3.0,2.0,2.0,6.0,2.0,22.0,1.0,2.0,11.0,5.0,4.0,1.0,3.0,3.0,10.0,4.0,1.0,2.0,2.0,2.0,4.0,1.0,6.0,2.0,2.0,2.0,6.0,3.0,5.0,1.0,5.0,1.0,1.0,3.0,10.0,1.0,4.0,4.0,2.0,1.0,4.0,1.0,3.0,8.0,2.0,6.0,3.0,11.0,2.0,2.0,2.0,8.0,2.0,11.0,15.0,2.0,15.0,5.0,3.0,2.0,1.0,3.0,12.0,8.0,1.0,6.0,8.0,5.0,10.0,2.0,12.0,3.0,4.0,4.0,1.0,1.0,3.0,16.0,1.0,3.0,2.0,2.0,12.0,5.0,3.0,5.0,4.0,13.0,2.0,10.0,3.0,1.0,2.0,5.0,1.0,5.0,8.0,1.0,3.0,4.0,2.0,28.0,2.0,4.0,1.0,14.0,2.0,1.0,1.0,1.0,3.0,6.0,3.0,2.0,3.0,1.0,3.0,8.0,3.0,2.0,9.0,5.0,8.0,2.0,20.0,4.0,3.0,2.0,5.0,6.0,6.0,3.0,1.0,2.0,5.0,3.0,2.0,2.0,1.0,1.0,2.0,4.0,8.0,1.0,3.0,1.0,15.0,5.0,5.0,1.0,6.0,4.0,1.0,4.0,4.0,3.0,14.0,14.0,2.0,1.0,3.0,3.0,2.0,1.0,2.0,10.0,12.0,7.0,7.0,7.0,8.0,1.0,21.0,5.0,1.0,3.0,2.0,1.0,3.0,4.0,1.0,1.0,10.0,2.0,5.0,3.0,8.0,5.0,11.0,4.0,2.0,1.0,2.0,3.0,4.0,7.0,11.0,2.0,2.0,1.0,5.0,5.0,16.0,7.0,2.0,2.0,1.0,3.0,5.0,1.0,2.0,11.0,5.0,2.0,2.0,5.0,3.0,18.0,2.0,2.0,2.0,6.0,8.0,6.0,3.0,1.0,7.0,7.0,2.0,4.0,2.0,5.0,1.0,2.0,29.0,11.0,5.0,2.0,4.0,1.0,3.0,9.0,4.0,1.0,1.0,7.0,1.0,6.0,1.0,11.0,7.0,2.0,7.0,8.0,2.0,1.0,8.0,12.0,6.0,1.0,1.0,6.0,3.0,9.0,7.0,3.0,12.0,7.0,15.0,14.0,15.0,1.0,12.0,5.0,10.0,5.0,6.0,4.0,68.0,1.0,2.0,1.0,3.0,3.0,7.0,5.0,4.0,4.0,8.0,3.0,1.0,2.0,8.0,1.0,4.0,6.0,6.0,4.0,8.0,1.0,8.0,11.0,1.0,5.0,2.0,7.0,3.0,8.0,5.0,7.0,6.0,9.0,16.0,4.0,7.0,2.0,11.0,3.0,5.0,21.0,5.0,13.0,2.0,8.0,1.0,3.0,1.0,6.0,5.0,9.0,4.0,8.0,5.0,1.0,3.0,16.0,5.0,4.0,11.0,7.0,5.0,1.0,17.0,13.0,8.0,6.0,21.0,1.0,1.0,5.0,13.0,2.0,8.0,12.0,4.0,11.0,6.0,1.0,3.0,2.0,13.0,6.0,12.0,17.0,3.0,20.0,3.0,1.0,1.0,5.0,1.0,7.0,7.0,2.0,18.0,8.0,3.0,14.0,3.0,10.0,8.0,7.0,1.0,4.0,3.0,27.0,11.0,13.0,2.0,2.0,3.0,3.0,1.0,23.0,3.0,16.0,9.0,6.0,6.0,6.0,10.0,3.0,1.0,9.0,10.0,7.0,10.0,11.0,11.0,3.0,8.0,6.0,8.0,15.0,10.0,4.0,11.0,1.0,15.0,20.0,9.0,2.0,8.0,8.0,2.0,3.0,2.0,2.0,9.0,2.0,1.0,10.0,1.0,8.0,1.0,2.0,4.0,1.0,4.0,3.0,3.0,4.0,1.0,12.0,18.0,3.0,10.0,15.0,2.0,2.0,3.0,38.0,4.0,7.0,1.0,3.0,8.0,11.0,5.0,21.0,6.0,3.0,5.0,16.0,2.0,19.0,13.0,1.0,1.0,11.0,3.0,4.0,2.0,3.0,5.0,20.0,5.0,1.0,6.0,6.0,15.0,11.0,1.0,3.0,6.0,10.0,3.0,14.0,8.0,5.0,12.0,10.0,3.0,1.0,9.0,6.0,18.0,1.0,6.0,7.0,5.0,1.0,3.0,1.0,9.0,1.0,2.0,1.0,3.0,1.0,16.0,4.0,2.0,1.0,4.0,2.0,4.0,6.0,10.0,10.0,5.0,14.0,1.0,20.0,11.0,1.0,5.0,11.0,3.0,13.0,1.0,4.0,1.0,1.0,4.0,5.0,2.0,1.0,1.0,4.0,2.0,5.0,1.0,1.0,13.0,5.0,1.0,2.0,2.0,16.0,5.0,18.0,1.0,5.0,6.0,6.0,11.0,4.0,1.0,13.0,6.0,2.0,11.0,5.0,5.0,7.0,15.0,2.0,3.0,4.0,2.0,14.0,9.0,7.0,6.0,8.0,1.0,4.0,5.0,3.0,13.0,6.0,5.0,30.0,1.0,6.0,4.0,74.0,8.0,5.0,6.0,3.0,1.0,3.0,2.0,3.0,3.0,4.0,6.0,1.0,2.0,3.0,2.0,3.0,5.0,5.0,1.0,1.0,8.0,2.0,7.0,1.0,1.0,2.0,4.0,2.0,26.0,6.0,26.0,1.0,5.0,1.0,7.0,5.0,2.0,1.0,2.0,1.0,13.0,1.0,1.0,13.0,3.0,31.0,10.0,6.0,1.0,3.0,10.0,7.0,1.0,4.0,9.0,2.0,1.0,3.0,2.0,1.0,3.0,6.0,1.0,2.0,3.0,2.0,13.0,6.0,1.0,3.0,17.0,3.0,14.0,2.0,6.0,7.0,5.0,2.0,3.0,9.0,1.0,1.0,3.0,1.0,2.0,2.0,11.0,6.0,2.0,2.0,1.0,2.0,4.0,1.0,4.0,4.0,1.0,6.0,1.0,14.0,7.0,1.0,45.0,1.0,7.0,3.0,2.0,1.0,3.0,1.0,2.0,5.0,3.0,4.0,6.0,2.0,7.0,8.0,2.0,4.0,17.0,3.0,3.0,4.0,2.0,3.0,3.0,3.0,1.0,2.0,7.0,1.0,10.0,4.0,15.0,12.0,1.0,1.0,3.0,4.0,4.0,7.0,5.0,2.0,1.0,2.0,1.0,1.0,1.0,1.0,1.0,9.0,12.0,2.0,14.0,1.0,9.0,14.0,9.0,3.0,9.0,2.0,3.0,1.0,4.0,1.0,1.0,11.0,6.0,2.0,4.0,4.0,17.0,2.0,4.0,7.0,17.0,1.0,3.0,10.0,32.0,10.0,8.0,42.0,24.0,1.0,6.0,6.0,26.0,18.0,1.0,1.0,23.0,12.0,36.0,9.0,14.0,3.0,9.0,1.0,17.0,10.0,43.0,19.0,5.0,13.0,31.0,21.0,17.0,30.0,14.0,4.0,16.0,1.0,4.0,1.0,3.0,5.0,27.0,12.0,3.0,43.0,31.0,22.0,8.0,1.0,1.0,23.0,16.0,22.0,5.0,3.0,15.0,7.0,9.0,27.0,3.0,3.0,14.0,10.0,20.0,38.0,37.0,37.0,16.0,8.0,7.0,12.0,24.0,22.0,1.0,2.0,18.0,18.0,13.0,9.0,87.0,35.0,6.0,14.0,16.0,12.0,20.0,27.0,1.0,13.0,8.0,13.0,7.0,15.0,76.0,42.0,7.0,21.0,6.0,4.0,4.0,4.0,8.0,13.0,10.0,1.0,2.0,11.0,16.0,1.0,2.0,3.0,12.0,2.0,2.0,9.0,7.0,14.0,11.0,5.0,21.0,4.0,11.0,1.0,47.0,3.0,20.0,1.0,11.0,1.0,6.0,13.0,5.0,9.0,7.0,1.0,9.0,8.0,1.0,7.0,10.0,4.0,8.0,4.0,5.0,18.0,35.0,13.0,8.0,17.0,3.0,5.0,17.0,1.0,2.0,15.0,5.0,16.0,2.0,5.0,1.0,1.0,6.0,6.0,3.0,1.0,1.0,10.0,35.0,4.0,42.0,1.0,1.0,3.0,9.0,16.0,2.0,6.0,6.0,2.0,1.0,10.0,1.0,9.0,1.0,19.0,11.0,10.0,1.0,14.0,4.0,1.0,1.0,2.0,3.0,1.0,4.0,3.0,5.0,7.0,8.0,4.0,1.0,10.0,20.0,1.0,7.0,5.0,17.0,1.0,9.0,4.0,6.0,12.0,19.0,2.0,9.0,5.0,10.0,6.0,5.0,16.0,12.0,4.0,10.0,16.0,5.0,8.0,17.0,13.0,26.0,35.0,15.0,7.0,6.0,5.0,6.0,12.0,15.0,1.0,66.0,9.0,7.0,5.0,13.0,2.0,9.0,1.0,3.0,4.0,12.0,1.0,131.0,1.0,5.0,10.0,4.0,1.0,25.0,27.0,3.0,18.0,3.0,34.0,8.0,2.0,8.0,5.0,6.0,3.0,1.0,8.0,1.0,2.0,3.0,17.0,12.0,16.0,1.0,84.0,7.0,2.0,10.0,18.0,26.0,1.0,113.0,1.0,15.0,8.0,31.0,7.0,27.0,1.0,5.0,1.0,5.0,1.0,11.0,3.0,4.0,7.0,12.0,4.0,1.0,10.0,7.0,1.0,35.0,1.0,5.0,21.0,1.0,10.0,19.0,27.0,24.0,25.0,43.0,35.0,20.0,1.0,8.0,34.0,21.0,11.0,4.0,1.0,8.0,10.0,18.0,6.0,22.0,5.0,31.0,17.0,15.0,4.0,9.0,1.0,52.0,20.0,17.0,13.0,19.0,40.0,5.0,36.0,8.0,12.0,1.0,38.0,8.0,1.0,21.0,13.0,27.0,11.0,10.0,11.0,1.0,5.0,1.0,99.0,2.0,6.0,18.0,9.0,24.0,28.0,12.0,1.0,11.0,19.0,1.0,10.0,51.0,1.0,14.0,1.0,22.0,26.0,34.0,21.0,4.0,15.0,7.0,6.0,28.0,24.0,45.0,1.0,23.0,32.0,3.0,1.0,8.0,5.0,8.0,4.0,3.0,20.0,18.0,1.0,7.0,11.0,22.0,3.0,8.0,23.0,56.0,29.0,15.0,20.0,43.0,12.0,2.0,1.0,1.0,22.0,39.0,9.0,2.0,5.0,3.0,1.0,13.0,3.0,11.0,45.0,2.0,1.0,8.0,25.0,12.0,20.0,18.0,2.0,27.0,2.0,26.0,3.0,12.0,6.0,32.0,5.0,3.0,2.0,36.0,12.0,46.0,4.0,2.0,19.0,9.0,54.0,36.0,1.0,8.0,11.0,12.0,35.0,1.0,61.0,55.0,8.0,15.0,1.0,1.0,14.0,10.0,32.0,21.0,48.0,43.0,9.0,8.0,26.0,44.0,1.0,44.0,8.0,30.0,8.0,4.0,9.0,47.0,5.0,1.0,7.0,26.0,17.0,2.0,65.0,11.0,1.0,4.0,3.0,31.0,4.0,3.0,4.0,16.0,41.0,29.0,48.0,27.0,13.0,39.0,41.0,1.0,41.0,10.0,2.0,10.0,5.0,8.0,59.0,21.0,4.0,2.0,6.0,18.0,254.0,4.0,1.0,21.0,39.0,1.0,3.0,14.0,6.0,23.0,1.0,7.0,7.0,4.0,9.0,69.0,72.0,17.0,13.0,8.0,28.0,1.0,5.0,7.0,15.0,3.0,22.0,14.0,6.0,14.0,25.0,15.0,12.0,49.0,9.0,43.0,5.0,24.0,13.0,6.0,6.0,6.0,7.0,40.0,23.0,69.0,42.0,38.0,10.0,18.0,46.0,6.0,8.0,2.0,5.0,1.0,16.0,2.0,5.0,3.0,1.0,44.0,3.0,4.0,23.0,20.0,13.0,3.0,6.0,6.0,27.0,1.0,19.0,19.0,21.0,5.0,13.0,8.0,3.0,1.0,13.0,21.0,38.0,5.0,9.0,10.0,7.0,7.0,9.0,4.0,1.0,7.0,3.0,9.0,2.0,1.0,18.0,49.0,8.0,16.0,10.0,17.0,1.0,8.0,34.0,1.0,15.0,3.0,15.0,25.0,1.0,1.0,27.0,2.0,20.0,28.0,1.0,30.0,17.0,2.0,104.0,2.0,3.0,20.0,1.0,8.0,7.0,6.0,12.0,1.0,14.0,1.0,16.0,21.0,6.0,11.0,6.0,9.0,8.0,66.0,18.0,36.0,13.0,16.0,11.0,5.0,6.0,20.0,18.0,5.0,3.0,1.0,13.0,16.0,1.0,24.0,21.0,17.0,2.0,15.0,13.0,2.0,52.0,1.0,2.0,30.0,15.0,33.0,3.0,5.0,9.0,11.0,9.0,24.0,1.0,4.0,5.0,6.0,53.0,35.0,8.0,4.0,3.0,23.0,2.0,2.0,5.0,4.0,18.0,17.0,5.0,10.0,16.0,19.0,30.0,1.0,1.0,1.0,8.0,15.0,28.0,12.0,4.0,7.0,5.0,22.0,61.0,5.0,12.0,10.0,7.0,1.0,11.0,26.0,3.0,7.0,6.0,10.0,6.0,7.0,16.0,8.0,30.0,9.0,13.0,1.0,15.0,15.0,7.0,9.0,9.0,1.0,16.0,1.0,30.0,7.0,16.0,2.0,1.0,5.0,9.0,10.0,10.0,4.0,1.0,8.0,13.0,27.0,9.0,5.0,13.0,4.0,18.0,33.0,9.0,49.0,4.0,18.0,1.0,20.0,1.0,4.0,11.0,21.0,8.0,3.0,9.0,12.0,11.0,4.0,9.0,4.0,8.0,11.0,25.0,11.0,4.0,16.0,7.0,10.0,8.0,112.0,4.0,2.0,11.0,10.0,8.0,4.0,4.0,29.0,9.0,3.0,24.0,10.0,2.0,9.0,16.0,7.0,4.0,2.0,5.0,2.0,5.0,7.0,1.0,5.0,1.0,24.0,2.0,1.0,6.0,12.0,4.0,1.0,3.0,6.0,10.0,7.0,9.0,10.0,6.0,22.0,8.0,10.0,1.0,24.0,2.0,1.0,4.0,72.0,15.0,4.0,9.0,6.0,41.0,1.0,10.0,20.0,8.0,3.0,14.0,9.0,5.0,3.0,8.0,4.0,5.0,6.0,7.0,8.0,2.0,2.0,1.0,17.0,1.0,4.0,5.0,7.0,16.0,14.0,1.0,4.0,9.0,3.0,15.0,1.0,18.0,1.0,4.0,2.0,1.0,6.0,7.0,3.0,8.0,70.0,4.0,1.0,9.0,16.0,10.0,3.0,36.0,1.0,13.0,27.0,7.0,10.0,11.0,3.0,6.0,1.0,12.0,1.0,2.0,28.0,5.0,6.0,10.0,4.0,23.0,8.0,6.0,6.0,24.0,2.0,3.0,4.0,23.0,8.0,1.0,17.0,8.0,10.0,9.0,21.0,7.0,1.0,2.0,1.0,2.0,4.0,4.0,5.0,9.0,17.0,4.0,7.0,10.0,8.0,22.0,1.0,6.0,5.0,24.0,14.0,1.0,8.0,4.0,12.0,7.0,1.0,9.0,1.0,18.0,2.0,5.0,4.0,35.0,6.0,6.0,2.0,3.0,1.0,12.0,30.0,2.0,6.0,2.0,1.0,21.0,18.0,7.0,2.0,2.0,11.0,4.0,11.0,7.0,1.0,31.0,8.0,3.0,5.0,1.0,19.0,3.0,5.0,18.0,16.0,10.0,13.0,16.0,3.0,40.0,6.0,5.0,21.0,7.0,39.0,11.0,2.0,12.0,13.0,4.0,2.0,5.0,1.0,10.0,7.0,4.0,2.0,5.0,5.0,12.0,2.0,8.0,19.0,7.0,2.0,3.0,29.0,5.0,5.0,31.0,21.0,21.0,7.0,15.0,1.0,4.0,5.0,11.0,1.0,4.0,29.0,9.0,5.0,4.0,3.0,3.0,3.0,1.0,1.0,17.0,1.0,4.0,3.0,7.0,3.0,2.0,16.0,33.0,6.0,3.0,8.0,7.0,7.0,12.0,4.0,7.0,8.0,3.0,6.0,2.0,3.0,15.0,20.0,2.0,4.0,2.0,36.0,2.0,2.0,14.0,2.0,3.0,6.0,6.0,7.0,1.0,4.0,2.0,13.0,3.0,2.0,10.0,3.0,25.0,15.0,15.0,2.0,5.0,3.0,9.0,1.0,9.0,6.0,1.0,2.0,1.0,9.0,7.0,1.0,2.0,5.0,1.0,6.0,28.0,4.0,11.0,1.0,3.0,2.0,9.0,3.0,4.0,2.0,1.0,2.0,1.0,3.0,5.0,4.0,17.0,4.0,6.0,2.0,10.0,2.0,2.0,10.0,3.0,5.0,5.0,5.0,3.0,5.0,27.0,3.0,10.0,8.0,12.0,9.0,15.0,5.0,4.0,3.0,6.0,2.0,4.0,4.0,1.0,6.0,8.0,1.0,1.0,4.0,10.0,1.0,3.0,1.0,3.0,2.0,8.0,6.0,4.0,6.0,2.0,2.0,4.0,2.0,7.0,4.0,6.0,1.0,25.0,40.0,12.0,4.0,4.0,11.0,5.0,26.0,6.0,3.0,5.0,6.0,13.0,4.0,1.0,12.0,8.0,11.0,8.0,5.0,1.0,2.0,2.0,33.0,3.0,10.0,1.0,4.0,3.0,11.0,1.0,4.0,29.0,7.0,1.0,9.0,4.0,15.0,12.0,1.0,2.0,13.0,3.0,9.0,14.0,13.0,27.0,2.0,13.0,1.0,2.0,1.0,1.0,6.0,1.0,18.0,3.0,2.0,4.0,26.0,8.0,1.0,2.0,16.0,9.0,3.0,3.0,4.0,3.0,1.0,6.0,11.0,4.0,9.0,12.0,10.0,8.0,9.0,6.0,3.0,9.0,6.0,1.0,6.0,3.0,3.0,9.0,13.0,12.0,7.0,3.0,19.0,3.0,28.0,3.0,5.0,2.0,1.0,4.0,9.0,3.0,9.0,18.0,6.0,8.0,3.0,9.0,19.0,34.0,19.0,22.0,6.0,2.0,8.0,1.0,4.0,6.0,1.0,8.0,2.0,3.0,4.0,1.0,1.0,23.0,1.0,26.0,1.0,4.0,2.0,31.0,1.0,1.0,6.0,2.0,12.0,1.0,3.0,2.0,4.0,1.0,2.0,14.0,10.0,3.0,7.0,5.0,2.0,1.0,1.0,7.0,1.0,3.0,5.0,6.0,11.0,3.0,9.0,30.0,1.0,3.0,6.0,1.0,1.0,5.0,2.0,4.0,13.0,9.0,15.0,26.0,5.0,27.0,7.0,5.0,4.0,19.0,4.0,6.0,2.0,1.0,6.0,1.0,5.0,6.0,1.0,2.0,17.0,3.0,5.0,8.0,1.0,1.0,1.0,8.0,15.0,3.0,28.0,14.0,9.0,5.0,2.0,5.0,1.0,3.0,17.0,26.0,1.0,2.0,20.0,2.0,5.0,9.0,3.0,1.0,34.0,1.0,2.0,7.0,1.0,1.0,1.0,6.0,6.0,9.0,4.0,4.0,9.0,3.0,9.0,2.0,7.0,4.0,1.0,3.0,1.0,1.0,3.0,2.0,2.0,1.0,6.0,2.0,1.0,1.0,57.0,4.0,1.0,1.0,4.0,7.0,1.0,6.0,3.0,1.0,4.0,2.0,1.0,1.0,5.0,2.0,1.0,7.0,4.0,21.0,2.0,1.0,4.0,1.0,4.0,7.0,2.0,1.0,2.0,7.0,3.0,1.0,2.0,3.0,9.0,2.0,3.0,6.0,10.0,2.0,3.0,6.0,1.0,3.0,25.0,14.0,4.0,2.0,1.0,1.0,1.0,2.0,5.0,5.0,3.0,1.0,2.0,5.0,2.0,7.0,1.0,6.0,10.0,3.0,3.0,3.0,5.0,1.0,2.0,1.0,17.0,4.0,2.0,1.0,4.0,9.0,9.0,9.0,6.0,4.0,8.0,2.0,9.0,4.0,2.0,4.0,3.0,31.0,1.0,3.0,3.0,4.0,6.0,1.0,5.0,7.0,1.0,2.0,1.0,23.0,4.0,4.0,1.0,15.0,1.0,1.0,2.0,1.0,1.0,4.0,2.0,15.0,11.0,8.0,35.0,13.0,4.0,2.0,20.0,9.0,9.0,13.0,1.0,19.0,2.0,11.0,9.0,24.0,10.0,18.0,3.0,2.0,8.0,4.0,4.0,1.0,17.0,4.0,1.0,7.0,10.0,6.0,3.0,6.0,23.0,1.0,2.0,7.0,1.0,13.0,1.0,6.0,4.0,1.0,1.0,40.0,40.0,1.0,1.0,2.0,6.0,4.0,20.0,2.0,8.0,3.0,4.0,2.0,1.0,2.0,7.0,16.0,1.0,4.0,7.0,28.0,4.0,1.0,2.0,1.0,4.0,15.0,12.0,3.0,10.0,2.0,1.0,15.0,5.0,9.0,1.0,2.0,6.0,6.0,6.0,2.0,14.0,6.0,9.0,17.0,5.0,8.0,6.0,8.0,10.0,6.0,3.0,12.0,12.0,1.0,11.0,1.0,5.0,8.0,2.0,12.0,4.0,2.0,10.0,8.0,4.0,3.0,33.0,9.0,7.0,6.0,2.0,12.0,16.0,14.0,5.0,4.0,7.0,9.0,3.0,2.0,3.0,12.0,2.0,8.0,1.0,8.0,13.0,10.0,13.0,13.0,3.0,3.0,9.0,9.0,10.0,33.0,17.0,1.0,5.0,13.0,8.0,4.0,6.0,1.0,22.0,3.0,6.0,8.0,8.0,3.0,8.0,11.0,1.0,1.0,11.0,2.0,1.0,3.0,6.0,6.0,12.0,8.0,26.0,19.0,2.0,1.0,15.0,5.0,3.0,3.0,8.0,22.0,17.0,2.0,7.0,22.0,4.0,7.0,6.0,15.0,1.0,1.0,10.0,2.0,5.0,6.0,1.0,5.0,6.0,1.0,16.0,19.0,4.0,6.0,5.0,5.0,9.0,6.0,7.0,12.0,1.0,7.0,5.0,2.0,4.0,2.0,4.0,3.0,3.0,4.0,1.0,28.0,11.0,1.0,3.0,2.0,8.0,3.0,1.0,1.0,2.0,3.0,4.0,6.0,5.0,6.0,8.0,13.0,16.0,10.0,6.0,12.0,14.0,1.0,8.0,7.0,14.0,1.0,10.0,5.0,3.0,2.0,1.0,19.0,2.0,8.0,6.0,5.0,3.0,6.0,12.0,9.0,9.0,19.0,12.0,34.0,4.0,23.0,16.0,1.0,18.0,1.0,9.0,3.0,8.0,4.0,4.0,3.0,8.0,20.0,1.0,3.0,14.0,1.0,1.0,9.0,29.0,15.0,34.0,14.0,2.0,4.0,3.0,12.0,16.0,11.0,13.0,8.0,5.0,26.0,30.0,3.0,1.0,7.0,8.0,2.0,4.0,9.0,15.0,11.0,1.0,2.0,4.0,8.0,16.0,2.0,10.0,10.0,2.0,6.0,17.0,12.0,4.0,3.0,4.0,21.0,6.0,11.0,1.0,17.0,1.0,11.0,9.0,11.0,3.0,2.0,4.0,5.0,1.0,5.0,1.0,9.0,6.0,9.0,1.0,6.0,16.0,3.0,2.0,2.0,6.0,11.0,20.0,17.0,9.0,5.0,1.0,1.0,1.0,2.0,7.0,15.0,1.0,18.0,8.0,9.0,18.0,4.0,21.0,11.0,12.0,6.0,13.0,4.0,1.0,12.0,7.0,2.0,4.0,1.0,2.0,5.0,7.0,11.0,5.0,5.0,8.0,1.0,6.0,2.0,7.0,15.0,1.0,2.0,8.0,4.0,4.0,7.0,3.0,8.0,4.0,1.0,5.0,3.0,3.0,7.0,4.0,2.0,9.0,3.0,1.0,5.0,6.0,1.0,6.0,10.0,7.0,3.0,7.0,4.0,13.0,3.0,1.0,2.0,7.0,7.0,4.0,5.0,1.0,5.0,1.0,13.0,1.0,16.0,2.0,4.0,11.0,9.0,2.0,10.0,3.0,32.0,1.0,12.0,1.0,16.0,11.0,13.0,9.0,5.0,7.0,9.0,5.0,2.0,5.0,2.0,6.0,4.0,2.0,2.0,6.0,7.0,2.0,1.0,3.0,6.0,14.0,1.0,11.0,12.0,34.0,1.0,27.0,3.0,3.0,7.0,9.0,1.0,6.0,1.0,4.0,7.0,14.0,6.0,2.0,6.0,48.0,1.0,7.0,9.0,2.0,2.0,10.0,4.0,20.0,2.0,6.0,1.0,1.0,2.0,1.0,1.0,1.0,1.0,2.0,3.0,2.0,5.0,12.0,10.0,9.0,10.0,10.0,4.0,11.0,4.0,4.0,1.0,3.0,1.0,2.0,6.0,8.0,3.0,1.0,1.0,4.0,5.0,27.0,5.0,8.0,7.0,1.0,6.0,1.0,7.0,6.0,7.0,7.0,1.0,2.0,12.0,3.0,18.0,4.0,5.0,14.0,2.0,4.0,1.0,19.0,3.0,3.0,1.0,5.0,25.0,3.0,3.0,12.0,6.0,1.0,1.0,6.0,17.0,14.0,18.0,4.0,1.0,3.0,3.0,1.0,8.0,9.0,1.0,1.0,1.0,5.0,2.0,3.0,4.0,8.0,1.0,11.0,2.0,1.0,4.0,2.0,7.0,1.0,6.0,1.0,4.0,16.0,2.0,1.0,8.0,11.0,3.0,1.0,30.0,6.0,1.0,5.0,1.0,4.0,2.0,3.0,5.0,4.0,8.0,1.0,8.0,2.0,2.0,11.0,5.0,5.0,2.0,3.0,4.0,1.0,17.0,3.0,1.0,1.0,8.0,12.0,2.0,2.0,1.0,1.0,12.0,2.0,4.0,2.0,1.0,2.0,7.0,8.0,3.0,15.0,11.0,4.0,8.0,3.0,9.0,2.0,5.0,9.0,1.0,6.0,4.0,1.0,7.0,20.0,5.0,7.0,3.0,13.0,24.0,3.0,5.0,16.0,12.0,36.0,17.0,15.0,2.0,5.0,12.0,14.0,11.0,3.0,3.0,1.0,5.0,22.0,12.0,13.0,7.0,16.0,11.0,4.0,4.0,1.0,7.0,14.0,1.0,1.0,3.0,2.0,10.0,16.0,4.0,14.0,1.0,15.0,8.0,10.0,24.0,13.0,16.0,11.0,1.0,8.0,7.0,1.0,4.0,1.0,1.0,4.0,11.0,1.0,8.0,1.0,1.0,3.0,6.0,10.0,6.0,10.0,1.0,2.0,12.0,3.0,1.0,12.0,5.0,5.0,4.0,15.0,1.0,5.0,13.0,1.0,5.0,6.0,5.0,3.0,1.0,2.0,1.0,2.0,22.0,28.0,12.0,1.0,25.0,9.0,4.0,1.0,2.0,5.0,1.0,1.0,1.0,5.0,4.0,2.0,12.0,7.0,7.0,1.0,2.0,1.0,14.0,9.0,8.0,8.0,6.0,16.0,9.0,1.0,13.0,7.0,1.0,1.0,2.0,4.0,1.0,1.0,11.0,7.0,2.0,1.0,15.0,5.0,1.0,27.0,31.0,10.0,13.0,60.0,17.0,7.0,4.0,6.0,13.0,8.0,10.0,8.0,23.0,14.0,14.0,3.0,6.0,23.0,14.0,15.0,22.0,3.0,4.0,18.0,17.0,5.0,1.0,10.0,3.0,2.0,30.0,6.0,6.0,5.0,34.0,13.0,28.0,13.0,13.0,7.0,28.0,22.0,1.0,36.0,6.0,10.0,13.0,6.0,12.0,7.0,6.0,4.0,12.0,9.0,1.0,6.0,11.0,8.0,8.0,3.0,8.0,4.0,5.0,13.0,20.0,2.0,15.0,6.0,10.0,2.0,2.0,3.0,8.0,2.0,12.0,2.0,3.0,11.0,6.0,5.0,7.0,1.0,5.0,3.0,4.0,11.0,3.0,1.0,16.0,18.0,1.0,39.0,4.0,14.0,5.0,3.0,1.0,34.0,1.0,21.0,16.0,2.0,1.0,7.0,3.0,29.0,15.0,6.0,2.0,7.0,7.0,1.0,1.0,8.0,9.0,23.0,9.0,12.0,1.0,2.0,13.0,4.0,8.0,8.0,4.0,10.0,2.0,22.0,1.0,1.0,3.0,28.0,1.0,1.0,12.0,2.0,1.0,3.0,1.0,8.0,1.0,42.0,3.0,8.0,6.0,5.0,6.0,1.0,3.0,6.0,2.0,5.0,4.0,5.0,5.0,3.0,13.0,7.0,29.0,1.0,10.0,12.0,6.0,2.0,14.0,30.0,13.0,2.0,2.0,1.0,1.0,17.0,10.0,3.0,2.0,6.0,3.0,14.0,1.0,2.0,2.0,5.0,1.0,6.0,3.0,3.0,1.0,27.0,3.0,11.0,6.0,3.0,1.0,4.0,9.0,3.0,4.0,11.0,1.0,3.0,14.0,1.0,6.0,1.0,2.0,2.0,4.0,7.0,3.0,3.0,21.0,3.0,6.0,5.0,2.0,1.0,5.0,2.0,2.0,1.0,6.0,2.0,1.0,13.0,3.0,11.0,1.0,4.0,17.0,6.0,2.0,2.0,17.0,2.0,11.0,33.0,6.0,1.0,1.0,6.0,7.0,6.0,8.0,2.0,8.0,4.0,19.0,8.0,7.0,14.0,5.0,1.0,3.0,2.0,10.0,6.0,1.0,6.0,2.0,1.0,2.0,5.0,2.0,23.0,1.0,5.0,2.0,1.0,2.0,10.0,7.0,1.0,1.0,2.0,1.0,31.0,15.0,4.0,2.0,9.0,1.0,1.0,8.0,27.0,2.0,1.0,8.0,1.0,4.0,9.0,2.0,2.0,5.0,11.0,6.0,6.0,8.0,1.0,30.0,10.0,14.0,3.0,18.0,5.0,15.0,3.0,16.0,4.0,3.0,4.0,5.0,78.0,15.0,3.0,4.0,9.0,1.0,5.0,5.0,9.0,7.0,5.0,1.0,9.0,25.0,8.0,13.0,1.0,10.0,8.0,11.0,11.0,10.0,1.0,2.0,4.0,4.0,11.0,31.0,8.0,9.0,2.0,1.0,16.0,1.0,8.0,8.0,13.0,1.0,3.0,5.0,10.0,43.0,6.0,11.0,40.0,7.0,1.0,2.0,4.0,12.0,21.0,8.0,7.0,1.0,11.0,16.0,15.0,19.0,5.0,25.0,2.0,5.0,2.0,4.0,2.0,14.0,31.0,9.0,1.0,11.0,8.0,18.0,5.0,6.0,3.0,1.0,12.0,1.0,4.0,16.0,15.0,1.0,25.0,3.0,13.0,2.0,6.0,1.0,2.0,2.0,2.0,3.0,1.0,4.0,1.0,6.0,3.0,8.0,7.0,10.0,4.0,21.0,5.0,12.0,5.0,10.0,16.0,6.0,1.0,8.0,20.0,8.0,7.0,4.0,6.0,10.0,17.0,12.0,5.0,11.0,22.0,13.0,12.0,4.0,6.0,4.0,3.0,8.0,4.0,1.0,5.0,2.0,1.0,2.0,5.0,1.0,4.0,12.0,2.0,1.0,1.0,6.0,7.0,3.0,6.0,33.0,2.0,2.0,2.0,3.0,7.0,1.0,5.0,2.0,8.0,4.0,4.0,1.0,2.0,1.0,12.0,5.0,5.0,8.0,7.0,10.0,2.0,2.0,1.0,6.0,1.0,1.0,3.0,3.0,9.0,1.0,1.0,9.0,3.0,12.0,6.0,2.0,8.0,13.0,4.0,4.0,1.0,16.0,1.0,12.0,3.0,13.0,4.0,1.0,4.0,6.0,4.0,4.0,1.0,3.0,9.0,17.0,16.0,1.0,1.0,2.0,1.0,9.0,1.0,1.0,1.0,8.0,7.0,2.0,12.0,4.0,3.0,4.0,9.0,11.0,4.0,13.0,3.0,1.0,12.0,9.0,4.0,1.0,4.0,1.0,1.0,3.0,4.0,6.0,5.0,6.0,3.0,33.0,2.0,5.0,2.0,4.0,19.0,14.0,2.0,6.0,4.0,1.0,4.0,21.0,21.0,25.0,1.0,2.0,8.0,1.0,3.0,1.0,18.0,10.0,1.0,6.0,6.0,7.0,1.0,1.0,1.0,4.0,8.0,2.0,11.0,2.0,3.0,11.0,3.0,2.0,16.0,5.0,1.0,2.0,3.0,2.0,9.0,2.0,7.0,3.0,3.0,11.0,4.0,2.0,7.0,17.0,6.0,11.0,5.0,19.0,7.0,9.0,5.0,3.0,2.0,16.0,5.0,2.0,1.0,5.0,2.0,26.0,4.0,9.0,29.0,9.0,9.0,5.0,18.0,1.0,5.0,1.0,17.0,5.0,1.0,3.0,5.0,12.0,11.0,4.0,2.0,1.0,3.0,8.0,2.0,6.0,11.0,3.0,5.0,5.0,4.0,2.0,6.0,8.0,7.0,5.0,2.0,1.0,1.0,2.0,6.0,10.0,3.0,4.0,3.0,3.0,1.0,4.0,3.0,2.0,3.0,6.0,6.0,14.0,1.0,13.0,15.0,8.0,9.0,1.0,6.0,2.0,1.0,3.0,1.0,2.0,17.0,1.0,80.0,1.0,1.0,5.0,36.0,5.0,1.0,11.0,24.0,3.0,5.0,9.0,2.0,8.0,24.0,1.0,3.0,27.0,8.0,6.0,3.0,2.0,1.0,3.0,21.0,3.0,7.0,3.0,5.0,1.0,10.0,3.0,1.0,4.0,3.0,3.0,2.0,1.0,1.0,2.0,11.0,6.0,1.0,2.0,7.0,4.0,12.0,1.0,1.0,1.0,5.0,69.0,1.0,6.0,1.0,18.0,1.0,1.0,18.0,6.0,2.0,5.0,2.0,6.0,2.0,18.0,1.0,1.0,6.0,1.0,1.0,2.0,11.0,2.0,5.0,1.0,13.0,1.0,17.0,3.0,31.0,6.0,5.0,14.0,1.0,2.0,15.0,3.0,6.0,22.0,3.0,42.0,1.0,6.0,2.0,1.0,1.0,1.0,1.0,6.0,5.0,9.0,19.0,2.0,5.0,11.0,18.0,4.0,3.0,14.0,20.0,2.0,4.0,1.0,1.0,2.0,7.0,38.0,2.0,1.0,6.0,1.0,3.0,4.0,3.0,30.0,1.0,1.0,8.0,1.0,5.0,1.0,3.0,1.0,12.0,2.0,16.0,4.0,4.0,9.0,1.0,2.0,3.0,5.0,2.0,14.0,4.0,4.0,5.0,3.0,2.0,6.0,1.0,6.0,2.0,11.0,12.0,8.0,6.0,2.0,4.0,2.0,12.0,31.0,3.0,3.0,2.0,3.0,2.0,32.0,2.0,11.0,3.0,18.0,7.0,3.0,1.0,4.0,1.0,1.0,4.0,5.0,4.0,2.0,4.0,1.0,3.0,4.0,2.0,2.0,13.0,3.0,9.0,1.0,2.0,2.0,7.0,2.0,1.0,2.0,9.0,1.0,17.0,4.0,1.0,7.0,12.0,5.0,3.0,4.0,3.0,24.0,3.0,5.0,1.0,12.0,1.0,1.0,5.0,3.0,2.0,1.0,5.0,13.0,3.0,1.0,2.0,9.0,6.0,1.0,5.0,2.0,3.0,37.0,1.0,4.0,1.0,14.0,1.0,1.0,1.0,2.0,54.0,3.0,2.0,10.0,5.0,9.0,2.0,2.0,8.0,3.0,32.0,69.0,2.0,1.0,1.0,8.0,1.0,1.0,4.0,2.0,9.0,5.0,2.0,1.0,1.0,16.0,9.0,3.0,8.0,1.0,4.0,3.0,9.0,1.0,4.0,10.0,2.0,3.0,5.0,10.0,16.0,1.0,2.0,4.0,10.0,8.0,2.0,97.0,2.0,1.0,3.0,8.0,15.0,8.0,1.0,14.0,2.0,10.0,15.0,1.0,1.0,6.0,4.0,6.0,3.0,1.0,28.0,9.0,9.0,1.0,34.0,5.0,2.0,1.0,6.0,5.0,5.0,1.0,6.0,2.0,2.0,3.0,23.0,2.0,5.0,2.0,1.0,7.0,2.0,7.0,2.0,1.0,1.0,9.0,1.0,4.0,9.0,4.0,50.0,1.0,15.0,12.0,4.0,8.0,10.0,3.0,17.0,5.0,4.0,3.0,4.0,24.0,2.0,2.0,41.0,52.0,1.0,10.0,1.0,7.0,6.0,3.0,7.0,2.0,13.0,9.0,2.0,12.0,2.0,3.0,14.0,1.0,5.0,51.0,5.0,2.0,28.0,64.0,6.0,1.0,1.0,14.0,3.0,1.0,1.0,2.0,4.0,24.0,5.0,8.0,15.0,5.0,32.0,23.0,19.0,2.0,2.0,17.0,12.0,1.0,2.0,23.0,5.0,1.0,13.0,5.0,26.0,2.0,1.0,3.0,13.0,3.0,4.0,26.0,1.0,4.0,5.0,9.0,3.0,4.0,1.0,4.0,3.0,3.0,1.0,80.0,29.0,26.0,14.0,2.0,5.0,7.0,22.0,9.0,1.0,7.0,7.0,11.0,2.0,2.0,1.0,1.0,11.0,3.0,1.0,1.0,2.0,8.0,6.0,7.0,2.0,13.0,40.0,11.0,5.0,1.0,1.0,14.0,9.0,11.0,3.0,2.0,1.0,1.0,8.0,2.0,4.0,7.0,1.0,2.0,18.0,1.0,1.0,8.0,5.0,14.0,7.0,3.0,24.0,9.0,2.0,1.0,4.0,9.0,7.0,1.0,10.0,8.0,1.0,2.0,18.0,1.0,4.0,7.0,1.0,3.0,2.0,12.0,1.0,4.0,2.0,4.0,15.0,11.0,9.0,6.0,6.0,1.0,1.0,2.0,6.0,2.0,1.0,1.0,4.0,2.0,8.0,3.0,5.0,7.0,8.0,11.0,2.0,3.0,11.0,9.0,15.0,15.0,3.0,21.0,8.0,3.0,3.0,1.0,2.0,23.0,3.0,1.0,7.0,18.0,4.0,3.0,1.0,49.0,10.0,3.0,1.0,6.0,3.0,3.0,18.0,18.0,52.0,17.0,11.0,7.0,5.0,19.0,2.0,5.0,8.0,2.0,5.0,2.0,22.0,2.0,16.0,19.0,4.0,1.0,22.0,2.0,11.0,1.0,1.0,16.0,7.0,21.0,1.0,4.0,4.0,1.0,12.0,8.0,1.0,10.0,4.0,11.0,2.0,7.0,35.0,20.0,5.0,47.0,43.0,32.0,13.0,5.0,4.0,8.0,5.0,5.0,1.0,9.0,11.0,6.0,20.0,22.0,1.0,16.0,13.0,3.0,6.0,15.0,11.0,45.0,39.0,16.0,10.0,41.0,8.0,18.0,1.0,7.0,4.0,7.0,5.0,1.0,14.0,58.0,1.0,1.0,61.0,11.0,30.0,15.0,9.0,6.0,5.0,7.0,4.0,7.0,1.0,1.0,35.0,47.0,7.0,1.0,32.0,7.0,35.0,45.0,15.0,2.0,1.0,6.0,1.0,50.0,19.0,22.0,11.0,1.0,8.0,1.0,13.0,3.0,3.0,13.0,4.0,3.0,1.0,7.0,12.0,1.0,23.0,15.0,9.0,26.0,26.0,8.0,2.0,5.0,22.0,9.0,9.0,8.0,14.0,1.0,6.0,11.0,1.0,13.0,14.0,18.0,32.0,5.0,1.0,2.0,29.0,14.0,11.0,4.0,5.0,9.0,4.0,10.0,29.0,7.0,10.0,2.0,9.0,9.0,2.0,31.0,14.0,19.0,1.0,13.0,1.0,2.0,1.0,4.0,3.0,23.0,1.0,24.0,3.0,3.0,6.0,16.0,1.0,9.0,40.0,9.0,4.0,25.0,7.0,2.0,10.0,7.0,3.0,1.0,18.0,7.0,2.0,9.0,1.0,15.0,24.0,1.0,2.0,46.0,3.0,49.0,18.0,18.0,3.0,11.0,14.0,4.0,14.0,12.0,20.0,13.0,2.0,10.0,6.0,13.0,13.0,2.0,7.0,6.0,5.0,1.0,3.0,23.0,4.0,1.0,39.0,11.0,6.0,1.0,8.0,11.0,6.0,4.0,20.0,1.0,3.0,2.0,4.0,8.0,1.0,4.0,14.0,3.0,16.0,9.0,1.0,1.0,9.0,8.0,3.0,6.0,1.0,14.0,8.0,1.0,14.0,4.0,2.0,10.0,14.0,11.0,2.0,4.0,15.0,1.0,10.0,1.0,18.0,12.0,6.0,1.0,18.0,13.0,1.0,18.0,8.0,14.0,8.0,1.0,9.0,2.0,20.0,6.0,6.0,2.0,1.0,5.0,1.0,1.0,4.0,3.0,10.0,32.0,6.0,7.0,2.0,8.0,1.0,2.0,4.0,3.0,3.0,15.0,2.0,8.0,8.0,5.0,6.0,1.0,1.0,3.0,10.0,3.0,5.0,8.0,7.0,2.0,2.0,7.0,2.0,1.0,5.0,7.0,8.0,7.0,6.0,7.0,1.0,8.0,50.0,4.0,1.0,2.0,3.0,5.0,8.0,5.0,14.0,1.0,3.0,1.0,2.0,5.0,6.0,4.0,3.0,10.0,2.0,2.0,3.0,3.0,3.0,1.0,1.0,5.0,5.0,3.0,1.0,5.0,2.0,9.0,4.0,1.0,4.0,15.0,4.0,1.0,1.0,5.0,2.0,1.0,3.0,4.0,1.0,5.0,1.0,4.0,6.0,12.0,9.0,1.0,7.0,1.0,1.0,4.0,1.0,5.0,4.0,8.0,5.0,3.0,4.0,15.0,7.0,2.0,8.0,7.0,6.0,1.0,1.0,38.0,8.0,6.0,5.0,7.0,1.0,4.0,4.0,1.0,1.0,40.0,5.0,14.0,5.0,1.0,3.0,3.0,2.0,3.0,8.0,1.0,1.0,5.0,21.0,1.0,13.0,3.0,2.0,5.0,10.0,1.0,1.0,55.0,3.0,1.0,61.0,1.0,1.0,1.0,3.0,40.0,2.0,16.0,1.0,12.0,24.0,15.0,10.0,8.0,12.0,1.0,1.0,8.0,7.0,2.0,2.0,9.0,23.0,1.0,1.0,3.0,14.0,6.0,6.0,10.0,2.0,5.0,1.0,2.0,8.0,3.0,3.0,4.0,8.0,4.0,8.0,14.0,12.0,24.0,1.0,10.0,41.0,2.0,1.0,1.0,90.0,6.0,37.0,68.0,1.0,35.0,14.0,3.0,4.0,1.0,1.0,2.0,7.0,1.0,8.0,4.0,1.0,1.0,11.0,2.0,15.0,10.0,1.0,7.0,6.0,1.0,1.0,2.0,1.0,2.0,6.0,8.0,1.0,4.0,1.0,2.0,2.0,9.0,2.0,10.0,2.0,20.0,8.0,2.0,10.0,8.0,3.0,4.0,9.0,4.0,2.0,1.0,2.0,2.0,5.0,2.0,1.0,1.0,3.0,11.0,2.0,1.0,1.0,8.0,1.0,5.0,4.0,14.0,1.0,12.0,1.0,7.0,1.0,1.0,1.0,5.0,1.0,1.0,1.0,3.0,2.0,2.0,1.0,1.0,4.0,1.0,12.0,2.0,1.0,13.0,2.0,4.0,4.0,1.0,2.0,3.0,1.0,2.0,3.0,1.0,1.0,1.0,3.0,16.0,7.0,5.0,2.0,3.0,1.0,2.0,2.0,1.0,10.0,23.0,3.0,4.0,2.0,1.0,6.0,1.0,16.0,2.0,2.0,26.0,26.0,1.0,12.0,9.0,10.0,2.0,15.0,3.0,66.0,27.0,7.0,84.0,13.0,1.0,3.0,1.0,1.0,7.0,10.0,3.0,23.0,35.0,6.0,2.0,1.0,2.0,7.0,16.0,4.0,7.0,4.0,7.0,4.0,1.0,5.0,17.0,2.0,2.0,30.0,3.0,16.0,1.0,5.0,2.0,4.0,1.0,14.0,1.0,3.0,3.0,2.0,1.0,2.0,6.0,14.0,5.0,1.0,11.0,7.0,18.0,40.0,8.0,1.0,6.0,3.0,22.0,2.0,6.0,3.0,2.0,4.0,3.0,3.0,14.0,2.0,4.0,3.0,1.0,17.0,3.0,11.0,5.0,3.0,1.0,5.0,3.0,22.0,7.0,5.0,6.0,6.0,2.0,13.0,2.0,1.0,3.0,2.0,13.0,27.0,9.0,1.0,1.0,3.0,15.0,18.0,14.0,8.0,1.0,5.0,6.0,4.0,4.0,1.0,11.0,6.0,1.0,2.0,1.0,11.0,1.0,2.0,3.0,1.0,1.0,2.0,22.0,2.0,3.0,2.0,4.0,3.0,1.0,1.0,14.0,5.0,3.0,2.0,2.0,1.0,6.0,1.0,5.0,1.0,8.0,1.0,1.0,8.0,5.0,3.0,1.0,1.0,7.0,2.0,8.0,10.0,2.0,1.0,1.0,4.0,2.0,1.0,3.0,1.0,5.0,1.0,2.0,1.0,27.0,1.0,2.0,1.0,3.0,2.0,7.0,12.0,1.0,2.0,1.0,5.0,1.0,8.0,1.0,1.0,1.0,1.0,4.0,1.0,1.0,2.0,4.0,4.0,1.0,1.0,7.0,1.0,6.0,1.0,4.0,3.0,1.0,1.0,1.0,1.0,7.0,2.0,1.0,2.0,5.0,10.0,3.0,5.0,4.0,2.0,16.0,2.0,4.0,1.0,2.0,10.0,4.0,18.0,2.0,11.0,8.0,4.0,6.0,10.0,1.0,4.0,7.0,1.0,16.0,12.0,24.0,1.0,7.0,24.0,4.0,3.0,6.0,9.0,1.0,4.0,3.0,15.0,5.0,7.0,7.0,3.0,1.0,9.0,5.0,4.0,2.0,2.0,2.0,36.0,12.0,2.0,16.0,12.0,3.0,1.0,19.0,1.0,2.0,2.0,2.0,3.0,11.0,2.0,1.0,21.0,1.0,2.0,6.0,9.0,1.0,1.0,3.0,2.0,3.0,1.0,1.0,2.0,4.0,3.0,1.0,6.0,1.0,1.0,7.0,1.0,6.0,8.0,1.0,1.0,40.0,4.0,5.0,7.0,5.0,2.0,2.0,11.0,10.0,8.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,59.0,4.0,1.0,2.0,6.0,1.0,1.0,3.0,12.0,2.0,1.0,5.0,1.0,2.0,1.0,1.0,11.0,6.0,1.0,3.0,1.0,1.0,1.0,1.0,7.0,1.0,4.0,1.0,4.0,2.0,1.0,2.0,1.0,1.0,9.0,1.0,2.0,3.0,2.0,2.0,6.0,1.0,4.0,1.0,4.0,2.0,4.0,1.0,3.0,3.0,2.0,1.0,2.0,3.0,1.0,2.0,1.0,2.0,1.0,1.0,5.0,1.0,1.0,1.0,2.0,1.0,2.0,2.0,8.0,3.0,7.0,2.0,3.0,1.0,2.0,3.0,3.0,1.0,2.0,25.0,1.0,4.0,11.0,4.0,8.0,1.0,3.0,8.0,1.0,3.0,4.0,1.0,37.0,2.0,3.0,4.0,2.0,7.0,2.0,2.0,4.0,1.0,1.0,2.0,2.0,3.0,1.0,1.0,1.0,10.0,49.0,1.0,4.0,68.0,3.0,1.0,8.0,3.0,1.0,4.0,5.0,8.0,9.0,22.0,14.0,2.0,6.0,5.0,2.0,1.0,8.0,2.0,8.0,10.0,2.0,1.0,6.0,2.0,2.0,2.0,10.0,3.0,2.0,15.0,1.0,19.0,1.0,1.0,4.0,12.0,10.0,6.0,8.0,8.0,2.0,6.0,5.0,3.0,4.0,1.0,15.0,3.0,3.0,1.0,2.0,7.0,7.0,3.0,1.0,6.0,1.0,5.0,5.0,2.0,1.0,2.0,2.0,4.0,5.0,1.0,3.0,3.0,4.0,3.0,4.0,2.0,4.0,1.0,1.0,3.0,5.0,1.0,3.0,1.0,3.0,5.0,1.0,1.0,1.0,4.0,11.0,3.0,1.0,9.0,4.0,1.0,1.0,2.0,1.0,2.0,2.0,5.0,1.0,3.0,1.0,1.0,1.0,4.0,8.0,1.0,7.0,4.0,1.0,2.0,1.0,2.0,3.0,3.0,1.0,3.0,6.0,2.0,3.0,1.0,2.0,2.0,5.0,2.0,14.0,3.0,3.0,9.0,1.0,1.0,2.0,2.0,4.0,2.0,1.0,5.0,2.0,1.0,3.0,1.0,1.0,1.0,7.0,3.0,3.0,2.0,2.0,7.0,2.0,4.0,2.0,9.0,3.0,2.0,3.0,3.0,2.0,3.0,3.0,3.0,4.0,1.0,2.0,1.0,3.0,2.0,3.0,3.0,7.0,1.0,2.0,3.0,3.0,1.0,6.0,2.0,6.0,2.0,5.0,3.0,2.0,6.0,1.0,1.0,7.0,3.0,8.0,7.0,4.0,1.0,2.0,3.0,2.0,4.0,1.0,1.0,10.0,14.0,4.0,8.0,5.0,2.0,2.0,1.0,3.0,1.0,1.0,4.0,9.0,1.0,2.0,1.0,14.0,1.0,3.0,2.0,35.0,7.0,1.0,9.0,1.0,1.0,2.0,1.0,3.0,2.0,3.0,14.0,2.0,4.0,3.0,4.0,1.0,5.0,4.0,53.0,2.0,15.0,7.0,2.0,1.0,1.0,2.0,1.0,1.0,5.0,2.0,2.0,2.0,3.0,1.0,2.0,2.0,12.0,1.0,1.0,1.0,3.0,9.0,1.0,1.0,4.0,1.0,1.0,4.0,2.0,2.0,3.0,3.0,6.0,1.0,1.0,5.0,2.0,1.0,3.0,2.0,1.0,1.0,1.0,5.0,3.0,1.0,1.0,2.0,5.0,1.0,2.0,2.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,6.0,1.0,8.0,2.0,1.0,1.0,3.0,1.0,1.0,4.0,3.0,14.0,21.0,2.0,5.0,1.0,1.0,2.0,1.0,1.0,5.0,1.0,2.0,1.0,6.0,5.0,2.0,13.0,1.0,4.0,2.0,25.0,1.0,6.0,5.0,8.0,2.0,2.0,2.0,3.0,1.0,4.0,5.0,3.0,1.0,2.0,4.0,7.0,6.0,1.0,9.0,1.0,8.0,4.0,1.0,5.0,3.0,3.0,2.0,6.0,2.0,2.0,2.0,1.0,2.0,4.0,5.0,2.0,9.0,12.0,3.0,2.0,3.0,1.0,8.0,1.0,3.0,2.0,3.0,4.0,1.0,1.0,8.0,6.0,2.0,1.0,5.0,4.0,2.0,5.0,3.0,2.0,7.0,5.0,3.0,2.0,5.0,1.0,5.0,7.0,4.0,1.0,1.0,6.0,5.0,7.0,2.0,2.0,3.0,3.0,3.0,2.0,1.0,2.0,1.0,2.0,2.0,10.0,2.0,9.0,3.0,2.0,24.0,1.0,2.0,4.0,3.0,2.0,4.0,1.0,1.0,4.0,3.0,1.0,4.0,1.0,3.0,8.0,1.0,1.0,1.0,5.0,5.0,1.0,4.0,1.0,1.0,4.0,5.0,7.0,2.0,2.0,3.0,1.0,2.0,2.0,1.0,3.0,10.0,5.0,1.0,4.0,1.0,3.0,5.0,46.0,2.0,3.0,9.0,3.0,10.0,1.0,13.0,7.0,15.0,1.0,7.0,8.0,6.0,8.0,14.0,4.0,4.0,7.0,1.0,3.0,18.0,2.0,1.0,7.0,10.0,14.0,9.0,13.0,2.0,4.0,4.0,2.0,20.0,1.0,4.0,17.0,26.0,7.0,1.0,3.0,4.0,24.0,10.0,2.0,4.0,4.0,10.0,2.0,8.0,14.0,1.0,3.0,1.0,2.0,5.0,2.0,4.0,4.0,19.0,6.0,4.0,2.0,1.0,6.0,4.0,4.0,1.0,14.0,1.0,2.0,12.0,2.0,17.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,2.0,2.0,6.0,1.0,3.0,5.0,2.0,1.0,3.0,6.0,22.0,6.0,14.0,2.0,20.0,3.0,1.0,1.0,1.0,11.0,2.0,3.0,4.0,1.0,6.0,3.0,6.0,1.0,3.0,13.0,18.0,2.0,5.0,3.0,1.0,8.0,1.0,11.0,3.0,2.0,3.0,2.0,7.0,12.0,4.0,4.0,4.0,14.0,10.0,4.0,2.0,2.0,6.0,1.0,1.0,10.0,3.0,3.0,1.0,18.0,1.0,2.0,4.0,37.0,3.0,9.0,1.0,1.0,8.0,12.0,6.0,5.0,1.0,6.0,13.0,13.0,1.0,1.0,1.0,2.0,2.0,18.0,2.0,4.0,7.0,4.0,4.0,1.0,3.0,9.0,2.0,3.0,2.0,1.0,5.0,2.0,5.0,3.0,1.0,1.0,2.0,6.0,25.0,1.0,3.0,1.0,1.0,2.0,4.0,3.0,3.0,3.0,7.0,2.0,1.0,3.0,2.0,6.0,7.0,1.0,5.0,7.0,7.0,3.0,4.0,1.0,6.0,1.0,3.0,2.0,5.0,5.0,2.0,3.0,1.0,5.0,1.0,6.0,1.0,4.0,5.0,1.0,2.0,1.0,2.0,2.0,1.0,1.0,9.0,2.0,2.0,2.0,6.0,1.0,1.0,7.0,4.0,7.0,2.0,4.0,3.0,3.0,3.0,4.0,3.0,6.0,7.0,2.0,1.0,4.0,1.0,1.0,4.0,2.0,3.0,5.0,2.0,5.0,3.0,1.0,4.0,2.0,1.0,2.0,3.0,3.0,5.0,3.0,6.0,5.0,4.0,2.0,3.0,3.0,9.0,2.0,3.0,4.0,1.0,1.0,19.0,1.0,2.0,2.0,1.0,1.0,3.0,6.0,14.0,1.0,14.0,6.0,1.0,3.0,3.0,4.0,5.0,6.0,1.0,1.0,14.0,1.0,1.0,1.0,1.0,2.0,11.0,3.0,4.0,3.0,3.0,1.0,1.0,4.0,5.0,2.0,3.0,1.0,4.0,5.0,1.0,6.0,6.0,1.0,1.0,4.0,6.0,5.0,3.0,5.0,4.0,2.0,1.0,5.0,3.0,1.0,1.0,4.0,1.0,7.0,7.0,6.0,13.0,1.0,2.0,1.0,1.0,9.0,3.0,5.0,2.0,2.0,5.0,1.0,1.0,1.0,5.0,12.0,8.0,2.0,3.0,1.0,14.0,2.0,8.0,7.0,11.0,8.0,5.0,6.0,1.0,5.0,7.0,4.0,5.0,1.0,5.0,5.0,9.0,2.0,26.0,21.0,6.0,4.0,2.0,1.0,8.0,16.0,1.0,6.0,6.0,2.0,10.0,11.0,6.0,1.0,27.0,9.0,3.0,3.0,4.0,3.0,1.0,21.0,1.0,3.0,4.0,1.0,2.0,2.0,1.0,2.0,1.0,2.0,3.0,4.0,6.0,1.0,2.0,2.0,1.0,5.0,5.0,2.0,1.0,1.0,4.0,1.0,6.0,3.0,4.0,1.0,2.0,1.0,7.0,1.0,2.0,4.0,1.0,17.0,3.0,3.0,1.0,3.0,9.0,1.0,1.0,4.0,1.0,2.0,7.0,5.0,1.0,2.0,2.0,2.0,2.0,3.0,2.0,3.0,3.0,1.0,1.0,1.0,1.0,3.0,1.0,1.0,1.0,3.0,3.0,2.0,2.0,1.0,6.0,3.0,3.0,1.0,1.0,2.0,4.0,1.0,7.0,3.0,6.0,3.0,5.0,3.0,1.0,17.0,2.0,6.0,7.0,3.0,8.0,5.0,3.0,1.0,3.0,2.0,3.0,1.0,9.0,10.0,1.0,1.0,11.0,1.0,5.0,1.0,2.0,4.0,1.0,9.0,1.0,7.0,14.0,14.0,3.0,2.0,5.0,6.0,5.0,4.0,2.0,8.0,7.0,2.0,2.0,2.0,3.0,6.0,1.0,2.0,2.0,1.0,3.0,1.0,1.0,3.0,1.0,2.0,10.0,4.0,3.0,23.0,1.0,2.0,2.0,2.0,1.0,7.0,2.0,16.0,3.0,2.0,1.0,2.0,2.0,1.0,12.0,2.0,2.0,1.0,2.0,2.0,3.0,1.0,3.0,2.0,4.0,2.0,1.0,3.0,2.0,1.0,7.0,4.0,2.0,2.0,7.0,1.0,2.0,2.0,1.0,36.0,1.0,1.0,20.0,2.0,1.0,2.0,9.0,7.0,3.0,1.0,15.0,2.0,10.0,16.0,4.0,1.0,2.0,7.0,1.0,2.0,9.0,11.0,8.0,1.0,4.0,1.0,6.0,1.0,3.0,5.0,1.0,2.0,3.0,3.0,1.0,2.0,1.0,1.0,4.0,1.0,3.0,1.0,15.0,6.0,1.0,5.0,6.0,1.0,6.0,4.0,3.0,3.0,8.0,9.0,3.0,2.0,10.0,4.0,1.0,2.0,1.0,1.0,1.0,2.0,4.0,4.0,4.0,13.0,1.0,1.0,13.0,1.0,3.0,1.0,32.0,1.0,1.0,2.0,1.0,2.0,3.0,1.0,6.0,1.0,5.0,9.0,2.0,4.0,1.0,4.0,1.0,2.0,3.0,3.0,2.0,1.0,1.0,23.0,1.0,7.0,1.0,3.0,8.0,1.0,2.0,7.0,7.0,1.0,1.0,8.0,17.0,9.0,4.0,3.0,7.0,6.0,2.0,57.0,1.0,6.0,5.0,1.0,5.0,17.0,6.0,2.0,15.0,2.0,15.0,1.0,8.0,10.0,43.0,21.0,8.0,2.0,2.0,5.0,21.0,13.0,5.0,9.0,7.0,3.0,4.0,7.0,18.0,1.0,11.0,26.0,3.0,1.0,2.0,3.0,1.0,6.0,1.0,1.0,4.0,7.0,1.0,3.0,5.0,4.0,3.0,7.0,11.0,2.0,3.0,3.0,8.0,2.0,5.0,4.0,3.0,31.0,18.0,5.0,11.0,2.0,11.0,3.0,7.0,5.0,3.0,3.0,13.0,1.0,1.0,6.0,7.0,1.0,1.0,5.0,9.0,2.0,5.0,5.0,3.0,2.0,6.0,5.0,1.0,2.0,3.0,1.0,1.0,2.0,8.0,1.0,2.0,2.0,20.0,3.0,5.0,2.0,1.0,1.0,2.0,14.0,8.0,8.0,4.0,2.0,2.0,4.0,3.0,5.0,3.0,4.0,3.0,10.0,12.0,2.0,1.0,11.0,8.0,1.0,2.0,4.0,3.0,1.0,4.0,4.0,11.0,6.0,1.0,1.0,1.0,1.0,7.0,18.0,1.0,3.0,2.0,5.0,5.0,4.0,1.0,1.0,6.0,4.0,4.0,1.0,2.0,7.0,4.0,12.0,1.0,3.0,11.0,1.0,1.0,2.0,2.0,2.0,2.0,6.0,1.0,5.0,2.0,3.0,1.0,3.0,4.0,1.0,2.0,1.0,6.0,4.0,3.0,1.0,3.0,4.0,10.0,4.0,3.0,1.0,4.0,7.0,1.0,4.0,4.0,3.0,5.0,4.0,1.0,1.0,3.0,1.0,3.0,4.0,7.0,1.0,2.0,1.0,2.0,1.0,2.0,3.0,2.0,2.0,1.0,1.0,5.0,5.0,8.0,1.0,3.0,8.0,1.0,5.0,5.0,2.0,7.0,1.0,2.0,9.0,6.0,4.0,22.0,4.0,1.0,2.0,4.0,4.0,1.0,1.0,5.0,2.0,2.0,2.0,3.0,2.0,1.0,2.0,2.0,2.0,2.0,1.0,1.0,2.0,1.0,20.0,1.0,2.0,1.0,4.0,2.0,2.0,1.0,2.0,1.0,1.0,7.0,1.0,1.0,10.0,2.0,1.0,2.0,1.0,1.0,7.0,5.0,2.0,4.0,3.0,3.0,2.0,7.0,10.0,4.0,10.0,2.0,3.0,4.0,17.0,1.0,3.0,1.0,3.0,3.0,1.0,1.0,2.0,23.0,1.0,2.0,1.0,4.0,20.0,10.0,1.0,9.0,1.0,1.0,10.0,9.0,4.0,2.0,5.0,2.0,1.0,5.0,2.0,5.0,13.0,6.0,3.0,1.0,3.0,1.0,10.0,2.0,3.0,2.0,1.0,2.0,1.0,1.0,1.0,4.0,3.0,2.0,7.0,1.0,5.0,1.0,3.0,9.0,2.0,1.0,2.0,4.0,5.0,7.0,8.0,3.0,4.0,16.0,7.0,6.0,2.0,1.0,9.0,2.0,5.0,4.0,8.0,1.0,3.0,1.0,4.0,1.0,2.0,2.0,2.0,1.0,1.0,1.0,6.0,1.0,5.0,6.0,2.0,1.0,4.0,1.0,7.0,1.0,2.0,1.0,2.0,3.0,3.0,1.0,2.0,7.0,6.0,1.0,2.0,1.0,6.0,9.0,3.0,1.0,2.0,23.0,1.0,9.0,1.0,8.0,7.0,2.0,6.0,3.0,1.0,1.0,2.0,2.0,2.0,36.0,1.0,3.0,2.0,2.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,6.0,3.0,1.0,2.0,5.0,1.0,14.0,1.0,11.0,2.0,1.0,7.0,1.0,1.0,1.0,3.0,2.0,2.0,3.0,4.0,1.0,5.0,1.0,7.0,2.0,2.0,1.0,2.0,2.0,2.0,4.0,4.0,4.0,5.0,1.0,2.0,2.0,1.0,7.0,1.0,1.0,2.0,1.0,3.0,7.0,3.0,1.0,1.0,13.0,7.0,1.0,1.0,1.0,1.0,1.0,9.0,1.0,2.0,1.0,7.0,1.0,1.0,1.0,1.0,6.0,1.0,3.0,4.0,1.0,3.0,3.0,1.0,3.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,5.0,2.0,1.0,2.0,1.0,17.0,2.0,3.0,6.0,3.0,5.0,2.0,2.0,1.0,1.0,1.0,3.0,4.0,1.0,2.0,2.0,12.0,2.0,3.0,2.0,9.0,1.0,3.0,3.0,5.0,2.0,1.0,22.0,2.0,2.0,1.0,2.0,3.0,1.0,3.0,1.0,2.0,1.0,1.0,2.0,2.0,1.0,1.0,1.0,1.0,3.0,1.0,1.0,5.0,1.0,1.0,2.0,8.0,4.0,1.0,8.0,11.0,5.0,8.0,13.0,5.0,6.0,4.0,2.0,2.0,8.0,8.0,13.0,2.0,2.0,13.0,7.0,10.0,12.0,11.0,7.0,3.0,2.0,11.0,2.0,4.0,3.0,1.0,7.0,1.0,3.0,2.0,3.0,3.0,3.0,3.0,4.0,6.0,5.0,1.0,1.0,2.0,4.0,1.0,1.0,4.0,2.0,14.0,1.0,8.0,3.0,8.0,1.0,5.0,1.0,3.0,1.0,2.0,1.0,1.0,7.0,3.0,1.0,1.0,1.0,1.0,4.0,4.0,2.0,1.0,8.0,4.0,2.0,9.0,1.0,2.0,2.0,1.0,5.0,1.0,1.0,2.0,2.0,7.0,3.0,3.0,2.0,8.0,1.0,3.0,1.0,1.0,1.0,1.0,1.0,5.0,2.0,10.0,3.0,1.0,17.0,1.0,1.0,5.0,1.0,4.0,1.0,1.0,2.0,1.0,2.0,1.0,3.0,5.0,1.0,1.0,1.0,7.0,3.0,1.0,3.0,2.0,1.0,2.0,8.0,3.0,1.0,1.0,2.0,3.0,3.0,1.0,8.0,2.0,1.0,8.0,5.0,3.0,2.0,1.0,6.0,11.0,9.0,8.0,1.0,14.0,10.0,11.0,2.0,1.0,2.0,5.0,2.0,2.0,1.0,3.0,1.0,1.0,1.0,3.0,1.0,4.0,2.0,3.0,5.0,3.0,1.0,8.0,1.0,1.0,1.0,11.0,2.0,8.0,13.0,7.0,6.0,1.0,2.0,5.0,3.0,1.0,7.0,4.0,1.0,2.0,2.0,10.0,1.0,1.0,2.0,2.0,2.0,1.0,4.0,3.0,2.0,2.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,3.0,1.0,1.0,3.0,3.0,1.0,5.0,1.0,1.0,4.0,2.0,1.0,2.0,1.0,1.0,4.0,2.0,3.0,2.0,9.0,6.0,8.0,2.0,6.0,38.0,6.0,3.0,10.0,1.0,3.0,2.0,1.0,1.0,8.0,1.0,6.0,5.0,2.0,2.0,7.0,3.0,11.0,5.0,4.0,4.0,7.0,1.0,15.0,4.0,1.0,4.0,1.0,3.0,5.0,1.0,4.0,3.0,1.0,6.0,4.0,2.0,5.0,1.0,1.0,4.0,2.0,2.0,1.0,3.0,6.0,4.0,6.0,3.0,2.0,2.0,2.0,1.0,2.0,1.0,1.0,6.0,1.0,2.0,5.0,1.0,1.0,1.0,3.0,2.0,1.0,2.0,2.0,4.0,7.0,7.0,8.0,3.0,6.0,1.0,1.0,1.0,10.0,3.0,1.0,4.0,2.0,5.0,5.0,4.0,1.0,3.0,8.0,2.0,8.0,5.0,1.0,2.0,1.0,5.0,6.0,3.0,3.0,1.0,9.0,4.0,7.0,2.0,1.0,1.0,1.0,1.0,3.0,1.0,1.0,1.0,1.0,3.0,2.0,2.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,5.0,7.0,1.0,3.0,1.0,1.0,1.0,1.0,2.0,5.0,2.0,1.0,6.0,1.0,3.0,1.0,3.0,2.0,7.0,3.0,5.0,2.0,3.0,9.0,3.0,3.0,2.0,1.0,1.0,1.0,2.0,3.0,2.0,3.0,2.0,2.0,3.0,5.0,3.0,2.0,2.0,3.0,1.0,3.0,4.0,1.0,1.0,1.0,5.0,1.0,1.0,1.0,6.0,3.0,2.0,2.0,2.0,1.0,2.0,1.0,2.0,11.0,6.0,22.0,1.0,9.0,14.0,2.0,9.0,1.0,2.0,1.0,7.0,2.0,3.0,2.0,2.0,1.0,2.0,8.0,2.0,7.0,2.0,6.0,3.0,4.0,1.0,3.0,1.0,5.0,1.0,5.0,4.0,2.0,3.0,2.0,4.0,3.0,4.0,6.0,1.0,2.0,5.0,1.0,1.0,2.0,14.0,1.0,2.0,3.0,1.0,1.0,1.0,2.0,9.0,2.0,3.0,9.0,1.0,2.0,2.0,2.0,1.0,1.0,2.0,3.0,1.0,6.0,1.0,2.0,5.0,2.0,1.0,1.0,2.0,5.0,4.0,2.0,5.0,4.0,3.0,3.0,2.0,3.0,2.0,2.0,2.0,2.0,8.0,1.0,9.0,7.0,1.0,2.0,4.0,10.0,5.0,1.0,3.0,2.0,1.0,9.0,2.0,8.0,3.0,9.0,1.0,1.0,6.0,1.0,4.0,11.0,9.0,1.0,6.0,7.0,3.0,2.0,2.0,5.0,5.0,1.0,1.0,27.0,5.0,1.0,3.0,1.0,2.0,2.0,1.0,3.0,3.0,17.0,2.0,1.0,3.0,1.0,4.0,1.0,1.0,1.0,4.0,2.0,2.0,2.0,5.0,5.0,38.0,6.0,2.0,1.0,3.0,3.0,8.0,1.0,5.0,4.0,1.0,3.0,2.0,3.0,2.0,1.0,4.0,4.0,2.0,5.0,3.0,1.0,2.0,1.0,3.0,2.0,3.0,3.0,3.0,4.0,7.0,2.0,4.0,8.0,5.0,4.0,5.0,3.0,4.0,2.0,4.0,5.0,4.0,1.0,3.0,2.0,3.0,4.0,4.0,4.0,3.0,2.0,1.0,3.0,16.0,9.0,6.0,8.0,6.0,1.0,7.0,1.0,2.0,2.0,9.0,2.0,1.0,7.0,3.0,6.0,3.0,11.0,11.0,2.0,8.0,1.0,3.0,14.0,2.0,17.0,12.0,5.0,2.0,14.0,3.0,3.0,1.0,5.0,2.0,1.0,3.0,14.0,1.0,5.0,3.0,4.0,1.0,11.0,18.0,5.0,1.0,11.0,2.0,9.0,12.0,2.0,3.0,2.0,4.0,3.0,4.0,4.0,4.0,3.0,7.0,1.0,1.0,3.0,3.0,1.0,3.0,1.0,5.0,3.0,5.0,6.0,3.0,4.0,2.0,3.0,1.0,4.0,2.0,5.0,1.0,3.0,1.0,1.0,3.0,3.0,5.0,3.0,1.0,1.0,7.0,1.0,2.0,2.0,2.0,1.0,2.0,1.0,3.0,2.0,1.0,3.0,1.0,2.0,7.0,1.0,5.0,3.0,2.0,5.0,8.0,5.0,3.0,2.0,1.0,2.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,5.0,2.0,1.0,4.0,8.0,1.0,5.0,2.0,4.0,1.0,5.0,3.0,1.0,4.0,4.0,2.0,2.0,5.0,1.0,2.0,2.0,2.0,1.0,3.0,1.0,6.0,1.0,2.0,4.0,1.0,1.0,1.0,5.0,5.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,3.0,8.0,7.0,5.0,3.0,2.0,1.0,3.0,4.0,1.0,3.0,1.0,1.0,1.0,2.0,5.0,1.0,1.0,1.0,2.0,1.0,2.0,1.0,1.0,2.0,2.0,1.0,3.0,4.0,8.0,2.0,4.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,1.0,1.0,1.0,1.0,3.0,2.0,2.0,1.0,3.0,1.0,1.0,3.0,2.0,3.0,1.0,1.0,1.0,4.0,4.0,4.0,2.0,1.0,11.0,1.0,9.0,1.0,2.0,2.0,1.0,1.0,1.0,16.0,2.0,4.0,7.0,1.0,1.0,1.0,10.0,1.0,2.0,1.0,3.0,3.0,1.0,2.0,1.0,1.0,3.0,2.0,1.0,1.0,5.0,1.0,2.0,1.0,2.0,1.0,1.0,2.0,6.0,2.0,1.0,1.0,1.0,1.0,3.0,3.0,1.0,2.0,2.0,6.0,2.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,1.0,8.0,1.0,2.0,4.0,1.0,4.0,2.0,1.0,4.0,4.0,3.0,2.0,3.0,5.0,3.0,2.0,1.0,4.0,4.0,1.0,1.0,6.0,1.0,5.0,1.0,1.0,3.0,1.0,2.0,2.0,4.0,3.0,2.0,2.0,5.0,5.0,2.0,2.0,3.0,3.0,1.0,1.0,2.0,2.0,1.0,1.0,4.0,2.0,1.0,3.0,2.0,1.0,3.0,2.0,1.0,4.0,8.0,1.0,1.0,1.0,4.0,2.0,2.0,3.0,2.0,3.0,4.0,3.0,1.0,1.0,4.0,5.0,2.0,2.0,1.0,1.0,13.0,2.0,2.0,1.0,3.0,1.0,1.0,8.0,1.0,5.0,4.0,2.0,1.0,2.0,4.0,3.0,8.0,3.0,1.0,3.0,4.0,2.0,3.0,4.0,7.0,2.0,1.0,6.0,4.0,10.0,3.0,14.0,1.0,4.0,5.0,2.0,1.0,23.0,2.0,2.0,3.0,3.0,8.0,5.0,2.0,1.0,1.0,3.0,14.0,8.0,6.0,3.0,1.0,2.0,3.0,2.0,1.0,4.0,2.0,6.0,1.0,3.0,3.0,1.0,1.0,5.0,1.0,2.0,1.0,8.0,2.0,1.0,6.0,3.0,2.0,2.0,6.0,1.0,2.0,1.0,2.0,2.0,1.0,2.0,1.0,3.0,1.0,1.0,1.0,11.0,1.0,5.0,1.0,2.0,10.0,6.0,1.0,1.0,1.0,2.0,4.0,2.0,1.0,1.0,5.0,1.0,1.0,4.0,1.0,1.0,2.0,7.0,1.0,3.0,5.0,1.0,3.0,1.0,1.0,1.0,2.0,2.0,3.0,5.0,1.0,1.0,1.0,1.0,8.0,4.0,1.0,1.0,1.0,2.0,1.0,1.0,3.0,1.0,1.0,3.0,1.0,1.0,1.0,3.0,1.0,1.0,9.0,1.0,1.0,2.0,7.0,3.0,1.0,3.0,2.0,2.0,1.0,1.0,1.0,10.0,2.0,1.0,1.0,1.0,1.0,1.0,1.0,3.0,3.0,2.0,2.0,4.0,2.0,8.0,1.0,1.0,1.0,2.0,1.0,1.0,3.0,8.0,6.0,1.0,2.0,2.0,7.0,1.0,1.0,1.0,1.0,1.0,3.0,1.0,7.0,1.0,2.0,1.0,2.0,2.0,1.0,6.0,4.0,1.0,2.0,1.0,3.0,3.0,2.0,1.0,1.0,1.0,1.0,3.0,1.0,1.0,9.0,1.0,3.0,2.0,7.0,2.0,1.0,1.0,1.0,23.0,1.0,1.0,3.0,1.0,3.0,4.0,1.0,3.0,2.0,1.0,10.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,5.0,5.0,3.0,1.0,2.0,5.0,2.0,2.0,14.0,15.0,2.0,3.0,6.0,2.0,5.0,4.0,1.0,2.0,1.0,6.0,1.0,9.0,10.0,3.0,5.0,6.0,2.0,2.0,4.0,3.0,2.0,1.0,2.0,1.0,8.0,3.0,2.0,2.0,5.0,3.0,5.0,5.0,1.0,9.0,4.0,1.0,2.0,2.0,10.0,2.0,4.0,2.0,1.0,5.0,1.0,1.0,3.0,1.0,10.0,4.0,3.0,2.0,1.0,7.0,1.0,1.0,2.0,4.0,1.0,3.0,1.0,1.0,3.0,3.0,1.0,1.0,5.0,2.0,3.0,3.0,3.0,1.0,1.0,1.0,2.0,3.0,2.0,3.0,1.0,2.0,2.0,1.0,2.0,1.0,3.0,4.0,3.0,2.0,1.0,4.0,2.0,1.0,2.0,1.0,2.0,3.0,3.0,8.0,1.0,7.0,3.0,4.0,3.0,1.0,7.0,4.0,2.0,7.0,2.0,1.0,1.0,2.0,1.0,1.0,4.0,1.0,1.0,1.0,4.0,9.0,1.0,1.0,1.0,1.0,3.0,1.0,3.0,1.0,2.0,1.0,1.0,2.0,1.0,7.0,11.0,2.0,1.0,6.0,1.0,3.0,2.0,3.0,6.0,3.0,1.0,2.0,1.0,2.0,3.0,2.0,9.0,4.0,3.0,3.0,1.0,1.0,10.0,3.0,1.0,1.0,1.0,3.0,2.0,1.0,1.0,1.0,2.0,7.0,1.0,3.0,6.0,2.0,5.0,4.0,1.0,2.0,5.0,2.0,5.0,4.0,11.0,1.0,3.0,3.0,12.0,7.0,4.0,3.0,4.0,4.0,1.0,9.0,3.0,8.0,1.0,1.0,4.0,4.0,4.0,4.0,1.0,1.0,6.0,1.0,4.0,14.0,14.0,2.0,1.0,6.0,8.0,10.0,20.0,3.0,5.0,1.0,1.0,2.0,2.0,2.0,4.0,1.0,6.0,1.0,1.0,3.0,2.0,4.0,1.0,1.0,6.0,5.0,2.0,3.0,1.0,3.0,1.0,1.0,2.0,1.0,1.0,1.0,5.0,2.0,2.0,3.0,7.0,3.0,9.0,1.0,2.0,1.0,3.0,3.0,5.0,2.0,3.0,1.0,1.0,1.0,4.0,1.0,7.0,3.0,9.0,3.0,1.0,1.0,2.0,7.0,5.0,1.0,1.0,3.0,20.0,4.0,1.0,3.0,2.0,2.0,1.0,7.0,1.0,6.0,1.0,2.0,6.0,1.0,3.0,1.0,6.0,5.0,3.0,4.0,4.0,1.0,1.0,5.0,3.0,7.0,3.0,2.0,2.0,1.0,3.0,1.0,1.0,3.0,11.0,2.0,1.0,3.0,4.0,6.0,4.0,2.0,3.0,2.0,5.0,8.0,1.0,4.0,1.0,1.0,4.0,1.0,1.0,2.0,1.0,3.0,2.0,1.0,1.0,1.0,3.0,3.0,2.0,1.0,2.0,3.0,1.0,1.0,2.0,1.0,1.0,1.0,2.0,4.0,1.0,3.0,1.0,4.0,13.0,2.0,1.0,1.0,2.0,4.0,2.0,2.0,4.0,3.0,1.0,2.0,2.0,3.0,1.0,4.0,3.0,1.0,1.0,1.0,3.0,2.0,3.0,2.0,3.0,7.0,1.0,7.0,1.0,3.0,1.0,1.0,1.0,5.0,1.0,7.0,5.0,1.0,3.0,2.0,5.0,6.0,6.0,4.0,1.0,2.0,3.0,4.0,5.0,4.0,2.0,5.0,3.0,4.0,9.0,14.0,7.0,3.0,13.0,1.0,4.0,2.0,7.0,4.0,2.0,4.0,1.0,4.0,4.0,4.0,4.0,2.0,1.0,2.0,2.0,1.0,6.0,1.0,4.0,1.0,3.0,3.0,3.0,3.0,4.0,3.0,3.0,3.0,4.0,3.0,1.0,3.0,7.0,2.0,4.0,2.0,2.0,3.0,4.0,3.0,6.0,8.0,5.0,2.0,5.0,4.0,2.0,6.0,2.0,1.0,3.0,5.0,1.0,2.0,3.0,2.0,4.0,2.0,8.0,1.0,2.0,4.0,1.0,2.0,12.0,3.0,6.0,15.0,1.0,15.0,2.0,6.0,7.0,8.0,10.0,3.0,3.0,2.0,1.0,5.0,4.0,9.0,2.0,5.0,11.0,1.0,2.0,2.0,4.0,1.0,12.0,10.0,6.0,12.0,5.0,1.0,1.0,7.0,8.0,3.0,4.0,3.0,1.0,1.0,7.0,2.0,1.0,1.0,9.0,15.0,3.0,1.0,5.0,6.0,3.0,6.0,1.0,2.0,1.0,6.0,4.0,3.0,3.0,1.0,3.0,3.0,4.0,1.0,6.0,1.0,3.0,1.0,3.0,5.0,3.0,2.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,7.0,7.0,4.0,2.0,4.0,1.0,4.0,1.0,2.0,2.0,3.0,1.0,1.0,5.0,1.0,2.0,1.0,2.0,2.0,1.0,3.0,5.0,1.0,2.0,1.0,1.0,1.0,2.0,1.0,1.0,2.0,1.0,1.0,10.0,1.0,1.0,1.0,7.0,3.0,4.0,2.0,1.0,4.0,4.0,1.0,1.0,4.0,1.0,3.0,1.0,1.0,2.0,3.0,5.0,2.0,4.0,5.0,1.0,5.0,4.0,12.0,2.0,2.0,2.0,1.0,2.0,2.0,1.0,3.0,1.0,2.0,5.0,4.0,6.0,1.0,1.0,3.0,4.0,2.0,3.0,3.0,2.0,4.0,2.0,1.0,1.0,4.0,3.0,1.0,1.0,1.0,6.0,1.0,4.0,1.0,3.0,3.0,4.0,2.0,4.0,1.0,3.0,6.0,8.0,3.0,3.0,1.0,4.0,1.0,1.0,3.0,4.0,2.0,1.0,1.0,2.0,1.0,1.0,2.0,3.0,1.0,2.0,4.0,5.0,1.0,3.0,4.0,4.0,1.0,1.0,1.0,1.0,4.0,1.0,1.0,2.0,1.0,1.0,2.0,1.0,3.0,5.0,7.0,3.0,8.0,2.0,2.0,1.0,6.0,1.0,1.0,4.0,1.0,4.0,1.0,2.0,4.0,2.0,2.0,2.0,1.0,1.0,5.0,1.0,1.0,18.0,2.0,6.0,1.0,10.0,2.0,1.0,1.0,1.0,5.0,1.0,9.0,1.0,14.0,1.0,3.0,3.0,8.0,4.0,3.0,3.0,4.0,3.0,2.0,8.0,1.0,6.0,14.0,5.0,3.0,3.0,1.0,8.0,1.0,4.0,5.0,4.0,4.0,3.0,4.0,2.0,2.0,7.0,6.0,4.0,4.0,14.0,1.0,6.0,9.0,19.0,13.0,5.0,5.0,29.0,12.0,6.0,19.0,9.0,2.0,1.0,1.0,3.0,1.0,5.0,4.0,7.0,19.0,1.0,1.0,1.0,1.0,4.0,1.0,3.0,1.0,1.0,1.0,1.0,3.0,4.0,2.0,2.0,3.0,1.0,3.0,1.0,3.0,4.0,3.0,1.0,2.0,3.0,2.0,11.0,1.0,2.0,1.0,5.0,1.0,1.0,6.0,1.0,4.0,5.0,5.0,4.0,5.0,16.0,6.0,7.0,4.0,10.0,17.0,12.0,1.0,9.0,16.0,10.0,3.0,1.0,20.0,16.0,10.0,21.0,2.0,17.0,6.0,9.0,11.0,12.0,16.0,8.0,4.0,1.0,5.0,8.0,4.0,16.0,3.0,5.0,4.0,3.0,1.0,2.0,3.0,5.0,3.0,5.0,4.0,3.0,2.0,13.0,8.0,9.0,3.0,2.0,2.0,7.0,1.0,15.0,2.0,1.0,7.0,1.0,5.0,5.0,3.0,1.0,2.0,2.0,6.0,6.0,1.0,2.0,2.0,3.0,8.0,5.0,8.0,5.0,7.0,1.0,2.0,5.0,5.0,3.0,5.0,4.0,1.0,3.0,4.0,4.0,1.0,1.0,2.0,1.0,3.0,1.0,1.0,1.0,1.0,1.0,9.0,3.0,1.0,2.0,2.0,2.0,2.0,1.0,3.0,3.0,2.0,7.0,3.0,4.0,8.0,11.0,3.0,1.0,8.0,1.0,6.0,1.0,1.0,1.0,4.0,3.0,3.0,3.0,6.0,4.0,1.0,3.0,3.0,3.0,1.0,1.0,3.0,1.0,1.0,4.0,1.0,2.0,1.0],\"lat\":[-33.68994828174511,-33.51290122678888,-32.56105729568267,-32.23566062512626,-32.19580450890084,-32.19486762353623,-32.18617277902445,-32.18411814346125,-32.17748323323102,-32.17620479166568,-32.16005542108376,-32.10525681118114,-32.09470204000814,-32.08169709240183,-32.07980549600955,-32.07923133486221,-32.07667466701318,-32.05253545311471,-32.04854159442456,-32.04029057026779,-32.03821975236037,-32.03464709881218,-32.02486253610903,-31.96475404272246,-31.86679866455726,-31.85145961611979,-31.77233288809363,-31.77142525079208,-31.76834109104748,-31.76641227763479,-31.76548255462831,-31.7643604801593,-31.76267949258183,-31.76056524704892,-31.75992162922645,-31.75888431571451,-31.75710255905281,-31.7554965196217,-31.75107174762102,-31.7505954230308,-31.74920670921828,-31.74813482725586,-31.74029284601579,-31.7383069879479,-31.73764054849968,-31.73462542287885,-31.73356683118392,-31.7260403900006,-31.7197597963324,-31.70154255405123,-31.69725421849868,-31.63880715441437,-31.59224096153106,-31.57857505636472,-31.50150939820098,-31.43782347880845,-31.40170551424545,-31.39563257042559,-31.36440027763601,-31.35226698151087,-31.34224709120265,-31.33876803150761,-31.33287910750667,-31.32927756673466,-31.32726762241418,-31.31768106146857,-31.31122286365535,-31.30919387179962,-31.30827694971383,-31.30782761089549,-31.29517209545457,-31.28425653604998,-31.10296106992602,-31.00129469813382,-30.97912334141188,-30.89510433824259,-30.89507527734428,-30.88943976954926,-30.88778639500386,-30.87421121661652,-30.87311446455589,-30.85406360352143,-30.81111368650489,-30.70391254628606,-30.67407284892654,-30.5950876526286,-30.54471121244072,-30.51379536896273,-30.46095323367513,-30.3978904610234,-30.38327593084103,-30.33643400850935,-30.29829374043067,-30.27076090203048,-30.25494108313938,-30.24380149094247,-30.23366077202132,-30.20474294237373,-30.20105389950519,-30.19793269322252,-30.19471560798282,-30.18570762445531,-30.18117266209681,-30.17874880592993,-30.17501975685368,-30.17060102443252,-30.16497176072383,-30.16044588588245,-30.1574861538915,-30.15363829828136,-30.15321040163987,-30.15280937588006,-30.15114647350837,-30.14758697183245,-30.14381794102093,-30.13951748189073,-30.13803398331282,-30.1308422421083,-30.13067311499119,-30.12574992619115,-30.12373659712765,-30.12144987062962,-30.11987672785401,-30.11966549358397,-30.11379153297318,-30.11175086655086,-30.11081806486461,-30.10866824987518,-30.1076368037453,-30.10517147524168,-30.10311434016288,-30.09922589117641,-30.09839250672375,-30.09615300075805,-30.09345145800748,-30.09280989946271,-30.09046769797437,-30.0899206621461,-30.08987671269889,-30.08845173922684,-30.08770446098888,-30.08614772564466,-30.08481896648352,-30.08414612918612,-30.08355139038262,-30.08147550704051,-30.07899239337731,-30.07796614758054,-30.07776074304114,-30.07754345127946,-30.07745485162248,-30.07653850836813,-30.07397576672927,-30.07369721729216,-30.07342767409952,-30.07133502892093,-30.06807541669739,-30.06748528264106,-30.06578689555878,-30.06552565690289,-30.06516542062652,-30.06470923694082,-30.06139637741717,-30.06107220451981,-30.06081356763358,-30.05987863652521,-30.05742873090327,-30.0569919649755,-30.05473665563505,-30.0528082231195,-30.05256828188104,-30.05222608937267,-30.05100723715447,-30.05078486218873,-30.05078410829971,-30.05051886294849,-30.05011878151954,-30.04992483413687,-30.0496622603401,-30.04880623336371,-30.04683354142606,-30.04632927933785,-30.04555850617237,-30.04490053566277,-30.0435678695554,-30.04293705923074,-30.04191923241925,-30.04166839423788,-30.04134987079236,-30.04116139593647,-30.04001802649548,-30.03962892039478,-30.03938161404051,-30.03865360764886,-30.03800906270191,-30.03731025320942,-30.03578099191743,-30.03463105866127,-30.03434176845379,-30.0335660883385,-30.03351365012786,-30.03345901498906,-30.03334961517952,-30.03321276448014,-30.03217996488206,-30.03133220499309,-30.03126559374921,-30.03058947301782,-30.03045274009489,-30.0297019753662,-30.02950833349416,-30.0289981741667,-30.02767635874663,-30.02712491449066,-30.02682373041493,-30.02640324602544,-30.02634628642738,-30.02600849676316,-30.02530441326677,-30.0245793222717,-30.02314354706517,-30.02299576014346,-30.02262989694126,-30.02217757233059,-30.02197079273957,-30.02139263260861,-30.02113692774557,-30.02068867251434,-30.02035002258635,-30.02022895157805,-30.019007803599,-30.0182988597058,-30.01745128806244,-30.01675711600689,-30.01636540845181,-30.01607295990222,-30.01588996391697,-30.01573380908277,-30.01570915439157,-30.01552834486618,-30.01356847741822,-30.01319616490516,-30.01102781312712,-30.01031645298386,-30.01005032806703,-30.00818156770629,-30.00774165360148,-30.00701531093464,-30.00648930091964,-30.00571772949833,-30.00536077272683,-30.00440383428734,-30.00438560341385,-30.00435294025177,-30.00409696311078,-30.00383653949312,-30.00326017740812,-30.00270667131746,-30.00012858330879,-29.99999504325933,-29.9992301981563,-29.99556507451054,-29.9930707854867,-29.9928639487548,-29.99165137022943,-29.99157379420428,-29.99116260385309,-29.98812283875919,-29.98452568113661,-29.98395842428467,-29.98293522043827,-29.98160993083021,-29.97984296471943,-29.9737755,-29.96328519339046,-29.96270532877309,-29.95701327494153,-29.95548445525428,-29.9547733095964,-29.95452750704894,-29.95269333551591,-29.94983922721654,-29.94982349670395,-29.94784557713871,-29.94647664821379,-29.94522722932685,-29.94499376975962,-29.94399846293384,-29.94272340893211,-29.94108131686879,-29.94092861316873,-29.9404528555456,-29.9402218357834,-29.93975602336458,-29.93967523638073,-29.93943776255594,-29.93910212598759,-29.93866190975976,-29.93779824632052,-29.93731412377801,-29.93596802711992,-29.93489034927576,-29.93140981578069,-29.93077036765025,-29.93063271617966,-29.92864781566425,-29.92825496252196,-29.92689686048254,-29.9256617334401,-29.92521067225235,-29.92434032576216,-29.92414612075974,-29.92324412831785,-29.92277757853573,-29.92231995912117,-29.9214783761525,-29.92131154281601,-29.92108554087406,-29.92048704546819,-29.92015167748668,-29.9194029748395,-29.91700480384442,-29.916961604485,-29.91622996554467,-29.91603037624623,-29.91372514252082,-29.91351711654597,-29.91272232446141,-29.91221270999804,-29.91160178192957,-29.91155743531841,-29.9077482339169,-29.90772487789928,-29.90754952498647,-29.90527812680538,-29.90496801159618,-29.90495069395657,-29.90385056091049,-29.90190348656491,-29.89866010388233,-29.89866010388233,-29.89696957610515,-29.89559160193635,-29.88821144056127,-29.8871947932766,-29.88532995305924,-29.88349836440261,-29.88248446990573,-29.88122504756032,-29.86087323102249,-29.85960004421426,-29.85882520214026,-29.85657197787015,-29.85231879597745,-29.85199246917771,-29.8501922029815,-29.84589642836488,-29.8456378840684,-29.84500070004805,-29.84457928898312,-29.83922469219887,-29.83310276474207,-29.83308044431773,-29.83205545115949,-29.83137045276807,-29.82898046011324,-29.82580351719196,-29.82242764485247,-29.81959208601507,-29.81579293925171,-29.8145965142953,-29.81297311849962,-29.8113778381577,-29.80430966729465,-29.80369320644545,-29.80060787528852,-29.79654908298822,-29.79380500061652,-29.79261154979131,-29.79207397295178,-29.79173720193323,-29.79134414883977,-29.78629559652405,-29.784433749767,-29.78072314714335,-29.77972703269804,-29.77923832986224,-29.77653386683951,-29.77595448237629,-29.77490193758915,-29.77488799589556,-29.77422940054934,-29.77366329199696,-29.76915678922908,-29.76912626547562,-29.76765486964603,-29.76745500476795,-29.76663143434672,-29.76545857785077,-29.7639017452581,-29.76389437200504,-29.76233165522967,-29.76224921538435,-29.75656053950071,-29.75617795251874,-29.75577862604245,-29.75367955038842,-29.75202931581539,-29.75113822408651,-29.75079287594945,-29.74909103717999,-29.74806858547513,-29.74161454455359,-29.73859149611609,-29.7382803468127,-29.73735462458039,-29.7363209571542,-29.73585472402892,-29.7331750608532,-29.72916949097306,-29.7248304193688,-29.72380287374561,-29.72109743779502,-29.7209716805274,-29.71944836763861,-29.7182882489893,-29.71779605257508,-29.71724544600844,-29.71618476628731,-29.71597511610106,-29.71298596986335,-29.70686478546541,-29.70669904579279,-29.70659147497419,-29.70655254555158,-29.70481298890532,-29.70449480658383,-29.70437469607434,-29.70435032111604,-29.70360562925553,-29.70329125366893,-29.7003034842929,-29.69998854966424,-29.69905634845752,-29.69879998178039,-29.69645363326163,-29.69564565580867,-29.69426535261937,-29.69421298147174,-29.69420437579114,-29.69303627804391,-29.6928513743418,-29.69257696065746,-29.69247371985531,-29.69133559776734,-29.68943650014343,-29.68888489152506,-29.68780422662315,-29.68434895692012,-29.68433084309639,-29.68373160083914,-29.68303148627747,-29.68287932421148,-29.68271240782273,-29.68244088503307,-29.68152330090753,-29.68126163969015,-29.68092687407378,-29.67704500881413,-29.67625173736115,-29.67572108721145,-29.6747275036639,-29.6745283760337,-29.67436764095019,-29.67415780591705,-29.67381862612685,-29.6736796585368,-29.67044597567735,-29.66871463506903,-29.66780676682733,-29.66377659568364,-29.66085864006021,-29.65808249960178,-29.65798281617021,-29.65579886176954,-29.6548994867714,-29.65316313027222,-29.65142164465062,-29.65073291133386,-29.64963363646582,-29.64531693920428,-29.64395364413511,-29.64386707373023,-29.64374771606845,-29.64327359531296,-29.6419155033519,-29.63887180329144,-29.63739644121202,-29.63655061319904,-29.6337674073003,-29.63334025597507,-29.63168646947202,-29.6316184225897,-29.62388934309431,-29.62040581051365,-29.61111067145766,-29.60719825580632,-29.6052868935629,-29.60072374263251,-29.59726537777116,-29.5968016501597,-29.58835435214771,-29.5878074181007,-29.5871860923242,-29.58577995078552,-29.5797033105978,-29.57358113907726,-29.57197753005797,-29.56152930010417,-29.55461060408376,-29.55098077189185,-29.5409423986955,-29.54067167099235,-29.53946051072149,-29.53564204189694,-29.53050156871249,-29.52488661228705,-29.52049871272955,-29.51828636340116,-29.51229635798315,-29.5113555839331,-29.49765897047999,-29.4961409122547,-29.49415085933163,-29.48546801840034,-29.48396545186741,-29.4812253044076,-29.48062917723207,-29.4781588941885,-29.47261660568272,-29.47256097635591,-29.47145759236249,-29.46857622844848,-29.46747004326787,-29.46055671555411,-29.46012265698026,-29.45576900357074,-29.45367401984629,-29.45270457069212,-29.44988308688308,-29.44964648082306,-29.44657988996659,-29.44450559217866,-29.44141212383164,-29.44004572555048,-29.43873624609201,-29.43728962562763,-29.43082373215534,-29.42229433913953,-29.42080867622841,-29.41678369308112,-29.40523713119916,-29.39487586995998,-29.39030738430362,-29.38825362922806,-29.38420993179793,-29.38173761566205,-29.37641243002,-29.37511773259442,-29.37382861712204,-29.36052251726866,-29.34842566587726,-29.34647313882286,-29.34523045559362,-29.34114246818455,-29.33405462651903,-29.33345044838037,-29.31989803725467,-29.31530525595879,-29.31163965288243,-29.30243280938943,-29.29807174227816,-29.28962698075083,-29.28655913641843,-29.27420606561886,-29.27055173228523,-29.26947082814445,-29.25390164551201,-29.24130749068949,-29.23610475552744,-29.23104676917137,-29.22874616566445,-29.2282968417925,-29.22755905562942,-29.22709040065793,-29.22607242963758,-29.21895520133902,-29.21397637603217,-29.21329060763857,-29.20963151703288,-29.20671762701931,-29.19996891812462,-29.19597250638167,-29.1954433860579,-29.19085626647707,-29.19067121012148,-29.18654362612815,-29.18342482305033,-29.18289731306814,-29.18213153033712,-29.18047999999994,-29.17999734148762,-29.17821646744686,-29.17815507521013,-29.1778826946857,-29.17782368522574,-29.17368352068626,-29.17329904837948,-29.17266948872647,-29.17207781470884,-29.17077174574739,-29.17043690392958,-29.17034521546987,-29.17005761185787,-29.16793992938927,-29.16744881112399,-29.1663138115949,-29.16319437700109,-29.16288449162156,-29.16236308526977,-29.16019444958931,-29.15750041740707,-29.15717291176942,-29.15567446557509,-29.15476584989833,-29.15430450216748,-29.15430113557964,-29.15423771128097,-29.15396671358752,-29.15362198901412,-29.1512278417182,-29.15106168550321,-29.14802694882467,-29.1477104591275,-29.14273829433757,-29.13954795388698,-29.13855910271096,-29.13834798219194,-29.13641503988684,-29.13506310013978,-29.13268604702242,-29.12900635067728,-29.12785896923402,-29.12726123734296,-29.12290912244051,-29.12061739957863,-29.11603845005783,-29.10846525296457,-29.09730989999998,-29.09221722488185,-29.08943546372492,-29.0813347648668,-29.06861523100013,-29.05350089154441,-29.04737807676122,-29.03585279015905,-29.03525706541139,-29.02760093386129,-29.00138277241006,-28.99908496571671,-28.99288410068984,-28.98741728496758,-28.98723438823863,-28.98239268969693,-28.97668577013061,-28.9720990314305,-28.96892843322638,-28.95312281883734,-28.94586373108122,-28.94404446884375,-28.94347136908528,-28.93900907459811,-28.93670791328281,-28.93573287682533,-28.92786209098664,-28.92743930778339,-28.88623758899126,-28.88397442281603,-28.87190543829348,-28.86023888910916,-28.85999261061286,-28.85678579986266,-28.84795590312589,-28.83463988180651,-28.83206571646813,-28.82761378968415,-28.82744966711374,-28.80342062688618,-28.8019037608538,-28.79633961671801,-28.78856158381966,-28.78225459518229,-28.78086491225004,-28.76617764051984,-28.75923513708931,-28.75890458048942,-28.75313868834513,-28.73275657187561,-28.73067047105209,-28.72727077093678,-28.71741741436881,-28.71598012432812,-28.7127705935721,-28.69848957656705,-28.69627508211632,-28.69510531635716,-28.69203115456472,-28.69121147375419,-28.6829348182401,-28.68143173392353,-28.67803368959357,-28.67701523953113,-28.67677898963803,-28.67385030606917,-28.67192208313446,-28.66651723624524,-28.66075111433999,-28.65958969006566,-28.65956739420345,-28.65436845474313,-28.65436845474313,-28.65345752688309,-28.65338084251949,-28.65146141104546,-28.65117041568987,-28.6500516244744,-28.64511306680009,-28.64503806015001,-28.64310602745524,-28.63496375859805,-28.63392098735775,-28.63364008585318,-28.6328410759061,-28.63011602222569,-28.62920471972509,-28.62790129338662,-28.60010401563022,-28.59886945254106,-28.59670377443215,-28.57759560610713,-28.56831640537261,-28.56573083286525,-28.56183322076022,-28.54245816783146,-28.53230134123063,-28.52758954977506,-28.52368111602367,-28.52172257647972,-28.51518329915839,-28.5077342504582,-28.50756362241944,-28.50597469340669,-28.50220438149521,-28.49940487460945,-28.49765521511642,-28.4908427541057,-28.48714967992862,-28.48282392637817,-28.47887847163087,-28.47592154374265,-28.47572857600972,-28.4754788805008,-28.46287488399947,-28.46111701460003,-28.44591339464316,-28.44363658843594,-28.41944855924533,-28.4057450148309,-28.39874870582446,-28.38912938983304,-28.38824435989875,-28.38782850412007,-28.37137501697702,-28.36788809936791,-28.36396598308139,-28.35750679376271,-28.35238941988485,-28.34376619133455,-28.32938171277176,-28.32852526101896,-28.31201555367197,-28.30487550473038,-28.29995574900375,-28.29354060983701,-28.29124464593789,-28.29055251979835,-28.29014801452278,-28.29002552855853,-28.28918668786221,-28.27973773080368,-28.27584457012183,-28.27430494543447,-28.27272533377297,-28.27132617469002,-28.27096577431377,-28.27090288312514,-28.27075286645487,-28.26463995918076,-28.26437200288176,-28.26425986837142,-28.26062160465467,-28.25976566101278,-28.25321210795574,-28.25263235767938,-28.2504401891353,-28.24976510296633,-28.24410971738653,-28.24112897488252,-28.23771966641463,-28.23327340692191,-28.23188261767477,-28.226596432936,-28.22473714275994,-28.21190081909876,-28.20732212632177,-28.18555964695386,-28.18501943474799,-28.1843836855393,-28.18337203629603,-28.16601520265316,-28.14663826314014,-28.14366621172042,-28.13522993696903,-28.13028779146704,-28.12866725720165,-28.12692657490629,-28.12459813786746,-28.12096312877113,-28.11855322662752,-28.11563383443064,-28.11334130629534,-28.08118637386008,-28.06895869493593,-28.06129424486038,-28.06100178177667,-28.05790281340329,-28.05722442769408,-28.05698496105943,-28.03873767881291,-28.03789965584079,-28.02970145102416,-28.0257982976049,-28.02151098155721,-28.00216707402193,-28.00030351378292,-27.9924581222415,-27.98679976232845,-27.98386019944826,-27.97866549228825,-27.96163054418269,-27.95372179010726,-27.95014315609075,-27.94929768834988,-27.93904625750438,-27.9367259222983,-27.932156161032,-27.930038590396,-27.91880318858005,-27.91410184140809,-27.91177282672538,-27.90680205449298,-27.90410601120123,-27.89852791719222,-27.89690084530648,-27.89561584989358,-27.88662962008021,-27.88554368424846,-27.88288315793579,-27.87998804851135,-27.87440464183807,-27.86541876531192,-27.86535827496209,-27.86329410096538,-27.85593904542679,-27.85525362750013,-27.85304797287884,-27.85120612944888,-27.84465049601447,-27.83821005744608,-27.83025738692672,-27.82684621929487,-27.82660519509757,-27.82626472010779,-27.82180315112037,-27.81772374608259,-27.8174421802585,-27.81475518758436,-27.80893864682505,-27.80837589440083,-27.80553617102547,-27.80519763862917,-27.80357206659068,-27.80137735084572,-27.79835761038368,-27.79694182422749,-27.79675749987384,-27.79475391464799,-27.78352860995503,-27.78222223380718,-27.78040191272875,-27.77657590438832,-27.75392641744196,-27.75049699992844,-27.73224275334704,-27.72895613334881,-27.72528231724015,-27.72447275023944,-27.71786642064481,-27.70926246636559,-27.70103345965437,-27.70013863320932,-27.69542402148523,-27.68741460725586,-27.68725075745875,-27.68568473193379,-27.68168782191656,-27.68111457458897,-27.67954431446214,-27.6781985450396,-27.67750597132673,-27.67704024714795,-27.67265362894921,-27.66867741596657,-27.66147676285342,-27.65910886422889,-27.65828581351847,-27.65811716101717,-27.65685287785421,-27.6564209493744,-27.65360149499424,-27.65260838522784,-27.65254486494552,-27.65146587907989,-27.64977672426924,-27.64689284678191,-27.64187257649836,-27.64135155335723,-27.64082754887865,-27.64041273625704,-27.63947421665443,-27.63653957371275,-27.63604581650499,-27.63320205167086,-27.63177838028384,-27.62939454251467,-27.62727798944528,-27.62711513661708,-27.62112447858872,-27.61701405791804,-27.61198912014901,-27.60928205831894,-27.60881830601413,-27.60834562455922,-27.60819165196079,-27.6081670740309,-27.60765861187083,-27.60657304539598,-27.60383116339132,-27.60219170481988,-27.60021804678033,-27.60018256233101,-27.59930554922935,-27.59580821471885,-27.59523243014847,-27.59375774522557,-27.59288344150437,-27.59221371184723,-27.59147077848587,-27.59114101826739,-27.59062674550746,-27.58986746596337,-27.58969203368422,-27.5893168824527,-27.58703120343597,-27.58548602748676,-27.58416095883159,-27.58400215027176,-27.58312564919719,-27.5823516830804,-27.5822191259198,-27.58206007230407,-27.58197084062921,-27.58108461718554,-27.57921733867406,-27.57763361862665,-27.57535121151344,-27.57519270018108,-27.57356904501378,-27.56805873603553,-27.56786011168414,-27.56633758010549,-27.56360122283657,-27.56145034819611,-27.55922301847204,-27.55802381286753,-27.54287971138869,-27.52836711597463,-27.52481394969961,-27.52333028371089,-27.51837638111175,-27.51664988117002,-27.51307579167686,-27.50829819252686,-27.50717023719776,-27.4995642240208,-27.4989956195012,-27.49791495268406,-27.49323103755999,-27.49142749507302,-27.49096197754821,-27.48873269808116,-27.48865801020336,-27.48204459903416,-27.47604343087884,-27.47547138778251,-27.47330447119546,-27.45577776291212,-27.45450086247899,-27.44321331479943,-27.44289540778331,-27.44189584065757,-27.4340091145216,-27.43268584475368,-27.42176863536326,-27.42132125550769,-27.42099930012759,-27.41984238771852,-27.4172065261721,-27.41005316868219,-27.40826206768095,-27.40628125772513,-27.39956191046567,-27.39905523530044,-27.39387897944652,-27.39309950021365,-27.39264336017934,-27.38373094718698,-27.37274382176564,-27.37105304978636,-27.36968577802518,-27.36860733981327,-27.36584670498763,-27.35619105881217,-27.35330161977703,-27.3518641191639,-27.35115202948352,-27.34336738228262,-27.33370020466686,-27.33216878232534,-27.31466219263134,-27.30519345806183,-27.30442550249952,-27.29094872874521,-27.28299944363184,-27.27980525097525,-27.27884982313588,-27.26921548765245,-27.26855204234064,-27.26570164612232,-27.257781334858,-27.25496053299215,-27.25035234287266,-27.24414434922448,-27.24271335343275,-27.24215921586008,-27.2401232242008,-27.23924890910297,-27.2376045266406,-27.23141640405225,-27.23090862513601,-27.2307414273828,-27.23057561122646,-27.22627964562482,-27.22351773868805,-27.22240504561103,-27.22122429012165,-27.22108969877591,-27.21992557329001,-27.21458657575397,-27.21094277715981,-27.20409307766069,-27.20082202803047,-27.19614273379346,-27.19554916387851,-27.19474783640757,-27.19024224888888,-27.1822811938905,-27.18092952644767,-27.17618358435777,-27.17358062600816,-27.17288786752752,-27.17211550774299,-27.17141341711411,-27.16868843172061,-27.16752809399503,-27.16411859725441,-27.16080212576664,-27.15728166876613,-27.15705278730277,-27.15697769153933,-27.15657253033492,-27.15234539581941,-27.14779223406619,-27.13894019508827,-27.12232592707917,-27.12105254070618,-27.11839246918925,-27.11615876892398,-27.11449604227134,-27.10967259774645,-27.10572411117103,-27.10477573247404,-27.1030385797433,-27.10157511559543,-27.10152534617366,-27.09944773836892,-27.09830911732833,-27.09543989582476,-27.09265085524762,-27.09085661121343,-27.08859875159925,-27.0850786465161,-27.0807726832104,-27.07912025196683,-27.07840901054202,-27.07813886877875,-27.07661686672867,-27.0753290652157,-27.07434622803875,-27.07408785652341,-27.07140700777311,-27.07029248252711,-27.06773048411344,-27.0608178590997,-27.05960958812629,-27.05658169895889,-27.05108682534726,-27.0502388797869,-27.04855632853188,-27.03913714021548,-27.03885879445281,-27.03777858941256,-27.03446474027167,-27.0308488566622,-27.02980781215309,-27.02393183957649,-27.02362385481353,-27.02283908067001,-27.01499701018743,-27.00670251586726,-27.00447650803858,-27.00190811571919,-27.00182932043365,-26.9985213240704,-26.99786613485416,-26.99360535366081,-26.99270428677255,-26.98799918800799,-26.98701260775066,-26.98691645462718,-26.97670723721944,-26.97125665727788,-26.96888008982516,-26.96718397480239,-26.96695552613971,-26.96028281522883,-26.95943665505385,-26.95718708184798,-26.95440887163616,-26.94994268763476,-26.94757257837982,-26.94596085982091,-26.94374934078652,-26.94061305970668,-26.93935158546254,-26.93931724802835,-26.9378052658105,-26.93703986117911,-26.93513099414835,-26.93249202617874,-26.93202474762856,-26.92851130780667,-26.92571131825515,-26.92536759668901,-26.92401089516226,-26.9232533247897,-26.92227761940217,-26.92213322548382,-26.92157999914014,-26.92112494851802,-26.91826832077309,-26.9182168346561,-26.91734770092456,-26.91513228618872,-26.91446933472803,-26.91257382981319,-26.91200168589103,-26.91187688025883,-26.91167427098614,-26.91064531366539,-26.91005804872814,-26.90692805100056,-26.90668923897572,-26.90515935274632,-26.90504237499561,-26.90392481026368,-26.90380516299316,-26.90295336141014,-26.90277556008171,-26.90254914135655,-26.9021403598085,-26.89955304565999,-26.89755832758295,-26.89717043224881,-26.89659436524994,-26.89616424264004,-26.89486638902222,-26.8933299620079,-26.89331087193089,-26.89263734249595,-26.89105700436365,-26.89102175856896,-26.89066585414966,-26.88932240353919,-26.88923985301544,-26.88895486356198,-26.88652581410187,-26.88407436350301,-26.88121528807032,-26.8809976581463,-26.88083150454304,-26.87729828398678,-26.87641510042257,-26.87378880544305,-26.87245960186485,-26.87219351820249,-26.87170039425458,-26.87063355029536,-26.87024226232965,-26.85762444633593,-26.85752127971149,-26.85548254789119,-26.85540718008049,-26.85527459959587,-26.85192667968571,-26.8502566353173,-26.84961799378503,-26.84793973828405,-26.84354627234118,-26.84343121927079,-26.83000316244617,-26.82760329690558,-26.8260103390178,-26.82025417654272,-26.819165909043,-26.81587735394199,-26.8039239395031,-26.79751890825372,-26.79641140722804,-26.79606505711308,-26.79103135329546,-26.79083266065954,-26.78865410509527,-26.78611543211273,-26.78186783336413,-26.78121250880777,-26.78071923782066,-26.77819455182771,-26.77570475386958,-26.77388730660618,-26.77229470653246,-26.76740365829759,-26.76583234842951,-26.76077139066046,-26.75514918692792,-26.74255140513258,-26.73745109144362,-26.73415943129002,-26.73341376125163,-26.73288586729567,-26.72835325653066,-26.72554280693506,-26.71906512714842,-26.67633268360501,-26.66097015026676,-26.62247494553852,-26.61021692667034,-26.6029311964439,-26.59902064588079,-26.56537535604435,-26.55993565812067,-26.5438682761556,-26.53662393358684,-26.52900554582622,-26.5123794680897,-26.51197406846876,-26.50051192868762,-26.4979873434734,-26.49158091570477,-26.48669076477054,-26.48573224256583,-26.48501042783476,-26.48451206596261,-26.48129391902795,-26.47353329624455,-26.47325807037375,-26.47103678845183,-26.46736049454127,-26.46094740141234,-26.45862612906718,-26.45762330812425,-26.45540159147402,-26.454414197309,-26.4522503656239,-26.45080476069953,-26.43403424579835,-26.4319774720689,-26.42119563886777,-26.40748019696609,-26.40737834823826,-26.40544514272491,-26.40493104975987,-26.39536028245974,-26.39218511573676,-26.38789923557979,-26.37046781535203,-26.36933419313425,-26.36576201896866,-26.36316326559933,-26.35802352668647,-26.35477874143555,-26.35338644287245,-26.34844940527216,-26.34568104118662,-26.34506466681625,-26.34475354654531,-26.34349031361258,-26.33684363391836,-26.33399166138244,-26.33339381940892,-26.33267481017146,-26.33177729927647,-26.32827519256354,-26.32311697404186,-26.32228062283277,-26.3127561071531,-26.31271261084894,-26.30347488179796,-26.30185090445442,-26.30023352326491,-26.29854356059133,-26.28730662064822,-26.28728798307096,-26.28707432029169,-26.28189396580181,-26.28013264016433,-26.27754899675363,-26.27482843606635,-26.27253092350632,-26.27074229665648,-26.26782383940824,-26.26619115375671,-26.26594745346776,-26.26448500911461,-26.2585020809687,-26.25819527691496,-26.25613891864582,-26.25580430798793,-26.25382354771412,-26.25195349389086,-26.25131621441018,-26.24961136542522,-26.2495475325533,-26.24799548594769,-26.24720772118568,-26.24556370537883,-26.24398628509797,-26.24384224275956,-26.2438077869753,-26.24117354875643,-26.24031551438175,-26.23982455125158,-26.23228324515276,-26.23219397821858,-26.23149342374983,-26.23119626427621,-26.23060726345227,-26.23055032653292,-26.23025497192923,-26.22641166705299,-26.22381050608547,-26.22380346029068,-26.22369095050902,-26.22275481437359,-26.21407421631145,-26.21387446659748,-26.21205577722099,-26.21089118361891,-26.20546850730386,-26.20017470047947,-26.19873116851817,-26.19480659927405,-26.17842967715644,-26.17424888084698,-26.17214404668827,-26.15942977056321,-26.15788425848482,-26.14973579423784,-26.14422230537972,-26.12585603089477,-26.12304938936433,-26.10839489030327,-26.0972397910269,-26.09545225360857,-26.08062813286136,-26.07645076671277,-26.07200708144513,-26.06888689636794,-26.0647091620271,-26.04781275424229,-26.04430566637631,-26.03664521133411,-26.03586442683659,-26.03460238028391,-26.01815694443298,-26.01648743366143,-25.98558970418453,-25.98486571169492,-25.97865837250384,-25.96607749114488,-25.94528424621893,-25.94047435886189,-25.91985831671865,-25.91985831671865,-25.89998372971747,-25.88786696166487,-25.88390311845957,-25.87824272845403,-25.87255545133925,-25.869884382311,-25.85474663785246,-25.82758306043014,-25.82648400980826,-25.81880915642345,-25.81371424107947,-25.8131327211402,-25.78387783269524,-25.77914641777613,-25.77038361071311,-25.76961904751624,-25.76430781439902,-25.74885426542212,-25.73600939518521,-25.72663590916727,-25.72122317623509,-25.70502961311503,-25.69991214771694,-25.69620753716296,-25.69432331065044,-25.68512122924717,-25.67913470828981,-25.67355283964399,-25.6731766693026,-25.66857273713287,-25.66277148932706,-25.65991043136727,-25.65691328308534,-25.64449513561673,-25.64411708576658,-25.64006448336218,-25.63581904690653,-25.63575211086991,-25.62322979853165,-25.61276406881391,-25.60789194479463,-25.60092722689974,-25.59851389674823,-25.59468961879279,-25.59086534083735,-25.58757223549584,-25.58744667675056,-25.58239467016396,-25.57952020612613,-25.57805435780927,-25.57799800457007,-25.57423764197192,-25.57349560568768,-25.57252390020681,-25.56839178277983,-25.56833160453291,-25.56726659938831,-25.56690418746557,-25.56657530691302,-25.56453768425236,-25.5624037594301,-25.56180960524006,-25.56171358136955,-25.56054287299699,-25.55842134362273,-25.55799603067243,-25.55703005089982,-25.55569307488648,-25.55555423244861,-25.5534229350904,-25.54828920230686,-25.54819843193852,-25.54721632285038,-25.54492640667258,-25.54452188072288,-25.54315617694068,-25.54232647353517,-25.54184471158942,-25.54084533841597,-25.54055177687508,-25.54046555675989,-25.5394193048305,-25.53938045171859,-25.53849934881502,-25.53831601990526,-25.53801004403368,-25.53727433451963,-25.53495725335863,-25.53367627801887,-25.53359815522883,-25.53244354883727,-25.5315574882722,-25.52842354569411,-25.52833362277842,-25.52787394675076,-25.52715687111533,-25.52609899379538,-25.52417941764146,-25.52365995131418,-25.52249791530445,-25.52021966535569,-25.5200257971488,-25.51900260111036,-25.51795875836262,-25.51790627419943,-25.51785360669225,-25.51720041685248,-25.51697296367601,-25.51602050875532,-25.51367322597389,-25.51350023449163,-25.51287711289877,-25.51124719435153,-25.51100220566309,-25.50943247821568,-25.50862287827932,-25.50794253156171,-25.5070141831112,-25.50559079003637,-25.50491463300755,-25.50422828349868,-25.50251900304163,-25.50103085010342,-25.50102563255216,-25.50101677914052,-25.49975250039279,-25.49961106418339,-25.49928263175789,-25.49768184852692,-25.49760047427048,-25.49689346557834,-25.49653648733964,-25.49518196225444,-25.49258834625178,-25.49249476953316,-25.49147861711371,-25.49065150391306,-25.49055926949606,-25.48978486045799,-25.48933940885059,-25.4883710064891,-25.48721939288613,-25.48678362877712,-25.48628268559994,-25.48597930430846,-25.48560734807953,-25.48387869768018,-25.4837186716496,-25.48365534964635,-25.48303081488762,-25.4822066546661,-25.48218357288671,-25.4811560727919,-25.48018199892602,-25.47926849511713,-25.47871717189813,-25.47857157982335,-25.47648847770909,-25.47543737338084,-25.47508625546335,-25.47409333503204,-25.47375856280309,-25.47231130095912,-25.47109228118367,-25.4699735553138,-25.46995508695772,-25.46829300619944,-25.4669337276042,-25.4668653038075,-25.46434177212552,-25.46172885939092,-25.46150867981793,-25.46127059604643,-25.46101647360315,-25.46070458050206,-25.46058118638144,-25.46054339491732,-25.46036691903785,-25.45888097171206,-25.45822497671693,-25.45766656976808,-25.45766435401189,-25.45693388285516,-25.45634962561849,-25.45540767476729,-25.45533030637058,-25.45478218398843,-25.45418136074667,-25.45348138926871,-25.45239448560388,-25.45192165610939,-25.45176887501101,-25.45102894973227,-25.45060640141598,-25.44942785395572,-25.44899086082559,-25.44821992919463,-25.44821891104932,-25.44750445140042,-25.44738040624278,-25.44730743242914,-25.44680998746688,-25.44579626219406,-25.44551730319054,-25.44453240386969,-25.44415869735423,-25.44361910981016,-25.4428621177467,-25.44197895482823,-25.44178653148088,-25.44157136040363,-25.44048771158413,-25.439849104802,-25.43788547976089,-25.43757779822154,-25.43724984091199,-25.43722593228854,-25.43719609261135,-25.43598802600234,-25.43470443919635,-25.43440240888181,-25.43375938243163,-25.43375938243162,-25.4336481653212,-25.43244434474803,-25.43178191883538,-25.43132250086006,-25.43127950080893,-25.43014407428628,-25.43004408399644,-25.42988824547654,-25.4296324166668,-25.42832346081025,-25.42758119681535,-25.42573016525757,-25.42523486869031,-25.42485201549881,-25.42405400767098,-25.42373221861194,-25.42229974933204,-25.4219775394875,-25.42095848118938,-25.41945323552202,-25.41804942777255,-25.41794590385135,-25.41703885144277,-25.41668187478551,-25.41640443441281,-25.4163990528214,-25.41514785414183,-25.41503045475456,-25.41455369871481,-25.4145439068856,-25.41425503278644,-25.41206365037313,-25.41068095219209,-25.40943214230758,-25.4087077058625,-25.40682967439111,-25.40629819687704,-25.40578533441609,-25.40571465490756,-25.40529447160564,-25.40455664878175,-25.40355863499577,-25.40314386386065,-25.4026635398566,-25.40175794953332,-25.40078200574816,-25.39987209020921,-25.39809493134286,-25.39759396126888,-25.39657589455284,-25.39657589455283,-25.39655978666855,-25.39614569339962,-25.3956844749767,-25.39474723549882,-25.39388953858399,-25.39291349750225,-25.3926732460647,-25.39222454874473,-25.39222454874472,-25.39218840701139,-25.39057453736852,-25.38975551612105,-25.38905602605743,-25.38612352561153,-25.38598499193811,-25.38487293030204,-25.38485132678068,-25.38315509684729,-25.3825709098891,-25.38230981687026,-25.38220359273553,-25.38112017187803,-25.37860169525331,-25.37716206497565,-25.37694128798923,-25.37690743194399,-25.37683628464604,-25.37645745462943,-25.37630077434973,-25.37598783146171,-25.37560692266034,-25.37491858715452,-25.37389021195025,-25.37343076624811,-25.37197565625241,-25.37140360277309,-25.37134304673993,-25.36870869064594,-25.36747499672606,-25.3662328164341,-25.36373418271387,-25.36227912467757,-25.36183092477339,-25.36057576105784,-25.36029819677997,-25.3576111473919,-25.3566166821464,-25.35378667209698,-25.35360659924639,-25.3523888773218,-25.3491852026733,-25.34745740182,-25.34541067339567,-25.34288810200374,-25.3427927223759,-25.34239806590039,-25.3418094415625,-25.34157709581563,-25.33398837590577,-25.33032758683859,-25.33017432230493,-25.32203743528137,-25.31789810713255,-25.31680467579144,-25.31288086042763,-25.30534604334855,-25.29716208409316,-25.29320167334103,-25.29274240122656,-25.28766991612286,-25.27280702354383,-25.26763661145667,-25.26668527370423,-25.22967701050208,-25.21513981049956,-25.21325626644772,-25.21080605480616,-25.19778181210183,-25.19069475481427,-25.18076839380569,-25.15475889802145,-25.14798062939181,-25.14708782971644,-25.14282080708317,-25.12970348214204,-25.12619275608944,-25.11697346722494,-25.11658610727099,-25.11227620606851,-25.10992654835553,-25.10861400119328,-25.10727190687242,-25.10588799839161,-25.10336993570922,-25.10033623154536,-25.09943051697994,-25.09818022330857,-25.09601904828746,-25.0943491625466,-25.09228097759096,-25.09100085872239,-25.0872612032621,-25.0870894024892,-25.08302744749297,-25.07996038746567,-25.07899379426755,-25.07580511288023,-25.0670566106387,-25.06133234279125,-25.05713144847459,-25.05343571539627,-25.05263078714147,-25.0509538231786,-25.03735361264636,-25.0226287576106,-25.0092927466889,-25.00748190724067,-24.98648298580187,-24.98170955426231,-24.97753183471228,-24.97241140294333,-24.96853003431213,-24.96646635994288,-24.96454619115022,-24.96014088515584,-24.95918428429227,-24.95175546865586,-24.95138329734197,-24.95132259174359,-24.94935913379545,-24.94747017491474,-24.94471438663165,-24.94264819002154,-24.94227484519452,-24.94065572152961,-24.93683432443724,-24.93406854509024,-24.92049263267537,-24.91407193493534,-24.91359379584914,-24.89180012781679,-24.88563458678617,-24.86740625895645,-24.82813753724815,-24.82693999999998,-24.80689342754027,-24.80424558509442,-24.799390826555,-24.79557436269287,-24.79443571070047,-24.79287620819997,-24.77840488011969,-24.77569529701488,-24.7737981049533,-24.76047206831401,-24.75784641485761,-24.75204984617109,-24.74932632402964,-24.74792044049036,-24.74533577205675,-24.7452425821396,-24.73928473952832,-24.7368155084735,-24.73548775453431,-24.73337100980205,-24.72820752248369,-24.72819885032075,-24.72078244808593,-24.71838580705302,-24.71527533661612,-24.71310855577474,-24.71295584259675,-24.71167357065888,-24.70461955843889,-24.70296646494591,-24.70211122105385,-24.70183124001719,-24.67235812364705,-24.6661459332483,-24.6577297840021,-24.65263511829156,-24.64010128808035,-24.62580914086374,-24.62205960059618,-24.599052935525,-24.59386743208296,-24.59241160657905,-24.57639729034214,-24.57584175879876,-24.57158708173242,-24.57013737226684,-24.56668415581251,-24.55452501789851,-24.54241528935533,-24.53385608366247,-24.52717959492972,-24.52279882421583,-24.51763874503543,-24.51531245223859,-24.5103902774688,-24.4988377795509,-24.47461295377434,-24.46238014828062,-24.45200218484505,-24.4482716738047,-24.42130134635351,-24.41926777315803,-24.40993758440824,-24.40202141648702,-24.38549713033141,-24.38414322007946,-24.34057159596399,-24.33466372297042,-24.33266680501976,-24.3325220266564,-24.32893411988686,-24.32648069148485,-24.3245525340344,-24.32305484399404,-24.32169496969212,-24.31890806755446,-24.31774230565604,-24.31662538547176,-24.31590016346579,-24.31425150736812,-24.30523188051001,-24.30309880267998,-24.29602447706925,-24.29064239442594,-24.28579720485287,-24.2842885149745,-24.2790339570858,-24.27876853096373,-24.25770327968083,-24.25491202256432,-24.24639688173704,-24.2430491897492,-24.22858574795728,-24.22802051012108,-24.20557211529754,-24.1944170064856,-24.19093340313313,-24.18771919839197,-24.18593625529678,-24.18271029899566,-24.18024862842608,-24.1680294472137,-24.15085116275822,-24.14259751030085,-24.13765418568793,-24.12178997742009,-24.11367123966415,-24.11189555747921,-24.11150288205772,-24.10102912110575,-24.09523142862648,-24.08674452889675,-24.07862653679614,-24.07832279883549,-24.07645255130686,-24.06788880510361,-24.05456065295481,-24.05387579103656,-24.05154797570036,-24.04942753807217,-24.04858486724514,-24.04733248974755,-24.0471010815896,-24.04301032074258,-24.04121892589223,-24.03814499425382,-24.03661708098261,-24.03580035030922,-24.03407848867966,-24.03226762264083,-24.03084714756007,-24.0274351444817,-24.0265256678882,-24.02534984500072,-24.02478033056311,-24.02430049099473,-24.02276794977201,-24.02122661450995,-24.02043238266698,-24.01669007227641,-24.01628570208922,-24.0149962280343,-24.01439467431421,-24.01384671917769,-24.01355135269555,-24.01174795281566,-24.01136583424884,-24.01099656908715,-24.01082656543444,-24.01038369810231,-24.00996447620136,-24.00892314920889,-24.00810177817332,-24.00658250001525,-24.00508288503433,-24.00472589896189,-24.00465780708667,-24.00454023323643,-24.00149990039985,-23.99871143453599,-23.99756705630525,-23.99742100393031,-23.99582619943281,-23.9956182206855,-23.99559313293742,-23.9952192044177,-23.99433398373498,-23.99394356452368,-23.9931052064445,-23.99267093703616,-23.99161452595917,-23.99127566276288,-23.9900108109095,-23.9880769473171,-23.98761401331361,-23.98647854243764,-23.98489070945366,-23.98485830470591,-23.98378690678925,-23.98334038739345,-23.9832494362654,-23.98312160966622,-23.9822206815153,-23.98160481813638,-23.98075956187818,-23.98041973738378,-23.97915587674242,-23.97909061255992,-23.97770304861236,-23.97685541943742,-23.9761179149753,-23.97414802490568,-23.97302560385396,-23.97231558492791,-23.97142122229953,-23.97120839566148,-23.97049317681097,-23.97008658151104,-23.96991860224615,-23.96974624488777,-23.96845614795126,-23.96797904515915,-23.96749612845216,-23.96573387319511,-23.9654133878206,-23.9653649573438,-23.96522724354383,-23.96455069566705,-23.96391048565101,-23.96363889580412,-23.96351925,-23.9625739243003,-23.96194269902422,-23.9603639962603,-23.95989486879724,-23.9577202574206,-23.95751262790371,-23.95723957086806,-23.95674767368625,-23.95598042041201,-23.95538674459311,-23.95528317943591,-23.95460047631287,-23.95454349753292,-23.95449163017516,-23.95315331127147,-23.95311968425569,-23.95306189680483,-23.9517700456528,-23.94714404114551,-23.94635085661444,-23.9454738477739,-23.94518123794564,-23.94463225395839,-23.94444321016796,-23.94337709211932,-23.94195407899811,-23.9418730533523,-23.94091079817134,-23.94031774878647,-23.94019291018218,-23.93890588596854,-23.93812183536004,-23.9378287823699,-23.93770164050834,-23.93719999592054,-23.93670298267911,-23.9347458763459,-23.93364749174699,-23.93357260989165,-23.93096161562972,-23.92949572896674,-23.92861545482485,-23.92794774374185,-23.92726582155666,-23.92576056030004,-23.92080535442657,-23.92009454244057,-23.91624467444983,-23.91581721419887,-23.91247945234129,-23.91042066220072,-23.90301632235011,-23.89965920315964,-23.89913257562389,-23.89517936542375,-23.89484680955963,-23.89481157896339,-23.89270549963617,-23.89231795013558,-23.88990442815652,-23.88626843525338,-23.8860935524255,-23.88021442880335,-23.87844342962271,-23.87622677251634,-23.87442495936004,-23.8721133545315,-23.86523119516947,-23.86086213286316,-23.85572163274727,-23.85005183728075,-23.85004622190138,-23.84797578715129,-23.8466464246361,-23.84212859460204,-23.84123101164643,-23.8351268270498,-23.82901502757101,-23.82868590925102,-23.82866130235269,-23.82702750392373,-23.82166207004236,-23.82155150723974,-23.82060221841526,-23.81839039682999,-23.81452622279835,-23.81430712500162,-23.81333005082386,-23.81212359574121,-23.8119965425153,-23.81197455444591,-23.80931050943643,-23.80803177459224,-23.80507569698444,-23.80309587875348,-23.80269076293428,-23.80214564380776,-23.8019351507609,-23.80161715414961,-23.79925290070357,-23.79850343136323,-23.79457736404079,-23.7943321659261,-23.79249561490576,-23.79008690242336,-23.78967571984096,-23.78836049187026,-23.78754820266299,-23.78650580548113,-23.78377888169342,-23.78324858916119,-23.7823271020442,-23.78126745091254,-23.78118730128756,-23.78109675462193,-23.77798227002535,-23.77762428423301,-23.77680454764223,-23.77465295529144,-23.7742919486578,-23.7732050300868,-23.77185835065084,-23.77173175444798,-23.77169612548306,-23.77043797625485,-23.77032182580157,-23.7703038826882,-23.76990998443803,-23.7683030486931,-23.76829418434374,-23.76755927413981,-23.76629691053317,-23.76509055594709,-23.76455876320991,-23.76398340947455,-23.7639730208048,-23.76388846182785,-23.76277097020433,-23.76254619099963,-23.76216765525919,-23.76191190576883,-23.76187247691922,-23.76091277395501,-23.75978484673306,-23.75976536738612,-23.75972786523906,-23.75941557098482,-23.75846881763865,-23.75825726749644,-23.7580269311569,-23.75763122502084,-23.75640655273262,-23.75544375456408,-23.75543197589036,-23.75540772892316,-23.75506760936832,-23.75501850131045,-23.75468298189887,-23.75374546020383,-23.75303524441393,-23.75173759810049,-23.75156759881336,-23.75106952256204,-23.74925946058901,-23.74800592897227,-23.74794736404954,-23.74738670398052,-23.74707232944298,-23.74693706524556,-23.7466736363283,-23.74562489391659,-23.74496999602292,-23.74478459070516,-23.74451038720957,-23.74420147204449,-23.74382118721998,-23.74349754942539,-23.7434134364928,-23.74289916734389,-23.74287739678983,-23.74259143719501,-23.74202763706429,-23.74089677212717,-23.74086261146305,-23.74032384460174,-23.73945249564457,-23.73885547032336,-23.73870891292228,-23.73831890939708,-23.73808766564795,-23.73782689631229,-23.73763480393512,-23.73747672685174,-23.73632093310862,-23.73627721451841,-23.73513558914111,-23.73476980391451,-23.73451356200608,-23.73412684645472,-23.73391506363375,-23.73339834538587,-23.73326573520306,-23.73322467653019,-23.73274866587847,-23.73270716853024,-23.73186504769614,-23.73177373295641,-23.73159518384113,-23.73137492534044,-23.73077219306886,-23.73014219512915,-23.73008354767063,-23.72924470454589,-23.7283878036889,-23.72799221530055,-23.72756525858985,-23.72732872265041,-23.72701665620493,-23.72691696156707,-23.72584838470672,-23.72576682594156,-23.72575506796725,-23.72565493080443,-23.72548035188383,-23.72523110437849,-23.7251428867405,-23.72488504911053,-23.72477074378504,-23.72448075349887,-23.72405548820451,-23.7239695368372,-23.72329026230673,-23.72304114082777,-23.7225740723375,-23.72197249354713,-23.72161497722555,-23.72158413382707,-23.72122990442298,-23.72033590664388,-23.72032590809933,-23.720282854284,-23.71964586603909,-23.71957629183697,-23.71931110088707,-23.71922333007251,-23.71892407048948,-23.71890786544506,-23.71863251777819,-23.7180091150643,-23.7178761215656,-23.71787128505165,-23.7172256173205,-23.71691621405758,-23.7161329915256,-23.71594460080416,-23.71565592288303,-23.71560389581901,-23.71528473952517,-23.71504959465715,-23.7150155051125,-23.71427471667156,-23.71384362660832,-23.71338960173125,-23.71319005512968,-23.71298354371577,-23.71224002275191,-23.71185145161214,-23.71177824245257,-23.71136931901965,-23.71135832449943,-23.71082895680227,-23.7108289355313,-23.71046648413167,-23.71041906243067,-23.7098260121786,-23.70982015879929,-23.70971923389305,-23.70966631117149,-23.70947084471285,-23.70941271709073,-23.70929148504119,-23.70876536034343,-23.70854496548126,-23.70834331864816,-23.70833298877594,-23.70769350396357,-23.70769153477817,-23.70749663308937,-23.70726967169049,-23.70723033317834,-23.70669033325544,-23.70667683194779,-23.70648922511832,-23.70631601803779,-23.70620528140996,-23.70609273893059,-23.70551501921477,-23.70546494621174,-23.70530016112382,-23.70515745799695,-23.70472720321984,-23.70447660481648,-23.70444249297526,-23.70442740492646,-23.70391466484696,-23.7038084622485,-23.7037634765782,-23.70375211691532,-23.7036193137157,-23.70358541875812,-23.70348728849033,-23.70327693014275,-23.70300043852043,-23.70300043852043,-23.7028527233944,-23.7027935004315,-23.70274673117103,-23.70251482659842,-23.70246541299073,-23.70177578153429,-23.7011531130672,-23.70099889144004,-23.70077414745042,-23.70076577122381,-23.70058560092158,-23.70039585614809,-23.70035495879883,-23.70019768743884,-23.6998935419438,-23.69988673830009,-23.69906821867082,-23.69812555797226,-23.69775130858687,-23.69765729670045,-23.69743280010069,-23.69739633946054,-23.69732723437086,-23.69728225635197,-23.69672767457617,-23.69637562359231,-23.69549146375929,-23.69535682703982,-23.6952322756869,-23.69516541473948,-23.69512292627784,-23.69511159653323,-23.69509382773101,-23.69492254625712,-23.69476541149834,-23.69470118461161,-23.69467220540367,-23.69452610896748,-23.69358857528699,-23.69346897344279,-23.69339319364233,-23.69317099225819,-23.69311269079683,-23.69298727844507,-23.69261187944042,-23.69218591072083,-23.69188631099809,-23.69184162593652,-23.69173703632869,-23.69165111898833,-23.69143031670973,-23.69142822981209,-23.6913846262179,-23.69134216701426,-23.69118300968993,-23.69101304628181,-23.69084616416298,-23.69082700515252,-23.69072296373338,-23.69063603188827,-23.69023558768908,-23.69022793376611,-23.69002489502889,-23.68996315537706,-23.68981665048503,-23.68980295399374,-23.68974453406148,-23.6896126300087,-23.68944462791478,-23.68934953296749,-23.689282735863,-23.68900621837341,-23.68881186145606,-23.68871338867457,-23.68856287959489,-23.6883121693803,-23.68821307718558,-23.68811895807677,-23.68807971060781,-23.68778950582516,-23.68755059831138,-23.68736615396162,-23.68731982818344,-23.6870122227011,-23.68700759507919,-23.68697155974365,-23.68669197572843,-23.6866888508929,-23.68637209909093,-23.68635904462996,-23.68634400669057,-23.68630307740528,-23.68628989264536,-23.6861874554883,-23.68604017784386,-23.68602726400406,-23.68579801493024,-23.68578868245448,-23.68573251673261,-23.68563168814889,-23.68542179993371,-23.68492897827913,-23.68492776758847,-23.68491492751719,-23.68467280494175,-23.68450603878837,-23.68447912618655,-23.68442967069273,-23.68440943265227,-23.68403379536563,-23.68376572761572,-23.68353661861653,-23.68327210983504,-23.6831997048296,-23.68313814481508,-23.68313766793198,-23.6830994741203,-23.68294124471819,-23.68279506327293,-23.6826966599837,-23.68246489607092,-23.68244650347456,-23.68240516550409,-23.68238569130247,-23.68228234846273,-23.68224733460275,-23.68211411718966,-23.68199321330775,-23.68166159783416,-23.68160395073358,-23.68151425230396,-23.68143054280925,-23.68142552935726,-23.68140502897412,-23.68133205395593,-23.68118390492665,-23.68104693142933,-23.68099184825181,-23.68077198574909,-23.68074255327327,-23.68072925216332,-23.68064494696186,-23.68061204994447,-23.6805769364683,-23.68052523681746,-23.68047074615185,-23.68046350130337,-23.6804358545049,-23.68039649194933,-23.68038329764855,-23.68023857052899,-23.67980203233724,-23.67978713159592,-23.67965711039978,-23.67958488978931,-23.67958172072744,-23.67941831011485,-23.6792040160429,-23.67894521757313,-23.67893995552787,-23.6787519584292,-23.67872850029645,-23.67857502266464,-23.67847317610963,-23.67837776643417,-23.67804543953714,-23.67802832396726,-23.67800735288165,-23.67764351669079,-23.67733528945809,-23.6772433712415,-23.67703957287663,-23.67696081779491,-23.67691814747181,-23.67670362483807,-23.67658775733504,-23.67656984888081,-23.67643780878722,-23.67641939491252,-23.67636972794609,-23.6763602227374,-23.67580783024554,-23.67527396976576,-23.67512052046353,-23.67505922393082,-23.67502806167971,-23.67486999999994,-23.67472526324826,-23.67464846189853,-23.67455817848176,-23.67431727995172,-23.67427925345723,-23.67423334758114,-23.67416145710767,-23.67398268920312,-23.67394858777797,-23.6739154838235,-23.67379408515459,-23.67369606962341,-23.67360772906079,-23.67356631498604,-23.67355235322242,-23.67354106023958,-23.67345539131207,-23.67339363342445,-23.67331439611602,-23.67314927046802,-23.67313805684337,-23.67306473329261,-23.67300942954674,-23.67273077460716,-23.67266387719291,-23.67262177403052,-23.67239952554784,-23.67239160871977,-23.67229549925994,-23.67222543087328,-23.67191526063106,-23.67187185072581,-23.67186626768695,-23.67172583405043,-23.67162488305793,-23.67157299313539,-23.67155327895883,-23.67141032192241,-23.67140671874027,-23.67125472883923,-23.67120903205987,-23.67120903205987,-23.67091471655587,-23.67091235540667,-23.67074871593255,-23.67058024286923,-23.67055369650634,-23.67054392007337,-23.67044943444177,-23.67034845903576,-23.67024561866724,-23.67007512727515,-23.66987348499738,-23.66987295982441,-23.66985550940118,-23.66981670950921,-23.66958508329505,-23.66958080972684,-23.6694138595191,-23.66941340712779,-23.66905362663951,-23.66902206445216,-23.66887007619676,-23.6688681244215,-23.66841020702516,-23.66836515490696,-23.66819945166395,-23.66807806719378,-23.66806981449864,-23.66800556206716,-23.66797483924806,-23.66795785357594,-23.6678505945347,-23.66779559236273,-23.66773038286052,-23.66772436432226,-23.66768511658677,-23.66761787250253,-23.66748876952388,-23.66745622023575,-23.66737924080279,-23.66729894264731,-23.66721202258713,-23.66720323526325,-23.66713945077826,-23.66699885579639,-23.66693802496981,-23.66692951937809,-23.66690802082663,-23.66689153293581,-23.66685619523611,-23.66666195673885,-23.66620013216895,-23.66612486085132,-23.66610618088054,-23.66584215425379,-23.66583643434326,-23.66564299120123,-23.66553551545867,-23.665523235371,-23.66540891228484,-23.66534490729429,-23.66530412117685,-23.6652550927508,-23.6652414649086,-23.66519907067127,-23.66519586456502,-23.66505871113801,-23.66502455829833,-23.66497754223195,-23.66493768921571,-23.66487155500774,-23.66476736243939,-23.66461544500967,-23.66447962932272,-23.6644475760042,-23.6639974195518,-23.6638797483433,-23.66385515483215,-23.66384269705917,-23.66377580555553,-23.66362201191983,-23.66359901538302,-23.66356705570333,-23.66347169477626,-23.66345401038008,-23.66344269074564,-23.6632125634508,-23.66321132241046,-23.66307651398541,-23.66302445564082,-23.66301326402907,-23.66300961631076,-23.66300890730196,-23.6628433978514,-23.66274711107716,-23.66266878058395,-23.66260216817041,-23.66244926118922,-23.66243582737399,-23.66229850330317,-23.66210272433715,-23.66196082607834,-23.66195544386419,-23.66182986287071,-23.66182745494617,-23.66179428327933,-23.66168697309197,-23.66162625094408,-23.66130475506377,-23.66125814062021,-23.66112031042567,-23.66109034652968,-23.66095102077639,-23.66088563668862,-23.66087241623534,-23.66086496633834,-23.66084401835897,-23.6607089499309,-23.66032921621654,-23.66029740274755,-23.66008910031581,-23.66004151862936,-23.66003087272816,-23.65996077224967,-23.65972052496934,-23.65955686100653,-23.65948320175806,-23.65941926865687,-23.65936363644085,-23.65912475603681,-23.65900923722774,-23.65899128544237,-23.6589455364648,-23.65890825724862,-23.65887184738398,-23.65880874449394,-23.65869285716517,-23.65866075426418,-23.65863339030434,-23.65859974346016,-23.65838321878009,-23.65837584112546,-23.65835025381874,-23.658316469386,-23.65829536751668,-23.65819966445928,-23.65819519230388,-23.65806590909542,-23.65802720339217,-23.65793037289792,-23.65792369454338,-23.65785084194692,-23.65774562321649,-23.65743718615609,-23.65740146221045,-23.65726368662629,-23.65724198521615,-23.65708615520118,-23.65693659480083,-23.65683286742864,-23.65682321337434,-23.65678941102507,-23.65672635208545,-23.65671810515744,-23.65670990717927,-23.6566288374043,-23.65661163744346,-23.65660447499993,-23.65652793850951,-23.65634795515792,-23.65621222974388,-23.65614006235602,-23.65598596315669,-23.65595818086348,-23.65583385121841,-23.65572017003326,-23.655716300509,-23.6555013457539,-23.65548184759508,-23.65545789839169,-23.65524317226042,-23.65506844042762,-23.65490906717792,-23.65490382173378,-23.65477922144699,-23.65454340533092,-23.65444210000163,-23.65438920639622,-23.65434955448575,-23.65433722251101,-23.65427026750924,-23.6541950347521,-23.65416693940167,-23.65374139695556,-23.65373257481298,-23.65372323138774,-23.65332484601466,-23.65332251329358,-23.6532557355961,-23.65325235699301,-23.65323784735667,-23.65316292704133,-23.65280039493693,-23.65257888983317,-23.65247143406278,-23.65236617784018,-23.65236127141829,-23.65228183191042,-23.65225089983032,-23.65222654150357,-23.65218191254936,-23.65199980463374,-23.65193704568734,-23.65180502953228,-23.65166354377768,-23.651573144941,-23.65145840965665,-23.65134552203218,-23.65129393801702,-23.65121878229917,-23.65108358340439,-23.65093661941149,-23.65087860465648,-23.65085190334761,-23.65051917636737,-23.65031091889315,-23.65027834508263,-23.65025584859134,-23.65022806110628,-23.65008486022697,-23.6500629867911,-23.64963226834314,-23.64957053988844,-23.64941510865309,-23.6490384063281,-23.64889343688687,-23.64882856276487,-23.64880859137424,-23.64878072764483,-23.64873019323979,-23.64872124022943,-23.64871871610739,-23.64854569173368,-23.64854416301454,-23.64834707268087,-23.6483172917075,-23.64770631326633,-23.6477002069401,-23.64741331457165,-23.647404304204,-23.64725984553255,-23.6471845969568,-23.6471687595946,-23.6471235612357,-23.64710686000422,-23.64709026891778,-23.64705656492504,-23.64698378124242,-23.64668857535987,-23.64659824535931,-23.64657212771488,-23.64656077905763,-23.64650467968173,-23.64636101705606,-23.64631653856784,-23.64623843946352,-23.64623509436445,-23.64594411381211,-23.64591191186974,-23.64590929459376,-23.64573052916748,-23.64572224381119,-23.64560661715502,-23.64536969516243,-23.64534785795394,-23.64531259700795,-23.64513691085878,-23.64510056645669,-23.64502318074369,-23.64501380070812,-23.64492638899147,-23.64484447782769,-23.64474974868133,-23.64469270250134,-23.64426303515332,-23.64365536920469,-23.64364822659824,-23.64359313233608,-23.64354297879926,-23.64352701824689,-23.64299861454671,-23.64291768625298,-23.64277021726618,-23.64269446059694,-23.64266841370019,-23.6425869131191,-23.64255765066579,-23.642553937089,-23.64253061821997,-23.64252624508384,-23.64244127097331,-23.64243756779123,-23.64235682923947,-23.64231017245963,-23.64222988760007,-23.64222659422938,-23.64217945507567,-23.64197945895006,-23.64194458240894,-23.64186314290331,-23.64186079371209,-23.64183277259954,-23.64177776129046,-23.64174670210713,-23.64173599837452,-23.64169991350553,-23.64145600102851,-23.64128274956675,-23.64101529423475,-23.64093853285765,-23.64093741025651,-23.64088887296667,-23.6407301675645,-23.64056372252822,-23.64056082245283,-23.64044359656074,-23.6403748417726,-23.64014377633707,-23.64003625615019,-23.63995470990621,-23.63970500273027,-23.63956026800762,-23.63940816192483,-23.6392205671707,-23.63921625285022,-23.63901470443514,-23.63879885008982,-23.63878239033844,-23.6385851265951,-23.63845890493847,-23.63822732080231,-23.63797192351013,-23.63783696183649,-23.63779446266737,-23.63778996437379,-23.63767683448491,-23.63759173027465,-23.63738184885248,-23.63728348822799,-23.63705125225754,-23.63689379146373,-23.63687459525289,-23.63675060848617,-23.63673143373321,-23.636703761017,-23.63670146816877,-23.6364656644085,-23.63625068198051,-23.63624956185622,-23.63619066893595,-23.63603622081005,-23.63602732330383,-23.6358166762839,-23.63578602332596,-23.63573543249488,-23.63557467017113,-23.63554049754336,-23.63552988166383,-23.63548905994324,-23.63547629123633,-23.63544993096037,-23.63529169549743,-23.63520931747778,-23.63519167113765,-23.6351441150821,-23.63513947116163,-23.63506393348811,-23.63502498603811,-23.63500525801047,-23.63497092106069,-23.63495575736199,-23.63490255630611,-23.63478099570501,-23.63473473175738,-23.63466697543706,-23.63461765404282,-23.63460702614562,-23.6342433804313,-23.63418885951531,-23.63416690786288,-23.63412218559662,-23.63397946675694,-23.63388518647793,-23.63380560648794,-23.63374699109553,-23.6337463080087,-23.63371935299967,-23.63367472874772,-23.63362550217917,-23.63345385567381,-23.63321068793269,-23.63294144621506,-23.63280963348503,-23.63274491727471,-23.6326593335586,-23.63264398006743,-23.63264241370578,-23.6326059732143,-23.63246781426865,-23.63246781426865,-23.6324675682107,-23.63243065761747,-23.63232925414811,-23.63221231758381,-23.63214487349084,-23.63211434833531,-23.63204066994469,-23.63199928749665,-23.63198070195784,-23.63187200830407,-23.63184961794567,-23.63184412773601,-23.63183484653694,-23.63176571520841,-23.63173576496557,-23.6317080530311,-23.63143155078634,-23.63124778046942,-23.63119637022625,-23.63116394479096,-23.63107584294424,-23.63091744989638,-23.63068641299851,-23.63061084469695,-23.63045315369485,-23.63038600137381,-23.63021976694129,-23.62984374664339,-23.62984259601405,-23.62965316664203,-23.62957142052887,-23.62948705030979,-23.62948498874614,-23.62940761634312,-23.6292638113192,-23.62918063698736,-23.62911216427785,-23.6290878110361,-23.62905564317753,-23.62894206889616,-23.6289257816399,-23.62889886577775,-23.62888495685781,-23.62852892865207,-23.62844167141886,-23.62842740833009,-23.62836387004566,-23.62826899129588,-23.62808672121589,-23.62806645290069,-23.62775426310921,-23.62768559407367,-23.62753429519753,-23.6273321911817,-23.62728925689285,-23.62723473071781,-23.62711047279614,-23.62711047279614,-23.62706445414364,-23.62705221927802,-23.62704499971125,-23.62700494903719,-23.62697681957097,-23.62688411384796,-23.62680348967349,-23.6266482450248,-23.62637267739045,-23.62634036231842,-23.62622481614813,-23.62584554961029,-23.62580726066514,-23.62577000944561,-23.62569896288816,-23.62555617243836,-23.62547545562188,-23.62546892723487,-23.62498862561402,-23.62496842079661,-23.62482878298417,-23.62482560349142,-23.62480660667009,-23.62477552188192,-23.62466152303214,-23.62463171501405,-23.62454329128719,-23.62443867527939,-23.62441150078268,-23.62412495624058,-23.62409840533413,-23.62408574749129,-23.62370013493997,-23.62367946712017,-23.62360098462035,-23.62357588599101,-23.6235690681668,-23.62350907936261,-23.62350835781651,-23.62345398420194,-23.62345144228854,-23.62319231873142,-23.62319209274553,-23.62310189768392,-23.62310026030616,-23.62293340839172,-23.62286081243891,-23.62280893623355,-23.62274809500327,-23.6226981700655,-23.62267898228266,-23.62257884365774,-23.62252577181876,-23.6223913034884,-23.62233297286534,-23.62228789605999,-23.6222589230716,-23.62220376331907,-23.6220607400582,-23.62200961069444,-23.62197925637823,-23.62197508427915,-23.62193184161367,-23.62173806132692,-23.62169532835668,-23.62154413619017,-23.62154289181371,-23.62153084917629,-23.62144653869018,-23.62139048055932,-23.62132965582119,-23.62132351886885,-23.62119788844375,-23.62113045883141,-23.62111048146722,-23.62102017825679,-23.62092766431051,-23.62087560710147,-23.62077079115381,-23.6207424198774,-23.6207026922247,-23.62063373861269,-23.62057801188255,-23.62057159397094,-23.6204542298718,-23.62042238570721,-23.62041106012351,-23.62038877983607,-23.6202207357376,-23.6202056901446,-23.62016142158312,-23.62015762983699,-23.62011581915099,-23.61999668837158,-23.61994647782138,-23.61990635727478,-23.6198697260542,-23.61982069614586,-23.61979498925437,-23.61976006999457,-23.61972877835228,-23.61966772517476,-23.6196606254826,-23.61964671515011,-23.6195354256009,-23.61922208810035,-23.61914463655275,-23.61912533959108,-23.6191196479635,-23.61889600139147,-23.61885843753611,-23.61876580277405,-23.61866620197685,-23.6186270952617,-23.61860003122178,-23.61857456861513,-23.61836033464887,-23.61808877778015,-23.61807817245684,-23.61786390060746,-23.61761199769883,-23.61742430303688,-23.61728693286062,-23.61724114518642,-23.61721451152802,-23.61706917824743,-23.61706688963806,-23.61705553167629,-23.61702547689304,-23.61675445534923,-23.61659769256853,-23.61656894514822,-23.61647892388566,-23.61647199393976,-23.61639397626478,-23.61634858430406,-23.6163073840967,-23.61629990951716,-23.61613589229142,-23.61609553474359,-23.61604041914765,-23.61603745632141,-23.61583017773525,-23.61572424528012,-23.61565575708682,-23.61562005871933,-23.61537503367352,-23.61530972290845,-23.61511122449152,-23.61502659477717,-23.61487247062317,-23.61479235075462,-23.61469181295421,-23.61464444495384,-23.61461656703373,-23.61453309596713,-23.61437406842571,-23.61431704262045,-23.61408820230121,-23.61401199253662,-23.61393596437661,-23.61390410492889,-23.61384383756397,-23.61379843749782,-23.61377563472155,-23.61363599590815,-23.61361082092975,-23.61360398524675,-23.61347448210385,-23.61344816843615,-23.61344320774903,-23.61332949832364,-23.61327885685358,-23.61325802216497,-23.61324785689797,-23.61323277836618,-23.61318101280264,-23.61317968106886,-23.61317098576169,-23.61302959860562,-23.6130235838463,-23.61301964942899,-23.61292148615527,-23.61277415844202,-23.6127344506858,-23.61233147021754,-23.61209255591969,-23.61206753569341,-23.6120345486543,-23.61189269858181,-23.61175618411197,-23.61166437604769,-23.61153818590257,-23.61153067067254,-23.61133714042922,-23.61122803746017,-23.61117566577071,-23.61109328786772,-23.61094239325109,-23.61087407551534,-23.61086171187027,-23.61074446286359,-23.61068793048341,-23.61066928201619,-23.61064127024898,-23.61063973194721,-23.61059618506349,-23.61058127648739,-23.6105658135382,-23.61055268755333,-23.61053115048643,-23.61042211579087,-23.61027922671164,-23.6102572415798,-23.6101424821642,-23.61014126737447,-23.61010743964928,-23.61005698923039,-23.60997334616927,-23.60987131416822,-23.60985649011612,-23.60983667810177,-23.60982936590491,-23.60972199310609,-23.60966315524704,-23.60952604382118,-23.6094999322282,-23.60945189477958,-23.6094300247577,-23.60942057033475,-23.60933070666041,-23.60928275140851,-23.60927170006543,-23.60924929634277,-23.60912050493088,-23.60911037951595,-23.60906680230772,-23.6090012359705,-23.60881478632188,-23.6087773222775,-23.60861206836742,-23.60856705179504,-23.60854858358894,-23.60853669105205,-23.60852720376267,-23.60850634391391,-23.60847855737744,-23.60842276123356,-23.60837706120375,-23.60827681647565,-23.60817752254901,-23.60799170531017,-23.60788190321098,-23.6077181890694,-23.60768984210527,-23.60763420398526,-23.60757558518243,-23.60747624819666,-23.60747265407444,-23.60743412466134,-23.60742359709499,-23.6073366641094,-23.60727718166227,-23.60716275815288,-23.60711091127781,-23.60706598074559,-23.60702388573718,-23.60692324548513,-23.60682154714042,-23.60681460941706,-23.60654372966666,-23.60654202186106,-23.60650176340366,-23.60641961338844,-23.60637544441463,-23.60636135481361,-23.60635627911704,-23.60634365283654,-23.60630174767596,-23.60621311762107,-23.60619589379784,-23.60618374084049,-23.60614510251393,-23.60613471240312,-23.6061274353377,-23.60611666604036,-23.60608994332627,-23.60601826509654,-23.60599544195223,-23.60596688276584,-23.60590591851242,-23.60585051931668,-23.60572844107866,-23.60567392342068,-23.60561565443457,-23.60559733202136,-23.60551442876972,-23.60545856528855,-23.60537881954436,-23.60535071836208,-23.60526840344907,-23.60517912086351,-23.60511571545259,-23.60497215144589,-23.60488886544814,-23.60487445712046,-23.6047804796032,-23.60477375784522,-23.60474408402971,-23.60453363667219,-23.6045204318008,-23.60405753237882,-23.60393848889465,-23.60387381668223,-23.60383267324049,-23.60382674983614,-23.60372570226156,-23.60357378729597,-23.60356085206764,-23.6034076652787,-23.60298171671886,-23.60294279665743,-23.60288915849467,-23.60285393041032,-23.602836068403,-23.60279915453151,-23.6027555437402,-23.6027356999657,-23.60270543115811,-23.60270470486649,-23.60270428537207,-23.6024625379227,-23.60243333164732,-23.60230420415544,-23.60223508623895,-23.60219596125753,-23.60212720471841,-23.60212253218954,-23.60201559314473,-23.60197394512295,-23.60197217355608,-23.60196628922902,-23.60189036207672,-23.60187620356977,-23.60186988375584,-23.60185598318482,-23.60182871234777,-23.60179975051552,-23.60164020391801,-23.60161922053799,-23.60152616967137,-23.60146526433213,-23.60142951519734,-23.60142667544826,-23.60132013885133,-23.60131700883481,-23.6013102472836,-23.6012558848577,-23.60125124917485,-23.60119097379692,-23.60109205586647,-23.60107094816132,-23.60094979218265,-23.60090839246073,-23.60090592975239,-23.60089865444253,-23.60078867645786,-23.60076165895801,-23.60072893207739,-23.60072725840743,-23.60066372574635,-23.60062679626441,-23.60060974620946,-23.60060918146938,-23.60060739233015,-23.60056167350521,-23.60046199960768,-23.60038899156953,-23.60030209739548,-23.60006395854132,-23.60001479181681,-23.59973445772181,-23.59966002426901,-23.59961465831364,-23.59958280691882,-23.59954352753761,-23.59953558650725,-23.59948905524501,-23.5994748775545,-23.59941403527031,-23.5993718301227,-23.5992321833992,-23.59917301361541,-23.59915392311656,-23.59911093247142,-23.5989878397035,-23.59893436528227,-23.59886114132778,-23.59883290730178,-23.59869175080098,-23.5986860953641,-23.59857912413625,-23.59851913872316,-23.59848072217747,-23.59840257836959,-23.59838631695204,-23.59836127796699,-23.59835055769763,-23.59822835666077,-23.59811110296871,-23.59808487426019,-23.59805827757014,-23.59793761411506,-23.59792729959545,-23.59779634868541,-23.59779371811119,-23.5977874818924,-23.59776303140301,-23.59774524474553,-23.59773044785804,-23.59752756602233,-23.59729274727816,-23.59726522454868,-23.59713487958609,-23.59713487958609,-23.59701793763902,-23.59698326549967,-23.5969743467028,-23.59696486626193,-23.59689568642742,-23.59680687665703,-23.59680394879426,-23.59674682778522,-23.5967323436023,-23.59671658530409,-23.5966919223351,-23.59668322338375,-23.59657487610835,-23.59652394866099,-23.59646390161827,-23.596323188534,-23.59631703041854,-23.59624022686252,-23.59623345091977,-23.5959265054059,-23.59585803575496,-23.59581862608641,-23.59567639154765,-23.59566001282584,-23.5956410206167,-23.59560804207067,-23.59549859480055,-23.59549802005649,-23.59548053663266,-23.59535924222135,-23.59534594756412,-23.59531450541931,-23.59528485266431,-23.59521516168275,-23.59514434948399,-23.59513766726221,-23.5951256209365,-23.59512090536768,-23.59506185943334,-23.59499802586862,-23.59499092763874,-23.59482948325571,-23.59470154633667,-23.59464098522388,-23.59461802777047,-23.59455594240238,-23.59454887218148,-23.59450382540135,-23.59439789993485,-23.59439206739296,-23.59433592994889,-23.59422142468539,-23.59416830452994,-23.5941563583654,-23.59413536381027,-23.59409565538668,-23.59402730122262,-23.59386435470998,-23.59383917278593,-23.5938127383662,-23.59371031969633,-23.593620778373,-23.59361490795346,-23.59345917877985,-23.59345494924625,-23.59343120937107,-23.59341347019453,-23.59340668094861,-23.59337574733729,-23.59328929190318,-23.59322144189895,-23.59318455542691,-23.59314079320108,-23.59313406715867,-23.59313242355028,-23.59312793078757,-23.59300735327979,-23.59296728697988,-23.5928960129834,-23.59277554744455,-23.59276361676929,-23.59264857858031,-23.5925523550063,-23.59254496805214,-23.59251095064361,-23.59250411503919,-23.59238680342522,-23.59236811649082,-23.59233861916049,-23.59223489358984,-23.59210768654157,-23.59195427807019,-23.59185767341559,-23.59179313088455,-23.59168123560924,-23.59165311145815,-23.59158282932011,-23.59152003183955,-23.59149435785685,-23.5914591869195,-23.5912976283691,-23.59128199855945,-23.59127454722545,-23.59119618813417,-23.59115413482971,-23.59092951838375,-23.59081737916436,-23.590807229752,-23.59063676727138,-23.59062688490493,-23.59059525722111,-23.59046704886793,-23.59046002512828,-23.59031779517519,-23.59031015188201,-23.5902863253944,-23.5902849755636,-23.59020989021775,-23.59009411040953,-23.59007805117624,-23.59002820753952,-23.59001189264184,-23.59000840488953,-23.58995507517646,-23.58990810921161,-23.58985547345944,-23.58984740136359,-23.58982156188146,-23.5896199835501,-23.58948791849467,-23.58948082290283,-23.58945381202406,-23.58941316805441,-23.58937992523892,-23.58937783548387,-23.58930459130798,-23.58927921429246,-23.5892386623167,-23.58913785230569,-23.58911875974283,-23.58906100606052,-23.58904131913614,-23.58899314566426,-23.58881503787556,-23.58876457891091,-23.58861427295197,-23.58854809018953,-23.58852239216153,-23.5884825968447,-23.58845720988439,-23.58845659053836,-23.58840362656954,-23.5883800957788,-23.58828746610215,-23.58826580488752,-23.58820998645623,-23.58817779733691,-23.5881505423226,-23.58813433485479,-23.58806409111556,-23.58805510402354,-23.58794030980389,-23.58763459293218,-23.58756572333104,-23.58750365936176,-23.58741915450063,-23.58735898934865,-23.58735360067015,-23.58734432766691,-23.587305819532,-23.58728364111152,-23.58725130580715,-23.58718800277791,-23.58718793111596,-23.58713726097769,-23.58683110673937,-23.5866644102579,-23.58665318740991,-23.58661823959873,-23.58654972414455,-23.5865213205464,-23.58650863807113,-23.58639253610522,-23.58638335695785,-23.58636550931363,-23.58630917609032,-23.58621174235226,-23.5861671659169,-23.58616507419858,-23.5861129154455,-23.58600256214902,-23.58593543223021,-23.58587084127877,-23.58584324119647,-23.58560674998557,-23.58553033019624,-23.58530794864278,-23.58527841249789,-23.58526374725023,-23.58524091453049,-23.58518494227737,-23.58511819593743,-23.58499497755642,-23.58498874015659,-23.58493185433855,-23.58488074563091,-23.58487858747078,-23.58487337884261,-23.58482525771035,-23.58478957083073,-23.58476155729964,-23.58475833918179,-23.58471836207166,-23.58469372580672,-23.58467849581474,-23.58444931155144,-23.58434404348718,-23.58432331879852,-23.58422109515565,-23.58405900397473,-23.58400678713874,-23.5839871386977,-23.58387905278201,-23.58374451317806,-23.58364089340736,-23.58355120189348,-23.58351801051642,-23.58327542907929,-23.58327089316406,-23.58322510184059,-23.5829939617234,-23.58295245993556,-23.58293093286066,-23.58291958812837,-23.58273491518587,-23.58258718333335,-23.58254107364949,-23.58251935861188,-23.58237697627809,-23.58226466103988,-23.58225627946254,-23.58217113003052,-23.58202350677774,-23.58202339488089,-23.5819529588772,-23.5818111225658,-23.58172620748279,-23.58169584305177,-23.58166434627907,-23.58160544155254,-23.58156289845331,-23.5814508331767,-23.58120491421168,-23.58116600992012,-23.58115575291025,-23.58100757658398,-23.58098906289379,-23.58097414309849,-23.58092797491596,-23.58089257719882,-23.58086319048309,-23.58085365777188,-23.58070555707194,-23.5806348127697,-23.58063150693394,-23.5805541360028,-23.58042769440524,-23.5804105867347,-23.58039531043141,-23.58033673787783,-23.5802076656012,-23.58015715935521,-23.58010036230598,-23.58007120299786,-23.57999807539269,-23.57995724853598,-23.5798303030249,-23.57982405999181,-23.57975662157647,-23.5796390875185,-23.57951699385565,-23.57948374284715,-23.57935629422101,-23.57932184560537,-23.5792374013251,-23.57923601959563,-23.57922547166998,-23.57903931815121,-23.57898435271709,-23.5788956975782,-23.57887298640221,-23.578841832526,-23.57882679413245,-23.57873773357107,-23.57869854557427,-23.57869654445359,-23.57853163976979,-23.57849620088046,-23.57847261465519,-23.57840745461661,-23.57833096281914,-23.57831523634798,-23.57823789638812,-23.57823243546813,-23.57822996137488,-23.57820785274358,-23.57820445721029,-23.57817160380554,-23.57789320667975,-23.57777665685888,-23.57776646677478,-23.57775179456721,-23.57761695863734,-23.57743595010776,-23.57740965746116,-23.57734689560548,-23.57727689232054,-23.5772554327181,-23.57715225037905,-23.57703196637474,-23.57698293467452,-23.57695028746247,-23.57692714528682,-23.57691427192837,-23.57683976544104,-23.57677904095924,-23.57661194507641,-23.57652564138547,-23.57648587980599,-23.57645317887297,-23.57638445552909,-23.57631753399934,-23.57631282327834,-23.57627417701988,-23.57619154318612,-23.57612852127686,-23.57612816371531,-23.57611691772789,-23.57611188442895,-23.57608922083389,-23.57606763819209,-23.57601657708377,-23.57594065181062,-23.57593765505467,-23.57580725035169,-23.57576906282468,-23.57576418157023,-23.57563693370556,-23.57538688117693,-23.57523780982959,-23.57511058032759,-23.5749964459781,-23.57488824640585,-23.57483739004908,-23.57483596773857,-23.57481433896783,-23.5748005682571,-23.57474995491938,-23.57474238733909,-23.57471779323991,-23.57469333734251,-23.57464654484281,-23.57463436141823,-23.5745010796069,-23.57442284838845,-23.57440914217496,-23.57415476713049,-23.57412517058678,-23.57399725013893,-23.57384480134305,-23.57375699528639,-23.57372097507369,-23.57365747888405,-23.57362867196685,-23.57361113732382,-23.57349399308436,-23.57335204282858,-23.57328321693127,-23.57323554182978,-23.57310086106033,-23.57306413856712,-23.57305660659289,-23.57299557913061,-23.57299307641753,-23.5729647675772,-23.57293947983718,-23.57289853249542,-23.57288590685508,-23.57285639567428,-23.57278680948971,-23.57273791226793,-23.57267662698429,-23.57266059282205,-23.57256190134816,-23.57252570292904,-23.57251800195737,-23.57243321490579,-23.57238120900142,-23.57231327115976,-23.57209282166687,-23.57207938738473,-23.57201202255187,-23.5719391383778,-23.57190871426215,-23.57190280209902,-23.57181755142564,-23.57176885014833,-23.57166057600356,-23.57157695736587,-23.5714853441579,-23.57145437838833,-23.57145039627658,-23.57139515008021,-23.57127586906544,-23.57116812309982,-23.5711528559151,-23.57111603341937,-23.57111449373253,-23.57106582708015,-23.57104476479159,-23.57103798335723,-23.57099678375519,-23.57098061666265,-23.57094626542611,-23.57088473148897,-23.57080781033406,-23.57076062771336,-23.57072227332636,-23.5705569850269,-23.57053421761297,-23.57045840432441,-23.57034218772486,-23.57025590139547,-23.57021169358467,-23.57006960177606,-23.570043504777,-23.57002011767039,-23.57000883465067,-23.56992184763031,-23.56988247931966,-23.56980370877425,-23.56954809228105,-23.56951931079959,-23.56949069519509,-23.5694696991052,-23.56946837903707,-23.56946519015284,-23.56944696738208,-23.56943251127466,-23.56934708179455,-23.56929879236466,-23.56928410608017,-23.56927164816851,-23.56925274057871,-23.5691856161259,-23.56917604919289,-23.5691451171934,-23.56911279343243,-23.56909397933785,-23.56903213145491,-23.56894449806347,-23.56880146453724,-23.56877070724597,-23.56875503877107,-23.5687292156125,-23.56854473362845,-23.5685297561331,-23.56849994315457,-23.56846797726393,-23.56843915687453,-23.5683787548315,-23.56828945815712,-23.5682689389101,-23.56818767624104,-23.56804145680594,-23.56783154980891,-23.56778327483325,-23.5676378019269,-23.56757017823066,-23.56754359015962,-23.56747798767324,-23.56745325350034,-23.56744377585769,-23.56738649489792,-23.56726409666357,-23.56711189502811,-23.56701008025313,-23.56693261252872,-23.56692205415867,-23.5668605804581,-23.56682154031639,-23.5665307320617,-23.56650340234046,-23.56643505240895,-23.56629298979668,-23.56629298979668,-23.56623239736193,-23.56605516178736,-23.56599294000602,-23.56595226775991,-23.5658989985101,-23.56586039709828,-23.56585511652644,-23.56585134628962,-23.56581730152117,-23.56576999740441,-23.56573478465023,-23.56568917151964,-23.56565329231192,-23.56563035019019,-23.56556817018241,-23.56556171419584,-23.56553029762195,-23.56523147704938,-23.56520549468822,-23.56515766715475,-23.56512308372852,-23.56512276252339,-23.56511342471443,-23.56509561905049,-23.56508504584527,-23.5650528416361,-23.56496427587276,-23.56495275785184,-23.56477004530616,-23.56476257963439,-23.56462964493904,-23.56451690530695,-23.56450460938095,-23.56442551356133,-23.56425439880984,-23.56424786754298,-23.56424375750183,-23.56420347845227,-23.56417824378093,-23.56417051426736,-23.56411614903987,-23.56404701529683,-23.56402897746774,-23.56396191070737,-23.56388637985402,-23.56386843020679,-23.56383812827325,-23.56365158073767,-23.56361380890873,-23.56358967331028,-23.56354162000978,-23.56352617226263,-23.56352049871987,-23.56351770563012,-23.5634354904988,-23.56338443488143,-23.5633829397171,-23.56337314582233,-23.56329926496879,-23.56327006140042,-23.56323994326225,-23.56321806595014,-23.56317165882958,-23.56283144586963,-23.56275648502631,-23.56268975414287,-23.56266441471218,-23.56265442017587,-23.56263199908356,-23.56248912168192,-23.56243917352596,-23.56232027406129,-23.56225762370304,-23.56212863488459,-23.56204912797664,-23.56197752132482,-23.56195888712988,-23.56195215708082,-23.56181450412445,-23.56181318923457,-23.56176774145944,-23.56169633088201,-23.56165294846951,-23.56157106605844,-23.56148136654526,-23.56146082458661,-23.56145738984074,-23.5614568127286,-23.5614338955358,-23.56142363121043,-23.5613309559408,-23.56124502202407,-23.56123321885987,-23.5611896588443,-23.56118590462289,-23.56117444494171,-23.56114794395027,-23.56114128459658,-23.5611333137124,-23.56102943592543,-23.56102212257434,-23.56098128794099,-23.56094857667275,-23.56092636240119,-23.56074683038883,-23.56069291396141,-23.56061233049615,-23.56048099497908,-23.56044368724596,-23.56042070790152,-23.56035694410431,-23.56033909413364,-23.56027735383419,-23.56020677550748,-23.56018268375286,-23.56018263607969,-23.5601717679818,-23.56014847415573,-23.56013880748004,-23.560055882961,-23.56002925930284,-23.56002628658198,-23.55999664654929,-23.55998322533294,-23.55992026580077,-23.55983715231554,-23.55979469353779,-23.55976587964915,-23.5597406821794,-23.55972473866013,-23.55971357132433,-23.55963335421223,-23.55962349371968,-23.55961327844046,-23.55956858757865,-23.55955866786248,-23.55951371696275,-23.5594901370788,-23.55944798988813,-23.55943763650649,-23.5593782690559,-23.55933843441268,-23.55933651089017,-23.55922579053995,-23.55921882096345,-23.55920926239125,-23.55920252198315,-23.55919088683482,-23.55913907953774,-23.55913133571593,-23.5591147795387,-23.5590732442397,-23.55903788611605,-23.55903502723791,-23.55896457497226,-23.55888637666549,-23.55880139204795,-23.55877748494628,-23.55869339402541,-23.55868958900441,-23.55864353082001,-23.55858106603823,-23.55849530893288,-23.55842802828004,-23.55841983339551,-23.5583711845177,-23.55832642856022,-23.5582509581488,-23.55822183793225,-23.55820368508528,-23.55814641843466,-23.55810945980993,-23.55810529105579,-23.55807593943666,-23.55804162600032,-23.55795506229196,-23.55792174322374,-23.55787694128994,-23.5577090029527,-23.5576474553965,-23.5576145034479,-23.55760613754662,-23.55760216498659,-23.55755124440892,-23.55747716443692,-23.55744946905811,-23.55744281623202,-23.55741936135526,-23.55741436096897,-23.55739016349769,-23.5573636691139,-23.55735761468632,-23.55729775502139,-23.55716712831707,-23.55715218389116,-23.55707863643759,-23.55680190168854,-23.55676149262587,-23.55661994316518,-23.55655969075499,-23.55653901468896,-23.55651324139131,-23.55651224429863,-23.55629666932671,-23.55628409710373,-23.55623821364507,-23.55620823233643,-23.55619057504085,-23.55615045196158,-23.55611169915838,-23.55609171648326,-23.55605153249439,-23.55601759452951,-23.55599268648501,-23.5559813736145,-23.55580996833256,-23.55574543477977,-23.55574490427214,-23.55568419758511,-23.55566327341202,-23.55561879691235,-23.55557140750301,-23.55554457996357,-23.55551845084748,-23.55549308001594,-23.55544278132932,-23.55540957877028,-23.55536892535601,-23.55530038145584,-23.55526761118644,-23.55522288411527,-23.55521473546572,-23.55509989967336,-23.55500650824253,-23.55493816431263,-23.55485522882873,-23.55482663235006,-23.55482232096379,-23.5547938726134,-23.55470941685086,-23.55467968224063,-23.55462513998646,-23.55460594212854,-23.55447708066194,-23.55447419350378,-23.55446111475351,-23.55439789185215,-23.55437781878454,-23.55427598104983,-23.55424523755655,-23.55415126218908,-23.55414913544984,-23.55408999997805,-23.55408017455902,-23.55408009521956,-23.55405643481118,-23.5539274905583,-23.55392466167003,-23.55385982303785,-23.55384247002896,-23.55378520671891,-23.55372549220635,-23.55372153075535,-23.55371720607981,-23.5536940974993,-23.55365998588404,-23.55364177873551,-23.55355703888978,-23.55354632675329,-23.55352204389659,-23.55348129524968,-23.55347000551166,-23.55346844624653,-23.5534665437753,-23.5534622624111,-23.5533898032515,-23.55329843208292,-23.55329347867089,-23.55325636164455,-23.55315642105912,-23.55315090984138,-23.55312025976618,-23.55308176343626,-23.55305446892853,-23.55302497746705,-23.55295484539391,-23.55294610347221,-23.55291859838743,-23.55291515065282,-23.55281915934243,-23.55280914780571,-23.55277885309958,-23.55277801011571,-23.55270274225577,-23.5526585802395,-23.55264073446125,-23.55262273586526,-23.55253994353977,-23.55251588354359,-23.55246935619687,-23.55246537201064,-23.55243226667162,-23.55238521104399,-23.55234512423792,-23.55233644110929,-23.55233565155142,-23.55231810546998,-23.55229143827193,-23.55225668420784,-23.55224145833804,-23.55219866330017,-23.55218662873847,-23.55214399847794,-23.55195372644125,-23.55188165773143,-23.55178602949914,-23.55177413780758,-23.55172984516421,-23.55169212845082,-23.551668533356,-23.55163961297855,-23.55161134287112,-23.55159974281326,-23.55157982274053,-23.55134994036523,-23.55134353203172,-23.55132779430134,-23.55117193042034,-23.55111641359409,-23.55105682955198,-23.55103873726508,-23.55090215973898,-23.55085153937119,-23.55073310851052,-23.55070297176535,-23.55062703734527,-23.55061574566502,-23.55058562363122,-23.5504724308437,-23.55047071316334,-23.55046184918931,-23.55032304064622,-23.55028267126897,-23.55010181145287,-23.55004620235167,-23.55000793162223,-23.54996611983163,-23.54992371504528,-23.54979884227701,-23.54978478483339,-23.54972963028851,-23.54960157898141,-23.54958484541716,-23.54958192693328,-23.54953127194786,-23.54950569815466,-23.54949029908597,-23.54945619983075,-23.54942936001503,-23.549367997934,-23.54932897028122,-23.54929881498949,-23.54923674831532,-23.54922916358051,-23.54919035145843,-23.54913613952105,-23.54900292126229,-23.54899372481316,-23.54897640702995,-23.54891435697265,-23.5489099819139,-23.54880596717767,-23.54877610392689,-23.54876817034105,-23.54873345252523,-23.54868915651898,-23.54858318028307,-23.54854682449348,-23.54854456433659,-23.54853848456369,-23.54853361912679,-23.54851526821456,-23.5485146593009,-23.54846810984892,-23.54837606070371,-23.54837451640475,-23.5481804321707,-23.54814672435353,-23.54812030499438,-23.54804132392234,-23.54803516748415,-23.54801124364931,-23.54797957253639,-23.54791252484105,-23.54790911592907,-23.5478198628414,-23.5478173394453,-23.54778973314686,-23.54777325617462,-23.5477367584284,-23.54766574938348,-23.54764048307599,-23.54762346054682,-23.54761002719388,-23.5475913065048,-23.5475837754449,-23.54758230049612,-23.54753138704779,-23.54743830172915,-23.54742737969671,-23.54738622442395,-23.54729847664601,-23.54727095771482,-23.54725625814152,-23.54725423739727,-23.54718618772206,-23.5471420283239,-23.54711318884073,-23.54710199119098,-23.54707222658173,-23.54706743134007,-23.54705353814935,-23.54701123674601,-23.54690864025111,-23.54683520832087,-23.54676331561429,-23.54672413452935,-23.54670335940295,-23.54668763292786,-23.54655345508458,-23.54653142396646,-23.54653072846185,-23.54653037890357,-23.54650694708589,-23.54649790634764,-23.54648127525745,-23.54647439105625,-23.5463988644728,-23.54636983531918,-23.54620191296882,-23.54619824876917,-23.54618848689467,-23.54618760708175,-23.5461356426017,-23.54600174938346,-23.54599187988559,-23.545944543973,-23.54593332488911,-23.54593003916881,-23.54591892684126,-23.54591280569042,-23.54580476805073,-23.5458043750033,-23.54576599118638,-23.54570428790782,-23.54559823842342,-23.54555210293077,-23.54552478660237,-23.5454991930053,-23.54548737466908,-23.54543958831528,-23.54541101645408,-23.5453873793889,-23.54538472669783,-23.54538332542204,-23.5452929772419,-23.54528010314897,-23.54526329467823,-23.54522218222076,-23.54520338324822,-23.54520118033846,-23.545189379286,-23.5451478627705,-23.54512157890467,-23.54511831482716,-23.54499828245239,-23.54493260145606,-23.54492912635292,-23.54492482952001,-23.54492182615343,-23.54491584599466,-23.54486769747208,-23.54485294953175,-23.54485288651954,-23.54481729868081,-23.54481488145259,-23.54479786516955,-23.54465173322405,-23.54463979204468,-23.54455956404852,-23.54454335626732,-23.54454290742379,-23.54451401110974,-23.54447898848058,-23.54442842034299,-23.54437687449214,-23.54434249264241,-23.54433545230043,-23.54426649274773,-23.54418018293379,-23.54412045935115,-23.54409788976419,-23.54408811655856,-23.54403701732507,-23.54399914518711,-23.54395986156059,-23.54395841695575,-23.54390737962768,-23.54390458746036,-23.54383269980291,-23.54379184344287,-23.54378826796292,-23.54372870370402,-23.54369587748702,-23.54367644272572,-23.54366743354147,-23.54360983905432,-23.54353287060003,-23.54343921006478,-23.5434008390951,-23.54339460016357,-23.54338811820234,-23.54338155257484,-23.5433655,-23.54333742025504,-23.5433196237979,-23.54328354161045,-23.54323445101232,-23.54315015689484,-23.5430952700848,-23.5430004590648,-23.54293729376883,-23.54288578229564,-23.54285387223124,-23.54282909583655,-23.54281127985887,-23.54279078074331,-23.5427113721176,-23.54271051634331,-23.54268706956543,-23.54262149751935,-23.54258089570083,-23.54257139685114,-23.54245143060754,-23.54234536617856,-23.54233078436146,-23.54231686543896,-23.54231356870517,-23.54231342761656,-23.54227577350867,-23.54221380343459,-23.54212151927856,-23.5421052761006,-23.54207310181364,-23.54206447854545,-23.54205786623956,-23.54200078539242,-23.54191207813006,-23.54190585344045,-23.54189480860793,-23.54181228101085,-23.54177865147579,-23.54175397547087,-23.54173453271624,-23.54164845233628,-23.54164754294986,-23.54161448873894,-23.54159209348249,-23.54156446580904,-23.54154753142689,-23.54154695284625,-23.541518342112,-23.54149416150517,-23.54145161528288,-23.54141855384328,-23.54140143278026,-23.54138303936125,-23.54132039815131,-23.54128881428637,-23.54128677697379,-23.54120496664308,-23.54118379638801,-23.54116798168674,-23.54116088452433,-23.54112817594386,-23.54108430841194,-23.54104595147387,-23.54100180166093,-23.54096127506525,-23.54089999196136,-23.54087298454401,-23.54083843268054,-23.54080959931191,-23.5408009363057,-23.54073544589306,-23.54069525556607,-23.54060080145267,-23.54058249984386,-23.54055477596229,-23.54053902903791,-23.54050313841087,-23.54035897094191,-23.54034941711089,-23.54029496150103,-23.54029194567633,-23.54026406363624,-23.54026285502838,-23.54017186746159,-23.54012445455995,-23.54003934055892,-23.53994436316013,-23.53989923712458,-23.5398958182945,-23.5398955986149,-23.53983233291428,-23.53978602121373,-23.53978485023307,-23.53976264457395,-23.53968956225155,-23.53965712727095,-23.53962141883256,-23.53960810418339,-23.53957523907245,-23.53955359549752,-23.53954929175343,-23.53947676549785,-23.53945447566114,-23.53931175923078,-23.53927949896975,-23.5392714370778,-23.53917556013518,-23.5390781100868,-23.53905022712288,-23.53904042852074,-23.53903288959483,-23.5389354272579,-23.53890580587631,-23.53890160984347,-23.53889763861259,-23.53884249396186,-23.53880752973748,-23.53880540034922,-23.53877847237823,-23.53866049566226,-23.53862391011068,-23.53851841696547,-23.53849786015206,-23.53847816936169,-23.53843267191838,-23.53841380343999,-23.53836700136658,-23.53836201925686,-23.53834207224249,-23.53830862286519,-23.53825899560578,-23.53814048030504,-23.5381371487334,-23.53811463824151,-23.53808232838534,-23.53801010890568,-23.53783925958698,-23.53775963910294,-23.53775271871811,-23.53770033773888,-23.53766910999516,-23.53757657410565,-23.53755537000389,-23.53749520048087,-23.53747319173571,-23.53743458982452,-23.53741032386534,-23.53739359087805,-23.53737143220104,-23.5373287374974,-23.53711367223849,-23.53706544933457,-23.53706491660841,-23.53699921187588,-23.53695040742613,-23.53694199495497,-23.53688952817113,-23.53677271337345,-23.53671427686227,-23.53669799090501,-23.53660310256184,-23.53659189483706,-23.5365281705122,-23.53652475008746,-23.53650295835299,-23.53650149461516,-23.53649077489396,-23.53642800353018,-23.53640184486753,-23.53631040591803,-23.53624654014996,-23.53622365388216,-23.53616739991494,-23.53608280967418,-23.53599263946851,-23.53598695987378,-23.53596465666132,-23.53589347714359,-23.5358765471094,-23.53586368511747,-23.53583699295913,-23.53580686855946,-23.53578333555111,-23.53567115186183,-23.53556755719745,-23.53553345873529,-23.53547703731406,-23.53546844605213,-23.53546385964959,-23.53541930313444,-23.5353161892798,-23.5352499950851,-23.53519580423248,-23.53518676079008,-23.53516852031464,-23.53510381416933,-23.53510134639545,-23.53500720956312,-23.53496678815323,-23.53496649690408,-23.53496134751919,-23.53494870275257,-23.53492120653691,-23.53489710183603,-23.53488034186273,-23.53484681503638,-23.53480179644447,-23.53477609449016,-23.53476946161696,-23.53474002639767,-23.53468582765267,-23.53465302020268,-23.53457340349239,-23.53457301407031,-23.53443495140811,-23.53437161379253,-23.53425747696359,-23.53422173834323,-23.53418514964594,-23.53413117171118,-23.53413108185075,-23.53409398177586,-23.53401758945805,-23.53384157170314,-23.53380680293542,-23.53379801077791,-23.53374257645934,-23.53356011630756,-23.5335430388361,-23.53350314898925,-23.53349343844882,-23.53347417057028,-23.53344361631144,-23.53342246225688,-23.53339341928376,-23.53338953856034,-23.53337447173765,-23.53332120026299,-23.53331553548341,-23.5333089610381,-23.53325761928266,-23.53320355014084,-23.53312759396449,-23.53312303777227,-23.53307546091019,-23.53297929709609,-23.53295616004153,-23.53295302359728,-23.53294939582269,-23.53290646316097,-23.53270402146554,-23.53268346808446,-23.53266648168572,-23.5326608842644,-23.53265755783649,-23.53263798300159,-23.53257175129283,-23.53246342609349,-23.53245533808107,-23.53243832363705,-23.5324148093303,-23.53235383161368,-23.53234482119938,-23.53234440740879,-23.53233839396173,-23.53232609074777,-23.53230248941005,-23.53229723392668,-23.53213299466632,-23.5320826503682,-23.5320713202075,-23.53206807195699,-23.53203242346559,-23.53200230178566,-23.53196981245758,-23.53187614843019,-23.53182541330384,-23.53178641315571,-23.53175557800279,-23.53174394857517,-23.53173194533856,-23.53171637882901,-23.531680926472,-23.5316741923937,-23.53165778175795,-23.5316561325263,-23.53164158468372,-23.53163603098531,-23.5315877754592,-23.53145447950865,-23.53142439073457,-23.53136421058653,-23.53125923032842,-23.53124979886406,-23.53123454241979,-23.53118557456606,-23.53118130656894,-23.53113059653861,-23.53110606880718,-23.53103954223585,-23.53101645950462,-23.53101201028966,-23.53099112041601,-23.5309300383942,-23.53080074986904,-23.53064659894434,-23.53057164602443,-23.53056157287374,-23.53053589724994,-23.53049339458873,-23.53044482004376,-23.53040034870779,-23.53039561922024,-23.53025262996493,-23.53022077513783,-23.53018017535286,-23.53016252975311,-23.53016227206259,-23.53014172264966,-23.53007582373447,-23.53003717375427,-23.53002050935749,-23.52993084629875,-23.52991689496941,-23.52988484574127,-23.52985420006964,-23.52982460593583,-23.52981907562556,-23.52974176501646,-23.52957861310787,-23.52955905225695,-23.52950766478687,-23.52949620288462,-23.52947098713123,-23.52928130726513,-23.5291645437106,-23.52915425643792,-23.52910696854642,-23.52908247510847,-23.52907288402518,-23.52892823325504,-23.52892113830291,-23.52880234400752,-23.52866988395519,-23.52864231226849,-23.52860786810144,-23.5285490921169,-23.52845976971743,-23.52842383306457,-23.52841509308243,-23.52838382611642,-23.52838218148656,-23.52829598052075,-23.52825273711047,-23.52823824493556,-23.52823329538844,-23.52822123382574,-23.52819999645665,-23.52813993698203,-23.5279522796413,-23.52794597644004,-23.52786665899882,-23.52769283730591,-23.52768103265479,-23.52763348597796,-23.52759012897522,-23.52747482136266,-23.5274302082852,-23.52742879094843,-23.52734772117007,-23.52728844957164,-23.52725903299919,-23.52723217132549,-23.52723072598607,-23.52719794413497,-23.52709836701447,-23.52690103100933,-23.52689509261913,-23.52685922041741,-23.52680134628596,-23.52676238171017,-23.52673778216916,-23.52664012446341,-23.52658964912257,-23.52648193088094,-23.5264035551317,-23.52630642240271,-23.52629223078942,-23.52619042672918,-23.5261075100884,-23.52608789203137,-23.52601123102263,-23.52600858341822,-23.5259699975248,-23.52595781010715,-23.52591169810235,-23.52585381837709,-23.52570060611524,-23.52569539620503,-23.52560658538916,-23.52558072833697,-23.52557140695574,-23.52548080336663,-23.52547118819619,-23.52544316613574,-23.52542876006815,-23.52535883754742,-23.52535288088691,-23.52535252410637,-23.52521943692642,-23.52520905703859,-23.52517318118779,-23.52512293359494,-23.52505543417437,-23.5250455421384,-23.52504164129597,-23.52496580113924,-23.52487353766817,-23.52486568219815,-23.52485971745753,-23.52477764273867,-23.52468862113182,-23.52468838057328,-23.5246641385678,-23.5245563672734,-23.52430820161642,-23.52420779617473,-23.52420549826393,-23.52414487752882,-23.52406963825183,-23.52405138546438,-23.5240192194707,-23.52398692018171,-23.52397025659,-23.52394599512716,-23.52389729910557,-23.5238655088295,-23.52385994109238,-23.52371731191255,-23.52359061150835,-23.52357274929584,-23.52351290576994,-23.52349457584701,-23.523438861296,-23.52315777563379,-23.52314469103527,-23.52296982069356,-23.52292354286206,-23.52289700205225,-23.52285148032211,-23.52284009434534,-23.52275816986986,-23.52272852411684,-23.52269576366215,-23.52257042829828,-23.52256924507327,-23.52246677964441,-23.52245582393926,-23.52237973767103,-23.52234061820575,-23.52231969313152,-23.52228468236858,-23.52225245797745,-23.52211658938186,-23.52207346590666,-23.52197783333025,-23.52194421054593,-23.52192001303872,-23.52166498695022,-23.52154460435148,-23.52154004341396,-23.52153987930432,-23.52145675690013,-23.52142224932681,-23.52133312840931,-23.52114704400114,-23.52097819157018,-23.52089232181079,-23.52072495607175,-23.52060552735291,-23.52046804233336,-23.52045198613468,-23.52043844370904,-23.52043348353363,-23.52041006050896,-23.52037683130077,-23.52031032590556,-23.52028040739554,-23.52021389428963,-23.51997594705605,-23.51995453281058,-23.51986871621974,-23.51966506110262,-23.51955757685806,-23.51943354233597,-23.51921070636201,-23.51919318504589,-23.51917010830186,-23.51909746504298,-23.51904648600913,-23.51900515519527,-23.51893566287796,-23.51891636478149,-23.51889993987828,-23.5188449946195,-23.51874484021542,-23.51870665519701,-23.51868747737037,-23.51865496410495,-23.51863525406905,-23.51858165831268,-23.51854392701045,-23.51844008565828,-23.51833180985304,-23.51829649940922,-23.51826658713519,-23.51818223151519,-23.51808859140465,-23.51803615164853,-23.51802010869821,-23.51785667889076,-23.51772049568224,-23.51767696043402,-23.51767033875858,-23.51766252021198,-23.51764636147317,-23.51764300121214,-23.51749958930358,-23.51749485807657,-23.51748678878716,-23.51748517541332,-23.51744862428309,-23.51734415478188,-23.51719550809534,-23.51702258112065,-23.51693358942602,-23.51684794253675,-23.51672944347777,-23.51660025727027,-23.51649499563771,-23.51645222398037,-23.5164047227284,-23.5162951389626,-23.51623671000383,-23.51623316811166,-23.51618748499349,-23.51603188997711,-23.51600942352298,-23.5159779002381,-23.51593693086251,-23.5158866944003,-23.51587138597784,-23.515745677711,-23.51568493781539,-23.51567607238805,-23.51562982228005,-23.51562982228005,-23.51561244157365,-23.51545915244909,-23.51545395083798,-23.515283983306,-23.51528265832235,-23.51500651134732,-23.51494276234891,-23.51490989188812,-23.51481711349263,-23.51477567974978,-23.51476791010142,-23.51476011856927,-23.51469915477194,-23.51460889429324,-23.51455919066742,-23.51449133642087,-23.5144865677303,-23.51444547339852,-23.51419155036292,-23.51405620319808,-23.51402973131884,-23.51390937480831,-23.51387705958752,-23.51381439737668,-23.51371939586319,-23.5136227076998,-23.51362202287107,-23.51361162567539,-23.51359890288362,-23.51359211396714,-23.5134974016135,-23.51338063784063,-23.51322759885043,-23.51317760074774,-23.51310113664635,-23.51307753783698,-23.51306602618851,-23.5130421007653,-23.51297446615503,-23.51278444180859,-23.51273727012188,-23.51265554244209,-23.51260577057977,-23.51250583826918,-23.51245973126613,-23.51245733521404,-23.51230213331165,-23.51223128836715,-23.51222906922023,-23.51221858633258,-23.51220780313036,-23.51220692157078,-23.51209835633906,-23.51197494921189,-23.51196609358015,-23.51192940840816,-23.51187783149391,-23.51183808399145,-23.51175571168281,-23.51161645469503,-23.51151757750734,-23.51151156248394,-23.51146221696752,-23.51137589423537,-23.51135307747446,-23.51121324471153,-23.51120389131012,-23.51120189258384,-23.51119226210475,-23.51116412097601,-23.51093399100751,-23.51092169835769,-23.51086004925187,-23.51082440244575,-23.51069320494907,-23.51068374080093,-23.510630743633,-23.51056158921295,-23.51053897025126,-23.51053162200872,-23.51049100082878,-23.51039575430555,-23.51031736421042,-23.5102368888233,-23.51020765344548,-23.51018649579868,-23.51010786952278,-23.51006270881976,-23.51001559627655,-23.50998834007918,-23.50998780438062,-23.50996887233635,-23.50994839490356,-23.50993470495328,-23.50992906504991,-23.50983995240275,-23.50978858539193,-23.50964306493641,-23.50946619400506,-23.50945857820765,-23.50936207852278,-23.50932423596373,-23.50897566910354,-23.50894270389388,-23.50893894612542,-23.50886721645323,-23.50886157830248,-23.50883338978464,-23.50873433614695,-23.50865232997364,-23.50864330501799,-23.50860498440908,-23.50846749738403,-23.50839430391456,-23.50832107138194,-23.5083110437503,-23.50828707287881,-23.50816628533509,-23.5081361903299,-23.50813524220881,-23.50813343364586,-23.5081190300754,-23.50803013065077,-23.50790081921917,-23.50782287674618,-23.50778714390822,-23.50771886161046,-23.50771857828984,-23.50759509451358,-23.5075531122473,-23.50752671152904,-23.50748494792546,-23.50735758081717,-23.50734650596733,-23.50721744615213,-23.50720325938489,-23.5071480542849,-23.50697691302585,-23.50689802138286,-23.50688330545598,-23.50681868900656,-23.50678667606669,-23.5067202810533,-23.50663153259694,-23.50655625612319,-23.50655231708135,-23.50653852037114,-23.50647547455896,-23.50644915506374,-23.50644157362566,-23.50637609698347,-23.50634888692875,-23.50610424248411,-23.50584944415511,-23.50583014708683,-23.50565448255847,-23.50559796845306,-23.50554888859988,-23.50554795017668,-23.50545892812067,-23.50545422042998,-23.50529126004673,-23.50521986198309,-23.50521646260827,-23.50518939891041,-23.50501951707933,-23.50497852091677,-23.5048912112042,-23.50486890861526,-23.50474886714104,-23.50473849635927,-23.50466052978243,-23.50450860970405,-23.50446649871479,-23.50442216582312,-23.50440434872082,-23.5043850341285,-23.50432881186953,-23.50430617845905,-23.50427875802991,-23.50423166280527,-23.50408858627113,-23.50407390342452,-23.50407287649565,-23.50401239552803,-23.50398483876719,-23.5039844788676,-23.50397313981227,-23.5038966586834,-23.50384157387845,-23.50371906481274,-23.50355323505828,-23.50345930646506,-23.50335558030624,-23.50325736152087,-23.50324023410271,-23.50323598837744,-23.50321955287018,-23.5032057601499,-23.50315759430395,-23.5031441742866,-23.50301982653593,-23.5028476300931,-23.50280386175202,-23.50275729886273,-23.5027546265632,-23.5027230373824,-23.50269192488431,-23.50263505404677,-23.50258211113102,-23.50257131476807,-23.5024473428182,-23.50243054445295,-23.50240352278453,-23.50236337518236,-23.50231885102247,-23.50231616295398,-23.5022987127478,-23.50224822474882,-23.5022061742251,-23.50217383069566,-23.50213380069976,-23.50212556913061,-23.50198109293588,-23.50194675411806,-23.50180568783496,-23.50174557463863,-23.50174430714342,-23.50162114043104,-23.50150145483842,-23.50143714374697,-23.50132291015115,-23.50132092953486,-23.50113158753629,-23.5011239418858,-23.50100871876348,-23.50098842553621,-23.50096776361414,-23.50093691036352,-23.50087450667397,-23.50084054463077,-23.50076770890873,-23.50074294436079,-23.50069966216975,-23.50065650537136,-23.50034763516487,-23.50031207346477,-23.50021259579294,-23.50016492784016,-23.50014237012941,-23.50006424470662,-23.50004966943102,-23.50002826693859,-23.49997629407479,-23.49993790539782,-23.49990045339548,-23.49987909571351,-23.49985940137531,-23.49982913020709,-23.4997640181805,-23.49971822107626,-23.499702301795,-23.49956917108081,-23.49940173107458,-23.4993915260227,-23.49934383210794,-23.49928771412702,-23.49927014041715,-23.49922524734079,-23.49916290388503,-23.49914339815007,-23.49908122442093,-23.49906268978474,-23.49897837799431,-23.49889643158341,-23.49886499179762,-23.49885855999824,-23.49879608893553,-23.49878920186773,-23.49875432423627,-23.49861326740886,-23.49852069408211,-23.49850503582925,-23.49831803726827,-23.49830914117729,-23.49829640876436,-23.49826308491997,-23.49826168271756,-23.49822769820598,-23.49813981604856,-23.49809915521164,-23.49805927271426,-23.49801559981232,-23.49799947800704,-23.49795733183238,-23.49795326926181,-23.49793218940606,-23.49789023594944,-23.4977966152943,-23.4977397422524,-23.49767041990316,-23.49765103215497,-23.4975816061938,-23.49754465032283,-23.49751898346693,-23.4974482900255,-23.4973976708331,-23.49738571835049,-23.49736136522832,-23.49731650068855,-23.497314211412,-23.49727521679855,-23.4972009971138,-23.49707799139454,-23.49706387038927,-23.49682777054895,-23.49670765994968,-23.49653038446322,-23.49646860368892,-23.49634685583083,-23.49627641099811,-23.4962113109326,-23.49621127162249,-23.49620124398744,-23.49616630900311,-23.49614649201779,-23.4961102056473,-23.49603520471457,-23.49586308777146,-23.49585483227933,-23.49584133260363,-23.49582505888581,-23.49578647616129,-23.4957247176304,-23.49570370617884,-23.49570138088231,-23.49564747034898,-23.49563098807611,-23.49555928969022,-23.49555654861146,-23.49546423987318,-23.49545507196503,-23.49538106666858,-23.49537983856133,-23.49537356420473,-23.49536204342706,-23.49532145559458,-23.49529642945715,-23.49523752805908,-23.49521444079494,-23.49481691642555,-23.49476044251903,-23.49470229403577,-23.49468611464117,-23.49464896181692,-23.49459706456804,-23.49459706456804,-23.49450896066173,-23.4943819149182,-23.49425223951164,-23.49423390444223,-23.49422263932583,-23.4941967589976,-23.49415771585286,-23.49403466917498,-23.49399221618444,-23.49397773208075,-23.49379694614944,-23.49374057311592,-23.49373599823425,-23.49371885142068,-23.49370398743919,-23.49368509081092,-23.49366255558067,-23.49355178533012,-23.49349597395716,-23.49346386270857,-23.49330302205809,-23.49320528589879,-23.49305791256633,-23.49305416825461,-23.49304868290792,-23.49302509597308,-23.49299277278702,-23.49287747096435,-23.49285143776326,-23.49280801147167,-23.49269969912071,-23.49269052755523,-23.4926878556952,-23.49257821580191,-23.49256132493956,-23.49249121473466,-23.49242091377659,-23.49235240349402,-23.49228045530088,-23.49208198891801,-23.4920587791635,-23.49202403381399,-23.49200316465636,-23.49199755703245,-23.49195468585189,-23.49187083497904,-23.49180038294133,-23.49172443685033,-23.49161847661669,-23.49138635112907,-23.49136560620481,-23.49133213112546,-23.49131237538734,-23.4912938769211,-23.49127675316709,-23.49126147205834,-23.49111562501218,-23.49104156884047,-23.49096926878351,-23.49090034004066,-23.49083513612948,-23.49083086554849,-23.49077673830996,-23.49075874535679,-23.49071001859112,-23.49066870653631,-23.49066350344621,-23.49062647660712,-23.49052938186882,-23.49047803573068,-23.49046826593474,-23.49046179346477,-23.49045621988291,-23.49041264036325,-23.49035365530362,-23.49033360790094,-23.49020198025113,-23.49016519418267,-23.49011613272595,-23.49004174460817,-23.48998008219533,-23.48994341978198,-23.48994256672414,-23.48993071323527,-23.48979966563079,-23.48976062442575,-23.48971544535606,-23.489687895881,-23.48965996001442,-23.48948989209006,-23.48941907621829,-23.48933522999979,-23.48929698571296,-23.4891057880299,-23.48904874926991,-23.48898688498679,-23.48898398749638,-23.48893208264274,-23.48887564674339,-23.48871189894442,-23.48866385800238,-23.48851487384984,-23.48848879285802,-23.48828973823172,-23.48823412826624,-23.48805491276905,-23.48800697128367,-23.48800287823144,-23.48798815884837,-23.48797217669172,-23.48777582590965,-23.48775847628631,-23.48774996610704,-23.48773257115275,-23.48761470851277,-23.48742211547328,-23.48741125450329,-23.48736938005588,-23.48712573099144,-23.48701298666036,-23.48700476158065,-23.48692629249448,-23.48686598302112,-23.48680400920038,-23.48678708500294,-23.48668514826368,-23.48661452194737,-23.4865741468999,-23.48651650648118,-23.48647716520544,-23.48622892552946,-23.48615570545952,-23.48614939323604,-23.48611145466222,-23.48606715232523,-23.48603650517337,-23.4860220040904,-23.48598549192137,-23.48598303129983,-23.48588989302351,-23.48584548105029,-23.48581649547979,-23.48555369372784,-23.48552818907987,-23.48552606404895,-23.48549047246887,-23.48539708033282,-23.48535531743175,-23.48530328070373,-23.4852615428957,-23.485222804707,-23.48512579021217,-23.48497650740309,-23.48496867423557,-23.48496773734536,-23.48488200012992,-23.48487511192365,-23.4848681269674,-23.48477659087994,-23.48476970021791,-23.48462056971313,-23.48450505504119,-23.48445637925961,-23.4843906819734,-23.48429119182165,-23.48424560902267,-23.48402318286465,-23.48399524579755,-23.48398280079573,-23.48392434035238,-23.48389471587814,-23.4838499287337,-23.48378780266842,-23.48377506819901,-23.48371847694876,-23.48369544176451,-23.48367405026139,-23.48358337557171,-23.48351735870932,-23.48336277385581,-23.48329950458346,-23.48322763278342,-23.48301553679173,-23.48294043270338,-23.48288734724817,-23.48284143507815,-23.48283670260179,-23.48281926340363,-23.48275035070137,-23.48272229501907,-23.48271441228537,-23.48264053753708,-23.48263111978117,-23.48255993586803,-23.48255551983193,-23.48253007819116,-23.48252299767236,-23.48244388001676,-23.48219971455626,-23.48217750017867,-23.48210332606749,-23.48200957368023,-23.48194431842173,-23.48179174946683,-23.48174084665137,-23.48164866446445,-23.48163665026994,-23.48160906817956,-23.48159963547886,-23.48155043504951,-23.48150571954789,-23.4813140161452,-23.48129761859541,-23.48124700544078,-23.48123768102669,-23.48117231839493,-23.48115800015399,-23.48104825677402,-23.48098467835333,-23.48089053752832,-23.48085301366459,-23.48082370587595,-23.48067042467005,-23.48066727783142,-23.48030331546238,-23.48024255920138,-23.4801303512794,-23.4799889573795,-23.4799348872844,-23.47991576052497,-23.47985622560967,-23.47972043266996,-23.47970169105813,-23.47965941225739,-23.47947833132236,-23.47940989305469,-23.47939851792805,-23.4793542420899,-23.47933264315115,-23.47932357125712,-23.47923482606581,-23.47903766699499,-23.47900912041765,-23.4789100497379,-23.47883890337314,-23.47880292332648,-23.47874715075275,-23.47874415112702,-23.47873697087252,-23.4787250537795,-23.47870480306975,-23.47853873640821,-23.47824424090556,-23.47817508804517,-23.47813090302306,-23.47795550890625,-23.47794321610489,-23.47775361366238,-23.47771925532528,-23.47769375281237,-23.47765611968741,-23.47763837187343,-23.47762645429373,-23.47758896115733,-23.47757819572213,-23.4775490628778,-23.47752139072528,-23.47747057032342,-23.47727335147389,-23.47726669756091,-23.47724526219936,-23.47714886777436,-23.47714402853587,-23.47706280279882,-23.47706013088405,-23.47693366026075,-23.4769006396533,-23.47687573682863,-23.47685708805263,-23.47685143591487,-23.47674132085855,-23.47665480012931,-23.47657331683569,-23.47641794122354,-23.4761421472931,-23.4760883756792,-23.47604955504838,-23.47604465569587,-23.47602294896687,-23.47598321496973,-23.47581667178495,-23.47570138986225,-23.47567347689037,-23.47564798960681,-23.47556020730693,-23.47549861453998,-23.4754956302924,-23.47546185528507,-23.47539927558814,-23.47538938651983,-23.47534253342138,-23.47533993901644,-23.47532548628,-23.4751702706815,-23.47511415552852,-23.47502247303331,-23.47461326906396,-23.47455695468453,-23.47447986408073,-23.47418698892084,-23.47403034937185,-23.47383686606938,-23.47370268623455,-23.47369187339809,-23.47367050335908,-23.47361985211631,-23.47361504186344,-23.47361099950276,-23.47360566614985,-23.47353065420714,-23.47349044390299,-23.47312248319719,-23.47306977592608,-23.47300309621814,-23.47299453120031,-23.47289605523658,-23.47281465844907,-23.47270051549843,-23.47264130837401,-23.47260260405969,-23.4724876319456,-23.47243170810637,-23.47241609421032,-23.47241456704583,-23.47238113559377,-23.47233458368271,-23.47208025174721,-23.47198839337584,-23.47194835273753,-23.47193621030126,-23.47189487591659,-23.47183449911026,-23.47175267109472,-23.47174879024136,-23.47162561491296,-23.47152487827027,-23.4715099947833,-23.47145177342965,-23.47133885424759,-23.47122848463772,-23.47120534528199,-23.47120504099927,-23.47077712192759,-23.47069304030025,-23.4706194760466,-23.47055027234913,-23.46996881755337,-23.46994427716733,-23.46981128157568,-23.46969889118785,-23.46961287649219,-23.46961287649219,-23.46931158161913,-23.46925364042156,-23.46920499798719,-23.46920035865787,-23.4691970125977,-23.46919072070781,-23.4691228896165,-23.46884421165266,-23.46871929983053,-23.46870426001278,-23.46845470087405,-23.46839154940018,-23.46837495610026,-23.46817509806932,-23.46816674910152,-23.46806529097348,-23.46792290023141,-23.4678519058316,-23.46779032289521,-23.4677327464099,-23.4676821314479,-23.46766798656223,-23.46750514982143,-23.4674371196892,-23.46739796995751,-23.46722004273536,-23.46720773363376,-23.46705177563329,-23.46698848750759,-23.46694149172864,-23.46687349566677,-23.46668062006934,-23.46661620440815,-23.46654633897085,-23.46650324108299,-23.46638167766197,-23.46610529967464,-23.46582809101465,-23.46570002027146,-23.46551592940762,-23.46535113147831,-23.46523562706653,-23.46503945141154,-23.46501681691783,-23.46488958636906,-23.46480505992266,-23.46463105370234,-23.46453258347806,-23.46450870889903,-23.4642549273677,-23.4642047077766,-23.46417836336766,-23.46403681426368,-23.46398390913653,-23.46397582978411,-23.46395541802283,-23.46395358833034,-23.46378750531798,-23.46377508861393,-23.46370323028585,-23.46369115983586,-23.46361133214069,-23.46351377163694,-23.46348286623704,-23.46336881154139,-23.46322982743523,-23.46300549914994,-23.46298587101743,-23.46282749747678,-23.46280703085924,-23.46279677207411,-23.46272446367412,-23.46272446367412,-23.46256464093037,-23.46244270363606,-23.46240955571473,-23.46239370984546,-23.46237885246071,-23.46233583222787,-23.46227027716141,-23.46226583678213,-23.46206441736653,-23.46204920003212,-23.46171345670187,-23.46169318781783,-23.46157340363592,-23.46156810573742,-23.46155702752419,-23.46138379695273,-23.46119305435284,-23.46106586104942,-23.46088943960335,-23.46072407799677,-23.46064579991048,-23.46043303739967,-23.46029737967392,-23.4602660755833,-23.46009453860665,-23.4600926130059,-23.46008572299817,-23.46000023745653,-23.45999643122022,-23.45995995800319,-23.459866676795,-23.45986541606345,-23.45986512806074,-23.45979057930204,-23.45971574337467,-23.45960481825392,-23.45956619003818,-23.45936416826581,-23.45917304668518,-23.45902794763594,-23.45901472098675,-23.45894682084613,-23.45883545371276,-23.45840856173953,-23.45811932550877,-23.4580850527479,-23.45798406535257,-23.45789626461763,-23.4578436788239,-23.45764303526319,-23.45763629568371,-23.45763338134832,-23.45761890747314,-23.45741327540276,-23.45739407644841,-23.45732615662608,-23.45718751566614,-23.45716353928026,-23.45706943828794,-23.45687840560757,-23.45687101380118,-23.45684669771692,-23.45682094005969,-23.45681436635574,-23.45654480246296,-23.45649656069816,-23.45632474871195,-23.45627691482976,-23.45616003992265,-23.45589627791164,-23.45586145851284,-23.45573521347466,-23.45545123283488,-23.4554284772036,-23.4553157978349,-23.45502574621651,-23.45494410609724,-23.45490839994205,-23.45480242605347,-23.45476695670024,-23.4547372509702,-23.45470653310775,-23.45463848837876,-23.45444747938124,-23.45443381403723,-23.45438412886653,-23.45438319307002,-23.45410626410378,-23.4540831175407,-23.45397580032306,-23.45396166381212,-23.45391829897258,-23.45367712624098,-23.45358450633275,-23.45353681848212,-23.45353468486184,-23.45350533151448,-23.4533376867257,-23.45332396857464,-23.45292929995693,-23.45292929995692,-23.45287450317579,-23.45279310725615,-23.45263613463318,-23.45262865978541,-23.45226454006022,-23.45220266549706,-23.45203458939662,-23.45198742890589,-23.45197323675552,-23.45185792436555,-23.45162804335916,-23.45147158468721,-23.4513838180495,-23.45135228570348,-23.45135041804102,-23.45131923094328,-23.45129248165737,-23.45115172332369,-23.45111206318409,-23.45097362599632,-23.45085923626503,-23.45076404650133,-23.45067331117907,-23.45066535209802,-23.4499620824192,-23.44990733896687,-23.44972136038604,-23.44903975679646,-23.44893008246758,-23.44882068441022,-23.44874587507587,-23.44804126461349,-23.44796348535282,-23.44779912579924,-23.44760897674173,-23.44743061592135,-23.4472850993467,-23.44720245920557,-23.4471717579753,-23.4469773760785,-23.44689834148904,-23.44677836093921,-23.44649199582464,-23.44646114640251,-23.44633830342132,-23.44622800499184,-23.44588174360123,-23.44570552343754,-23.44569993335935,-23.4456553822526,-23.44535593798942,-23.44510437226291,-23.44506862966483,-23.44501077899471,-23.44500136439268,-23.4449398204427,-23.44488202081774,-23.44479984733434,-23.44464030466936,-23.44427168944221,-23.44412578142203,-23.44402867248359,-23.44349823847404,-23.44346685771239,-23.44289081420097,-23.4426698623348,-23.4424929527507,-23.44213019589603,-23.4420083856015,-23.44176853642412,-23.44174075913739,-23.44158650764916,-23.44153163009705,-23.44151347975244,-23.44085545543619,-23.44060796141197,-23.44053398829078,-23.43964659816539,-23.43916869300753,-23.4391041730197,-23.43895779105247,-23.43873668133923,-23.43861738831344,-23.43849893588831,-23.43814244373377,-23.43807906097576,-23.43804960863323,-23.43795488428735,-23.43790944962683,-23.43761453221721,-23.43684179965344,-23.43671111369407,-23.43667506446612,-23.43666388027887,-23.43653710730747,-23.43631473968891,-23.43615378404397,-23.43558003295824,-23.4351050757407,-23.43480138584428,-23.43472429518774,-23.4343705160196,-23.43425487514481,-23.43390533639205,-23.43376238830237,-23.43363735781087,-23.43361882390171,-23.43354752315602,-23.43350078364711,-23.43345048635143,-23.43240455998619,-23.43232802530459,-23.43187044137024,-23.43186747405496,-23.43151405240387,-23.43113060537282,-23.43103068704822,-23.43080142098121,-23.43007624446694,-23.42996353626274,-23.42970978593195,-23.42948394621735,-23.42948031215479,-23.42946359631356,-23.42904627603962,-23.42880265355717,-23.42874008108624,-23.42831976067617,-23.42829148947653,-23.42790122569011,-23.42772117436937,-23.42771464779158,-23.42758013219902,-23.425555705619,-23.42549832261633,-23.42547707716589,-23.4249441083876,-23.42482038097288,-23.42413885933309,-23.42248646391639,-23.42244230452721,-23.42213622622353,-23.42187372775352,-23.42132104612557,-23.42057198396441,-23.42039504807698,-23.42010584722878,-23.41982630810494,-23.4191679016103,-23.4189654102501,-23.41861386678535,-23.41804655874353,-23.41795010551561,-23.41780922915544,-23.41769571482058,-23.41747190845969,-23.41736792674435,-23.41623040382339,-23.41598366730682,-23.41588502710393,-23.4153469988441,-23.41486737241995,-23.41480037621688,-23.41462023237625,-23.41453163504732,-23.41443277328126,-23.41377002177333,-23.41376398480769,-23.4137429095008,-23.41330692533915,-23.41304547340984,-23.41291430618596,-23.41289154834567,-23.41218422471149,-23.4121327444948,-23.4113463313012,-23.41064892061352,-23.41063336529339,-23.41018623240637,-23.40962038329087,-23.40961107615343,-23.40953216939436,-23.40951041754561,-23.40944414305796,-23.40919766415043,-23.40919757420049,-23.40918698773067,-23.40898871307981,-23.40857294282905,-23.40829212924171,-23.40761908799287,-23.40759380422852,-23.40740155497924,-23.40719628617989,-23.40702664592897,-23.40685795968701,-23.40660939835652,-23.40630652331735,-23.40521606423942,-23.40515578052359,-23.40507135707182,-23.40491554233569,-23.40463243548767,-23.40457935790557,-23.40425794388176,-23.40404595977174,-23.40383591429107,-23.4030477324338,-23.40206452220367,-23.40158741531338,-23.40126751381884,-23.40069745064373,-23.40050924019611,-23.39996271197025,-23.39928048418671,-23.3987751210253,-23.39824991691327,-23.39784646340762,-23.39633478181447,-23.39622542725864,-23.39560726780438,-23.39370548478192,-23.39318864123693,-23.39316294263535,-23.39314863042592,-23.39274115970801,-23.3925607520833,-23.39180876442213,-23.39147363636922,-23.39126794679656,-23.39123314589431,-23.39116944489374,-23.39099271619536,-23.3908648121337,-23.39060657974744,-23.38993747414578,-23.38957426114359,-23.3891304354913,-23.38877804716619,-23.38865081814658,-23.387797682667,-23.38764489367103,-23.38547671177382,-23.3853839463372,-23.38380237708849,-23.38303233769734,-23.38261585567166,-23.38247209396673,-23.38246850923064,-23.38132680560381,-23.38085998598585,-23.37812187269465,-23.37765025519468,-23.37736701726915,-23.37630526271187,-23.37545128088151,-23.37543665012392,-23.37433512061224,-23.3742327444972,-23.37393210304467,-23.37365705879862,-23.37338177327644,-23.37212556129064,-23.37150161423472,-23.37087914790087,-23.37043312563561,-23.37019500194067,-23.36805920825005,-23.36707562108238,-23.36601727317898,-23.36334322917601,-23.36294511334581,-23.36127423991518,-23.36066565604887,-23.36033442262856,-23.35771609464741,-23.35714828982301,-23.35560135374003,-23.35497165968148,-23.35287277313191,-23.35279502953995,-23.35221574181483,-23.3497771668369,-23.34848851922884,-23.34799720811544,-23.34785606897095,-23.34696576375597,-23.34614685372782,-23.34603440540425,-23.34495591219923,-23.34400083421551,-23.34333798469784,-23.34306491377604,-23.34039490390489,-23.34023461327358,-23.33899359949065,-23.33845623094751,-23.33753492697181,-23.33496114653664,-23.33480311433315,-23.33442980017073,-23.33379130425222,-23.33177705443753,-23.33133681639531,-23.33126668325342,-23.33110483289029,-23.32978886075259,-23.32972168623208,-23.32925509762943,-23.32912758636168,-23.32857615757614,-23.32849394642998,-23.32745224081872,-23.32741781349766,-23.32639397549643,-23.32536295758268,-23.3253124613449,-23.32520158274583,-23.3248666025131,-23.32445428160795,-23.32358568902633,-23.32351271033363,-23.32337559003021,-23.32299073292915,-23.32283297535036,-23.32271518156817,-23.32193163736479,-23.3211102202451,-23.32095844713044,-23.32082113092027,-23.32080313226176,-23.32009707606123,-23.31968627467901,-23.31915885364448,-23.31899426548102,-23.31880961442724,-23.31832277744808,-23.31814778205777,-23.31812709264708,-23.31800216647371,-23.31709063911144,-23.31673734586543,-23.31639284525052,-23.31630593498917,-23.31604732376374,-23.31577307924926,-23.31562454590437,-23.31473870066156,-23.31356290136734,-23.31348044480512,-23.31346770557391,-23.31346228841874,-23.31333627048108,-23.31260107304635,-23.31247663924116,-23.31244604730659,-23.31233789179588,-23.31205147436025,-23.31178472358922,-23.31127857267108,-23.31108343286346,-23.31069725085469,-23.30904479649092,-23.30846878023605,-23.30789027036785,-23.30777292449427,-23.30769154828074,-23.30596830781442,-23.30580727103307,-23.30564187389513,-23.30522948714977,-23.30505092573572,-23.30452269862072,-23.30391730289924,-23.30391690984931,-23.30386860736336,-23.30310633022113,-23.30263088298063,-23.30231825231695,-23.30183212586677,-23.30143739479244,-23.30130968232421,-23.3000366080716,-23.29903706720065,-23.2984057385199,-23.29830353703169,-23.29806172409854,-23.29714964671475,-23.29692374044081,-23.29672502298007,-23.29659765211565,-23.2965014918086,-23.29642655318469,-23.29555501494987,-23.29514000027348,-23.29503551208868,-23.29453059645563,-23.29391479733706,-23.29357565667083,-23.29325904218272,-23.29280191175141,-23.29073705736522,-23.29032398900966,-23.28962398452943,-23.2895548269244,-23.28912595631193,-23.28855392504092,-23.28830157251496,-23.28787804247055,-23.28778653925781,-23.28742694830572,-23.28734323896442,-23.28726350771727,-23.28672008885518,-23.28625424632168,-23.28594398187703,-23.28575287763412,-23.28552994091732,-23.28521272523395,-23.28488398943229,-23.28403169947532,-23.28399143086774,-23.28371951440474,-23.28347574480209,-23.28345685542576,-23.2831637647373,-23.28284336745419,-23.282017820423,-23.28159666174227,-23.28153607141156,-23.28136827025927,-23.27983623436763,-23.27923042916181,-23.27882714108679,-23.27756719775759,-23.27735576545101,-23.27727985641277,-23.27710025701748,-23.27677183448267,-23.27663032336227,-23.27624272499319,-23.27563241364792,-23.27531070122368,-23.27522488448188,-23.27462787763309,-23.27405948499479,-23.27363606364073,-23.2732745636597,-23.2731984469799,-23.27301592741071,-23.27292528013996,-23.27269245094571,-23.27268656214656,-23.2716351041832,-23.27155180020732,-23.27144471439252,-23.27041451512645,-23.26996560122729,-23.26974701207065,-23.2697082798542,-23.26943510327935,-23.26875591379556,-23.26773336289166,-23.26758773800529,-23.26731640762335,-23.26702945622198,-23.26640620191997,-23.26633321034074,-23.26581320776453,-23.26556549925668,-23.26519420999561,-23.26423044293181,-23.26400295956227,-23.26386755843271,-23.26311574285444,-23.26294239409221,-23.26262440283631,-23.26180122727617,-23.26168303044727,-23.25897417592523,-23.25813123618297,-23.25772741443964,-23.25742668953554,-23.25659349695241,-23.25521418062186,-23.25272723937816,-23.25254379197341,-23.25106076832807,-23.25098718512441,-23.24793202744251,-23.24740332174398,-23.2466806873142,-23.24357410358363,-23.2434015301964,-23.23667342929889,-23.23514303296678,-23.23378678072191,-23.23250501509972,-23.23105187961805,-23.22740608608312,-23.22675838825933,-23.22615684992226,-23.2245033458487,-23.22437200231134,-23.22429835753478,-23.22402943032572,-23.22310017153819,-23.22105145572802,-23.22087285327807,-23.2187022290397,-23.21686067703018,-23.21631528677145,-23.21579486313284,-23.21567530932747,-23.21288607140714,-23.21199047441578,-23.21174633273221,-23.21133615786935,-23.21096762896891,-23.20947127891648,-23.20898891576817,-23.20869086669646,-23.20829136368842,-23.20772001373933,-23.20648945739114,-23.20504089340484,-23.20410386960932,-23.20274626766998,-23.20253812948808,-23.20226809216727,-23.20172512827406,-23.20134101930891,-23.20128136696906,-23.2009320730757,-23.19956290910682,-23.1989794113255,-23.19820343035484,-23.19800832733373,-23.196538915281,-23.19633561785223,-23.1955728871984,-23.19555204818236,-23.19512100576103,-23.19481431742845,-23.19377886349629,-23.19350547115315,-23.19290374910452,-23.1919646264528,-23.19056614837584,-23.18942041690237,-23.18840962890586,-23.18605172347782,-23.18545241916594,-23.18538719138743,-23.1834899556503,-23.18117141546331,-23.18116107729665,-23.18106178183431,-23.18052125110059,-23.18044128850191,-23.17955823303294,-23.17953148994561,-23.17830010088749,-23.17800047517619,-23.17639710613475,-23.17397191923417,-23.17365980834384,-23.17113410864847,-23.17082213418427,-23.17008419945806,-23.16966805871732,-23.16626190378539,-23.16505973881919,-23.16413757078279,-23.16195430694798,-23.16067506668806,-23.15909267656986,-23.15836742843691,-23.15799497201463,-23.15730622830591,-23.1554064394861,-23.15508948167051,-23.1524633151899,-23.15035227717095,-23.14826830452353,-23.14737776856767,-23.141731401854,-23.14172824841051,-23.14170693300737,-23.13954022830061,-23.13882462895721,-23.13832469721414,-23.13827698917557,-23.13811351020843,-23.13767653867356,-23.13656484373607,-23.13411287780509,-23.13270142940845,-23.13034900456728,-23.1277768926163,-23.12501622898133,-23.12437674038101,-23.12312247891051,-23.12310664151529,-23.1228091829088,-23.12125750907193,-23.11797132164228,-23.11682443690131,-23.11639934914992,-23.11520026657051,-23.11473052430801,-23.11406169684072,-23.112732633479,-23.11271842909693,-23.11203088124565,-23.11189686292529,-23.11060228608734,-23.10977796769474,-23.10933890064396,-23.10720468644924,-23.10678531334135,-23.10639223787465,-23.10624149454021,-23.10463140520373,-23.10458489621287,-23.10411481958403,-23.10384502008944,-23.10326536345083,-23.10313569053769,-23.10225857673757,-23.10162100644003,-23.10048918278328,-23.10036072961865,-23.09837859623612,-23.0973656590392,-23.09668301410691,-23.09649225460163,-23.09537257517733,-23.0949971618552,-23.09382498347004,-23.0931768072255,-23.09211529017179,-23.09203454007478,-23.09189651161821,-23.09049868053098,-23.08998348577017,-23.08992524585618,-23.08888207089016,-23.08872861708508,-23.08822366023779,-23.08772711862367,-23.08638116789286,-23.0863391564841,-23.08620415529677,-23.08550507419915,-23.08508941952949,-23.08484822172952,-23.08479670259089,-23.08453818471604,-23.08220815480097,-23.08189502948993,-23.08105501870794,-23.08002008159005,-23.0795112278234,-23.07926990359549,-23.07716643508907,-23.07559202343948,-23.07552200184021,-23.07451956740896,-23.0742695444906,-23.07380330577253,-23.07332874057688,-23.0717654869864,-23.07086402487931,-23.07065442573723,-23.07022862893657,-23.06998862013084,-23.06872539429635,-23.06753266758488,-23.06647103810752,-23.06597470979562,-23.06208581908838,-23.06185340896599,-23.0616712576859,-23.06107639693415,-23.05906115091085,-23.05780264486127,-23.05753412468932,-23.0558608520058,-23.0557836879189,-23.05515168059584,-23.05134573323098,-23.04955173261455,-23.04849087688912,-23.04826806621512,-23.04745414714813,-23.04608520211331,-23.04441715118306,-23.04264719378123,-23.0424322063245,-23.04154706798455,-23.04063332966264,-23.04025231555284,-23.03972972608239,-23.03962846115363,-23.03953616627656,-23.03943812541669,-23.03876670092714,-23.03736684007348,-23.03554338749235,-23.03551391382112,-23.03445476857438,-23.03410041877054,-23.03250537927779,-23.03214216117352,-23.03147727948153,-23.02980736106754,-23.02783030149171,-23.02776650841334,-23.02763342716547,-23.02493387065307,-23.02428090518156,-23.02280604912434,-23.02212710610226,-23.02047073733489,-23.01997035777431,-23.01910724342464,-23.01786388523696,-23.01758622252829,-23.01751924067968,-23.01711990936431,-23.01665240366243,-23.01564701182897,-23.01553540122101,-23.01480742988809,-23.01324210463786,-23.01298650422646,-23.01293030523876,-23.01271991772283,-23.01227022929621,-23.01200874342929,-23.01194226332376,-23.0108034993264,-23.0101312579605,-23.00997795869719,-23.00969908883634,-23.00953559392521,-23.00947497991475,-23.00941760046388,-23.00840784820609,-23.00806884144786,-23.00784148512967,-23.00775092111679,-23.00634450771728,-23.00618154361846,-23.00557080617662,-23.00548173834103,-23.00534114145481,-23.00518743064446,-23.0049905225767,-23.00432965880639,-23.00377516366031,-23.00366266722437,-23.00365666838398,-23.00330174027689,-23.00325860785314,-23.00303148883768,-23.0028598587367,-23.00126761701063,-23.00123690831294,-23.00061899109568,-23.00024212773006,-23.00020257591201,-22.9989723374239,-22.99748379485896,-22.99662815948334,-22.99599813649958,-22.99583501566858,-22.99576186030152,-22.99480946924378,-22.99421860418413,-22.99379870037583,-22.99371758651143,-22.99362341917972,-22.99113296401604,-22.99073734829478,-22.99061703336358,-22.99046924798533,-22.9903630240108,-22.99004850815858,-22.98825737588945,-22.9879151473329,-22.98649369639925,-22.98649369639925,-22.98610509885266,-22.98531202260655,-22.98487658625069,-22.98470598279763,-22.98466377656021,-22.98444114989482,-22.98443912857742,-22.98416017609255,-22.98408240878211,-22.98392343049867,-22.98284371340203,-22.98247302090695,-22.98214021654738,-22.98210232841188,-22.98194469977677,-22.98175444793326,-22.98135836538106,-22.98130119736324,-22.98121294137304,-22.98106325956779,-22.98068801756359,-22.98056296317437,-22.98031162983633,-22.98027055155439,-22.98018478731885,-22.97994384964084,-22.97990032972109,-22.97965461972775,-22.9790211808901,-22.97892332081421,-22.97841522971715,-22.97774492891905,-22.97702862454598,-22.97545814072231,-22.97541925232711,-22.97510045616461,-22.97506771067069,-22.97498488374376,-22.97446802175342,-22.97446615711151,-22.97444581137058,-22.97413138758236,-22.97383432126233,-22.97331934160024,-22.97287384631736,-22.97277234041519,-22.97259565560156,-22.97256399836683,-22.97217712773934,-22.97110094258499,-22.97095249728448,-22.97040273837388,-22.9695000031031,-22.96914820115267,-22.96902837325792,-22.96892996702177,-22.96838929901803,-22.96779813516716,-22.96767360462037,-22.96762597140851,-22.96751044844727,-22.96720014217137,-22.96709130800095,-22.96693362123087,-22.96682769684434,-22.96669955681108,-22.96619236089961,-22.96603490002229,-22.96600110470843,-22.9658902766357,-22.96571567280818,-22.96558619184266,-22.96550432697566,-22.96545384915681,-22.96520509360642,-22.96483495864169,-22.96480278309771,-22.9643786312402,-22.96400610563266,-22.96356603137059,-22.96284379043934,-22.96280377855388,-22.96271293881479,-22.96134503409605,-22.9600102155058,-22.9593308949425,-22.9591763410606,-22.95853780501236,-22.95824685287591,-22.95814977271702,-22.95735385930446,-22.95721825808972,-22.95685190582306,-22.9566056495752,-22.9565929719624,-22.95654497008028,-22.95610379641452,-22.95598449469055,-22.95594398656866,-22.95443133381517,-22.95442842940335,-22.95440868548141,-22.95427820760966,-22.95410558214419,-22.95308218823227,-22.9530708100645,-22.95264549810749,-22.95260981760148,-22.95182638762885,-22.95178619027699,-22.95160188753168,-22.95116316531688,-22.95115200845083,-22.95097062040013,-22.95084468077828,-22.95005017710918,-22.9494184338897,-22.94931988993887,-22.94923036239725,-22.94921626511125,-22.94856570290517,-22.94846970975822,-22.94846910030558,-22.94823833181119,-22.94779800632107,-22.94765443256199,-22.94750254943685,-22.94736087021475,-22.94721019444198,-22.9463573555351,-22.94626727954731,-22.94622116479278,-22.94589410293566,-22.94543210758204,-22.94534420357427,-22.94503552262656,-22.94460537113836,-22.94457633335577,-22.94438940969433,-22.9439588035687,-22.94338467090066,-22.94310641504543,-22.94273300250208,-22.94267317709418,-22.94231195138326,-22.94221164408158,-22.94201063901168,-22.94185552230192,-22.94140355109201,-22.9411555966564,-22.94106109197318,-22.94061686421916,-22.94046212644051,-22.94038299392597,-22.93942997754596,-22.93915296433019,-22.93885655949137,-22.93866607601413,-22.93852652134523,-22.93845834691675,-22.93789996632962,-22.93768625306417,-22.93739161662062,-22.93729797325282,-22.93691091371265,-22.93685983573083,-22.93642560919205,-22.93625549186665,-22.93615390975268,-22.93613261680773,-22.93526347623966,-22.93517026970304,-22.93505848017408,-22.93474494507816,-22.93470983353281,-22.93464894999394,-22.93457602299788,-22.93453521955736,-22.93419921529388,-22.93405278393479,-22.9339990748957,-22.9331056624521,-22.93249321644976,-22.93198016932755,-22.93195334182427,-22.93153375857187,-22.93129428181601,-22.93125565114198,-22.9310708108932,-22.93102569180272,-22.93102348123286,-22.93089421692127,-22.93071117485196,-22.93034778933072,-22.93017458401669,-22.93017427826792,-22.92956446372173,-22.92938378520931,-22.92899941363903,-22.9284131316606,-22.928303307294,-22.92791884821094,-22.92777932523722,-22.92700535031622,-22.92668402323646,-22.9266393266322,-22.92635744398443,-22.92625882525727,-22.92625659532195,-22.92610775291927,-22.92600502136488,-22.9259428864185,-22.92496986205362,-22.92496986205362,-22.92466477380604,-22.92458360526485,-22.92451050972751,-22.92401542829238,-22.92398967658638,-22.92391649241729,-22.92375654835559,-22.92368923724333,-22.923671061855,-22.92367106185499,-22.92360827745678,-22.92345398569026,-22.9233842972809,-22.9233556417761,-22.92275898098941,-22.92255591041081,-22.92238075113531,-22.92220055891845,-22.92212084770928,-22.92200642517056,-22.9218997965782,-22.92173204829064,-22.92131978426367,-22.92092853275933,-22.92018633283454,-22.92000252235775,-22.91974562608373,-22.91973437055113,-22.91961810551607,-22.91958123617072,-22.91957476261591,-22.91947341080244,-22.91934258444982,-22.9193376551367,-22.91863600041784,-22.91818988167744,-22.91816741998529,-22.91777034040885,-22.917530927853,-22.91750488776345,-22.91734026122363,-22.91695729706111,-22.91689708484027,-22.91684074570215,-22.91679214318689,-22.91624456473872,-22.91566933091613,-22.91478726617711,-22.91450844782074,-22.91439065092508,-22.91428296653683,-22.91425500946327,-22.91407351775641,-22.9140200060427,-22.91373119718309,-22.91330794567774,-22.9132211037494,-22.91314902753287,-22.91297783634994,-22.91297442535444,-22.91285701073433,-22.91269429212533,-22.91259530719709,-22.91259168660638,-22.91245167423653,-22.91236954491343,-22.91224320405223,-22.91224198054703,-22.91166963475216,-22.91163569455388,-22.91160218033381,-22.91150171276762,-22.91148503866567,-22.91127562068369,-22.91112547982951,-22.91111940006949,-22.9110328213164,-22.91059689042523,-22.91003832558709,-22.9099494896574,-22.90987393908255,-22.90957243765549,-22.90948305698301,-22.90936912513257,-22.90931077424213,-22.90869650356516,-22.90844528508845,-22.90830858763459,-22.90817403280522,-22.90814957185282,-22.90787506147104,-22.90761984496378,-22.90749454533334,-22.90742646003482,-22.90682845367693,-22.90661934344799,-22.90657594693189,-22.90641221748073,-22.90637417061494,-22.90613439833116,-22.90601575067141,-22.90581172416715,-22.90569623942045,-22.90568600024909,-22.90504644394413,-22.90503857930972,-22.90500211639409,-22.90499344590393,-22.90493675256665,-22.90491038177537,-22.90446171011454,-22.90437708368826,-22.9042691390604,-22.90421980044341,-22.90421369248141,-22.90399569141674,-22.90399569141674,-22.90360047196506,-22.90346032314552,-22.90324481661885,-22.90320075238725,-22.90306310094257,-22.90282318077602,-22.90266218017562,-22.90265768897671,-22.90256593354824,-22.90233157426179,-22.90229091385257,-22.90210659815283,-22.90207695424411,-22.901877440576,-22.90178148194564,-22.90168479208546,-22.90165983948702,-22.90125781010044,-22.90120937940166,-22.9011995477464,-22.90074270257361,-22.9006237676799,-22.90029672495591,-22.90024700400979,-22.90015128626482,-22.89982953390922,-22.89952439510988,-22.89945802156581,-22.89910598867195,-22.89905412382894,-22.89897972246695,-22.89892925223835,-22.89892108854126,-22.89877760407366,-22.89853933540845,-22.89853531925577,-22.89848473131792,-22.89838731739939,-22.89820867762602,-22.89798974016889,-22.89776174134118,-22.89771508330022,-22.89752196170239,-22.89738838719939,-22.8972372325489,-22.8972372325489,-22.89691414133176,-22.8964631877728,-22.89640784288119,-22.89632848053299,-22.89632327899467,-22.89632305663318,-22.8962319861788,-22.89620288125079,-22.89610851632631,-22.89608958418597,-22.89595302313655,-22.89560484133116,-22.89552021849294,-22.89524485967227,-22.89512617328995,-22.89500060780138,-22.89499864011196,-22.89490962921127,-22.89480299365888,-22.89478760770509,-22.89454965781108,-22.89442355697212,-22.89433959920376,-22.8942153041908,-22.89397728801661,-22.89397515944693,-22.89396440825411,-22.89392045911028,-22.89384803253408,-22.89370323658224,-22.8937011455631,-22.8937011455631,-22.89348624508981,-22.89331608578523,-22.89314885311464,-22.89290587600686,-22.89279160564971,-22.89263110411781,-22.89259267702881,-22.89225751745229,-22.89224848003651,-22.89211918659813,-22.89205755456594,-22.89128970912568,-22.89093836436223,-22.89044829208524,-22.89038490604727,-22.89016085352436,-22.88998422832266,-22.88998236045834,-22.88997965325122,-22.88976260419128,-22.88962788350659,-22.88930320841837,-22.88926749326183,-22.88922927868442,-22.88918177352332,-22.88871912995883,-22.88869745778228,-22.88841315571488,-22.88836867261115,-22.88824925026602,-22.8881924582158,-22.88780267804541,-22.88753798552459,-22.88744258227838,-22.8869529116336,-22.88681393225493,-22.88659325431333,-22.88658041606038,-22.88654522617883,-22.88645864857024,-22.88639342502583,-22.88628701436756,-22.8861757881407,-22.88599881416403,-22.88593419631651,-22.88593339499682,-22.88587220038676,-22.88582831371247,-22.88577552669339,-22.88548385187386,-22.88543771705454,-22.88460270536805,-22.88433305340309,-22.88391841315306,-22.88389467843657,-22.88385334415563,-22.88331793518069,-22.88327023685682,-22.88293828358117,-22.8828767826158,-22.88273562430899,-22.88245881232083,-22.88245539011392,-22.88244291575678,-22.88243614479021,-22.8822591385017,-22.88188843504765,-22.88170855771708,-22.88166297959637,-22.8814818751053,-22.88092774881833,-22.88050053092918,-22.88047650268009,-22.88036748952471,-22.88011865584895,-22.87997875045682,-22.87954930124118,-22.87947674705334,-22.87922689320265,-22.87922054417216,-22.8791772451625,-22.87908334200399,-22.87907528708003,-22.87873543265548,-22.87873532488418,-22.87863691496327,-22.87816915718994,-22.8781461569946,-22.87804331949652,-22.87793235260004,-22.87791746428932,-22.87782250112632,-22.87780261754765,-22.87777517954262,-22.87751529574331,-22.87741215304781,-22.8773975253753,-22.87697969977576,-22.87663503197003,-22.87620977024279,-22.87598170475497,-22.87593847841456,-22.87581493362719,-22.8753558465787,-22.87518071840644,-22.87517503985885,-22.87511783534157,-22.87488165840449,-22.87434734947144,-22.87422241437539,-22.87360963107723,-22.87350715228709,-22.87340901049044,-22.87298357656728,-22.87235458768108,-22.87216705136316,-22.87205966697286,-22.87197547433111,-22.87178460618622,-22.87153751725694,-22.87144109880102,-22.87101928398656,-22.87101813471798,-22.87093410934107,-22.87089342940422,-22.87085601200714,-22.87067512100277,-22.87044820264357,-22.87030532910802,-22.87028331384691,-22.87018889067053,-22.87009814901396,-22.87000636720115,-22.86965694518422,-22.86940966621501,-22.86867015326329,-22.86842136453437,-22.86836381426365,-22.86791527640039,-22.86791527640039,-22.86782548778561,-22.86701104551035,-22.86694533825819,-22.86657256320263,-22.8663912970642,-22.86605277327737,-22.86567306509222,-22.86512080573539,-22.86489982483798,-22.86486541105725,-22.86474934383549,-22.86469879535166,-22.86435505255422,-22.86430252226121,-22.86398451494475,-22.86387076999147,-22.86343492846253,-22.86307523136957,-22.86305592280701,-22.86278047164436,-22.86236910186352,-22.86223483609752,-22.86209078632198,-22.86207117720982,-22.86163858593398,-22.86072626731292,-22.86037660176917,-22.86017401021674,-22.85993374941289,-22.85991049972782,-22.85982795409807,-22.85965331431261,-22.85947088281792,-22.85942521955797,-22.85926645726612,-22.85918299393417,-22.85913049325116,-22.85835543832897,-22.85826717262727,-22.85798998347003,-22.85770633346565,-22.85753738472352,-22.85740792114335,-22.85733189125403,-22.85708276487565,-22.85620371453252,-22.85547822328911,-22.85534509298971,-22.8551358500261,-22.85503249705697,-22.85463669192417,-22.85387973916863,-22.85385144400097,-22.8538459625365,-22.85364693155448,-22.85342761742471,-22.85332826176321,-22.85332248950828,-22.85304226263337,-22.85283889664949,-22.85280103675185,-22.85269560544485,-22.85214352640945,-22.85178574906954,-22.85123122560904,-22.85109676327036,-22.85106228596877,-22.85095155203994,-22.850770856037,-22.85069880641289,-22.85000255449931,-22.84984365215036,-22.84942286859225,-22.84903455460218,-22.84842225037652,-22.84825657231105,-22.84750022158305,-22.84712452713872,-22.84642588963609,-22.84606476402831,-22.84599841759641,-22.84588387363754,-22.8458671869452,-22.84555651896418,-22.84541093922482,-22.84516995720277,-22.84416513205862,-22.84410299270375,-22.84391441168265,-22.84373140637614,-22.8432861377694,-22.84251003329592,-22.84232187678776,-22.84230016004733,-22.84207289300327,-22.84162388029282,-22.8415391442124,-22.84146868829085,-22.84119404823571,-22.84110834196305,-22.84103615023977,-22.84085769372568,-22.84041117115666,-22.84009812443422,-22.83996055296056,-22.8396852659843,-22.83935055960945,-22.83935055960945,-22.83922650739657,-22.83906700788218,-22.83902730987094,-22.83876664259939,-22.83791177652518,-22.8377393208825,-22.83765386906495,-22.83755935408488,-22.83704483251568,-22.83695850725554,-22.83682807124316,-22.83582848761887,-22.835696540771,-22.83504285077506,-22.83463324022867,-22.83427156601059,-22.8338340042933,-22.83378877676251,-22.83316111009063,-22.83295298757183,-22.83290297152516,-22.83260534906004,-22.8322251368484,-22.83206806076451,-22.83152726894586,-22.83133712549359,-22.83098871947552,-22.83065608217072,-22.83056395389642,-22.83009223551078,-22.82947184801702,-22.8293512767104,-22.82904691291946,-22.82881191535289,-22.82843864075753,-22.82772754660082,-22.8277265510171,-22.82748194717018,-22.82714919061321,-22.82706446915878,-22.82666297562433,-22.82570251752049,-22.82564949544464,-22.82461909143957,-22.82383918425472,-22.82342076393518,-22.82316908005648,-22.82281142205321,-22.82262430684136,-22.8221365108088,-22.82140872173288,-22.8213856363149,-22.82128960157338,-22.82125995626301,-22.82124753376768,-22.82076240961128,-22.82055683980226,-22.82027720659127,-22.82003338976378,-22.81949144895205,-22.81948106298113,-22.8194481093076,-22.81929147155507,-22.81926169355244,-22.8189069265348,-22.81861639435994,-22.81851467906579,-22.81799186292258,-22.81762359087853,-22.81685068947453,-22.81665686020085,-22.81662825484205,-22.81624790075628,-22.81572408485963,-22.81539353642395,-22.81535622352685,-22.81527255333473,-22.81478763449219,-22.81465309875304,-22.81419262248133,-22.81405397128306,-22.81388871143013,-22.81382105979965,-22.81366708036613,-22.81349696231808,-22.81321783833821,-22.8131993917351,-22.81315246690653,-22.8130814021041,-22.81280473901681,-22.81249234447968,-22.81170318788945,-22.81145621722834,-22.81112347829558,-22.8111210300632,-22.81099839763803,-22.81002954616468,-22.80981035611303,-22.80951766434877,-22.80950073174208,-22.80931715348173,-22.80929567410274,-22.8092803637171,-22.80878018901832,-22.8083044291334,-22.80802990401903,-22.80794794860136,-22.80791081625367,-22.80665572244927,-22.80662422714147,-22.80597341277987,-22.80576900351771,-22.8057625532764,-22.80570663175383,-22.805308252046,-22.80486286271774,-22.80462139272945,-22.80431496230764,-22.80425706833509,-22.80412109871028,-22.80367015623033,-22.80351101290303,-22.80347565421381,-22.8033504817047,-22.80276772976624,-22.80164222999227,-22.80149570286645,-22.80137351233121,-22.8004228182147,-22.80038692546635,-22.80012558975328,-22.80001317939465,-22.79976013043715,-22.79835084305232,-22.79811558143935,-22.79777839220466,-22.79765605749528,-22.79705192396206,-22.79669066207596,-22.79660286583244,-22.79650174707549,-22.79629033350867,-22.79612913604517,-22.79612260022051,-22.79583417251553,-22.7950785051535,-22.79496926102461,-22.79367354642019,-22.79357602214079,-22.79249083598364,-22.79236684945154,-22.79178634994376,-22.79115902200433,-22.79108894458042,-22.79106925051549,-22.79089221312869,-22.79064677765426,-22.79055313296728,-22.79046925687479,-22.79033381201438,-22.7900819429952,-22.78988059417565,-22.7896529219758,-22.78931522758975,-22.78851170276054,-22.78845736896033,-22.78798822953335,-22.78768837569014,-22.78727630139065,-22.7870893310077,-22.78653273791092,-22.78643116071504,-22.78632247860562,-22.78628161256624,-22.78577888954105,-22.78560078515678,-22.78540692093292,-22.78503597435333,-22.7846703338512,-22.78457612899693,-22.78456265700059,-22.78401552867978,-22.78335138297888,-22.78315358395092,-22.78216791549054,-22.78186968966466,-22.78170709631038,-22.78130043658109,-22.78073612968291,-22.7802224937121,-22.78016279197431,-22.77931633111753,-22.77894416698459,-22.77828714265392,-22.77816175546349,-22.77814678640116,-22.77776602762561,-22.77767719983202,-22.77726777889779,-22.77725605509212,-22.77709488090256,-22.77706694665691,-22.77638839949547,-22.77592220595458,-22.77519333195786,-22.77507107560728,-22.77412502707916,-22.7735214191938,-22.7734596794809,-22.77340230558587,-22.77339791492674,-22.77328132742342,-22.77287223514696,-22.77209935726771,-22.77178693570658,-22.7711058034543,-22.77075741016515,-22.77052473878619,-22.77006491680425,-22.77003407525849,-22.769761724281,-22.76960146949544,-22.76960146949543,-22.76960017971,-22.7692389862532,-22.76860148071074,-22.76838538540516,-22.767878146745,-22.76775547240037,-22.76657248480372,-22.76580597634655,-22.76538805577464,-22.76511172315687,-22.76497490445016,-22.76452043290213,-22.76442865582453,-22.76428975859273,-22.76405759011258,-22.76349660045772,-22.76287427435325,-22.76240169452735,-22.76189528927168,-22.76149082223366,-22.76126818411086,-22.76126789699252,-22.7608389361195,-22.75968574616233,-22.75945387444939,-22.75921438099317,-22.75865949445597,-22.75852224848171,-22.7584056941374,-22.75807913856637,-22.75802643377173,-22.75788292012536,-22.75769296858045,-22.7575145149257,-22.7574077930847,-22.75739662652191,-22.75709691277636,-22.75677623430587,-22.75641397681851,-22.75638336270923,-22.75587652233678,-22.75567249304659,-22.75549974414299,-22.75533868869221,-22.7551063244127,-22.75493762177713,-22.75487328866302,-22.75455659447897,-22.75434344727127,-22.75412194394888,-22.75411758328793,-22.75370081032649,-22.75365868027963,-22.75357485336587,-22.75345124407542,-22.75330448652415,-22.75252714149444,-22.75249988943649,-22.75248279903602,-22.75239603605178,-22.75192349422986,-22.75120844006973,-22.75112889373036,-22.7511163216362,-22.75111160607102,-22.7509503065897,-22.75024157015651,-22.75023975706019,-22.75023820140783,-22.75019628085652,-22.750167811642,-22.74959582358746,-22.74948188668903,-22.74938378345285,-22.74926103464565,-22.74919369674164,-22.7489466206339,-22.74889076354041,-22.74883794768303,-22.74878510574231,-22.7482791791705,-22.74788950490292,-22.74765536654002,-22.74709052661111,-22.74634079394244,-22.74627400162665,-22.74567514622483,-22.74505018345025,-22.74498697417717,-22.74403040563982,-22.74373907712192,-22.74371498675422,-22.7436469198625,-22.74347562547855,-22.74345546985677,-22.74326776541863,-22.74295031341016,-22.74294782078503,-22.74248129310771,-22.7420377488226,-22.74166838074578,-22.74151163316785,-22.74102601762666,-22.74100679492528,-22.74095127698239,-22.74090063654044,-22.74060229553914,-22.74032548616481,-22.74026492614537,-22.73987798156068,-22.73962521457062,-22.7395793666599,-22.73912014531751,-22.73909644362374,-22.73905151742256,-22.73864548911647,-22.73805414919297,-22.73800117354833,-22.7378823853966,-22.73755924382916,-22.73738877505413,-22.7373370320114,-22.73724580824453,-22.73671929055514,-22.73602012722026,-22.73595274251212,-22.73591992474976,-22.73578083363829,-22.73569440043516,-22.73533223560745,-22.73533148939793,-22.73530872425651,-22.73521870942802,-22.73507776952581,-22.73506396921331,-22.73449702243286,-22.73381526820578,-22.73373117887529,-22.73314491394497,-22.73313436218342,-22.73309151455437,-22.73307786504663,-22.73223237271496,-22.73168322783582,-22.73149487681548,-22.73116848461293,-22.73114383240998,-22.73098895310133,-22.73089307532096,-22.73089307532096,-22.73084992306352,-22.73072947526187,-22.73036490590292,-22.73004862963322,-22.72953022730884,-22.7293974724831,-22.72927766291159,-22.72902923051274,-22.72900691849156,-22.7288301166658,-22.72798311843865,-22.72779727417407,-22.72777921195433,-22.72749509133351,-22.72674986946931,-22.7265203412345,-22.72649218939075,-22.72619433455312,-22.72595185576499,-22.72591927501642,-22.72546659818089,-22.72507969243157,-22.72482408621595,-22.72470103328506,-22.72398694854633,-22.72382652621296,-22.72371260550726,-22.72351123290818,-22.7230667989856,-22.72295608948178,-22.72281828179387,-22.72277955303024,-22.72232746595846,-22.72188039295052,-22.72160527976842,-22.72149589575073,-22.72062533010144,-22.72046602061707,-22.72038480806717,-22.71884157108849,-22.71869874105048,-22.71845447873864,-22.71802861019754,-22.71769036507631,-22.71737712510739,-22.71708005610544,-22.71690158165374,-22.71628887719102,-22.71611597159808,-22.71547698104856,-22.71538558398837,-22.71386092511667,-22.7125342435385,-22.71230675457505,-22.71226158285931,-22.71192787043256,-22.7113078008679,-22.71090073690886,-22.71090073690886,-22.71072154468618,-22.70999458452112,-22.70978866356843,-22.70950681506173,-22.70930987178346,-22.70870210066257,-22.70840127232151,-22.7081915940706,-22.70786967771492,-22.70747631732395,-22.70741012491201,-22.70697055871153,-22.70596026208645,-22.70574388779395,-22.70505949330375,-22.70402450099492,-22.70350739511343,-22.70312796665164,-22.70286437220505,-22.70142395223432,-22.70112532819454,-22.70025070817845,-22.69891816985142,-22.69779444296121,-22.6969098294197,-22.69640960174661,-22.69633343449897,-22.69632334256051,-22.69580382907742,-22.69511222848384,-22.69400855622228,-22.69370930904985,-22.69368277179141,-22.69356461962243,-22.69341273790854,-22.69294884489288,-22.69233394639702,-22.69233134928256,-22.69170299159458,-22.69151895446721,-22.69105254913262,-22.68974162468531,-22.68973193307238,-22.68817178316981,-22.68727550672023,-22.68543014267829,-22.68450772983073,-22.68358467046409,-22.68356381660314,-22.68345055122797,-22.68332248100305,-22.68320829858776,-22.68266173895312,-22.68259079049055,-22.68228640883574,-22.68185408096538,-22.6809778671,-22.6802414339606,-22.67954546745054,-22.67702753470597,-22.67647360100043,-22.67642478470849,-22.67614726760053,-22.67568027378032,-22.6749107167218,-22.67449400410116,-22.67373240752545,-22.67367247295803,-22.6736532769223,-22.67206791185116,-22.67164263350668,-22.67066808633434,-22.67016479309783,-22.67010031139566,-22.67005207442684,-22.66951051838989,-22.66935392860677,-22.66791687806374,-22.66709520383874,-22.66577382523546,-22.6655860999343,-22.66390211127087,-22.66386173928505,-22.6632991804878,-22.66320763021825,-22.66250811128709,-22.66139092899994,-22.66035215112893,-22.66003863059351,-22.6596882553007,-22.65954574226225,-22.65952493041108,-22.65891497732938,-22.65815606716074,-22.65739937232149,-22.65683606911731,-22.6556622939674,-22.65550234306452,-22.6545713161462,-22.65410603965445,-22.65362737697551,-22.65269624941897,-22.6525357703222,-22.65241446252391,-22.65181465633809,-22.65141951649658,-22.65025079795448,-22.64959409389471,-22.64955062644431,-22.64899735245553,-22.64833860054026,-22.64563319490629,-22.64536208900904,-22.64530376193324,-22.64520106741496,-22.64495965518853,-22.6448068092249,-22.64453905034815,-22.6438955448154,-22.64373828349399,-22.64304993221191,-22.64186583498097,-22.641854186411,-22.640052989499,-22.63949888592055,-22.63887775891837,-22.63876728053192,-22.63866731630842,-22.63855440197675,-22.63746113941411,-22.63675962777661,-22.63601681822644,-22.63517083859032,-22.6335555,-22.63304600943613,-22.63266113161192,-22.63027166411941,-22.62644552570238,-22.62500096799093,-22.62425914893622,-22.62387459446618,-22.62086490867415,-22.62025243250331,-22.61960986278591,-22.61793189377494,-22.61740665729201,-22.61593315501295,-22.61526849716203,-22.61505908257727,-22.61483382699214,-22.61462113779526,-22.61384923072915,-22.61206015389207,-22.61187390884463,-22.60989767663875,-22.60890713530282,-22.60728606434383,-22.60641462588199,-22.60561843199777,-22.60248155257249,-22.60230694826004,-22.60144304535506,-22.6000042592819,-22.59912233055667,-22.59637304014358,-22.59458966931233,-22.59381281247852,-22.59365074826412,-22.59128608480469,-22.58972543721362,-22.58724456187613,-22.58659014768716,-22.58571452261527,-22.58522667525332,-22.58415126755634,-22.58382565067616,-22.58269647876208,-22.58228728902746,-22.58130159981288,-22.5799858221109,-22.57977108892484,-22.57911350767951,-22.57812624091892,-22.57807210421951,-22.57595964197359,-22.57450988806526,-22.57443396453599,-22.57388249227218,-22.5729752918517,-22.571208,-22.57120786162834,-22.57072148150253,-22.57062177137925,-22.57019403842886,-22.56963967288154,-22.56819591425783,-22.56722614291387,-22.5659647615925,-22.56533121404091,-22.56427240395348,-22.56342060286866,-22.56282525014635,-22.56280227845789,-22.56205882485407,-22.56188515306719,-22.56115136720201,-22.56075502288163,-22.56012148352309,-22.55907208815268,-22.55890038815183,-22.55599140405969,-22.55568472318865,-22.55306336971265,-22.55271204345989,-22.55257661345575,-22.55204237694447,-22.55153371356613,-22.55124525869923,-22.55101493109428,-22.54846525003565,-22.54694149670649,-22.54656816043516,-22.54568085822919,-22.54554988186208,-22.54473295711965,-22.54339748379948,-22.54281336931745,-22.54260779650103,-22.54079651100627,-22.53999061499976,-22.53899161396081,-22.53751105077504,-22.53726500213941,-22.5369804973768,-22.53635385343386,-22.53437204788649,-22.53320113902048,-22.53226374576554,-22.53171669268402,-22.53103824757694,-22.53040165755906,-22.53016794387631,-22.52966149799331,-22.52902710501884,-22.528934117386,-22.52771807849314,-22.527613435195,-22.52744156376057,-22.52698655046023,-22.52639727434516,-22.52604630747886,-22.52561648418416,-22.52480536148283,-22.52474427740121,-22.52439827456722,-22.52433128143339,-22.52424789468128,-22.52346667051296,-22.52341229265341,-22.52279907282805,-22.52187001385752,-22.52173019961933,-22.52047813103026,-22.52044984882392,-22.51897352084067,-22.51709757245827,-22.51618721317426,-22.5159298772125,-22.51585639044493,-22.51582487874234,-22.51454665728784,-22.51434319606603,-22.51409344764157,-22.51404073957211,-22.5129762027936,-22.5122893871536,-22.51203824012139,-22.51199207678125,-22.51133845226004,-22.51023078819747,-22.50918626790369,-22.50904359141813,-22.50852400516028,-22.50813163708028,-22.50774953233488,-22.50773318999878,-22.50767872860576,-22.5075878608153,-22.50646590216844,-22.50604035948804,-22.50603969196868,-22.50361111458606,-22.50218363248224,-22.50023299795502,-22.49962751488955,-22.49880222714304,-22.49727971719039,-22.49698456394848,-22.49695278988366,-22.49611422384375,-22.49559004218904,-22.49482242836935,-22.49327136373581,-22.49018190736126,-22.48980237558531,-22.48963724197897,-22.48962087997728,-22.48950701991021,-22.48914688650258,-22.48891967735235,-22.4885547667576,-22.48781772335238,-22.48686328543566,-22.48619767441374,-22.48612509701373,-22.48571064399082,-22.48439489419429,-22.48176356448013,-22.48157520971052,-22.48135290922491,-22.48003731907611,-22.47953658479948,-22.47945755126941,-22.47929703113676,-22.47869598643678,-22.47853564306146,-22.47715346396926,-22.47699222538948,-22.47672381237821,-22.47642512076811,-22.47556263589043,-22.47512616601276,-22.47500025748093,-22.47491722216941,-22.47435920578577,-22.47420950335791,-22.47416584983119,-22.47312504012114,-22.47167222401044,-22.47150966453406,-22.47147348398906,-22.47103731856853,-22.47084905149232,-22.47005242552343,-22.46876502877718,-22.46646850318552,-22.46614289634535,-22.46524225917617,-22.46444719888521,-22.46408927672888,-22.4639977750614,-22.46344408356424,-22.46274852367581,-22.46155960199464,-22.46084917625432,-22.45872398369711,-22.45821985180523,-22.45676023935656,-22.45664580940743,-22.45659620643451,-22.45654260697647,-22.45598196972745,-22.45551658751012,-22.45320481228245,-22.45218411511999,-22.45189566117594,-22.45166476714554,-22.4506860166421,-22.44913569446829,-22.44731276878846,-22.44705570747482,-22.44690271885018,-22.44388381953959,-22.44265419909015,-22.44006390697593,-22.43978584339526,-22.43858685778603,-22.43858538226467,-22.43780962831372,-22.43724449758527,-22.43689990837611,-22.43672725315118,-22.43604343688856,-22.43482742125317,-22.43448727902013,-22.43293295615928,-22.43244495989511,-22.43222926280023,-22.43192256573672,-22.43170384885132,-22.43145412941161,-22.43118412282637,-22.4308200132296,-22.43065943529367,-22.43021789812108,-22.4299509636415,-22.42925879921989,-22.42895163024451,-22.42791510409092,-22.42789402472678,-22.42780185401303,-22.4257783610573,-22.42367047726261,-22.42168972978234,-22.42125482604227,-22.42095705596298,-22.42045305075037,-22.42027485697838,-22.42000229151598,-22.41978504655855,-22.41768630779438,-22.41767727466441,-22.41673518879946,-22.41517885946494,-22.41498476226228,-22.41459970679043,-22.41390756121131,-22.41340641205148,-22.41339600173933,-22.41334525372712,-22.41292693577842,-22.4123581934767,-22.41233712287399,-22.4119494702975,-22.41148956731483,-22.40970208156436,-22.40949597372933,-22.40895214371238,-22.40860808108702,-22.40767287308994,-22.40736603676962,-22.40647530951502,-22.40206294607225,-22.40137061609078,-22.40021353511366,-22.39978133652591,-22.39531019834634,-22.3951967286329,-22.39447928412845,-22.39301206342795,-22.39213658183408,-22.39176554058551,-22.3915193770552,-22.39151937705519,-22.39135812066825,-22.39077993681502,-22.38979601940348,-22.38859269795691,-22.38718867836576,-22.38686498362749,-22.38575636630497,-22.38505428485323,-22.38481948304227,-22.38466363389022,-22.38343651404282,-22.38340773030762,-22.38204501360491,-22.38172754419395,-22.3809923951412,-22.3795317664953,-22.379486304301,-22.37849011300643,-22.37808344246995,-22.37806431372837,-22.37702555839219,-22.37464535184195,-22.37383470058595,-22.37245657727006,-22.37006124500208,-22.3697541179653,-22.36916997475874,-22.36916997475874,-22.36802459723341,-22.36678609093001,-22.36604064950583,-22.36584450665411,-22.36547844230865,-22.36496322337893,-22.36459021058877,-22.36303328352552,-22.36285710032291,-22.36028399502049,-22.35993449495865,-22.35899014347415,-22.35631412319846,-22.35605528854832,-22.35581397080511,-22.3553591274651,-22.35406719356518,-22.35382705222181,-22.35120018506468,-22.35009722433237,-22.34990807798938,-22.3480131169951,-22.34719449804867,-22.34704114409611,-22.34640471097112,-22.34576696836454,-22.34435841415908,-22.34221243604626,-22.34136919849581,-22.34076068807875,-22.33978411439518,-22.33945160439278,-22.33939751193792,-22.33906623751589,-22.33852928975817,-22.33839856933212,-22.33661386546843,-22.33652517561203,-22.33642322037987,-22.33625019177183,-22.33479319250691,-22.33277427705416,-22.33216741599278,-22.3320306119761,-22.33188344990011,-22.33098509272633,-22.33080055859467,-22.32839355562775,-22.32810184283327,-22.32774039344284,-22.32659149568671,-22.32648905215892,-22.32554921158233,-22.32379486622952,-22.32363276814184,-22.32342916812479,-22.32318399262165,-22.32247412421866,-22.32211536215604,-22.32200116138025,-22.32133471065279,-22.31973741475695,-22.31946024297867,-22.31716400057867,-22.31706207892158,-22.31576375825697,-22.31513966004397,-22.31442445502393,-22.31437940711168,-22.31126718888387,-22.31073247410254,-22.30955528850061,-22.30936436047332,-22.30891409822217,-22.30835884244474,-22.30720356619802,-22.30635236646333,-22.30620091607491,-22.30582383339193,-22.30520365716113,-22.30449012443575,-22.30424086489495,-22.30319494158605,-22.30314894263443,-22.30198128297921,-22.30184559032217,-22.30040339053102,-22.29876543776058,-22.29686848058783,-22.29679275024809,-22.29677947794383,-22.29612614613957,-22.29515174281066,-22.29471390499049,-22.29436029817343,-22.29292920770179,-22.29290511335314,-22.29283798246839,-22.29251614479422,-22.29131931113091,-22.28820720388089,-22.28819825638381,-22.28814666432369,-22.2866933739327,-22.28640235708559,-22.2855643581907,-22.28542556359061,-22.2853108854179,-22.28479683466109,-22.28381320525324,-22.28303811019071,-22.28247757464414,-22.28215496803832,-22.28155598332901,-22.27848530503032,-22.27731398591303,-22.27585608748067,-22.27524896702239,-22.27461769878298,-22.27329376985776,-22.26990375851767,-22.26889273967007,-22.26869638067641,-22.26655682191526,-22.26644264507621,-22.26258413023529,-22.25427859501532,-22.25200259601456,-22.25168254151179,-22.25167779016187,-22.25129432768523,-22.25087122494672,-22.25035168457587,-22.24943572709243,-22.24930099517336,-22.24854448723026,-22.24803852373245,-22.24779540294427,-22.24729682639875,-22.2472109395068,-22.24641247849389,-22.24590640740014,-22.24588527451921,-22.24567408631582,-22.24370799929241,-22.2424339735635,-22.24181364397858,-22.24170675068277,-22.23970284151166,-22.23952171087241,-22.23908954041371,-22.23802521827311,-22.23770063984844,-22.23692886617169,-22.23678607602293,-22.23508280072691,-22.2350430736762,-22.23455857964727,-22.23438342537476,-22.23364880879934,-22.23113294696884,-22.22996262864652,-22.22962237748645,-22.22931064913058,-22.22916748626285,-22.22847579937794,-22.22842321856327,-22.22836086392373,-22.22827551214017,-22.22761602653864,-22.22703448542546,-22.22660334667479,-22.22619800295101,-22.22570680692646,-22.22508693091426,-22.22355041829654,-22.22353743113936,-22.22327861396609,-22.222454492299,-22.22217393101984,-22.22211570256021,-22.22194575701773,-22.22190902409986,-22.22025901735612,-22.21936929891806,-22.21897790645835,-22.21879249888553,-22.21870381651743,-22.21807153723716,-22.2170477354654,-22.21533082341552,-22.21532731180532,-22.21481460112106,-22.21467186660031,-22.21454318095158,-22.21386503213428,-22.21233515440547,-22.21147148356431,-22.2114275489271,-22.21105424345367,-22.21042987201982,-22.20967741639542,-22.20916035441987,-22.20499999999993,-22.20342137980158,-22.20322912952781,-22.20185839938673,-22.1972067661143,-22.19613379711671,-22.19552228481866,-22.19488462906675,-22.19360004247815,-22.19329631370035,-22.19088420322093,-22.19068358078699,-22.18920408703397,-22.18749834789142,-22.18706208675739,-22.18603684719391,-22.18558668174831,-22.18444537327552,-22.18438702136632,-22.18376200255853,-22.18164759931344,-22.17914109168324,-22.1763071967343,-22.17490069988566,-22.17397353701584,-22.17319853411496,-22.17183059346793,-22.1685155677077,-22.16745098318361,-22.16428987434635,-22.15968821079869,-22.15880124499385,-22.15794300260416,-22.15556337614722,-22.1538461974624,-22.1534507974589,-22.14905431938326,-22.14808485846828,-22.14683999218809,-22.14576765744323,-22.14483461907056,-22.14306834447398,-22.14186629540696,-22.1394912025613,-22.13858729901871,-22.13769402066154,-22.13659792734098,-22.1362294598616,-22.13572820128065,-22.13296106009289,-22.13266675070221,-22.12942014080256,-22.12869519182828,-22.12813967180841,-22.12801605802767,-22.12789998955117,-22.12536444276037,-22.12448307795461,-22.12273521177678,-22.12222046181737,-22.12198084053855,-22.12193692965455,-22.1212957855253,-22.12124328966364,-22.11828175878632,-22.11818024684984,-22.11755683642219,-22.11735408564425,-22.11725591000923,-22.11634332589113,-22.11630366081102,-22.11606514580294,-22.11396576318755,-22.11350735363586,-22.11226242384285,-22.11160390684654,-22.11078562728067,-22.11068058093957,-22.11043381051091,-22.10917396709721,-22.10915697043683,-22.10849485565504,-22.10818260838763,-22.10596785387792,-22.10534287355144,-22.10376869093078,-22.10369500768869,-22.10367343012363,-22.10100954188988,-22.10088173605653,-22.1007303049149,-22.10031510183667,-22.0989876380947,-22.09793590396422,-22.0965984041804,-22.09027772242501,-22.08871245763788,-22.08807081088277,-22.0880576468215,-22.08542181656574,-22.08471574581073,-22.08293267892935,-22.08248983246546,-22.08162384952672,-22.07699368740586,-22.0757729596108,-22.07402227056759,-22.07047143353818,-22.06956656262043,-22.06570765762464,-22.06005137835411,-22.0569686617224,-22.05661949919954,-22.05633727327379,-22.05533122883214,-22.05306144446236,-22.04999743685392,-22.04249929113522,-22.03916871157497,-22.03394176340095,-22.03350616336224,-22.03177499552465,-22.03032264278144,-22.02950145575722,-22.02757000089772,-22.02725682220287,-22.0262271166471,-22.01870996108974,-22.01692709785904,-22.01623002107825,-22.01500436480161,-22.01445177696217,-22.01327199468417,-22.01093462817097,-22.00850814387055,-22.00697741180935,-22.00522087024252,-22.00495756618503,-22.00465913046578,-22.00349486530187,-22.00203788238108,-22.00120050686708,-21.99948448466142,-21.99631103414351,-21.99612708191025,-21.99595985955499,-21.99446659828735,-21.99367385726939,-21.991298401699,-21.99020007060543,-21.98917341393432,-21.98786178679433,-21.98682940342147,-21.98676868385827,-21.98476686864408,-21.98344246281804,-21.98168379553046,-21.98092039660215,-21.98080481713224,-21.97884842413177,-21.97692007478666,-21.97589148460335,-21.97436425398935,-21.97422370150005,-21.9740276655432,-21.97316768792279,-21.9727792732171,-21.96983847344107,-21.96780564645769,-21.96345207172735,-21.96166089671874,-21.95943755358642,-21.95564883211609,-21.95505615605571,-21.95428888659763,-21.95405229655631,-21.95150304851164,-21.95050313682301,-21.95032302758369,-21.94855498599183,-21.94854676332669,-21.94513137665399,-21.94309144003516,-21.94207187907338,-21.94008777133928,-21.93506719324893,-21.93448454624906,-21.93431338500941,-21.93397302592225,-21.93234321022954,-21.93177084471695,-21.93074981290597,-21.9305477782844,-21.92846549153919,-21.92686404616184,-21.92145205353624,-21.92125764547045,-21.91515898275318,-21.91385284576575,-21.9086341537278,-21.90126241861965,-21.8946575250522,-21.89216326340061,-21.88247079465772,-21.88149253433849,-21.88129040399997,-21.879894097287,-21.87642966758916,-21.87562673494912,-21.8742882795038,-21.87272827824477,-21.86948534272242,-21.86831354825816,-21.86603242598352,-21.86581058176019,-21.86540418587719,-21.86084295267034,-21.85804492717917,-21.85432094379683,-21.85186391776178,-21.8513394321701,-21.84251257848949,-21.84183504842099,-21.83931882554626,-21.83842503390839,-21.83491864103437,-21.83479373863351,-21.83452979529491,-21.83204786351478,-21.8317176768622,-21.83044106375405,-21.83041022834041,-21.82656001816575,-21.82152967191702,-21.81259599726135,-21.80738445498238,-21.80577857916655,-21.80440043147242,-21.80429645118963,-21.80376198297915,-21.80320059939524,-21.80310402568649,-21.80269733608869,-21.79974664739773,-21.79966268117173,-21.79888437834052,-21.79887288355797,-21.79842220216582,-21.79634965740318,-21.79608569086668,-21.79593356719637,-21.79571101928944,-21.79490261917679,-21.79370301427274,-21.79283890701778,-21.79078271626267,-21.78924223241545,-21.78919038999747,-21.78913132386114,-21.7880431309008,-21.78642832429199,-21.78310012212437,-21.78166536507636,-21.78132425466028,-21.78047277198189,-21.7803573632435,-21.78015090175748,-21.78007637120952,-21.77922337830388,-21.7786485588144,-21.77850220955143,-21.77669229741183,-21.77536799497986,-21.77456585875411,-21.77455146829012,-21.77356263566882,-21.77290226043462,-21.77253289303408,-21.77222570848382,-21.77206207331581,-21.77118903698056,-21.77059918122806,-21.77041763347506,-21.76936374281434,-21.76929096195463,-21.76801959807948,-21.76715857542242,-21.76578530532149,-21.76559214791652,-21.76457138744817,-21.76277534706023,-21.76228712736818,-21.76175042972456,-21.76107559953464,-21.75818608532932,-21.75734753091001,-21.75732063771276,-21.75692776880969,-21.75650602388157,-21.75640969070595,-21.75250707839694,-21.75125793732587,-21.75047912259746,-21.74956330937372,-21.7484569709422,-21.74761177995619,-21.74696882286947,-21.74284282214627,-21.74266786883474,-21.74257097542735,-21.74231062666481,-21.74155252450701,-21.74146456750725,-21.74003548276835,-21.73974989036127,-21.73756731423228,-21.73710698010083,-21.73706314242179,-21.73653112827038,-21.73449341736549,-21.73399777271597,-21.73321508937952,-21.73310246168377,-21.73185643008912,-21.73012541698587,-21.72899077773917,-21.72813699756935,-21.727600198273,-21.72541051891046,-21.72362473845401,-21.72237309802643,-21.72152737053384,-21.71954754656015,-21.71890728226355,-21.7156472573933,-21.71504074084237,-21.71471999999994,-21.711754109415,-21.71111120484129,-21.71087095489333,-21.70693066027025,-21.70550225374143,-21.70504663416631,-21.70355342858765,-21.70349503053555,-21.69834838619433,-21.69337082687344,-21.69237264534936,-21.68959953988564,-21.68886396246626,-21.6866600442313,-21.68626927668025,-21.68423890796645,-21.68180859081874,-21.68040894804852,-21.67881180183181,-21.67732357363247,-21.67684997043302,-21.67670442775167,-21.67549309780371,-21.67390697021273,-21.67006062655978,-21.66602101765152,-21.66403972310357,-21.66140682289047,-21.66138237837987,-21.65681003775792,-21.65447886454879,-21.6480023302684,-21.64633444901098,-21.64629135187628,-21.63768799537827,-21.62582998898821,-21.62564549689535,-21.62426880750176,-21.62280701449449,-21.62276652898636,-21.62209955605368,-21.62078639885551,-21.61440179288934,-21.60850267002735,-21.60714535758297,-21.6048047700843,-21.59927249246299,-21.59533285617727,-21.59502233346651,-21.59434057175033,-21.59369896003275,-21.59264821098213,-21.59217272217795,-21.59104391463973,-21.58966622636175,-21.58819098328188,-21.58664947320495,-21.58573029738664,-21.58469491951692,-21.58298742993431,-21.58114917951503,-21.57441686181786,-21.57330043953603,-21.57049733392885,-21.56772666068246,-21.56752807512566,-21.56544337798536,-21.56305953664043,-21.56274431201322,-21.56054070769344,-21.56018491317655,-21.55904932386651,-21.55830903418038,-21.55744590331449,-21.55557867865928,-21.55425425078896,-21.55285988163456,-21.55107040378549,-21.55017939538253,-21.55014754152817,-21.54809916954391,-21.54395403389734,-21.5419754708278,-21.54099997204517,-21.53777358554523,-21.53583504095354,-21.53164203269479,-21.53154634132216,-21.5301652068561,-21.53016426161839,-21.52868372234334,-21.52415848405587,-21.51861254665105,-21.51765512409707,-21.51161423652064,-21.51144690418083,-21.50998063259399,-21.50979127631984,-21.5071675989488,-21.50427602371412,-21.49647901357738,-21.49293239281284,-21.48980966137244,-21.4891348193248,-21.4875586300279,-21.48639335970809,-21.48431219238059,-21.48348869998301,-21.48198598103537,-21.48088262281061,-21.48001890041125,-21.47509780281503,-21.47477575872919,-21.47382328040176,-21.47289191086977,-21.47249594003687,-21.47176873034765,-21.47042948749279,-21.4696009553403,-21.46782908813674,-21.46666010500379,-21.46581003514125,-21.46463795262325,-21.46112474100476,-21.4610085575331,-21.4607100639242,-21.46045965950171,-21.46026294096197,-21.45983118613779,-21.45877491165093,-21.45675303041158,-21.45648373930543,-21.44830590538028,-21.44655719901213,-21.43777513010593,-21.43740266147966,-21.43645850266221,-21.43348124913619,-21.42944599599602,-21.42916491514753,-21.42879879910361,-21.42735896969819,-21.4270022470372,-21.42386638831717,-21.4238610717634,-21.42217278248631,-21.42071989648959,-21.41849509244586,-21.41485121467982,-21.41157234541631,-21.41145054043178,-21.41093046196774,-21.41064841911369,-21.40527876627324,-21.40261065132153,-21.40247034075929,-21.39769776027362,-21.39750160339178,-21.38805414241516,-21.38586686198184,-21.38265511641797,-21.38222214422781,-21.3777403288735,-21.37586629145424,-21.3705596396296,-21.36898149169562,-21.36413275096266,-21.36350170979939,-21.36187313887081,-21.36076741054431,-21.36019361906233,-21.36007500608259,-21.35993680296325,-21.35871206261818,-21.35867650627026,-21.35615246227957,-21.35551800562683,-21.35522180910734,-21.35200602889887,-21.34221116554102,-21.34116243854412,-21.33931996232132,-21.33245586320039,-21.32533701506598,-21.32448629028363,-21.32114014085579,-21.31671378033727,-21.31499774715289,-21.31403073813388,-21.31403073813388,-21.31194752460684,-21.31117247818892,-21.30772060076011,-21.30595836961821,-21.30335472475956,-21.30259785479054,-21.3020022249666,-21.30196920394077,-21.29946861750885,-21.29768555607841,-21.29709799872705,-21.29495379632427,-21.29095394439984,-21.28699019864116,-21.28525080062919,-21.28113170039898,-21.27964335926157,-21.27443256482517,-21.27350407378086,-21.27300883595865,-21.27267510481905,-21.27182721366137,-21.27141666979365,-21.26713480414406,-21.26692465857004,-21.26624262335363,-21.26345922011429,-21.26130513946831,-21.25717364466399,-21.2558336455043,-21.25454760893623,-21.25299378654292,-21.25249486354648,-21.25239311964601,-21.25058666062858,-21.2505629401762,-21.24732242379185,-21.24617370188067,-21.24564991547182,-21.24470863650575,-21.24349948809419,-21.23981310767113,-21.23678866810368,-21.23635217281586,-21.23533897376067,-21.23445645629322,-21.23230870265616,-21.2298701138086,-21.22765567189718,-21.22763531792839,-21.2275708961015,-21.22753700665855,-21.22735510037091,-21.2259482484234,-21.22572226076726,-21.22472952399941,-21.22353354371322,-21.22334903285143,-21.22265402601631,-21.22264361922703,-21.22009128689275,-21.2189719026067,-21.21842646056762,-21.21730763590336,-21.21529511889248,-21.21488983015003,-21.21380975211632,-21.21341343877384,-21.21267464200527,-21.21170599189455,-21.2108929815207,-21.210669607756,-21.20970326001146,-21.20846597866159,-21.20829301483963,-21.20815912007199,-21.20794911854486,-21.20663968168775,-21.2056360662271,-21.20403858652155,-21.20342798651726,-21.20178666844953,-21.20131082333704,-21.20106469222488,-21.20102722747161,-21.20067990646626,-21.20018315655229,-21.19700903436878,-21.19657051682266,-21.19363849120866,-21.19342760701822,-21.19328871842663,-21.19324094899647,-21.19120659269541,-21.19102299555016,-21.19088563865414,-21.19012799690352,-21.18958834061663,-21.18841872780469,-21.18666386348648,-21.18603439619959,-21.18545838286532,-21.18468406109974,-21.18417039743202,-21.18121857521474,-21.17989319210998,-21.17953956854023,-21.17846380764809,-21.17789125704843,-21.17770984048536,-21.1728614527507,-21.17263500549719,-21.1726252218232,-21.17208100860767,-21.1707642530602,-21.16991710555465,-21.16921070081857,-21.16740747421154,-21.1658981664643,-21.16438861315968,-21.15937614991262,-21.15700584776457,-21.15670032727022,-21.15463991518984,-21.1541427150983,-21.15332346158516,-21.15271413273216,-21.15214207026132,-21.15198173007748,-21.15115522551519,-21.1494435477786,-21.14892651252838,-21.1455927061397,-21.1438474278799,-21.14367036120661,-21.14338895195698,-21.14321773930606,-21.14256725198641,-21.14135802669547,-21.14082470353847,-21.14050935814813,-21.14024484395253,-21.13991428043293,-21.13914218695244,-21.13761925131724,-21.13723780944055,-21.13662529238942,-21.13638801804189,-21.13445454970932,-21.13426147855207,-21.13412286466589,-21.1339716932665,-21.1332804482856,-21.13282920534082,-21.1326115703225,-21.13259935228242,-21.13250367769361,-21.13105746739626,-21.13029587598765,-21.13001577868237,-21.12951380196119,-21.12905302884395,-21.12894493607704,-21.12872615950517,-21.1280137842606,-21.12674442661191,-21.12674060913876,-21.12656790196718,-21.12651699514943,-21.12600122554207,-21.12516668817324,-21.12488791768618,-21.12487695186379,-21.12467337567158,-21.12384851479828,-21.12384851479828,-21.12313862606965,-21.1229305767271,-21.12241501822202,-21.12131875027691,-21.12103155137743,-21.12102843224972,-21.11876813796338,-21.11833752006477,-21.11776054869003,-21.11700259937824,-21.11637700204002,-21.11476151429044,-21.11368711355715,-21.11271327505402,-21.11141078117889,-21.11106687647655,-21.11022873761023,-21.10989764496886,-21.10980791604441,-21.1094994554569,-21.1092611559959,-21.10829357438156,-21.10756105074154,-21.10642220673396,-21.09788482255715,-21.09647363693938,-21.09616563855255,-21.09562841743753,-21.09512951440486,-21.09488085123598,-21.09025773440797,-21.08625166947191,-21.08270714593196,-21.08102635197962,-21.07803250035017,-21.07509580470384,-21.06775692307081,-21.06728750877154,-21.06355144715506,-21.06299090591357,-21.06157066872612,-21.05906715090506,-21.05779825741123,-21.05239268704112,-21.05043132647904,-21.04503370774155,-21.04451840165988,-21.03322283931103,-21.03290075343429,-21.03286230511627,-21.0323181161207,-21.0303632235979,-21.0264930112105,-21.02609751967129,-21.02557817097976,-21.02315919884419,-21.02279478640558,-21.02118500746342,-21.02027868005079,-21.01941408788335,-21.01817463903273,-21.01814216141603,-21.01383228268702,-21.01108618935938,-21.01035927017288,-21.00987455542997,-21.00463525274551,-20.99543528043601,-20.99263572309109,-20.98954135092106,-20.98892691143151,-20.9884882339344,-20.98173336487682,-20.98146145188552,-20.97161097851165,-20.96670598817587,-20.96536801986327,-20.96370391703034,-20.96256671203674,-20.95405306674002,-20.95206473566138,-20.95103738459914,-20.94999397092793,-20.94924974603446,-20.94607984331081,-20.94337742576321,-20.9405775328866,-20.93978125351246,-20.93528151023785,-20.9328623601754,-20.93012868729448,-20.92843253818699,-20.92562645619464,-20.92514780451319,-20.92459950848743,-20.9231941990997,-20.9211948838999,-20.91928765411362,-20.91711533777068,-20.9164457338286,-20.91395197058557,-20.91386497414613,-20.91317647176355,-20.9130838680879,-20.90966346539021,-20.90649544090401,-20.90546920360634,-20.90530969401413,-20.90411355682284,-20.90267728819325,-20.90132544267363,-20.89832394853286,-20.89449879627681,-20.89376471416788,-20.8928320770059,-20.89067707616134,-20.88470930883422,-20.87787537755715,-20.87625727239675,-20.8752966308043,-20.87301743024257,-20.86821386988414,-20.8668471592909,-20.86486656817866,-20.86048510334874,-20.85866998898682,-20.8586495211639,-20.85800868582649,-20.85645116302718,-20.85631596107079,-20.85538021894367,-20.85526865336125,-20.85347850414331,-20.85295506263602,-20.85248051546455,-20.85148647614834,-20.85077309229638,-20.84937768298942,-20.84888395295811,-20.84745965383213,-20.8471643979521,-20.84714875081772,-20.84711789220178,-20.84573744385327,-20.84479469089261,-20.84472985619975,-20.84407162366201,-20.84405138213383,-20.84395822187082,-20.84301640445119,-20.84252698545739,-20.84177575104307,-20.8408588941771,-20.84059414010997,-20.83994865499555,-20.83724042033631,-20.83707044636039,-20.83623241741852,-20.83620882180299,-20.83549518261982,-20.83232137438696,-20.83204463656363,-20.83121245708888,-20.83040639322453,-20.82983781185324,-20.82895270664262,-20.82719814128188,-20.82701449520475,-20.82161096539281,-20.81992200068665,-20.81912074784063,-20.81895923381395,-20.81800721406711,-20.81477199899539,-20.81321612041311,-20.81270749445154,-20.81200837928364,-20.81036071079141,-20.80993546613858,-20.80877790459578,-20.80862668289961,-20.80670693101839,-20.80557991707682,-20.80439845928851,-20.80400920090083,-20.80159869180455,-20.80037808685989,-20.79961525852297,-20.79929555989981,-20.79828120127153,-20.79810259567219,-20.79775014501624,-20.79658993282142,-20.79537240379666,-20.79454306878388,-20.79406896896703,-20.79315105232089,-20.79310689872867,-20.79186817890471,-20.79157798830514,-20.79138730182776,-20.79087679753519,-20.79037356737605,-20.78958039811038,-20.78929879189499,-20.78869169999811,-20.78862885503343,-20.7880292437573,-20.7878738418192,-20.78712468883658,-20.78666297669921,-20.78635409723925,-20.78557544233048,-20.78535178821834,-20.78496644492344,-20.78494845000657,-20.78140374217931,-20.78109681375317,-20.78109462142674,-20.7806381312434,-20.77858736182021,-20.77738504216889,-20.77686359976854,-20.77453960219615,-20.77416528575765,-20.77259502214918,-20.77127922546622,-20.77000223530888,-20.76804687211989,-20.76762710343455,-20.76396540009469,-20.76272909430514,-20.76217138040462,-20.76189606499377,-20.76108295337121,-20.76020630339587,-20.75734518214384,-20.75473463853929,-20.74554787727239,-20.74438717274225,-20.74428836520151,-20.73752999199967,-20.73716391788846,-20.73616405041005,-20.73584717355837,-20.73251603191775,-20.72929875103183,-20.72928420279174,-20.72828330325555,-20.72583088209348,-20.72487631162102,-20.71963821155978,-20.71942235569999,-20.71723806255909,-20.71682359973729,-20.71615282762481,-20.7155295833812,-20.71489297971771,-20.70682235205412,-20.6999444282493,-20.69902884068648,-20.69856393979218,-20.69789948474924,-20.69353743059978,-20.69071637638149,-20.68943923837031,-20.68708744533533,-20.68508317425998,-20.68466962580634,-20.68326474868028,-20.68276666465529,-20.68243654907933,-20.68193609028438,-20.67678633656263,-20.67639066312762,-20.67618641183481,-20.67353712058538,-20.67223332343453,-20.67110481067536,-20.67047193155296,-20.6671706287898,-20.66529502808563,-20.66243387929683,-20.66021676496603,-20.6598832974559,-20.6592121235294,-20.65874579158508,-20.65784177366289,-20.65580396461302,-20.65432141473086,-20.65380512604577,-20.65342074575615,-20.65299858613494,-20.6523624067476,-20.64874414175481,-20.64823472332548,-20.64696405474457,-20.64565247696872,-20.64484299926859,-20.64442461952931,-20.64306258129077,-20.642418803292,-20.6420578690632,-20.64171595875429,-20.64076096431599,-20.62703187024197,-20.62674426960462,-20.62659370910324,-20.6259686887456,-20.62352159105578,-20.62109979661619,-20.61655651835597,-20.61167365684711,-20.61010856603874,-20.60816445623961,-20.6053563781088,-20.59354685270679,-20.58575139010546,-20.58293070489682,-20.58064678808265,-20.57822759538431,-20.57391249509812,-20.57178137070997,-20.57143912401166,-20.56936647541443,-20.55966811821635,-20.55627963601134,-20.5544391456737,-20.55362362743644,-20.5528401924788,-20.55227391883551,-20.55080403117554,-20.55050575634081,-20.55045046282065,-20.5461908652522,-20.54606265502141,-20.54229496435328,-20.53918981921349,-20.53893016309683,-20.53892468058251,-20.53804141207572,-20.53786612024154,-20.53661375955687,-20.53638713412226,-20.53087695509933,-20.52928099751611,-20.52875913617738,-20.52861928433882,-20.5267996357992,-20.52456333037959,-20.52411375418223,-20.52392468730391,-20.52390760568458,-20.52365340830465,-20.52069214464105,-20.51923699700729,-20.51807327839632,-20.51542718999842,-20.51452874165759,-20.51400229039161,-20.51328251512369,-20.51274918221015,-20.50989453736791,-20.50986040765885,-20.50957808004258,-20.50941895253068,-20.50873879690439,-20.50755410687104,-20.50617566405168,-20.50397368953488,-20.5008102090912,-20.50005843035952,-20.49946811138982,-20.4984887553803,-20.49786194971983,-20.49755091883554,-20.49625076548566,-20.49622493354951,-20.49294285695593,-20.48953585964395,-20.48668614567905,-20.48637137225233,-20.48636775809284,-20.48460960635664,-20.48366159370359,-20.48333873252095,-20.48329337934561,-20.48159721140408,-20.48003710663702,-20.47791574581992,-20.47770764946367,-20.47367249670887,-20.47353967149077,-20.4732757768553,-20.47289510099868,-20.47214945681272,-20.47125723802697,-20.4699767665401,-20.46996266773396,-20.46975446206616,-20.46910716689903,-20.4676193020492,-20.46677634751308,-20.46616234489655,-20.46391948054387,-20.46285138608459,-20.46253562176835,-20.46250862812245,-20.46190489323988,-20.46111691003778,-20.45992631458112,-20.45825376852814,-20.45819165878842,-20.45749716443561,-20.4569046815221,-20.45545958584479,-20.45371606626219,-20.45339036792903,-20.45295428868718,-20.45288920638686,-20.45204802725511,-20.45170007108881,-20.4481795809984,-20.44804710625472,-20.44553113226254,-20.44442591541323,-20.44405349757011,-20.44381746416129,-20.44272107574504,-20.44178101510918,-20.44147431474535,-20.44132954577006,-20.4411493986052,-20.44067774783467,-20.44025781524519,-20.44020290533211,-20.43960760411258,-20.4379114973018,-20.43720487023501,-20.43720487023501,-20.43541979872539,-20.43232199650956,-20.43217689916522,-20.43175741786103,-20.43156799451102,-20.43062593360981,-20.42985739935358,-20.42904979865411,-20.42888720023577,-20.42650921461473,-20.42315971061849,-20.42278481990814,-20.42276382509667,-20.42213089198496,-20.42201561550194,-20.42197122703154,-20.42179235965573,-20.42171364183924,-20.42138501608986,-20.42105878389025,-20.42026978181766,-20.41931427760709,-20.41861835658618,-20.41761301117675,-20.4163637553309,-20.41590496273696,-20.41550908384522,-20.41550881133391,-20.41180071678873,-20.4108746266098,-20.41006048815078,-20.40947121562375,-20.40795415206762,-20.40154676710121,-20.39867264942984,-20.39476345719793,-20.39323753647629,-20.39253003601864,-20.39241745401037,-20.39101146673796,-20.39088334323568,-20.39053747318836,-20.38969210204517,-20.38928094367299,-20.38465422834024,-20.38433566463688,-20.38262457034294,-20.37865765372177,-20.37773219885531,-20.37497229153692,-20.37128036966112,-20.37057964180463,-20.37029647362096,-20.36822807693173,-20.36670193056703,-20.36426008095286,-20.36383139609686,-20.36360185674505,-20.36291378049634,-20.3622577208014,-20.36122521084467,-20.36121089056124,-20.35885319820868,-20.35824123487571,-20.35584130637538,-20.35546030787301,-20.35524227108657,-20.35420704341062,-20.35410287553746,-20.35405888401445,-20.35314672721178,-20.35304225845023,-20.35219215609476,-20.35146447966754,-20.35138513468468,-20.35100446585032,-20.35096524697677,-20.35038439416758,-20.34987746672934,-20.34980376751841,-20.34954453990534,-20.34911192088041,-20.34848249164387,-20.34801862577875,-20.34732167692075,-20.34580366064612,-20.34503019579623,-20.34379478959137,-20.34377096885227,-20.3425117419083,-20.34107099889752,-20.34052129960012,-20.34044521838111,-20.34018313950445,-20.33959604188587,-20.33907395751291,-20.33904374855024,-20.33885295949204,-20.33820736421147,-20.33597290990571,-20.3359255734059,-20.33547255205006,-20.33467865020733,-20.33161624902949,-20.33159553899561,-20.33141443592605,-20.33013337723304,-20.32860160989974,-20.32579674135825,-20.3249901235719,-20.32247630196992,-20.32133154751638,-20.32084620665402,-20.32003852852718,-20.31884345040212,-20.31787159626846,-20.3171643346644,-20.31700080336483,-20.31676440185013,-20.31614154408035,-20.31399601078806,-20.3139606224299,-20.31271637480551,-20.31268731682301,-20.31255045087857,-20.31177520828727,-20.30979680765231,-20.30954699567466,-20.30941650802182,-20.30850682125743,-20.30830740964237,-20.30812274855388,-20.30645308789088,-20.30599153354811,-20.30459252611248,-20.30451572984984,-20.30440681571714,-20.30061469936146,-20.29935894492948,-20.29852025735377,-20.2975007222893,-20.29702121055085,-20.29620696858057,-20.29530821424077,-20.29523058250375,-20.29477237276732,-20.2942809069686,-20.29248104532088,-20.29034208942081,-20.28986318902237,-20.28830151372826,-20.28758954681794,-20.2854845348873,-20.28459307369061,-20.28412253729513,-20.28331413855323,-20.28277684321241,-20.28258319678329,-20.28001846050724,-20.27945499088786,-20.27896538637552,-20.27851289140612,-20.27765477606835,-20.27703282426282,-20.27579015781628,-20.26988557737462,-20.26959077590285,-20.26870591757035,-20.26440960781892,-20.26413650342258,-20.26053027202938,-20.25931031757143,-20.25892061310898,-20.25731159513661,-20.25340463535542,-20.25306174547873,-20.25268829369247,-20.25261541805303,-20.2491094377311,-20.24844631248042,-20.24769258439179,-20.24649225322917,-20.24555033868952,-20.24522868698621,-20.24055665252988,-20.23808056692322,-20.23621549257028,-20.23580543678355,-20.23385470566106,-20.22398020791206,-20.22252127407397,-20.22052678746204,-20.2181376576319,-20.21168518103554,-20.20171885054973,-20.19934547890525,-20.19918589380121,-20.19698018092565,-20.19363278453935,-20.19351660532341,-20.1880796752775,-20.18526743109114,-20.18443074300876,-20.18273218990501,-20.18086262887006,-20.17952411178505,-20.17267136007215,-20.17231754158079,-20.17220886856275,-20.17128506207612,-20.17109457367032,-20.16425237315996,-20.16210914638635,-20.16159337477424,-20.15868901699344,-20.15847292670448,-20.15433139034151,-20.15171528763766,-20.15015966406233,-20.14768728208619,-20.14639242321689,-20.14465096468377,-20.14395716939737,-20.1403741694962,-20.14035968780133,-20.14021567598439,-20.13944080447951,-20.13847616406828,-20.1379763525358,-20.13590387834678,-20.13514374784089,-20.12969482726801,-20.12154558211048,-20.11736507281847,-20.11162660771168,-20.1106742508219,-20.10947269579902,-20.10077054504093,-20.10058497472937,-20.10036149380538,-20.1003462811351,-20.09587484453897,-20.09553005642162,-20.0925268590811,-20.09220109965975,-20.09029538861179,-20.08991065079582,-20.08094180616679,-20.08065127537154,-20.07971242271077,-20.07959068109536,-20.07786307016463,-20.07682155300228,-20.07559272673594,-20.07437977557412,-20.07201781813866,-20.07152236918373,-20.06675739650113,-20.06454249145784,-20.05815904312605,-20.05779181703596,-20.05734811835673,-20.05364867476509,-20.05336570017963,-20.04483784461851,-20.04410290232363,-20.04272970102337,-20.03926937133295,-20.03832952103955,-20.03832083259133,-20.03711400008479,-20.03672672936212,-20.03433539735687,-20.03191228408913,-20.03139109860457,-20.03029809124661,-20.02909133790794,-20.02737817547669,-20.02505759295368,-20.02495076871551,-20.02446904518931,-20.02420253648774,-20.02406477242536,-20.02189043933651,-20.01987658235734,-20.01844900506141,-20.01809364999823,-20.01617044359752,-20.01604150250598,-20.01516131652096,-20.01364563086001,-20.01085720737994,-20.01027390089369,-20.00997429755052,-20.00787739933276,-20.00697136653993,-20.00532479052168,-20.00418838114027,-20.00394427494091,-20.0033199952989,-20.00254587721195,-20.00177105599261,-20.00168960671946,-20.00154290619474,-20.0012746802313,-20.00085689701823,-20.00067434036966,-20.00010104672836,-20.00001831152264,-19.99919317875783,-19.99663124319249,-19.9965795057209,-19.9965073000482,-19.99583320887644,-19.99535369590183,-19.99409402882276,-19.99340735019535,-19.99319102622565,-19.99276150266036,-19.99123842180006,-19.98998130054203,-19.98949316420628,-19.98774602939026,-19.98674763473229,-19.98661584484775,-19.98595180501751,-19.9856118615716,-19.98509981053328,-19.98331916932687,-19.98313195328475,-19.98189199008892,-19.98166666495083,-19.98149455269539,-19.98057934893385,-19.98048628881467,-19.97938664654779,-19.97870246899941,-19.97766460228105,-19.97737724381918,-19.97660560421116,-19.97659568404985,-19.9756132774764,-19.97380109868721,-19.97320383880447,-19.97140626153771,-19.97122652986677,-19.97078700050153,-19.97034065029277,-19.96934052229941,-19.96915225142098,-19.96787876000002,-19.96712946022024,-19.9666378808489,-19.96615600317641,-19.96562591201713,-19.96556848500937,-19.96444292675128,-19.96433149382126,-19.96298743817568,-19.96264364770031,-19.9623287217711,-19.96220545657287,-19.96219656812917,-19.96167766088839,-19.96089037124633,-19.96005961136484,-19.95998638615183,-19.95920800201224,-19.95826027121757,-19.95806136130547,-19.95643162203034,-19.95608602662571,-19.95506924124728,-19.95489936249545,-19.95471610665393,-19.9538645515138,-19.95380280794058,-19.95245031107405,-19.9522664099828,-19.9520737836682,-19.95195950060023,-19.95179903826715,-19.95164037833758,-19.95109874742919,-19.95078799430714,-19.95070629559404,-19.95060910712801,-19.95046644047449,-19.9501841310618,-19.94807647046226,-19.94732845763311,-19.94692866924835,-19.94663419181911,-19.94583149949689,-19.94489788213358,-19.94459683480216,-19.94457443092869,-19.94416022001555,-19.94361489927609,-19.94313991758485,-19.94300350459581,-19.94298711402836,-19.94277068527384,-19.9416280992023,-19.94078306621906,-19.94041113288894,-19.94011484944247,-19.93979078589163,-19.93928390654725,-19.93912061459938,-19.93903108500327,-19.93876893323491,-19.93824412465684,-19.93717749545114,-19.93712826921186,-19.93710598538667,-19.93641316016966,-19.93628598361087,-19.93548691720752,-19.93488828184219,-19.93473759623534,-19.93427394570029,-19.93423705653664,-19.93359741189809,-19.93304548921349,-19.93289473400749,-19.93259434659293,-19.93209970255219,-19.93185558700408,-19.93185558700408,-19.9314520776279,-19.93104856825172,-19.9304304607939,-19.92963447179529,-19.92947645372166,-19.9293172448418,-19.92875698717212,-19.92856158417609,-19.92846428411235,-19.92842416811709,-19.92804207952199,-19.92792156748684,-19.92771060943924,-19.92749991071195,-19.92710413330576,-19.92700998308417,-19.92655990431503,-19.92641009985338,-19.92627884198057,-19.92610397403668,-19.92595313663051,-19.92547958461071,-19.92538831177686,-19.92528631568416,-19.92510992818833,-19.92506752909087,-19.92464000715854,-19.92439663271057,-19.92388470431742,-19.92358211078726,-19.9235122593002,-19.9221153619925,-19.9217013407841,-19.92134251922916,-19.92124047089742,-19.92056947090005,-19.92004569834524,-19.91940021883844,-19.91912370079324,-19.91907867374611,-19.91902161984338,-19.91852703015928,-19.91782602818839,-19.91674942216083,-19.91530481310715,-19.91512881453888,-19.91508096513413,-19.91432324022868,-19.9140582980192,-19.91367687977267,-19.91343421334343,-19.91337994376674,-19.91151911104034,-19.91149550132684,-19.91131048361946,-19.91112837775808,-19.90994472259991,-19.90808816059684,-19.90804649923054,-19.90759049260577,-19.90685809004346,-19.90671219475644,-19.90648672927733,-19.9061205626132,-19.90592809226392,-19.90536973144338,-19.9051659499599,-19.90491827268254,-19.90253907649183,-19.90243778707745,-19.90161400532783,-19.90102641008152,-19.90009066770173,-19.89916748496856,-19.89856959315741,-19.89826888358224,-19.89771687717065,-19.89744032717273,-19.89673869473945,-19.89649067170408,-19.89553446760352,-19.89531139487844,-19.89457420752634,-19.89402962440765,-19.89394093770706,-19.89323733483254,-19.89318094361755,-19.89303063005784,-19.89277675052137,-19.89237045908294,-19.89223167254045,-19.89218025459903,-19.89196162600201,-19.89126991830715,-19.89027761672173,-19.89008165528183,-19.88913701005,-19.88869972210088,-19.88860991049595,-19.88687065542673,-19.8866196745182,-19.88650652994577,-19.88536916949095,-19.88536132124379,-19.8849004292492,-19.88486667376421,-19.8840815426126,-19.88406937050345,-19.88278807537216,-19.88234466043111,-19.88162966223919,-19.88161961378438,-19.8812921591502,-19.88094284373014,-19.88048931872632,-19.8798606343822,-19.87967827397651,-19.87892324510732,-19.87812007240247,-19.87808727638823,-19.87782692209871,-19.87731798944995,-19.87406004430727,-19.87339984448463,-19.87305545966997,-19.87294803757264,-19.87286858644121,-19.87085544581922,-19.87043764267091,-19.87030466418017,-19.87001133113846,-19.86992790922234,-19.86949505446246,-19.86949050708478,-19.86754110280799,-19.86725238995006,-19.86605711120896,-19.86477356430017,-19.86431509611005,-19.86427851880292,-19.86328394431231,-19.86287876067536,-19.86200851472948,-19.86142772377265,-19.8602067251786,-19.86006638891726,-19.85986622232744,-19.85962393119908,-19.85865585209229,-19.85759230362832,-19.85666383729116,-19.85461537734018,-19.8543117905246,-19.85406533132012,-19.85354124095143,-19.8535411212119,-19.85215603337821,-19.85203947371348,-19.85158165630125,-19.8511027553502,-19.8508425637172,-19.85014637322588,-19.84873154772021,-19.84757316684865,-19.84661168713749,-19.84520293925087,-19.84364295836597,-19.84286157846332,-19.84189776177038,-19.84160078545399,-19.84108094270188,-19.84083282748744,-19.84081096347382,-19.84070163203901,-19.84004168068012,-19.83983900936164,-19.83965542910503,-19.83849989473624,-19.83841420727107,-19.83796016017449,-19.83768155726055,-19.83653864893233,-19.83605773381516,-19.8353280192043,-19.83526003052994,-19.8339002164257,-19.8335127552387,-19.83278599324768,-19.83241594844464,-19.83223092604312,-19.83190620486039,-19.83175448958202,-19.8315934465165,-19.83035970462223,-19.82870132887266,-19.8280287267131,-19.82639852843167,-19.82618249834798,-19.82592413119809,-19.82543643026945,-19.82452943769596,-19.82415923507357,-19.82412809703067,-19.82329457000592,-19.82256891358971,-19.82234713261186,-19.82225062605563,-19.82190436837232,-19.81951732572615,-19.81905550433171,-19.81640391234905,-19.81588076893016,-19.81482965587278,-19.81472372408545,-19.81470370525168,-19.81433641481691,-19.81358106089999,-19.8128338749776,-19.81095228066824,-19.81034580303269,-19.80845538417153,-19.80768065786215,-19.8074389848162,-19.80724277975935,-19.80723991878396,-19.80573625970538,-19.80556301968097,-19.805297953542,-19.80526020667416,-19.80511275589166,-19.80504721668119,-19.80504217843842,-19.80475297001783,-19.80379037532431,-19.80237426592665,-19.80111002158131,-19.80041723467682,-19.80022270458038,-19.7982641322973,-19.79780758793184,-19.79623163488499,-19.79398058295839,-19.79386522731998,-19.79331830741706,-19.792991958104,-19.78987185054302,-19.78935556099101,-19.78877534885849,-19.78868766742378,-19.78818398240741,-19.78717440711462,-19.78703560714123,-19.78642172011103,-19.78461574652183,-19.78326721212896,-19.783169015333,-19.78215110963613,-19.78202642041758,-19.78198666018858,-19.78192824681679,-19.78063346108018,-19.77997183602298,-19.77974834652249,-19.77969109195021,-19.77790296002491,-19.77777393997498,-19.77664745508336,-19.77612390047074,-19.77587641224859,-19.77575333267806,-19.77423131501913,-19.77404673451357,-19.77388769813712,-19.7737697992931,-19.77360018974291,-19.77261562575166,-19.77245797400304,-19.77063971683175,-19.77012267262876,-19.76988719863244,-19.76965172463611,-19.76942326255773,-19.76862793963933,-19.76842279220442,-19.76755207042132,-19.7656814276014,-19.76491431136116,-19.76489339649561,-19.76374851788076,-19.76348777029724,-19.76290635044413,-19.76283383305725,-19.76253702549459,-19.76249198605451,-19.76170658243281,-19.76115342153867,-19.7606893240896,-19.7606893240896,-19.76018899554546,-19.7601647723446,-19.75831267254844,-19.7576183080059,-19.7571296071786,-19.75685348833895,-19.75679439192352,-19.75676678638277,-19.7565456664727,-19.75522120441312,-19.75280860699463,-19.75250318467996,-19.7510070097032,-19.75088671992939,-19.75069361367995,-19.74936680844548,-19.74843312724783,-19.74791987687668,-19.74682264854181,-19.745545855197,-19.74425585219739,-19.74246561904583,-19.74093790490921,-19.74038427759967,-19.74033713922108,-19.74019853574193,-19.73964596745337,-19.73930434519547,-19.73714472179683,-19.73507434354317,-19.7350051443018,-19.73425411958609,-19.73191405779836,-19.73185789461795,-19.73109725363687,-19.73100526984634,-19.72936535088028,-19.72870705777668,-19.7269865253272,-19.72367685141576,-19.72340680168501,-19.71760197603993,-19.71155629339138,-19.70782262752765,-19.70770771675895,-19.70290819846817,-19.69675757095511,-19.68423501841894,-19.67698928194328,-19.67394902539021,-19.66856809202071,-19.66255853772784,-19.65605026382855,-19.65506645672433,-19.65172684720128,-19.63854837922739,-19.63652010448441,-19.63417286638767,-19.63356602459755,-19.63079871695884,-19.63002318390696,-19.62936928811035,-19.62498049856617,-19.61804601591636,-19.61311756225209,-19.60572642689479,-19.60522752530473,-19.60503102429026,-19.60185553071692,-19.59656150595795,-19.58239923713354,-19.57607170373005,-19.57573879922128,-19.56083264961986,-19.55764177901883,-19.55004677480242,-19.54800580286894,-19.54663583129577,-19.54634145050433,-19.54562243892238,-19.54551718490543,-19.54534060672351,-19.54195655971597,-19.54084540065258,-19.54074944092956,-19.53930204985444,-19.53480956347232,-19.53472691106602,-19.53430181412056,-19.53200319359726,-19.52664430508559,-19.5260268805571,-19.52424896323175,-19.52371016348674,-19.52117754499518,-19.52103401351603,-19.52024181056505,-19.51503918073982,-19.51501757147986,-19.51256877708872,-19.5120785473069,-19.51082201387888,-19.50671315439068,-19.50166679561941,-19.50041526768741,-19.49929004003187,-19.49258174354208,-19.47933772202455,-19.47641552049138,-19.46878672545067,-19.46653451780987,-19.46050847036602,-19.45799501338864,-19.45466101902388,-19.45366788949368,-19.44881356768175,-19.44696360034555,-19.43765464917022,-19.43600332445925,-19.4295376979248,-19.41755788243813,-19.41582552307079,-19.41330436207654,-19.41202631037065,-19.41096916771877,-19.40826599999999,-19.39858970116328,-19.39846243051774,-19.3982479718153,-19.39430289976682,-19.39247386325331,-19.39172700347962,-19.38405301366748,-19.38058581528183,-19.37801185896951,-19.37554767028275,-19.37533597130217,-19.37396599319867,-19.36780513170426,-19.3646811212364,-19.36065498888673,-19.36065114528403,-19.35541262653365,-19.34670669074968,-19.34435684151699,-19.33855725371947,-19.3364369651837,-19.32785270372425,-19.32488535792776,-19.32172488852309,-19.31786916098211,-19.31600396028638,-19.31214841752366,-19.3068265684434,-19.30365639340082,-19.29955465408666,-19.28507327811607,-19.27857905090132,-19.26241946891296,-19.25272148027486,-19.24939653482507,-19.2478236390929,-19.24593411404079,-19.23438441557821,-19.23247128352798,-19.22963766775545,-19.22842042560834,-19.22838556931582,-19.22402439609326,-19.22229992242833,-19.21959857462646,-19.20869666709772,-19.1994237070096,-19.19590100427224,-19.18912777048881,-19.17032006670954,-19.1675552896821,-19.161633524255,-19.15820649562508,-19.1471114040983,-19.1387533240975,-19.1335158187054,-19.1319119605858,-19.11123830357652,-19.10865503041217,-19.09916277569297,-19.0865757348056,-19.07118305126518,-19.06524695132903,-19.05822235499108,-19.04329047203457,-19.03675437590926,-19.03641623988676,-19.03537246820829,-19.02938439543358,-19.02370672710774,-19.0205240759944,-19.01978500397916,-19.01753886918101,-19.01337461855665,-19.01168655315959,-19.00927433638438,-19.00484554584605,-19.00475722446256,-19.00349139262501,-19.00325088083508,-19.00313929535638,-19.00287889903144,-19.00250002724077,-19.00194517850271,-19.00167946699276,-18.99978193211773,-18.99834541822861,-18.99492362440964,-18.98921915692874,-18.98605466475381,-18.9859090567959,-18.98571611327779,-18.98283976522197,-18.97882641545509,-18.97746539653662,-18.97709850617294,-18.97635525199552,-18.97601192694952,-18.96802269144984,-18.96755204645895,-18.96262841170315,-18.96099524814326,-18.95971600067106,-18.95417487194424,-18.95361908708018,-18.95333412728917,-18.95023725990531,-18.9495189572054,-18.9476737381166,-18.94707354685371,-18.94243154207671,-18.93687405311399,-18.93575917451049,-18.93168965524823,-18.92558726423977,-18.92408019816436,-18.92139743586023,-18.91496728978642,-18.91324787384389,-18.90835510506952,-18.90455108362535,-18.90325741882837,-18.90023217645927,-18.89872545161707,-18.89705563536845,-18.89674278364268,-18.89622664853716,-18.89269800910901,-18.8916159627286,-18.88547551320914,-18.88495648488279,-18.87792553601807,-18.87778903213557,-18.87582127411323,-18.87399822143102,-18.87264083622994,-18.8703099779583,-18.86885090447068,-18.86725490980436,-18.86369285485961,-18.86287866236813,-18.86129224079173,-18.85997631115733,-18.85892048764282,-18.85811075513016,-18.85534971833755,-18.85456305678968,-18.8516272227244,-18.84734573972661,-18.84657108593826,-18.84565948068791,-18.84499471897389,-18.84451065912408,-18.84350584549893,-18.84256481211521,-18.84231723045193,-18.84147789852723,-18.84003277555964,-18.83962666247476,-18.83912726781643,-18.81386794110673,-18.79821559217725,-18.79752831788695,-18.78192022589609,-18.77795473302271,-18.77618044480129,-18.77576518394662,-18.76341842229983,-18.74831372268067,-18.74128289020471,-18.74036444460742,-18.73358734816864,-18.73255318535424,-18.73190323958775,-18.73111677835222,-18.72977048594036,-18.72638847933687,-18.72350346707715,-18.72218578505392,-18.71832857696128,-18.71821224449781,-18.71777436886052,-18.7174829066555,-18.71427760036448,-18.71184668704367,-18.70658082589379,-18.69274060626605,-18.68326385946175,-18.66724714965056,-18.66100251186824,-18.66078224728514,-18.65997082673933,-18.65704801058608,-18.65264443369266,-18.64509949474166,-18.64220138338707,-18.6348247946861,-18.63091751905351,-18.62002742371327,-18.61964761772339,-18.61891522225256,-18.60531231245011,-18.60522950472143,-18.59836377268876,-18.59684455953266,-18.59514103087889,-18.59502890081928,-18.59101354127925,-18.58527492216996,-18.5769664460507,-18.57686674321764,-18.57640750971047,-18.57194907121821,-18.56664910423138,-18.56577995158582,-18.55713969338814,-18.54616814795259,-18.54558606543763,-18.54308519005594,-18.5430115902751,-18.54097423244936,-18.53583690499467,-18.53178164769558,-18.53054293112112,-18.50811456307408,-18.50726515886232,-18.4972903751487,-18.4936157616378,-18.48685825006419,-18.48014862959456,-18.47792820199582,-18.47671376281087,-18.47627421500296,-18.47465407592467,-18.47447648713611,-18.47285424632291,-18.47081366941407,-18.46289861848932,-18.45577095785725,-18.44727257487323,-18.4460144256855,-18.43362550795021,-18.42997714919631,-18.42515258206696,-18.42110700814443,-18.41947377280205,-18.41726385790947,-18.41584230878058,-18.41249436044673,-18.41157650865122,-18.41089901184738,-18.41086296504053,-18.40943750971563,-18.40941656960055,-18.40605532985813,-18.40165357982756,-18.39837520516038,-18.3977798453271,-18.39733282966265,-18.38328231300325,-18.36881608995012,-18.36578661513401,-18.36254674549674,-18.35655666791846,-18.32730245076048,-18.32581050905731,-18.32507093612027,-18.32097783533344,-18.30698998386815,-18.29686427547553,-18.29316367914974,-18.27624230967766,-18.26475442537532,-18.25622999999996,-18.24034794272579,-18.24004514372536,-18.24000322829645,-18.23289388578263,-18.23209472288039,-18.21853646707985,-18.21596364273308,-18.2081637031754,-18.19905542871836,-18.19089686095352,-18.18035004901784,-18.17914199848201,-18.17828131307846,-18.17115514193975,-18.17027006186615,-18.16993146962695,-18.16889636098848,-18.16666169592256,-18.164887078871,-18.164887078871,-18.16240090997074,-18.16183389262518,-18.14509006313943,-18.14225958060553,-18.13450400303502,-18.13408549623862,-18.13113299686834,-18.12988904535621,-18.12605887357611,-18.10000654047169,-18.08907764015331,-18.08887955990801,-18.08497000761245,-18.07867939585248,-18.07632239455912,-18.07282116018272,-18.07160335775401,-18.06957244803235,-18.0585836674601,-18.05755085116548,-18.03760941688635,-18.01041458798358,-18.00378389311868,-17.98723714696655,-17.97857682219264,-17.94862605919221,-17.93085758627787,-17.922965165021,-17.90009602389949,-17.89835818236245,-17.89521642922051,-17.88904546363603,-17.88644999936857,-17.8843373334861,-17.87939320482771,-17.87722816865542,-17.87628548655214,-17.87467163778785,-17.8737425284861,-17.87141134592264,-17.86702270839099,-17.8649373207913,-17.86028017163968,-17.85855030678507,-17.85806530487875,-17.85745409033995,-17.85441483001937,-17.85231231595944,-17.84769769702798,-17.84408125595434,-17.83903600481589,-17.83133948799721,-17.81402001547205,-17.813130272653,-17.80667557606162,-17.80579849882583,-17.80501033478597,-17.804500726925,-17.80412309643593,-17.80009701361432,-17.79954142430296,-17.79839340030188,-17.79007793582825,-17.78286710714634,-17.78190690626713,-17.77879253605165,-17.77749602884759,-17.76931775664345,-17.75574591828257,-17.73942377072625,-17.73389635596183,-17.73327729043038,-17.73200537036008,-17.70878213034909,-17.70676566862526,-17.69660993683053,-17.69608108165853,-17.68670404932033,-17.65699802876699,-17.63440177971588,-17.6316041238023,-17.60156199338563,-17.59807078708512,-17.58308125866785,-17.56946506406421,-17.55709073796865,-17.55507506559905,-17.54793213812784,-17.54687907607732,-17.54417668632646,-17.54215055506539,-17.54198971898352,-17.53558339903904,-17.53488563951106,-17.53346071765579,-17.5297882615284,-17.51813877002241,-17.50939119273799,-17.49780399812736,-17.46496171192578,-17.46304420152568,-17.46007646239713,-17.4295880730892,-17.40160386230189,-17.39833239316186,-17.37794842837233,-17.37540612345206,-17.36455568053522,-17.35716230309853,-17.35479624454691,-17.34084539589738,-17.33919380223514,-17.32847124404782,-17.31931964620719,-17.31726008132973,-17.31334614616316,-17.30608267043897,-17.30510805210566,-17.30349906583519,-17.29974988504651,-17.28903223581148,-17.28499068109711,-17.27582858369239,-17.26170320276741,-17.26013897724673,-17.25641671903462,-17.22878640494634,-17.2241790239998,-17.22409325173999,-17.20584411495066,-17.20540540911544,-17.18743056986159,-17.17175475870765,-17.15310726896344,-17.14472752992358,-17.11521217243906,-17.09548503681912,-17.09007626642221,-17.08220127097951,-17.07984515260232,-17.07685704707659,-17.07414011778698,-17.04383628389522,-17.03694572204396,-17.03217205432848,-17.02740974748107,-17.01008125423929,-17.00502700552426,-16.98589934674741,-16.97925847015011,-16.97556282047537,-16.97074863211508,-16.96894689763884,-16.96645912073591,-16.96259552661788,-16.95680480206268,-16.9461291517087,-16.94543323832615,-16.93762366501855,-16.9227674102542,-16.91148743548461,-16.88233880397665,-16.86498107171183,-16.8633370066028,-16.86254234593388,-16.84106075344821,-16.83834275172513,-16.83671081561389,-16.83322661190597,-16.8267594264721,-16.82599454960102,-16.82512579246407,-16.82308911483358,-16.81940036103179,-16.81907336616139,-16.81553372770271,-16.80658045924258,-16.80650921009425,-16.80068753195583,-16.79934505362818,-16.79875682204193,-16.79339818324716,-16.79261176921506,-16.79103425891738,-16.78812596479458,-16.7865513767697,-16.78462671886363,-16.78059331156349,-16.77883209308302,-16.77649497606857,-16.77516738890157,-16.77478971884328,-16.77318822214152,-16.77245702499251,-16.77138838884573,-16.76991552663748,-16.76655215992331,-16.76213311410043,-16.76188244796347,-16.76098882178458,-16.76050404896935,-16.75951876773973,-16.75875517887967,-16.75776023892655,-16.75497198934697,-16.75351968070589,-16.75272520535767,-16.75230508519417,-16.75121697704502,-16.75049713200939,-16.75032808993397,-16.7470190472493,-16.74686773907375,-16.74514954188259,-16.74457644286297,-16.74456482624012,-16.74402767509573,-16.74193863928895,-16.74104731521286,-16.74032365920852,-16.73986237318975,-16.73966185131914,-16.73858245182132,-16.73788890716414,-16.73666684411151,-16.73588063754187,-16.73254436342225,-16.7301859169554,-16.730019005428,-16.72947384897092,-16.72896103944757,-16.72784916123589,-16.72757341034954,-16.72701652910844,-16.72585945809767,-16.72583409854506,-16.72552503744994,-16.72463312407852,-16.72330461276615,-16.72222885484652,-16.72197610145378,-16.72056463318372,-16.72033829816323,-16.71974126608181,-16.71906809390217,-16.71741402532472,-16.71734734243753,-16.71701110557214,-16.71610783313955,-16.71578894009003,-16.71539717401426,-16.71502406271718,-16.71499337218427,-16.71446838519688,-16.71446500803076,-16.71320457550908,-16.7131631715411,-16.71196383923614,-16.71146208953784,-16.71002207103072,-16.70989129454428,-16.70983864310589,-16.70976237330812,-16.709365340473,-16.70921135230704,-16.70902514453182,-16.70897417202083,-16.70863490451952,-16.70612897434552,-16.70400314978093,-16.7029037856111,-16.70283870976306,-16.7019068670019,-16.70134827103603,-16.70093630270012,-16.70086835618917,-16.69954492422992,-16.69889126443222,-16.69830055328843,-16.69783427848401,-16.69761210069687,-16.69718853812259,-16.69672772411128,-16.69644784230109,-16.6964468749439,-16.69609620139061,-16.69573426062784,-16.69550896266713,-16.69494652607719,-16.69482039180751,-16.69456969561259,-16.69394476413473,-16.69336005970109,-16.69269417172614,-16.69110908452895,-16.68965780671992,-16.68951226387345,-16.68918581119807,-16.68890532273305,-16.68742174317865,-16.68717514027346,-16.68706286241313,-16.68666557487626,-16.68601186342721,-16.68590385978021,-16.68535479974548,-16.68421600651678,-16.68235980646013,-16.68228218508936,-16.68175401163759,-16.68133414969344,-16.68121286709,-16.68071911287736,-16.68067771107654,-16.6800504509085,-16.67932278096044,-16.67863380857307,-16.67849600190322,-16.67846034804844,-16.67782559079975,-16.67700419489313,-16.67697914385229,-16.67662630703704,-16.67650093720174,-16.67601363935766,-16.67515266619978,-16.67484201568319,-16.67465027796245,-16.67374255685455,-16.673518642487,-16.67283325370853,-16.67227827490001,-16.6718192655513,-16.67175151770904,-16.67096192301545,-16.67093953534624,-16.67050940239706,-16.67006191402836,-16.66956866243249,-16.66919901915369,-16.66812214919082,-16.66764762482588,-16.66751940820289,-16.66725819157443,-16.66674998628716,-16.6665637607858,-16.66516567429145,-16.66483837989669,-16.66445706045791,-16.66421284900217,-16.66329668400119,-16.66321390886673,-16.66278150949952,-16.66132360917556,-16.66074740023742,-16.66054160378038,-16.66033457267728,-16.6597962487985,-16.65939636982128,-16.65860877590283,-16.65759556653752,-16.65735568208582,-16.65725032536789,-16.65675073890077,-16.65503281560373,-16.6549307069513,-16.65434936280192,-16.65317325657829,-16.65298167819804,-16.65224942644202,-16.65223831505292,-16.65149459120596,-16.65126255420535,-16.65104156178696,-16.65002545878358,-16.64856419288574,-16.64830210545012,-16.64793653805803,-16.64581167175498,-16.64534641492467,-16.64497265708055,-16.64481999934952,-16.6419634086352,-16.64057412255123,-16.64043209231278,-16.63974383846163,-16.63879408597771,-16.63857937649734,-16.63714684109073,-16.63637009281204,-16.63591130997392,-16.63256355398043,-16.63231544077584,-16.63081442719312,-16.62864484054487,-16.62593181975377,-16.62370480842957,-16.62168835330212,-16.62143581551251,-16.62134672988821,-16.62049778325646,-16.62006207696311,-16.61939861096637,-16.61353756300374,-16.61347117209926,-16.61303287034048,-16.6125226346468,-16.61217531363009,-16.6118876813647,-16.61118365099743,-16.61032755468738,-16.60893736921046,-16.60751537928683,-16.60028968094523,-16.59013725800219,-16.58985882611884,-16.58395684030194,-16.58182674915274,-16.58089923634321,-16.57955421232387,-16.57689235101183,-16.56252766720666,-16.55830187974565,-16.55617790399998,-16.5434305168829,-16.53460227532603,-16.51556200611542,-16.51328325061693,-16.5128802242142,-16.50699107610892,-16.50572829409644,-16.48808199266851,-16.48776404679537,-16.48326205647683,-16.47730681479686,-16.47694558707864,-16.4760541948519,-16.47563588982706,-16.46795608076155,-16.46147048041017,-16.45984061202836,-16.45947573662188,-16.45640284492965,-16.4559976577342,-16.44598256252418,-16.44565258764619,-16.44537952169399,-16.44512176375078,-16.44192914806397,-16.44033618736368,-16.44009505615903,-16.43985343539315,-16.43979481252282,-16.43902089898218,-16.43638573373723,-16.43263532663801,-16.43241381438336,-16.43202709785574,-16.4059223234802,-16.40558187361112,-16.40018721260905,-16.39106444355094,-16.38638405985363,-16.38616771188452,-16.38548963836185,-16.38387099569079,-16.38132124634922,-16.38111611568433,-16.37521603869197,-16.37392231559416,-16.3728020737293,-16.36902227887749,-16.36875903087012,-16.36661893152296,-16.36619283213486,-16.36547706177467,-16.36381396260518,-16.36377794202042,-16.361253921122,-16.3583470622615,-16.35733187865407,-16.35525445821094,-16.35336582568072,-16.34935519327304,-16.34720854087407,-16.34665129567618,-16.34389496226231,-16.34225887833526,-16.3411061442781,-16.33903188498041,-16.33838812658643,-16.33758649769932,-16.33581114196862,-16.33404063855292,-16.33320358612409,-16.33167341299556,-16.32816846320203,-16.32795438032095,-16.32764458440344,-16.32656746739845,-16.32615804468102,-16.32462339867661,-16.32147714294326,-16.3210194600368,-16.3195662760065,-16.31893998751649,-16.31121456829105,-16.31076403470863,-16.30434325240524,-16.3026679734686,-16.30247964714237,-16.29716678761857,-16.28982439596361,-16.28973171829413,-16.28784857612481,-16.2839102685212,-16.28074007144806,-16.27833986621884,-16.27798327480158,-16.27033549233697,-16.26323818101766,-16.25515417596934,-16.25358822328803,-16.25184705803598,-16.25095463688231,-16.25039623674993,-16.25037022421184,-16.25011045381787,-16.24906766791205,-16.24876194495351,-16.24667106931614,-16.24344470421962,-16.23944145349506,-16.23401740758952,-16.23212288330573,-16.23209387646182,-16.23017177235179,-16.22741265454698,-16.2184895491168,-16.21570642856095,-16.21519086406019,-16.21001947674926,-16.20174282856144,-16.20141594759011,-16.19374241631627,-16.18353920367387,-16.18170320924786,-16.17763874237696,-16.17628760215904,-16.16433034858571,-16.1562069391819,-16.1416626888869,-16.12493568797171,-16.12470309331793,-16.11615320653672,-16.11020962308644,-16.10746172884014,-16.09487203149937,-16.09127499999997,-16.08859928869564,-16.0884618611078,-16.08770535246487,-16.08407742651032,-16.08274499999993,-16.07746468934458,-16.0743614805147,-16.0693360678508,-16.06920351949316,-16.06438232943728,-16.05971864566952,-16.0588336883039,-16.05860168093485,-16.05632070638243,-16.05566817673632,-16.05319779027708,-16.04474269679001,-16.04340964145478,-16.04000099770725,-16.03686784292441,-16.03523446873557,-16.03314893046532,-16.0281833958187,-16.02805625446967,-16.02516590903662,-16.02400312213015,-16.02382114027833,-16.02367320973788,-16.02294658397918,-16.02132285574445,-16.01676836113569,-16.01208992912674,-16.01047991040758,-16.01005075703683,-16.00905437248789,-16.00899171823596,-16.00878408584721,-16.00851177796164,-16.00753252066648,-16.0054480542142,-16.00340434488427,-15.99812055676218,-15.99700071972936,-15.99504823159204,-15.99474173106372,-15.992714602343,-15.98529224160679,-15.9676071975452,-15.96250918445582,-15.95450460380293,-15.95127425196516,-15.94562330946302,-15.93860599977882,-15.93380990177233,-15.93003849959683,-15.9250164192725,-15.9245400432728,-15.92336097012195,-15.92142524603064,-15.9206509205871,-15.92035068243909,-15.92019505927941,-15.91812819837841,-15.91713405238411,-15.91675220342055,-15.91341189243939,-15.91262432762686,-15.91240879309918,-15.91083602415266,-15.91007214817802,-15.90940873376638,-15.9089555464269,-15.9079039151843,-15.90681568978922,-15.90602522226329,-15.90354633900235,-15.9029231437856,-15.90115885953206,-15.90098120979721,-15.8994567604828,-15.89835548225995,-15.89552800175866,-15.89509051958135,-15.89403139974795,-15.89379557314441,-15.89086945632579,-15.89044599201856,-15.88753718768234,-15.88579770196117,-15.88513140730842,-15.8850340443919,-15.8846962208098,-15.88448961677024,-15.88222974244522,-15.88219055623414,-15.880430307659,-15.8802596242183,-15.8801623273159,-15.87993157449751,-15.87953596511011,-15.87886265684922,-15.87778476334971,-15.87741871279567,-15.87517387115236,-15.87416116035265,-15.8720904307651,-15.87199370156727,-15.87159689848414,-15.87094181382556,-15.87081571497299,-15.86944374130542,-15.86901238019971,-15.86732460596578,-15.86586667396239,-15.86533062010455,-15.86511585497425,-15.86489497494913,-15.86412581731686,-15.86407421630777,-15.86281677271249,-15.86228115295691,-15.86176541572718,-15.86172814423581,-15.86126462184649,-15.85996741660505,-15.85933621802661,-15.85865572656433,-15.85850587309379,-15.85790375779623,-15.85767978564644,-15.8562094490348,-15.8553380834492,-15.85483399156704,-15.85450517692211,-15.85446848088823,-15.85395647169764,-15.851079643476,-15.84945697161156,-15.84874366489892,-15.84859910656545,-15.84849038934759,-15.84774645006147,-15.8473103817666,-15.8465159126601,-15.84595770106549,-15.84537502244737,-15.84534617862919,-15.845261024175,-15.84493468527788,-15.84304855388991,-15.8430485538899,-15.84279649364882,-15.842610145348,-15.842610145348,-15.84193336157105,-15.84162952954006,-15.84162334154589,-15.84037380013259,-15.84000222713671,-15.83993183527787,-15.8398310145032,-15.83967696706807,-15.83922799140052,-15.83866660541578,-15.83822554262571,-15.83794241259274,-15.83782973712271,-15.837822,-15.83745424887521,-15.83730565041559,-15.83681375091501,-15.83679338044598,-15.83611770269945,-15.83602517339233,-15.83570023371753,-15.83543839250331,-15.83436877403843,-15.83436222971007,-15.83330948228884,-15.83284322693364,-15.83278665781166,-15.83241358908671,-15.8322149928929,-15.83214084325179,-15.83209033281774,-15.83195435234796,-15.8318166585803,-15.83139514934938,-15.83112912719415,-15.83109913857295,-15.83101803880186,-15.83030763386247,-15.83010529382956,-15.83002326239574,-15.82992778725935,-15.82989098659097,-15.82974168672033,-15.82860856928117,-15.82855878671574,-15.82798755585918,-15.82782812765469,-15.82749376255339,-15.82736831980685,-15.8264537164175,-15.82624298724918,-15.82590986050251,-15.82580602966496,-15.82576362812929,-15.82525287866119,-15.82523186943922,-15.82490152431099,-15.82473715933874,-15.82459810004717,-15.82424914739402,-15.82389437806813,-15.82388547618899,-15.82319803417532,-15.82258768191556,-15.82237835016935,-15.82219440036713,-15.82187139306012,-15.8217187499481,-15.82045754790787,-15.8203870856849,-15.8203865771097,-15.82000364966836,-15.81991512263875,-15.8198848983762,-15.8193536884934,-15.81850361496357,-15.81848683626331,-15.81767861524404,-15.81765276399659,-15.81762571736577,-15.81734115488999,-15.8165545069802,-15.81597632861103,-15.81571527417834,-15.81564798348528,-15.81563062846687,-15.81561321856567,-15.8155541441729,-15.81554534469353,-15.81533436732847,-15.81470111944237,-15.81428536397894,-15.81420237518385,-15.81402081224787,-15.81393345239898,-15.81319450570022,-15.8131202002739,-15.81295012893678,-15.81291718137268,-15.81221525134034,-15.81141385569778,-15.81096251485035,-15.81087700670102,-15.8108220634599,-15.81065395077082,-15.81005410448555,-15.80955459225718,-15.80937282104426,-15.80924822689708,-15.80872949999999,-15.80853824210821,-15.80844890840389,-15.80802793481959,-15.80776558194838,-15.80758948272383,-15.8075730293119,-15.80745661268857,-15.80698607290208,-15.80649575379117,-15.80644083763828,-15.80587727482969,-15.80578543589447,-15.80542663176994,-15.80524926175744,-15.80375842362025,-15.80333269556457,-15.80314467992675,-15.80307032516845,-15.80247758680597,-15.8019195704383,-15.80155273302505,-15.8007968464638,-15.80037538277552,-15.80012425304452,-15.79970985118922,-15.79954705053777,-15.7991895,-15.79892849999999,-15.79803747832574,-15.79787933758301,-15.79774067711963,-15.79709175884297,-15.79558552419753,-15.79524812892108,-15.79483335739317,-15.79468718399704,-15.79419710580427,-15.79414585223098,-15.79345195121025,-15.79336325783374,-15.79324064276979,-15.7930968994929,-15.7925034538121,-15.79249549111319,-15.79244194738333,-15.79194527809472,-15.79176970657919,-15.79140064946042,-15.79139823224003,-15.79115473404134,-15.79097796699059,-15.79076666296478,-15.79072564285714,-15.79043861310517,-15.78892983320835,-15.78858079401799,-15.78849320080659,-15.78732657120998,-15.78693554231909,-15.78628358524091,-15.78574924517202,-15.78491372092728,-15.7844318632339,-15.78232865760186,-15.78207598061117,-15.78185244947698,-15.7810992182144,-15.7801908086371,-15.77882149280127,-15.77868510446602,-15.77855514217224,-15.77816305505329,-15.77790357825518,-15.7776255,-15.77685080200759,-15.77659679012126,-15.77602619118174,-15.77596503310903,-15.77481595674369,-15.77449746464895,-15.77341392688746,-15.77288889860933,-15.77256758271391,-15.7718661533164,-15.77169072666167,-15.77156580983388,-15.77017969556769,-15.76969077699971,-15.76941131820059,-15.7686186710077,-15.76822711942236,-15.76795567997682,-15.76763336898013,-15.76756865264215,-15.76708737809345,-15.7662073333266,-15.76528459695353,-15.76465779794922,-15.76397732984432,-15.76390140289026,-15.76358059080017,-15.76316000362837,-15.76294440389537,-15.76294261212023,-15.76162831899513,-15.76138674090073,-15.76107600026597,-15.76024408124163,-15.7599419389875,-15.75952898954113,-15.75918910923545,-15.75867723371143,-15.75749997002018,-15.7572643819549,-15.75692245294579,-15.7558903787229,-15.75501360700408,-15.75482061245642,-15.75476195202764,-15.75418795906892,-15.75291303038017,-15.7517526902363,-15.75123462334708,-15.75046199006069,-15.7501129526599,-15.74972997671513,-15.7491870749417,-15.74878859503193,-15.74823852811711,-15.74783061347038,-15.7477989173876,-15.74718871062609,-15.74632146333517,-15.74560551737052,-15.74549912596147,-15.74412068399792,-15.74338724465299,-15.74282813078131,-15.74264572825276,-15.74205761412368,-15.7415950570942,-15.74138115438364,-15.74051231110129,-15.74032038445669,-15.73951068471323,-15.73948757218985,-15.73948281135768,-15.7386161022859,-15.73845700648258,-15.73796289591139,-15.7374405874003,-15.73737258137285,-15.72815784825873,-15.72756777721866,-15.72639765272078,-15.72592037827867,-15.72455633254857,-15.72062795949691,-15.71731380516097,-15.71684704171403,-15.71499403046083,-15.70967180509323,-15.70450868691034,-15.70337638165286,-15.69676749666284,-15.69399231627817,-15.69218401258212,-15.69029183304009,-15.68861029883268,-15.67778270071899,-15.67549165472028,-15.67359617200347,-15.67256847753323,-15.67169638348297,-15.67044853931117,-15.66734660483885,-15.66684957147804,-15.66635161804865,-15.66596144327091,-15.66324611564175,-15.66275468739991,-15.66015569626835,-15.66014545749118,-15.66012482842787,-15.65894892702241,-15.65888345242096,-15.65750955810516,-15.65744805888915,-15.6565666204366,-15.65536696506002,-15.65454482787812,-15.65368926566865,-15.65362140069258,-15.65248968538156,-15.65088368524391,-15.65077816575936,-15.65045316186028,-15.64990040284422,-15.64990012053614,-15.64900234896135,-15.6478959242621,-15.6469100062786,-15.64659599707512,-15.64658834014669,-15.646059,-15.64518477003457,-15.64509273569879,-15.64459344788019,-15.64192945139756,-15.64177057336313,-15.64149901565272,-15.64089538174081,-15.63952635311219,-15.63484301427373,-15.6338833342531,-15.63337463530591,-15.6328642421645,-15.63264858253291,-15.63139722904049,-15.63051101758262,-15.62923116778944,-15.62898961518749,-15.62721446009139,-15.62692608063337,-15.62652731128222,-15.62552359210591,-15.62549047349528,-15.62547825256601,-15.62545466555505,-15.62492861451137,-15.62363815852432,-15.62357157763777,-15.62206535454579,-15.62034223024396,-15.61942576072054,-15.61856791695483,-15.61783433207533,-15.61723443583299,-15.61680805435217,-15.61405274984755,-15.61337645856609,-15.61273771834643,-15.61217874559911,-15.61029511899987,-15.60874743243656,-15.60856177518243,-15.6076273839145,-15.6065459658059,-15.60623703686671,-15.60615007201604,-15.60492023201741,-15.6028816235129,-15.60208251326495,-15.59797872283921,-15.59576018111835,-15.5952018735381,-15.5923787899941,-15.59181653749537,-15.59027828955832,-15.5884277836361,-15.58832003089763,-15.58555968283634,-15.58402134061031,-15.58054450801758,-15.57796552252159,-15.57789036897955,-15.5767481786293,-15.56605399267911,-15.56177382395203,-15.56060517841276,-15.55576253440116,-15.55561434345654,-15.55075630136651,-15.55018323686099,-15.54933641977155,-15.54784146544904,-15.54251857291155,-15.54095046484551,-15.53814320549763,-15.53783951661986,-15.53665861175087,-15.5149129619989,-15.49434999999994,-15.48342052942465,-15.48240138099993,-15.47795448500985,-15.46944533964881,-15.46469768995758,-15.45657509599985,-15.45375063696746,-15.45375063696746,-15.45059207987621,-15.44834037954438,-15.44449632954143,-15.43588613278608,-15.41929697838309,-15.41435013054077,-15.39826250629782,-15.39316055412574,-15.35689507726451,-15.35068494746732,-15.34079993829076,-15.33970337298183,-15.33725262448575,-15.33044190740259,-15.33030858454165,-15.32976493138294,-15.32333239091377,-15.31829559879378,-15.31731164777742,-15.31592844014999,-15.31549697611161,-15.3137911494507,-15.30715572439691,-15.30363930350901,-15.30347832638835,-15.30007220176947,-15.28802839729136,-15.26154908766762,-15.25087590485796,-15.24567732344749,-15.24429275851529,-15.24347663239278,-15.24046394918779,-15.23574648242501,-15.2142494894195,-15.1825169090097,-15.17340562909076,-15.1730986160153,-15.17132215666271,-15.1639858550966,-15.15258507665493,-15.15071704370599,-15.12891223348379,-15.12072662275303,-15.11041450491559,-15.09842566294478,-15.0966206012546,-15.08401074874464,-15.08289496440187,-15.06953652457487,-15.05848056829737,-15.05012784040079,-15.04772533186448,-15.03925200516854,-15.03719803840138,-15.02206686103527,-14.9744953762272,-14.96587362962823,-14.95834374927968,-14.95780133672066,-14.95721674674007,-14.94319165063796,-14.9250818784689,-14.92365416479046,-14.91251870274933,-14.90441803724208,-14.89994608455309,-14.89567699196444,-14.88167849291112,-14.8771572341473,-14.87477222853538,-14.87352094336469,-14.87233187007307,-14.87207890182163,-14.86525454943888,-14.86497199535136,-14.86470110056365,-14.86324516749846,-14.86183999790169,-14.85987516140408,-14.85964976862549,-14.85544327336186,-14.85294617022003,-14.85231938216521,-14.84988672365275,-14.84695337723215,-14.84390104632842,-14.84334470695575,-14.84192063087117,-14.8380568228882,-14.82739051899526,-14.82284425123113,-14.82263147740728,-14.81518939776542,-14.81276734023978,-14.81167913063641,-14.81134755780862,-14.81122655523157,-14.80888534455536,-14.80513784870351,-14.80476537790736,-14.80017307791715,-14.79915022641815,-14.79655599619113,-14.79618535122955,-14.79531713040783,-14.79336529333062,-14.79282531410588,-14.79068653474105,-14.79023086203583,-14.78711076324296,-14.7859448472035,-14.78182515175509,-14.7797709565933,-14.77869754123619,-14.77641487404291,-14.76841557157635,-14.75381359164085,-14.75364348204828,-14.75363866071758,-14.75127393843723,-14.74908470759533,-14.72832175476175,-14.72203312995615,-14.71272695128152,-14.70666671151185,-14.69758605944932,-14.68574893656897,-14.67493510678743,-14.67095282525996,-14.66957417194146,-14.66646434914308,-14.63592343767933,-14.61606937429791,-14.61510807825848,-14.611360791492,-14.59705574828941,-14.59052057518858,-14.55882504509237,-14.5511218863901,-14.54057655127916,-14.52830483612981,-14.51847480665127,-14.50121758739708,-14.4945910862882,-14.48904355965254,-14.48815049791875,-14.48533914978525,-14.47444776634802,-14.46984469491785,-14.46779733116387,-14.46008967667595,-14.45246234638014,-14.44359411771989,-14.43257012493639,-14.42690479559511,-14.41774249197355,-14.41678595312179,-14.40410335972355,-14.39272352478302,-14.379562568915,-14.3775977028077,-14.37759770280769,-14.37389029331977,-14.3241737236194,-14.31274750151893,-14.31160550780154,-14.29710419342041,-14.29469780358296,-14.27969605458054,-14.27795210263114,-14.27136310453047,-14.2641545478856,-14.26139353618751,-14.22320719728689,-14.21362506012072,-14.20594353578589,-14.2054604644396,-14.1943802115591,-14.18037377693662,-14.16399588301195,-14.13931733537907,-14.13425636332002,-14.10073969296576,-14.09453049666372,-14.08697332342567,-14.06791395298423,-14.06400119626763,-14.06220272979706,-14.05950229536532,-14.03624209546562,-14.01813697913581,-13.94989223085566,-13.94757581025024,-13.87085389283952,-13.86640889848358,-13.85999799636388,-13.8574648526584,-13.85642838840474,-13.85335406142537,-13.83294777975471,-13.82520432920668,-13.82278746480624,-13.8154462390171,-13.81190941318278,-13.8054944616073,-13.79465287716976,-13.77954318372671,-13.77649762944372,-13.77563802476049,-13.77308839835962,-13.76555247247368,-13.76467606923209,-13.74478013060379,-13.74177051606994,-13.73502498350934,-13.72815607677624,-13.72672691576459,-13.72317017944089,-13.67082018326725,-13.67053140524512,-13.658483691778,-13.65815591103081,-13.62730361777559,-13.61164222671454,-13.57007856069092,-13.54867326722335,-13.54340005239002,-13.54229871192534,-13.53312553801484,-13.52889131121166,-13.52855704116866,-13.52433638769396,-13.51478173906758,-13.51329355063163,-13.51023766630793,-13.48685244417755,-13.48478318341619,-13.4688355351923,-13.45331780953808,-13.44681996248644,-13.43936530740935,-13.43892047429619,-13.41924902264324,-13.40316423337542,-13.38906323871245,-13.38877370385828,-13.38705455868761,-13.37924687749401,-13.3672041914098,-13.3584118622779,-13.35284337440467,-13.35061155912751,-13.33127591278641,-13.2937085863723,-13.29272824790438,-13.28660887547148,-13.26683726311938,-13.25683774423046,-13.2567793941081,-13.25601401987871,-13.25061237162442,-13.24729892694147,-13.24072485988258,-13.22829994004163,-13.19266482518763,-13.18276206702451,-13.12472173002355,-13.12224107650638,-13.11064956773182,-13.10000343955686,-13.07598150697971,-13.06693270940971,-13.04765693176249,-13.03716354927162,-13.02791595803551,-13.02471866817131,-13.02032370081989,-13.01662350512265,-13.01178588683556,-13.00997469742619,-13.00920465695095,-13.00910117780522,-13.00878969743784,-13.00803474615135,-13.00511809045674,-13.00444589319702,-13.0038979827649,-13.0034251350888,-13.00338320122906,-13.00262875151516,-13.00235202613464,-13.00207261992395,-13.00174208052415,-13.00127186601835,-12.9995257183148,-12.99949081732024,-12.9984474380435,-12.99779140672693,-12.99691443932584,-12.99645997119976,-12.99422964082067,-12.99418694163788,-12.99395010168243,-12.99322326921838,-12.99318567999865,-12.99298105050149,-12.99258816956894,-12.99198830329437,-12.9915512544924,-12.99132291156147,-12.99017585163931,-12.98913309801804,-12.98891887988693,-12.98830216456188,-12.98609619243339,-12.98597066300317,-12.98550395045264,-12.98514638412248,-12.98508183582726,-12.9839102822056,-12.98351164177373,-12.98306059019081,-12.98290630810769,-12.98280608933701,-12.98253491510488,-12.98217057492719,-12.98153737964221,-12.98076895216256,-12.98068795660464,-12.97940113611615,-12.97915551802089,-12.97889757128004,-12.97852318352372,-12.97780400478725,-12.97589256977562,-12.9757451581805,-12.97555269812086,-12.97497287240488,-12.97492897989668,-12.97464200002588,-12.97380783043845,-12.9734628300078,-12.97339320398599,-12.97128133903703,-12.97126930690132,-12.97114319674621,-12.97029085005924,-12.97023443029699,-12.97015017298015,-12.96965819101803,-12.96938794199131,-12.9682271930028,-12.96717646765203,-12.96584498921261,-12.96561839961535,-12.96552393791304,-12.96458598244678,-12.96432061658776,-12.96407590340306,-12.96229822753469,-12.96227422618736,-12.96192091627944,-12.96070396663939,-12.95962564522737,-12.95948513047877,-12.95896575039207,-12.95874718938224,-12.9587365354435,-12.95860728814793,-12.95848965224229,-12.95789042942864,-12.95750510899952,-12.95692441172092,-12.95650353667011,-12.95372558967363,-12.95277630975218,-12.95254604411602,-12.95165831711009,-12.95088484717232,-12.95012533878212,-12.94932689613572,-12.94895364587544,-12.9486627998705,-12.94825993810727,-12.9478573203112,-12.94779733131178,-12.94767723359145,-12.94692536925514,-12.94678522745592,-12.9467346149945,-12.94630659605719,-12.94579713516179,-12.94575438286593,-12.94558352525692,-12.94468878849831,-12.9445925974422,-12.94447920093278,-12.9443441772435,-12.94431470492142,-12.94423057174953,-12.94409427694411,-12.94309823988663,-12.9420980017777,-12.94117302328875,-12.94047913972928,-12.94042124199711,-12.94006577764519,-12.93984931980091,-12.93979983184742,-12.93906193113786,-12.9390187294273,-12.93795986597174,-12.93767891767608,-12.93722422261979,-12.93646049851364,-12.93644561700993,-12.93574196601202,-12.9357393113877,-12.93553672663375,-12.93545273899356,-12.93524155580132,-12.93468824662441,-12.93463877462001,-12.93421289200349,-12.93404877846685,-12.93357801761184,-12.93350090275493,-12.9330771758146,-12.93271125203919,-12.93217665651741,-12.93205888584609,-12.93088239609635,-12.93043503893304,-12.92979421759151,-12.92953874217214,-12.92935957958787,-12.92819721667161,-12.92797080306862,-12.92787748860771,-12.92712772805421,-12.9269759300375,-12.92696277446515,-12.92672671234481,-12.92671994097763,-12.92639883515131,-12.92575158601116,-12.92358836711181,-12.92343890484389,-12.92069951964487,-12.92021118277032,-12.9194544537407,-12.91881538532272,-12.91845088331142,-12.91778087511818,-12.91766239319452,-12.91733525543948,-12.91732516367149,-12.91717717831692,-12.91711678326881,-12.91660317644152,-12.91551481445094,-12.91546524016069,-12.91487772118957,-12.91461430293615,-12.91438483561166,-12.9143089300781,-12.91260546138937,-12.91189628626086,-12.9112700206652,-12.91033981751999,-12.91008941368466,-12.90921996753912,-12.90752517951291,-12.90693108913935,-12.90613793412408,-12.90463610317512,-12.90413528102617,-12.90362844697413,-12.90343511155954,-12.90341895286602,-12.90313683336547,-12.90214713093896,-12.90198791119841,-12.90126622474906,-12.89996195821726,-12.89963654218079,-12.89962522306653,-12.89924859081594,-12.89899249785223,-12.89832448024652,-12.89711607899352,-12.89674304377501,-12.89562850279026,-12.89549336338717,-12.89487432329469,-12.8941412060733,-12.89406505928659,-12.89369433851623,-12.89356939389751,-12.89354835897295,-12.89316674808706,-12.89300536438483,-12.89263946282089,-12.89202635597046,-12.89184138459778,-12.8905862124622,-12.88954251647786,-12.88821757888014,-12.88720433550884,-12.88618518096209,-12.88601938119607,-12.88585461735223,-12.88577488563758,-12.88440873285979,-12.88379843495981,-12.88352496892752,-12.88351568259847,-12.88039183634975,-12.87992751453075,-12.87743025305777,-12.87484033331597,-12.87408135518733,-12.87405545612597,-12.87250769682287,-12.8725035491034,-12.87018203973262,-12.86602746376925,-12.86329125421668,-12.85846586150654,-12.85540598925911,-12.84995914015199,-12.84603125200901,-12.82974057379909,-12.8161305099824,-12.81540480809511,-12.81299837330855,-12.79685218870578,-12.79210238530026,-12.78787111366979,-12.78183660210084,-12.77865720658895,-12.77121762993279,-12.76647898695337,-12.75933607224509,-12.74615819291942,-12.74571264550334,-12.74340533373647,-12.74193299000434,-12.74167931372575,-12.74095556955892,-12.73459601685938,-12.73341229711485,-12.73140949424266,-12.73023632594906,-12.72484465426432,-12.72294234593581,-12.72025321278526,-12.7177558160301,-12.7132913303719,-12.71194872238919,-12.71036906594833,-12.70999917708757,-12.70989251037276,-12.70931312504831,-12.7032569529374,-12.70193585638967,-12.69458076723726,-12.69426170408949,-12.69012994603999,-12.67302232135993,-12.67149264395424,-12.67024638254152,-12.66738665893615,-12.66502842873435,-12.62560566707046,-12.62360094653847,-12.6235237803351,-12.62242375074042,-12.62060386911895,-12.61680375395063,-12.61338162329334,-12.60696833537111,-12.6021483942346,-12.60116105534053,-12.59626102465988,-12.57213395759066,-12.56980540534209,-12.5618254818023,-12.55087711066153,-12.5497713767448,-12.53921973679262,-12.52684413745476,-12.52611020366009,-12.52126388747388,-12.51688809101802,-12.49983116306432,-12.48812848646486,-12.48479709988936,-12.47866941000697,-12.43769268404529,-12.43421152795388,-12.42544989098016,-12.41905628076666,-12.40107439040835,-12.4005737392284,-12.39860493218937,-12.37589731445568,-12.36384099378347,-12.35070325497574,-12.31965704908045,-12.31553150290908,-12.31140712537558,-12.30573964129425,-12.30409870140381,-12.29931496028016,-12.29522929484771,-12.29215087269813,-12.28809937697631,-12.28781804121542,-12.28335149174277,-12.28286253938085,-12.28195678448126,-12.2769896681042,-12.27531356570696,-12.26961412437158,-12.26782058721177,-12.26764699161606,-12.26696129622116,-12.26658401650034,-12.26573971490948,-12.26276728284082,-12.26256639729536,-12.25941135302443,-12.25812843947208,-12.25629613247938,-12.2534828759664,-12.25320568734737,-12.25186016986143,-12.25094797312244,-12.24822298111457,-12.24760334581526,-12.24659489954821,-12.24460887017484,-12.2442741321113,-12.24335622327465,-12.24192706868211,-12.24186216263371,-12.240493413396,-12.23927418376354,-12.23562569070148,-12.23497446444435,-12.23446807165592,-12.2339250912009,-12.23124485709225,-12.23012274514067,-12.22939109098986,-12.22914287067901,-12.22488531608502,-12.22487600196891,-12.22218944333508,-12.22033520927345,-12.22024755925491,-12.21910281215664,-12.21739517102636,-12.21538407450193,-12.21015465070801,-12.20935650706744,-12.20845241884097,-12.20773512834413,-12.20428681647205,-12.19426189435672,-12.17792430546331,-12.17395482093697,-12.15453393020386,-12.15122048568183,-12.15066927840641,-12.15028545885634,-12.14924822465653,-12.14769673892059,-12.14697128182713,-12.14615674577907,-12.14532103646933,-12.14474569464717,-12.14140291854209,-12.14021028696275,-12.13962825808291,-12.1374914255155,-12.1368780777827,-12.13418198313125,-12.13260582041207,-12.13239011692144,-12.13126063077139,-12.13062397268796,-12.12350410816645,-12.12137804780906,-12.11478560265998,-12.09251297650105,-12.09133063074126,-12.08026278011718,-12.06456221182529,-12.04412989993678,-12.03291817122805,-12.00707922428808,-12.00638442728566,-11.9866195319755,-11.97055043960199,-11.96897543555418,-11.96147261711341,-11.9459789776419,-11.94458397074822,-11.91093048548617,-11.90501937278187,-11.8747151464052,-11.87214524423429,-11.86692876278696,-11.86045965281921,-11.85380304335398,-11.84767146506074,-11.84524409550921,-11.83455242799876,-11.82492077765351,-11.81967920671227,-11.81956078890419,-11.81567580101508,-11.81552691537739,-11.81246636203458,-11.81222472386036,-11.80790036452822,-11.80740585546729,-11.79706347749376,-11.79564990243289,-11.78806388431012,-11.77897899518195,-11.76948844484253,-11.74975918312117,-11.74786637823036,-11.7363848258245,-11.73197011833247,-11.73075405938191,-11.72967728328571,-11.72930664735724,-11.72888142752019,-11.72732920947419,-11.72627952939958,-11.72587550968041,-11.72341807319173,-11.72245409887798,-11.71613828986859,-11.71328477664551,-11.71051036924957,-11.70816159825764,-11.69551791144187,-11.68757292071183,-11.67942851884251,-11.67155350043018,-11.66349557669393,-11.66175973633156,-11.62703376378531,-11.62106737039746,-11.61559732453996,-11.60923949574009,-11.60812670699691,-11.60501460665743,-11.57026919972174,-11.56789256187657,-11.56415151825999,-11.56405313425723,-11.54802581318857,-11.54374319091916,-11.53142223255445,-11.53125110835335,-11.52725859106066,-11.52662041605006,-11.5225964497764,-11.51035036786528,-11.50413777264393,-11.49352070764589,-11.4870493414391,-11.48645250929192,-11.47703107545656,-11.46322579409073,-11.45534706517941,-11.44276873182296,-11.4383475004174,-11.43773282798201,-11.43523066327109,-11.43103084321798,-11.43039744706752,-11.43023247678651,-11.42852875479573,-11.42808074452214,-11.42706295303259,-11.42546542454639,-11.42265626810567,-11.41871333058074,-11.41844127289872,-11.41090788475523,-11.3814187739349,-11.3781581251724,-11.37459145556496,-11.36300217337656,-11.34947074446378,-11.34719154085629,-11.34138744044582,-11.3352608622577,-11.32715558541232,-11.31469806777976,-11.30994838009594,-11.30501845055381,-11.30416444637344,-11.29960009347951,-11.29634043148977,-11.2748050254319,-11.25977488661552,-11.25727741789977,-11.25353298652731,-11.24056027473802,-11.23803955003641,-11.20861451808991,-11.18941968239369,-11.18594867799966,-11.18461101069732,-11.17045722924229,-11.16252797675138,-11.14388653103112,-11.13790747488081,-11.13669846697988,-11.1299708745698,-11.11515263676567,-11.10753322064443,-11.10045361382888,-11.09585693296776,-11.09142661817169,-11.06917131917842,-11.02925114029084,-11.02778013990395,-11.02137932131271,-11.02095286821392,-11.01703323659009,-11.00928792600714,-11.00910037152492,-11.00806413292831,-11.00594073310602,-10.99803019632438,-10.99529004004472,-10.99109302538437,-10.97752438313904,-10.9742077653413,-10.97162154257437,-10.97144268818594,-10.9709289677238,-10.97043725160473,-10.97019291843636,-10.96578215390556,-10.95947856556054,-10.95218213462681,-10.94656974859965,-10.94434661166565,-10.94216088000249,-10.94162098860022,-10.94034109796117,-10.93983861453032,-10.93955034544502,-10.93841073114304,-10.93365964052875,-10.9322145186293,-10.93024285115797,-10.92651803237809,-10.92240665006562,-10.91901710117065,-10.91741858642422,-10.9161786962848,-10.91509155557532,-10.91479879938459,-10.91311081304404,-10.9127807503007,-10.91245068755736,-10.91132792793601,-10.91054600131784,-10.90664234773976,-10.90222576109962,-10.90150986321407,-10.89865227773984,-10.89853373776965,-10.89738502211297,-10.89566491766402,-10.89454764975538,-10.89261945032533,-10.88633591870405,-10.8844499544573,-10.87722223893279,-10.87598480603402,-10.87271655787372,-10.87096622994795,-10.86694218802558,-10.86458929224961,-10.85614385908156,-10.8555880151523,-10.82337341877206,-10.80477382587067,-10.79726549415529,-10.79533029716855,-10.7874069827933,-10.77706083269017,-10.7583219708421,-10.75328684640991,-10.75039435009568,-10.74227321849853,-10.74055287313273,-10.7402033246635,-10.73891561798744,-10.73145541395515,-10.73142074493195,-10.71950915023737,-10.7157511772526,-10.71513369039445,-10.7150859417272,-10.70989286942835,-10.70542552187786,-10.6925059143993,-10.68989648033541,-10.68603272438848,-10.68527141901974,-10.68095806869839,-10.68050249649417,-10.67804139208764,-10.66939236672733,-10.66521787291465,-10.65857437017117,-10.65222618820228,-10.64833611040246,-10.63429415830214,-10.61629732612722,-10.6029577515249,-10.595309591903,-10.59307209189726,-10.59140102214243,-10.58622238129981,-10.58516678111267,-10.57274532630908,-10.56830774713608,-10.5380543480053,-10.53661690131674,-10.50664778184729,-10.50429056597593,-10.50409156392707,-10.47824576489704,-10.46435664287239,-10.4623416035804,-10.44179676834564,-10.4389056322899,-10.436959998461,-10.43007145626256,-10.42399272769328,-10.42149899999995,-10.40198438356759,-10.40133177253878,-10.38607475805811,-10.35978478127779,-10.34922894780869,-10.34919933779249,-10.34470216116197,-10.34168282528155,-10.33854518042262,-10.33782222776973,-10.33361416984474,-10.3293275290904,-10.32593083501133,-10.3177731435563,-10.315481751652,-10.31060182032869,-10.29419526057994,-10.28641321907599,-10.28624457327296,-10.28476559586509,-10.25672508894186,-10.25430993167226,-10.25140701608446,-10.24891506350181,-10.24624538121143,-10.23304036751795,-10.23193044607224,-10.22917261887537,-10.21955561994818,-10.21729400538444,-10.21447077717905,-10.20704412610972,-10.2061615453624,-10.20519694302047,-10.19920011685101,-10.18940702251511,-10.1850398352902,-10.18496090873034,-10.17530935137392,-10.174506533679,-10.16850607371865,-10.16270355089357,-10.15422803810859,-10.15330405124105,-10.1445741457937,-10.14165747479132,-10.12780636422402,-10.12644033760531,-10.12551530808525,-10.07808221156645,-10.02808969501124,-10.02102061400725,-10.01332692956116,-10.01141577989561,-9.996898033622134,-9.993371562888607,-9.989061455597197,-9.979872137226339,-9.979483347743496,-9.979282220514099,-9.977963621769732,-9.976918860902307,-9.97568264413675,-9.96793244548259,-9.967843044507292,-9.966516824949288,-9.95935155986708,-9.956478682438016,-9.955303078156795,-9.953805521582453,-9.950409822060305,-9.949074142170987,-9.948276680421024,-9.945319444726195,-9.938980157317406,-9.91132355428027,-9.910598282583434,-9.910053292877443,-9.908502986231241,-9.9031470369918,-9.90209628377088,-9.899970940826488,-9.899065156513377,-9.895299564591497,-9.891410157473626,-9.888675029135362,-9.884218075749796,-9.850183497966546,-9.841477415983517,-9.83863907011189,-9.835547680795925,-9.831010545327752,-9.827487317738328,-9.81875967097764,-9.800885904257983,-9.784323077256696,-9.783250256372778,-9.781606898872244,-9.780292535913643,-9.76633315087035,-9.762308670177775,-9.754148588158948,-9.753702991664655,-9.752028855259624,-9.750486268406371,-9.748612992172763,-9.744918482262285,-9.743372912976032,-9.742353267111577,-9.742123376677789,-9.736775346897518,-9.734568624994122,-9.732249599240678,-9.731920433403758,-9.718738593907439,-9.696548460783545,-9.684047221479462,-9.674351094872717,-9.673731489227313,-9.668679847220162,-9.665432208615636,-9.660175999861593,-9.658785271737912,-9.658378160802346,-9.656989321235258,-9.65500237749353,-9.653907502843875,-9.647710958994772,-9.647419962029984,-9.64458538580774,-9.644246828974058,-9.64092597953894,-9.637838805878562,-9.637041923439382,-9.636905726170337,-9.635531947101397,-9.634564223885222,-9.631615647936886,-9.627749377554245,-9.626772284358768,-9.625896890906779,-9.624370714206643,-9.620891468311969,-9.618346072064107,-9.618112802419594,-9.612838564033034,-9.609966918383336,-9.606480228390812,-9.605778919840365,-9.603077766424372,-9.602354471317303,-9.601084296363338,-9.599890845411252,-9.595761133760632,-9.595140028479923,-9.592062745036044,-9.590747706241807,-9.589271582271095,-9.587143339566575,-9.586745672434436,-9.583374640108921,-9.581009992695625,-9.578299107219449,-9.575858848762762,-9.575134597714507,-9.569708628845596,-9.561520150200199,-9.559173826522185,-9.5587427086405,-9.558634084311775,-9.558252796675193,-9.557463277918359,-9.557203301435148,-9.55295526322778,-9.538272597390494,-9.534960573689403,-9.534569468663042,-9.533953252639773,-9.512360481214106,-9.506693572289144,-9.497191293262231,-9.4865746477432,-9.475011165772862,-9.470699499739322,-9.462653803070658,-9.451208581887236,-9.450895754321202,-9.447975813043975,-9.447410093529491,-9.44149199276727,-9.440594484531712,-9.433213445540401,-9.433165624662916,-9.432354137361365,-9.431109890516382,-9.424205163318078,-9.420985153171674,-9.420577952059855,-9.417336430817024,-9.41588615646702,-9.41351174055005,-9.412756196847218,-9.411547825477285,-9.410005917339076,-9.408942714164107,-9.408516706471508,-9.404467767344052,-9.404393764766883,-9.402825560604192,-9.398762700999793,-9.398533594391141,-9.397535125536914,-9.395804783766835,-9.394953002962945,-9.393612108471578,-9.393117286748103,-9.392623276572063,-9.392588798682945,-9.38898466176481,-9.387946394923306,-9.387741324928962,-9.387578875425405,-9.387081056889096,-9.383555604898802,-9.382493141218601,-9.381290778388324,-9.378901687991549,-9.373296142405742,-9.373149147436541,-9.369440533528255,-9.369420180117771,-9.36895023488623,-9.36887070593929,-9.36857180165382,-9.362301362458028,-9.361950110987792,-9.35906736503584,-9.33526281720112,-9.313365468898668,-9.31049621523562,-9.295284884215345,-9.290888362386307,-9.262055423096342,-9.250591921209962,-9.233525306895219,-9.222300970685877,-9.179905003939286,-9.177388079834074,-9.176329291731035,-9.169084034367527,-9.166493174421886,-9.157218563819532,-9.156550877434656,-9.156245682424096,-9.130222956872599,-9.125033717775127,-9.123470479520625,-9.117820475748035,-9.115906531545123,-9.108812539014634,-9.104113252980355,-9.074950129235898,-9.056296752793855,-9.055876450755328,-9.053688837131517,-9.014476907770096,-9.008680982153361,-9.007675987232085,-9.007625823834184,-9.000529077860106,-8.977994568290818,-8.975025060811662,-8.973255974200578,-8.968582603504943,-8.958467204057293,-8.952778233808264,-8.941920209972302,-8.918939545163434,-8.907623679670822,-8.902054497556339,-8.901158028548236,-8.894515567314306,-8.893172715777835,-8.887719515839382,-8.884477212510252,-8.883001666745061,-8.88175644743443,-8.878666516371505,-8.876869250972835,-8.875087087655608,-8.859703814217283,-8.839751857914735,-8.838577670536376,-8.827202845127042,-8.822748971584446,-8.814489427567528,-8.807959407067964,-8.806613598022468,-8.806332139929227,-8.798674164292708,-8.793823405610901,-8.792604800627378,-8.791199653190134,-8.781499118972233,-8.7797200898095,-8.7757668662107,-8.774425478355141,-8.77403362277547,-8.766194545807497,-8.765544007813704,-8.757220310311663,-8.753783812248033,-8.752743887495246,-8.747843794092704,-8.744639777474413,-8.742421171992673,-8.74221182227642,-8.741731814113678,-8.73865456084915,-8.738175443258836,-8.734363100978964,-8.72916939069182,-8.722944764354473,-8.711963126912739,-8.7061366938173,-8.695825761079504,-8.68031200519373,-8.666594276232464,-8.66542534670664,-8.66225420822748,-8.661327866132831,-8.657245477403077,-8.62415102224325,-8.62060978721165,-8.617094295363048,-8.610039861901058,-8.597804297170457,-8.596253471656617,-8.59544613525137,-8.584196684643691,-8.577258452434604,-8.541240664805636,-8.527649408089497,-8.522807356177072,-8.51517030806794,-8.514986468149445,-8.506721376676866,-8.488189811112091,-8.473513304864595,-8.47190791671445,-8.45504693653698,-8.45259799999995,-8.44617819121274,-8.441865196198224,-8.434448652367916,-8.420432402918046,-8.419893014226949,-8.414747298654063,-8.41262365605496,-8.377891550634898,-8.376909914843816,-8.366340905422762,-8.365862033997303,-8.362510890192013,-8.36168493950807,-8.36072323908884,-8.35995575158674,-8.342164859774181,-8.339167964668562,-8.336332159327782,-8.334518291019616,-8.332724799842504,-8.330871190632307,-8.308666219294135,-8.301868561277852,-8.297839317356011,-8.29747728094624,-8.296675837449685,-8.295836772214743,-8.293888021975265,-8.29066566168043,-8.288588754226438,-8.287606780171743,-8.287521026162796,-8.285687286216563,-8.285133447365824,-8.283903239951698,-8.28378252088246,-8.280863233446633,-8.279229035980027,-8.278465616631596,-8.278462795512608,-8.27824076790267,-8.277071013269676,-8.273851478093919,-8.26979588703109,-8.26662699210679,-8.263533512362494,-8.258828967969176,-8.240181645927851,-8.23978100561085,-8.239763893945032,-8.236645735574934,-8.230289599585232,-8.228592955312184,-8.212107058383987,-8.210337611133573,-8.206955042801813,-8.202085443907203,-8.20074846144383,-8.19984274049318,-8.197693541364536,-8.19326466786682,-8.191362724594887,-8.188723793065892,-8.18571048443651,-8.185397109329609,-8.183059878509816,-8.175899917098215,-8.165738865369326,-8.164412230478284,-8.159597865923867,-8.157810149054237,-8.157552468278572,-8.152532662624283,-8.149989292999976,-8.143662490924102,-8.143266243988998,-8.142777797523511,-8.140531792080113,-8.136182613627566,-8.135890720198345,-8.135831928882089,-8.135320340886297,-8.132501302024165,-8.129165664023848,-8.128661337226376,-8.12580045005533,-8.125773662266802,-8.12563596318617,-8.125612939450031,-8.124927668838662,-8.124613730170209,-8.12393768018853,-8.122431709011998,-8.122226477389788,-8.121635838195152,-8.120502273342717,-8.119848636701139,-8.11975896574784,-8.119032745627358,-8.118066129332254,-8.117782490292242,-8.117514384880712,-8.116243569432479,-8.11529960929068,-8.115293289308164,-8.114751153121219,-8.113146590801529,-8.112800124490846,-8.112523570654064,-8.112515819032836,-8.111473321359012,-8.11143073661088,-8.111351069030638,-8.110065701117279,-8.108694139744452,-8.108400373117602,-8.108299922440873,-8.108235450781182,-8.10790320147588,-8.107652408824759,-8.10718778175889,-8.107099467330722,-8.106595824535546,-8.106387898056237,-8.102689087557126,-8.10198554162388,-8.10126918250807,-8.098980138369901,-8.098973798700145,-8.098802867760481,-8.09645329057116,-8.096343126220205,-8.095698255033236,-8.094252416051239,-8.09157154337019,-8.091550631758572,-8.091475979789742,-8.090605957811402,-8.089536410599347,-8.089040071950775,-8.08831654831537,-8.088289339647808,-8.087203288307094,-8.085907997620385,-8.085032619062128,-8.084161374605232,-8.08253724745975,-8.081899591785318,-8.08165713435538,-8.081636393079263,-8.08121822582681,-8.08011826711645,-8.076095735202673,-8.076072355548924,-8.074551414644215,-8.074450129153925,-8.071397490767612,-8.070960881795754,-8.070088774698869,-8.06960536907466,-8.068681328589077,-8.068345828661247,-8.065025564806096,-8.06385346446679,-8.062913056776232,-8.06264729028306,-8.062275916080303,-8.06100353741321,-8.059479415337453,-8.05886714139907,-8.057926761933738,-8.057911121232678,-8.056988969523793,-8.056559537327905,-8.054858907282059,-8.054715504870352,-8.053658440562408,-8.051279170785378,-8.05115477360005,-8.050402509261652,-8.049884228325222,-8.04859824120043,-8.045461141110296,-8.04541312454502,-8.044706797623647,-8.042244895248874,-8.041988382324297,-8.041972208983331,-8.041460140437094,-8.04128098671597,-8.040985980661501,-8.040803166729217,-8.039254881947432,-8.039228963785446,-8.038318086329957,-8.037192314368042,-8.037025581480545,-8.035270646721774,-8.035249342143262,-8.035147087287383,-8.034440315025106,-8.034194043244618,-8.034084041636085,-8.033296334762817,-8.032950052294407,-8.031519757202823,-8.028744985072196,-8.028625535569644,-8.028304424930951,-8.028280103303683,-8.027754876417697,-8.027703476975502,-8.02727845597861,-8.026658240636213,-8.025976979424279,-8.025704237815438,-8.023081102329504,-8.022656147912352,-8.021520855806024,-8.019615464997038,-8.01941235069858,-8.019106208372653,-8.01858022604814,-8.018498173347496,-8.017987403872429,-8.016574068135952,-8.016304974053048,-8.015102646633885,-8.014777380978769,-8.014229482791126,-8.014003597754703,-8.013411882352397,-8.012711647510768,-8.012075422745923,-8.011018017034472,-8.010752115238366,-8.009977310818632,-8.008589198297178,-8.008530402840417,-8.008344156828846,-8.007697077147153,-8.007673288188608,-8.007554280059292,-8.005955191855476,-8.005713174977775,-8.005510159083633,-8.00509408044454,-8.004622706760971,-8.002863458913078,-8.002681528958316,-8.00243096815651,-8.000526578283457,-8.000503403653333,-8.000135492188553,-7.999901076218356,-7.999297482644604,-7.999093599009941,-7.997070277791265,-7.997036690212409,-7.996436273237657,-7.995748528417352,-7.993719538599385,-7.993264843489166,-7.992612544008648,-7.992295730074806,-7.992113153308165,-7.990403053242666,-7.988275170234823,-7.987960049097937,-7.987752492175717,-7.987393662317679,-7.986947415353612,-7.986800631250462,-7.98631472867118,-7.984732286302783,-7.982871591400096,-7.98068080703048,-7.979011309381121,-7.978286706256947,-7.977534635859073,-7.977473123792891,-7.973234388493194,-7.973084966876836,-7.971125601007125,-7.964744260762524,-7.964655550440267,-7.962007384553471,-7.96053554991577,-7.957770245058087,-7.957143597995517,-7.953412156170271,-7.952929014646711,-7.951022032995429,-7.949952703317502,-7.949392726165966,-7.948808380673423,-7.948599818828405,-7.948278228033668,-7.947506649657138,-7.945676919846612,-7.944796589865693,-7.941991375515172,-7.941211191004681,-7.933580267602221,-7.933195273508644,-7.931669361200958,-7.925731129371575,-7.919257255913787,-7.919187333502259,-7.91351997669473,-7.912541608646237,-7.910952122536735,-7.910858713164717,-7.910020608626326,-7.908424365187948,-7.906377653981894,-7.904941278119591,-7.903116545431383,-7.900344430595887,-7.899953832493336,-7.89434206231588,-7.891366668750168,-7.890258353618568,-7.887590132628159,-7.877711226236674,-7.872021106240439,-7.869868785626565,-7.865781662087839,-7.85992109336715,-7.858126434572005,-7.849688282918519,-7.84940404718066,-7.845872969859305,-7.844729858813762,-7.844272764671797,-7.843488148155741,-7.84274014172389,-7.841478546195655,-7.836609084788397,-7.833845096031688,-7.830738785339764,-7.829525016881989,-7.820761821438452,-7.805111757090515,-7.802056206299442,-7.796220609270051,-7.788981425274833,-7.778681519270723,-7.775791129733579,-7.775111004572887,-7.760725407909577,-7.759829833939791,-7.759597790519602,-7.757660338211557,-7.749149101441677,-7.7441464600968,-7.743509777420115,-7.738536137932019,-7.736299776026694,-7.72444137490035,-7.724392467414579,-7.718336395521887,-7.696598290303212,-7.695257989962354,-7.68635723406433,-7.670534219460012,-7.666740539884647,-7.657495669752421,-7.656670780626437,-7.647448803582543,-7.639713116099053,-7.630078590577124,-7.626199615821539,-7.61803954616468,-7.605668098999785,-7.600380663829013,-7.595135239949158,-7.594753577949214,-7.590727896323007,-7.587710043104442,-7.58660639733172,-7.586145933882586,-7.580235560296497,-7.577678685814366,-7.570047212577284,-7.562444861993702,-7.55954014447564,-7.557047449051584,-7.553526582008524,-7.546247807895233,-7.537000194518193,-7.533616259304609,-7.531474935325154,-7.515394976776802,-7.515035839188224,-7.511929938098343,-7.503534731556231,-7.494554491157478,-7.490764881771025,-7.48940318775888,-7.448871730182632,-7.433968779567003,-7.428534985166792,-7.409554108222992,-7.408333948577803,-7.40713584628176,-7.40198929384412,-7.40166930885011,-7.38773575202977,-7.387134648529148,-7.378575294274628,-7.376063882701238,-7.373340132679288,-7.361945970086667,-7.358715893295886,-7.358247021378397,-7.33222919962967,-7.331741136185456,-7.313342946555163,-7.313044233417596,-7.31229126770766,-7.310555661406291,-7.305695022980931,-7.290068210889992,-7.289328572200058,-7.269665548704375,-7.262389717269751,-7.259828499568576,-7.254818987153357,-7.254647552821171,-7.251681035950177,-7.250838954784539,-7.249322876715524,-7.248690226778614,-7.248568633878562,-7.245892484974998,-7.244857649640924,-7.244204223095365,-7.243470819141193,-7.242654004144222,-7.24165430568302,-7.241636248140669,-7.240563399020102,-7.239732578370142,-7.23939156307588,-7.239387292120763,-7.237545620600256,-7.237091763896688,-7.234276883817106,-7.233828314963455,-7.233556553767277,-7.232359390471552,-7.23123345908835,-7.230078719902844,-7.228250586584218,-7.228197847808331,-7.227950443398683,-7.2274788727953,-7.227068978273874,-7.225617863469952,-7.225404813902824,-7.223875427633246,-7.223482249942097,-7.223332021171614,-7.223322010807521,-7.221183860031728,-7.21946865312162,-7.218531516658603,-7.217805719389645,-7.216352227994898,-7.215955017528104,-7.215729816546056,-7.214522842391537,-7.211811591712442,-7.209296481826258,-7.208664515674982,-7.208491848634334,-7.208060814694318,-7.205203751225355,-7.20504586390287,-7.202188555675938,-7.200586401719995,-7.200400043685345,-7.199698939950062,-7.198683515770482,-7.198652319088752,-7.198639772913806,-7.198190230663674,-7.197694201747723,-7.197547887193864,-7.194591656711865,-7.193865577197301,-7.193500853204221,-7.18907872680342,-7.188659381423929,-7.186810954798932,-7.1850117483953,-7.184698985122211,-7.18344960503403,-7.183268124215672,-7.182680705582186,-7.181333838873075,-7.180295984520394,-7.179254904080389,-7.17871596990253,-7.17738438956528,-7.175548324620257,-7.175164296975628,-7.17472353975664,-7.173946792533362,-7.172454169046918,-7.172375139880376,-7.170199148498863,-7.168371194676213,-7.167711137112335,-7.167163644744447,-7.162656320137846,-7.162589032053164,-7.161965454299922,-7.155813301182272,-7.155570249725413,-7.152907201046797,-7.152602130343016,-7.1524317830147,-7.15187446892344,-7.147809345645576,-7.147294056006513,-7.147147254820864,-7.145019004910884,-7.144269582190454,-7.137366753240758,-7.136645784435945,-7.133875850898296,-7.132037541538661,-7.131917510727115,-7.128563537614633,-7.12832158346477,-7.128209512646065,-7.128063599680368,-7.126030805567889,-7.125235405112686,-7.123023804952186,-7.122515954595831,-7.122251944966017,-7.121572499866463,-7.120923086505935,-7.120402558940309,-7.117704400103846,-7.115646650447572,-7.114798664687966,-7.114710808753138,-7.113985552637809,-7.113471167211605,-7.111778900002026,-7.107641629249836,-7.106932602497068,-7.105146304157038,-7.102544248961102,-7.100774107225008,-7.099042748884631,-7.097252821632011,-7.095003522218605,-7.093480792948906,-7.092610293602238,-7.087963525171027,-7.08689252783847,-7.086001621601333,-7.085468146787567,-7.085030293218806,-7.084785800609985,-7.084631139832054,-7.082007019392199,-7.079038398020903,-7.07871104426015,-7.07767610903498,-7.077091335231696,-7.07508607869851,-7.070937040804607,-7.068379563936202,-7.06196902730586,-7.058849598067856,-7.058829894333504,-7.048617955582523,-7.048126922332642,-7.045361229648126,-7.041755696576409,-7.040575407082821,-7.035135193916087,-7.034988385150796,-7.027245629698309,-7.026354824577366,-7.018672399492173,-7.01825757043902,-7.017301362929116,-7.017105777115312,-7.015859272902651,-7.0076761310839,-6.999919634947142,-6.99478880729175,-6.994437727527543,-6.96672904710812,-6.965112884018581,-6.949275120162892,-6.94576474830914,-6.944245619931199,-6.932743709596139,-6.927411061854054,-6.891252231974976,-6.887745156328404,-6.874763274275399,-6.872211982859127,-6.863954787217288,-6.863480404602719,-6.85209256062919,-6.837168594957803,-6.834909907295532,-6.82771763550334,-6.815904085880835,-6.80338209469453,-6.795479563943147,-6.792557339326901,-6.790161423693346,-6.787772639331994,-6.783329340091706,-6.782539305387095,-6.779830500449045,-6.776733150899384,-6.775232323102792,-6.772814165913703,-6.772283080600958,-6.771735084011542,-6.770782617665108,-6.770668421107524,-6.767546914533741,-6.76599910869418,-6.764045936317328,-6.760553705454457,-6.759474884371158,-6.757648681048313,-6.755183825899877,-6.753572603131509,-6.753170427393504,-6.748088778361755,-6.722975852710321,-6.718979212776461,-6.716532481550868,-6.698070710608819,-6.693010896081553,-6.689736437594984,-6.666772166285078,-6.618167311269493,-6.604665692302627,-6.599689696480659,-6.598378754488047,-6.590493039697384,-6.587777586515777,-6.583338622041794,-6.579596769611026,-6.559559478054802,-6.556878225755052,-6.553129279184607,-6.547697538758055,-6.536160491677898,-6.534401614498916,-6.534118134203998,-6.525210475145853,-6.522041472264161,-6.518964635954034,-6.506546016675193,-6.497455089795662,-6.491794555348289,-6.488501093579988,-6.484892406850372,-6.480149721296431,-6.477823216136303,-6.466574062489451,-6.465308612680925,-6.464288727567204,-6.464149783799749,-6.45634291116789,-6.455501841703926,-6.449661630778738,-6.44890279153824,-6.440041398536376,-6.436124915575116,-6.43572967465714,-6.431676477848956,-6.418047623278498,-6.417963758748006,-6.413355657069214,-6.403095909924984,-6.402787305631923,-6.400125364972757,-6.390625125871321,-6.379302647549049,-6.376879978247281,-6.375823318432586,-6.370269705877298,-6.36910576289783,-6.366839525755704,-6.359437670698037,-6.354803150332728,-6.347542647198111,-6.344079329673677,-6.325943690618894,-6.325757558052025,-6.319450820178444,-6.318504058090043,-6.316724967748591,-6.312023779444396,-6.290720653421996,-6.268847246693896,-6.265689093152236,-6.259324714082862,-6.245078288454222,-6.244549790818907,-6.242804734400218,-6.241155539473785,-6.235368577666913,-6.229605315019039,-6.228167487451328,-6.227792244781999,-6.222311870391277,-6.218327645016981,-6.2142660577689,-6.211259206195411,-6.2102878470152,-6.207448028884075,-6.205206243591784,-6.17989688511368,-6.160260776209854,-6.155247530745038,-6.13321403407986,-6.124831774311629,-6.122106000000002,-6.11306189477227,-6.10752907461681,-6.10372927485607,-6.095123665223916,-6.094117746073023,-6.089642364788444,-6.088209887664519,-6.079137345909716,-6.079023820168208,-6.074386550627748,-6.074386550627747,-6.070730665880155,-6.069282880103009,-6.049652331788173,-6.046478049246685,-6.038655949071193,-6.031735490122187,-6.030384554755735,-6.025217180076264,-6.01781152298383,-6.001905413296545,-6.000320081801697,-5.992472687151516,-5.990887409315429,-5.988987926410246,-5.974232459053326,-5.945562416502499,-5.944257525353402,-5.93630049149536,-5.929252341766674,-5.928235412822184,-5.924296491286361,-5.923446049706152,-5.921088469071094,-5.912678850184818,-5.907105699689435,-5.900561085325373,-5.896610226629294,-5.892094582220355,-5.886563452788081,-5.883632920510785,-5.881642801844248,-5.880048766497236,-5.87992875883264,-5.879736632121809,-5.87939332015166,-5.878333976924599,-5.87751439674151,-5.875625074484976,-5.871514279315584,-5.870991776498122,-5.869612637565207,-5.866604369212288,-5.86257940664892,-5.85807323002309,-5.856764960499751,-5.855344038566544,-5.851687998296135,-5.849251628304106,-5.84756120198158,-5.846927746260256,-5.840833708021792,-5.84076151578525,-5.837772582291003,-5.83736152435818,-5.834605203282273,-5.829790514266212,-5.828558061838678,-5.823806150301517,-5.823597115051268,-5.823073861447334,-5.822761520759947,-5.822190535664666,-5.81808337309799,-5.817618553691855,-5.817305107497372,-5.816163100329717,-5.815988594626085,-5.812281338381306,-5.811200387378497,-5.807745201853521,-5.80575751660412,-5.805682325551981,-5.803201126604432,-5.802034788241243,-5.801473641129741,-5.800909686255446,-5.797782626277699,-5.794336560817082,-5.792244362728698,-5.789817888864893,-5.789537103693543,-5.789153409867771,-5.787331662729001,-5.787061775444423,-5.786214572397755,-5.779975675771432,-5.776720356737238,-5.774190270584408,-5.771836310002838,-5.770951494995415,-5.770407247862637,-5.770353826502608,-5.762972982167294,-5.756299798222198,-5.755930608105756,-5.755568285660706,-5.752577821146112,-5.751689644952505,-5.750473799731762,-5.749755906362356,-5.746629791112075,-5.746578225261904,-5.745164121760787,-5.743497762330869,-5.739410602262188,-5.737931184003783,-5.736313443655067,-5.73270945714518,-5.72999449976842,-5.729452829926924,-5.696259028508655,-5.681526563363478,-5.676691722902132,-5.66603171630403,-5.6608569705782,-5.650280663884922,-5.642927647264124,-5.637682235371914,-5.607352810437594,-5.58787718938735,-5.582265121259939,-5.582167743425332,-5.578677546417205,-5.545977538844235,-5.539423577720683,-5.536525052704697,-5.531371380875686,-5.526800124592478,-5.521318854487161,-5.520295274908874,-5.519712483344855,-5.519587721452728,-5.519211468900778,-5.516372073499848,-5.516082473097253,-5.511722806286151,-5.506636293632463,-5.504495037749826,-5.503124691594767,-5.482464652508486,-5.468343671814179,-5.45697491231725,-5.455589582541656,-5.450871034590359,-5.446864870927711,-5.42270377078701,-5.409658556365997,-5.395710522347874,-5.379029058855997,-5.369681393207208,-5.367055329732242,-5.363920522149012,-5.358004775824459,-5.356608970361842,-5.355711974952563,-5.355627461383321,-5.349464385816629,-5.343238064232739,-5.337733879077279,-5.325737636004153,-5.321205248711932,-5.319299883533075,-5.305421492508686,-5.294882466955311,-5.293304861195717,-5.259305875315556,-5.249525498974742,-5.213570953984841,-5.20850368149881,-5.204509064907853,-5.203345254879048,-5.200508203302213,-5.198700104551449,-5.190287925014005,-5.18996471254512,-5.189482734244597,-5.188491344500009,-5.185115023820631,-5.18237423073426,-5.181754798018344,-5.178977553905794,-5.176091756573893,-5.17583849470704,-5.1750115601728,-5.173429220943391,-5.170476131722328,-5.163483201808797,-5.15675288962974,-5.155080975711676,-5.15407384095141,-5.149632303922491,-5.142200994744824,-5.138120256236034,-5.135283145567654,-5.135137393773798,-5.13330157205322,-5.133104230167722,-5.131798544100242,-5.125625029862735,-5.124593099187569,-5.124535918341864,-5.122385026017528,-5.118702834015294,-5.116408971496599,-5.115634192749708,-5.114496526784273,-5.114363937006375,-5.113239831333186,-5.112565119096701,-5.112437551061648,-5.109131545314428,-5.108910066536518,-5.108520195718548,-5.10831319887268,-5.103348715678189,-5.103058257575272,-5.102923191200864,-5.102080125293338,-5.101432896757717,-5.098085831000621,-5.098020278737214,-5.093598886770048,-5.091914022259527,-5.090843536893392,-5.090515399000506,-5.085652588872493,-5.085149834126564,-5.085065290059876,-5.084945725256096,-5.084063384940898,-5.080090580762593,-5.076683891323354,-5.0765028768036,-5.075749912454357,-5.074471843869339,-5.074337902069725,-5.072748709233042,-5.071963778883321,-5.070967891487277,-5.070480880322781,-5.069187073741513,-5.068566655649938,-5.068139262933195,-5.067748225237531,-5.067119053083912,-5.063603676056504,-5.063372966196423,-5.061447883255934,-5.061429634098204,-5.059261137439872,-5.056730248696915,-5.055214070321057,-5.053011828238565,-5.052115947465603,-5.049375867433337,-5.048638335403274,-5.046901966109477,-5.044035010399391,-5.041076803473604,-5.039611106053495,-5.039124751004396,-5.037933605097157,-5.037147789984121,-5.03688290010167,-5.009291946544591,-5.007332180077372,-4.990111113089043,-4.989095534445429,-4.98296422865782,-4.981589066943498,-4.973001429155113,-4.968975917103503,-4.96853207804296,-4.965886762428397,-4.96340136094471,-4.956031992866762,-4.945933764432744,-4.942380930005896,-4.938637830671736,-4.921471430594551,-4.908117299278558,-4.889731449292039,-4.880359628629927,-4.878589207083118,-4.872058419833253,-4.871409019623875,-4.866526843587077,-4.859830717688976,-4.853858466222003,-4.842097370780366,-4.840907944503906,-4.837761985081908,-4.830288661012602,-4.811069197938342,-4.772530697506351,-4.755900812795437,-4.753592281421204,-4.74566208690714,-4.717117343720794,-4.708525999375031,-4.702908441503046,-4.686481431712241,-4.586113179491656,-4.572865408732536,-4.566714237937559,-4.565356629061708,-4.561920902281472,-4.543939654370731,-4.502895843702964,-4.487947696050415,-4.467730528888049,-4.461757206996403,-4.454570033119691,-4.450475687361891,-4.429295476576521,-4.419358212248046,-4.408787012725901,-4.406674141230664,-4.398558702292383,-4.392026961078054,-4.3559287899539,-4.334329808653218,-4.333220344027544,-4.327048757984197,-4.316757277478371,-4.30979584870399,-4.291176025645771,-4.289137525194669,-4.286865848531589,-4.276353324093241,-4.264413620372692,-4.258293108188548,-4.254609679921668,-4.25175167620517,-4.243269940730288,-4.238600722778544,-4.233374064303069,-4.230045613748753,-4.226384665835355,-4.225633003744864,-4.214134911794691,-4.184031673449708,-4.180568412190747,-4.175669333979667,-4.168617502766975,-4.16476401942149,-4.142405504800178,-4.141830301699068,-4.132849103486437,-4.129401649445521,-4.11023859583294,-4.099228483297605,-4.09374263540589,-4.080853105930747,-4.045776495038852,-4.044251951370843,-4.041771813184939,-4.038562291788479,-4.032750767689878,-4.032419259620942,-3.989193441879884,-3.982713437889252,-3.979862753185089,-3.953242229114349,-3.952021988092992,-3.948952180748631,-3.94691806094493,-3.944243935492534,-3.928960225951987,-3.924749169815321,-3.916800670844612,-3.912322652354214,-3.907262551320178,-3.906340390789751,-3.905726996478778,-3.895248583106369,-3.892540242565715,-3.892214362211174,-3.889422491958527,-3.882391865125537,-3.881840993720744,-3.878874170225914,-3.878084612837569,-3.876611999952746,-3.875152479380509,-3.873452800452295,-3.873148106495986,-3.87011325722544,-3.868920871597834,-3.866943073901409,-3.858717379326444,-3.858681285940547,-3.857980235332572,-3.855464883812208,-3.850145585617893,-3.849478645520175,-3.8460783124511,-3.845866780573473,-3.844585896749452,-3.84275637682605,-3.842679674127312,-3.840413377432573,-3.839106142815956,-3.838402413855396,-3.836790175577745,-3.834777063310085,-3.83373254333505,-3.831193470032876,-3.830776084065476,-3.829936775820808,-3.825210205969183,-3.824625160378915,-3.824514937068855,-3.823870220624783,-3.823441890162348,-3.823325335218367,-3.820612058999927,-3.820301105800943,-3.819532453802951,-3.818993597055801,-3.817742458991325,-3.817507495921857,-3.816121606387835,-3.815513705231596,-3.815264666681339,-3.814548451691011,-3.811342009204952,-3.810737735204824,-3.809208961504226,-3.808681622094289,-3.805346863935763,-3.804464319436925,-3.804133214331105,-3.803021863943105,-3.80207232496946,-3.801551253971196,-3.80137211587103,-3.80094896616717,-3.800697344116809,-3.800525426070428,-3.798682743515933,-3.798023840229953,-3.797965385903256,-3.795742583062124,-3.795723612234295,-3.792494451763235,-3.79107420237575,-3.789943662101747,-3.788435139719839,-3.787173944140928,-3.786626668221326,-3.786181471273839,-3.786131740336988,-3.785585914877044,-3.785124470957883,-3.78429215490371,-3.781373736254397,-3.78088430675568,-3.780576099521647,-3.780440743132888,-3.779341420956579,-3.778838654389689,-3.776195142877699,-3.774969015653669,-3.774041507553051,-3.77345904234001,-3.773246514983972,-3.772965999999949,-3.771710234511463,-3.771124201113035,-3.770409749999946,-3.768000657007669,-3.767973028008978,-3.766765995603741,-3.766617871763346,-3.766377203810672,-3.766373874389561,-3.766091142857088,-3.766032605043697,-3.765915836004837,-3.765756787297658,-3.764022926386493,-3.76384667936196,-3.763645860818206,-3.762982984352418,-3.761208383106768,-3.760933459644503,-3.760798235455904,-3.75899059896037,-3.758396168580586,-3.758284025131721,-3.756639802072311,-3.756305111703358,-3.756245652466522,-3.756161260570603,-3.755693039997342,-3.755409013290568,-3.755164110278186,-3.755033357448097,-3.75503333886186,-3.753637021429279,-3.751991692338563,-3.751452686135011,-3.75137453390185,-3.749900885014324,-3.748966102741104,-3.748384587414396,-3.747161735808952,-3.745988215203998,-3.745146238129666,-3.744962179968574,-3.744184712706461,-3.744018771514677,-3.743934948120756,-3.743848563228914,-3.742130649184098,-3.741775507703804,-3.740761966508714,-3.740571810937111,-3.740117267032022,-3.740051342515584,-3.738772752113758,-3.738620434522034,-3.738381116592303,-3.738070858399334,-3.73795199025931,-3.737881690168158,-3.736295629728702,-3.736179710333252,-3.736140128787045,-3.736079759375809,-3.735941631656265,-3.735627602313672,-3.735471102599029,-3.735054467252906,-3.73456878838418,-3.731708865550469,-3.730862318641983,-3.730674994247695,-3.73019985250735,-3.730052840658496,-3.729965504406954,-3.729779498025371,-3.729277220012794,-3.728787111719698,-3.728488244124334,-3.728092024605668,-3.727441893884352,-3.726895500000001,-3.726328279145948,-3.725711352106951,-3.725588915058424,-3.724699054401925,-3.724104406992829,-3.723844197944902,-3.72380573973658,-3.723632954593798,-3.723469600166843,-3.723374899648574,-3.723141805755405,-3.721154340556016,-3.720277834473479,-3.717490463103507,-3.717084838941394,-3.716409164713622,-3.716076724966497,-3.715417588480274,-3.714826333493345,-3.714582559144371,-3.714472755308181,-3.714444479430139,-3.712655101438399,-3.709717065744131,-3.709142443510424,-3.708384702403281,-3.702427644334931,-3.701344939255793,-3.701164347683138,-3.700795108689544,-3.697676475900594,-3.697434499824907,-3.696916660407382,-3.692944990350883,-3.69155488882103,-3.69111824523208,-3.689661759022825,-3.687731668567499,-3.687332542310611,-3.685715878237471,-3.685113781421364,-3.684354037600882,-3.679675005337451,-3.676361655771074,-3.670938815642368,-3.67052265451202,-3.668706359938819,-3.66572836433851,-3.663526199252889,-3.662562379390413,-3.661624154651027,-3.657418898446298,-3.656914466243523,-3.635163252640832,-3.628301194331514,-3.624041087270268,-3.622250892797858,-3.619697420144632,-3.603407789249077,-3.598104898072363,-3.566914817649566,-3.565085492206122,-3.563524483801414,-3.562276589200506,-3.544255119013516,-3.544078339355614,-3.543689544277471,-3.522590761005243,-3.505859167072549,-3.504514941264218,-3.496197840386694,-3.495278166101917,-3.485751674219121,-3.484247762721612,-3.47037926607246,-3.461297918880696,-3.461160162149771,-3.450955216573816,-3.450932338123859,-3.436832300222164,-3.420717630729122,-3.42026003871809,-3.394952876701355,-3.390329690360598,-3.365468177374594,-3.350791524198978,-3.331285049850179,-3.321816931557347,-3.320703894921293,-3.302928894640626,-3.276284814061786,-3.263092321221203,-3.241045739308473,-3.216921087357997,-3.213759042338911,-3.211628210130476,-3.208318710870564,-3.208188663131558,-3.205890755421555,-3.201371029207189,-3.195677217154852,-3.194258395409129,-3.17749292646426,-3.143827000298943,-3.135404275071069,-3.135250781327465,-3.131788629139772,-3.131672033317587,-3.130638931839612,-3.12774378507038,-3.125438843537375,-3.125355702326729,-3.125168738610467,-3.123797441185686,-3.120035553106245,-3.118842573646691,-3.115485206546872,-3.114482021162486,-3.112483638741594,-3.111193647282132,-3.110366069521652,-3.107805773539425,-3.10630699316599,-3.10625720873664,-3.106168626799772,-3.10353259675113,-3.10102649425767,-3.099482039380995,-3.096086359545171,-3.09421265649339,-3.092578433225736,-3.0920355,-3.091959616305742,-3.088615059911098,-3.086199793453682,-3.083741355284717,-3.078684705134812,-3.077463446473964,-3.074261633166443,-3.073350152453084,-3.072286266195867,-3.069821505671842,-3.0684913304527,-3.065283554001103,-3.065017063772484,-3.06092879986861,-3.059880579753169,-3.059253457903311,-3.056024276098674,-3.055411886272194,-3.053257486851735,-3.053227469616247,-3.038687278106819,-3.03751847267059,-3.036271797499818,-3.030742428106114,-3.030126951682473,-3.028251576141933,-3.019054898384083,-3.011807041124775,-3.004374315883542,-3.003454716075759,-2.997589409724026,-2.996848827710589,-2.983374721607248,-2.972925166177967,-2.965918254069344,-2.950509666553277,-2.940233035656996,-2.940026352505239,-2.937571138025728,-2.931749417741935,-2.929213695856316,-2.924804463235745,-2.92319248655288,-2.919994512183218,-2.919926569459052,-2.916441884862008,-2.912935824415898,-2.910768029629216,-2.907089214704046,-2.904249579841247,-2.903243737642899,-2.90078369951472,-2.896293218754813,-2.890238143664325,-2.88559212354207,-2.876265776106401,-2.862999776829424,-2.852174529633772,-2.806361803992104,-2.775034274041348,-2.77093891489611,-2.757229669003767,-2.701048477960627,-2.68947644474244,-2.683238104040605,-2.626225679616413,-2.615753501785348,-2.584963132258858,-2.58160484197579,-2.577802673085314,-2.570935999584228,-2.565736963816978,-2.565463426657153,-2.562650446814843,-2.561914344900055,-2.560933304178671,-2.558117797578514,-2.558106437386599,-2.557557172506236,-2.554535238632758,-2.552760743692779,-2.552757118616596,-2.552271427227667,-2.551847789349706,-2.551103985616976,-2.550961607865006,-2.550595115055277,-2.54930673227953,-2.548378542553634,-2.548253829498509,-2.548197861649964,-2.547504620948531,-2.546518444822042,-2.545955893942341,-2.545530806466226,-2.545479009345607,-2.545260736873305,-2.544515202911543,-2.54440164192984,-2.543969648635712,-2.543521809231677,-2.542308085828172,-2.542178224986004,-2.540111488380642,-2.538428998159751,-2.53811003328842,-2.536046077927093,-2.535103217126018,-2.534954937999679,-2.533657809369504,-2.533518298130964,-2.532678663491135,-2.532493843274056,-2.531124674377805,-2.527439886639661,-2.523977179331303,-2.522526391263415,-2.521656310840542,-2.517652162198277,-2.516715224260816,-2.516303411754871,-2.514354534857996,-2.512999542437473,-2.509168334889746,-2.502220358616744,-2.501242200626002,-2.500952454100387,-2.499790812449407,-2.497993108453236,-2.464393576378654,-2.463735724685337,-2.451071757924037,-2.446873440747758,-2.445978153478062,-2.442208453531804,-2.433685306977339,-2.427790186317368,-2.42486310069525,-2.402479051609744,-2.392514845980913,-2.380196855687857,-2.25722575385321,-2.2506345490931,-2.244436817449011,-2.243948133036511,-2.175848400012053,-2.159039051529266,-2.135055176950729,-2.13128503136341,-2.066873808574066,-2.047597523958494,-2.046023641284169,-2.005084087279464,-1.999265836243856,-1.996995384176624,-1.996005804785282,-1.979898837421,-1.934379636083662,-1.889785571618364,-1.827493581342699,-1.813813529228985,-1.795312614749963,-1.75396643970204,-1.728056913040529,-1.723024181710185,-1.682764107662343,-1.68131502084473,-1.674015253191595,-1.612113443848711,-1.56500673282108,-1.548475947298648,-1.510227977031447,-1.488876071178884,-1.469043339431253,-1.46456103343195,-1.464343813972001,-1.461505480174624,-1.461373632765339,-1.46106050702273,-1.460770137223808,-1.459311497828194,-1.457372950691519,-1.456308014274376,-1.455600001062288,-1.454398639665966,-1.4506549209969,-1.4501672541893,-1.448499758847007,-1.448011681306518,-1.447458949165579,-1.444944081338296,-1.444504174424807,-1.438141806660123,-1.437018084746933,-1.436809214433568,-1.43444986336506,-1.433680665507954,-1.430878263482386,-1.428619244894737,-1.42735235431935,-1.426635110852005,-1.426555569857517,-1.416163287988167,-1.416119250123333,-1.41279894828512,-1.403777680839693,-1.402245765602061,-1.401286431869206,-1.400407294737804,-1.398353632813117,-1.397145080577211,-1.394247092504111,-1.389970448067416,-1.388107625150619,-1.383956245789021,-1.38334730109108,-1.380069342552512,-1.379322690075063,-1.37919636533257,-1.372986682639889,-1.372825419812924,-1.369652924163466,-1.366981863839469,-1.365624885054308,-1.365623483493968,-1.364773502126899,-1.364000311069558,-1.363816408620687,-1.363501760427703,-1.360727283413818,-1.359190157128789,-1.357606494411734,-1.355806875382298,-1.355195473064615,-1.354897522544334,-1.353798777363931,-1.35169068824456,-1.351061856770259,-1.350901553984466,-1.350459263347825,-1.348617475841508,-1.348565642432537,-1.348259242756191,-1.339607208640178,-1.339016324514818,-1.336232418387956,-1.331882026093995,-1.327974212429573,-1.327162600833171,-1.321536304768198,-1.31881762178675,-1.312214053330499,-1.305295784472409,-1.301476882571618,-1.301138242512321,-1.301054576218488,-1.299141401670756,-1.298660299238768,-1.295787649798597,-1.293031737152118,-1.289451342339697,-1.288205002293995,-1.284981371076453,-1.249864135627125,-1.231835637406864,-1.204072657270092,-1.202183631783707,-1.191626187412711,-1.182793347954483,-1.163001081464055,-1.145150534364003,-1.127958263770135,-1.077780067763653,-1.05916901631113,-1.029011415860916,-0.9100904956856667,-0.8627413903500442,-0.7789257010329751,-0.7338251857113621,-0.4679072275592085,-0.05513741980694656,-0.04459228036615067,-0.04410329351238363,-0.02546887732331323,-0.0007243959569814883,0.0164286012805845,0.01741545531959734,0.03339460087922298,0.03566646686070392,0.03630695421434776,0.04836227554156624,0.05570875587618022,0.07619662996933352,0.08215858844712763,0.7076814373174959,2.779961659177852,2.796401433054506,2.811250641782861,2.812956385249001,2.813745521414605,2.822591789862547,2.822774636701947,2.823095506701589,2.824630872044294,2.829994574864167,2.832974697352105,2.835271657030235,2.846929206525463,2.854529956409053,2.855558322088571,3.362115058112832,3.842508276217248,7.271649375032848,13.00142017355528,22.56795175383837,42.18400274298598],\"legendgroup\":\"\",\"lon\":[-53.46018295240874,-53.34974784632119,-53.37811369038771,-53.07885128177004,-52.18003308278352,-52.1754000913493,-52.17167205372764,-52.15620085545089,-52.16439543015231,-52.16178965807263,-52.1807370869,-52.17395580139477,-52.18358953389359,-52.22475172804305,-52.17938012401523,-52.15603277196151,-52.17051996299839,-52.14216239902862,-52.11291165935731,-52.11623226138782,-52.08482510902564,-52.09720159217309,-53.39285976614134,-52.007117929659,-52.82170088352622,-52.80916530934871,-52.33919520280354,-52.35582077742327,-52.32696817042405,-52.46130780177023,-52.32048399660753,-54.14854871457329,-52.3383354860887,-52.37099645651435,-52.23554163696004,-52.27200451887028,-52.31766668746678,-52.34127190287297,-52.3232017075999,-52.30625558113885,-52.37466329333114,-52.39092820788068,-52.3921167973857,-52.31413123477262,-52.3368449929841,-52.21480363990495,-53.58633343775833,-52.32287401071021,-52.35233925500248,-52.31475014335947,-52.33911932120878,-52.41553423919472,-52.62434936565207,-53.38246136866199,-53.69073915188292,-53.10346643852284,-53.87636237472542,-52.67708329253571,-51.97864734895337,-54.09248670688417,-54.12112575535038,-54.07827334104643,-54.0900643956009,-54.12173057806752,-54.10645023095245,-54.09166490540178,-54.11789120856082,-54.12949268843116,-54.11162108027439,-54.07568127448965,-54.13316767422157,-51.08718013091004,-50.91340742099437,-52.0480061154984,-54.66997677388248,-55.52544617365127,-55.49494213412085,-55.51061332293978,-55.53716826059716,-55.53156485944886,-53.11448366777076,-51.8085350874549,-53.9007424217773,-52.10802162884412,-51.39790575071823,-51.75234557238621,-52.52372179022532,-53.48920920234293,-51.60202109475423,-51.74683334081304,-56.45186170954983,-54.32365439442601,-51.30898296329025,-50.49760468288321,-54.92033424915633,-50.26317884150175,-50.23357365986018,-53.34095123552069,-51.13097049026454,-51.18131123572988,-52.36693198827829,-51.17435605397353,-50.21367392192425,-51.14277606016652,-51.18166924861336,-51.08101813944958,-53.57036133724414,-51.19538119646815,-51.15654975984019,-51.14877249775743,-51.14326579712898,-51.16557960728455,-51.2173619761807,-51.12713812764589,-50.51140179879618,-52.04488130647015,-50.8668697570924,-51.21798275435879,-51.23370085557171,-51.20858749583112,-51.08602809875456,-51.33632567897214,-51.96254104620899,-51.10761743820137,-51.07476661151297,-51.24389587828228,-51.10700149861893,-51.22225389903746,-51.25045031930646,-51.06725005393805,-51.24261099293992,-51.02142924142691,-51.05959055623728,-51.17970041065063,-51.13622147145307,-50.69438832829825,-51.23553037033198,-51.73152450330508,-51.22679401005953,-51.08474589001764,-51.0708729635605,-51.21011025894578,-51.04012204779909,-51.05174077188593,-51.0218050150084,-51.13020843894735,-51.00391030450385,-51.23964116784663,-51.05330632286344,-51.22280086064998,-51.19318578150808,-51.12485036649549,-51.20920966671198,-51.09314841270517,-51.05000062638653,-51.17775102637313,-51.1669472048459,-51.11135067539507,-51.22599388213197,-51.10427337039111,-51.19984085059113,-51.19229319549018,-51.10054042473745,-51.15950491664324,-51.21610940415796,-51.14618840980991,-51.07937986285858,-51.09118248613219,-51.19956059413188,-51.20349940909082,-51.22167277068934,-51.22090602097402,-51.21795745343656,-51.19506122598715,-51.14274869155843,-51.17985546937201,-51.16690430628574,-51.20192263924164,-51.22708167490837,-51.18867453193925,-51.13604930747305,-52.89077375267584,-51.16105197962786,-51.09701786179232,-51.1950710839475,-51.0650097598236,-51.15143702712152,-52.89549363614213,-51.18608912609568,-51.21366068095053,-51.18716448662552,-51.22263309906847,-51.05661137540924,-51.12187833655108,-51.1446265593562,-51.23670003046794,-51.20115101491416,-51.14627605802357,-52.90099504857464,-51.16255976401937,-51.18047298864096,-51.15138528014919,-51.11230914812807,-51.23143789959834,-51.08217997757147,-51.21280239906096,-51.22189117059904,-51.22769725328026,-51.14038526633607,-51.20251936491882,-51.23240150553516,-51.18923930531898,-51.19455587406527,-51.20250088331066,-51.22181388079913,-51.18035215143662,-51.22249899457566,-51.0243915969706,-51.1632907503319,-51.19988617389882,-52.91233224127847,-51.11660296233996,-51.10505232627836,-51.16906936211728,-51.20246392009435,-51.06124924130008,-51.20967418441445,-51.20070597746484,-51.07946137103184,-51.15471491513134,-51.1375177298783,-51.12547951200409,-51.18959331993065,-51.04799202338165,-51.14349360047595,-51.17892132567786,-51.14861204609,-51.32857728642114,-51.1556601492323,-51.16270825237461,-51.19024851930904,-51.25715993205979,-52.90338145288066,-51.10605319271988,-51.1662554535854,-51.20130443913637,-51.04936511484554,-51.17488774416756,-51.07951429592405,-51.16054265599731,-50.14976807414613,-51.1520431901733,-51.05439844391614,-51.13114718861931,-51.19631899770257,-51.0729564470419,-51.11873514426362,-51.14562528981545,-51.13647315449666,-51.0962634583599,-53.50054936444503,-51.10254019758514,-51.04546382051669,-51.05901197530719,-51.08151068242755,-51.07314325904212,-51.01874926148034,-51.11775252542612,-51.13010042048019,-51.19346699236304,-51.16871875557618,-51.18858636594553,-52.37472734544019,-51.19155225,-51.71984109992491,-51.6186426886586,-51.1022960764485,-51.16323249329218,-51.18588572359675,-50.97431624735539,-51.09779064077645,-51.16849385835352,-50.11914007834461,-50.95215013215112,-51.08007687738528,-50.97188232550285,-51.04869510719994,-50.9992667557947,-51.09650357868583,-51.10745666222594,-51.03488106002239,-50.9921370357287,-50.95795264070492,-51.02917141363922,-51.04468223577052,-51.01446695995107,-51.0515669964755,-51.06876823057819,-51.0632787125272,-51.16997494701149,-51.08834941199757,-51.00227876459274,-50.99177359589995,-51.02479078831666,-51.70738486119434,-51.05153568718242,-51.08079127086063,-51.14643922499816,-51.04017711902372,-51.19519039699141,-50.96428286172711,-51.16163459086898,-51.06482688711355,-51.19922421475096,-51.03657761848238,-51.0176361064708,-50.9082722827299,-50.99969837302634,-51.05971169945323,-51.18367350619388,-51.14505892899358,-51.1717653177083,-51.17984689341306,-51.18816017725101,-51.07581248061897,-51.12647042390521,-51.05050925848496,-51.08481400591595,-51.14386568255196,-51.0751486507188,-51.06081876136155,-51.77219644575039,-51.08581923497981,-51.22302661798351,-51.14139868543693,-51.02747378319079,-51.07030394103,-51.18536886017075,-51.21251453274884,-51.16289525746853,-51.16289525746852,-51.14666015161824,-50.25566064711838,-50.99846935501849,-51.090847199099,-51.17823714857105,-54.82633070054312,-51.15421048577711,-50.7835262916663,-51.27283476987696,-51.13139992329516,-51.15642394732102,-51.14254294333009,-51.17015289010076,-50.06690688738297,-51.15580277886517,-51.13315196816025,-51.18285128398618,-51.12659239035868,-51.16850734710764,-51.14660583115894,-50.52008406269422,-51.13776416766531,-51.13008299437981,-57.0281256409334,-51.15068614721684,-51.15674594477196,-51.15954292150053,-51.13705203576924,-51.1547131073045,-51.14647273056028,-53.37564493927577,-51.17268975540101,-55.80474204880245,-50.04659871806158,-55.75366749977423,-55.80399794147971,-51.13057943808711,-51.86124955771729,-51.15020409487509,-55.80695207023462,-55.7680875012187,-51.13010179861883,-55.79219384385998,-55.79044638233173,-57.09184524502231,-51.14850627652795,-51.13068516330073,-57.07674937066641,-51.13867951349282,-51.11826035022519,-51.11392249945905,-57.09614113417625,-51.1302496283369,-57.05636821468156,-57.06017063471497,-51.16005811003237,-51.14696838432699,-52.4405657366876,-51.11931009023463,-51.1102986112681,-51.09151758160262,-57.07895237377016,-51.10887874558338,-51.095421610801,-57.08813772410531,-51.04851299894726,-51.14865481017311,-51.10026417782724,-52.42166464706322,-52.40973568621414,-51.15697248231049,-52.43309365902571,-52.44477936149072,-51.14259860263586,-52.95390846390036,-51.16847988701115,-52.41724455756123,-50.00722404235808,-51.13286145300927,-52.4428465078882,-53.17918716660632,-51.11451402023661,-53.80030616843752,-51.14092473263069,-51.18201835613556,-52.4185043185084,-52.43078315444669,-52.50603847584622,-53.81566407096572,-51.13718521097419,-53.71802555114769,-53.87216415148998,-51.12192430996145,-51.14139211369367,-51.13227331551383,-52.39980980217973,-51.15901071740942,-52.42556658016127,-52.42254825459428,-53.80084689851506,-51.1730092951155,-53.73268020253613,-51.10059271803227,-53.87351008241473,-53.7716310941959,-51.08821853260563,-51.1267494891969,-51.13774022338571,-51.23318877432421,-52.41242404198802,-53.85109147238334,-53.81234231845419,-53.8259402098472,-51.14899414367738,-53.79833260135035,-51.11443622736192,-51.46796398824512,-53.8138032448617,-51.09298402937747,-51.15144933613463,-53.85465796871559,-51.16542094148269,-51.13738001324933,-51.12347134361094,-51.18426367865483,-51.3212336075838,-51.10346913726551,-51.0604034401774,-51.13422437220156,-53.79063836221183,-51.14719299561719,-51.12607688127654,-51.15348451836329,-53.80320028856753,-53.818397864461,-53.83205729776537,-52.78911852703207,-51.11787999977435,-51.10495877621398,-50.7763931937402,-50.76905479257694,-51.18782140672655,-50.21012592084735,-51.17176185223902,-51.16976917497058,-51.10769407511752,-51.00238423250858,-50.7823998283634,-50.57292621983817,-53.58382548577273,-51.13884367720745,-51.16698770774884,-50.78003388312219,-53.2459255611156,-50.78794645477614,-51.02256942540956,-51.40402786525684,-51.00782414855772,-50.994916707012,-52.38948676127308,-50.83457395747406,-50.97500785018616,-53.35653800003954,-50.92767520814332,-52.19331355503108,-52.68086189266144,-51.16427789211877,-51.93419702846099,-51.20944277611095,-53.76801100248575,-50.9006766106218,-51.36190308319204,-51.09121429391782,-51.82906198516056,-50.06461094862101,-55.48382309408964,-50.79472976396335,-54.45662672556166,-54.21123284419048,-55.1267045266554,-49.88526690603356,-51.25326614022426,-51.08264807709507,-50.03682589416116,-52.52211472129332,-52.12811749982887,-53.5778998785527,-51.17970480071749,-51.99220089198725,-50.78115073787274,-51.95838431142123,-54.68679749787493,-50.97731187385151,-51.41727029010238,-50.80235921205131,-51.80817280859794,-51.35923183710607,-51.97911770454822,-51.31704650025658,-51.985683442663,-54.22755520444814,-53.45869367289793,-52.08774923081315,-51.96671716734522,-52.02263169245659,-52.64869035735666,-49.92164780810167,-51.30223268988188,-51.9877570389332,-51.96158323213686,-51.961201913641,-51.13237861130522,-51.51055666604566,-50.58153773073433,-51.95644929692851,-51.97361580073605,-51.99377718667392,-53.12734721645147,-54.90616870311035,-53.02658631929533,-51.32578918258864,-51.945171165133,-51.24721167056778,-51.86899308717813,-52.27094408562684,-50.87401159925631,-51.49912378325035,-51.10823005629176,-51.37282573866924,-50.81028933199042,-54.07315142013307,-51.67305377843535,-51.76658692040368,-49.74491959115231,-52.97154232089777,-52.995051771964,-52.10171583557788,-49.72096150522754,-52.06285592271061,-52.42974132558072,-51.50260091138184,-54.21943137477474,-51.87245532291166,-51.32619155341732,-51.98834367295233,-52.57834116709621,-51.52820815176132,-52.31881928338129,-51.8751846997003,-53.67851335397243,-51.36481412247986,-51.34995612529532,-51.16047249023911,-51.34865078713977,-52.77555969880768,-51.35097219976344,-51.32541501253605,-51.27779535860995,-49.80102047227329,-51.34691905880264,-51.20025478155728,-49.95096882958163,-51.16706068825971,-51.23023949816572,-51.18729485057533,-54.86751605569602,-51.16679872936918,-53.15935202877898,-51.50000803503631,-52.08934424999995,-51.18968606199082,-51.14868438613908,-51.19737569611372,-51.18989649562979,-51.17328050719071,-51.18183383155813,-51.15178971474723,-51.21072933509023,-51.17274551601364,-51.23096209702349,-51.14030210868933,-51.51583265028797,-51.18621800806429,-51.50485891134789,-51.15483116731139,-51.17831394250232,-51.63695370139826,-51.20380645097556,-49.59324966442112,-51.18925939305335,-51.15502596210852,-52.22293426249438,-51.51306325887411,-51.53146106145876,-51.49341432100857,-51.17401980745931,-51.21728830593434,-51.16480661035684,-51.16335809642718,-51.18157794785441,-51.14292515617149,-51.20192077793556,-56.06613041140988,-51.18215900057975,-51.14015570707872,-51.19707305108417,-51.52660674439993,-49.71729861550307,-51.17879476477555,-56.55202563098084,-51.12098175013883,-51.11993692444017,-51.17453458697446,-51.54101208344431,-51.18218855361349,-51.12563480510615,-49.63523203121822,-51.12826384999997,-52.58608560249378,-53.21596164133482,-53.83707083313838,-51.8611917484201,-50.14571173383808,-55.15308399028604,-53.04176897476268,-51.1831545462877,-51.30913401762652,-52.15716982762596,-49.76175641053026,-51.6975362863348,-49.41824148200645,-51.40785295265843,-52.35025217861466,-50.06326295388895,-52.00750426344917,-51.06874599856591,-49.49939694824806,-49.48379647617015,-49.49918340607663,-54.5633241554672,-49.46717344799409,-51.54955095023769,-49.48086944377984,-52.12659437481695,-49.67863775149962,-53.00127999192428,-50.35783289190218,-52.18011144119087,-51.5526071080799,-49.45152082532771,-51.28407511043693,-51.8917464129751,-49.63181747150646,-49.8460268974387,-49.23380837183449,-52.50925488808854,-49.71475496393077,-51.28985837084383,-53.22837221987243,-51.09526360192388,-51.60921296756925,-52.98918679171882,-49.35338887442253,-51.4750950775196,-52.01163548343003,-49.47539266989948,-51.70457081880328,-52.8444751930361,-54.9107887611147,-49.35531799273318,-49.29965137632993,-51.93407780760516,-49.4039972199575,-49.42946297633529,-49.3733839166374,-49.34762579562179,-49.38705471956821,-49.37021758102544,-49.38809895889597,-49.33883528084043,-52.16486968653307,-49.36943092657391,-49.41584884014353,-49.36094693115952,-49.38364428501993,-49.42416144506126,-51.74863202315353,-49.11269112630646,-56.00543702398871,-56.0054370239887,-49.49953380771339,-52.07586611081435,-49.21095771779099,-53.58879168365738,-53.61643454856416,-53.58606907231931,-49.43478751998691,-53.60738746615864,-53.6043791113763,-49.02415747436294,-53.6218210763569,-51.57346986434233,-52.95419167800704,-53.09899628853223,-52.86988286131272,-49.42665884994721,-49.32524103807989,-51.7869460853158,-53.81365918932597,-52.8534827272249,-51.97461945303223,-52.73980049880446,-51.69138357871621,-49.05675256202058,-54.14595960040565,-49.31843746844079,-52.99280330386694,-53.99414619029876,-55.23159878019862,-49.45960585707471,-50.93824129882797,-51.70498151933312,-52.54794043759654,-52.63494791759918,-49.02567116506059,-49.00915004736618,-48.98398215020871,-48.99587861083375,-49.01172864670755,-48.78465926103051,-51.84442795098369,-49.02652804042772,-52.81932731120382,-52.20283767459886,-48.95654041508624,-53.65409874781184,-54.95736550862166,-52.69285295823438,-51.84383599037798,-49.40723796163437,-53.91593589989315,-51.6369959466755,-53.25278666124056,-54.26821559979943,-49.28867359716509,-54.50126603534196,-51.87468927132736,-49.17664483465965,-49.0499501724189,-54.26124750571237,-54.264895538029,-54.24398798661154,-53.5022378421305,-52.79025576343903,-54.26251143307891,-54.2700091103363,-54.63990114817956,-49.93410075331146,-52.38488490299348,-52.37500795789541,-49.16521172686024,-52.39574588313523,-52.45276480493504,-51.69684129876076,-52.40609071091227,-52.54089769848736,-52.42542064216224,-52.39247186584886,-52.43706503188005,-52.37556885323504,-49.01776009419039,-52.45662243663698,-54.01347840377294,-52.41055964370881,-52.42663023242174,-52.3877123983133,-52.43765877796006,-53.76337497269791,-52.37258219671934,-48.67933195388163,-52.46750482654652,-55.05053149275327,-51.5251847425622,-53.48483905681856,-55.63986294958386,-55.26145184364718,-49.21618662024598,-52.03985047911124,-48.97828656766382,-54.737891661227,-54.55843651763893,-49.11310643844439,-55.02161225501352,-54.45910180238341,-52.29683663059865,-54.89342720738442,-54.04945576291512,-52.78245270110114,-52.91491693557196,-52.14384316029651,-49.08096888267531,-52.01206796080064,-52.67703001667451,-53.06614906485781,-54.39263031117398,-51.8561238492932,-51.18956326038072,-48.63146332799862,-49.13002012913667,-54.34991721201693,-54.54445219094282,-54.9380392774257,-49.58685791290171,-49.17546213298624,-52.98095175873711,-54.84099998542986,-52.25852175508238,-48.68271760811336,-54.43137905674193,-52.02551148985606,-51.80988631728817,-54.75222141272683,-52.9263631143591,-52.42664404208648,-52.08508288336865,-51.65968008202175,-53.94058153854235,-52.25878206881286,-53.11483535954982,-55.1390737732943,-49.12855017806725,-53.31111050685997,-54.4018831548014,-48.93100079426772,-52.22847844606442,-48.59071410107894,-54.48157634194598,-54.47155790569203,-54.49535025816353,-54.43682672468838,-54.47012780230988,-49.78212355987929,-55.01651508946106,-52.30090590669332,-53.77797014917456,-54.47497716822682,-51.57643492457602,-50.34168915710781,-50.31505415155225,-50.3069368931511,-50.32797462657416,-54.66498504924796,-50.34359932606334,-50.33075225544473,-50.31054351011172,-50.32399181257713,-50.34466586952791,-54.04533603585983,-50.30432378950088,-50.31391228860616,-50.36975070994317,-50.33383119531146,-49.48857308120019,-50.28545775576188,-50.87310645895104,-50.30423018175132,-50.31320084613416,-52.80650048023092,-48.52147004904027,-54.23551840843681,-48.63349416431826,-54.48986302904244,-52.99501598681478,-52.53653512823691,-48.50654722652425,-48.54188463055436,-52.62398227507844,-53.96379869489512,-48.83820955993601,-49.33157442341497,-52.05365156194243,-48.77188913727161,-51.12836796676873,-48.56035942714504,-48.49077351666238,-48.50645941049491,-48.65065384660466,-48.68709681646423,-51.45766438683285,-53.80714061237942,-49.02203223601675,-54.11113064990074,-53.31677388833162,-50.5849536102295,-52.26099753147747,-54.43981167345725,-48.66658840994398,-48.66583973921814,-48.53093479474947,-48.48245691446093,-52.29883390666736,-53.63921590998839,-52.27326460507724,-48.68054504487325,-52.29820814515756,-52.24053030828488,-48.70947771325604,-52.25464812017383,-52.2872281911708,-48.65548931824333,-52.2730491223361,-51.33723960153483,-51.80471961324476,-48.66448388737341,-54.31036031755507,-52.25863983402857,-48.63998884803814,-52.38039524446383,-48.54466903061895,-48.62909503964705,-51.02488531826943,-53.16618843674514,-48.4707049019059,-48.53358715829341,-48.58099990332238,-48.59271208975147,-48.523562641551,-48.64242703793293,-53.07488226167071,-48.50691625507009,-48.6831327702591,-48.61619711429363,-48.61759233759334,-48.54431375731198,-48.55247105419271,-48.59546881743506,-48.58315671583112,-48.50917660797774,-48.62385433485308,-48.55115296520953,-49.55069677396388,-48.52246814146247,-52.09274840966207,-48.57989012662318,-50.36622459794297,-48.50167876632904,-48.71607743534862,-48.59374173822525,-48.66658198362961,-48.98438664013937,-48.59476151795889,-48.43113600826772,-48.60759334982733,-48.53548299095489,-48.64611678897893,-48.61831023215939,-50.15586492258372,-48.7775192137868,-51.66800630755021,-48.62546620248281,-48.5135576040154,-54.50039835905089,-52.52446547180136,-48.63172484576854,-48.63342614517379,-48.49191371378214,-52.89676067208325,-49.68728187442061,-48.5162770076532,-48.76884943896694,-48.65332171858675,-49.28979023396914,-48.64488265337199,-52.15016574213005,-50.11624713130414,-54.09978360464795,-48.66402654217578,-53.68604465670731,-48.52769628564386,-49.42224399300203,-48.41497883914833,-53.4014350145469,-48.46088229183795,-48.6624686136881,-53.17050386349097,-51.55171978347314,-53.93374624805845,-48.49832849239356,-48.40148110687639,-52.91480070999014,-53.96116798493659,-48.46585740459028,-52.67502180601173,-49.78295003476222,-51.77517148009967,-48.42646639542672,-49.5990465372085,-52.41363609091986,-49.83008266701338,-51.77521527946808,-53.46685005419273,-51.22556495735034,-52.30079208837952,-54.08802409490898,-52.56908602358116,-52.45613166957615,-51.90567427153452,-53.75858565720006,-53.49268397185775,-52.77330694615436,-53.17863649948288,-53.39597913996278,-53.55804287681173,-51.60580689056575,-52.14494941588369,-48.55333035089985,-51.60525901340304,-53.05885955237014,-49.63680999026671,-52.84202314552554,-49.79617447830575,-50.57736113644125,-48.93077294776362,-49.3882477483716,-48.85121490462979,-52.33914527672702,-49.71196936466438,-48.76801763692695,-49.93011922784603,-52.4994708847488,-53.03555485473069,-52.0236060965395,-51.95350321923911,-52.03123875625257,-50.44060575687204,-48.63706692121833,-52.03977413832643,-49.65747657617158,-52.0454811035106,-52.02442356124777,-51.99829194247439,-49.64006837438859,-49.65999071139674,-51.80675706866865,-49.73148176126578,-52.03899884790244,-52.02327989668862,-49.63772541794044,-50.97304571716086,-49.64975788418899,-49.07837365853379,-49.79595722328515,-53.25520043292241,-49.60212186894903,-51.93892681726039,-49.60640968933303,-51.2373440328739,-50.80152181447459,-51.49262118869298,-51.7357961888451,-51.50903852507784,-53.71479710792749,-49.53931960111321,-53.40246771772973,-50.46914219331401,-52.31539991047458,-48.57004704358004,-52.88536980002553,-48.93385852967603,-48.50320378589786,-48.89663456880289,-48.95791797799667,-52.59715571025354,-52.62427154701403,-48.91197615944201,-49.99964698032849,-52.61603462419912,-52.60281233605121,-48.92661183682271,-48.93331822533233,-48.62229620137128,-52.62044254719734,-53.40036187137436,-51.24670885270848,-52.61009712967412,-52.67127859485439,-52.63207120275462,-52.59359260209265,-51.36877989698208,-48.97959805947018,-48.91775570249226,-53.00567276780455,-52.6317830055054,-52.45510633727941,-52.61566316239706,-48.89319473283283,-52.136377847019,-53.24935701690006,-48.86252512656606,-53.16244490181558,-51.65997041262784,-48.90591292826643,-52.63552876787947,-53.32609304434152,-49.52538128950714,-48.59435103955275,-49.62755144977645,-52.08297158236855,-49.38762715420459,-52.33428686916172,-48.63873300256118,-48.65110999089564,-48.66208180496918,-50.92124249393447,-51.89536408227146,-48.64826262904155,-48.61482030796972,-48.60539260113028,-48.63626562622732,-51.15253710423868,-51.24030088969536,-48.65806133873695,-51.41157983873013,-51.55501968274226,-49.08613825953249,-48.63215150489717,-53.53230099043112,-49.72814449754168,-51.75354052626588,-48.64453806319266,-53.63890294106287,-49.08280508746848,-48.63572618075077,-49.05811574902708,-50.41834564086907,-52.53171511177201,-49.37627016510524,-49.62913949985476,-49.07692500050797,-49.07072639411816,-50.13939941622872,-48.72163589675504,-52.8151697400277,-48.63936784351655,-48.95668927723552,-49.06384461874094,-48.64531681866588,-48.93792722466028,-49.11906484846966,-49.14202875084599,-51.33512252517485,-48.67879375700889,-53.00431264626756,-48.70268960216774,-48.69584107679454,-49.06578264211328,-49.79044124533637,-49.12216246762962,-48.9686475081214,-48.95854684528663,-49.09395375152909,-48.65985593471518,-49.22614086271315,-49.11226323442036,-48.67397974813434,-49.05818506256404,-48.65639411001171,-49.13065214456596,-49.04316627557756,-49.07450193655636,-52.70313049471359,-51.40612862455321,-49.10061377029356,-49.08876648795015,-48.693049520861,-52.90589294135718,-48.67743433473837,-49.24222291742906,-48.82509102445541,-49.13668487314799,-49.05977365742467,-49.21780331572602,-49.26679763648261,-49.08294434567545,-49.23851117131639,-49.25085522134503,-48.67590410781904,-51.05648215052937,-48.69833814351686,-53.17166652110003,-49.07374245904508,-48.65532838709395,-49.35056297333393,-48.7386808384952,-49.10210453576229,-48.99601502102739,-48.70582801300172,-52.86017603229269,-49.06185804718314,-49.24204897407287,-49.08144585881006,-52.40399465779402,-49.12801197198554,-52.01530607142447,-49.06993447160543,-49.10306985838128,-48.68303072760192,-49.05674795585715,-52.56748084406709,-49.05132400015447,-52.15002291593487,-51.37578670302245,-49.14863949769868,-49.02338253393339,-52.25917760328908,-49.10829647008232,-52.98723222324769,-53.58044131414608,-48.63491566536206,-49.08355470601303,-49.27037623408747,-48.93025337531967,-49.02722752137481,-49.09473856718763,-48.96010033912064,-49.24531704705332,-49.08142078069451,-49.09590143933176,-48.75628939061173,-50.97891645085958,-48.63124274488887,-50.9933600603981,-51.0214389199046,-49.37771997679967,-50.98722278207745,-52.05882820438129,-51.01186246927614,-51.02952456825458,-52.85390190900273,-50.00606939758184,-53.18449911898906,-51.01721273141485,-48.68190978174773,-48.87221575192846,-49.27417288129167,-49.07917453373839,-52.39024293725593,-53.51752991440851,-49.17013948595086,-52.71900044773345,-49.07363205890579,-48.99619111602232,-53.31972479541719,-48.69195331731783,-53.67563706127842,-49.00253404801828,-51.09908927247888,-53.52117874337839,-52.32532803924757,-52.53337815092772,-49.15230164211716,-53.33140901036454,-50.34219683322825,-49.13306383841989,-52.66907658962485,-49.08529233667028,-49.10356284165128,-49.05208077176977,-49.08123612140746,-49.0967116520798,-51.99006235031654,-49.1096084915736,-49.05851757811953,-48.98379768685916,-52.96469591075601,-49.11565414149591,-49.09306183541264,-50.23037014662203,-49.17126353616221,-48.61705262647902,-52.68805589056129,-53.5030787189068,-49.05465294519571,-52.82987613528218,-49.13869846959003,-49.2476145658104,-51.31501631545672,-52.35692449856055,-48.75811272641001,-49.07474484498537,-50.1457709126807,-53.08044808096989,-54.52685121836879,-53.52755352346349,-48.83912821595377,-48.82366993020963,-50.32694629540391,-52.85066559049817,-48.83341946105273,-52.55433578690911,-48.81399958246306,-53.27739176431275,-49.90830890118037,-48.77267372890601,-48.84897659987646,-48.83274648111964,-48.86697605080817,-48.9002621420903,-48.83337100442482,-48.80469806879702,-48.84943205286777,-48.88032525991248,-48.82953141516658,-48.815180028698,-48.84347797968867,-48.85721879016354,-48.82495053779081,-48.84839407233262,-48.81620657139871,-48.86985830769476,-48.85180158925039,-48.90755352352731,-48.87373981375372,-48.83991422042409,-48.79651786743285,-49.39998974551005,-48.82034246888775,-48.86153165204088,-48.88181768781808,-48.84491848211984,-52.78083415147456,-52.68368411266408,-48.80725552527537,-53.63606883082187,-49.37917542431789,-49.52153209709076,-53.30585264793609,-53.63388338074033,-48.84337093798957,-48.87083438138225,-49.38023607551118,-48.80822564526952,-51.07950025593373,-49.44998262152892,-48.60788895849941,-52.67428368395485,-51.12172232887957,-50.79739878403102,-52.70222772210872,-49.36887447027448,-49.39522935323786,-52.68459203438631,-49.4118822659543,-49.34693597685519,-48.81857552013188,-51.06218784741187,-51.08592558853442,-52.66454030827258,-52.67454717796045,-49.4188000011152,-51.06151181676149,-52.0300007182353,-51.04373792849187,-49.37862259639144,-52.66643203164517,-49.40306359355732,-51.08695527762548,-50.93207217140116,-48.90661077292116,-52.68188085718353,-53.5986745204908,-50.39172922868355,-53.35974134267536,-49.33601244876342,-51.54775703701614,-52.9702679206808,-53.02966720898468,-53.30975982980494,-49.81253069564952,-50.31618729928812,-48.00461432326527,-49.42823343997141,-49.78817808887629,-53.05355217451234,-48.61113271873467,-53.04070517089669,-53.06837149521937,-53.05002994897593,-50.81148910425042,-53.06371355213211,-53.67991947578013,-53.05343802243129,-48.85354111529444,-53.73951203257938,-51.34558778466129,-49.67827341565766,-52.56760071129754,-49.43306914487654,-52.82023637693803,-53.16149692183006,-52.17787723251204,-53.47434392960835,-53.47434392960834,-53.26151800839115,-48.58448614693002,-50.82702616356368,-52.9125189764566,-49.49980722243734,-50.3881730754994,-52.52992836467901,-53.74067201089743,-52.72835493304581,-52.05039747294245,-53.4740523651229,-48.5363046397346,-53.30796526352506,-48.26006409087198,-49.32480184605346,-53.53398372267607,-49.72037616599341,-53.06008829226007,-52.11824339750997,-50.7900497215227,-53.76382716487696,-52.91874039387265,-52.72068813344798,-51.65710755803237,-52.61883750606225,-50.29866134590096,-49.53535670561776,-49.30512972531902,-49.32801201663354,-53.80378605276697,-49.09909248635859,-49.29958269172077,-49.32542340602522,-49.30091769165864,-49.32255004688336,-48.42767049926185,-53.21447534566015,-53.3472924775523,-50.69335042293026,-49.37234951517324,-49.1673591549173,-53.12348312867223,-49.38893006212152,-49.3959614034866,-49.40299274485168,-49.33053548025755,-49.38348516319561,-49.40533988594558,-54.56683508349256,-51.08117606039539,-48.57677988712489,-49.41083979141846,-49.62757015584016,-47.59737292422773,-49.33587029234282,-54.5691562935889,-48.565075878874,-49.30911494692522,-49.29082189438952,-49.39532110345252,-49.17116237789534,-49.3250641099301,-49.2808171144202,-52.03598040524518,-49.1956970201522,-49.20829633143526,-49.25379726261538,-54.56363111015771,-48.55426599873989,-48.62752422974045,-49.89341320142013,-49.26600514643192,-49.14967895716365,-49.38611701246357,-49.36104447895513,-48.53442890639489,-49.18219514723538,-54.58482020405327,-49.25533776953136,-49.33432433759197,-54.55333023835214,-49.27812341924668,-54.57505453475937,-49.19950992683624,-49.29333825774169,-49.21421508925934,-49.24021401147149,-51.50634312648354,-49.24781722021691,-49.09013596451583,-49.26485050867498,-54.55610057523554,-49.27549000055633,-49.28873469667294,-49.24112497530738,-54.54193261907771,-48.52292820313946,-54.56954811777931,-49.20582349432749,-54.58448285009858,-49.12503305036287,-48.53487613865822,-49.19298037095633,-49.24132226836768,-49.28064321321516,-49.30110056045464,-49.26443347894971,-48.51071562319435,-49.32413785458695,-49.25560607832762,-54.53488856904197,-49.18372654989999,-54.58574137255734,-49.16173908447378,-49.298553,-49.22668817395522,-49.32467957443914,-49.2759629794623,-49.32505855449901,-49.30003383657739,-49.30942578859704,-49.29085375296361,-49.33313993830728,-54.55781657411949,-54.56892114940158,-54.57455515424249,-49.17715331430011,-52.52485641291198,-49.31739470448253,-49.26640249620495,-49.24972624126247,-49.34796123069205,-49.22045286649202,-49.14306522953387,-49.23598691501028,-49.5296959311469,-54.55736637931499,-49.30202735573883,-49.28777755263101,-49.30383679400927,-54.52164072805602,-54.57631711158799,-49.21755800350849,-53.60248109064926,-49.20203260555279,-49.32836141487464,-49.27240870751422,-49.16747344512127,-49.20993791702487,-49.25480361170287,-49.3524267635249,-48.82919131856336,-49.23120920834911,-49.34449549226664,-49.27985206363186,-49.24611591828796,-49.26959282398755,-49.32116194845888,-54.58499542477247,-49.33639876547839,-50.65035940195514,-49.20348486474828,-49.53896364621774,-49.19449260278104,-49.30737230197126,-49.28982106037586,-49.24281926237236,-49.22156689032487,-49.20735939336572,-49.55552408190501,-49.23992036516672,-49.42276071835314,-49.33676425400148,-49.23106387131832,-49.32393195941992,-49.29436386681011,-49.52696341332561,-49.19678771208675,-49.28489400818676,-49.1849729329014,-49.21739574951016,-49.20575389383196,-49.30945498395365,-49.26500692384355,-52.91314803872301,-49.06611535740164,-49.3498653688691,-54.57108495196722,-49.51131950259274,-49.14008483325342,-49.15354761010624,-49.10399294250758,-49.55878492662089,-49.21744981728013,-49.20678835968132,-49.28860985729249,-49.07368079144612,-49.25429722345311,-49.44128270244732,-49.53071140162284,-49.050549743303,-49.1769727607593,-49.22385136195064,-49.36584289871635,-49.32917298963483,-49.29671489662178,-49.27685485993967,-54.40276472776409,-49.1606508070723,-49.31107601536507,-49.26687451387347,-49.24440387666875,-49.35266254383026,-53.40870273133838,-49.28191719332035,-49.21243592752114,-49.19396558589781,-49.33255879217594,-49.24269232635186,-48.71275354182428,-49.22670350471233,-49.29776849784538,-49.29776849784538,-49.26917337587714,-49.17709778395994,-49.0571740497372,-49.27921885397559,-49.15897627577145,-49.28531986744621,-49.27125731457771,-49.27331837041362,-49.26131687338103,-49.2998179022527,-49.23444994917492,-49.25391641223163,-49.18911084076795,-49.3259362401493,-52.83424961394049,-49.99647454443915,-49.35872564323977,-49.27871218867796,-49.34741002841012,-51.48277456650597,-49.24877341863133,-49.20678980584239,-49.26076000637535,-49.33623045442169,-49.26781099812906,-49.29134397540305,-49.18059028549587,-51.47454311757262,-49.3143601532815,-49.22987562552679,-54.04109955262888,-49.35638685367503,-49.27718603221489,-51.48719735186221,-49.29521025526839,-52.41264472955825,-49.26049870142464,-49.25264477086643,-53.56701386489992,-51.47110531346173,-49.34546729400173,-51.46013349931265,-49.32382325594642,-51.49800444213825,-49.20601254689088,-49.1851168370012,-49.24086872435965,-49.16037645511273,-51.49119489422802,-49.2657624456495,-49.2657624456495,-49.29638310677665,-49.32247266987599,-49.22994864226332,-49.34443757980698,-49.25079721106641,-49.27874123133871,-51.4499727632541,-49.21712218006659,-49.21712218006659,-51.46696682657603,-52.40399867543793,-49.28999175306088,-49.19396045591009,-49.26405529364062,-49.24450850596206,-49.19757414728183,-51.47851782716428,-49.2214765665517,-49.16877716352192,-51.45456651508261,-49.2922552580894,-49.33014689439231,-49.27700666451326,-51.44397595913463,-49.23529486864066,-49.21342141301758,-51.48977412279046,-51.48160830153171,-49.18238228902094,-52.12301591738382,-49.38601129666979,-49.25847667772621,-49.30792182469663,-49.24552314564657,-50.46208383582233,-49.07690711776502,-51.46922335652479,-49.14390145453699,-49.1841991315133,-49.26840872617114,-49.19199132492246,-49.20419578319537,-49.23014171526304,-51.45676447142733,-51.43808091406989,-49.16301410727877,-49.25621888053576,-49.25308515158009,-54.22950599854947,-49.19005511072454,-49.30093726773038,-49.22194220493234,-49.21001568228525,-49.24992498162894,-49.27371725023371,-49.0860429583613,-49.29556761319491,-49.18388080526201,-49.26579300674164,-49.2763713615013,-49.14948338931647,-49.23037206645086,-49.27838207234502,-49.30787113328793,-49.29186432419761,-52.53942861117956,-48.32448447042982,-54.09513421896752,-49.22278311923789,-52.73832359050331,-50.07009121273323,-53.57285653285032,-51.38792235612052,-50.60389689507097,-50.98763401109218,-49.35231918774444,-49.11175726359097,-53.90761015134154,-50.80936362188927,-49.31657303541073,-50.14767262613904,-54.30365145115528,-53.85009652876607,-50.16838386435018,-50.15685659426055,-50.14566867735102,-53.01516267584668,-50.11740021748187,-50.20716465037956,-50.17055039542989,-50.16175098124214,-50.15243746995066,-50.10739102093966,-50.14200011606869,-52.868746178176,-50.17685102933054,-50.11788260065585,-50.20428153617877,-50.16088307377575,-54.24220554511303,-50.13687154434075,-50.10239617573698,-50.18337727902856,-50.20252023146836,-50.13255780440031,-50.17726003213446,-50.15949587252997,-50.14331264591559,-53.8777998150351,-50.16258466191555,-53.61961343574277,-50.16963776346265,-50.23272008361921,-51.52809077821225,-50.58376883432753,-47.93195710361432,-50.85518836525662,-53.49319710647036,-53.46092572034843,-53.44604444865877,-49.06251849434402,-53.40636870389771,-53.46672976531582,-53.48488921803757,-53.50597433521193,-53.46264400005698,-53.42517181498287,-53.46685083806428,-53.5153396797506,-53.44792000110515,-50.119247011505,-53.49030618847979,-54.10399670186118,-53.41014083567158,-53.46979998589768,-53.45161508906899,-53.42368146577138,-53.42806067954032,-53.88664990907251,-53.45080696300617,-52.47758570257604,-52.21014090533628,-54.33001889472077,-49.26372461039961,-53.64610999999996,-50.00061681236041,-49.99052652267159,-52.71544878175329,-53.29792404486486,-50.01041065274203,-49.99313307387233,-48.49975225264679,-50.00739531367073,-53.90499628743192,-53.73334372585799,-51.76595818161726,-53.74273528342033,-53.72542707465992,-47.55616357711082,-53.70889287787256,-53.74630578879612,-53.72361220357971,-53.74065899350403,-53.70736423816127,-53.75223735938521,-53.7399277919009,-48.1128044045457,-53.7204516008867,-53.75896263028575,-47.88138462884032,-53.08699618874637,-53.73495778703587,-53.74760648134386,-47.55535990452377,-54.23744799743772,-52.1591686717268,-48.00518422912897,-52.57056261357077,-48.97991927475517,-49.00775102390816,-50.84970323060848,-48.83887484847451,-54.22673085775215,-53.32239831564487,-53.50876662013538,-52.2779908643927,-52.80415320094136,-53.80082355626951,-51.33282808249309,-53.97646971948627,-49.41848964973485,-49.17994200783829,-54.05852495786673,-52.98976116432448,-49.93937026289007,-53.25915099741323,-48.10802251113439,-51.67440944339136,-50.41241255186943,-48.84405829786659,-47.84616128650988,-52.87775898122082,-53.95650432324312,-54.1677997679468,-50.75524073468841,-53.82848894873443,-52.8454951753832,-52.10075796373303,-53.51740411970834,-47.92805608893468,-53.38803561842464,-50.61368258579788,-50.62532788278772,-50.63628635418168,-50.65466665719944,-50.61883731805874,-50.64050694208898,-50.61255227258673,-50.63333120730312,-50.62186663044432,-50.64772919673497,-50.65693940912393,-47.63474553747515,-50.63024405539915,-52.52911313719751,-52.95708809108518,-46.98704897913631,-53.3145970174448,-47.16435022447119,-53.83767755670335,-52.2767681817877,-47.23576182582553,-47.44974510482228,-49.7164234007889,-51.2514627519999,-51.67066762921262,-52.78696006159577,-46.88341270303768,-50.25638813396349,-50.93384062126562,-51.92476732459786,-48.81137550504264,-48.53143054189904,-53.02562860417749,-46.80183859998844,-51.69007246669605,-54.09723231188331,-51.49623551415939,-49.82236722660047,-52.78320044425305,-48.904884830443,-49.4639594393949,-46.6654374217682,-49.33143272970378,-52.11709725331264,-52.62324187707923,-54.25118501409774,-46.58934286638432,-51.74315889843617,-46.5936137728502,-46.56761786544669,-46.54209119059632,-52.41469113156011,-53.00637296762316,-52.37656854858303,-52.39984846663028,-46.52544318967504,-46.53461369889023,-52.38609136128861,-52.37165410839558,-50.45694394555731,-46.50486334481665,-46.53027244443792,-52.37564132582678,-53.43985746757152,-46.52264892986977,-52.00902402319304,-46.47823694263504,-46.51176250213163,-52.37205820312344,-46.49223860781036,-46.49706890744068,-52.36079738645991,-46.45996058132934,-52.35317561140305,-46.4820215571344,-46.46602520017626,-46.43835831981763,-48.34081618801694,-46.28257370581273,-48.35048094956012,-46.42141051698738,-46.45219165211514,-46.27728785988008,-46.40627700615772,-53.15131914175904,-46.41912533835565,-46.27200201394743,-48.33766452391587,-46.44924029793916,-46.43774006434078,-48.35022640713706,-53.70900674902374,-46.4498635167305,-51.32361135609106,-46.30320482972255,-46.42279317244965,-46.27873912129403,-48.90319573413267,-48.88513684642113,-46.25972348534891,-48.87739015046108,-46.28488818653082,-51.81946543078687,-46.41558381690041,-48.3486097667683,-48.86831285418365,-48.89105652417942,-46.47919474051287,-46.2703660822602,-46.39165628538248,-46.44705405360916,-46.30206995146367,-46.24074680750369,-46.48798773268121,-48.87652512325583,-48.88894090646998,-48.86809460135895,-46.46564557939346,-48.34503056229595,-46.30448134840116,-46.228265226057,-46.20543840219499,-48.88707537194567,-46.25984968032112,-46.2200384397062,-48.87104664329509,-46.27526550236507,-46.31441392365002,-48.88364222690317,-46.25152420256195,-46.30819529114139,-46.37258888672385,-46.18909837470002,-46.32193882675136,-46.30547007327235,-46.40246140535066,-46.38645459810868,-46.32872174420308,-46.32971654087339,-46.41205736566614,-46.34358134349831,-46.27876856476224,-47.50544464465205,-46.25211614556842,-46.24482487499999,-46.33409872636013,-46.38211637150604,-46.27825012976766,-46.37279450084676,-46.4071754952537,-46.32679999074164,-46.28496710191545,-46.34527196911746,-46.38161452410678,-46.4557497874007,-46.27386492315133,-46.3377311534732,-46.28461276480532,-46.39512272689159,-46.31920772096948,-46.29103938108074,-46.28822351127967,-46.40814010078491,-46.39761180872593,-46.28130667330188,-46.28944883420094,-46.37439582171987,-46.41501832165658,-46.35173472578567,-46.19790613152642,-46.30256477959018,-47.07320010425569,-46.38493538928275,-51.58518050497007,-46.36943044979018,-46.33965586314025,-54.28877541929928,-46.35659153288517,-46.32599744254459,-46.3763524828186,-46.28689951416298,-46.34297478233758,-46.43022081878949,-46.32962527759821,-46.40020258366111,-52.50064919097112,-49.66116447697119,-46.40974227350017,-46.37847494477223,-48.69799582939113,-46.40774656265185,-46.42652765076223,-52.34483820131129,-51.97921936801934,-46.46409182091168,-50.57946136072558,-46.42480977642769,-51.22729765821899,-46.43352506701299,-46.42385612048428,-53.40752932108066,-46.42776500504658,-51.81481590141829,-55.42947870233529,-46.42906587668357,-46.4240869928356,-46.44993710026694,-46.41727266494471,-47.99527910216195,-49.80225246519825,-46.4467034808632,-53.89365493932053,-49.14092247100064,-46.64452907274196,-46.94889710902554,-52.1321248625398,-50.40301586418447,-46.75213574434506,-46.71514599213115,-50.19392933088925,-46.70713531502653,-46.81408628502836,-49.43437700441544,-46.72278516535996,-51.67231734102463,-46.73683874914001,-46.56666202847232,-45.43303767216161,-46.68535992256436,-46.08062370343077,-45.36872586432739,-45.41636248106114,-46.73497439694308,-46.6987882533676,-50.14014250820877,-47.72290759681854,-46.75711047402636,-46.68669610808174,-45.41324721537964,-53.68155087435691,-46.73150077934431,-53.02969474370651,-46.70268008712869,-45.40535578498677,-48.60001796917145,-45.40339142400781,-45.57408243947369,-46.73040486722158,-46.54033760210221,-46.53776274305946,-50.05869520326819,-46.72025037439156,-45.56256968044599,-46.71770865790068,-54.28119913569414,-46.70641046985807,-46.46046563567722,-45.40194765665171,-45.62013060008777,-53.31828779488217,-53.32903137915734,-49.95477557367965,-46.51538272042317,-45.63655372517825,-45.67451026929925,-45.40602530384687,-52.44832800271509,-45.52529592946437,-46.71251908538587,-45.67994492992504,-46.59475979127356,-53.29399644434319,-46.68609058077874,-46.67385345783735,-46.72104799760831,-53.32087799646246,-46.704548405254,-51.50670423186026,-46.46344603292595,-45.71754581172456,-46.68808147880211,-53.87916854204343,-53.31031401464881,-46.84418179337754,-46.70637779365961,-46.69940765182475,-46.71463947049951,-46.67085584580605,-46.54376717935721,-45.76393937474926,-46.82518278210892,-53.29278370090015,-45.413977486604,-46.68071449711015,-46.57739940298595,-46.75609186924314,-46.80987219291012,-46.58484967316456,-49.62778509649632,-46.68298265577684,-46.80088326811355,-46.44185735306002,-46.69631496000452,-46.59114822278005,-46.59720950762009,-53.30072958526696,-46.55710966033656,-46.70176911082039,-46.77909846601395,-51.30400991404446,-46.68180588603654,-46.61682639510686,-46.69129515264186,-46.69079514460872,-46.79414913102023,-46.39462033694684,-46.68528685646399,-46.67814250026475,-46.54078887232144,-46.80100029817254,-46.71021501910077,-46.7063287059671,-50.0733563436803,-46.7044153866856,-46.69441745015668,-53.31892351558655,-46.57190358546558,-46.55520335320264,-46.53189666316326,-46.89787469482508,-46.49161359296361,-46.4471409713536,-46.68933298902944,-46.59447666790097,-46.77799962062218,-46.57487165420059,-46.70481168115122,-46.57577622440743,-46.78258216224998,-46.68707125365045,-46.57578753274095,-46.71560648571128,-46.7136467794469,-52.86613413867023,-46.60524801905268,-46.85116848578176,-46.69035356101116,-53.50189255623157,-46.67752802671357,-46.41791648980627,-46.58917398288985,-46.70126481824942,-46.66661691155489,-46.47892573689435,-46.8777570244639,-46.70950946737809,-46.69508201695654,-46.59517054648574,-46.53707339782873,-46.54284778999086,-46.78395727842094,-46.75853471580241,-46.56057269276538,-45.42373020573834,-46.6213472851887,-46.68743068181804,-46.81778681273399,-46.70445174231085,-46.67852717658196,-46.58203502122137,-46.53423288763666,-46.57041428870863,-51.09605525748552,-46.69524995148848,-46.85665731168746,-46.78263762747581,-46.71018939300179,-46.52916433209305,-46.75912528983289,-46.4199909613062,-46.7017825002926,-46.61906436172911,-47.02534688953767,-46.76983612426017,-46.68700521655008,-46.42575854777839,-46.54752546385538,-46.56475309248674,-46.6603971582893,-46.41320779634431,-46.61210590677813,-46.39471606155454,-46.42150732572009,-46.85918098913876,-46.61689252670497,-46.52491759586997,-45.43224617919913,-46.69469317014639,-46.70963812057223,-47.4142318899136,-46.54574782914775,-46.5540847126564,-46.59045718465917,-46.53726820837795,-46.70348903356202,-46.41873448886599,-46.69858936369872,-46.77826926936613,-46.68740654135837,-46.53961826293497,-46.65429233001422,-46.41244149883675,-46.70272927785488,-46.77639400757729,-46.69794827478875,-46.40052291857909,-46.3905188727081,-46.54893965048129,-46.69325441198315,-46.85147897152708,-45.4406737501409,-46.83396856758619,-46.70586396996703,-46.54088179049874,-46.42795374915529,-51.76783096410405,-46.5282179669019,-46.50888811031749,-46.87719979382159,-46.54304093397285,-46.58133168735307,-46.57672275248883,-46.53390666913495,-46.82548459506369,-46.62492750473099,-46.70838558910678,-46.60862798351371,-46.85894169652643,-46.55695623040585,-46.52050115474515,-46.7456252385251,-46.61148022304413,-49.48636347801798,-46.78826511252525,-46.68632479509128,-46.79912967056022,-46.40983373852155,-46.74814701098308,-46.57017710285872,-46.54294064122098,-46.691298009855,-46.5017522711277,-46.41623673559545,-46.56388329504261,-46.71028405923246,-46.78048123640493,-46.38861190012688,-46.62159647392933,-46.62159647392932,-46.40155877484278,-46.63646606305578,-46.74125243254946,-46.52185803967296,-46.59605157802388,-46.65125778746342,-46.58292897999653,-46.63498700536476,-46.77446961840028,-46.40433331183219,-46.36226409652016,-46.59795454675901,-46.39675246279131,-46.51312842218974,-46.62342624723545,-46.76523516249647,-46.54219694026366,-46.42789185596777,-46.77551766454479,-45.44410306284593,-46.71012149639332,-46.53032152014559,-46.65788329245735,-46.79371117024206,-46.61690818671133,-46.45579294852484,-46.69822956602337,-46.58038010084054,-46.59759930295142,-46.66204201805178,-46.82826995226252,-46.465573494465,-46.61223976767646,-46.49711830677247,-46.56813079811793,-46.70434288090216,-46.75200373930385,-46.66553702130351,-46.51272565763,-46.71128496158236,-46.5231844164656,-46.43698541631065,-46.80604095699309,-46.67221439367841,-46.6681303474309,-46.59867493483721,-46.79068226944645,-46.8859295795987,-46.75675805378863,-46.67424572831125,-46.38223845896692,-46.66450458777373,-46.54373229668177,-46.62898847868135,-46.67958429464095,-46.70381010620763,-46.77814739004971,-46.85549014198164,-46.73928800111437,-46.74469013621886,-46.77038993848446,-46.63953173003591,-46.76140900780606,-46.77854757816711,-46.37124574344774,-46.7848099156076,-46.67558611503699,-46.61559771019247,-46.50501034876413,-46.67905904490647,-46.61971483359875,-46.59093312082874,-46.68796318321901,-46.79261135376148,-46.76613787162358,-46.672902915291,-46.65518357438837,-46.55322175065388,-46.56182137843302,-46.71495640960296,-46.63711488492284,-46.64044939164154,-46.39328579315943,-46.86351883862124,-46.70240296312426,-46.68426826674126,-46.66485785553794,-46.78829547264575,-46.64835971525076,-46.51707802760376,-46.74587908179179,-46.70451270808692,-47.02922051385512,-46.634439642878,-45.43677933108881,-46.76122292477735,-46.57089267384956,-46.75071082659235,-46.67796462779876,-46.77606971548136,-46.70039446345094,-46.77281242119204,-45.44318995498896,-46.45695782334157,-46.41519960063822,-46.73806702863985,-46.64680605702306,-46.70700376637372,-46.76724221155526,-46.43879046263101,-46.37555750991596,-46.58651864788763,-46.52523302908345,-46.68526592421875,-46.70759068626048,-46.66679869299973,-46.57520551085803,-46.53548743908487,-46.66096268820594,-46.59873227779457,-46.6410659891323,-49.82328699148567,-46.74460061692103,-46.56105342253517,-46.47189325173825,-46.70898563701572,-46.65837702094936,-46.7559507111053,-46.62333330778583,-46.6447862133648,-46.50092180775807,-46.77814622934238,-46.74828542511998,-46.65688688768331,-46.64390719645558,-46.62999141490973,-46.64315747307943,-46.71541981262722,-46.59474844945142,-46.78422427518124,-46.44423827270239,-46.34951520939184,-46.77256581985522,-46.79243711105185,-46.65285152264628,-46.75563320799412,-46.65492419992984,-46.75272666182636,-46.67922669623794,-46.74049642638624,-46.64864010581704,-46.63413634775593,-46.61283983168333,-46.69141448992611,-46.77288492664836,-46.66798262113861,-46.75620588524909,-46.66141474466489,-46.51840164015837,-46.73628125750145,-46.55814401491674,-46.49606223946509,-46.46508387745465,-46.55118175914321,-46.79756866766876,-46.45020300098349,-46.64439528336303,-46.60297825101522,-46.76968587616432,-46.77138089703028,-46.5764022074224,-46.7406946938321,-46.63848809147062,-46.76618596319816,-46.85115220639558,-46.77941495125432,-46.66989690432332,-46.65133303577999,-46.74525173506079,-46.51462732950939,-46.80488804615912,-46.56182636859772,-46.76131088661365,-46.59061531395742,-46.64554024043913,-46.78565570400956,-46.55761999999999,-46.75060206710469,-46.690182994705,-46.68678248745591,-46.68420969706395,-46.68190697391393,-52.62180074616915,-46.54521714133649,-45.443431675164,-46.63675212074895,-46.5381574228735,-46.7374253758439,-46.65057311418512,-46.4203122497921,-46.64687767536627,-46.56139692689742,-47.02341828095835,-46.65646297517912,-46.59524050907028,-46.69287526590284,-46.41985501627955,-46.79223083870809,-46.75140133129653,-46.77009169849543,-46.71193324558389,-46.1833131521842,-46.59262644383219,-46.98872300773677,-46.71465164077816,-46.74786839625042,-46.55577577291884,-46.73263715626594,-52.63383655528629,-46.70943640542279,-52.60875344592714,-46.7646569264103,-46.55939447447094,-46.77598332732745,-46.50607463708349,-46.43026745047072,-46.65130554723837,-46.49116730072022,-46.49116730072021,-46.5651351297337,-46.75917046168082,-46.6167119322868,-46.63809339883779,-46.6541967441473,-46.66105567584753,-46.6758849533005,-46.45122585319371,-46.69111303986106,-46.75514721719513,-46.8020432062854,-46.47621306270232,-46.5898289055167,-46.64608304643848,-46.71857329234198,-46.55629711235039,-46.70246251262525,-46.74502372146409,-46.60371996776109,-46.33321757384235,-46.59314396176752,-46.52652032295857,-46.58768806352214,-46.59148446542979,-46.27664013599075,-46.63864016338216,-46.56449853172678,-46.49203854828124,-46.67377385938189,-46.66730028226094,-46.6404343165684,-46.59624612117639,-46.59756728709756,-46.68029355046341,-46.40768678365546,-46.78364935265884,-46.78230624492152,-46.64104518782228,-46.75116625680253,-46.8114562435308,-46.7704327550181,-46.55930615391436,-46.57045697896809,-46.86232584354077,-46.73907590375414,-46.66490984847022,-46.60932320706501,-46.66276156638343,-46.59433391083228,-46.62273946952799,-45.43696061685797,-46.7574527069409,-46.77934000250036,-46.73656569305856,-46.56447349124348,-46.78861772463053,-46.54911497019458,-51.35659668422704,-46.69077118147836,-46.74004197698364,-46.64447857501559,-46.61635840709584,-46.58843649949076,-46.59231940089957,-46.71954903436284,-46.67951914303716,-46.73172064487062,-46.69093002819658,-46.64716725987307,-46.41677139888487,-46.76657170752821,-46.57168023177564,-46.60605653702866,-52.59634307435398,-46.69479200585514,-46.67473819236444,-46.6857921780803,-46.53296352289972,-46.65469157537224,-46.71520079925147,-46.75637764927146,-46.65517373069147,-46.6720253765515,-46.63979920390278,-46.53860705845503,-46.41528666488519,-46.69351616959896,-46.75205847166114,-46.71088404654184,-46.65103533867243,-46.63292179533945,-46.79174109912341,-46.71802738661013,-46.63647704768427,-46.66804755169987,-46.61213718089103,-46.55951709887572,-46.60776237256183,-46.42169512048245,-46.56452843703353,-46.73578431661117,-46.67883554435079,-46.52693518282518,-46.88083876143693,-46.60434708088822,-46.56555990420883,-46.60881810833673,-46.56429640729417,-46.78639665742205,-46.64460462290022,-46.56669030628886,-46.6991896587543,-46.76210739794426,-46.57254297098572,-46.59644061310163,-46.59942123350074,-46.60237428797259,-46.65986532398569,-47.21680387588347,-46.81448130880079,-46.37294106586396,-46.44151148849927,-46.60435873946345,-46.73225083462054,-46.75177268909636,-46.5250876420999,-46.79666929729134,-46.52318334052175,-46.64907258220629,-46.60663437737783,-47.05328447469846,-46.56199112446138,-46.46546353843509,-46.70793209575099,-46.69183549279,-46.66049408948232,-51.99112929062321,-46.8011506921449,-46.7255073604174,-46.75380386791607,-46.60461841761926,-46.58023068899425,-46.56631829437865,-46.67092418180171,-45.43870076576373,-46.75992352664542,-46.66374296449128,-46.79033209723357,-46.57001708578379,-52.58993043586271,-46.67692508392926,-46.64909760520888,-46.63536672684955,-46.76806591526189,-46.63880330046545,-46.61283083959366,-46.74061857869906,-46.41797406476567,-46.84483876957216,-46.68326926391384,-46.78053307135405,-46.6564978079358,-46.69780877973735,-46.56723401812807,-46.57486862673152,-46.70672764474122,-46.49759383599996,-46.70543594769843,-52.62853973025549,-46.57377250031629,-46.66250204609212,-52.60966603538316,-46.64681658194267,-46.73411535459486,-46.59858235411507,-46.57682036210569,-46.74240184331877,-46.59460100325931,-46.66610431726481,-46.59407142026201,-46.69202773202241,-46.73169884937451,-46.66314550420735,-46.77239155052198,-46.65721519898656,-46.6662280643355,-46.63711084333531,-46.71378917562136,-46.56720926554255,-46.7486195063238,-46.45365381825393,-46.74258158812544,-46.63944436320993,-46.36491300013328,-46.61037830605272,-46.65594053949872,-46.73451119255618,-46.71183480625177,-46.7036189807141,-46.68351999539865,-46.61499810547855,-46.8151010315692,-46.56911296769077,-46.78858304485549,-46.75575337195746,-46.50789694256689,-46.71548233316467,-46.53834444978408,-46.57444117918838,-46.54881382269007,-46.76033520326595,-46.65641630051145,-46.70749380934613,-46.78428698989416,-46.6026818317637,-46.66726499000772,-46.80516612586434,-46.76685345723278,-46.73692406599499,-46.71962633280197,-46.70090582373058,-52.6287036175087,-46.44685783667512,-46.5591299206254,-46.7744321553768,-46.74420450893912,-46.75372470475791,-46.67081335868612,-47.57774042489275,-46.67412973178276,-46.66066470778875,-46.86039683154858,-46.70069839909865,-46.66156190557927,-46.6084949153963,-46.63625757841236,-46.59983106453618,-46.84902416891696,-46.43630674015864,-46.6467557256446,-46.41773261934037,-46.59486990844951,-46.65715849830985,-46.65839596364767,-46.73174552524676,-46.67720935883452,-46.7777061426648,-46.5925416149549,-46.63657001303734,-46.64389259663128,-46.71383856437029,-46.73449085706351,-46.75264041726496,-46.801268653213,-46.70482089842843,-46.5944418683725,-46.71872159590326,-46.32689397677152,-46.69298461682915,-46.67903571684548,-46.77587957938815,-46.66622567766505,-46.78451326253863,-52.61537676886291,-46.73756521696959,-46.5847403003108,-46.74284232904107,-46.75046041383153,-46.68378274055061,-46.60429289176094,-46.75303860797595,-46.69884923278413,-46.7122027604303,-46.66896311863847,-46.71324287982179,-46.76918116853053,-46.51920051327397,-46.65024449739957,-46.72378852965502,-46.6528299557697,-46.63654602110391,-46.8202382806334,-46.63956724813834,-46.85080260357412,-46.54636839196642,-46.75901937537007,-46.31199387401307,-46.31309904240693,-46.66280936272233,-46.59673592178065,-46.69665952210826,-46.57208010294454,-46.69738953899132,-46.60666379640448,-46.64797406079715,-46.69829417797877,-46.64108914963231,-46.97681432250169,-46.67599874388124,-46.56083126678535,-46.71406896516365,-46.65733328876023,-46.69538260530722,-46.79178002502201,-46.60775727102568,-46.80030934774661,-46.72026556609568,-46.7323466995942,-46.78544216949179,-46.5007280723824,-46.89430725008987,-46.75224488543853,-46.63282615001185,-46.47864502112122,-46.59873100587562,-46.77107151197354,-46.68714216251396,-46.67052669980034,-46.70038236242907,-46.7633743708034,-46.72983813405026,-46.7038747730644,-46.4944318422104,-46.65306653877791,-46.54174227300769,-46.74282186388779,-46.5161594752102,-46.66328463779025,-46.65450279701998,-46.65688641890245,-46.75549581004344,-46.71450000855016,-46.77524603379492,-46.63526996721421,-46.55693757893049,-46.77305001490845,-46.12266801836584,-46.66754818593009,-46.59990353751536,-46.61019609996571,-46.95118959928384,-46.67758117619221,-46.69640108049751,-47.82642968733283,-46.71726187776406,-45.43653965834331,-46.52809787861086,-46.63800500644551,-46.64894162237949,-46.78500504503476,-46.61290174569817,-46.72546548752334,-46.74658403439475,-46.79412240682528,-46.65943215071563,-46.80609915012177,-46.7030915221507,-46.67496314295089,-46.68529719024092,-46.65471602214153,-46.71300250099038,-46.83864679559011,-46.63551611224559,-46.6286711676003,-46.68518366825551,-46.87252389181255,-46.69403108090457,-46.76659333958695,-46.64593346780315,-46.75335738993743,-46.57828849488683,-46.65058314523511,-46.77249597850784,-46.60361073479807,-55.01710746367019,-45.42502182165966,-46.75501165480173,-46.59911604502151,-46.74143013238916,-46.61293662605424,-46.56483733891245,-46.58848972642822,-46.66897040805662,-46.67103410699287,-46.73233473771139,-46.7358818444749,-46.82040507622805,-46.85053420034659,-46.61229789899156,-46.66502171484778,-46.69363721653133,-46.67621518913544,-46.60741938764788,-46.6577527611507,-46.61435675248872,-46.7500923084884,-46.74639478258834,-46.61931798002777,-46.5904060145686,-46.63827669792675,-46.70695848061099,-46.73571357517849,-46.56543098226675,-46.51930571108431,-46.62615669548827,-46.55438133370326,-46.66300553894178,-46.64041103217348,-46.64041103217347,-46.76656933912659,-46.6309192883278,-46.66616756060892,-46.73919255225344,-46.70377183131555,-46.76077037734813,-46.79080579119407,-46.68514319703575,-46.70135123576615,-46.70380802650084,-46.61894313385399,-46.68165304366807,-46.70032625979074,-46.62313404323022,-46.66409775600261,-46.77366118848784,-46.70542363002858,-46.63667644043581,-46.68138927288377,-46.46582252355118,-46.49643229952413,-46.75480826803864,-46.78922367288023,-49.31318912407182,-46.73388659273183,-46.50749026337425,-46.76626100046654,-46.61322119637299,-46.61562290504965,-46.70170376038393,-46.59150671724376,-46.52414775441366,-46.69568015837471,-46.69212962368638,-46.75676136150544,-46.68040488730149,-46.73207075900505,-46.58759158430273,-45.43371185336911,-46.4672167658442,-46.72017495261474,-46.76379490478539,-46.74899437414102,-46.63546920936279,-46.62202394660562,-46.87058604050327,-46.72478377588883,-46.66595672106171,-46.66909017915813,-46.60230241313098,-46.69571984890646,-46.77825033395158,-46.60829070808083,-46.64607656740394,-46.70094897060515,-46.6002775327041,-46.46694881542219,-46.46694881542218,-46.63665166742413,-46.47316241319633,-46.6804158068491,-46.82318450408936,-46.6244300789828,-46.60666686406375,-46.67493464165545,-46.73950894543502,-46.73033396272476,-46.58868893522081,-46.6062005386591,-46.72115930997515,-46.58637622896058,-46.59703636643912,-46.74346812072216,-46.80788173453035,-46.61200044104113,-46.74135022703571,-46.69337339053362,-46.56619435528587,-46.67235004072565,-46.73612223809066,-46.76648650269691,-46.63352225416763,-46.67145341563734,-46.62452123584991,-46.75997474304359,-46.75501665729355,-46.65232759204485,-46.67436074338665,-46.6375191642971,-46.5149058460383,-46.80039548773422,-46.63685006584126,-46.59315292295778,-50.1692756320779,-46.61831018656049,-46.6758083805412,-46.68828823733011,-46.55303956271462,-46.93703824992483,-46.79148699861499,-46.66990311336905,-46.66749536437599,-46.58847768799367,-45.38516861685006,-46.6114217663882,-45.41413597858686,-52.4701183751283,-46.68007510658322,-46.67376195719343,-47.01272716168211,-46.32595623782947,-46.9887558527185,-46.68144846125938,-46.53690086794833,-46.66355613340106,-46.9647845437549,-46.68021757154078,-46.64914944970138,-46.60466783801021,-46.63678952365741,-46.59871351080223,-46.6183837748097,-46.7360229276192,-46.78504018896172,-46.57510268453866,-46.69518819682693,-46.59840783857171,-46.61597395073291,-46.62530855872009,-46.73019140744088,-46.60394747117316,-45.39902993702429,-46.67412059873857,-46.50454460959744,-46.69123260156655,-46.6759069923895,-46.67516918760097,-46.75632565730462,-46.64753380003946,-46.60637375825394,-46.5274097864033,-46.62231244971259,-46.71700023354546,-46.5988656693112,-46.63064651407679,-46.66476818452366,-46.5855234962182,-46.56414467348052,-46.76165318556069,-46.48117586556432,-46.69978748689634,-46.57089993888354,-46.68505249680834,-46.7466731434943,-46.68929970606768,-46.64772382814215,-46.7594858387868,-46.7540301557564,-46.68336127730955,-46.68171694871523,-46.67326589214815,-46.67572233629379,-53.38212068195976,-46.7740466020165,-46.70589032582668,-46.64131604638057,-46.63889260470896,-46.66765351402123,-46.72859003576951,-46.64940227276831,-46.63958286779003,-46.59426279836099,-46.69670651176469,-46.75202097007318,-46.64027974663952,-46.73688048339371,-46.7159332980652,-46.7417722102373,-46.72379562778506,-46.55188178218847,-46.61295461602428,-48.05828808458799,-46.50859404653107,-46.61171689232295,-46.59652930647008,-46.62905586453005,-46.67223884475592,-46.6226861965362,-46.61848523247335,-46.63246063987729,-46.48434703145723,-46.68586581541443,-46.7398470197997,-46.59888838229472,-46.80721858538791,-46.64217626413456,-46.51277665475444,-46.64521571652774,-46.49796340236415,-46.48179843428284,-46.76853282528388,-46.68903434080062,-46.571860078429,-46.74657577914033,-46.64828096468195,-46.7046304407905,-46.65210263687011,-46.63498468822016,-46.66128104735609,-46.66248559463185,-46.43312243285143,-46.6814047483,-46.6227654134744,-46.75197228852206,-52.08279443392809,-46.64310978377846,-46.47940178532641,-46.72683864111844,-46.67896902155113,-46.73797150156235,-46.46727522958676,-46.65163600617749,-46.68617107125711,-46.61171342161065,-45.42767671982126,-46.59800714034557,-46.77314095001841,-46.65035744947991,-46.51647466070278,-46.59493037591194,-46.67865970572656,-46.68995373230165,-46.60333320417951,-46.74372391912566,-46.57287321457434,-46.60311235812508,-45.3929749437433,-46.79742955757189,-46.68482314602869,-46.59179479207139,-46.72056929214321,-46.6604149234197,-46.5981341831308,-46.48391761853019,-46.72493236137046,-46.49758166095673,-51.40843287104166,-46.63060941656349,-46.68171262561139,-46.70288902408127,-46.51254574078626,-46.73636662104127,-46.76074871248159,-46.7073860203412,-46.78672761113588,-46.68960089270385,-46.68659354600935,-46.63445112502,-46.69927906666832,-46.64021903027216,-46.76703345709375,-46.72616035756838,-46.74785398743359,-46.66027830199002,-46.70728333356072,-46.52648833149453,-46.61237820566994,-46.62543312993559,-46.84749420823196,-46.62659436529209,-46.64822333219873,-46.68710161819633,-46.44412739048154,-46.87663381694338,-46.46009483679293,-46.63325835278835,-46.66218954108803,-46.44916843361715,-46.52964693018126,-46.53119970835737,-46.50825170905198,-46.46916749859775,-46.64267882349498,-46.48016369852417,-46.93280761412862,-46.91753331085017,-46.66050227039208,-46.7239060429064,-46.60442789137765,-46.62849469326449,-46.61855410099136,-46.74028971622014,-46.64693404776141,-46.74503616839039,-46.62996518094683,-46.66118914456519,-46.5215921238063,-46.71625405017446,-46.65874370661631,-46.46347699100704,-46.65461693789494,-46.68565734510869,-46.6612007058899,-46.57128157988512,-46.55619491444044,-46.69438747369207,-46.77891068485803,-46.52671491226305,-46.48975783961781,-46.4307496005837,-46.60194103687584,-46.89997506974344,-46.75281481578946,-46.69725157554869,-46.6110402975776,-46.74035789126719,-46.61169911578988,-46.55682562248692,-46.65758019528791,-46.51330006874218,-46.66109337422718,-46.58878887395547,-46.53119020950815,-46.70458436752859,-46.70493308856589,-46.51238630251677,-46.62265554227452,-46.6892159563453,-46.63962779604523,-46.65701373063708,-46.53722056492476,-46.63123905005017,-46.73749142075063,-46.56094791984409,-46.77360013135428,-46.61793727227997,-46.64486589633163,-46.60917170458759,-46.51679800990393,-46.65931170929813,-46.60149470431425,-46.75748570496373,-46.44684713036639,-46.64294962313065,-46.59597534600329,-46.83919409326327,-46.5349233833642,-46.67340883041143,-46.66127657930586,-46.63410662514822,-46.52040396623491,-46.48151262085283,-46.48921337527956,-46.50215173897916,-46.49030091198303,-46.59200607685887,-46.61387919950284,-46.60696250667714,-49.62747582545455,-46.48896951990817,-46.66570859710608,-46.62000602777738,-51.57907045278063,-46.66351449689689,-46.69355855742373,-46.70807902623321,-46.66928871133857,-46.52842162995304,-45.35738615822736,-46.51801098868579,-46.7503504514693,-46.53546787222216,-46.54086244060937,-46.72927448372839,-46.66684160844491,-46.79514648924704,-46.5217538720597,-46.72268684918438,-46.6833381488449,-46.62298349669398,-46.40002928160747,-46.49870518457736,-46.73600432823245,-46.65802357007028,-46.56692499212758,-46.64395671793167,-46.62176814565115,-46.47395753416237,-46.47248337804868,-46.51709013376253,-46.58976225909333,-46.75599818781657,-51.6440724837944,-46.68634748624157,-46.63292581249196,-46.43667160303353,-46.49375540666453,-46.67991676821996,-46.68367220105463,-46.67739208345249,-46.6895822872706,-46.47704707518403,-46.51412289849807,-46.60890962544776,-46.48434983176877,-46.75180065859525,-46.62995639142875,-46.66615719260359,-46.51461732235465,-46.70129231763575,-46.71741044164156,-46.64483387554035,-46.65993834854292,-46.61400637002964,-46.61215188267573,-48.07028912493733,-46.55894891701506,-46.66750945215558,-46.55369625087329,-46.45358437934073,-46.76559072289254,-46.5292525745616,-46.72671324365675,-48.05108429955875,-46.67137818658837,-46.52099070896159,-46.60538260065287,-46.57017922176517,-46.56264154643598,-46.54953091064057,-46.46323209668442,-46.63978355315817,-46.51784626660821,-46.61909399741095,-46.65531792495907,-46.64450572584335,-46.79351778854304,-46.65286118294113,-46.7396865924674,-46.24425352033103,-46.62528783752445,-46.73071431728791,-46.63783819608213,-46.68276804152073,-46.73543637154784,-46.53346455698533,-46.87258800613098,-46.52443946351162,-46.55792003238894,-46.59764015981752,-46.64802915518622,-48.31747225605046,-46.72485501533489,-46.54197183827237,-46.52639750269024,-46.44038224218922,-46.60985247640514,-46.56248317931866,-46.5740033994577,-46.63080143489233,-46.58897640156412,-46.83224194829915,-46.54732485107044,-46.53670008337281,-46.64643661788217,-46.61245522550356,-46.66241093510209,-46.70467226805695,-46.71690778713182,-46.74071634270882,-46.47739830709131,-46.67991973244728,-46.4945336473513,-46.64392305383595,-46.68397116792925,-46.49076261964961,-46.7230305529194,-46.5265236810902,-46.61958476346781,-46.59415515418792,-46.66825430003385,-46.76615820634796,-46.76615820634795,-46.74276541469741,-46.67052961664567,-46.64449150794482,-46.69861843897608,-46.58061925319537,-46.48213360866369,-46.63462180317357,-46.79540586604391,-46.9119936996868,-46.48373878756404,-46.60051741534706,-46.43126800506239,-48.03418571426227,-46.4902855722215,-46.54666209672374,-46.54039480122059,-46.4855365569179,-46.57760922400359,-46.73045208091811,-46.67558950596611,-46.66888854263692,-46.49848234727586,-46.63110974382261,-46.78908352314471,-46.60115627007072,-46.64327183856407,-46.55972696351707,-46.53310582777934,-46.65915840467708,-46.73229886277333,-46.50398989849837,-46.74680405277903,-46.72819853605846,-46.71136756513203,-46.52928289474182,-46.60857284597207,-46.63657923674852,-46.57334683733355,-46.51627798568626,-46.70071231586785,-46.62861823111866,-46.41266145567946,-46.68729881009804,-46.67301776450618,-46.75724227732727,-46.78748871127183,-46.73348319411699,-46.57224575075883,-46.50310129706572,-46.49711224798587,-46.83425698535414,-46.47996364993211,-46.65866096245021,-46.54931504862177,-46.64576084364336,-46.59465552759305,-46.786173435751,-46.5734766308783,-46.61645866896797,-46.30568570187291,-46.74021294496318,-46.76614576202182,-46.67016686873296,-46.63180026459169,-46.55235596542038,-46.63918870828599,-46.48221685448949,-46.6857212639924,-45.3368484316056,-46.77250541665592,-46.67273270444528,-46.64315857695279,-46.55624663672745,-46.3055030818696,-46.57686178753552,-46.67676098288305,-46.65591420033527,-46.73607617353979,-46.64219105725157,-46.60119064355825,-46.50006375816117,-46.53198943442184,-46.58181592882135,-46.84708371808514,-46.62549344482004,-46.60240268369205,-46.52581952770541,-46.55338609910962,-46.60651734770442,-46.73641423141795,-46.51977943663695,-46.51100157825955,-46.5675227859827,-48.06884506142445,-46.77033832168364,-46.57239067425871,-46.67760011308458,-46.70897102584593,-46.5447299370755,-46.61394648682921,-46.50534004112979,-46.72003054986746,-46.67043121247023,-46.7270957906259,-46.61714577997248,-46.70129371980658,-46.53525232812153,-46.49323179428735,-46.40544553714187,-46.60661223767748,-46.57730158280176,-46.56098910583037,-46.60499859036798,-46.53928914700151,-46.72357245881938,-46.49645797880112,-46.64586546649826,-46.57783355507746,-46.60990210167488,-46.78607382169766,-46.52791259812827,-46.87036516149258,-46.67555610804616,-46.41220586639826,-46.71261023838264,-46.55935188578286,-46.63261380642133,-46.62447165912772,-46.4830528231164,-46.68100070686952,-46.89609707079858,-47.98882011255809,-46.66942376820583,-46.51660400323707,-46.6303969650611,-46.61696050229983,-46.68138530022939,-46.54789753087898,-46.76124463878243,-46.63631366826862,-46.7310331960079,-46.66304475295132,-46.87077512366244,-46.73894631471234,-46.74010514664085,-46.54391819853245,-46.39957872251529,-46.53129129303778,-46.73790829286835,-46.57455217423434,-46.71933841979816,-46.54991766678179,-46.80242673463387,-46.74170988389852,-46.54307501484666,-46.64362845133982,-46.54478573789748,-46.63798243364415,-46.52972888497186,-46.78016277943383,-50.76292673504195,-46.5033065798068,-46.74933567487183,-48.04486901382985,-46.53687798250908,-46.5814353327921,-46.5078845519743,-46.61525833895386,-46.60324253151921,-46.71740709961528,-46.58623659648772,-46.67919575756999,-48.01960175299747,-46.66810588323835,-46.77847248843924,-46.64178787882188,-46.55187516005456,-46.76690112639908,-47.13529939925472,-46.48869425658091,-46.64377391019784,-46.77007565380966,-46.63229226089601,-46.52109253875302,-46.57107896083532,-46.62381697602521,-46.57677124033353,-46.7270021009961,-46.60113477069719,-46.96536705348696,-46.4996376283361,-46.73503172743776,-46.5879226741545,-46.52933704646297,-46.63379474748057,-46.60729259516161,-46.71262964987135,-46.56109430106306,-46.74059246298307,-46.60415501936259,-46.62895173075643,-46.62575392765557,-46.5558838612949,-46.76723184375316,-46.6374918642224,-46.51558839644083,-46.61406872908836,-46.54140042451635,-46.66329246747442,-46.51127582828679,-46.58437200590849,-48.07051505650664,-46.66567324634351,-46.63358591308799,-46.60437592767148,-46.6433025523181,-46.67837486389917,-48.03574646624629,-46.67405282915946,-46.68637610894469,-46.6878833963882,-46.54139703340978,-46.71825524291442,-46.6747180313227,-46.41564707660581,-46.53738366780584,-46.66697211332115,-46.78711576044637,-46.73144023395648,-46.54649564680368,-46.62112676164033,-46.64655809838422,-46.72471072833963,-46.56674927098573,-46.61206211316414,-46.52229628006048,-46.73993690651194,-46.50719416982447,-46.68670275509791,-46.58223783172893,-46.53061991665339,-46.54403810283082,-46.51928862875378,-46.68062800542678,-46.70046837369603,-46.81341602859391,-46.71793925378226,-46.67705269490649,-46.67309051335825,-46.92940423734071,-46.49480257347051,-46.63502920959906,-46.73674861991849,-45.33489099090811,-46.57129791330839,-46.7462060022269,-48.05385572239794,-46.61831033162644,-46.76652456032927,-46.60589818401142,-46.70882645305944,-46.5681712220399,-46.68614546412373,-46.49765133995643,-46.65187237389758,-46.69112136854047,-46.79106328498509,-46.74276227935014,-46.59132639890193,-46.45284045148394,-46.70584727948459,-46.71430636064336,-46.58364057726932,-46.57621264321754,-46.53127968561287,-46.63420288399389,-46.75751352696019,-46.51489217667677,-46.82535845686454,-46.77558803926996,-46.6440809335794,-46.72274120969968,-46.5787697058454,-46.67017866896868,-46.73717989612341,-46.65382977275745,-46.76054026806951,-46.62195565179699,-46.54721151568567,-46.580911246554,-46.57962869402991,-46.56918187681089,-46.73246377901221,-46.56466688326667,-46.75225899980265,-46.80773026085834,-46.87426299033071,-46.55725355568158,-46.5821375439252,-46.66837295595987,-46.63030796470942,-46.64249418234512,-46.6798226933562,-46.76116671784081,-46.51295583386876,-46.5185028363609,-48.01198813933821,-46.50730740744439,-46.58816127890345,-46.75608628761336,-46.91702634391638,-46.63659064268867,-46.60499462643593,-46.68698984950365,-46.54286364009494,-46.55995457781836,-46.56338617640832,-46.62163174221563,-46.57130069442992,-46.64702162223933,-46.58716127427677,-46.7045131405767,-46.61342078520001,-46.59120061064156,-46.69098724900726,-48.44621063221948,-46.70866534582363,-46.80087428761866,-46.6657860583567,-46.68518508958671,-46.66290000707433,-46.61558665669376,-46.62362934794425,-46.64871016894718,-46.72398929376703,-46.63177672317742,-46.74778945162779,-46.67995669824681,-46.67139205737759,-46.63873070008102,-46.53256743678747,-46.74118636634992,-46.5375750251329,-46.72721564183399,-46.6586546272466,-46.73811091503769,-46.56671945119023,-46.7327365312949,-46.50810682935516,-46.69270350960497,-46.59767715841834,-46.68887938403559,-46.54273361814581,-46.65739203989358,-46.4968087831783,-46.67029927274052,-46.60588988095469,-46.6369142668141,-46.85594356819911,-46.77914616930288,-46.51620620694581,-46.67237739901525,-46.76198683942051,-46.040315566073,-46.62313726443158,-46.52207894308278,-46.57645498909159,-46.77783928140484,-46.54875471796292,-46.5277265809063,-46.64628032471806,-46.62387176826929,-46.52991121436312,-46.63854762171566,-46.64695540691907,-46.73790458644005,-46.55291231300317,-46.76982240017286,-46.68752695447545,-46.41539587519139,-46.58463505080685,-46.61615054561148,-46.71751393968258,-46.74712639600013,-46.70904207388072,-46.65111477720919,-46.65924739236762,-46.79287786501947,-46.22173824466213,-46.67888556258398,-46.61268007361107,-48.02371678579993,-46.74092043660306,-46.59414385333224,-46.5148370350389,-46.81995277003691,-46.6252413618822,-46.55064228636935,-46.53078049931551,-46.56426350322273,-46.51148786470064,-46.21914802435307,-46.72553508344255,-46.75004411197405,-46.75530135766481,-48.03604940951494,-46.72230765403168,-46.57754993992758,-46.56366058582025,-46.51342385341175,-46.752200205841,-46.64798146062397,-46.71313074503129,-46.47939672458843,-46.63836454335031,-46.62043601303771,-46.72532608356746,-46.40364794242946,-46.62406014113324,-46.66406861421765,-46.6880680072701,-46.59096664283233,-46.53923864229893,-46.71117220448642,-51.4421049073579,-46.70495206215466,-46.63242524738391,-46.72857079879623,-46.55585347909131,-46.6361118769605,-46.58202719807123,-46.55119132429378,-46.81130803192887,-46.71083963489561,-46.80295938767627,-46.74424238923348,-46.5371719119412,-46.69425629805706,-46.55930875969491,-46.52553595691695,-46.67226487905968,-46.79786431233294,-51.45601790409828,-46.61132177323729,-46.57783364250513,-46.56596474480256,-51.46762547683917,-46.50651111754464,-46.48596031132443,-46.53475011627656,-46.78310812662827,-46.54352104423349,-47.46015473488271,-46.61861697305809,-46.70010733104056,-46.76340671361894,-46.65734766505131,-46.52228690836457,-46.86363000197984,-46.62343627355639,-46.63008918820539,-46.57173940927547,-46.6981096352317,-46.65340944414581,-46.73833894003386,-46.65578027665806,-46.83315253960562,-46.5118095802899,-46.55284854441874,-46.63455549164136,-46.33354383619191,-46.67817024606098,-46.68450786333133,-46.59475374901045,-46.66139884320943,-46.83861440222617,-46.61340053805785,-46.51066886108543,-46.75443268365138,-46.62608514345028,-46.71349096163289,-46.58696054942472,-49.91405971164784,-46.82425029116428,-46.56287584689011,-46.66081341581779,-46.6357981412501,-46.80093561012173,-46.68744615053221,-46.63950529622234,-46.54868787412384,-46.67861605515884,-46.74846875222399,-46.64756359661896,-46.78782137212703,-46.78782137212702,-46.48729264861961,-46.56231417567179,-46.39822780052316,-46.6309439185662,-46.76499828358517,-46.66603169632678,-46.43493844446316,-46.62258150860084,-46.75268750755804,-46.49178572221209,-46.64147810312641,-46.55037969970007,-46.54550629605914,-46.84229824959598,-46.50967704345247,-46.58163873599627,-46.77836723266996,-46.51774770133647,-46.69137334100538,-46.53785929885276,-46.75974396816675,-46.55513072177074,-46.64494457932877,-46.51856509433426,-46.65165869651129,-46.54303059596458,-46.975513090087,-46.69205689698303,-46.62716592483417,-46.65513838518373,-46.53426768325187,-46.57388000989229,-46.65279265595321,-46.59443844252574,-46.67868429696031,-46.66405956794994,-46.59588883900269,-46.61689706470856,-46.58662065965341,-46.97305614273437,-46.65527239864379,-46.68955362040895,-46.63495391124953,-46.66113236841588,-46.60786711476261,-46.36943596268342,-46.68371871693125,-46.66602412107524,-46.80360899327983,-51.45464714780626,-46.65594961304883,-46.67716947296879,-46.59441804728763,-46.59150601375171,-46.65791603919698,-46.58303458980718,-46.69604286948893,-46.49598895587591,-46.66015369245716,-46.59940391516722,-46.75360798320516,-46.69821444174412,-46.64345614157524,-46.66092524802457,-46.53913023372105,-46.56674097733494,-46.64999665805783,-46.68385353410996,-46.57834473156485,-51.51954817440014,-46.62919220917374,-46.69444918700148,-48.04153347676746,-46.64191854981315,-46.65959031403356,-46.64728109566715,-46.68145701532566,-46.69932459442688,-46.66403395427191,-51.44324696759992,-46.59488335721782,-46.22145308933835,-46.65602130430728,-47.88510054852834,-47.45059205912183,-46.6582620039177,-46.60235392964307,-46.63294793571508,-46.68984601367532,-46.63583005941286,-46.68516395817436,-46.21910651013282,-46.56376233212337,-46.4744858431001,-46.46130081048697,-46.62150903166886,-46.51480532851345,-46.36751458230809,-46.57891781335759,-46.59743645882205,-46.72778520240412,-46.54936097955296,-46.68842233187831,-46.62475706787166,-46.59337549310828,-46.6676885326705,-46.54867984229725,-46.68249824471937,-46.55342163316598,-46.77789975633018,-46.59085955513702,-46.75091587091028,-46.48664304303291,-47.08774177583636,-46.60439300394291,-46.57136460021963,-46.78708995393639,-46.47850833529548,-46.53418582625566,-46.8044683595317,-46.35983344250401,-46.57345956175339,-46.58597349950898,-46.68503701766741,-46.61598186753573,-46.40422992054099,-46.86022951400638,-46.68000930081466,-46.54514607053207,-46.8315412294552,-46.58774602159286,-46.53286064778347,-46.6634964553206,-46.62400348069892,-46.65245164487606,-46.63503218503183,-46.53141042806182,-46.75475041981528,-46.64241273733219,-46.59142783067871,-46.62016401941447,-46.57097407073218,-46.90465369122536,-46.42863533666442,-46.33632147208989,-46.62318692012759,-46.18058407923645,-46.6832581671579,-46.31339528338651,-46.50884108313164,-46.78762555874676,-46.61547996424181,-46.64945883730208,-46.37039629556568,-46.70445041943299,-46.83912930429312,-46.59658470010059,-46.66510974649439,-46.70788565421675,-46.52719871187624,-46.51925842773004,-46.53087655802969,-46.52911922454966,-46.50482670323088,-46.67754385165926,-46.58214904266699,-46.38847768504826,-46.48709243644674,-46.67895670433539,-46.20979881878358,-46.63176589052542,-46.53665447902611,-46.55246385886316,-46.7760209639108,-46.49418859080907,-46.63934739932539,-46.70292853041418,-46.32636817750629,-46.63676937101554,-46.93978258666853,-46.66911737948981,-46.6071959006922,-46.63361528281082,-46.79678721599588,-46.90560474767202,-46.87728974788192,-46.697259627609,-46.81212888634085,-46.67498899407013,-46.64445833667602,-46.49773604755222,-51.48681824634586,-46.92912815971817,-46.29273877279442,-46.68975777077549,-46.76757875189629,-46.84622468228894,-46.68041496436501,-46.899040591931,-46.79838841332349,-46.64543956179801,-46.60204784066848,-46.38300847247897,-46.50741603974178,-46.61636650804023,-46.64005986522849,-46.56186138574652,-46.56912835039078,-46.4874194144826,-46.65057380587249,-46.66046219837553,-46.52261721063351,-46.7444443395459,-46.64679480230547,-46.65331111428114,-46.49963790652674,-46.61919393930692,-46.59460787750724,-46.54412418516429,-46.36048638001305,-46.68789935161541,-46.75882706366167,-46.5398554439582,-46.82833863237436,-46.65845218950066,-46.6909641580488,-46.21813225065051,-46.67720957193931,-46.89034680305359,-46.63182476204627,-46.55109625319374,-46.6431507402032,-46.34688798471853,-46.7903447222238,-46.5684144488935,-46.51209025322235,-51.45069562281261,-46.83375866718952,-46.64961491794625,-46.54785613953256,-52.21848836159882,-46.92343724780603,-46.63549256113905,-51.46575603144136,-46.75548753684523,-46.68535387537023,-46.59568963440545,-46.62833776862853,-46.84144554417202,-46.61454015073124,-46.18437947767748,-46.71601739435356,-46.64038909569764,-46.75076525558695,-46.37439775919687,-46.65520236871313,-46.30691050096009,-51.42889211783705,-46.56304461876021,-46.41230835575103,-46.64960509694539,-46.52277326545764,-46.70042924915706,-46.62949909730413,-46.37892772018167,-46.57228291110506,-46.45266128745556,-46.80913962478848,-46.53614248004922,-50.54992367333536,-46.66631847703101,-46.58779032038253,-46.53848928756901,-46.42832234144713,-46.73831415337872,-46.52528955902495,-46.49992444452221,-46.5842701422575,-46.47265844061828,-46.50308034321079,-46.75517660424381,-46.74980881993471,-46.69574895918522,-46.78198098470049,-46.74524388209305,-46.6394328193213,-46.85082344930689,-46.58143102050033,-46.59397649516421,-46.40191167384354,-46.53652662971856,-46.63393189503633,-46.65320770049062,-46.58532810957918,-46.38934441175048,-46.64520437763303,-46.65253828877206,-46.50149166311137,-46.55693526617799,-46.63548543836741,-46.50817935034176,-46.36665959026111,-46.54079133539388,-46.40794079311227,-46.53686856423847,-46.63004970984574,-46.69818329551114,-46.69119744784082,-46.53486170808572,-46.20076519558149,-46.61075513603159,-46.7497208088132,-46.66153203058761,-46.72226780696264,-46.64072797271626,-46.57513411447355,-46.63089338270138,-46.31341604041103,-46.62090771478923,-46.48650877535165,-46.69044231280596,-46.5451367801885,-46.79452337779028,-46.76387498562264,-46.83514188734528,-46.7441820911064,-46.60360231234208,-46.5658199742801,-46.71877657594685,-47.46253507417556,-46.54148574197491,-46.59234068171788,-46.71112085549368,-46.58622851540481,-46.59043468474226,-46.71482760299705,-46.52914593528627,-46.43584990862661,-46.53884595688125,-46.48017143402961,-46.55143656955179,-46.61366842076251,-46.38612703836959,-46.63613673517418,-46.63725145963765,-46.58786140847144,-46.51639950144808,-46.62303104359334,-46.63475694378971,-46.83915708999162,-46.53778402099835,-46.68940217758475,-46.62029999286664,-46.21381465338025,-46.63102384555224,-46.64843251428849,-46.78783091895185,-46.63673294803691,-46.54572839293679,-46.5844973980053,-46.65089009868754,-46.59560376462505,-46.61994837184735,-46.64303023455153,-46.35222982983538,-46.43942597939031,-46.6495522786361,-46.63573130997587,-46.63235192955855,-46.60384461609752,-46.42292496090776,-46.83024045323436,-46.5547094962867,-46.52872608862626,-46.61844870600412,-46.56553813802192,-47.13724512698744,-46.70027374625148,-46.95578856634467,-46.36050899024497,-46.51837016933719,-46.51423506990763,-46.25089583769432,-46.55831554588585,-46.60923671878623,-46.67484647170287,-46.91036002990534,-46.78052882871086,-46.65919184884556,-46.70619922889088,-46.45929809989247,-46.87569401804977,-46.74671014273008,-46.6680263133255,-46.51891761077183,-46.54756093801649,-46.29562373495021,-46.63485900505736,-46.68283834915459,-46.49499620393508,-46.63155857072267,-46.67197263354333,-46.22699200612674,-46.49977649619726,-46.3728744696749,-46.51853404810763,-46.58295189254021,-46.73705264012543,-46.56476050801525,-46.97129276518184,-47.12199203664022,-46.8925049147833,-46.23366962104131,-46.69142521025253,-46.61712265714692,-46.55070588235865,-46.63423580006204,-46.63983987489639,-46.55323324671282,-46.58905013348279,-46.52164439061696,-46.92972088164855,-46.63916570493306,-46.63558202636042,-46.6364906953122,-46.53676428855906,-46.57405805237629,-46.89983624019375,-46.79810978449532,-46.48340739286336,-46.50224297637528,-47.49220093703207,-46.56533761884635,-46.65850174642453,-46.34770004625169,-46.49189065896295,-51.43800364481964,-46.70059349165764,-46.68154172682528,-46.65838458273399,-46.74727931271431,-46.75360726605516,-46.64106743356167,-46.7672637698052,-46.63588592135778,-46.50970757174967,-46.64936937401519,-46.70495621485129,-46.64399751778182,-46.57241377951438,-46.63361537124495,-46.69503147540082,-46.83882324744325,-46.6415024645414,-46.37913213480587,-46.64145267015315,-46.56741432795704,-46.65784019308335,-46.54298309067391,-46.8048655124169,-46.62370679799756,-46.63892437204838,-46.60841438443394,-46.58532661209289,-46.74878306750925,-46.75764642750951,-46.55833696328076,-46.69152484976028,-46.34714098098393,-46.58769816496116,-46.50581846324921,-46.65761085698846,-46.57813032122694,-46.52934746137277,-46.53442235954943,-46.90430341342511,-46.42885774341656,-46.679164692087,-46.75333039633789,-46.63193133561195,-46.64831660641613,-46.64828171537101,-46.6404104560317,-46.49672422149789,-46.56210024419569,-46.36585649268775,-46.69205706369092,-46.57571243111453,-46.32694579681154,-46.51680506788675,-46.52427198932118,-46.54361934464544,-46.64603990221942,-46.83207894373439,-46.69730262078451,-46.56537640757623,-46.61561991312254,-46.88874698831214,-46.70810802164638,-46.60707887325989,-46.77299609854089,-46.61270858234142,-46.6485821171502,-46.68685091247136,-46.40018673016034,-46.50206590464624,-46.62165834699212,-46.63999380609391,-46.64004648644472,-46.54577257129143,-46.65854396252985,-46.53990034265581,-46.52824199910873,-47.43626174765726,-46.56404586987956,-46.8286834945617,-46.68783857511075,-46.78492157358007,-46.77031626609237,-46.75251285489482,-46.26208568184617,-46.55095501603787,-46.56683945708526,-46.889442,-46.68085240293401,-47.45738003311676,-46.31303020637169,-46.66872440228904,-46.49010130952279,-46.63105919621763,-46.63214323386248,-46.74819291738546,-46.75596752145141,-46.2157459533423,-46.60252438520744,-52.28910357547104,-46.9386624426971,-46.70247582378614,-46.3087354240511,-46.62477459348309,-46.74377790425139,-46.6204712248413,-46.65424333104067,-46.81284888182181,-46.64252697570119,-46.63137340438761,-46.70758474237935,-46.79881675488462,-46.60375547072402,-46.56634914104998,-46.56846284594724,-46.8686738162582,-46.77872842727658,-46.69175766942485,-46.6056755897223,-46.84312392349166,-46.48484332598025,-46.83721005347436,-46.63508761691669,-46.79178865992953,-46.73068651777813,-46.65242233963953,-46.67893404000763,-46.61466029431693,-46.64144327735934,-46.3609715320566,-46.64154914252651,-46.91160442141149,-46.30014585940994,-46.57190644562642,-46.5606561048041,-46.50490728663865,-46.20512735511424,-46.87715678453535,-46.68530389676934,-46.62990400057277,-46.71185447158923,-46.56603386637499,-46.64569860301066,-46.38542535008185,-46.5455983818347,-46.59684404591124,-46.51841214988332,-46.62643086143964,-46.71955745220784,-46.58942940175682,-46.69384598745582,-46.71048875714079,-46.28675991494017,-46.77611296981493,-46.1642899242929,-46.72368794388642,-46.6154212779072,-46.51177859182893,-46.60714574002064,-46.64158293572283,-51.45119611921,-46.59939012604679,-46.34208700493809,-46.31794954369798,-46.17951599274321,-51.44209907235756,-46.49712027622616,-46.85298992497374,-46.63092805941945,-46.70011263971829,-46.58495462693488,-46.59168777265856,-46.63519354379768,-46.64209131081347,-46.439816187506,-46.54740652791638,-46.48962525685057,-46.37243377407236,-46.44479870320025,-46.64913883151016,-46.19090421090354,-46.53152854513408,-46.66424403546395,-46.6318842127058,-46.75146233743681,-47.05374554545899,-46.96890371136734,-46.70471877885834,-46.63302325151354,-46.35846761483803,-46.86436194318488,-46.40046988664183,-46.90402084746641,-46.63587808421484,-46.63865415001012,-46.59060270875656,-46.71577306475604,-46.52661281918378,-46.67933270301829,-46.82179198435172,-46.92410128109351,-46.65729113037683,-46.37795208408303,-46.64523045306014,-46.52012161328807,-46.53089979168951,-46.35194721552097,-46.63898204602016,-46.49447915291885,-46.49875811694485,-46.83055847374104,-46.76162168584186,-46.58699381920908,-46.80799647915472,-46.56911828842852,-46.54893972335108,-46.51257059337909,-46.33042653614289,-46.61510842070545,-46.94609335645448,-46.6767883913836,-47.4147799514924,-46.6306686750678,-46.65271926812756,-46.53862535889188,-46.57342741029837,-46.55409683520587,-46.8888839245842,-46.66814022488543,-46.648837901189,-46.53822847017661,-46.95449251445778,-46.53570578710121,-46.59595450179983,-46.4665830677809,-46.57674715135936,-46.5789482923152,-48.54493393688767,-46.67967840241485,-46.69284283306206,-46.61508205976657,-46.44959406372339,-46.65925589278497,-46.54170793141515,-47.46968686008559,-46.53191555033307,-46.66466630391698,-46.56809001344711,-46.61093956663343,-46.67012078945233,-46.54238297128411,-46.80341057457764,-47.18889011605326,-46.64036116340707,-46.64264196680963,-46.65742601137803,-46.79599574353978,-46.65711200863413,-46.66166521796578,-46.37575794916318,-46.64754185786535,-46.64953939046931,-46.64408982260722,-46.80290055747949,-46.64529955632679,-46.52907615402822,-46.67093885147919,-46.64281871336397,-46.52310863600508,-46.50960002480797,-46.6817146094127,-46.20113833469229,-46.50420977477025,-46.72963723549799,-52.58933520827306,-46.63029077338349,-46.76806257067062,-46.56539114474216,-46.61431293968788,-46.371060344596,-46.67981362831441,-46.97660825650473,-46.4972678487709,-46.60962590198537,-46.66779159436938,-46.51490381186075,-46.51801340373414,-47.44026603900273,-46.53859119194969,-46.73391596448144,-46.52716376873034,-46.41222140930638,-46.6805692207545,-46.6884523411009,-46.43389170098682,-46.67176500524489,-46.68416827604059,-46.53293130897663,-46.28739484577066,-46.7850642027234,-46.67510958990064,-46.68229313418208,-46.55699903914939,-46.21285332003901,-46.89748441547489,-46.50685724306077,-46.61368134720554,-46.67859103997379,-46.48345284959817,-46.62907768017332,-46.56152031333655,-46.68821291235147,-46.9148995802399,-46.51787272388276,-46.64828045105447,-46.79780463580426,-46.41041783796575,-46.48968961933286,-46.7113009791481,-46.57092785075374,-46.35002398882964,-46.60497703630568,-46.41751608018297,-46.29819319994478,-46.73128132257116,-46.78225541647019,-46.48026358920511,-46.56975840842568,-46.81309221592289,-46.50341967916688,-46.64783380745067,-46.82395403227514,-46.56853276159788,-46.39197731694009,-46.71679681649908,-46.65824594266135,-46.90733115132105,-46.57849750981092,-46.68485034486324,-46.66558631421479,-46.70313446547825,-46.55000833612705,-46.64888399298631,-46.51224065273996,-46.84282293121949,-46.77954307516129,-51.4563926361493,-46.56432027972277,-46.70511540003837,-46.90135228978097,-46.67128073797279,-49.2463222335984,-46.6108052774463,-46.85022450586513,-46.61134431577275,-46.69237775727361,-46.70721097995575,-46.37039656564146,-46.47633256338806,-46.39737526240547,-46.70834569055956,-46.17979628874057,-46.72949585512391,-46.77716326973611,-46.34493306106585,-46.47668101933017,-46.55574448716494,-46.36315036566324,-47.49980351058789,-47.14867075932756,-46.58070214628628,-46.51135488856951,-46.49138352910662,-46.88420210298045,-46.65628875324909,-46.57548705482902,-46.79142511158972,-45.84898375245856,-47.13442765046272,-46.61113186346305,-46.69735447980675,-46.64832514105404,-46.50691508220304,-46.43800716828812,-46.54137488011542,-46.63832482614193,-46.62163067205092,-46.51583258285471,-46.56101663725986,-46.60081028219831,-46.38992139768599,-46.85832902076941,-46.33535642852005,-46.73645255291076,-46.68941279731024,-46.72688707248165,-46.65929570388055,-46.69776897309333,-46.60948106525522,-46.68480884532254,-46.5659723566192,-46.56711051588779,-46.62822125953078,-46.76822273554511,-46.63951141166309,-46.82934462319268,-46.68540942891025,-46.83339598887208,-46.79888215459073,-46.78276805735585,-46.65354908690436,-46.88926053118829,-46.65527643333266,-47.4337214243311,-46.6181735516324,-46.461783039724,-46.7217414848661,-46.5459514502036,-46.62416567670172,-46.67354758252886,-46.48159664503567,-46.85397994153203,-46.82848035821581,-46.63658239267473,-46.8647692469026,-46.81241810438338,-46.82595598954184,-46.66331995168207,-46.17165148842832,-46.66643724514499,-46.69529718040593,-46.49566476020745,-46.70861780278875,-46.69471811053754,-46.77978832664409,-46.47831604402804,-46.55785411253235,-46.76627100055368,-46.73995425532669,-46.3537887027251,-46.32041331063884,-46.94819676148815,-46.54152974201262,-46.31095415308248,-46.6330954010969,-46.34035409986554,-46.50066365277143,-46.48405348285505,-46.37709192190337,-46.63525692049286,-46.80134979266691,-46.73062332314681,-46.50400413075323,-46.67569282148756,-46.67379367245716,-46.69602838486034,-46.52388211510213,-46.71423209405689,-46.64016432350874,-46.61149456906236,-46.63035441819986,-46.71459945522313,-46.52313641625975,-46.70054443061363,-46.56186443365888,-46.42391119493389,-46.47107205776287,-46.49679065084683,-46.61837884296803,-46.51986041346078,-46.2000036427079,-46.59169265929573,-46.48639537704244,-46.53563962218781,-46.84569408911503,-51.43379322038466,-46.65097004120221,-46.88800783732317,-46.6295898871866,-46.72888764873891,-46.53344298946832,-46.18844218219641,-46.52763523808948,-46.60487874214039,-46.5402823163308,-46.69169174650983,-46.77159123618125,-46.50982040016808,-46.61466092986007,-46.63028748439394,-46.64159548852641,-46.52961502004318,-46.49841987054645,-46.51380633487217,-46.80190233237287,-46.72636164968898,-46.69940378835367,-46.51702870503608,-46.58402154568834,-46.8415476760953,-46.54710748001008,-46.53176550786243,-46.8569542466829,-46.54352515772185,-46.89873197884796,-46.50607493314839,-46.52727642100157,-46.69201008546271,-46.37378298008584,-47.44057850460519,-46.500575964282,-46.911195973225,-46.83627481512415,-46.72589362686342,-46.73516811752206,-46.5500753350173,-46.47840266563504,-46.50252776981469,-46.64507304012999,-46.72871843564548,-46.66135135045779,-47.13087539496009,-46.94146762047973,-46.5449925177391,-47.2566134724933,-46.69580554263968,-46.55062103887984,-46.44352739769452,-46.67242459028445,-46.48932141576199,-46.70141213658108,-46.30496565775929,-46.68532072557366,-46.45294985547406,-46.61740679867138,-46.57242472056035,-46.70627876738095,-46.65280923153935,-46.1955458411618,-46.70872937584429,-46.50003339479818,-46.58161990876913,-46.74217125500245,-46.54756099167577,-46.36355504875132,-46.65525390366426,-46.64310784736644,-46.52866708321342,-46.34861658234897,-46.48657992923603,-46.50718129624396,-51.6776633579356,-46.71022243914983,-47.47440850898069,-46.34087492614052,-46.48230181370053,-46.57052387650715,-46.46654685686275,-46.51139904429671,-46.64873923331728,-46.54980935470839,-46.70348444146703,-46.38149251625492,-46.7540355613545,-46.91906280354144,-46.84578284021309,-46.66593897144172,-46.57950339815874,-46.72051889455557,-46.51904595304809,-46.66923716844039,-46.72668925401347,-46.56823533906901,-47.46298465265633,-46.6664390139175,-46.77128848275885,-46.17732269163664,-46.18756607644843,-46.53960081348156,-46.70559264189814,-46.48912230917957,-46.53768298834729,-46.4824239254018,-46.56595570648479,-46.53363245277436,-46.49731177632416,-46.59553885431606,-47.48526575155909,-46.60286093182147,-46.4460728966794,-46.59730688229232,-46.65269033643667,-46.69557271499828,-46.39134658040681,-46.51631236973454,-46.56102075954839,-46.59365984819463,-46.41380664707032,-46.49965567862215,-47.12860853773641,-50.78419091436513,-46.40367375241036,-46.49345095790639,-46.75168508830427,-46.75729593473039,-46.5255037580733,-47.50354677182044,-46.5276968730669,-47.14000062242054,-46.58922662034001,-46.59796462940734,-46.75069273724154,-46.53169823121503,-46.51069908998601,-46.5927568776476,-46.53574289589707,-46.48987603590751,-46.42678744635807,-46.3357957796424,-46.59045121964739,-46.61213522693959,-46.60669921220444,-47.45776298054839,-46.46491137251481,-46.37096290959241,-46.89998739445357,-46.78697369149597,-46.7823581492822,-46.20602049086485,-46.7998399571437,-46.76288048095171,-46.70225483954603,-46.71996327187792,-46.50269449839721,-46.54180709499331,-46.52195190977253,-46.54737185794936,-46.51179191039127,-46.57489158730299,-46.56490977736317,-46.77764057451374,-50.04347664703914,-46.68823275335754,-46.14111217203961,-46.1411121720396,-47.44346053722513,-46.48182177626829,-46.83908951459393,-47.61018378267268,-46.4407560439133,-46.59277463488237,-47.49952973151333,-46.51512662857478,-46.36083962603232,-46.34803876628072,-46.50250781663177,-46.48402845331888,-46.56748610841784,-46.6990445368582,-46.70669726579445,-46.50583753908581,-46.39218021781279,-46.76816095053011,-46.75279699545246,-46.5690600622993,-46.60712616164343,-46.4796773999334,-46.75621774505109,-46.55060393165683,-46.65934244930916,-46.68908004117692,-46.78283600733623,-46.18967506489788,-46.5730652850043,-46.48669475904644,-46.5502445059093,-46.74355765748278,-46.60279269111101,-46.50962989864799,-46.48929704571148,-46.46798900398429,-46.63196817761764,-46.65199446742354,-46.60778378479691,-46.40688128770578,-46.34231544074307,-46.7465413538589,-46.56145695097312,-46.55287886879138,-46.50082148805862,-46.49550282965041,-46.60278807725412,-46.71517999827117,-46.58968331880412,-46.89595803664037,-46.59263904944159,-46.4810904704257,-46.75732910234469,-46.71782026230461,-46.58386437718144,-46.73138369152291,-46.54888717317166,-46.57944249603901,-46.50577843503976,-46.491507657387,-46.68380078247445,-46.4842937005647,-46.48514659819119,-46.50276219285474,-46.42394850462805,-46.45884467931006,-46.39933342623786,-46.49426250224517,-46.29582111132435,-46.53330351309235,-46.73632756659597,-46.8599234853307,-46.53675954468527,-46.59388576024578,-46.52782757586412,-46.54592952713647,-46.65523765026845,-46.62635497331379,-47.45966978985545,-47.35567458852157,-46.35347291973801,-46.49595517412163,-46.47319235181362,-46.75043682857945,-46.65788988269824,-47.47802969404191,-46.78735481666445,-46.6257781627838,-46.52886234275989,-46.60776441539105,-46.48843048395559,-46.29020664503258,-46.66534774802663,-46.52515655554452,-46.37587149314251,-46.58680335489369,-46.7668485367209,-46.52117239458561,-46.56698198842044,-46.88108056020685,-46.61934355300127,-46.75805956640949,-46.65938507088062,-46.51231047586489,-46.15005921825601,-46.48218365929943,-46.68112721209489,-46.33532284499006,-46.5585298971563,-46.90125511634909,-46.60529566881574,-46.479272940769,-46.58356366642944,-46.8792378618429,-46.48545545756665,-47.42866744631925,-46.77809618473146,-46.51640080234857,-46.43403280857279,-46.49215921811551,-46.67378854079601,-46.44889652841768,-46.66118911401633,-46.4878202136746,-46.75206169037894,-46.56746770948781,-46.52906264897581,-46.54051765608435,-46.7299639665853,-46.52911625624319,-46.5074564503054,-46.49733903397637,-46.54417947749753,-46.664235951188,-46.57496712581992,-47.50348495089035,-46.56397315445739,-46.57712086357543,-46.59175114788354,-46.37398250562589,-47.44565113471125,-53.72913819903985,-46.6036534199635,-46.68490053758028,-46.77205872145585,-46.50371261329608,-46.53759606192354,-46.67131738176413,-46.86860821070655,-46.41631561383346,-46.45866023329464,-46.6628646511401,-46.68712935696959,-46.67838836770368,-46.65562823179936,-47.47911513578961,-46.58726574110867,-46.73796871569539,-47.46970526393222,-46.70852061295767,-46.60232703217921,-46.86539109444996,-46.60044750495475,-46.69939595757049,-46.74466681982362,-46.59394256408343,-46.73489603550116,-46.72658804974733,-46.68260221605632,-46.53369226856073,-46.4415119870684,-46.59909846180968,-46.73639099668856,-46.48092311558496,-46.65918306701666,-46.4101465497652,-46.6266210459011,-46.58250945058416,-46.49966827249592,-46.6064276723511,-46.68212639414321,-46.445506825549,-46.63767093473863,-46.62414421625581,-46.70206852643251,-46.6256721599388,-46.80555306737292,-46.66510041964075,-46.55452415041194,-46.76057807750388,-46.58829102896532,-46.79825426414906,-46.71287869871107,-46.41384655153016,-46.72035402820775,-46.69033840284198,-46.70954984864486,-46.39614127696112,-46.42228420833627,-46.65570908261468,-46.37623970915305,-46.64679628594568,-46.49002927408008,-46.52430246423972,-46.46469828090888,-47.43045059256107,-46.73872785910907,-46.52979794531365,-46.49317674012605,-46.66924434948479,-46.51305551652926,-46.48560523721635,-46.35358869190592,-46.81346336139107,-46.76555984372987,-46.30528241556756,-46.59729440070282,-46.45241159279414,-46.59560967129785,-46.63311453979948,-46.65740849857897,-46.38412893949835,-46.74114214363804,-46.65543872434718,-46.69850016324396,-52.15092591967641,-46.88703241438391,-46.6208028623093,-46.86723421349411,-46.15067015542788,-46.87441824466937,-46.50961282540143,-46.57765662787875,-47.51857928049102,-46.84970162869307,-47.46202591726421,-46.74876246231074,-46.50502169982337,-46.65274170167209,-46.51611815532652,-46.6783355364707,-46.66045404007794,-46.63469457728485,-47.45936934082602,-46.79600340273453,-46.68713207170426,-46.64407821290554,-49.92180170266129,-46.60405533511347,-46.43458554897361,-46.89055947585277,-46.77822733184515,-46.69545476190221,-46.70156108562361,-46.51858686166484,-46.61504999074923,-46.68003015826884,-47.37469832927307,-46.72251736528086,-46.65547084356665,-46.62055504527753,-46.18523295889001,-46.47297734734178,-46.68239382390169,-46.79104298348422,-46.71441630800913,-46.60578507967237,-46.49730993413348,-46.55493137161088,-46.64211200009376,-46.48329854879862,-46.58472476845841,-46.76793857798513,-46.66638685297104,-46.35834167666946,-46.65446764609742,-46.80706577753118,-46.83305816446212,-46.74414023527851,-46.58237728186106,-46.57978572229729,-46.85053707630061,-46.52925322628663,-46.39952755232906,-46.6358858984643,-46.67272327218868,-46.62965156173041,-46.63778498866554,-46.79424613130578,-46.49572758105603,-46.3159558321391,-46.6924244169675,-46.70785531697169,-46.48582674989175,-46.71311508679524,-46.57611869717361,-46.58461229170022,-46.66940285228782,-46.69079895283816,-46.70378370078144,-46.60536157170672,-46.6817323460061,-46.65496977812675,-46.73894137655675,-46.47760600577239,-46.4941412798312,-46.64946296814033,-46.90609781815742,-46.57223172708805,-47.5016021640742,-46.70960852407719,-46.59974305553181,-46.88099248238095,-46.85105837491414,-46.79744927912736,-46.34181522776723,-46.67463272223036,-46.95772892953954,-46.63329280565478,-46.37943319385001,-46.65371215283685,-46.62282500873062,-46.72238765731339,-46.77137977151545,-46.58812570952549,-46.6164029191789,-46.6746377801128,-46.46166831807451,-46.50308450815669,-46.71685166381976,-46.60469932466566,-46.68815990367064,-46.84748345253882,-46.61878796585238,-46.62970690460869,-46.54960266592963,-46.58925913931688,-48.40720315622438,-46.48735882532564,-46.88538696924187,-47.42828678920389,-47.48491380651181,-46.69514630298885,-46.64242665644223,-46.69938117426748,-46.44672815165372,-46.59793556042434,-46.74658030023576,-46.62416228233207,-46.70109132371756,-46.65810862832158,-46.8586548365461,-46.27969800070665,-46.67113288149977,-46.68503707664534,-46.60716679313656,-46.60716679313655,-46.50334289873976,-46.73602570743373,-46.71388030944217,-46.61637715243747,-46.43826236197339,-46.68293060286366,-46.89610614277863,-46.56863320970434,-46.62835871344506,-46.47482439076656,-46.7965163068496,-46.42522895299647,-46.74830567833951,-46.54618856351206,-46.7503508239519,-46.66619179317389,-47.52355978260048,-46.87170401526879,-47.00063392391789,-46.57451697635212,-46.68063771608082,-46.78788920002157,-46.57978444125483,-46.6724459979511,-46.59481549706722,-46.62160347958353,-46.67416163406577,-46.74349865349463,-46.58679821915495,-46.74070170884804,-46.42102612749889,-46.69358212018091,-46.70633793156746,-47.41091670439589,-46.49267293329315,-46.69963829158367,-46.66262633313796,-46.67494217200703,-46.61176940207568,-46.34993692750342,-46.71062803918182,-46.72898406045395,-46.63900286171412,-46.6846699252492,-46.38006396693794,-46.59134807783873,-46.6416068772722,-46.62677132498978,-46.60386922937252,-47.47060625398321,-46.68862748111212,-46.96378125450303,-46.65245974809945,-46.64626429449921,-46.82590538637741,-46.62898231747276,-47.43011043994365,-46.48255023270557,-46.69408092442017,-46.68212772492562,-46.71143788894152,-46.70795631330454,-46.5859266188746,-46.58336932471797,-46.63754898866599,-46.60743925992832,-46.47631091396909,-46.62307980262542,-46.44991608053584,-46.8889592205568,-46.57353020032567,-46.47241735854713,-46.38980876768991,-46.67769439683947,-46.58017565573049,-46.62712160939033,-46.72136075491287,-46.56928371918681,-46.69106985028038,-46.66899634479028,-46.72712041997771,-46.61612445688869,-46.47174367640351,-46.47620395981763,-46.75897783921521,-46.5776765153455,-46.48929187360899,-46.95291515814414,-46.62257166509295,-46.63285801485009,-46.70232169990238,-46.65039082961898,-46.65618557304518,-46.48490022599612,-47.44884570584838,-46.57065328067549,-46.35738119832365,-46.71666142368085,-46.59708898310222,-46.60168729815545,-46.61501892936472,-46.60486616491588,-46.64548956958338,-46.64900199911273,-46.469989005432,-46.66871189431482,-46.63010416827912,-46.67972964801389,-46.59119431348124,-46.75212779261229,-46.39398452629555,-46.84622191461783,-46.74410161651485,-46.69018202139969,-46.60399102375177,-46.43002785592731,-46.59216239463687,-46.30162214604124,-46.87874388565184,-46.65867539409774,-46.63616963115926,-46.89283568875403,-46.67379824356863,-46.70530001805472,-46.58480845970803,-46.69370946811439,-46.68525072598247,-46.6683599686892,-46.59621632352811,-46.85337628886492,-46.59200612706604,-46.65569206483439,-46.88394057517637,-46.36672076531711,-46.60124172356028,-46.61401078807773,-46.67756178321932,-46.58818876497902,-46.71794554517039,-46.41934660866461,-46.75061163830563,-46.75630535658033,-46.61749060119429,-46.69543376710276,-46.70560335074762,-47.47950405912513,-46.8097937941415,-46.64478821092038,-46.60905983041344,-46.85262130367337,-47.45986989975185,-46.58537751870623,-46.55173501816082,-46.64915068951776,-46.72092591063848,-46.70832128878281,-46.62457520306331,-46.68431128757412,-46.60659423636554,-46.73414273203396,-46.59404547791869,-46.57377385004951,-46.77506800791145,-46.71914916826479,-46.08949684756371,-46.33718618456458,-46.68305656917312,-46.61958399301968,-46.65555097635693,-51.79990910433005,-46.6977596116617,-46.48181903473252,-46.66117580387885,-46.56365865538831,-46.70470118435659,-46.72667919801565,-46.86347700284117,-46.74807054297018,-46.70051310887714,-46.6170552953274,-46.55004826610958,-46.72991005287441,-46.58951864576982,-46.63702493446731,-46.88578709722029,-46.54345371819321,-46.66889674438225,-46.71493169991234,-46.55038014730987,-46.5751068922397,-46.62155343982422,-46.74561873439331,-46.65943086047525,-46.58210233960632,-46.57558643715371,-46.67532726765494,-46.6272897630754,-46.64685124586852,-46.68958779044411,-46.13804883519811,-46.64537516133473,-46.61050117980293,-46.75295327978846,-46.63626819210909,-46.65212245563381,-46.4933461753538,-46.58016703941922,-46.55328249672747,-47.44821483282602,-46.75576409356277,-46.5814202328246,-46.74344964255123,-46.61693997878474,-46.59340498656687,-46.31574187234527,-47.49547583253126,-46.71053625522482,-46.89353670548054,-46.70421633711667,-46.60727664269231,-46.38305829589599,-46.60545933153238,-46.62137685302423,-46.66820676632636,-46.64176777956362,-46.72383268994697,-46.57362187381919,-46.64486948882979,-46.74217745507366,-46.6865218065891,-47.50984988008121,-46.28060346557528,-46.67773389907746,-46.43334640491999,-52.69744177673817,-46.63601237738169,-46.68107186058528,-46.59550028538906,-46.57594035547135,-46.70767471614631,-46.57963323557619,-46.67583717349721,-46.6978102979138,-46.53824148499726,-46.77875442842892,-46.72272470033172,-46.66256986605932,-46.58831651709553,-46.60073592895293,-46.57237400394174,-46.61451339602328,-46.56954461942566,-46.62488291727544,-46.6917233746509,-46.71136249610473,-46.59847671510719,-47.73925651476333,-46.65181629787507,-46.62817005882665,-46.64822334740138,-46.56457732269159,-46.74921995719644,-46.63014548000352,-46.61524730256075,-46.54104308769278,-46.66003241993778,-46.59033969656587,-46.68293028819837,-46.76740523310806,-46.65650769135154,-47.45071002087775,-46.59818684545332,-46.52291380507343,-46.71191180522049,-46.64012871725215,-46.88530037074254,-46.5919377351707,-46.56526256366798,-46.65555959512381,-46.62526514356077,-46.72499374323387,-46.67366760679838,-46.56882032587766,-46.60421036819316,-46.71578918951931,-46.7225878483933,-46.55596000741832,-46.70279925045517,-46.69807849803381,-46.58190463603528,-46.62302829333571,-46.56397251801403,-46.60473542606709,-46.6243233037533,-46.35496713711065,-46.61812677962586,-46.5715415501341,-46.85306482807587,-46.69283374583136,-46.5442506615344,-46.72607019684975,-46.7385487944511,-46.58721405336572,-46.68738460343777,-46.65648099834141,-46.68018605032913,-54.17928152488341,-46.53762331956309,-46.30647080192453,-46.63639383827206,-47.46739714652168,-46.61059399785839,-46.89651272307869,-46.63266339287723,-46.72213753690242,-46.67448239742119,-46.70682318113959,-46.70072868664524,-46.86850015314067,-47.48346955360427,-46.69895013688598,-46.64381669507056,-46.6414503667967,-46.53973190259569,-46.64742941190346,-46.58317659354316,-46.60072914501389,-46.66375781178632,-46.55405162314026,-46.56815995594543,-46.59303991017887,-46.27637913641988,-46.69670779282756,-47.43366922630425,-46.68166780595061,-46.65657844951058,-46.59597728801658,-46.52530159347152,-46.63137026020465,-52.55552269435194,-46.70358161893091,-46.53025943975887,-46.5809646739898,-46.63677317670027,-46.68762168540529,-46.65419127239689,-46.69455169539498,-46.72985492733812,-46.67191322075077,-46.60823078789643,-46.47270968246172,-46.57158333882553,-46.71443121107412,-46.64870473720413,-46.6680889211118,-46.62906177159996,-46.46639616483377,-46.8480674102242,-46.59488942723797,-46.58996021925599,-46.53738261121392,-46.53738261121391,-46.61030508838773,-46.58668000150149,-46.38254469134296,-46.68344414587124,-46.57960857271054,-46.65457350077182,-46.60167950362949,-46.61523997261246,-46.70291623076356,-46.51614189492683,-46.53086934690918,-46.6499800625048,-46.63341004150892,-46.72025344447433,-46.69241674056453,-46.53491516762795,-46.55076312380964,-46.30348634925666,-46.64820626081536,-46.6105450979245,-46.68087683399111,-46.52952854442159,-46.57729621271645,-46.56112639367485,-46.66387773814282,-46.52639447307488,-47.27171784929334,-46.58792075620118,-46.32528745224138,-46.72244408428043,-46.58000203721854,-46.67222685571889,-46.67501242767523,-46.67348988809382,-46.46347318564337,-46.65868270684103,-46.55783693557415,-46.66428448302568,-46.59026923297839,-46.57482882844771,-46.33959705106873,-46.61547555850215,-46.88499666372504,-50.76104049163858,-46.52233784386375,-46.59871241697143,-46.69168964970786,-46.47255767450617,-46.64920725174606,-46.69946117501247,-47.47145666010212,-46.53933533349212,-46.60725508172523,-46.75495669669994,-46.67975332737472,-46.59989969784537,-46.68734545266645,-46.68984297674857,-46.6414332594311,-46.85247290281744,-46.15286255126098,-46.51767658255311,-46.5862373230901,-46.54534968076258,-46.60347841661842,-46.70244085130417,-47.50261674690871,-46.87264106823105,-46.62180475082607,-46.67536704480812,-46.57962451006691,-46.55217909250663,-46.55217909250662,-46.67642531786473,-46.67122201017906,-46.47844700879272,-46.69765256533365,-46.67165334066689,-46.57655861353626,-46.59380392478858,-46.59383968992664,-46.59934771732716,-46.42898806996502,-46.37583472461438,-46.65173661086597,-46.91529507169107,-46.65679807275634,-46.68193587116822,-46.67731400003841,-46.58409760247099,-46.53482605209177,-46.65885904148838,-46.6016047944519,-46.66255873719928,-46.68603517251801,-46.56582663696089,-46.51550518209169,-46.62462503200484,-46.66842343088662,-46.32066987382232,-46.71724733052437,-46.59974970395199,-46.55243585387709,-46.69385367523255,-46.66642207028853,-46.44078630249255,-46.60444123792383,-46.44519869647404,-46.61571276329235,-46.69137675746327,-46.68322004448903,-47.40454580051047,-46.64565575282281,-46.61867657717129,-46.74953708763685,-46.72211101872094,-51.91966280632187,-46.59316746651098,-46.4146509551265,-46.70787668823687,-46.5406633899675,-46.42102617569716,-46.3542011196478,-46.65668054702773,-46.65040414879299,-46.62810512762748,-46.69505096111616,-46.62966644468638,-46.4971501029648,-46.50795526231964,-46.55713536429094,-46.68240622317646,-46.75491089784045,-46.6648474658363,-46.67090610202287,-52.03990549710547,-46.63181315561634,-46.6975407432739,-46.6443921069765,-46.60109652657752,-46.93719372257991,-46.70068645158693,-46.57516162815067,-46.74409158676438,-46.46413518042134,-51.8766794074123,-46.43751493412272,-46.5468377436023,-46.60431346669781,-46.59970792586279,-46.52577153625234,-46.456372001135,-46.62144325386925,-46.64898301599557,-46.61140407247261,-46.55319902253429,-46.60875824890609,-46.52872503663371,-46.7024386466606,-46.59624051557273,-46.51150346886087,-46.4275297842776,-47.47370908291622,-46.73188402974432,-46.88258784590504,-46.62503391014358,-47.48851312145476,-46.58604068922076,-49.40549224796595,-46.56243077589289,-46.64510401738256,-46.53993397498517,-45.09321940852848,-45.09321940852848,-46.30705679571748,-46.70898594181229,-46.75239926035206,-46.60534520521928,-46.4764407285649,-46.50643552039563,-46.68707135277251,-46.57510493774136,-46.55717167587118,-46.94689737160082,-46.52394739172902,-51.90562110023076,-46.34347817457569,-46.66750444270542,-46.59842363518738,-46.55519810215574,-46.53871046036948,-46.79009259234171,-46.52294113695326,-46.61218071978756,-46.59011057457601,-46.5329045273347,-46.71181867802471,-46.74628466462477,-46.35913785785097,-46.56294917650384,-46.59336446361453,-51.95342305448068,-46.6977317466753,-46.7287636262974,-46.51798844272239,-51.869960318427,-46.43878764601887,-46.5110506107013,-47.44713633654418,-46.61396278005333,-46.50247826035101,-46.58897798076898,-46.56315687268911,-46.42668333499848,-46.41352622713192,-46.55543052276059,-46.40862648755693,-46.70148928935448,-46.70258169256253,-46.79981906045889,-46.61923035751618,-46.59369913299051,-46.58188635586065,-46.54152485277399,-46.92498269330081,-46.37446965996916,-51.9771308204789,-46.71458895628032,-46.72055319973795,-46.5465812010128,-46.52560802308752,-46.72758255830893,-46.7504751993753,-46.73898865697958,-46.46754051268949,-46.91550913136087,-46.72775696940089,-46.55322071143854,-46.50673902926125,-46.46368170613942,-46.52064044471617,-46.88792477053701,-46.71936667847407,-46.7396266630066,-51.92749158191649,-46.77530479838229,-46.4300151220889,-46.74790735195498,-46.78398626533281,-46.79235580972822,-46.46281463364434,-46.93655311993088,-46.30216186378814,-46.2767499932185,-46.31928137845878,-46.42261867739057,-46.41287550304685,-51.93518924887094,-46.79571706425676,-47.46774085310069,-50.2474363800026,-51.87662625573039,-46.77069996648594,-46.55022384630225,-46.57774432064989,-46.51134032474465,-46.72729636208272,-46.58148978027305,-46.54418094544431,-47.47137629459926,-46.55233201188836,-46.40226021813595,-46.70534736523725,-46.51702543654886,-46.75144799620903,-47.06736198733114,-52.29226219924394,-50.56156092080512,-46.72095785108018,-46.53377282479948,-46.52525031483653,-47.50917936639681,-46.78917946328692,-51.86670281115602,-51.87363226151733,-46.57608958846134,-46.56314325515483,-46.43492308830103,-46.72712954450743,-51.91823531933559,-46.31623836570542,-46.42950678884998,-46.74721214700901,-46.49796972916794,-46.79422972458774,-46.92198229924257,-46.7637907283525,-46.54959010802119,-46.82684649058021,-51.94819436139045,-46.50754215001771,-51.95833421266876,-46.51318935670917,-51.42388542180935,-46.54809395175099,-49.71815635045273,-46.3465624292607,-46.52529155803018,-46.85573063769017,-46.5506359001164,-46.42265741739796,-51.4336614558996,-51.89568585707489,-51.93840508788843,-46.50115628342161,-46.87361405335599,-46.43689021198497,-46.43076901494269,-46.87518740746775,-46.374965292017,-46.36404690153762,-46.39833472054659,-47.4167211093245,-51.43219700397672,-46.95887633541417,-49.09104467317485,-46.85176838403548,-46.46296643100528,-46.39366632192205,-52.77267615047669,-46.82550160128406,-46.46758542137058,-46.31586371263187,-46.32124750783331,-46.74744352238243,-51.44411993509551,-46.30248198721292,-46.49509272403017,-46.49055875832872,-51.88601798709872,-51.92706989550015,-46.82992271471498,-51.90754329130873,-46.75447953756984,-46.72367775577434,-51.94203814434729,-51.98024958034897,-46.84513526301919,-46.94124477126559,-51.456941759625,-46.88479414824162,-46.44516359725996,-51.43533751913039,-46.38642615987195,-46.73976853235852,-46.76428344937554,-50.35787677226499,-46.45548825701677,-51.43758719780282,-46.51493233205056,-46.40211118633732,-46.7593886779352,-51.42299747613877,-46.897232123625,-46.75523575722153,-46.74636906583293,-51.95842308296154,-53.36950078552628,-46.32327742813022,-46.8611543371692,-46.29305119961509,-46.36483792601541,-46.44548271076368,-46.3429670137058,-46.47090013741646,-46.04306997289354,-52.19355180319951,-46.76319666929356,-46.88345222307977,-46.41877432373762,-46.57809501590587,-46.99511625156263,-46.74714404498663,-47.3793362298191,-51.89433304784447,-46.39816504064931,-51.91837732694123,-46.8374074097694,-45.88538560664444,-46.75287465302339,-46.43833843883128,-46.99876400939706,-46.31470569541415,-46.3240755991737,-51.97479745603948,-51.42441097480285,-51.41988497593056,-53.61950269661658,-45.66076219477019,-46.71361570056671,-46.3109386294863,-46.73493969650973,-46.73068670406919,-46.71286809323583,-51.93529184840365,-46.71614479616648,-51.41713700327699,-46.71850647800803,-51.44664446905575,-46.86314064114946,-46.29971002969238,-46.32152216968716,-48.73436604485556,-49.51065070949627,-51.90893073812971,-51.95519370458188,-46.7386594856677,-47.33848581443807,-46.32344343196277,-53.2914549929298,-52.94086174613472,-51.92796648966988,-46.40307062220982,-46.71901420796934,-52.05159326177887,-46.4483056349238,-45.4439920506923,-46.70976945451867,-46.7506963138948,-50.84580510209072,-49.32839062212415,-46.44879012565877,-46.70236873677641,-46.863654135539,-46.67718314921125,-47.84699716124324,-51.55964179932596,-51.15313956570252,-46.84796832895859,-48.18287212973659,-51.94421232049704,-51.14181653182995,-51.15738495684845,-47.67562806835082,-46.85510973417021,-46.74096686271875,-46.84780101479083,-47.81458981007484,-47.86746818172678,-46.7332369986947,-47.85466102957959,-51.13880600777133,-47.86339950759542,-46.74820205424277,-47.87213798561126,-46.8256991012963,-47.8473777434754,-51.2070000558105,-46.75846892525245,-51.14841421334773,-51.17165906258634,-46.75190153723834,-47.82517436668726,-52.09904825765634,-47.86152527349471,-47.83968953299889,-46.74643711397258,-46.84401919342167,-46.830139519037,-51.13618614871179,-44.90574942722565,-46.75629218018843,-46.83119094546432,-46.75257958155971,-51.18716562962761,-47.84745972933328,-46.72469723063619,-51.17724545430463,-50.71854215134922,-46.73224644606238,-46.71177816482354,-46.59712215964799,-51.15944089251796,-46.71593725251928,-46.71047344548011,-46.72231596153973,-51.22250260491206,-51.12269895076031,-46.72867070568,-46.70401464296855,-46.71968377633817,-46.73412332958677,-45.99090830839034,-46.74723360106545,-46.70761996493729,-45.97001327564451,-46.70078962456714,-46.7635812812956,-46.71359682291612,-51.3705509796154,-46.72578440745974,-51.55520232201964,-51.11273863908195,-51.14179623490432,-46.73305293205133,-46.73897789434374,-46.71857921932654,-46.72429037726342,-46.71024292150705,-52.30525570332454,-46.22610698417855,-51.39161964122817,-51.15713642282817,-46.72629199529368,-51.12749400848244,-52.47715030617736,-45.92932461750593,-45.94056912975552,-46.71445658524941,-46.73140586010319,-46.73747660159351,-46.77655867080499,-45.97591144517975,-51.2134117382105,-45.78161699732392,-46.00368673383422,-46.7248991828676,-51.16717974601787,-51.36500347341602,-51.17566618569716,-45.95536101287014,-51.17969767227215,-51.19770031125332,-51.15708411065321,-51.13491705629724,-45.98442655904845,-45.95713921568355,-46.74357336220913,-45.98778745639309,-46.73006997993276,-51.22668998124704,-46.0156503326945,-46.72239358030877,-51.18696094080404,-51.21943769138161,-46.73390449669408,-50.31097243334825,-46.74125793076995,-45.96265248801374,-51.20318765551364,-51.39195523474191,-46.7568913260878,-45.97188817895197,-51.14467600112216,-45.93308736096662,-51.36346689905614,-46.70953772141059,-45.94694430122884,-45.98443847155153,-46.74524728220965,-51.16414150272789,-45.95630558731027,-46.74829797382196,-46.73692071215703,-51.23994476035826,-46.02047488758664,-51.18180202888016,-46.72951835511886,-50.07564324560215,-46.74025943565333,-51.12920015496957,-48.05753808479264,-45.98510497307211,-46.73335939289358,-51.19650277885776,-46.74260781645587,-46.75564485433742,-46.74469575154734,-46.76289362355178,-51.24296972291575,-46.76185750379322,-45.96299534609562,-45.94758555862999,-45.95363185079989,-47.67058614671451,-51.15535065227287,-47.28094663612593,-51.20526850179196,-51.17928261753932,-51.27363972371042,-51.26367784984274,-46.87367058745331,-47.25550390409963,-46.70413982201507,-46.75177775892526,-51.12026146351437,-46.73943521096415,-52.60400102839588,-45.89541600724004,-46.29752132500832,-46.74615014505265,-45.93940776392829,-47.29437377283496,-51.18924552681825,-46.75298022450028,-51.28352361017777,-46.74017387118482,-46.74588890328517,-51.16691811797407,-46.7579674887503,-51.15409433373387,-46.74644744318333,-45.94763637264328,-45.5297791777293,-51.18020459400994,-46.73833814940541,-47.30712533216185,-47.27700912423855,-49.47703188494938,-51.14666275438044,-51.25545635003408,-51.28164233309258,-46.72809762864203,-46.74605933027333,-47.0846305931781,-46.73254970168324,-45.93319360454424,-46.73565000564356,-46.74831360142325,-55.53024329869915,-46.00217872831679,-46.7476155440934,-46.73249283877382,-45.86456680334708,-51.05294039540039,-46.74454084406871,-45.93995262197823,-50.42845018671307,-51.15970440348607,-45.90126374179415,-51.18563600982485,-51.17058520666672,-47.29944428743784,-46.73174583108872,-46.72600912401519,-46.72085685753733,-45.9645009587334,-46.73123525321984,-46.75501300779021,-47.31557122150695,-51.1463303077005,-46.74294799696728,-45.69815213667702,-47.34420030660242,-45.88760910492552,-51.17202229529085,-51.13815333886967,-45.92009307287211,-47.29782024690446,-44.91513691389846,-51.14634612228812,-45.83435185164655,-45.89887386715427,-47.31563631288282,-46.85464065410208,-45.88690913568322,-45.91359768380582,-46.82761412611823,-51.66793387228429,-46.76930413223988,-45.90247179987767,-45.92657167281119,-46.83005501737175,-46.06944466746133,-46.84494451524311,-47.95507950049947,-45.88784285021331,-45.88205980388528,-45.91320082089596,-45.35025173911259,-46.79620853748901,-46.72617243788746,-46.8850883285652,-46.83249590862526,-45.90859380488937,-47.27159350089575,-46.81031746077412,-46.86036675853519,-44.70778007705104,-47.52209837709137,-46.76287513805131,-46.88030293880771,-46.84481900005691,-47.30922889223854,-45.85446999952331,-45.90528826697741,-46.78662802308945,-46.87644651773311,-49.60307493634824,-46.1532002578297,-46.87259009665851,-47.29586644694692,-50.79365218566583,-45.89802848030465,-45.90668585444045,-46.88784814763905,-46.78186378259331,-51.82949272630709,-52.49953937018542,-45.94317085580052,-49.38278049595409,-45.88888771264313,-49.75792890805182,-46.58709106544782,-45.87928465065801,-46.8216951401123,-46.83038266241374,-46.89679928100816,-51.91627996347199,-47.30970632261705,-47.27530969607761,-47.29025803342007,-45.79610034363287,-46.92157334717513,-46.85398781828781,-46.88591474647437,-45.87164627370397,-52.20422371871447,-45.88446560699558,-45.82885254621153,-50.64960783251922,-46.90364327848254,-46.76413207056333,-48.12477521833464,-45.85510343437451,-47.31338383666045,-45.82346236252027,-45.88381771655037,-46.97415662176983,-46.85286416061965,-46.39950999120283,-45.84103820732552,-45.79632259632399,-46.87358089920146,-46.88671516416495,-47.74668870350423,-46.89838588583416,-45.8932646045436,-47.30420373598743,-45.80031656775564,-45.91788498508536,-49.97662130525926,-46.91819985268586,-47.05406044642659,-45.89963152591728,-46.98567021144163,-46.59227999547524,-45.90931279216067,-51.77409684651435,-50.51898205113304,-46.5822339458807,-45.8985037934218,-46.55109717181269,-47.40004943917001,-45.72152564292944,-46.5583764329058,-46.46861253251348,-46.96117287408835,-53.10458856139513,-49.05444039853914,-47.22797514137569,-47.18411391559099,-52.32030487158121,-46.56912055201629,-45.71406705773996,-46.58279155346656,-46.54158063237093,-48.93143634376667,-46.56005009398449,-47.1664214850952,-47.22778675742879,-47.2487276871797,-47.23782654156258,-48.93596485863301,-46.55288053987791,-45.70061198906473,-46.52709406779922,-50.17586042705906,-48.90588619066807,-50.37155139815296,-48.26247044881958,-45.7205368736088,-46.55435220767657,-45.71331589981934,-45.71364416682641,-47.21535244981554,-50.37795704709539,-45.70609492602987,-48.92451534848485,-45.67752010997833,-48.91419147685257,-48.61411255462107,-45.70022942265547,-47.22237816036171,-47.71181914055678,-47.2069414225915,-48.93459052871626,-47.18299469206071,-52.47918809411406,-52.46585884284863,-46.71792466026417,-46.6002934902457,-52.78673515900602,-45.70170520211155,-45.71105364946358,-47.20086129070291,-52.45462622327744,-55.22776222689038,-47.19676948666253,-48.38406317267344,-46.61165422508775,-47.19267768262214,-45.19065349137051,-51.95504335709128,-45.6901028027442,-48.93101774818494,-47.21688683643498,-52.44664326083702,-46.95954096067056,-52.4628751574055,-53.48453881485933,-48.92432575258555,-48.91483917390776,-47.20343252782786,-47.79428781264151,-52.45344953214931,-52.46078987803354,-52.44205735510799,-50.75015201417223,-52.4572323024351,-45.53831478182268,-47.19699724754163,-47.97535860552217,-47.22683552357864,-46.55657840378331,-47.21005965359054,-50.91397510629001,-44.9555940657993,-45.71787013886854,-47.00126317491513,-52.41585896121639,-45.56936595291388,-46.90749198512999,-46.75805835357824,-52.46455095283542,-47.18851575507259,-47.1686069990525,-45.58596740211623,-54.20037679183215,-51.03754166817873,-49.73239519309951,-47.21804642138666,-46.35923595912602,-46.75958976223764,-49.62719098425694,-46.98933153097872,-47.83762131131264,-47.02186754664374,-50.2306200176987,-45.51836868292327,-45.56856990405505,-45.55403695784143,-46.84408199622023,-45.5919731250304,-50.07527867843522,-47.37164861406023,-46.97978203613953,-45.61000237675928,-51.81076125677054,-45.58107022035314,-49.70813951359056,-47.89387609159676,-46.97711691122829,-47.00577338179383,-45.5445280465859,-46.98122363680282,-49.16234455805434,-45.5594381761617,-45.57046127271817,-46.98111676786937,-45.58990903449013,-45.62099077394347,-45.57856428036894,-45.53357932189232,-47.11602451997855,-45.55908211584209,-45.55084735573733,-52.92013456180749,-43.46265642068304,-45.57156916139429,-48.01092517102232,-47.5287510906979,-45.54145499768457,-50.40658794575256,-44.52777928392437,-44.34328334169126,-44.22147988194894,-49.47743449963315,-45.55899719867828,-49.88488334801446,-43.46551954103294,-44.65827802324735,-44.53711953004649,-46.81354512889948,-45.58565201409073,-44.27937630173947,-43.3098866524811,-43.33867951997416,-51.95197225362499,-46.8543345098748,-47.01806649316485,-43.33453004891496,-45.56793059262498,-44.52042943779228,-43.29861176534447,-45.52110729830195,-44.316365798269,-49.31841495453075,-44.30249060061675,-45.57546302746438,-44.32846877727538,-49.78339218605728,-53.19450167010451,-43.54784520457546,-45.5321560047925,-45.55922387088622,-44.43273919732221,-43.34075885321385,-46.83771515499861,-44.31169863683368,-45.54693113414872,-46.82420582829658,-43.3355988370672,-43.64009513690838,-43.40471828456725,-46.83488749423056,-47.01655479937757,-44.30529352434129,-47.50572510550506,-49.88339501018027,-43.26166370342251,-44.26919912936305,-46.83646157527841,-43.4228608293256,-47.5914471384281,-49.86082117499602,-44.23784751419985,-51.19757667992749,-49.86919399860744,-43.63045092144838,-46.99726284808287,-43.61550570181899,-44.24714059828005,-43.35448107201586,-46.85396269506087,-43.43334266205012,-43.23306806247369,-43.23306806247368,-43.31152067063231,-43.20414276378719,-43.19877934384523,-49.88183480538478,-43.1925284491284,-43.19341592390328,-43.22151271315892,-43.22495474880264,-43.44889019919411,-43.20710146591797,-43.22474000720175,-43.22243657845178,-43.20687525073036,-43.22013314970181,-43.20241313570823,-46.53403089245788,-49.85356610907134,-44.30340164923547,-46.54768553078246,-49.86704149598352,-43.18955936508214,-43.65998986714787,-46.98526687545999,-49.86041843388249,-43.19459066773997,-46.99537068151859,-43.49176475913368,-44.30007261866837,-43.69012245165258,-46.01487698223406,-43.23772919271784,-47.1041530696193,-43.19034089760792,-47.00268239234955,-43.19263365219479,-47.1429252303023,-44.30433144181616,-45.5479375145357,-43.69653970436561,-49.8813825690159,-46.60200367976541,-47.12644955885273,-43.6810761924786,-44.29294095903865,-43.19052130370873,-47.01224083195557,-43.18771945633724,-43.64295047031437,-47.16411864221615,-46.55052117385689,-43.04381857043134,-43.03213294708582,-49.90369745650362,-43.38306523796815,-51.64818265462178,-44.44001135526167,-43.1849944726417,-46.80701951445389,-43.19002828343284,-43.20321288239249,-49.87139306137049,-43.65324930268896,-43.700265635554,-43.18792165085605,-43.20586333786368,-43.6017686687425,-43.33073451387543,-43.29064851666433,-46.97884176166376,-44.33941389878064,-43.17890575254177,-43.18405306861811,-43.21544841322038,-43.17847566804375,-49.89259404540896,-43.22490223070295,-46.53441931528525,-43.61186736926677,-43.17658358618979,-42.0506509016767,-43.40116578306731,-43.19262754085052,-43.17081078295359,-43.21364138805082,-44.28652433060667,-46.54828841211657,-47.08841447100673,-49.86363848128997,-43.27033293203977,-53.29485095700366,-45.48825756661392,-43.20026060905936,-43.19364574140022,-46.97813190354822,-42.88349437707549,-46.54196008538665,-43.19395105535185,-42.80761537855785,-43.60659613358818,-43.35527342221761,-43.17707420858368,-43.18565003105738,-42.96711894755224,-43.0680054361715,-43.18924536490677,-45.45910290851091,-43.30267070542142,-42.8088726381373,-43.18612902280643,-47.18393306814826,-47.00199555891176,-46.53448031933412,-42.99376127553226,-42.94683341061871,-45.47887281233689,-43.36084751104725,-43.38717689639774,-44.324088893714,-43.02805520804324,-43.19021396256844,-42.70343236618995,-43.31861965881605,-43.36448989820742,-47.08004442285132,-44.01477821887254,-43.03365087049761,-43.33814210193203,-45.41926324280792,-46.97742204543267,-45.50318830428457,-47.05049823985393,-42.88645951724069,-43.59445702153845,-45.40798851072208,-43.18501054894507,-43.67692431410214,-46.54891700996332,-42.82844129113664,-47.29535122151839,-46.55429589206514,-43.33437919544068,-45.46523661649501,-44.39440102941618,-47.15320354544112,-43.16678090676253,-43.17758693818259,-47.04232111623406,-43.10020421219048,-46.53164697568854,-43.04313417662492,-43.19123119117339,-43.06545401112341,-49.3404494057287,-47.09526288732753,-47.05945875329188,-46.54940571676924,-43.34583380346626,-52.68734913823053,-45.38231034960361,-43.1963680762055,-43.57864614263347,-43.24886943417944,-43.02214638411358,-43.17688961297637,-43.36097335035081,-43.01491522990823,-45.47206960119008,-43.66139906574755,-43.18183226783302,-43.36591170467614,-43.18726357297115,-46.54502290270544,-43.33359407042855,-45.4566779657252,-47.02069012145117,-42.88228044187334,-43.37578841332682,-42.91175285537233,-43.2956858748813,-47.04149327512879,-47.0330400441391,-43.55411381012551,-43.62300753113864,-47.11184149169854,-46.52404281144618,-43.18844430484146,-45.43592124225664,-45.47658489549645,-43.17611596218931,-42.92272114486791,-52.15363036049149,-46.27503350450869,-43.68946380025854,-43.24275226487902,-43.39608391214564,-43.34644038809006,-43.17684636890966,-53.13587259427024,-43.18145032839962,-43.24053818011483,-43.23729934474409,-43.23197212177494,-43.55450339288365,-42.8293157127626,-43.62933031069839,-42.60231507840789,-45.46285091085812,-43.23184642460915,-43.35975777828106,-42.89850356371279,-42.94001398295097,-43.56135750790764,-47.07428354596362,-46.63064651407679,-43.09986986144608,-45.37028430285878,-43.63529705731422,-43.21354767160891,-43.04376839841446,-45.43765990159927,-42.50447966854643,-43.68292592394351,-43.27951061325535,-43.27951061325535,-42.81985709837894,-42.85760247749489,-43.17953043654992,-43.38304691750827,-43.24610402750803,-43.24390123131769,-43.62951053691233,-43.20015626664134,-46.54007015678815,-43.18565741850953,-47.81598957477968,-45.44386026623783,-43.92075713526868,-43.3584654815096,-45.46440222679634,-43.3695754073506,-47.08545006284698,-43.67148457968753,-42.83978957558533,-47.05723143749277,-43.52855570225305,-47.06863500383827,-43.21542322502569,-43.21247470976231,-43.25724486396328,-43.61235085654186,-43.38651552844117,-43.18905754157791,-43.52832489679447,-43.69308722014739,-45.44734773789423,-48.44170922583073,-43.40278883313536,-43.56234010712124,-43.2315503991291,-43.21795033526529,-43.2252134823305,-43.59078039553711,-46.55569144608404,-43.24569874883489,-42.83456332388645,-47.03884122115993,-51.7971810913463,-47.01353540823247,-43.39089712057767,-43.59042985137216,-42.83795907003351,-43.65356967363749,-45.3685676551389,-46.53429413522275,-43.18834911843799,-42.47650474338262,-43.53593879115358,-43.18629265033459,-47.04911549910744,-43.17350079335496,-43.08150933080395,-43.2687266733699,-42.80609731472158,-47.0747633444191,-43.25702278806813,-43.37652610722419,-43.19844247973102,-47.11467894844891,-42.83377563947568,-43.62264162522756,-43.06742681237905,-42.81704615497582,-43.21142752794768,-43.5764230099429,-43.17365036548527,-43.1777031129869,-42.92582680004856,-47.09076806719007,-43.67111972773999,-43.20101637828446,-43.60810021286953,-43.2764243094503,-43.53967787825952,-43.26020630971305,-47.08503484836697,-43.23590445490212,-43.17316912947846,-43.22111290328188,-47.0122315834516,-43.55224985960651,-43.28819167590577,-43.28249517700716,-43.56641006132978,-47.0634557594334,-43.36498024634206,-43.18562902375168,-43.17925820812403,-43.17715630706046,-43.23841809529596,-43.21828983688022,-47.05964352098388,-43.17607769647398,-47.0970847230203,-43.19760763706313,-43.29518342577223,-47.05895209128777,-42.42047171656783,-43.09158065028214,-47.05654899637804,-43.25558609559155,-43.25558609559154,-43.30690158951933,-43.78766405874141,-43.10702359822049,-43.17864558233141,-43.18298926875737,-43.05085812937721,-43.25258466259488,-43.59917193270753,-43.17859890530714,-43.17927884154506,-43.29839517326879,-50.72704172372592,-43.18149783382578,-47.06467235162445,-43.21920005325752,-43.06891496088816,-48.45187374760099,-43.54143450306734,-43.18495724281751,-42.99117459566907,-43.58463842554154,-43.12707292419888,-47.000376207127,-43.28620954651436,-43.17827587439508,-43.20080433539784,-43.23052438041678,-43.19708452216502,-43.24932163781583,-43.17942063171785,-43.69930833968601,-45.30439111476588,-43.26048783057711,-48.49489529908656,-43.56542140516348,-47.06791301252439,-43.68393376226665,-47.05164054745482,-47.23775589949499,-43.6685591848473,-43.69665951306267,-43.18332992060644,-43.59175225262322,-51.88850965356306,-43.09915756428693,-43.09915756428692,-45.37921535608738,-43.27217170225893,-43.57751001381104,-49.62424016246884,-45.37170640368484,-43.03845772727727,-47.21579201604172,-43.31266061354411,-42.4691976106723,-43.59889671190928,-42.84243328776303,-43.84587026303256,-42.93694066986551,-43.231902550437,-43.357502145957,-47.03483554893081,-43.49083696021555,-43.29895518595955,-43.30460678807501,-43.27754555337602,-46.41063286982591,-43.25162270826142,-43.56722290454661,-43.57129087148408,-42.03330014650005,-42.0444758026044,-48.44436506123003,-43.54642397807567,-47.06133702244195,-43.23151762119004,-43.12041784927668,-43.12041784927667,-43.11089097581806,-42.47000671301413,-43.24220101464253,-43.34764438953361,-47.17384949978643,-43.28601357326318,-48.43280789065859,-43.44208696544872,-43.47086620332721,-47.05458135882981,-47.08244278411783,-43.52853803486131,-43.43068537741355,-43.42058389455041,-48.46313038413592,-43.07750555344936,-43.57939758303769,-47.19898012005198,-43.22883289161473,-43.48390785134509,-43.39512442924963,-43.30454037225461,-43.04860885808703,-47.1085156313,-43.32763594596467,-43.29710870135924,-43.11830702093674,-46.98442198157682,-43.58090949448299,-45.37619387549241,-43.62473650428691,-47.03827277348356,-48.44108689823037,-47.14091707601181,-43.44664412720137,-49.98219181980176,-43.26783420069855,-43.2773189390998,-43.28157899070825,-43.59762968190717,-43.55887261839558,-42.99166865896655,-45.36757500018274,-46.97339319793575,-43.1106543708203,-43.01198310466729,-43.51372891804045,-43.82785584819327,-43.4110256032492,-43.45769280672658,-43.54971957423268,-47.06730188388008,-43.38750487734411,-42.02556816273157,-43.30538425605098,-43.41913635549756,-43.31951190668025,-43.09227400558896,-43.62508621098861,-43.36417448357049,-43.12349628123474,-48.45117093410017,-43.57494224901806,-43.34947007028445,-43.61658346798473,-42.98436172867216,-43.46899760400734,-47.05046426694719,-47.12600066691144,-43.49448328547964,-42.03732021337319,-42.01962444343114,-43.21772315263865,-47.06080143054911,-43.48360475480401,-42.47392136545322,-43.41011862496182,-43.44026398123803,-43.09157186572144,-43.45931046493799,-43.28592690942743,-43.33935560703397,-43.31467206307421,-43.41578836228778,-42.044685833004,-43.08609614601055,-43.05564163085743,-46.53095392286085,-43.56291739584429,-43.33016620442746,-42.0106295872261,-47.04251003049261,-43.27309285397244,-43.57771051289783,-43.53029348075376,-49.24013875938814,-47.02946851223153,-43.42527912676291,-43.80985126698182,-43.51981673638026,-43.26005615466438,-46.79343470687829,-48.4276007451481,-43.28063646200473,-43.30082797736797,-43.10956028475393,-47.23312446878663,-48.43575338563228,-43.79039244767017,-43.26728790044959,-47.08078325588868,-43.36567754387448,-43.4537411569272,-46.95984920765624,-43.02743281283539,-43.58925307377246,-43.77093362835852,-49.15636520455567,-43.25004020994305,-43.429726914847,-43.25872757850377,-43.45851442872575,-43.35684491471535,-43.76901268302672,-43.48330150443216,-43.54384874896292,-43.28612468627153,-43.34296526816304,-43.79064137470553,-47.21241406363177,-43.52187688533317,-43.2972179170696,-43.32004486324283,-42.32141493624609,-43.55658717782943,-43.78013952780047,-43.47985554134832,-43.46923216795061,-43.09960548772942,-43.09960548772941,-43.00274906955529,-43.37188331660482,-43.33478170506691,-51.39054299723058,-43.27158801093623,-48.46069203327626,-43.28931782004312,-43.4470342137163,-48.44881631957213,-43.24870050352791,-43.76730098420256,-43.46636013974529,-43.43475714417018,-42.02691343971215,-43.09252306679081,-43.7592342671893,-43.09725737403164,-47.14998118893472,-43.4696365930169,-43.78526762819197,-43.46728646117796,-46.97660825654609,-43.39136925868886,-43.35623041492665,-43.79342663064543,-43.28764650581979,-43.2556698277572,-46.03257024981759,-48.44212471144483,-42.59600106238442,-47.03822923832903,-43.08078230203989,-54.60402933559914,-43.48681705498942,-43.01530785588177,-43.45666561633801,-43.47880605689346,-42.00788906967743,-43.25269222978843,-47.05305088047734,-43.26718620202634,-43.08169034540716,-47.06749323480047,-43.26363956816405,-43.48643919116549,-43.37495578967732,-46.31950127100401,-43.76583456328473,-43.36350730842812,-47.2130300195921,-43.02258437303882,-43.39680943222228,-42.06053768420368,-43.46103565025077,-51.02731290452191,-43.45461250264244,-43.32822806263115,-43.39736009826915,-43.47042497115219,-47.07569747166026,-43.00454397099251,-43.09014618727886,-43.34281302027885,-42.94354284297728,-45.24664690995327,-43.53613869095038,-43.32617884775252,-43.46693512747451,-43.27052152360208,-42.00500056681746,-43.26335402017641,-43.3808702413711,-43.31350882748824,-43.37442364681279,-42.04269685300313,-43.25613344368642,-43.07542461651587,-47.13988679860964,-47.02476795983293,-43.31053536227519,-42.99706758921929,-42.95426308031982,-43.78333380428192,-43.49501645648064,-43.05013967578183,-47.6774259881999,-42.03141356178735,-43.35219269222594,-43.28377906677635,-43.30242672582638,-43.34344431819371,-43.35349069066133,-47.60705361138728,-43.01214322773478,-43.26506543431938,-42.96231323222136,-42.11698013787294,-43.36195292092932,-47.19169320126285,-47.10388889500998,-43.61515804577371,-43.07623548195782,-43.08660279046403,-43.06778333387412,-43.37703910572291,-43.33712480023102,-43.40486056012263,-43.40486056012262,-42.22206859801616,-42.98789279135017,-43.35587746226516,-43.00379523173135,-43.32227104605821,-47.16973298107891,-51.9734220454062,-45.2574157422419,-42.11212608135865,-43.23395872551797,-43.30804460963914,-43.27614378416555,-43.04665935274777,-43.31263647240438,-43.39275636997285,-43.37797864151563,-43.24885668973881,-43.29604433389999,-42.02483254070004,-42.99724674575654,-43.41230278119793,-43.40280856194904,-42.14232677199193,-47.270520313249,-43.32219671997402,-43.31073382678538,-43.03086077591251,-43.04204141088677,-43.04519602926143,-43.0856527985238,-42.96075699737059,-43.01399541493803,-42.98784246443976,-43.34630760944059,-43.08064705902956,-43.2864223207302,-43.02889904539707,-43.0698152344756,-43.0539481412297,-42.9738976624395,-43.3225314634884,-45.19039615570374,-43.41164984676431,-43.30674667488387,-43.3063018523626,-47.08719295680403,-43.02002823624667,-42.98685114650694,-43.00309374212156,-47.27033542521255,-51.59497707396103,-43.39760318048674,-43.58391704635196,-41.99575343475929,-43.06694876790385,-47.17151313903994,-47.05109826059328,-43.42270906150816,-42.96992219344376,-43.0551638057087,-43.1783585853495,-43.35408490190018,-43.00635838364597,-43.03476520349312,-42.99751196239111,-43.382598700728,-45.19467054021875,-47.24110126411868,-42.94676360586466,-43.37431453241722,-47.0712740520714,-43.41632496803764,-47.02283651850153,-45.18355793837524,-47.28640463224873,-42.11172647408186,-50.79127156718951,-43.04329935349616,-47.26078830509768,-46.69485417580671,-45.19921598376671,-43.20247749638257,-43.40235279737406,-50.07278787064314,-43.30803677134236,-42.98741033222329,-45.19234959523956,-43.58884053145267,-43.36036408098235,-45.17479404418047,-43.42909625891298,-43.20134033090875,-42.97220863173352,-43.06236954792931,-43.32621279907767,-43.3618771585306,-45.68873284232667,-42.16440529771769,-43.20020316543494,-43.43250149322672,-42.14131083503102,-43.0160403739406,-47.22657022133302,-43.0258667651288,-43.18564856697721,-43.00303400236285,-43.40773098670876,-43.64430441247386,-45.23958710021273,-43.0126568076674,-43.3903648173854,-42.95726724972363,-45.19313514137107,-43.42307905240664,-43.05264792957123,-43.22572822631956,-43.4357429099578,-47.20596316089543,-43.42109060717076,-45.17806708313287,-43.3754619382363,-47.30261501349015,-45.21065061559818,-43.0358182822438,-42.99028180866455,-43.41601787718497,-42.98390861201865,-45.18764504935384,-47.30746366559665,-47.27589886745043,-43.59358340822262,-45.20701692988199,-43.41047447797409,-43.43475043789702,-43.19569772270941,-43.18136086251543,-43.36427495652318,-43.42658602251409,-45.19762460671174,-45.22531925088038,-42.97622988470503,-43.04531393855412,-43.38275185182584,-45.18345967035635,-43.29152615155405,-46.4459800210432,-43.02441434660769,-43.33816809639405,-47.15676076906817,-43.57524682495404,-43.66264011998067,-43.41589366647349,-43.40261092456814,-47.29384174508786,-47.08099870691227,-43.43692215015001,-43.37564344544698,-48.1292283726356,-43.31481452785819,-51.71560039329486,-43.17257319356364,-43.00428047982366,-43.34817211025902,-43.03850388360695,-42.95856578886131,-43.34709777532829,-43.03235624966042,-43.64890166112607,-43.42104793086865,-45.14940713993482,-50.21831951855033,-45.18298645772791,-43.43138510904005,-45.22834581248162,-47.31253714174073,-43.04593640228686,-43.30183701135842,-47.2951874143691,-43.41150550604952,-45.15682180275243,-43.3231360919681,-43.39703232529075,-43.34124145850288,-43.35979003562612,-47.17816106376934,-49.7999709089014,-43.42552236371597,-43.37040843885934,-46.58886710961831,-43.31660541678868,-43.30430364671711,-45.19893403702547,-43.30862350738487,-43.35224410736812,-45.20773514694765,-43.4171342747468,-43.43662348759625,-43.4038669735974,-43.02744630892843,-47.28318210696585,-47.11265601762946,-45.18461849564355,-47.01055338931121,-43.53552518598715,-43.38292984206083,-53.2678403728461,-43.29092658055662,-43.31139681750714,-42.91565441771825,-42.90984766620826,-47.40596575462711,-43.41781714536901,-43.42497545965702,-42.92264307986124,-43.513737001536,-43.43638870513931,-43.4312991356195,-43.34087058368249,-43.42233966246773,-43.36986192895572,-47.59727991098111,-47.33979048887262,-47.33979048887262,-47.1504022738869,-43.52530849381608,-43.37689328166564,-46.22257084261663,-47.38550081126994,-43.35164877385441,-41.90867520598628,-43.44413388623215,-43.51374026336939,-43.55902620112234,-43.43867207315254,-43.40324268558952,-43.34634958376359,-47.22661297149079,-43.30041310063685,-52.98829848487106,-47.62837005699294,-43.49189992116156,-43.44132518888005,-43.49983733727016,-43.50460235353442,-43.29298558604593,-43.45665101381061,-43.29297061113347,-43.48287991446073,-43.25502227339598,-43.46865496838731,-43.5081270171475,-43.44295771927202,-42.91063311206234,-47.2869273225229,-47.41705497247527,-47.5923053059093,-43.47418414534944,-43.28687072573676,-43.28166913009442,-47.37609423222235,-42.85541974269641,-43.46805785878517,-47.20083632524295,-43.45011309119682,-43.36930490702333,-46.14001332890425,-43.30853168277078,-43.42858334530357,-47.34940396715031,-51.6583038871947,-47.62084141136064,-43.42874379900237,-43.28647151207924,-42.88883553024611,-47.01453454186981,-43.50568209999401,-43.30589307145829,-47.32701632231296,-43.29699642294105,-45.13228629482509,-43.39489689201624,-47.65917249272996,-51.37943479939364,-42.53355679259949,-52.19832380000003,-50.38672852848477,-43.4803664070067,-43.46011896476947,-43.5104936361956,-45.74792117387559,-47.60243087899415,-42.01159127461132,-42.87187716603211,-45.12203477190477,-43.31620475665282,-47.64546148891776,-43.44373182064543,-43.45743479740958,-43.4695461312545,-50.57895168446574,-43.40218859295182,-43.4110954882984,-43.43168107136049,-47.67199285331236,-43.36523946941769,-43.50045199921573,-42.84342210737453,-43.51599943467023,-43.70850342461019,-43.44388802788447,-47.42043526753408,-43.43911485622618,-43.38686162276392,-47.33699738819053,-43.34181565153629,-47.31203571315088,-50.78786138581714,-43.48205928698698,-43.47080427462203,-47.57463473533242,-47.24223035710892,-42.85721075258665,-45.1157027378582,-45.12695023062281,-45.10961076172541,-43.39058910287586,-43.69982981993839,-43.40737575567729,-43.31546716030017,-47.37582085471676,-46.89675369133933,-48.571813208389,-47.63618969875937,-43.51130348349012,-42.84701335677763,-43.43892377697676,-52.34601892264982,-43.47469667232987,-43.41773917384008,-43.33784294353118,-45.09597930974519,-43.54062652042467,-43.40715915370587,-47.30046810994614,-45.13123589899842,-53.03334337675801,-45.58642608881505,-47.4877788131874,-47.61839862005819,-43.3119360459995,-43.31812761723224,-43.54219721185358,-47.17665406567105,-42.83883774259336,-43.3689986253974,-42.72784760907891,-49.64274673437182,-47.3993689803177,-47.55711834788916,-43.37869831571142,-42.93276530734327,-43.47564299726109,-47.14026536262738,-43.40118902114116,-43.4496138786291,-43.46067671552667,-43.34902267341827,-45.10876763793231,-43.4796971945155,-48.61068860654759,-47.4093459022908,-45.12347279027042,-45.12347279027041,-43.50162900438828,-44.13045433056481,-43.39084713564882,-43.38401397146633,-47.35620012960916,-43.35646929692585,-43.46322545433846,-47.6411480898057,-42.83466835876695,-43.51662859381047,-47.16744548216116,-43.36988532052452,-43.41907983538552,-43.52334987524174,-43.58842644869943,-43.43963538573774,-47.36806924905628,-47.33725462578771,-47.3164545822884,-47.65163581113956,-43.5110829974867,-47.63033342028555,-52.62259347387968,-45.1104657845348,-43.56859220120247,-47.67289783022837,-43.34218222243037,-43.32148642883789,-43.57753117072073,-43.4618987093067,-43.3139157796674,-43.46645519648206,-45.12032191000223,-43.56120106689918,-46.84415047590421,-43.40236747175682,-47.30723687984722,-43.55679725976077,-47.2784470613849,-43.3359503631358,-43.47704074319361,-43.45333006616676,-43.38866458565219,-43.56406590011273,-47.3546265821342,-43.37621943740937,-47.64018826320613,-43.51530571258531,-46.77803930243017,-43.45497446506072,-42.80638584132024,-46.76612661301402,-42.89540473111652,-43.3346366040831,-43.43397796646818,-42.63004113951235,-42.87331425316652,-46.8013953627599,-46.80139536275989,-43.69140232860298,-43.52081425760519,-43.46565794974106,-43.58027913118126,-43.3403968407036,-47.66470085247146,-43.47914027612773,-43.57351771589113,-43.56131564893843,-43.55071081533383,-46.03526215592884,-47.59475322169452,-43.44426093479684,-43.55656212344719,-47.2942847510832,-46.75225411609291,-43.29957916081139,-46.76632136777287,-43.31600017753463,-43.15952521180791,-46.98829332697691,-46.77331904709085,-46.84649616728969,-46.72140143614964,-43.55741624112584,-46.98840428980856,-43.62664138436934,-43.27118457507257,-44.00290735476933,-49.43036986013563,-52.7197073050395,-43.45569367309577,-43.10979273572445,-51.78896214075949,-43.17989334048885,-46.98287754029338,-43.4678329284204,-43.53181668160425,-43.59466638785793,-47.64095276810298,-45.71848783915089,-43.2826886930124,-43.26636955304457,-43.60645936527142,-46.98332591368958,-43.24665539237964,-43.61532318330367,-43.16053471577089,-43.29906896652288,-44.31891793333043,-43.25395359470418,-43.6136513869842,-43.44763426447411,-43.27404135699872,-47.66211183266162,-47.70472147918883,-43.61135654272859,-42.00826524871421,-43.59304119679982,-47.70770686126075,-43.25702002542332,-43.46514837118791,-47.77223074833002,-50.4375555298538,-43.27620037015547,-43.60813218912923,-43.59804565833488,-44.44654267395612,-48.66588290743374,-47.69572533972834,-43.59088177051566,-43.26255563331919,-50.41134929119473,-47.68745994590649,-47.60857710455389,-43.61452547990683,-50.42693117309733,-43.58577332849087,-44.85266683118531,-45.00905168465506,-50.41524708602695,-50.43581803310741,-50.39977716975947,-43.42190649887993,-43.61077628539341,-50.41118009004048,-43.03525083599993,-51.07532266006208,-43.1347885471764,-45.85458813250882,-43.11682737635019,-43.29633231105105,-52.86448993041049,-43.11902674370239,-50.40967596560367,-52.08364867656856,-50.39542900698363,-50.4257100791395,-43.20333179891331,-43.27799273062863,-43.27588967098969,-43.2761256498613,-43.12650100805483,-42.00600609818576,-43.05361261025339,-43.06655787630402,-43.65355119895557,-44.57781789098196,-43.23034128992175,-43.65813095170957,-43.0583437917855,-43.28709135535513,-50.4239052997087,-43.26203372616665,-43.23736687845677,-50.40256692101122,-43.65794599414254,-43.27860193918141,-43.64300824279504,-43.18294410548734,-42.40944446257947,-43.07245208309176,-47.18938510071239,-42.00547415944752,-50.39647120027607,-43.22692540844416,-43.2218184372897,-47.17961468937986,-43.16000184562523,-43.22617580587021,-47.19804786599168,-43.02534331618508,-43.24735328154284,-50.42109374999998,-47.05260391223774,-54.82403489196627,-47.18872883250237,-42.00644874597795,-43.89666343676933,-43.21652128956865,-43.23981472381287,-43.19203787685941,-55.62833176241239,-51.23805573941728,-43.00412879602773,-51.96695092984485,-43.17975719830376,-43.17121156912525,-50.66808209417246,-43.70568337574858,-46.70959342861239,-46.3625578974145,-43.28185276890751,-46.05815656894131,-48.79623698889816,-45.1833131511937,-43.29857473776487,-43.16479917404288,-46.92044723813351,-47.87143021348825,-42.76142622840878,-48.80710410454743,-47.40712858731964,-48.78750986401859,-46.50720671996104,-44.0307961050585,-43.06930284283151,-48.79966231141294,-43.31229809095974,-43.18381309691644,-46.1770972969797,-47.51434485228317,-44.96826742540546,-48.81459650433395,-44.97634865146402,-47.37638610949688,-44.17485279201172,-44.69615578487731,-48.8103339479478,-47.42866004567683,-44.95308633578923,-44.98280490003963,-44.96154905740904,-49.40335898887546,-41.98864949398983,-48.34345504106403,-44.9699439571695,-53.04463023253228,-47.40623303901808,-43.31268449999998,-47.1657687687331,-47.40309520372462,-52.3908216193817,-43.05874543569453,-48.15539870681134,-44.95975159898781,-44.08185743449665,-47.38380603235934,-44.94479332512876,-44.16186623183615,-44.96790211457945,-42.69457406811352,-44.17158974089948,-55.69214879022326,-44.93815162787493,-44.95953380184062,-47.44649444065285,-44.91883517299161,-43.04492313851731,-44.94446426692571,-47.42206037839757,-44.18112942616558,-55.71067978600787,-44.12272867995745,-52.03754596694046,-44.15453949745655,-45.77857277716529,-47.90659642198052,-42.98442049906716,-44.16762552681853,-44.13198780323312,-43.57884543837606,-47.39100328311059,-44.23261292062814,-44.17640591869785,-44.12596021530054,-44.17172225377748,-44.11539841781968,-43.20123507158808,-44.1908194166964,-44.77246182546043,-44.16847147710436,-43.66579922342443,-44.07706204778886,-41.966577074185,-44.15259901802606,-55.72438266319034,-44.0794579053485,-44.20369955225244,-43.21230941499145,-44.12014977797976,-41.98387359682014,-52.17237000065108,-43.17661101657757,-42.98544280263765,-42.97826627951071,-49.66175275818352,-44.09263832691696,-44.12747631119979,-44.12002393259045,-43.73322381234702,-43.81559066808286,-44.1176917959437,-43.21160357990256,-44.184183789508,-44.102125157726,-43.16161713831099,-41.94562478073355,-46.64639741174917,-43.1835662244907,-44.19199951150962,-44.11276314723458,-44.10062560764023,-43.19101234595281,-44.13614868733968,-44.09803444856666,-48.56280548602923,-44.19242792298655,-44.08975565571733,-43.17136715693798,-42.96902750677734,-41.94884362575882,-48.71694212220494,-55.72363312670392,-44.08373387098811,-55.70672540964988,-43.20472585759975,-44.00681729463327,-47.77588446279597,-43.17544387445511,-43.21982748606013,-55.73242926835832,-43.8089054249003,-43.18141468751699,-44.07183556436882,-44.12954335242708,-41.92492452461746,-41.93142739906231,-45.27704785019872,-44.0946910747231,-44.08983906130702,-44.11545931568369,-43.16843451995522,-44.09318868763808,-44.05450685596991,-44.10490736469649,-44.07391758627202,-43.20060728812907,-44.12749200991617,-43.15620443994322,-44.13603223794263,-44.08776552218881,-41.91284139030315,-44.11689045421993,-44.10891405085164,-43.18376265001703,-44.113701939469,-43.2104144361447,-51.6615243346063,-44.48177554862973,-44.07191114075898,-47.20455471253452,-44.07921981255696,-48.55959102350533,-42.19317094379996,-43.82985141328361,-43.60230612787188,-47.45995834031601,-43.81565467245576,-44.44738336170918,-43.82115702338504,-44.48622078883199,-44.49700600388294,-44.55714132223876,-44.45562453568011,-45.6179413188178,-46.61937324894832,-43.4992741996457,-41.90805010485109,-44.06833466556065,-43.14837015298529,-44.45598592595826,-44.47228039141913,-44.47557157317662,-44.45135898617823,-43.83556848791883,-43.83036811337703,-44.43493517677936,-44.46056688845982,-43.1620277638875,-43.82176084577266,-48.98621475923387,-42.65712103784529,-46.14709172537161,-44.45027765604811,-43.83475746065729,-44.09873287323133,-44.45825455376093,-44.43840111956106,-43.81394451870881,-44.44893134383904,-46.01718440832823,-43.81535094630507,-46.97495192099507,-44.48063091042549,-44.40526071575879,-43.82084271219838,-44.44027936636861,-44.44662877815259,-44.45539978138635,-49.33753259362305,-44.43202809683076,-43.47008296388347,-47.53463005761419,-44.3047961726304,-42.98036778553222,-44.3956878985988,-46.80442301625254,-41.86954575599881,-42.97110967643214,-46.94277716745162,-46.83664772084037,-42.98199302726094,-46.34877574535731,-45.47142535912396,-49.92041815704106,-46.82117857619129,-46.95218825186637,-46.82887639504781,-46.96545705034646,-46.93652617736022,-42.98057224296581,-47.58035618624017,-45.45127149652402,-44.53201065722094,-46.81436237994546,-42.94823491710232,-43.14086038411682,-42.97339134707282,-45.44052443549676,-48.16996617407241,-42.9702210850494,-49.52193823995829,-41.99013315075911,-46.57340512991158,-50.20543406742506,-45.47620105544691,-42.96516456857105,-42.98136561213755,-43.2013897990354,-44.30627265296701,-47.56043670032238,-46.83237363814914,-42.9672409578695,-50.58073078033745,-43.42106836839532,-45.45300681310874,-46.82169871842941,-46.96800110638154,-45.46752604011172,-54.22997312335188,-42.97672144300954,-47.23407023193585,-49.40622014595326,-49.81715454130793,-49.13935965877435,-45.79647035713199,-44.26183046621092,-48.45129697299396,-42.9459503111059,-47.57929587700935,-44.26607975263635,-42.98330709309821,-42.96641490861342,-47.57096343796528,-54.44501732191913,-46.95544666295389,-47.56368041482114,-43.13140914649253,-43.66768976744022,-41.83961261411766,-51.52387024341253,-42.97572529664188,-42.99100193927008,-41.81555267555438,-41.80343717067232,-41.79457687426669,-41.79222431199804,-45.54133645163208,-42.94856598892128,-47.57768122006809,-47.54851112572862,-43.10829358749547,-43.10829358749547,-41.78144325648456,-41.79111084481612,-51.28957838619756,-42.91876025692103,-44.96728626925755,-41.78475383866496,-41.77570679058346,-46.74654272374293,-46.92635049383281,-41.78870195603254,-46.94792654261965,-46.93598735087051,-42.98026517735906,-41.77830147661719,-41.7743335149961,-42.97232884875907,-47.37988247592234,-47.56519468442956,-41.78502762494202,-54.50924004692693,-43.86829218461353,-43.12909370218015,-41.78067437668943,-41.79431814654183,-47.38887462828356,-46.09674373327631,-47.36279348300268,-47.36279348300267,-48.3862619792224,-41.79341334370007,-46.93816713358193,-49.07472118067488,-48.66729236380142,-46.92438594468527,-47.39498451637294,-41.79699241106113,-42.89980132167405,-49.52102141266443,-49.05132453354305,-41.7718755016627,-46.9512633640901,-47.32474977930578,-45.78233456696949,-47.38491597664385,-47.33509488865542,-49.1014713601243,-41.77331238540484,-46.94115569097931,-47.40075340499851,-48.78449569702055,-49.05968914675232,-49.08949941889108,-47.36901614515177,-41.75767926461165,-43.68163917845686,-42.28200876728165,-49.07001814027863,-49.09506969646532,-46.92430967953941,-50.39241829350701,-41.75630392529992,-49.11084213188243,-43.12899883949998,-47.1683209783616,-42.46220269254275,-49.05938161826361,-49.04337431544968,-47.38116671311143,-49.07545610735665,-46.94968396481364,-49.03155567637071,-45.09225532608276,-49.05375155524553,-49.09994406784408,-44.52822701016756,-43.4127918801633,-41.76439361973373,-41.74069928143589,-41.7316352453177,-49.07305214485421,-49.09433053855084,-42.51973077441476,-49.02079897634822,-42.54761385688765,-49.11974731060042,-49.02934087244578,-49.00057519020383,-49.04575130270955,-49.06017289320953,-49.07239316000069,-46.32590954523472,-41.72590561503861,-48.54694510158924,-42.42119508456503,-49.08238955740033,-50.27711765740892,-49.11819276827153,-48.57966307628,-49.02885169073643,-49.08901493865982,-49.10223973380452,-45.37334742476387,-42.54074286747993,-48.9983427152351,-49.11174198800244,-49.06662478250964,-53.82494463283858,-42.88833842245963,-51.55827751528551,-49.09019351712877,-48.57123607998093,-49.05251682753719,-42.53765402389688,-48.54323163457138,-48.56011299789282,-49.07770983960091,-49.06301404648503,-44.93676307851959,-53.26952143643572,-51.38700497454494,-51.9115524214896,-49.04569576676685,-48.55852368838735,-42.52127663127072,-48.56826140210546,-49.55042809359679,-48.57785806309617,-47.12036174022281,-42.53124510791558,-48.51269200555425,-46.61190091318773,-49.03295209659102,-43.92036819601698,-48.53505780924214,-44.86708746307188,-42.52415219219638,-42.53165409677536,-48.55770435714152,-42.53811896096648,-49.05721250113446,-48.12510155957027,-45.10349325300495,-46.37130155156736,-49.0751188611988,-51.49849889926355,-48.54358425082655,-46.95284389558368,-48.55480013547169,-42.51971931487772,-43.07681259121553,-45.91714779406578,-45.91635661318967,-48.56846937128424,-46.1711239405763,-54.81174167970846,-47.81543112451409,-54.16017129885406,-49.93857134943045,-42.54062738137718,-45.1572687540962,-48.38464116202757,-50.76827149621684,-49.93028262336312,-45.93559354359269,-44.93489776223904,-53.34735455657627,-50.70062907273488,-45.70752067761215,-46.78296244239846,-43.70711050441479,-45.4658149248674,-54.80938652889461,-43.09854917159979,-45.94228025243746,-45.9347576854157,-49.93219852435151,-54.75444992919999,-49.9166849801402,-49.92502404183078,-42.52586357057798,-42.51875445706408,-42.06232678196289,-54.7863407564892,-45.93392182723873,-49.96592017729144,-48.7218350021753,-49.97666729419311,-54.80374658634333,-54.80790654476937,-49.93618852746302,-54.83963523011653,-50.89468127107781,-54.82703125395894,-45.94498332510148,-44.06655708806323,-48.06652936056922,-47.62297285810801,-54.76398895060281,-54.81972350699056,-54.81154945942508,-54.8039855135405,-54.81323714917031,-45.92335255679346,-54.81411231813864,-49.95851394851808,-49.92623448675976,-49.94698229538768,-49.82267431953861,-45.92900668003544,-51.30343940995456,-54.79119493345799,-45.93781234891659,-49.97447319583887,-54.76793035844067,-44.97777633323917,-54.8130240006792,-49.95022135910164,-43.31521815891654,-45.91247616077022,-54.83513016636889,-42.51695257202297,-54.85395008300451,-54.78725984860317,-49.95851972439904,-49.94566118521495,-49.65862497197638,-54.80758575650427,-49.93879801928681,-45.2646508788708,-42.79476652613331,-45.85514365316303,-42.39805999999993,-49.95906782582629,-49.93870967553518,-49.96832318210502,-49.95219526811751,-48.77801123326215,-51.3567411304972,-47.378202675173,-47.40469923841378,-46.75319181794205,-49.96365583541794,-41.65744656238283,-47.3882021922868,-49.97903411745887,-47.37119724771056,-46.06310882370309,-49.92633365043049,-43.02448768983545,-44.97127698904319,-52.71823908697343,-47.4042667122655,-49.95694812195039,-47.3937412789224,-51.2555370863029,-42.9367890469947,-47.37342166958349,-44.64259872579255,-47.38124121380083,-43.58379149561636,-43.29222008230457,-42.41686495479445,-49.96150594898236,-45.45206425290832,-53.77800467267233,-50.09395033021278,-51.45319514995715,-44.09411923318503,-51.16954949489018,-51.41361059195143,-48.40634857185756,-51.38098949373428,-51.45879875303213,-48.5278031991956,-51.42067602982886,-47.45460184390611,-51.37920406191891,-51.40076721437253,-51.37245004547979,-51.39200415919773,-51.42613161289935,-51.38417191873744,-51.39686896811655,-51.37899558656063,-51.44143598380818,-47.20260165258311,-51.41024800482911,-51.37292316257348,-47.66233977037924,-51.38636933470502,-51.4275745410744,-43.17304829269573,-51.4137959669207,-51.39492197648288,-45.12473382399342,-45.51156447559829,-45.05459488787902,-43.21117127518473,-51.37767518125017,-43.20586042115693,-43.22252415653648,-46.6843979240541,-43.18863462761855,-43.21376248138402,-51.38645500353058,-51.42117966623059,-48.31442898468165,-51.4395809084974,-51.39909212048131,-43.19676876930676,-51.42906553295256,-41.47002357884769,-43.20875335267175,-51.43192770919481,-43.18684239388193,-43.19221670680787,-43.20857810799992,-50.67096064368104,-50.17893613850754,-56.53751823538703,-43.2157325473809,-51.39454259893536,-51.40735633783322,-51.41646068555834,-49.43857555525025,-51.38878611192593,-43.21741127976571,-51.36759059382535,-41.86732114889866,-51.38297284768365,-43.82716795383048,-51.43272196474138,-50.54039918470428,-49.71827152171474,-48.22036238417817,-51.46756282500047,-54.78812673899706,-48.74025621655563,-46.57354819165932,-50.30397737674216,-42.06975873031077,-47.90246169158984,-46.97611915060669,-44.99224961571747,-45.04408568268843,-42.67356401432652,-42.51879810630607,-46.32910725518678,-47.89210005292582,-48.33887779507609,-43.21276628395022,-47.90892483428426,-47.86784580608514,-47.87949202618185,-48.91356673220313,-47.90072188022292,-42.36626102797319,-44.32000869338344,-47.43064702197928,-47.87457058864055,-47.42398672830743,-47.89018108556098,-47.90841744167092,-47.41515436456504,-49.79005463803884,-51.55634360153442,-47.87040257247772,-47.85621631942498,-47.91473642219969,-46.81870813169402,-50.38773723913576,-51.13586076317752,-45.28846436817869,-47.88750366919187,-49.45469125083117,-47.90095674604827,-46.78293903662053,-47.42819522253257,-48.39018235164461,-42.90770421429254,-47.41585136240993,-57.01148678614192,-46.80681381631854,-47.92561804201331,-48.82150375543913,-42.25244838242634,-46.77783407212743,-48.80533121116169,-46.80056800368527,-44.93169566840273,-44.60576945448214,-51.65254186168632,-47.67509016922052,-42.35421775963091,-45.34916821705306,-47.42707850554223,-46.79459474749641,-47.89412806767795,-46.77471622896682,-41.54848866875676,-43.31445287096894,-44.88903628055419,-41.99996084085292,-42.72739194362956,-46.79863412919674,-51.41615439159179,-47.37212446252416,-42.13203809880536,-48.00218930682391,-43.16676350069787,-44.18654593943747,-47.11780277213674,-47.36717091318337,-50.51676304094405,-50.50082739495785,-46.71391248489887,-50.52481882516593,-50.51398229430691,-46.12633686840071,-45.9241437267363,-42.60743229249631,-47.3698129495408,-45.13993412594722,-50.49834751389763,-50.52568357112496,-50.51413749988417,-50.522877273421,-50.73237742419828,-44.25360039856993,-46.39241187788379,-47.6195840295051,-49.35683857159007,-49.58914012491245,-49.02157232007048,-45.08737826639442,-49.26469809965418,-46.61625499999997,-45.85647968875423,-51.72439698579344,-45.78858588522878,-51.84496960410871,-42.69379519539967,-43.31977116023607,-42.69874044240613,-47.4781017581213,-43.00750772482206,-45.65082349975035,-43.93540762223418,-50.68885368941856,-45.29722726782118,-51.39455886594912,-50.71456121963189,-41.25341551332294,-43.80181626080042,-44.81059555541973,-48.49271330498367,-46.89918572591992,-45.40188042460609,-41.413800055377,-46.55914153706293,-51.99009570480748,-51.48314002332803,-46.54939078654484,-47.24871819241543,-48.14485939614036,-45.54772708041925,-46.54404588762175,-48.18222241540426,-48.16063426334249,-42.94587665630407,-41.30208914392099,-49.60221269289013,-51.30043489389272,-48.20525961152401,-49.93136486168771,-43.35771115457957,-46.60093273578892,-50.24002469627394,-54.54346342674206,-43.34773901387562,-51.18213886034931,-46.59019569833497,-50.879277765103,-41.28808473280227,-43.40033852684423,-46.56736517999681,-48.18550246518843,-43.34677450208861,-47.07232828087684,-46.56757074031744,-43.36441742436691,-43.38395597964514,-41.32412384014945,-50.79155691581234,-48.14382108750103,-48.56577873780284,-41.3272677186028,-45.96746769663415,-48.15914226625744,-43.34854225966541,-41.29701425308672,-45.8428254252045,-41.31277925515022,-43.3539647067733,-41.32326867758519,-43.34134389157833,-52.11570993741059,-43.31619269603936,-42.53759758914453,-48.18022222658397,-43.38341071196408,-43.3335659272847,-43.35523022384441,-41.30565249497783,-50.96195845096982,-43.29503274954949,-43.35315999107657,-48.19822719379917,-43.33055548402764,-41.28202082268612,-43.34597324239813,-41.30963269524094,-41.33987997931834,-41.32267235907806,-43.3669564651778,-43.34968304315404,-43.35406013626351,-48.82974353343716,-45.54211959977871,-41.33204541278835,-43.33838647205327,-43.3675357875713,-48.15881579410835,-43.3325033256798,-41.34030196878794,-48.18604646839891,-41.34512104896509,-43.34623192249413,-43.37302080954006,-41.31314052741214,-43.41092730834163,-41.35658546786811,-43.33532591318603,-43.35962184240731,-43.38859680452926,-44.31003568552107,-43.34427798804919,-49.3581019226654,-48.68760090111702,-43.40215975469275,-43.34883124077252,-41.31566567511366,-48.1099398816381,-46.97227007969109,-43.35954761664441,-46.3864678018016,-43.04178680764154,-41.33195418171894,-41.30591214558143,-50.72376135584337,-51.01915775056405,-44.9835636664046,-41.32214275517052,-43.35437290435888,-43.06512388819549,-52.42268536682221,-43.40591509750519,-41.92499999999996,-43.4364484205816,-46.24660902434687,-46.82083536657486,-43.42528623659744,-43.4714549316504,-41.30577407928481,-47.48280676309556,-47.27635386030104,-45.25270048185368,-45.25976867138686,-43.43339295077049,-49.74510895753004,-43.34182329886485,-48.08393415431261,-57.86521030449083,-51.07601533556035,-44.6011619309737,-45.92052993201528,-42.08575070529736,-43.22019644542632,-51.38098148948543,-49.73311413107019,-50.32830013703806,-49.75805943683959,-41.05687237302475,-43.43386694174453,-49.74234335542971,-46.73662296127121,-42.34969318551899,-49.76501764935426,-54.43161853613272,-46.39978613617222,-49.38266329330534,-41.75133524307317,-48.33536994352243,-42.10489089799902,-41.98519583710767,-50.858928969583,-55.16419800267772,-48.36457234000102,-49.7959617756038,-49.07491798906057,-51.17172250204067,-45.56646669347023,-43.75713266137063,-48.36556109601182,-48.38883067591943,-48.12446105412283,-45.42798780621436,-48.8110842558583,-43.27374596923992,-50.59921179543152,-48.35693706154365,-45.44733261648614,-41.84131123934596,-48.37488382226852,-48.07501215640492,-45.44043792076709,-45.07154277713192,-46.94775856933444,-45.42048613594364,-41.91166380686361,-45.44149682621504,-45.41784658224083,-51.35147355015182,-45.44899107952662,-45.43824509853749,-51.26333287520684,-43.91601943031522,-45.43181837493425,-50.44580031981766,-45.44560302339784,-45.4623888700683,-45.42240940506765,-45.43742421601186,-47.70186196800955,-42.19618878044136,-43.51210116740571,-45.44639399813575,-45.73500868719834,-45.43732110101334,-45.45015582461373,-41.17599626646001,-49.85685845263504,-43.01178776941254,-43.19894233348569,-46.11951017615976,-45.45307651217612,-50.55255132432654,-42.64089861818169,-46.64505089436829,-42.46412505259726,-48.39220260048901,-43.85246285090664,-44.90297474138901,-51.4357748889293,-46.19579114246483,-48.15053355851478,-43.32155920563932,-50.32234439497585,-48.03023556155318,-41.61514241929221,-51.70098229993329,-44.64257757939085,-47.00866163574215,-51.53374414399384,-44.33164289536491,-47.36865063485143,-47.00538902817873,-56.14884117173592,-46.93110523397139,-43.12725299298362,-47.5616924463303,-46.39609170165559,-46.9970820932493,-46.74849920183369,-47.00533454014519,-44.19240555850847,-49.2222168474383,-56.17186920303762,-47.00530729612842,-56.10071645372363,-47.01800634762171,-48.39023350719602,-45.22054433595689,-49.94644521887572,-42.96366943556601,-49.57708358253713,-43.55226142874582,-54.36564021303857,-47.00587428230458,-47.01412697783054,-48.57495884443414,-48.78737039593602,-45.95221490738956,-50.07693057198177,-45.9424215666751,-43.96320596072962,-50.08791776464028,-50.07236054860448,-45.96596325947664,-45.9465125653126,-50.06500913181639,-41.6919526852605,-50.0707401612084,-45.96434436535584,-50.07647119060041,-45.9623134679283,-50.08817277672829,-42.67976449518488,-42.19638618566784,-50.08044340926446,-45.94869709063283,-48.50445358762052,-50.47539635637737,-44.92081235917165,-50.08029269208264,-42.70084352872553,-42.69050462211028,-51.57363397353588,-42.70358535785255,-50.20917051985427,-42.69008035354997,-42.31567440074626,-45.51293043502694,-46.52315655919028,-46.93989548487439,-48.22960077888057,-51.85690282245926,-42.47567237576673,-41.93993508938902,-43.24784350673851,-48.07391298482993,-46.1449665979704,-46.15054263585053,-43.04869152191265,-50.28463472353754,-43.03374971466126,-51.75361888280182,-49.49988762592353,-43.37755847112716,-47.73735255699761,-51.64596990139046,-46.36803921930899,-48.63223957233123,-43.75206467047847,-42.81306300302514,-49.05541730507598,-42.86423396403335,-42.86423396403334,-47.56403430099623,-51.83490237435768,-50.36553575351311,-46.71407789047773,-50.35408748529477,-50.37654067109921,-50.73460813411542,-46.79344313786243,-51.5678132069837,-44.65764249480723,-50.32511825546882,-50.34326735573279,-43.41847642583561,-50.36094936921491,-50.31903969288288,-47.16825995372357,-49.40931193941115,-47.30547622191414,-50.81125027109253,-43.0283534011806,-48.31899751414728,-50.33058556677169,-43.17867116209081,-48.68667852430124,-48.33003525718093,-52.06609443412147,-48.49549672750634,-48.30695136487191,-48.32096387334476,-46.14487857042153,-47.8152907655656,-46.57896485158206,-47.81787869544213,-48.33863013887338,-50.6464450392542,-45.5062556560422,-47.12564916167219,-48.30893828156516,-48.31790069625641,-44.99920163943047,-48.80481039418328,-47.97706610477948,-45.75998487562615,-45.23626913181331,-50.53150298226488,-49.64271564526813,-50.46392319046967,-47.787102468007,-47.92878828966958,-50.43629630801112,-42.82682529318478,-50.45588703268647,-43.77268466098553,-50.86690159315847,-43.78891728173811,-50.44601895965771,-47.83104529239533,-47.76840018908949,-50.44648724527548,-43.75609054846465,-50.41656092527555,-41.87752350568823,-44.61582098095901,-50.4687551501008,-47.80819445967424,-47.82160048649503,-47.79487457172355,-50.45480090954099,-50.43413879295294,-50.40363945155295,-42.1185407791096,-43.77895878236746,-47.74097049434221,-43.75933020854842,-50.44037744532277,-47.60162092584304,-41.88977443369495,-50.42442813401057,-50.46543209361462,-49.29305457262227,-41.89346823832069,-50.45806674629396,-47.7779524735565,-47.80236637602176,-47.84481434920348,-50.47847522594972,-42.86603308681021,-43.34318796568731,-50.44251106613128,-47.81519785770766,-42.61444969649222,-50.45279406867943,-50.42907976182889,-43.97510580556287,-47.76791416876063,-48.15620878829506,-47.78790131270502,-48.78771758700769,-47.82938435475035,-50.42837346177323,-50.45928345849519,-45.05992891923336,-49.57940128335437,-48.9079733309035,-47.80747857476067,-47.78842912306862,-47.80859764825491,-48.99948275767014,-47.74337493709183,-47.76782007545163,-47.82369973956137,-50.44930550820278,-43.0219328222331,-48.63242207653462,-50.46967140971231,-50.43855197921924,-49.10985805938253,-51.04346287885727,-47.79796917565807,-47.83692425185767,-43.17079268320262,-47.8249208432962,-47.78619523041458,-47.80275271383767,-48.97133354086964,-41.56743108039142,-48.00201605768767,-47.98716132384969,-42.21090116369567,-42.79789725788338,-43.76719335610304,-43.51364099878391,-44.27657087216713,-48.51086497736679,-47.84406811727649,-48.99531395681966,-48.94718765478022,-47.99691269940313,-48.97534937731129,-47.97348125378793,-47.8148521160312,-47.79106291848945,-44.25783292672557,-42.37332242019821,-48.9814079458166,-47.98924445538586,-42.36012942029353,-42.399282851834,-44.26216501908778,-41.67656312342376,-47.74577904228065,-47.83231124383877,-44.20808035934083,-47.84643282788191,-48.95877121445766,-44.23886752394803,-51.10318656308274,-47.98156097252699,-42.3811322172653,-42.36814522541781,-48.01367828405832,-42.35705086690373,-49.01716861638243,-48.99295367914728,-42.39734841367991,-46.62716220313882,-56.48694326023459,-41.67280614857445,-47.82688637976322,-47.99894978594183,-42.38593200783573,-47.81036556445883,-42.92677954827477,-48.44862876824781,-48.95129208439433,-48.95129208439432,-44.25022385765714,-41.04061029119547,-48.96331895137841,-42.93482520598934,-47.78146746736775,-48.97081828471117,-42.91947018933605,-47.81920902994725,-42.94287086370392,-47.98758762040872,-42.95621827798407,-48.02403122419427,-42.93733126995721,-47.79081007447943,-46.42056269244598,-47.79937672322862,-42.959382407765,-44.02336767935939,-44.17477905963709,-45.8298343383836,-42.95351138883024,-42.94764036989547,-51.49134299887708,-44.22890366810376,-42.18385185406441,-46.20443258590877,-45.08823599152949,-48.66404771711195,-45.56150526453079,-45.83197557192549,-43.41830706862214,-48.8045675889862,-49.239534252796,-49.24164245159575,-50.24193489511809,-47.9009602348426,-45.07344024050924,-50.14440187114213,-43.76327370155431,-44.6335216202426,-41.36296449402211,-44.08341163791737,-49.68991040394801,-49.05981951184296,-50.05272655419454,-49.37615780505847,-41.97504789286477,-51.20801738963666,-44.75685946421562,-49.92797976129439,-40.82269689695655,-43.58426088487572,-48.03716928656765,-44.32358647932382,-47.77320119312101,-43.41263491879728,-43.0247733210228,-47.37739709707741,-41.65312810451595,-48.77458331433485,-46.74320895758398,-46.51865562166225,-42.11971844240237,-46.81173307883256,-42.83848375712545,-48.21925564009413,-42.72034572426051,-48.91933172484661,-51.2785202245721,-43.00523467361577,-47.65461870355723,-42.23727344129296,-48.83640240018734,-54.50371832295622,-46.12132992617943,-42.04149743158904,-50.22558899904064,-49.03260884407005,-48.47092693334578,-49.17415232102767,-41.34218704825808,-48.48784370469266,-43.80441013908759,-40.8077868244867,-48.48676807305711,-48.46446470367074,-45.82723735222764,-48.50067941580829,-54.96319657989469,-45.14301416297283,-41.95575542185988,-41.86768974778266,-43.62079770695927,-41.19649395129351,-48.49059077246631,-42.83319271427838,-48.49718926823537,-44.06779162363379,-49.45081883954137,-44.24196451981968,-46.98629619076701,-43.10099606849122,-44.51115089589788,-49.77811856559246,-42.03518100397372,-48.64248793800183,-51.3816272285432,-51.35871182039753,-49.26857484683174,-44.89689884547735,-51.39510258084653,-40.78024910980027,-51.37393891769426,-45.27561311477834,-47.58503975145972,-42.34391248509654,-49.57192076295022,-48.81096248940023,-47.51206517292911,-45.51623716422217,-42.98126645882965,-48.29333486279983,-51.49176549174563,-42.24450947252899,-40.93526011608743,-46.3868959952482,-41.11688197001606,-42.80168356427291,-50.26211321114505,-43.48265709146685,-49.41099951165805,-41.10871046055536,-43.24239766289435,-41.11820666366201,-50.09068914679384,-49.33805138872994,-41.10580546208377,-41.12932748549339,-41.15305503084475,-41.12005826115421,-41.1548455256115,-41.11294563341941,-41.13974718071966,-41.14443509503575,-49.36263006718715,-41.11075004879964,-41.15350989073693,-41.13971836504003,-49.63110180939415,-49.38202874147996,-41.11888795503526,-41.12902378828547,-46.79900585159346,-42.65559925688108,-40.73441103540229,-41.11713803072733,-49.40318257429239,-49.41325557086348,-49.38807095699605,-49.3946921589828,-41.15726028126338,-49.35334480373749,-49.36967960101776,-49.33893871886974,-49.37839232423516,-49.3305184377589,-43.80888135798147,-49.37834630897107,-49.352930673334,-49.40268507758171,-49.37902791741088,-49.37734636225724,-49.36232011848671,-49.50692752488179,-49.38171086014925,-49.41503971342322,-49.33790736553012,-49.34854545859981,-51.68374787637502,-48.80738518997489,-48.95813366741456,-49.38916453524921,-51.7146310524536,-49.96359837466846,-51.68137630792817,-49.36761679066898,-40.64884981550934,-49.41535823166461,-51.72993478748356,-51.70497028084254,-49.40151633839365,-50.19144035724744,-49.38767444512268,-43.34489973497506,-49.22462305902121,-49.36508132014008,-51.69647648595743,-51.68654733580693,-49.34325878429902,-49.43261033324034,-41.3920789379488,-49.37011631689223,-49.41826248454062,-49.37249936333853,-40.81339847159393,-48.33040622959039,-42.79602770750053,-43.47340340801194,-43.6856509197863,-49.39943437096426,-49.35932711127302,-51.69108738765684,-51.70515511868421,-51.70051416594496,-49.81418240130234,-42.49812319539654,-51.71846066660606,-49.41813873526018,-51.70839956070067,-47.09861710523501,-49.39372692597163,-49.36534594963242,-49.36411121795177,-51.69252900772132,-49.34091811517656,-41.67503440435154,-45.27427943740059,-49.71183362055289,-44.57978038279778,-47.84072787580174,-49.40465258817587,-41.271606233951,-49.36429513004494,-45.92560939533259,-42.88562311460397,-41.53516276114848,-49.88184551275958,-42.87751998529491,-49.37895681204985,-46.86121274516443,-46.75138057010448,-48.9090364662508,-49.58219749414946,-44.66962693727002,-46.59906911664476,-42.02994376515255,-47.75232641509385,-46.6138365124631,-48.05514852208202,-41.13400494888833,-42.30527328039587,-46.60484852857176,-42.7157808218408,-40.52427446576242,-47.87953500680893,-48.53525462335842,-46.31660004625635,-46.62774341410062,-41.01712786426433,-49.11292374783641,-42.99946861920252,-44.82676038665832,-41.92245127661683,-50.04249909268567,-48.41446863531482,-50.92323220635257,-42.62021405801984,-50.55462075520381,-55.28103656834089,-49.68978311879324,-41.84274574504492,-40.51920110877143,-40.50912373578259,-50.14921261377923,-40.51739541428216,-43.78803174837335,-43.77759083461169,-40.50002482393178,-44.06587180143238,-43.79741032783505,-42.52110705532634,-40.50724705161458,-43.29970611995731,-40.49856289244473,-49.38823402308193,-43.80692696277707,-44.32897013371234,-43.77659493151107,-43.77785932514872,-40.49021162512816,-42.85515453493235,-43.797692453243,-40.48707808325542,-44.49185581676562,-50.65988903151416,-41.90925009163093,-50.36256371267587,-50.22331851181047,-41.00717001967552,-47.28110045998544,-51.50708311308944,-40.50006739895994,-51.1070106789236,-40.51512444469158,-40.50899384799111,-40.74931056937235,-45.15581132546862,-43.13812403229804,-43.94993528853278,-49.65195844976547,-47.05516573685892,-46.04625014233613,-41.69466502754654,-42.14637144350596,-49.29805907727272,-41.20519636049413,-47.6417023123706,-47.86369318816475,-46.9221356375289,-47.37973279676029,-48.55794076342173,-48.58684851057927,-43.00971966308089,-48.57153939443047,-46.02311914850127,-44.86917286484877,-48.57186491314685,-46.54819356385086,-47.38735911880556,-54.65065638473423,-47.36041658972938,-54.62151256523467,-56.67835671179238,-54.66279587786044,-48.60211611196131,-54.60695391236391,-48.57749612948999,-44.63622257420079,-48.55891073056784,-47.40138054689607,-54.6706496745699,-43.98279310089686,-47.43358387554184,-49.32085573063807,-54.63804071957777,-54.60913660720891,-47.41110978385611,-47.38740999652929,-54.66690693778404,-54.64428675878551,-54.65704136836586,-41.90630806664008,-54.59022210920706,-47.36427220130872,-43.70443546935002,-54.64946138929773,-54.68419059805111,-54.61375145225016,-54.57101014292044,-50.35275590689482,-54.66238102488695,-47.43727952189644,-43.86168754730868,-44.47612953751707,-40.37363064122116,-54.59724622190089,-42.80091590525793,-40.361117260776,-42.20584853608781,-54.63145440756429,-51.02644096285529,-54.58520628491053,-54.64751284644465,-47.39692948590098,-54.6561169532162,-54.68074428694083,-47.41843378590997,-48.94544905011795,-55.8021613612429,-54.62200869199452,-54.60647980107663,-43.19857046850785,-54.59315702990547,-54.57057199717388,-54.66599110473054,-54.63894323335978,-54.55274623258175,-45.80293182841383,-49.77624322252799,-54.74422158748784,-54.64954316039999,-42.48349775921559,-54.57814289892313,-54.60938795111062,-54.62570049978331,-54.548597648993,-54.56254374100773,-54.5966601782642,-44.97980791860478,-45.12324240731254,-45.96079974138365,-55.78309095047354,-44.33793620923488,-54.70197187609452,-47.12569004208968,-54.69103388856433,-45.43305899816512,-41.41468639351346,-54.57946276298305,-54.54178790593922,-54.61173109941503,-54.59772469153679,-54.6245117112982,-42.66005090127535,-54.64678802096931,-53.75418231636182,-50.88276638535785,-54.63802140675385,-54.58744900816364,-54.66419738378802,-54.62897406709354,-54.5717860713157,-45.55714376473549,-54.67182234275241,-48.01402332006467,-40.35730216214409,-41.87032412561592,-54.60910662894982,-54.59303684571323,-54.65591056028646,-54.66686490921779,-50.82309917396108,-52.87735307459614,-40.3425959937633,-50.52198390309789,-54.86445992626629,-42.10392303953498,-54.5744618473099,-44.76203405975948,-44.76203405975947,-54.56083522758367,-54.67213920600791,-47.82416381617847,-49.97463017667855,-54.60791125416596,-54.58344332205463,-54.62314561530564,-54.65422586212951,-51.34047020675736,-41.96422219554987,-54.5640195732723,-54.5730021674196,-49.96673753748006,-42.91859746925551,-54.6034334307678,-54.62943212233706,-50.08289205067884,-54.60307013754564,-40.46039346643403,-44.44027742749059,-49.97168387901127,-54.59060166906099,-54.64144207353953,-54.66241809915853,-49.98500395424029,-50.7621543967218,-40.64411836054274,-40.68901269558346,-40.33756220325749,-44.0257580869963,-42.89881690745697,-49.97247169933674,-47.4179131330004,-47.28560867100957,-49.9732595196622,-43.27792861411475,-44.33834277493451,-47.45516278984864,-42.15224431446115,-43.50704716202353,-54.56954055626567,-40.47448198542622,-49.43452930521689,-40.4901873998062,-40.32372831183719,-42.25097527408369,-50.94343646027845,-40.31950139302451,-40.35047944323682,-43.41808524893612,-40.30721837760808,-45.66311955597219,-40.416448541581,-40.31386560441597,-40.31718921781991,-40.42106529481057,-44.43112862523979,-40.37462539065324,-43.14402222191236,-40.35405947616606,-41.24983376040059,-50.69449561717764,-40.31919893992612,-50.17546015055213,-41.9561697376778,-40.31414725723032,-40.31433173529057,-40.70328526895599,-40.40211025147605,-40.30128887072216,-46.84294115960025,-40.37298836632755,-42.74735218744883,-40.31996539942482,-40.42842770559008,-40.32120866203233,-40.35353585806446,-40.32316313424692,-40.38401591798002,-40.30673634042205,-40.29459630635935,-41.53373039669444,-40.39424798988471,-40.3373199228722,-40.395441964691,-41.64094155038808,-40.28790374199653,-40.34511865621086,-40.31278311381421,-40.33766248563187,-40.36444150559455,-40.38489798744821,-49.19827509378191,-40.73167973417412,-40.29549349586976,-43.68167433791228,-40.30909785366851,-41.13293113577974,-40.31902931764566,-41.3904879524313,-40.38995407087754,-40.33122810411291,-40.40049065823511,-40.34252285978223,-44.05135830727897,-47.78938848316795,-40.39043058407728,-40.36941562385166,-51.31000726686249,-48.32013128878084,-40.37762777086689,-49.90855487631705,-40.34620761671012,-40.3329218886029,-40.34156621746278,-40.33755036238744,-40.32407036389426,-40.37232009813403,-42.60872506408533,-40.35222237390242,-40.31410164821836,-40.29874528373586,-40.31898956492913,-40.29762077462265,-40.40000069420851,-40.32002717246778,-40.35202424887805,-40.31915838261943,-40.39115333796884,-40.34633538239041,-47.59088430465742,-40.32687853026289,-40.37093583403476,-50.01115068147622,-40.32057505886265,-40.2995760745933,-44.04754726988549,-40.2950280625334,-49.73264497409821,-40.3096560898549,-40.30639204574531,-40.34727125218613,-40.32083517192287,-40.30843717757406,-42.34449672852931,-40.29648209709084,-42.47372065361559,-40.38403142476518,-40.34125366487662,-40.31566239170037,-45.5413006934462,-43.48123170237622,-50.39756171781864,-40.2954045601725,-50.2497039381375,-43.03934543153543,-44.8314684170272,-40.33059983158218,-50.55143504638968,-49.2025514813791,-50.54226241625297,-40.41167522341207,-40.29633036136395,-40.29246868696166,-40.28920643319557,-50.55874638513372,-50.54343569834742,-40.30117429176141,-40.3895375082931,-40.29628587511779,-45.20927693273886,-40.29446900424854,-40.26756763394884,-41.87310733510026,-50.5497781053027,-43.8009689283785,-42.04059853449844,-40.31958338407571,-50.11125021710777,-47.47674170415544,-40.27158813220923,-50.64351825817718,-50.69013593805437,-42.89727859363447,-46.38209709998031,-56.39545861043507,-40.27203665640389,-50.88976382630348,-41.50681788342371,-40.27581852168546,-42.64917115867608,-50.90342436588622,-40.24297180111903,-40.23961903218323,-41.79970423914201,-44.42672589753471,-40.25773967249934,-40.27111839396652,-40.24971871774741,-47.70999403830061,-40.24169776299549,-49.35290379035787,-49.70282581180715,-48.02780172057328,-48.68725711390071,-40.25832209201949,-42.27108355700319,-51.00082399748581,-45.71208159060175,-40.20456733111168,-42.5247461224707,-42.96842819895797,-44.90191602362891,-43.30065294407537,-40.19214871446736,-40.24609615513035,-40.26898012025664,-44.87504091189422,-40.2650679550429,-41.29158581823656,-50.19574465687251,-50.8317828180983,-41.61169776943603,-45.50625738939019,-44.88407963221901,-40.19358162519008,-44.17686088474677,-40.24779440322811,-48.70215937495428,-40.29837508817457,-40.29981975803893,-44.89107243262476,-40.30597879856886,-40.29309840257896,-43.93436943089234,-41.99972971301364,-43.06361511147883,-54.43548223739682,-50.58720254842009,-40.53208940796703,-44.97276022033627,-42.44291346825205,-41.92165261800753,-50.92708150606047,-47.79068484733614,-43.95750538727779,-43.7891234188826,-49.91269317703499,-51.10642297448527,-47.42466662704398,-44.5943443211972,-44.57613377216052,-41.12371138232126,-43.4075666503638,-42.82067382028981,-40.3621684728586,-45.28714987947939,-44.30619575296306,-40.20226241236841,-44.17858712584599,-48.10811794228084,-43.9289531776618,-50.47591844483859,-44.26097711552808,-41.69154550334606,-45.01623976625967,-47.75051449522856,-40.18713745738928,-44.05872019439919,-44.13891959658021,-43.9265421826455,-42.26711555969371,-43.96642982270806,-49.40546507066173,-40.75116929156471,-50.72841136849298,-44.06541316934687,-48.93350958851245,-44.06905695722996,-44.23525357962292,-44.06333063610682,-44.04067369079979,-45.5371898136024,-44.22317681194744,-44.2217315872142,-44.06780303840637,-44.09147618593821,-42.79110766434712,-44.07786927814821,-45.97684756408032,-44.07010945653083,-40.79846476486159,-44.03073203617085,-44.08877691521847,-44.47141708949025,-44.04895788982015,-43.85098134058036,-44.03521541025608,-44.06297274267365,-44.17079895583056,-44.02135117438736,-44.0102000334043,-50.37528234976136,-43.88810288355238,-44.03682897732457,-44.02890660317559,-44.08667713515285,-43.92836857146239,-43.99509855461215,-43.84782993620252,-46.21976153825772,-44.07259035649539,-44.13674194724059,-43.99678271744955,-44.02044353756923,-43.88705802237224,-44.06515205481119,-43.85183380951944,-43.96636006388633,-44.42872947177971,-44.01318172586033,-44.12123788854502,-43.99149254290304,-44.04859791669266,-43.86167962070278,-44.02495825887791,-44.0411924853463,-44.85410034572207,-44.0013738632822,-44.01222423599674,-44.14744562142891,-49.67993196435573,-44.03091665770551,-44.064108845931,-43.93981496058217,-50.28778912387406,-44.18697015367742,-44.04969652161651,-44.02064083006472,-44.03667688191818,-44.14866521897493,-50.13439239768762,-43.97264013372904,-43.96483879639268,-44.06392641227721,-43.90435160025697,-44.17045327255078,-44.03581407359182,-43.9614679037934,-43.96738963507269,-44.05469595324328,-43.93993574937203,-44.20266622401852,-43.80531972631105,-44.13868285941468,-44.02425085330766,-43.94855817020935,-44.20844365598199,-44.00313479763526,-44.03740931505506,-43.99360054043943,-43.98719145572652,-44.01728274737205,-43.41034926077617,-44.10903628138872,-43.96164848633418,-44.17124358444794,-44.33824988580405,-43.69681781577193,-43.97891108299589,-44.19656551602942,-44.05212106582628,-43.94387177430166,-44.70769798991146,-44.0389637446662,-43.97765745039238,-43.93090361544771,-44.00325534740166,-43.99236541157028,-44.0449255042054,-44.17159538425437,-44.196037480396,-43.99014732257203,-44.07224235365091,-43.91838796090514,-44.12364916345977,-44.0282172158007,-44.10782780845316,-44.17752185023125,-43.94761823033127,-44.05782869450705,-44.10147002083752,-43.92852281029642,-43.95259592018934,-43.93958522933526,-44.12952552303506,-45.16634204091043,-40.38449895378412,-43.98184650740853,-44.00012248441621,-44.1136240110523,-50.53746036679595,-40.60646958045139,-44.04185858702217,-44.16330513476692,-44.01845243035028,-43.91958024514324,-43.94109349811617,-44.05144900305219,-44.1730172401893,-44.00411110721576,-44.03834169825095,-43.99225680295105,-43.93564910981899,-43.95772185993358,-43.97631024306516,-44.13845416864853,-44.19877399560474,-43.9668497178044,-44.10881050599935,-43.48055574244055,-44.23933795785705,-44.0139829967717,-44.18364111990186,-44.07764439803627,-47.55206053235132,-43.96265849464028,-44.05337626862757,-43.9326474310103,-43.93264743101029,-43.93434000185262,-43.93603257269495,-44.07071221645595,-43.91777905690397,-43.93692445117372,-44.00012547981165,-43.91159773646685,-44.03562269740181,-44.11213429751027,-43.16354084502181,-44.11644937786632,-43.92173313879353,-43.98318017678365,-43.93957488042516,-43.94496355953479,-40.14346404404395,-43.92578549439883,-43.94586443137012,-44.03543593580628,-43.96623487375565,-43.9270012212083,-44.08570752938618,-42.70920486146296,-44.02099879505494,-44.25994209155613,-43.93842904510488,-43.94612171790462,-43.9117834012271,-43.99145877560749,-44.09184616947446,-43.96724496462507,-44.01358155581232,-44.09028078705369,-43.90615804521913,-48.37549416612301,-44.02640958503362,-44.00405074763405,-44.05299395885341,-44.00974115415792,-44.70012328311897,-43.88315218187731,-43.93988998298764,-43.94241794197539,-43.90182965852817,-43.98688278746184,-44.0718254242026,-43.91755839558083,-43.9757032787798,-44.10375002587348,-43.88348263205853,-44.02166385124844,-43.95870189476295,-44.0428536968531,-44.07416254433933,-44.08482415053406,-43.9257365779481,-54.36436481330819,-43.90439520703163,-44.09702007463228,-48.7020297102952,-44.0089732613624,-43.94889650258168,-43.97078450027557,-43.9237043341795,-43.99678382844561,-43.94830637625486,-43.8239902662974,-43.93689170249609,-44.00328533744619,-44.01672013436969,-44.07654981817274,-49.36882034374337,-43.97811787075005,-44.0858439479927,-43.89524503637982,-43.9205695032957,-43.98517637288428,-43.95717776039552,-43.80790344244885,-43.96875730467175,-44.01547548353402,-40.0991007353037,-43.93123458184847,-44.04224404676389,-43.90385586250589,-43.9863046834627,-44.02752312242026,-41.05797353760605,-44.0664999366568,-43.8350974773001,-44.09554224071947,-43.95459928402848,-43.94238063666808,-44.05554612689517,-43.99936639767061,-44.43118104474469,-43.80799858672714,-43.79699750158474,-43.89805860699931,-47.01635693205662,-43.95900374354421,-43.92385723641607,-44.04744140682533,-43.9839047215866,-43.66495294562986,-43.90929675254727,-43.85372987345411,-44.02242139461153,-44.03564980199612,-43.85001621671352,-44.74243631615966,-44.00934116973428,-44.0567078191507,-43.8650159365902,-43.90337735934442,-40.62673958726123,-43.94373206172144,-43.93150497890122,-43.92540252674553,-43.8959996473431,-43.9954214291907,-40.8742054444434,-44.98701334631972,-43.98232611271478,-43.93786577993863,-42.13258772945871,-44.01036577543169,-43.91255799664469,-42.96347676200369,-44.59332570290275,-47.44411447792482,-43.91970645031378,-43.9509439543507,-43.89515881129176,-43.89948356702756,-44.02997843393889,-44.00074510410349,-43.98962196689193,-44.1169212416852,-43.90842441682297,-44.03919478557518,-43.86066985886877,-43.90243621912062,-44.15600753188527,-43.9407347369121,-43.93073973711903,-43.45074764371449,-43.9556017453739,-43.96707038116433,-43.8858685801865,-43.9429087268839,-43.91473973193414,-43.89833067844855,-43.90525564286927,-43.93185108559579,-44.60882226071132,-42.20717011822543,-44.02084308019937,-40.57072169300674,-43.88583828834381,-43.92524820019192,-43.9168751963274,-44.03841654314856,-44.02943024506621,-44.00636112899117,-43.9416528026626,-43.90406350757184,-45.41231213762334,-43.8645808345092,-43.98022183612361,-43.92719742547796,-43.97298323530933,-43.89442610218511,-43.79597224244167,-43.95933923847522,-43.98593700357398,-43.93441896077155,-43.974411819358,-43.91567119293642,-42.76514775422936,-43.92405254267351,-43.17906543890219,-43.94538236770012,-44.00414456958805,-40.26154957652111,-43.96679019247034,-43.91132450702488,-43.94957222665208,-43.95182783632015,-43.95295564115418,-44.1449682043005,-40.27247536739889,-40.37012574335158,-43.93695142611339,-43.98907685613865,-43.09062549172086,-43.97983837767936,-41.43855366446426,-43.97241066320181,-43.89792250761004,-45.90600533483145,-40.26429872543493,-44.00664416568288,-43.96124588496537,-40.27108349346427,-43.9978083683212,-40.06303351092967,-44.00995343801027,-43.9688259483315,-44.05120885628186,-54.88471208002957,-43.96546886335143,-43.86734400732411,-43.98102274756471,-43.17040896837953,-43.96557706575405,-44.00208560119149,-43.95414995780079,-43.98998650424639,-43.9355703218044,-44.09046842618562,-43.98042684085744,-43.98485974295428,-43.86773712606931,-43.96221320713532,-43.99640168994813,-44.02448617359142,-43.97379943954626,-44.02782178935321,-43.4412431614133,-43.84931304781137,-42.41202053745629,-44.06454138889696,-43.9395284025012,-43.96706551962696,-43.95653447680363,-43.99469936417468,-41.71530616082554,-43.97704757818305,-44.01877555324663,-43.91571850311825,-45.68171582957319,-44.03692429099208,-44.01820962172755,-40.85391940789055,-44.00784511918709,-43.98463829779658,-44.01738463521277,-43.93969573586318,-43.87593971877519,-43.91751271172357,-42.1378858141528,-47.93772687573789,-43.75434496482328,-43.93038106057747,-47.92170328892091,-42.129340399483,-43.89095214628793,-43.91848304414402,-44.26061412354286,-42.13734076550502,-47.91360518827712,-43.89250425527497,-43.93895344201381,-43.99048776111663,-44.023705132198,-43.8509249223164,-44.08294508654485,-43.87297103109191,-43.92928539699497,-42.13679571685722,-47.95526529258536,-44.05011941486067,-47.99663564226125,-42.10672554558919,-44.07142942793453,-47.92897761634436,-43.93425857155405,-44.1383065703122,-44.13656281416691,-44.13481905802161,-44.07394121424601,-44.08665271841156,-47.9141342605618,-47.93300586462632,-43.85408107051347,-43.02993999536734,-43.86622305644717,-44.12510705267267,-41.61399698230628,-47.9006895408385,-44.13867602152345,-48.57469771363481,-44.12816438800792,-47.92110324733581,-44.0982133292321,-47.94687145770199,-47.94687145770198,-47.93914526044794,-42.07556527702556,-47.95552461350234,-47.98336858815831,-44.08495466935427,-47.93017266949661,-43.85396634730321,-43.83705387566838,-43.8441281487397,-42.33064872439254,-47.91270375248546,-44.0711704871132,-40.38667300846462,-47.96849457280658,-44.89692898215243,-47.8982607216337,-47.93624451081128,-47.92617493393566,-44.08154489521176,-47.94508587692628,-47.95533934048692,-47.91461236949277,-51.92984405697555,-44.21551676079737,-45.25863430864746,-47.92479298786424,-47.93555194368721,-40.66322894308199,-47.96592285938141,-47.98704222365648,-47.89334009005046,-47.94309474656153,-47.95962097068579,-47.91251886644879,-43.94146568879755,-47.92291555725055,-50.19956607813188,-47.93553366397364,-42.41216021906197,-47.9163949621953,-42.52341163463228,-45.02483772207438,-50.72142741924669,-43.97312654875095,-43.47524971763666,-50.41424707469225,-46.16985512823506,-44.89175789294177,-51.18893748495198,-51.19287959241918,-48.30939854203838,-43.68930056578074,-43.22082015442794,-43.23395770447938,-43.2051217375124,-43.75965150050012,-43.89965142692265,-42.10349378869623,-43.98542970027145,-43.22225368010822,-44.66083922666543,-42.74405406223332,-42.23021716431494,-41.62973553584847,-44.03989226354459,-41.96759179041304,-46.92587490743116,-42.29861455152771,-46.94478152003333,-46.9374884832494,-46.95379572329409,-42.6431683737591,-46.93172776145897,-44.07558134921479,-42.66862150055633,-44.13373619864855,-42.59883373940887,-42.11267084887312,-40.6231462797084,-50.58228432925092,-40.63413418662913,-42.64384851367497,-40.64327673020124,-42.04541052162104,-40.62883793487709,-40.62595077382036,-42.66728439907242,-54.0424060575388,-49.50209456509559,-45.78781267387939,-40.66243185634448,-42.63623127666254,-44.4518578727129,-40.63932320926249,-40.64688425353667,-50.33423137876905,-40.6847366419452,-46.56160823512746,-44.67673891755669,-41.01292625543557,-42.61008583361945,-40.63310196328869,-42.6286140396501,-43.76724693633195,-41.07286145044401,-42.54717532598181,-44.38846225483841,-44.15763999812866,-42.64225856031755,-42.56389478130509,-45.6005195139431,-44.23145971975352,-44.24812822762972,-44.23094102241133,-42.5439422582471,-44.23042232506913,-44.74743506231255,-42.21351665424961,-44.20525352790132,-42.25735678929433,-41.72756415518321,-42.41082528054917,-41.24778556412989,-40.54293876855565,-43.65169430500772,-40.06460025000001,-40.90529093720104,-40.05754626853264,-41.22747554406977,-40.06744800455662,-40.04808368379706,-40.06108450115985,-54.57840194258982,-40.06214346326712,-42.10845895356205,-40.05764624559227,-40.07149648621064,-45.61433164097552,-43.96112898712558,-40.05261443397877,-47.28562643685491,-41.38374849184643,-40.05373780593817,-42.73011376427299,-42.15909009576291,-45.22748738163027,-47.11322180439937,-42.28858288914395,-41.24923467320021,-48.92200810636418,-46.05225400628061,-47.52829292656992,-42.37318971562277,-48.92280096120125,-44.40952697159709,-40.06620575816586,-42.00388859625823,-44.40088546208934,-40.32532458042503,-40.46099131352969,-40.51829310976854,-42.95779068922175,-40.09115259675713,-42.47992168232194,-44.0238313224809,-42.10188722081008,-43.25321053389983,-47.46448927176541,-45.0002372431444,-45.96985523856589,-43.38193923972434,-42.97641519891935,-46.2432189718757,-40.84616628146892,-40.10086124895696,-41.86159132325711,-41.47180218430566,-42.5042985160318,-45.4463002987293,-45.71454008722635,-40.61554504482115,-44.11198717407156,-42.61451567415954,-46.68169552127703,-51.75750386596614,-41.03380534053093,-43.1409827037083,-41.8632453890104,-51.54855007399907,-41.01879814974316,-50.48805214021181,-47.91834736041107,-46.1522510525546,-57.65132433419462,-53.01467279197081,-43.42373065473078,-57.65645899221794,-57.64178277261141,-40.5372554198776,-57.63673839583467,-57.6560293402479,-57.60379480051541,-41.65183983345179,-57.66881574663381,-57.63551764687359,-57.6496945516797,-57.65168057327188,-57.6439573351087,-57.66048831385217,-57.64774895026873,-57.65484892441477,-50.55046177729825,-46.30935828069332,-40.38308719698212,-49.45198716119141,-47.4632510481309,-45.95200911439447,-40.74227057364542,-41.22390299072754,-41.97968305588025,-48.35855081896928,-49.48097274218593,-49.46297455530933,-48.27425372243967,-49.44940587663304,-47.00069240955941,-51.92694163039694,-46.99225148089458,-43.25516285495802,-48.23791059400363,-49.45817583645579,-46.67378428948234,-48.30947065944329,-48.27629001274793,-48.17591170124266,-46.99146764794275,-46.98521142777138,-47.00168811744175,-46.98670616243892,-48.31505510832352,-46.96674524242258,-48.2492671865915,-48.32946334496327,-48.19387916693653,-48.27821224449974,-40.07586676010297,-45.53364907227385,-50.6496406245848,-41.95066081031387,-41.95655619585597,-48.32910295026264,-41.97887359687621,-41.94952559760416,-48.24993989716173,-48.28981551637612,-41.94732216443707,-47.58586357164803,-45.41273035413269,-41.96768559582239,-48.23189650631252,-48.27413981278632,-41.97342179103578,-41.95616386009414,-48.87854658641425,-41.961041333872,-41.11875851381642,-41.51657529735608,-41.9658238770596,-41.93810116318081,-41.97196871246966,-41.95706018672738,-41.94652108961765,-41.95002106479901,-50.14079055085752,-41.96157744466709,-41.95391010778533,-41.97669339720425,-46.79528213304472,-44.86189781021224,-41.95847366467953,-41.9112534450845,-41.95296690372804,-41.93270922073151,-41.97076029278948,-41.91164519002633,-46.94672164246674,-42.70136228778343,-52.62904866109048,-42.60656357513906,-42.36724227806817,-40.98336116136959,-46.4042172473843,-42.93166199720478,-44.43315677131979,-40.88588589823048,-47.70192478146414,-39.75469149379051,-39.77298993969407,-47.49636761511996,-44.36179467409781,-50.95508760157414,-39.8478835935191,-39.86738021826739,-49.1992779007326,-39.91774491344775,-39.83859455817204,-39.8548625046386,-39.87424559086368,-39.86602787165746,-41.17076252778367,-39.87247921009838,-40.40638379228228,-49.94357653927753,-49.5699386935884,-43.08180257232812,-48.1809791800025,-48.18960919009722,-41.40437128121699,-48.20933347554194,-48.19223548000691,-48.20499335469828,-48.17801460034548,-48.20473047781967,-48.18952481796858,-42.28266785890231,-46.50544980979099,-43.57392768060846,-47.88337089557223,-45.35329937747478,-43.38864460857634,-48.69760298955126,-46.51867937098783,-46.50050758304553,-41.48801746924841,-49.20061955483061,-39.73757518671529,-46.49477071768442,-46.52598592302643,-46.5161483078675,-51.13500745728665,-41.23564099878552,-41.90865871570033,-42.76559239874277,-42.56117021133504,-40.98497675246625,-44.60180934821425,-53.13274009236252,-40.3013125200212,-49.49432301857276,-42.62287486262638,-42.08210977053469,-54.74875310212911,-47.72293166576117,-49.49093381055509,-49.99216390560245,-41.38717529945754,-41.78336364970252,-41.01877846394589,-47.19682128916466,-42.30960134165453,-47.4078365252738,-43.05948669611836,-43.76101364847365,-43.3026066611305,-42.24910441960694,-43.6588713705723,-50.45154071441826,-49.18567170784165,-49.21512792047294,-49.22815478990246,-49.24910157261408,-43.49541874314224,-49.21678179934647,-49.22715879102106,-46.41696000317543,-49.26678809590555,-40.21940175223136,-49.21990154113331,-49.24156911843404,-49.2063775870634,-49.24605507130228,-49.21639450973835,-49.20839899359596,-49.24084516971623,-52.66256478805727,-46.03463733806014,-40.82597415326898,-44.45440193478883,-43.17113698108101,-41.59649748734009,-44.32134655985586,-53.71035488253891,-45.79969793494794,-40.40572143357216,-51.95823480803507,-44.22117018630988,-39.95858510869711,-42.99784938804201,-48.14979354631939,-45.06661999999994,-43.6005078626568,-43.04319484534915,-41.72805532246127,-47.83426376593868,-42.83986476866657,-47.93919135687506,-49.73825057265262,-45.22649667095909,-45.89039781713632,-42.41148579820841,-40.91364335812698,-47.94601353330414,-42.67326423117773,-47.94677822629168,-47.92250284045789,-47.93551228168942,-42.76707455699983,-47.95474969456433,-47.95835916060115,-47.95835916060114,-47.92291830676111,-47.95285266377076,-47.92575830388157,-48.5635323330245,-49.04126187425261,-48.08697191028651,-40.35711188194904,-40.53833069801776,-42.98823047403888,-54.5517524207499,-50.2215933853613,-42.57003446383744,-40.5210508759796,-43.24697607970553,-48.76160432422692,-41.48887756040024,-39.56837083080777,-41.27328437311341,-48.25593956000915,-41.13523097260995,-41.68236820339726,-49.37921213585376,-43.37812589823714,-46.90380757456198,-50.34016443818602,-43.22280023802128,-44.95659384210104,-49.95845944134867,-51.73104809158707,-39.37363049842613,-51.71556579273316,-51.7333743606051,-39.86169810856465,-51.71698996065145,-51.70550938209175,-41.50822435110359,-51.73097004014618,-44.17043727666503,-51.72645504104138,-41.49969515212914,-50.82712046218403,-51.71361917333659,-42.86198587095291,-50.96160896032649,-41.49527921433998,-41.51935392129261,-41.5086697745602,-50.30578737669092,-42.0808485867346,-40.34915577347187,-46.51824250769678,-53.28242914765827,-50.93492393042659,-50.59644488893644,-50.92661316165269,-49.62161283369103,-41.78755285870778,-50.916494660436,-50.92137394119365,-50.94648580877844,-50.89381235632521,-50.92238641066218,-42.35203939101093,-50.91817690295895,-40.2448472391463,-50.96475697951772,-50.90472390151822,-47.09820110670162,-50.91195167731402,-48.6198526311481,-49.11590889021752,-49.80489256686138,-46.16588731423498,-48.15033976578793,-39.31012880895911,-43.33178079572376,-42.51645734650035,-40.10830512640589,-40.87131265328487,-47.77658894586532,-41.74684051332628,-42.14904598152063,-44.74865349171068,-54.75440937892409,-52.5362470760418,-52.55031992446528,-52.54955613450831,-39.74789912569469,-39.74329000042404,-39.72756887987122,-52.54304582479548,-39.7526854223042,-43.01602044169739,-39.73442549974347,-39.75902944599719,-39.71545156398904,-49.45041060514923,-39.77217569463718,-39.26235288962636,-48.20214427718953,-39.82615452279193,-41.88544113747723,-41.00017999132582,-43.57100544749888,-50.37301476957168,-48.12455257154652,-40.22236401991968,-44.98464723646801,-52.67826404549904,-52.67918719946472,-44.9335341449701,-49.92900396484839,-39.22480143405699,-53.19399425064613,-53.22332774641789,-44.23241696253605,-48.50168912522954,-48.28212587529559,-49.02636879088997,-42.73241020739489,-49.37533402471243,-43.94993244620643,-42.01499170691775,-40.59270094037252,-41.00688275905593,-40.02070527103256,-44.4325203984316,-46.87426463241017,-42.58529212928374,-54.14593314010621,-47.80184065969742,-41.69740309079774,-40.25369276291474,-40.33242118872314,-49.99164121081042,-43.81287036265137,-42.53427732623978,-42.25089176360698,-40.93919981216429,-50.16028755276675,-40.71818088940351,-41.48690537761204,-44.20608419111795,-39.53454174478864,-48.30001770873917,-40.55576147146938,-42.34995851526607,-46.0061646639406,-44.58980991445792,-49.77081598750628,-41.42995619322306,-48.95099744570015,-40.1946873392162,-50.46101904100905,-49.22926011882939,-51.8135556258415,-53.53109550892496,-45.32339298714918,-40.68427534408377,-42.47847501119112,-49.44975502260816,-42.08993711129527,-44.06830280816432,-41.25492547672933,-44.88230094272684,-40.14434728637776,-49.24919389401794,-49.53609910657,-49.2232910406489,-49.2857514515625,-49.25288266335554,-49.24161792599853,-49.23400242437629,-49.31058371607391,-50.40796955487757,-49.23447529237231,-49.92213743295041,-49.30998512411221,-49.24486914006525,-49.31584953936063,-42.33631362538483,-50.16222221242237,-49.27831133808283,-49.24313808603426,-49.37124539685041,-49.32757122414532,-49.29163146568625,-49.36185968868538,-49.27490249063375,-49.33011614348685,-49.3562142300929,-49.34452160099674,-49.29480730302569,-49.31255863462465,-49.25028229660642,-47.6107232623567,-49.33937440860811,-49.29403499532152,-49.25923877526375,-49.33559368438868,-49.27223580522195,-41.49681223856985,-49.25578580879969,-49.21401552746121,-49.31859334216938,-49.26328917668249,-43.87182429520995,-49.28112622274931,-49.33790268002674,-49.22457704909345,-49.2955513835504,-49.20131680417274,-41.47408760772705,-48.51478334802312,-49.27044851139697,-40.41430611310587,-49.34524948992453,-49.32846849383952,-49.3164835254688,-43.84816627484434,-49.23957169256309,-49.25839669985379,-49.24463752996233,-49.2019264302793,-49.27761440554941,-49.30233306734736,-49.34627871363263,-49.31945412542768,-49.39987790381031,-49.24772073582982,-49.21805017282163,-52.32081038589062,-43.88612955102336,-49.36752981385479,-49.22444694502152,-49.21222893336587,-49.340978718497,-43.87247844204142,-43.86769604049307,-43.8308610253888,-43.86291363894473,-49.31057114298072,-49.31624941640817,-49.29397662463202,-42.86502743163479,-49.28812647572566,-49.24283873511048,-49.25366157866026,-49.27263404221346,-49.27402612240441,-49.2596197984511,-49.26786147885154,-49.3200703269274,-49.28109451754623,-49.32712107058624,-49.26237903396216,-49.10375227068232,-49.31154000591514,-49.30572785049906,-49.26658700280381,-49.28923525933082,-49.31122460336269,-49.36692089691822,-49.1975910561448,-49.23842287446653,-49.32391030148791,-49.27664431838495,-49.32870350804865,-49.24875756948971,-49.28060059398651,-43.83173842366981,-49.0933668024787,-49.23957626513163,-49.28351546573219,-49.30608420410633,-49.35416802043313,-49.25543716092916,-49.29457247836524,-49.25584062722183,-49.2472629180234,-49.27577399197889,-49.28903347803087,-49.2674489444962,-49.26209067181978,-49.26452440440847,-49.25241686594278,-49.22171849853854,-49.27710913176389,-49.10011432759718,-49.25616510947946,-49.14587841604502,-49.2969943378018,-49.21446065106896,-49.11679846680696,-49.24054057449684,-49.22902580459144,-49.27214452742005,-49.31369512782823,-49.26712784505366,-49.31068635854908,-49.25652819246045,-49.22689534410131,-49.27229649367005,-49.23919868328363,-49.35006710056193,-49.26454287725294,-49.25149268540781,-49.29749771144138,-49.20399988653475,-49.24067449127553,-49.31282610775269,-49.27788339722137,-49.25691148073302,-49.26949682221061,-50.46526066427959,-49.33263197575758,-49.28310419432188,-49.25930704288479,-49.31363765900211,-49.27463682494721,-49.34352470525766,-49.24425075181527,-49.25349146468982,-49.37871604245029,-49.3228312651885,-49.23302802843983,-49.21522411964593,-49.2373079636329,-49.25988647102137,-49.25667111222452,-49.26887276585588,-49.25882172705033,-49.30710583872283,-49.17522843032375,-49.22170794411681,-49.29468990451696,-49.2467632987768,-49.27721337910691,-49.26883139797889,-41.02548568503531,-49.48548799273801,-49.2602848147495,-49.24585304428769,-49.24259094006904,-49.25719348542552,-49.22595971020646,-49.30168105114982,-48.61117277481365,-49.24469282203204,-49.2821053072644,-49.3015980854176,-49.31157612043736,-49.2239067099343,-49.3851159045077,-49.23959915279352,-49.26213910475998,-44.34611615056336,-49.33063693663392,-49.27380796092449,-49.33363944072908,-49.30058373105537,-49.19115791963882,-49.32395759165187,-49.50789958157582,-49.27969000925692,-49.24207933928534,-49.49833699461515,-49.25594512996922,-49.48337201340303,-49.32153282937713,-49.15342660223456,-49.19094618625632,-49.21130465039411,-49.26760960542054,-49.29948641096092,-49.23674993967181,-49.33163524812578,-49.25976548961496,-49.20166382244101,-49.18535459775117,-49.17876512325008,-49.4880713497564,-40.76032202381983,-49.27648326906267,-49.41609253051816,-49.24067488899073,-49.32572879849124,-49.28358339694993,-49.25143269112234,-49.3015026495666,-54.45664136017813,-49.23586335032486,-49.25827955043825,-49.35771804873692,-49.25699558786363,-49.29337699535483,-49.21648005373657,-49.30102896874757,-49.25408690602059,-49.21742374355863,-49.31927701031583,-49.29294123822408,-48.7517449118924,-48.96374046581481,-42.18257757426618,-49.31566265287885,-49.29609126429586,-49.34450462593638,-49.21875681207644,-49.3256778874885,-49.34744430637364,-50.13409465060814,-41.77097185630254,-49.21073105723126,-49.28149475490833,-49.35393311770464,-39.78149693420006,-39.1363446268991,-49.88292119198271,-50.30572061487165,-39.56007581891997,-45.9986358674731,-41.50318894315647,-49.24478599999998,-43.74625376661165,-40.19046460759673,-42.86026572168146,-49.42095049445381,-50.37494301100561,-49.01955109427933,-44.81167779782739,-52.69858627244756,-43.41749961213961,-54.6486780279985,-54.59316993926965,-54.65704496210844,-39.57381361525713,-54.6168999901624,-54.63142675976169,-54.60891592576868,-49.96081462896285,-54.65065743359164,-54.67134376531653,-54.6397546932,-54.61502697926298,-54.6241312021256,-54.629782247218,-54.60960265222534,-54.63856592999031,-41.00918512382894,-54.66283262360666,-54.64136584931737,-54.63348663836694,-51.11665596245106,-54.61928255460975,-51.81759945569071,-49.38713209116663,-39.07562867228171,-49.22131968706363,-42.26188343737363,-39.26274691403601,-48.98292554799418,-48.92904117384706,-48.98072723616635,-51.55956684307419,-40.53588546993864,-48.95775633167759,-39.57250915307367,-39.58755141159429,-48.97419747856997,-49.31666655626662,-48.96667204311161,-39.57323815121,-48.94952843353595,-45.07195302725983,-39.58871454504194,-46.89530822527895,-48.94081297631126,-49.49714278585311,-39.58705299614972,-48.98245036597762,-48.91258133776532,-48.95402610633243,-48.95546714694175,-42.53107583937329,-48.97310645617748,-48.94562619577132,-48.96158795614762,-48.93774085072121,-39.57806338684691,-48.92120105676616,-48.95348845379074,-48.97248379249064,-48.95998244182967,-48.93962957040374,-48.96720589145756,-48.95920764411684,-48.98855449455417,-48.92860894518046,-48.94157776675531,-48.95866736302757,-48.95267516238805,-48.93040279631622,-48.96585329472612,-48.91679375129968,-48.94593949434903,-48.94911330929502,-48.93860985202588,-48.94689902679983,-48.93864596885983,-48.95954361428613,-41.79417306527858,-44.78276817225115,-48.96914480380732,-48.95670150614631,-48.96467169251577,-48.94477176465139,-48.92872114143407,-48.93513263251339,-48.97669068217251,-47.93802101813455,-47.95457185439946,-49.98156896584808,-47.90835083912731,-40.14959666472865,-47.95689089071632,-39.04155025154749,-47.93816469829205,-47.92371650751664,-47.96304597622878,-47.9513892664929,-47.91776237248079,-47.94825243067425,-51.25809525639148,-47.93353984142569,-47.94578172406482,-45.99141725875838,-41.47835277276773,-49.19633558845089,-44.43394444794158,-44.90815185399114,-47.92963401356898,-52.17455481299575,-50.31199477993498,-48.70952130337259,-50.95324986097566,-50.78892030375633,-47.92702866351209,-40.69302960684199,-42.29325350147271,-40.29470991190349,-47.95649387499072,-45.7407533044551,-50.21340932752605,-42.53032980281246,-47.98035955581329,-47.95177522153215,-47.91548368987648,-48.03174499999997,-41.75165574229896,-39.61436606657924,-47.98803412755803,-48.50677276463414,-47.93224123899995,-47.97760870044379,-47.98930591292997,-47.99690289020497,-48.05054168496758,-57.68804700926159,-46.25528195629742,-48.0025338043561,-47.97930415145137,-48.03491456060777,-47.14365235867061,-54.88853844051774,-48.03798071548763,-48.03053013931056,-48.02843965114793,-48.03035505538111,-48.06348395748631,-48.02923649150941,-48.02681818504105,-48.0301875688229,-48.07882247349113,-48.07165016426907,-49.80035638517965,-48.02173671149489,-48.05071815778448,-48.01930555832088,-48.07201536963098,-48.00501665738567,-48.00226846149063,-48.06605180768221,-47.9875285103195,-47.99430656980952,-47.99793453934714,-48.05001692124417,-47.99100976395678,-39.95457984625883,-43.04653081169028,-40.64696054176326,-47.99574041735851,-48.26919745886792,-41.27255704695075,-47.99319839638532,-48.02990746883389,-44.86176495316572,-41.48840323369136,-49.38572384624183,-54.98521595207802,-47.96866677432863,-50.1427807920937,-44.00241608987296,-48.10360494499015,-48.80934800591796,-48.10282345290572,-48.10687576463894,-48.0527882145033,-49.60473019195852,-46.10773503284158,-47.95387594301676,-48.06360958489739,-48.09776868532983,-48.05680173116301,-48.04666862611436,-48.06649215716276,-48.10034148550579,-52.23251202799447,-48.05964811195106,-48.08082526403187,-47.75284422226265,-47.94665444532355,-48.08542218217492,-48.06349039772311,-56.03491752598774,-48.04589684119326,-47.77844460865012,-48.0643295838113,-47.96781759756014,-48.1180175515063,-47.77170704495425,-40.18811177569545,-48.04967734024189,-48.14311481371895,-48.09613187195913,-48.09791268521207,-48.01707176785182,-40.5622830184042,-48.10620443220832,-48.01688189580872,-48.09585769203994,-48.12321244909666,-48.0748903298648,-48.07236539326193,-48.0159034331597,-48.11460187851593,-47.81695942803695,-48.12479486771061,-48.06456740352036,-52.27357365971645,-48.1074709606816,-48.07636016492263,-48.00029095859032,-48.06666434836154,-47.96609652591729,-48.0757927185139,-47.97296760154763,-48.10766447674676,-48.09645967163494,-47.96724249638971,-48.01775426223924,-48.05886812552991,-48.02577914085123,-50.87329089192938,-48.07848470617682,-48.02480075596888,-47.8753807022043,-48.02626134561307,-47.95591795285163,-48.08044504065523,-47.98551602535523,-48.96885160833104,-38.87879318176837,-41.24389880282526,-48.04078122723543,-48.08557511784593,-48.07562236166566,-47.85905545082791,-47.91707184904767,-47.95086571486819,-47.92175113254652,-48.03333984926204,-48.03766404110522,-47.93405126057841,-47.99148744532384,-47.9510941387653,-48.11986081546593,-47.85634369983266,-47.92118752578113,-49.17993210512311,-47.89594036367459,-47.92277682572808,-47.83113215749083,-47.87717290123292,-48.04387674813141,-48.03142382829478,-43.33364776114913,-48.01874342674417,-48.00840994305572,-48.00840994305572,-48.12488746745885,-47.97578274752617,-47.97578274752616,-48.008385588247,-48.11468187730979,-47.83833437532496,-48.01472780989119,-48.02467532124982,-48.06007330266836,-47.99687193725492,-48.01409159355894,-48.04363707268026,-48.01356249007804,-48.05340071885806,-58.50643827026158,-47.92100626929294,-48.036888,-48.02743965338633,-48.02235902807056,-48.00446949178959,-48.03955332417536,-47.91868367371064,-47.87567001395956,-47.83561351911403,-47.92283323982218,-47.98274901768328,-40.77822162541394,-47.92000075063288,-47.97606060945693,-47.94636739374683,-48.03745525074687,-47.92523255708554,-47.87554514497008,-48.05466827807807,-48.10778386686135,-47.99983795650155,-47.91722129777486,-48.01598781740994,-47.91445523637194,-48.01102950131482,-47.92289906163666,-48.03234890188713,-47.98046577137944,-47.91021324867309,-47.91477504923619,-47.92731440816708,-54.39147747426826,-48.07594250367468,-47.90744724170381,-47.91225048825004,-47.92443250257792,-48.09777550322277,-48.08720861529186,-47.92164493617342,-47.90466747209377,-47.90932309948162,-48.0822981195241,-48.05190553578884,-47.80601295667505,-47.8925856261604,-48.05991789848521,-47.91445163439053,-47.91916844675495,-47.97790596506648,-47.90659094110248,-47.98710768011001,-47.91184799454867,-47.92160984888994,-47.89957810262365,-47.90111023732908,-47.90401213189037,-47.91318518301207,-47.9093194755126,-47.89692835641647,-48.07935707738388,-47.81472212858079,-47.90131338575767,-47.91662341947235,-47.91109321509003,-50.61773518037836,-47.89842645905612,-47.89360633669266,-48.12692619559376,-47.97384491307564,-47.94294407519096,-47.90732808658898,-47.89574486973763,-47.98690836700863,-47.85521104544847,-47.99572071856566,-47.89131047619949,-48.09104573055122,-47.91666566028969,-47.91034139201444,-47.90555801896934,-48.08418523923123,-48.09497407371684,-47.94702492834325,-47.89330451642299,-48.06773447506374,-47.89849187335271,-47.88900373992637,-42.22709529057218,-48.11919581625427,-47.90569851681274,-47.89105496885341,-47.89635989396289,-47.90034278905748,-48.1318339576336,-42.87138430389349,-48.07680778016369,-54.92192291932214,-47.989449,-47.88911031185955,-47.8982601279131,-48.06227524069912,-43.30926774639614,-47.90234657822251,-47.90182919932561,-47.88440956669204,-48.10495885348102,-47.94217524407976,-47.89624333671012,-47.89178238647164,-47.88609507749398,-48.14380920781731,-46.93058467081313,-47.89407909304939,-48.09794999426447,-47.89695691992201,-47.8904186862304,-47.87471121064673,-47.9236634124868,-48.13105973986474,-47.97677495109033,-47.86052311245146,-47.92840964784617,-47.95136301648393,-48.1354736156514,-47.87010224999999,-47.87092349999998,-47.94273546188357,-48.06224867895499,-47.89371336021911,-47.93699734599853,-47.9490044415432,-48.10637549571785,-48.11834695128028,-47.93546669816589,-47.84810123053413,-47.84835442541676,-47.84585219627235,-47.84922424340701,-47.85035692664591,-47.85161565576114,-47.84512683563065,-47.85048746218763,-48.12410741856139,-47.91225009691533,-47.87906990581182,-47.84936509587982,-47.85698890190887,-47.85672962141953,-48.13890900795416,-47.8844391881036,-47.93009291964285,-47.88065505785112,-48.12481467459101,-47.88242487362648,-47.93609676166096,-47.88582780336425,-47.88376495166384,-47.88911797837572,-47.93638544035871,-47.89301507586715,-47.91704557351041,-47.88292095657197,-47.87527088294608,-47.93405506253423,-47.78362354473951,-47.88689436958269,-47.87840075820877,-48.00002287254453,-47.88278389785359,-47.87569454035151,-47.85173616535553,-47.87400825,-48.29255866527875,-47.88914724014259,-47.87893867962411,-47.88626756540543,-48.0468055012082,-47.87603000020082,-47.77853600318313,-47.88628830959999,-47.88349979187399,-47.87976858797447,-47.92309195755592,-47.87603160286195,-47.88701554857543,-47.88398914894641,-51.10257439069469,-47.88004868759488,-47.77988592658237,-47.89101172793277,-47.87751749789403,-47.88757743166268,-47.91612868592543,-47.88472815603004,-47.856663,-47.87842786432849,-47.89268029760157,-47.88878925797492,-47.88582425715254,-48.74471250222526,-47.93548179863324,-47.78005844343525,-49.63356589227914,-47.87892317594594,-47.88959628949596,-47.88665469664535,-47.89449897920522,-47.8388942082923,-47.88299714786707,-47.87997480011153,-47.8900537582476,-47.83241416784949,-47.88727288933427,-47.88374275741537,-47.89147743340465,-47.89825021466995,-47.88123323177536,-47.88893574964103,-47.88488502914179,-47.89295960849136,-47.88967273759191,-47.89649347350026,-47.88575348876364,-47.92717447281999,-49.33210533214989,-47.89358954249143,-47.88289512147733,-47.89056050024831,-47.88476687608139,-47.92536086722004,-47.88748863239277,-47.8920414132894,-47.89486592426569,-47.84540335166106,-47.88797451729268,-43.02806964215581,-47.8955730598163,-47.88770699285551,-47.89278076210348,-48.29804302156555,-47.88881091127362,-48.24427883289689,-47.88640972075857,-47.89679067368496,-47.89941620534654,-47.88054806144532,-47.89413323303607,-47.86565639252898,-47.88986362427435,-47.88698538453592,-48.27733017756257,-47.8811107486624,-47.86759949882298,-41.3414846034514,-48.27713946249921,-48.28619342858036,-47.90641613773322,-48.2692836494524,-47.88577810310309,-48.27256088814878,-47.82464288921209,-44.02266877275,-48.15513091150767,-48.2665424674172,-48.16690111145468,-40.73844595333425,-47.82493559065583,-48.19598411280526,-58.09132744965031,-38.94930495414425,-56.12503745244942,-48.20144256659082,-47.81596285510468,-48.20107219114135,-56.09429318517754,-47.82437983473188,-56.0426663894677,-48.19865045716361,-47.86039218894382,-56.05149681161841,-56.12520753009085,-48.1933298411551,-44.15802205204321,-56.1257928871568,-47.79665767797435,-47.8095103858827,-56.14195266610464,-41.48139622024671,-40.06355057608777,-47.68391334992834,-56.16100519772794,-47.80106302787043,-47.64451132567621,-47.80831029994169,-47.79202152308245,-56.16496301473483,-55.98928235988869,-56.1059095139946,-47.77783595391179,-56.13407880987607,-47.82378905088257,-47.79945936803707,-47.78604899999999,-48.17963744688566,-47.79841429471472,-47.78652725300457,-56.02735471558299,-48.22311772643518,-47.80596996897894,-47.81604202656759,-56.14603893322148,-56.05881079448375,-47.81584492541541,-56.14084544370608,-43.07263588669969,-55.95550907372626,-56.15598484469861,-47.66870804850343,-39.79596981356357,-56.10742091569632,-46.42632889398506,-56.15427579329555,-58.18328491723091,-40.26376458018532,-56.04405158814675,-48.64078714428,-56.01631604763659,-47.64717420955245,-56.02216072535153,-56.05522715836861,-56.07396446980594,-41.74589223879504,-47.63805353112507,-56.02017311755957,-42.54211546980239,-56.07769308038796,-47.64705344526199,-56.12723749390275,-47.63634815209274,-57.91708197566089,-56.04668476406864,-56.07046486798058,-56.08628776302589,-56.09946707783971,-56.03397878380795,-56.1216029851937,-47.65110500843902,-56.06975613360841,-56.0457044192312,-56.10286061701278,-56.08316320716816,-56.10713097556962,-56.12616665431494,-56.03848489013498,-56.09328262657515,-56.08289556846968,-56.10220538732394,-39.37293085727166,-56.06835682701735,-56.1077320188563,-56.05260161443532,-56.11432536976061,-48.00730195946881,-42.04145540651241,-56.02284311315735,-56.08486540647657,-47.34429194120347,-49.94714060919716,-56.05615043674825,-47.33938253760691,-55.17606019140091,-47.32949631600096,-56.09523940975021,-47.34087820148101,-54.29976942741652,-47.33733368967047,-47.32703682850833,-47.30350890288577,-47.34367658725345,-49.6794224503755,-47.63636545999998,-44.37989415554969,-47.58963499999993,-41.24571428220992,-58.34773170554173,-39.65303845786902,-47.6101934912497,-47.59978772286097,-47.59978772286096,-58.73746539267839,-49.51161982296412,-50.72338918548001,-47.60527799702918,-55.72530668635377,-39.49559371209775,-42.30841555977145,-42.86084368198853,-49.70235518936493,-49.81923618621308,-43.67233213795232,-58.87232583331276,-49.10390917168354,-42.49483952101811,-57.20108733020316,-49.11789284157634,-44.75789991476468,-49.12118383256523,-49.58042554657695,-42.01834162897422,-50.05803955934807,-45.60962495919047,-38.85053052908849,-49.60722003897494,-49.12643858098478,-45.62600729656672,-39.0791589222631,-39.4167152306624,-40.24424010376959,-40.62366862989962,-49.18738525598463,-51.16433080141771,-58.11313764020773,-59.3332802304402,-46.81573874501741,-50.75984624236796,-48.28373697488288,-49.67208721976931,-42.50033605104274,-49.80376085496956,-42.87098092596081,-39.68290974393466,-58.13083890403114,-58.38548480831002,-40.06707076332642,-50.61751528131776,-44.10259566286277,-39.33956120312214,-43.11934976595887,-57.18776571812148,-48.16143213393636,-59.95608163633357,-42.9519858075296,-41.93432529834638,-41.26055350504629,-49.8933980707134,-47.78438706372989,-48.91918573579353,-49.54887228214086,-39.30342647544837,-46.22981523589478,-41.71785044776352,-51.07954333755951,-42.81309249025588,-53.0196461246,-40.83464046567793,-41.96984407904907,-39.42531918821103,-44.08692784326681,-40.84455789210546,-40.81109481119677,-40.85800564808858,-40.86082355890836,-40.83567335587172,-40.84609116029677,-39.59078746382383,-40.84258947582425,-49.32859487672178,-40.82399635883733,-40.86223968728402,-40.83688896537097,-40.85464527269733,-40.80570058348844,-40.84274741854054,-40.83008889333151,-40.85454134820232,-40.84245939655943,-42.42491895705788,-40.83409925181144,-40.87571725243034,-39.31458263673463,-39.03190895015059,-39.03422954662648,-39.30263987705221,-39.28065106523353,-39.03251508343138,-39.30133387926143,-39.27491386628392,-39.47327128746456,-39.03948412019607,-39.26568764061605,-53.61198564648168,-39.03406710155934,-39.05971572855667,-39.04278431995645,-39.27092329229281,-39.27845921988038,-40.62529262456599,-39.05851978046783,-39.03518857861113,-39.28391263140741,-39.0466821941076,-39.27277194044431,-57.29385453891894,-39.05732606895031,-39.26576724881843,-42.65584924472297,-39.23942497618024,-40.08891456033339,-43.93965471559108,-50.56816461230508,-44.41043684067859,-57.04935061906149,-49.46887210409343,-56.31519130999977,-47.52309920926434,-41.26588690904662,-41.68042912004744,-39.37634349522606,-40.47964894644095,-40.1222804446253,-52.35393109184137,-39.55472475607647,-53.15859124208869,-57.51478343819719,-41.13638283709852,-39.84782718071237,-39.28593481385909,-46.17524973696565,-59.53240343967293,-49.96901725828049,-40.36715724591576,-49.14209708875239,-42.22314067996513,-46.11153305218248,-46.98950283062035,-42.68510770141822,-46.50622379776433,-59.58685492554173,-48.4569498848423,-46.48263776742314,-56.84269476021982,-56.80464529140043,-52.83289954139514,-39.90457853819026,-39.56567412406486,-41.44989365700188,-44.38216215825128,-42.07762183922079,-51.00232827351167,-54.05867213555142,-56.45862445365626,-56.45862445365626,-40.50720409145588,-39.46617528490307,-49.15368762101759,-39.31843790091815,-44.16764168518628,-43.77047943003392,-38.9938000205204,-38.99537414717341,-42.257055285315,-39.83383038322049,-49.65698187212239,-42.78339770003472,-39.52295487157348,-42.11626073203683,-41.67111205682085,-49.34015563206796,-44.53533989742623,-40.00556642364803,-47.51689810696474,-39.73628797573608,-46.63424352241935,-50.3435023323089,-46.36157033599775,-39.63991258475436,-42.4875876306961,-52.20445915381337,-41.23499741666952,-42.14150394706,-49.17836381667351,-39.11166935758069,-39.45993023732324,-40.0822380986573,-40.06886553103464,-40.08466834729995,-40.10108406549886,-39.74440976708082,-40.08168414154893,-37.65370436421908,-44.45388783646059,-39.14218825449215,-41.29884899114512,-56.08321769268831,-48.56666977907482,-47.45838362864478,-39.6848542743481,-41.76903531040035,-42.71408353477745,-50.27830982382427,-39.37731108822477,-47.26343592050128,-39.4866156520601,-46.88151285654092,-39.14691658399038,-49.28255872909269,-57.90834821580805,-59.25834528253074,-39.49919005806846,-41.87112764474836,-59.78450051842194,-48.87750736776402,-41.32764243619517,-42.93675297616304,-41.80581449304111,-42.49498048592373,-58.80819185176762,-52.27151765494582,-40.15123838914271,-39.97731887865848,-48.22109587963254,-43.6074413255709,-41.59315952462811,-56.7233867932055,-48.74303416095664,-60.53788286186566,-39.02506035910309,-39.24025989585532,-42.23950486413497,-39.42750988352717,-40.43331071784074,-49.14655847853908,-42.12973839960764,-44.19472127578593,-44.20055740496952,-40.37881622437182,-41.31766570905653,-42.52231109875634,-39.0719662526638,-39.81355286628127,-48.69056235613763,-44.64903451731074,-42.29352897039458,-40.95756034013608,-39.8189335480017,-46.41396413522938,-39.66764304172776,-39.57174961375186,-50.16379772927348,-43.40987581154975,-41.66388175580626,-39.40719948923639,-49.50851878407679,-39.50629586144836,-60.82311112292741,-53.26554597388054,-42.28653018971424,-60.54217610290954,-41.68870144744786,-39.80915359448122,-44.2019611327694,-55.93254279180879,-39.45439400184948,-46.7696939781988,-39.60169104219675,-39.00732926130363,-42.69286729718252,-55.17194331679937,-38.47151631294779,-38.48646477039444,-38.49489344587526,-38.52597898726926,-41.37410859508287,-38.51072761001893,-38.52312762059766,-38.51820627608675,-38.48027713700707,-38.49564201608613,-38.474795607239,-38.52870781815749,-38.51932692969592,-38.46302359081903,-38.51398086924502,-38.50940462646926,-38.47484734217224,-38.49230064766667,-38.48687706928064,-38.52110269341219,-38.50292651475111,-38.5044151241276,-38.48053490492904,-38.46509712412301,-38.46646071076196,-38.50891502777343,-38.5214563977689,-38.49249790456671,-38.45396828083182,-38.4460187019282,-38.51479858297063,-38.48607192396534,-38.46428968101373,-38.49942806053349,-38.48811019919628,-38.52130534280319,-38.49119567867805,-38.47172455533749,-38.64129637476195,-38.51371485816853,-38.47140635285524,-38.47425391421154,-38.43766595302498,-38.47948945711525,-38.44745649451797,-38.45808623534631,-38.51697655510702,-38.48743931319329,-38.4915014903929,-44.04974392989726,-38.48918798142869,-38.49741792535077,-38.49057916555566,-38.46676649966115,-38.50952312005266,-38.50437246743255,-39.3952733205886,-38.51274342577324,-38.42899939608861,-38.42889725198974,-38.42761733084985,-38.48108152613253,-38.49616833851496,-39.26756879409615,-38.49261348857013,-38.50102407562977,-38.48783575223018,-38.4611188739294,-39.25141314025558,-38.51229526524145,-38.46119903402221,-38.43468398606588,-38.46653902026544,-38.41547888112352,-39.24311391701232,-38.48207269890496,-38.50132172909296,-38.4506090238851,-38.49564128090619,-38.49306701182422,-38.48625680779492,-38.43983740880081,-38.41011167454496,-39.24847898211475,-38.41292839725622,-38.44890384613313,-38.48138281802161,-38.48672825250513,-38.4777462206265,-38.49277470214162,-38.46743732268244,-38.50286744164605,-38.48693510338029,-38.39480934543144,-38.44850032416593,-38.45489469437153,-38.4394948834067,-38.4807549115579,-38.48527215314349,-38.4832730679024,-38.4898862373548,-38.48424064813863,-38.44839519591303,-38.48720805483546,-38.49355774244956,-38.46157047317281,-38.46109466363494,-38.44295893050073,-38.40466220888712,-38.44323887984147,-38.37553079341866,-38.45149216229268,-38.50085183842221,-38.47799748512027,-39.52141988424625,-38.38168604921771,-38.35952391804705,-38.45712036100192,-38.3656061096733,-38.47502916494199,-38.48759771049365,-38.4374952709082,-38.47392858503069,-38.36618667678859,-38.44987788462284,-38.50244956645126,-38.37260894985683,-38.40330191753592,-38.41789975938341,-38.46791889233253,-38.45309462026312,-38.43835286015689,-39.26013130843966,-38.46735776699097,-38.48544740087819,-38.43733988619563,-38.43620428896753,-38.49932884980459,-38.37683469646817,-38.47640310589693,-38.33946864574424,-38.49620249947723,-38.4846715900948,-38.36514840403171,-38.49038974532666,-38.46762169890522,-38.35925965852837,-38.42775083334619,-38.50245663248694,-38.47903050543923,-38.46165013556265,-38.51165578711353,-38.49761587540029,-38.44506047298336,-38.44304341994283,-38.45077888480858,-38.37417871810761,-38.50345722122901,-38.51333190515836,-49.82627300068317,-38.47813330983827,-38.41895739955931,-38.49214855274813,-38.37650936175224,-38.4795022960458,-38.32069120107234,-38.50714268617303,-38.48046401992289,-38.43359193613676,-38.4633460841846,-46.95008122252024,-38.47675134204935,-38.41008202265411,-38.45026382886385,-51.79902937542777,-38.39181471694269,-38.37697500693988,-38.49626826004257,-38.46557302994393,-38.44254311527146,-38.4979506435149,-38.43365496613621,-38.44014017509431,-38.44592825511551,-38.43295920943412,-38.42055012344412,-38.48303594760274,-46.57394544207846,-38.44067807056464,-38.46396969887157,-38.39472970811367,-38.47479798931515,-38.41094009374661,-38.45331231972811,-38.4844768652445,-38.45853554855183,-39.19207625689256,-38.36752174023611,-38.43779831262784,-38.43300635959701,-38.44652650429133,-38.40196827377693,-38.42986704089056,-38.46734921262367,-38.40540238991363,-38.47790707922174,-38.42122750373924,-38.41453297952215,-38.35575655539409,-38.43800687376421,-38.30320228438885,-38.66868381743051,-38.48268010705571,-38.48000491046428,-38.43876695669537,-38.3445986436823,-38.48336136627035,-38.42113467421942,-38.40870824191681,-38.47717876423788,-38.40788238394762,-38.43229019904727,-38.33787462509412,-38.75671830024681,-38.32387366546552,-38.45938456460033,-38.29805815619122,-38.47030584405643,-38.31484979149197,-38.3385566206631,-38.45817010561163,-38.34156104729129,-38.41290789764152,-38.46790140712895,-38.3121728424969,-38.47354696400903,-38.31373848145942,-38.29787984784436,-38.41019488976085,-42.48710697385265,-38.46675747675906,-38.29540627543106,-38.33301899966725,-38.7604637461647,-38.29034967095519,-38.42809557806483,-38.32006902163506,-39.85502158056103,-38.4644292538219,-38.43541225294508,-38.47666360898569,-38.71642450470942,-38.27847949097082,-39.08989717156773,-38.2649856931729,-41.06974800282791,-46.55013026966692,-38.73166933369296,-42.71130889843319,-38.39277244867185,-41.29123209659129,-38.91586725355916,-39.16731770776691,-40.2098717811214,-39.42239071000821,-43.94693060512876,-60.13247088023664,-39.52031551503086,-38.76874492304449,-60.11611246025335,-38.61348183660039,-60.14707056049292,-60.11328701738552,-60.14835451606325,-39.18745335471256,-56.51946937964815,-38.21638960124643,-60.13595003201799,-60.14528390679769,-38.32788051157564,-38.31363248271131,-38.32099080048962,-38.31686944558229,-39.69835905043796,-38.33350774344262,-41.83025623893904,-38.33368700141052,-38.32433257166733,-38.32271469539771,-38.33311598442922,-38.33171727933863,-38.53929141642132,-38.54446985428211,-39.10327746739888,-38.53707882231345,-38.30595662717039,-38.07457283679732,-38.67296877293478,-44.06177476053478,-38.98946847054154,-42.23648302399432,-47.87578736776262,-38.30107302440003,-38.96928936459275,-37.00085386979229,-39.04582470442742,-38.96863572581739,-55.7145156875479,-52.24977885628184,-39.18153999621979,-38.70647865137772,-41.38417780187024,-49.92660328672929,-38.26312041332726,-40.30795839512631,-48.4034936003218,-41.57768001723085,-38.75298411198627,-38.99303416584679,-43.96117258015204,-49.12290484577026,-39.12045661530482,-39.25306257497131,-38.32736451308023,-41.77211221180393,-38.75449544203782,-45.01658165484749,-46.43926538529477,-54.92875189573693,-38.38186888846312,-64.20543446596382,-38.77452250724569,-42.88346083742181,-39.30950897255724,-44.5388124087167,-38.64073809086561,-38.95211026186389,-38.91732055736044,-38.95187509999327,-55.29699062887609,-38.93953639391668,-40.49858889831216,-41.16769859070942,-38.95673880172485,-38.9464877032098,-38.97623735780424,-38.95073040385745,-38.9721581737795,-38.94343629035554,-38.93310598250724,-38.96690013861885,-38.95984350821484,-38.98091653565127,-38.94040710191047,-38.93219778183058,-38.94443425717696,-38.96074776621953,-38.95122396584789,-38.96764393108892,-38.97129339830022,-38.97619599242725,-38.9205404055162,-38.97621509966056,-41.60307066374758,-38.94374723807972,-38.97961323120717,-51.59296235351379,-38.95090181287585,-38.9727221480262,-38.95867851919213,-38.96828124106994,-38.92583163186472,-38.93821517099966,-44.4100200325766,-38.90582465512863,-38.93501470500743,-56.6483329182714,-38.95947142399297,-38.75779408975453,-38.94960696532799,-38.9717961855758,-38.98453678046328,-38.99636584554789,-38.97351052225075,-38.9384004330136,-38.95930838211804,-38.95726367201615,-38.99026654761892,-56.13926478237374,-38.9627489238465,-47.29849504126553,-38.94516504302948,-38.98818405101609,-44.66071051649421,-43.21478059581289,-39.74046054005801,-38.42777608689418,-45.000173644928,-39.24596009303225,-44.9946356044561,-44.98490116057857,-38.42109226347235,-38.64382697435264,-38.42108609199768,-44.99123680586315,-38.4382474234235,-38.42230450413786,-44.98907557111345,-38.40518638125832,-45.00973585261006,-38.43881903180552,-38.41556019458922,-38.42147135318039,-38.43950968930486,-38.43377029796657,-38.4165670067676,-43.88953821717171,-43.5530546987918,-45.80692672676449,-38.5003316145126,-41.09561826538264,-63.57426861370948,-38.76564681685667,-48.53987814765796,-42.6197670573623,-44.69816262699005,-44.25769307175943,-37.74020381864786,-41.2665485580868,-40.16778905956732,-38.0822356466142,-61.9988253625685,-55.50691408590014,-49.16622321648179,-55.50053593310991,-40.48244632951041,-55.51692260681918,-41.75396975925798,-55.50354540878588,-40.79251913126304,-55.52817898631967,-55.50810988391814,-55.51680619450829,-42.61596485990751,-46.62521807090953,-42.05952598737669,-37.61785465375689,-39.90706127081498,-49.54488592207736,-39.38316511392188,-39.11979421469924,-37.947646687659,-38.88365094145973,-38.35536601172614,-63.03955975028363,-41.90185348124609,-44.90972215555026,-39.19235647583692,-49.07067153341281,-49.09439236330535,-40.55525167902206,-49.06142729879646,-49.06673478500153,-49.07374490988662,-49.06360416755351,-49.07357584667558,-62.31699294184998,-49.07349113344656,-61.77703628883976,-41.76715907046423,-47.72150567887336,-40.14950442693872,-49.04205814379652,-62.71750414468578,-61.17124596903098,-51.37675429719136,-39.83595742249285,-38.02385270614423,-39.00523646386242,-46.8215469964229,-38.80797809110514,-42.05524258283478,-50.81710150700641,-39.63042304643768,-38.5830938190747,-39.27942744513518,-47.16831043399929,-43.27671953865007,-37.78292005148575,-41.15916631362808,-41.9756783146835,-39.07759493501058,-54.36837305374468,-40.31661486084933,-61.01474262913587,-37.50900137028286,-38.15147738090929,-54.87562640424402,-39.42367401678584,-38.99528940774508,-37.93204310505001,-37.75592580532606,-39.52656645345287,-41.45792194795551,-61.4502731631457,-61.42997245588644,-61.44341041380719,-61.4334765172429,-61.44441104439506,-42.50553281909053,-40.59743564218764,-61.45946445931713,-61.95102518259382,-61.46786241449919,-61.4719276421223,-58.77922723920442,-40.2923760727682,-40.12357228292272,-39.46279777573437,-37.66097722011411,-40.01174351658423,-37.84024090800675,-38.32943880702623,-62.2869731930518,-41.66100100991128,-49.2668578885991,-38.96194718415279,-42.13460799960473,-34.72512983945366,-38.21951612249751,-48.9372103148926,-41.85580503001344,-56.79221455382542,-41.98876434561059,-37.79079538097516,-37.43571407810774,-40.94392685331442,-39.37766198254969,-38.48111201874123,-57.51688146166099,-61.58862912094212,-61.52464349969754,-40.50983477395643,-38.00125690290274,-61.9058322401228,-48.14122497883746,-47.57513582310215,-58.61019611625611,-42.10666428467147,-62.36961207720059,-40.39174854621037,-40.0704726890732,-38.51620756277988,-37.13955066720921,-43.14545144223989,-37.12184892858972,-62.66972599616737,-38.79189490406105,-37.32406740458872,-68.72939233608,-45.25825023892409,-42.3989683967559,-37.07712375730506,-55.24365918960272,-68.74917530692646,-38.40330050848296,-37.07824370932089,-37.06067264161812,-39.62718302170117,-37.11147272292954,-37.06734085812269,-37.04572365122985,-37.08098316951354,-38.78907162326078,-37.0558767299005,-37.0902330714335,-37.15164548571457,-37.07189922228667,-37.05723927128492,-37.10864938502166,-37.07095378394634,-37.06357671975206,-37.08177405158293,-40.42061145920285,-37.07455227943987,-37.05714864189226,-37.07884940903214,-37.06606772200168,-37.05169080950513,-37.06353792675326,-37.05085280943781,-37.06391361774778,-37.08039626822076,-37.67161895543462,-37.07258961553335,-37.08484479800094,-37.0617440450815,-37.05758928815322,-37.05343453122495,-37.08255018361709,-37.02852300227634,-37.08134128723086,-37.07553769756351,-37.06910993197745,-37.06144198000048,-61.91524394126365,-37.05324307342757,-37.09558197849862,-37.08185571405367,-37.05301439377732,-37.06247652903858,-61.92151099888174,-61.95841508458222,-40.12802187077235,-51.63671620309029,-61.97575155562519,-61.95058152215904,-37.09579239297197,-61.95543264681952,-38.53647669595227,-42.72712975976764,-55.45771049615255,-52.7342246444891,-49.62722663983951,-37.05256509979146,-65.32207707200787,-48.90260536728865,-39.20884621512925,-37.49323013983066,-40.13347540799354,-37.80685715730169,-40.37833401958889,-36.85682459718917,-41.32330803113113,-37.18688734133239,-44.03470849199454,-62.25613931045199,-38.17508556926912,-43.6342828669913,-37.42666985106891,-48.40626767818213,-39.85303138630817,-37.43489009123086,-37.42754801878445,-36.98595499961593,-37.43169605862568,-37.86599600865977,-38.2827742057925,-39.49764755503931,-37.54218724714394,-37.30730703260873,-68.50293467826819,-36.98763122571309,-51.57675087096199,-55.81061910383138,-49.19543707598355,-38.21300620759838,-38.38499288843438,-36.94273691848698,-55.1142967936414,-38.61846189558877,-40.27582593792593,-37.7234170916446,-37.43596626093686,-38.11492053385937,-39.01178236135266,-37.05373978181586,-40.32610420270958,-41.01273995996873,-37.21080646635698,-40.18376698689585,-49.17797610985666,-39.33166015708399,-62.47324970516087,-36.46656089630383,-45.16533523829482,-48.92569099999996,-36.41996617026368,-65.2672107239507,-37.37878589064772,-38.17889441856951,-36.80432913245064,-36.88566553615136,-39.83061876266924,-48.28193545227866,-62.90764307408467,-48.29316997925563,-40.15152490130054,-58.49680785981626,-36.57752881665699,-48.30290134985056,-48.31823358589433,-55.40485512774026,-36.3085517531178,-36.56825681311555,-37.9266780366109,-37.01929312421029,-48.33787335287173,-48.32300099950004,-36.88281043749735,-54.9093311180316,-48.34644272809896,-48.32213221891963,-37.41298592778491,-37.19691670316733,-48.3235595739523,-48.34630845990466,-36.83589781029558,-63.83108887140367,-36.88485305490262,-48.32379566066405,-48.34503644640124,-48.32059323254705,-59.46058180214845,-48.34484056253243,-48.31917296101117,-48.88844523718384,-48.34090900475208,-48.34344599317166,-48.31450204139296,-67.73425773430944,-54.8697929592983,-43.94873133203079,-36.65614281279353,-36.89883949741208,-36.17491369584761,-37.05431618159144,-37.56306971851773,-67.80168027994576,-51.1199427583956,-36.02319565332078,-42.48536810560051,-67.81643310389886,-67.84408966250474,-67.82634864438137,-57.44993238972145,-67.88020368411595,-67.83430606526895,-67.80810933644136,-55.17406986024913,-37.00287410022483,-67.81328446862534,-55.82367240407808,-67.80548084063032,-67.82849981530686,-67.84853785183275,-38.67143655142043,-47.97527167504595,-67.87675861421144,-54.9012704789378,-67.8231598423896,-36.55104362776034,-36.35627070556906,-63.04023428820199,-63.01413924048688,-63.02681446760221,-63.03373155392542,-56.14798246464171,-39.03349393874104,-63.06167211251028,-58.56691051814354,-63.04214782124408,-36.46836013110915,-36.82478093494157,-57.82294898680789,-39.47915939254617,-35.89620514866875,-48.72605594606052,-45.33914441242111,-36.7417918595071,-37.69009179553092,-49.2150576160621,-36.34994068823632,-36.09150715375951,-36.09846911152984,-36.63810709897479,-36.648368952495,-36.66186146327258,-36.65058033849952,-48.35577830560175,-36.66119720649593,-36.67025543735731,-36.64327251503135,-36.65228572185717,-41.86929985961934,-36.66885470633785,-36.65640420433493,-36.66277671590849,-38.12696058914072,-36.67364367685701,-35.85914026286754,-63.32493531852187,-56.60884628098378,-36.30329345457926,-37.12751526212655,-37.8002195110143,-35.75574304724285,-35.71468616354331,-35.72199570640058,-35.72740447787907,-35.75674875169309,-35.70666800920401,-35.7344014288952,-35.75767544425215,-35.7062043191036,-36.49400160914397,-35.70986424309626,-36.21371252866984,-35.724147494703,-35.74091881431023,-35.7474010560078,-36.57964852918737,-35.73975049585031,-35.72634810322067,-35.73311866180966,-35.74128308033703,-35.69902725148619,-35.7185950113466,-35.73376401603869,-42.08147291322284,-35.70598989128877,-35.72922890501117,-35.72421470388058,-46.7672225830396,-35.72290203449602,-35.75799167347524,-37.24771684332587,-35.76957868028244,-35.823857108129,-35.95674769602995,-35.74882663845112,-67.54296064346511,-35.76320801183021,-35.7410750025436,-40.42544551106494,-35.77316975021747,-35.77057867005024,-36.47019908728879,-35.75773253064127,-35.66043233244019,-36.30347185082699,-35.75675721815111,-35.82583626195491,-35.74626350203189,-37.38200156645576,-35.7607238111778,-35.73914118276932,-35.77158850809693,-35.72953912510928,-35.78335594116137,-35.74681944057776,-36.63124087632698,-48.59104729040978,-36.43385304130722,-37.29475050535665,-43.02332160494623,-36.01488129857166,-35.83329662981412,-44.5851404257246,-36.28899322283208,-40.81221695121534,-35.54698141096537,-36.38771182581362,-40.49429116729286,-59.26943356105814,-40.50267476552361,-38.22319062329672,-40.50485219370997,-40.49612035025359,-40.51256860853318,-40.50216390075227,-38.21744324850699,-40.49406669143966,-62.01242919415228,-40.49945964100971,-36.64386472769596,-36.62221434079581,-36.63639383676392,-40.50144272869764,-36.62319104259304,-36.64741005414454,-38.22959426285921,-35.50889634074188,-38.22233749886183,-38.22029679437217,-38.2136129284801,-36.14695694637471,-40.49488188413543,-38.2263169333816,-38.21886121917105,-40.51367507775067,-40.50075029186138,-36.50042955290137,-38.23891950462654,-38.21016815522331,-40.48899850698815,-40.51177920634421,-40.54439367585596,-40.46695943734612,-37.08918597630651,-40.49564362903116,-38.01055015095292,-40.53232435840612,-40.51856460542662,-36.24547978378628,-37.24630827396773,-40.53616224249572,-40.50782533802839,-40.49100224148205,-40.53800840832713,-36.37146069359348,-40.54883039123136,-62.58354994761002,-40.48617233253317,-50.34945753339123,-35.56758966152875,-35.94520587502116,-64.54803083490056,-44.95442285575326,-37.9351265832074,-35.48615736906864,-37.35892521057616,-37.74833004472581,-38.25536722266346,-40.98130297583368,-36.68004491131996,-42.54438985352029,-36.21850219952145,-36.02697871708934,-35.53292851997611,-35.30990791947603,-36.32872014883002,-36.4592499983351,-45.94508688654757,-37.74224490331262,-37.60678416721471,-37.11702026683658,-38.1286803895139,-44.36431355870326,-36.62421513182615,-36.85541970739244,-35.39820163988539,-42.69139823837441,-48.14533761541836,-35.22004824265979,-36.05768481521994,-40.26335980543693,-38.22122765434695,-36.68822564864185,-39.8851449228775,-35.92588221696495,-47.33711355000809,-39.08019965983603,-35.6635919416324,-35.72990569030661,-36.48062797784638,-37.82535105410673,-36.49400935584641,-35.15233685491259,-36.49425635129274,-36.48025270211849,-36.48701311044169,-36.50047920964587,-36.46712600033352,-36.19774529463277,-36.47103244332139,-36.36734205124635,-38.76290241142608,-48.50851674582572,-69.2613848114748,-36.01204257471591,-63.64934899789282,-35.19676339696068,-63.80605455919795,-35.62734339061527,-35.91166911816631,-63.8634749862862,-63.88890915957687,-39.82670283229442,-63.88453708917677,-63.87963501197817,-63.90775235279775,-63.8585133898608,-36.62489739458794,-48.93506587266363,-63.89356545864417,-63.84316518162979,-63.8749300232889,-35.11175634422806,-63.90551188207316,-63.8567148301315,-63.84298985430505,-63.89564637015813,-36.33608799281209,-48.75320312015688,-36.62721732478408,-63.87686579614044,-38.96076191892239,-35.79556236612202,-63.87615814668749,-36.41573761536963,-35.5172329639589,-39.1555267107371,-35.58892050493797,-36.02392303894882,-35.72603676583346,-35.15271246410155,-36.32293402454861,-35.90403907912423,-35.52608045606878,-37.14944718709074,-39.60183695539925,-35.95290294383694,-38.56979971118692,-48.93449442692675,-35.11252611313764,-35.38563892012263,-36.87303335441732,-37.69097342318878,-41.02060110035674,-36.44538808628628,-36.93883612607134,-35.37740093621684,-39.309094429334,-36.06023398040497,-35.54316884885719,-35.73274106642819,-35.94651434518298,-43.94154833333329,-40.76792402168036,-35.03133101563557,-35.81065877344816,-35.66162086682326,-37.05670084604081,-37.06880642687475,-37.06309941913499,-41.83568632650979,-35.45189171440256,-35.24120297027231,-49.16831059122928,-36.56234313813534,-36.69857349963936,-34.98625112512223,-35.76212882375621,-36.4123995730741,-36.4351434794762,-36.42002629443375,-36.41623992439136,-36.42985842301606,-36.42162767321467,-35.97501430517225,-35.02585171687792,-35.04086988207598,-35.98157464228574,-35.97335383907711,-35.96599970245236,-35.96155160867292,-35.0395589133873,-35.97783672667771,-35.95590223017341,-35.99232743688187,-35.96646599320238,-35.97077216910167,-35.02450558036527,-35.99557453512202,-35.02960961209838,-35.96012914190602,-35.97166866004679,-35.93408693207028,-35.97848431685717,-35.00626824664251,-35.98844986641365,-35.97535579092357,-35.9537091063402,-35.96628264066717,-49.29806443493768,-35.4616923663824,-40.33257082040694,-34.98525432211434,-35.75482087179522,-42.25228928955357,-39.3767517175978,-35.56693453071326,-35.57998328149304,-34.92880874963164,-34.92245461318402,-35.56975322659272,-34.92236703458023,-35.55824465353485,-34.92911296365955,-34.95949593875456,-40.66000827563244,-34.92425901927022,-36.70560146960363,-34.92632449986308,-34.92175502995261,-34.93191156796276,-34.94843754060057,-34.93515130471383,-34.91516115893916,-34.92356964778283,-34.92678585806151,-34.95927999999998,-34.90869222588653,-34.96818311080251,-34.93850227613312,-35.39074666878818,-34.90643936774369,-34.93253582376316,-34.94969945979903,-41.14407279754487,-34.94171322454518,-34.96016276282975,-34.94717453521986,-34.96814578622622,-35.0199593128697,-38.72925915739918,-34.90273220029123,-35.28904708881622,-34.96536989621935,-34.93689286443264,-34.94726801488615,-35.01310183664162,-35.30283048623591,-35.29647027475308,-35.30919337143878,-36.34744143794997,-35.8554051863047,-34.95614064036592,-34.94927690759572,-35.11060135845378,-35.28729336162534,-34.89668507612198,-34.91960501812913,-34.93969291304226,-34.96258552228458,-34.91436063351696,-35.30089611282629,-34.90640109180324,-34.95472052060538,-34.96777017074162,-35.02156520274489,-42.94675725045038,-34.99263498589972,-35.28541223175422,-34.92261378031095,-34.96843116770388,-34.94798611538553,-35.02285471479532,-34.94081108094704,-35.0086446921748,-34.91452470101473,-34.88924312207793,-34.91444512261203,-34.93257047950939,-34.98377219300251,-34.96852881487563,-35.01606242769088,-43.66046842190941,-34.88536770944652,-34.94029736310149,-34.93340657792895,-34.92518307064962,-34.95434954664746,-39.58027764245357,-34.91297827785457,-34.94209522073088,-34.98057731657254,-37.64423184729449,-34.9675474659449,-34.95562113123108,-34.88895784964082,-34.99089072273835,-34.8811190551037,-34.92290514512792,-34.9318119067526,-34.94106180669521,-34.96571220294503,-34.91817887457957,-34.91030677915222,-34.9498360410337,-37.27177644815795,-34.91751340125436,-34.89503465007818,-42.04957577845157,-34.9196281917781,-39.12347730047269,-34.92905467726003,-34.91104436610982,-34.88056546196501,-34.90716244552299,-34.91793558824197,-34.87837095007293,-34.87240571508942,-34.88709699445857,-34.9391774834689,-34.8939166784824,-34.9317565391327,-34.90021057469489,-34.91122884304107,-48.47981127603573,-34.94292149479424,-34.92292414352131,-34.8870623690696,-34.90871223716132,-34.87795808726709,-34.93092085358946,-34.92128641219445,-34.95866729749983,-34.90083430094547,-34.88656776767994,-34.90838268625028,-34.89447935380134,-34.93989378250662,-50.04148469510432,-34.94780773785038,-34.87941404386778,-34.89020331181777,-50.03564320241553,-34.93279549546298,-50.02664169842125,-34.90953105305368,-34.95646659380224,-34.89974689386329,-34.98312634853348,-34.88576252748388,-34.97601424748101,-50.03958081763671,-34.88101594035775,-34.91154831242201,-34.8948140468267,-34.93225700527596,-34.94812111839829,-34.92225390610513,-34.93867043910164,-34.90746648541784,-34.91822780516189,-34.95944257018895,-34.88125902771679,-35.00146633319281,-34.87098929763982,-50.02729558726762,-34.99174498652091,-34.90034564303465,-34.9813359242102,-34.92997598245863,-34.89018537923381,-34.85374002352241,-34.89935083225338,-34.90539168414753,-34.88634822935219,-34.95512509617279,-34.9913218941464,-34.91615282516,-34.91219827183728,-34.92283548701758,-34.97090707321031,-34.99137186542934,-34.85483288596921,-34.92925752375142,-35.00163447290659,-34.86432212619963,-34.88518667734331,-34.8761952782999,-35.6985165051966,-34.89341131584442,-35.02606350949234,-34.90397406310135,-34.98528580425732,-34.87023420187305,-34.88192810816669,-34.85263432892024,-36.0586790310908,-35.03490451113507,-35.01797768246905,-34.87464952801602,-34.93496049919001,-34.91268416240682,-34.85988396547388,-34.9263333708905,-35.29501287596602,-34.85252530501567,-34.88802442227059,-34.92439375162483,-34.84243280531435,-35.02978028711825,-35.21069703695403,-34.90095324038228,-35.04609785325622,-34.88956445139243,-34.85994604666572,-34.93415923897747,-34.91657513720029,-35.0390841617891,-34.89835512873548,-38.2893068453313,-34.84064226447355,-38.2950196716046,-34.90686140154443,-36.49640236867285,-34.9301142132641,-34.8631012673603,-34.85240536092095,-34.91963155503283,-49.8996710239818,-35.58197698050895,-34.88336025537478,-34.91791340535767,-35.00450164230363,-34.84207887526529,-34.84930541041316,-34.83982271371051,-34.83433393330795,-34.83988108028696,-34.84517018955053,-34.85114362023706,-34.852961330111,-34.87486906872709,-35.00979604606584,-36.20383348983874,-34.89273914127308,-36.20884466888371,-36.21487183987272,-35.38525575171721,-35.02163030439382,-34.89545662741138,-34.87024922837949,-36.21016023248055,-39.29645576111366,-34.83443160024954,-34.87869746907281,-34.89614002320111,-34.88569779728009,-34.86177700136967,-34.83187145295553,-34.85961449051528,-34.83286235577259,-34.92652843928566,-34.90877687808455,-34.90479611640087,-34.90352129078118,-36.07161879922118,-34.83775141992061,-45.21088308989325,-35.98913305346116,-34.90652700088505,-41.56501653036158,-34.83970546918739,-34.89989093482549,-35.178641709843,-37.93022417655467,-34.83347799953369,-40.08427106445938,-35.44809501145188,-34.90857291252316,-34.90459867211154,-38.75903891430712,-41.91030957747023,-35.59236197203573,-35.25896797811468,-35.25218617692646,-35.26392871085616,-34.90499218090908,-35.24648589012492,-35.23456051286603,-35.31142137571598,-35.75945003965524,-38.10231711047511,-50.04147561161541,-34.90745343677355,-39.0754994850554,-34.91532113051566,-37.79353934435569,-35.23636556057312,-35.58930670472524,-35.088852685543,-39.93695012111139,-43.13724312257374,-34.89754806412883,-40.26833732207707,-37.5602050743715,-48.57808559792473,-34.8332076302877,-35.60411555603403,-35.8834014481812,-35.22705300810346,-41.67869040245638,-37.98999119518355,-35.32730107134032,-38.18546713690376,-37.85002848930417,-36.14724947164046,-37.08341261588617,-35.51526769658776,-36.88087385765067,-35.10280339470675,-35.32130610028149,-49.06430152660563,-40.15244315280836,-43.95252058670906,-48.42301010954237,-72.6688805413531,-39.54302195250862,-37.31458241152749,-43.02652262908984,-35.22282840826383,-35.48780796387688,-37.53988021706025,-35.10230029118218,-37.46428191716004,-39.27296868456545,-34.88736792353335,-40.501362066517,-44.06322710967127,-34.99937528806026,-49.6976823541937,-38.50657896460069,-35.45050466581066,-35.70730669344224,-37.81849147996284,-39.11451825223131,-46.04310515312331,-37.6398493782455,-63.02030866362787,-35.31684951447656,-38.40753533783616,-36.67626659145202,-34.81292071837721,-38.98429194756268,-35.2428143293147,-34.91044769864678,-38.07050859891621,-35.11481294319677,-35.27303670858118,-50.01936422948497,-35.11521553577262,-36.81697584730843,-38.77213919129912,-37.50844353630657,-37.19177087274677,-37.4790844995268,-35.23853209938073,-35.89916123615082,-35.78539733655457,-39.04581684412134,-40.63667015643963,-47.46865088345743,-38.51421804158558,-50.0472359299627,-38.94493412071386,-39.30173021019368,-38.15173654384906,-35.60606784988985,-37.08906656945403,-35.92247453776104,-35.26037387251013,-35.90795349578872,-39.42351738935106,-35.8808650885552,-39.30709581025017,-35.92196026902124,-35.89949595561608,-35.91161978828012,-39.14556286279263,-39.32764545617939,-37.41807066724696,-39.43156600757292,-39.32111684210174,-35.92138620283298,-35.92787825311108,-40.84802329456374,-39.3467381631205,-35.87894074837357,-39.4079221545496,-35.89435058750892,-44.55511245657041,-39.39557541823201,-35.90222547065862,-39.29489863519409,-39.3161218179422,-39.41011281948698,-39.41929140957831,-35.92526143528737,-39.34579489138102,-39.39807407938012,-35.86967213102924,-39.31421354828775,-39.33035160569641,-39.37620035078957,-39.30084736198093,-35.91494335055712,-37.25336131178926,-48.23804783497878,-35.90369567780545,-36.63355991201459,-35.89009882278153,-44.55507182209266,-35.90964298203826,-35.8695518563697,-39.29957343860941,-39.32078834229533,-39.30961254620596,-34.85040001298635,-35.88307818102055,-35.92392155667366,-35.87446841449939,-48.20287963367669,-39.31553684194381,-34.83758852635818,-48.2325150283776,-48.21000716924815,-34.8515923684975,-48.21847062944978,-37.92494830350167,-39.31943287260665,-34.86584064713501,-40.14111802108165,-48.22419733491657,-48.19871468334504,-34.84485323379034,-48.22455913346658,-48.20907457718583,-48.20766259906818,-48.19281853504756,-39.73609068016859,-48.2146592701718,-34.88416383582483,-34.84126792894231,-48.20520223687425,-34.86234971649559,-41.7653746080134,-34.8824502871452,-34.86962640923647,-34.82740270680344,-34.89100023526752,-34.88022549951503,-34.8411614867884,-34.85714249642045,-38.778493096718,-48.20188144663083,-34.89992097629158,-34.87702715528325,-34.84174769722079,-34.85586576199042,-34.83025744485956,-34.87027191821797,-34.79934670652506,-35.34996167963895,-34.83678433724945,-34.90131246072438,-34.85094054318572,-34.89100218795032,-34.87745850294996,-34.96633132065475,-41.04434498937297,-34.839610885538,-35.9613676216698,-34.82435746915817,-34.88807375937794,-34.90992072452691,-34.92364097257227,-34.87731842655412,-34.98123045014621,-34.84673622404171,-34.82306329159496,-34.91319055478633,-34.93410254612131,-34.89191526643526,-34.86318753464468,-34.92120676471458,-34.85344888878188,-34.83506947508538,-34.87730441650946,-34.8463912001436,-43.88973827656407,-34.88496427074941,-34.83585310724698,-34.82739106390502,-34.83975464877231,-34.85561616256579,-34.84760827230731,-34.87652141835621,-34.86535122865849,-34.84217114589354,-34.86849724705008,-34.83445236077787,-34.85373840811953,-34.86456324348825,-49.93739450691954,-39.67537189924241,-34.8432558404423,-55.40306116634601,-35.23149849004836,-45.13612710992875,-35.95922466090243,-40.61536457587766,-34.83618299866859,-41.46986633554552,-49.92163593911829,-41.40974279350775,-41.44580574024877,-40.05641516159247,-36.05967093459546,-41.47201097349792,-36.73224870449251,-40.37356961584002,-41.45044447914891,-34.842415611792,-35.76440866320551,-36.36348348927906,-35.31672312371052,-35.92421174107332,-37.27400786026725,-34.84209820098668,-35.63219332049747,-39.28804882710206,-48.39619994953276,-37.28415466077647,-37.28781399148343,-37.27599844516001,-35.85930389793509,-37.94425549810239,-37.28441464713791,-37.27514818099525,-42.1265255109234,-34.91892875733826,-39.73929945318621,-41.1348528014581,-36.71347392610991,-35.70250563207212,-35.79513566840519,-35.54543763599661,-41.32224741079484,-38.96589415697687,-34.86493362652926,-37.0967778204333,-37.72535299232366,-38.55894250887899,-39.87139727860519,-36.91745620306244,-41.47791545632816,-36.3549300851197,-35.4909215116945,-35.12688719306731,-40.61348849916642,-35.76039334973399,-37.19881332377273,-35.07673804443287,-43.58669258623527,-39.29859640215861,-38.71890820584663,-43.0113338295531,-51.08162715259289,-43.03311802808541,-35.49712702239184,-43.01649873460373,-39.98814021289837,-43.00993782191511,-36.73588506155609,-43.02309333518363,-36.99130513228417,-38.22699621123989,-37.79582970815996,-38.23358691572064,-43.01072930155525,-38.22600556744839,-35.65754162316954,-36.46760149073344,-38.22402381938998,-38.99100741638856,-51.15678991508582,-35.63143101928754,-36.05636685098978,-35.26602567205188,-37.20194350410655,-35.53696266024417,-51.98099745058943,-36.66057082946716,-41.70839353165396,-38.09634112809656,-39.06183259002377,-44.08440457193341,-37.62309129188835,-37.91558188547208,-36.77417649588248,-40.13887446818398,-38.59734519989374,-47.44423872630269,-36.59251248151928,-37.8057202178639,-42.25046262070475,-39.4962740611351,-39.87353306485165,-35.74328389891573,-49.87279459345434,-39.52434466095016,-38.41206511274139,-36.34468987915423,-43.70151250882856,-37.45186210632904,-35.28736471075277,-36.15177292637892,-35.43279930371511,-44.19121651894596,-35.94618002002062,-47.05431224645511,-38.18007764745476,-37.09359388877888,-41.93335362072891,-36.20590796891664,-48.86798780270706,-36.87879880847374,-46.18858062799542,-36.64033552933068,-35.21941217608294,-43.98796802182228,-48.53295969111909,-35.70858530196544,-38.0139672601229,-41.73849735000888,-36.45164106545577,-38.86025558900954,-35.59786898939086,-37.34972885146611,-37.82544344679265,-39.29935852740186,-39.28864104418745,-48.0732415223337,-39.30504781053752,-39.29189215047046,-37.72157249134656,-37.4999982744409,-47.39386538658319,-40.15613983579525,-47.43089957828529,-35.71115049051256,-38.28506234932829,-35.07722442106139,-35.48054643351865,-38.16257764200831,-35.20896179362485,-38.44126594152204,-36.51875263208773,-38.91514533294594,-38.91497112899601,-42.853531041069,-39.19200029464084,-41.42054931437485,-35.05831771890231,-42.68949824048394,-36.02104583129707,-57.75944387571974,-36.68257322080736,-37.8967171224426,-38.49626229332373,-40.69680934350448,-47.30453123787694,-38.29146050711088,-43.77918230870625,-37.84142954570843,-37.76818300221504,-39.87786568296309,-36.81401045099459,-35.47527893062379,-38.20667004551809,-35.91378340816983,-37.63941588510907,-36.46851727046746,-39.44897848740864,-37.91213084551946,-38.12419122933705,-37.51443645815574,-42.73612428602748,-49.90637044692308,-49.90637044692308,-35.33557117352618,-35.24639670394863,-35.43237540007776,-38.46068961238022,-37.02191739064735,-38.34898110650219,-44.24723556894166,-37.98828381697318,-37.40712414032613,-40.29321156760679,-35.86954004625603,-37.94409032227119,-38.35939366402634,-36.41243181692128,-36.07515887916436,-35.16746130589208,-35.28541609820104,-37.94872633290196,-35.27004208937367,-35.25024113081047,-35.26394722656686,-35.219361727338,-35.27548993308556,-35.28013424566755,-35.2616298253866,-38.63736600115672,-35.7628806397415,-42.63402816965759,-35.20824131593825,-35.20384948972186,-35.2491882582101,-35.18057365082821,-35.17693590893308,-39.25783253964072,-35.19819461228769,-35.21376995744588,-46.70246440691378,-35.20414083013931,-35.18385752324734,-35.22867421536271,-35.20098681984582,-35.21027287773821,-35.19603096786484,-35.23933298255136,-35.3510243299243,-35.2082284443252,-35.21756570209818,-35.25313114105833,-35.24208155145853,-35.20377476820843,-37.99304778263783,-35.69296348454284,-35.21901832648959,-42.6280274290776,-35.21889025300884,-35.21448217333384,-35.26121340451021,-35.55283096899593,-35.20843158489451,-35.23567921382871,-35.23916705935673,-35.22120711888331,-44.2252126588554,-35.20508926971087,-46.14561949359221,-35.23783930941303,-35.22696997242396,-38.31250474551004,-35.22011226834218,-35.22988162565379,-35.19973384190568,-35.2167447954388,-36.8862373339404,-35.20669212601261,-35.22360169972219,-35.22957673063081,-35.2120391998891,-35.23589300661402,-35.20151979253924,-35.19241840644558,-37.5585688334814,-38.06065263299912,-37.96391463750967,-35.20673154531877,-35.22561748594978,-35.20015898583558,-35.30055977487189,-35.27114327609677,-35.28010726441113,-35.19955227281623,-35.25943921165087,-35.2697446194876,-35.2585456030627,-35.24513004720402,-35.25412781257779,-35.25893319528012,-35.27238650725424,-35.2769420364894,-35.25079971523115,-35.22386647162744,-35.24746629248232,-35.2433396370339,-39.62878554290035,-35.25913733032603,-35.24575071822909,-35.23659271771213,-39.01774920946377,-44.15547422094826,-35.25221706771276,-35.26613618011208,-35.28177933289336,-43.09391386530676,-39.19451500469474,-36.60327364407801,-37.79745260951044,-48.12128374688021,-37.25999196066567,-35.42298981325486,-47.64917313667066,-39.3747408815969,-44.38091613660304,-37.70055965400177,-36.91480507328552,-48.72407731874157,-35.81768496285475,-40.77414915894402,-47.47591736210575,-47.48297989847753,-43.20350956019264,-47.48297046080537,-38.26737385532684,-47.47512556361588,-47.46142831695123,-47.47687213887897,-47.48207354222857,-47.47664374197941,-47.47666734253774,-45.24672365808475,-41.32302819869242,-47.22083130578991,-47.88830548742561,-39.7144967300376,-38.46247635948483,-37.5244993463871,-47.4051889210353,-47.80934643175413,-42.64681246377987,-40.30955064934924,-49.13068889186578,-49.11748101556149,-49.12499133553474,-48.54211501094385,-42.67665841607712,-36.12544395225942,-49.09177628895931,-49.10450303092855,-49.13426495123223,-49.09882683279987,-36.83630689504175,-44.23392915467154,-48.21111239878048,-41.5509639057129,-38.91961635134182,-36.75812276543539,-44.49150526122288,-36.71854071809491,-38.12931202446786,-37.33623578092242,-37.36244189761052,-37.32602554324669,-37.30160843827498,-37.35011527597812,-39.29377385907465,-37.33984428255541,-37.35074674477013,-42.73949852150957,-42.76101871348982,-37.36342775205033,-37.33704247600095,-37.3471605289818,-40.6676722014273,-42.78503322704989,-37.34617049247141,-37.35897958599092,-47.78618987724099,-37.33502300560519,-38.10503994263532,-42.78348079730441,-44.2998806578677,-37.36227132923577,-42.75521718182859,-42.78599602678601,-42.7747825176998,-49.35635317288519,-42.78842201380179,-42.78859517340184,-35.66167849937901,-42.78618804075075,-47.3855129108041,-39.73129665419832,-42.79242704853795,-42.83551625306462,-42.79007174746956,-42.76188842282077,-42.71972351069029,-36.32302709972073,-36.63185605079769,-42.75174538789214,-42.75251526407548,-42.80757474795396,-42.80683260695493,-42.7377001200054,-42.79309254426713,-42.74568866244864,-42.7527932873658,-42.79601008906641,-42.82426512776563,-42.75820984360813,-42.83765899185829,-42.79142067143932,-36.2418210711995,-38.37505895208918,-42.79390070964977,-42.80492192780676,-42.83593499463682,-42.73464592265512,-42.75220307022262,-42.77169356558627,-42.81075169349788,-42.78072768859218,-37.61646139949968,-48.41881401577945,-42.77628486780122,-42.77378145336343,-42.81811359801628,-42.81328546467564,-42.75571878777736,-37.98542915658496,-42.76099315146683,-42.78958969816073,-42.76626751515631,-42.77736642277121,-42.78868774913422,-42.76512915334239,-42.79241767203695,-42.72151482809359,-36.05112829734299,-42.82717994444403,-42.75587241100623,-42.77528556187549,-42.74643270027003,-42.78024958917585,-42.81479234612184,-42.81184513658432,-42.75524684877431,-42.82998396712416,-48.59968051294414,-42.76588289713877,-42.77021252517036,-42.81886435110847,-42.81310659819682,-42.45957464672137,-42.73470549923184,-44.43795301877852,-42.78159843711653,-42.78044856201266,-42.83546958068997,-42.80462766773361,-39.0176815916028,-44.6994777972306,-39.02293431182328,-38.63460467283003,-39.01849584612181,-39.00861629885187,-39.0077181937364,-37.12783949027907,-47.48449633404995,-40.53798304931322,-37.97382628884966,-49.07880708174833,-40.7625212685025,-46.00677976876072,-43.35336581900541,-44.88337792727722,-43.35529172651559,-43.34503479959538,-43.34752639015425,-43.35321321702619,-43.35704046482046,-39.56462337909636,-37.78121419340653,-43.35598293034556,-42.16987422607917,-40.06645684418037,-48.07266296650157,-42.5762116481657,-44.94242988623388,-37.96176139959635,-44.32668695525109,-40.5573026886814,-37.37412081339168,-37.83091907935628,-42.86238155580789,-44.59883125646943,-37.76420388407891,-45.12939734093834,-38.9208509076592,-40.71363226856552,-46.85549096141207,-38.59237493596233,-38.90132461090233,-43.8915996078408,-37.80570652889813,-49.11559572959484,-41.45392129985152,-39.04633611936836,-40.40359769631019,-40.90113462857332,-38.76904696367999,-41.59335864969289,-39.31437621228508,-40.15409036221202,-38.8785689916331,-40.71134544089484,-46.45803913868449,-38.49286517322658,-38.6417165334928,-47.568081009373,-45.2474191123861,-41.77808584685589,-55.9863459310792,-49.97543464497394,-43.01504612856668,-40.62503550778546,-42.29404262878172,-39.06652089566502,-39.20035054048346,-38.72918190103788,-44.78906394035817,-38.91830464970819,-44.44951278413494,-38.12315905366045,-40.42480973254835,-38.46376761942315,-40.76775144891887,-40.93872335908615,-40.58204225534575,-45.11597018322988,-38.24159314064651,-44.12654958605843,-38.48422485259107,-38.49423860908341,-63.14117324221792,-39.94746353873209,-40.86525394526346,-38.64285520147742,-44.93624756781053,-45.23737623167276,-38.30522161493666,-44.46584504982399,-45.67119000317452,-38.61406393043666,-40.6960043152521,-38.69394848431213,-38.52314840183595,-40.4753495714187,-39.43145217180362,-42.91442990191612,-41.70968743560447,-40.89326193606558,-40.38577720902622,-38.37643498546888,-38.59959005160545,-38.68238280341561,-40.74612755881526,-38.68444092511334,-38.60542420310129,-42.23397063735173,-45.17044471626072,-38.6191753025651,-38.63293110246262,-38.61874597947683,-38.4586571230597,-38.60676972682407,-38.59362068376482,-38.67236440318995,-38.60015676068473,-38.62664978449965,-38.60140637290832,-54.21756313417556,-38.58438425781571,-49.07671060370593,-38.59800404471724,-38.4986570963281,-38.61256990267,-40.91784488536948,-38.61214355015963,-38.51997906575146,-38.48368842917723,-38.61310413697873,-38.52731262414382,-38.48805812353368,-38.51490230684396,-38.51612072434251,-38.49168652747865,-38.52150199200992,-38.56771765735966,-38.55584054868152,-38.57258803069791,-38.49375747823093,-38.59078309448864,-38.5147991764593,-38.50077874000514,-38.47843508196411,-38.58578732122786,-38.46612915655687,-38.56940199999997,-49.67806307379722,-38.49170821816082,-38.57019222449179,-38.56203422487414,-38.58076489247345,-38.51764340087384,-38.57712076901421,-50.61876737410132,-38.58547446480213,-41.8317265701314,-38.58326575614418,-38.6189322151637,-38.47553746353831,-38.52400133929029,-38.60037695700047,-38.54395427220216,-38.4902548965702,-38.5210442436311,-40.26303084530192,-38.56434829786046,-38.53712134659461,-38.5663343163709,-38.50744107884229,-38.49320832483779,-38.43273458954873,-38.58118013571462,-39.27256514944034,-38.47037309875552,-38.60116971569578,-38.58317427821017,-38.5505885415002,-38.54158628595935,-38.49286750734524,-38.56794548118445,-38.46629844563202,-38.55325069658947,-38.61377777678904,-38.5087990705573,-38.59948885784046,-38.48632154122917,-38.65808525110107,-38.59448690071138,-38.58341922043972,-49.6726041939684,-38.57111339759412,-38.57090453034578,-49.56417145099628,-38.57945766530383,-38.6265652999156,-38.51393388850648,-38.61660414376919,-38.48878791400841,-38.55673949671674,-38.60951599999996,-38.58527826668291,-38.47636243437333,-38.65536409195577,-38.54172724751307,-38.64864314964521,-38.51333606396413,-38.60771128571425,-49.67434878716088,-49.67587690467607,-38.61046888315293,-49.66832812111421,-38.49010352325345,-38.53983925058218,-38.58118403018607,-38.58312218025204,-38.62342942744764,-38.57535409222699,-40.8161516375969,-38.56817645033785,-38.59746011935958,-38.61845111659876,-38.59354843430508,-38.55001447190252,-38.53113202228663,-38.61396135053457,-38.54512901740256,-38.52840268202227,-38.56274555103636,-38.55274495981473,-38.51260153804934,-38.57928912971604,-38.58083209750232,-38.47240235396532,-47.49974577648617,-38.68453352858256,-38.51008818579933,-38.47011035011742,-38.55147347834274,-38.5040410642394,-45.26018199694684,-38.48418839463074,-38.58849560465392,-38.52761765665849,-38.52907629579364,-38.52390517081265,-38.56014613240963,-43.36051089473439,-38.46312042275629,-38.54926920161433,-38.64465838237318,-38.50425666874524,-38.60979229377179,-38.49601932811424,-38.53569562181469,-38.55651371405268,-38.50270088014193,-38.45945400549569,-39.78688653998331,-38.57822980769699,-38.57869554704982,-38.53121161503804,-38.48260091771711,-38.50102268221038,-38.516716250629,-38.51053386926288,-38.56963160405948,-38.53658822650762,-38.6989070348178,-38.55340216349371,-38.49983399462251,-38.5359847735911,-38.59444875910396,-38.47271326697475,-38.64882333885073,-38.65922549216721,-38.55705475100283,-38.66270705437661,-38.468889,-38.55781991283569,-40.99160875038255,-38.49344824821249,-38.58004324762984,-45.8639974185921,-38.55253848851631,-38.59027002271371,-38.60436072809454,-38.51591994035029,-38.53557053558634,-38.54331265563174,-38.60070289127106,-53.73974164226498,-38.59928475757381,-38.5725806892878,-38.58981060046094,-42.55389066321159,-38.56474718094037,-38.47048474307843,-38.58420438779798,-38.64655928038609,-38.55233560027123,-38.60325782760378,-38.57881694854117,-38.57046446224275,-38.56741382834188,-38.57944917893163,-40.33639357426177,-40.314408430997,-38.66338721612401,-40.34057120902246,-40.36798760307688,-38.59609621727184,-40.36319089053384,-40.36857462708944,-40.38603776829211,-38.90375806751054,-40.35138697227929,-39.58357917958479,-40.35221099605633,-40.36402965886259,-40.33462632837747,-42.75322989761315,-40.36271854178773,-39.24010230667919,-40.35017315059802,-45.38371993068824,-45.36816453880809,-38.6837553960604,-38.79813222013788,-45.37997306071832,-38.69540472725284,-45.37064073246889,-44.37799275723666,-44.55683603279019,-43.11499263335438,-39.50804077887797,-45.34936569933024,-38.97122147447192,-39.43614668673904,-39.93850253170076,-40.66259663868692,-44.58210331397584,-41.09700654834835,-40.46178684697543,-43.91826140002698,-45.60876343075263,-40.34841900899414,-42.17803105987927,-39.57289793990247,-39.58093372474767,-45.24770532027483,-42.58617862223904,-44.88048988234321,-41.55482822863676,-42.36997799720294,-40.20423070012124,-44.77844191510273,-52.89069878763988,-39.14963243036915,-39.0353693374114,-41.89405656910353,-42.2053222182116,-44.36667194900004,-39.83000034505478,-42.42234201458312,-43.52926992421663,-45.01488892761193,-40.58027403996299,-52.53943255841229,-45.65490543154854,-39.26798567961338,-40.1072066202293,-52.22192154028102,-52.22673605545973,-45.00172534047586,-43.40309650083348,-52.21394603392211,-52.2239391479931,-52.19492732679862,-52.21765295723387,-52.20684791300875,-41.86941496618606,-60.00815014999799,-44.32087849388594,-60.0054613649678,-58.43168683049284,-60.0192251345151,-40.84321613776741,-60.02483322452473,-60.01649237784937,-59.99664021932086,-60.00547649998491,-40.15414598800406,-60.02499960797718,-60.0332521009571,-59.99689340156598,-59.96494548362762,-60.03633478911141,-59.98712443497585,-59.97374390406242,-60.00414999270041,-60.01248862032436,-60.03431145970383,-60.06110451585891,-59.98879585317361,-60.00813543094551,-60.03350947986767,-60.02055283108904,-60.05881016657311,-59.99997763267154,-59.92157474999999,-59.95542952412666,-60.03744327382933,-59.9716835697008,-60.01131887618023,-60.05046383694713,-60.0569026831439,-60.02800274756472,-60.00195277435232,-60.08166537799496,-59.95642763625398,-59.94522281570346,-60.05194313862177,-60.05898192929597,-59.95096777510815,-60.04231423904054,-60.00599868437107,-40.17141803983905,-58.0768881156006,-59.9663216275799,-60.03153543802427,-59.93388495782494,-59.96836341380826,-41.2425001741348,-59.99196432780857,-59.95161330405084,-59.97625499485036,-60.00930472209296,-60.04093169728269,-47.37187848719616,-60.03660522632765,-47.35837753808218,-47.3572106078406,-47.34985101585513,-60.00489478301169,-44.81225037296473,-45.66542619168681,-44.24954417196223,-48.94519285295624,-41.76768127643681,-39.90751859461361,-41.75578530178979,-41.74410526006423,-44.06273521723484,-41.745495323432,-41.74086251995257,-41.7609701882889,-41.77880306772577,-40.19592023640867,-41.76026168096084,-40.84632530300269,-41.77704114243992,-41.75608821613265,-44.88256672533718,-40.11078207183493,-41.65264223116962,-44.6729340840804,-40.47832447728354,-41.81217651338669,-45.70419740771682,-44.05948689662217,-42.27715030648385,-42.83179515539183,-44.83355009905116,-47.63510776159873,-54.63846808173611,-43.48355587727134,-51.93613824679016,-49.12518472623518,-49.50640761955974,-44.85721804208877,-44.20646757274454,-44.25704728007262,-44.2306262323107,-44.25023697864612,-44.23262619204471,-44.23565389857163,-44.26265956475948,-35.15902752271931,-44.24989706887715,-44.24444512415847,-44.25387095357603,-44.31757643372493,-44.23157538437341,-44.13900201110609,-44.21513808264353,-44.26507242922075,-44.26464443772448,-44.24980846608693,-44.25038382926302,-44.23602052858281,-44.29813625530704,-44.22412465032394,-44.21380457096853,-44.26389155388745,-44.2627223941623,-45.77524383321276,-44.23499277150638,-44.21189180386153,-44.28104049619776,-44.28354731006603,-44.22287013476913,-44.27827694331229,-44.2653349211647,-44.22518421687788,-44.2156764320689,-44.28934964019304,-44.23733928870707,-44.2921267421155,-44.29853154585453,-44.25081030754342,-44.2387750045889,-44.2791675634286,-44.16157841476527,-44.23562193158322,-44.29195362425256,-45.08620291497239,-44.25927261548608,-44.2419450921371,-44.2414893659331,-44.25641785460161,-44.22818772442186,-44.29813469229892,-44.23434294925938,-44.23168396750532,-44.29231416668532,-44.24816336596761,-44.22708376038022,-44.26102004950506,-44.29776053434183,-54.71443025522461,-54.70810424151944,-44.78726254955132,-54.70748339095887,-54.7379714854954,-54.72344252755156,-54.70527720910986,-54.72992362073071,-54.71228650484827,-48.14534568284274,-44.45394150447368,-45.82428533682955,-46.95885788805854,-49.49773502092509,-45.8585536457848,-45.29676049300429,-46.1677816777443,-56.08520031207944,-47.55795963271966,-44.61132294153788,-44.78517994707008,-45.9576785250743,-47.55615617414922,-49.85879971902692,-44.53586993015966,-54.07097385279389,-47.94471701983809,-48.95971097277464,-47.05027201377651,-48.76695377709679,-44.8703003618969,-49.79649724588802,-46.29198664293781,-47.06706007654771,-45.14182897643022,-48.88106537387817,-50.47971983783625,-49.55046882975536,-46.01075156612798,-47.48467203035956,-48.76153758325515,-47.11441508631301,-48.62740618997888,-45.73064413627023,-48.4890623958907,-48.47439347655286,-48.49281848506049,-48.47898058815777,-48.49752980963692,-48.48391855451563,-48.50096498242361,-48.46334038058247,-48.46376681925936,-48.47213210313394,-48.47938144871037,-48.48775805668637,-48.49759000287807,-48.45933986259771,-48.47542034972687,-48.49023011768201,-48.48261939084828,-48.4956613147825,-48.48446990449775,-48.46247940645652,-48.48705731093516,-48.45544744997613,-48.46638644803263,-48.46977258818888,-48.48400822665942,-48.44937625266324,-48.4728741656552,-48.46411642706418,-48.46566331387353,-48.4487294959505,-48.47527554861891,-48.47078706693683,-48.45754701841616,-48.45669851907329,-48.44465670206495,-48.45178393446656,-48.48585458089554,-48.47693927895785,-48.46784294278389,-48.41140384238624,-48.40910367226116,-48.40085962451576,-48.43178666031934,-48.4155685112378,-48.38695563031493,-48.46563687354235,-48.37342724162104,-48.4189487717972,-48.44261507748959,-48.33763710174524,-48.38423467401917,-48.40466179883654,-48.39522558095571,-48.41415064143284,-47.30778009289229,-48.44930824239869,-48.39092888914455,-48.40232827826421,-48.43855017689895,-48.46602787996992,-48.4783450815187,-48.4561431827177,-48.39245051533584,-48.41861087136959,-48.38459211884309,-48.39273384174923,-48.25553277806337,-47.57277641596492,-48.44587645737921,-48.40148710765368,-48.45887632890194,-48.40574143859755,-48.45942989583415,-48.44230780317317,-48.45553890730204,-48.45363792263058,-48.47228603185361,-48.4392976047107,-48.48315851352102,-48.04698260876136,-47.93645513104023,-48.15659943117272,-48.47023116379513,-47.93207077840323,-47.89825256590644,-47.91375640973846,-48.45858962519623,-47.93783992064554,-48.47619588223951,-47.92708937518956,-48.46128414597987,-48.28934576325983,-46.02104434904004,-46.13899904732771,-47.17770836608918,-47.38893559148273,-48.47096642696663,-48.12760886089131,-47.61973920741049,-46.90300475031508,-46.7684589300373,-46.63185977164168,-52.42107094316748,-48.13587257715793,-47.18353446170787,-47.85352354840546,-52.6153135483813,-51.15910937294821,-51.16346318528125,-51.17278446947668,-51.17420055617658,-51.08418358862895,-51.08290726940967,-51.07016443149133,-51.06788438751214,-51.06310281589391,-51.09521360011873,-51.05369032315201,-51.06155039105695,-51.04707618506419,-51.0587558984405,-51.40952110882353,-60.73469954703079,-60.68535501889281,-60.67829724669432,-60.71347119636717,-60.70100721694693,-60.75414688037524,-60.6706976914915,-60.73542506403538,-60.68798179447912,-60.72275024284943,-60.66578495780252,-60.67342240309229,-60.71295216728358,-70.31520024946744,-60.66071328808694,-59.83322248785685,-51.8339584163456,-40.31588401638651,-23.58393907519433,-27.69808676596982,-8.723762147513938],\"marker\":{\"color\":[4,12,8,3,1,1,2,4,3,4,5,4,6,2,3,4,1,6,12,25,12,23,1,7,3,1,26,1,7,4,1,2,24,11,7,6,4,18,8,13,10,1,3,2,4,1,1,4,19,2,6,1,1,5,4,1,1,11,14,1,1,6,7,3,27,6,2,1,4,2,1,1,10,3,10,8,1,1,9,1,2,12,3,5,6,2,8,5,1,1,4,22,5,4,12,6,1,1,1,5,3,1,5,1,1,2,6,9,26,1,7,4,19,1,1,1,1,9,16,11,1,28,6,2,2,16,6,15,14,2,30,5,4,3,13,2,16,8,4,3,4,15,3,4,5,5,2,11,2,13,6,1,11,8,1,11,18,2,11,5,12,7,2,14,10,1,4,2,14,15,13,18,6,5,7,7,12,24,15,19,14,10,3,2,7,2,5,7,5,29,15,27,3,17,6,2,19,5,6,15,20,5,1,53,5,27,1,31,4,18,2,19,13,1,12,15,1,6,1,6,4,9,10,10,8,3,18,11,7,14,7,11,13,1,5,20,7,13,1,18,12,1,3,7,7,9,3,11,3,11,25,10,5,19,18,2,15,5,10,12,2,7,2,3,7,2,2,5,11,3,8,12,5,2,7,16,6,7,14,5,8,11,13,2,8,4,5,5,4,8,1,10,2,3,2,6,1,3,3,8,3,3,2,7,11,2,6,1,1,1,1,11,5,14,2,5,6,4,5,1,8,18,7,26,4,3,2,5,2,2,4,1,1,5,6,3,6,4,10,1,15,7,34,3,1,10,3,6,2,5,2,1,3,8,1,5,3,4,1,16,2,17,6,1,2,12,1,4,3,2,1,3,3,1,7,4,6,7,11,9,2,2,2,9,10,1,6,2,3,2,2,2,6,2,3,3,8,21,1,3,4,2,15,1,4,14,3,1,3,5,2,4,2,1,7,1,2,4,38,3,3,1,3,6,3,2,4,19,3,9,4,12,9,4,4,3,1,3,12,5,15,2,13,2,6,6,3,9,7,10,1,8,37,5,1,22,7,31,19,4,3,4,3,6,18,2,2,6,35,4,2,1,6,3,7,4,2,4,2,1,2,1,2,1,8,3,3,3,15,9,1,2,1,2,1,1,1,1,13,4,1,12,2,2,2,24,1,13,2,1,1,3,11,17,2,5,3,17,1,1,2,5,2,3,1,2,2,1,1,3,6,15,3,1,3,5,12,6,1,1,1,3,2,2,26,1,1,6,14,5,1,6,1,1,5,2,2,2,1,2,3,8,8,3,1,1,29,1,8,2,17,2,1,3,16,1,2,1,7,1,2,19,2,2,1,1,1,9,1,11,10,1,5,2,8,1,2,1,2,2,1,10,4,3,11,2,26,1,1,3,2,7,4,2,5,5,7,4,8,14,4,2,21,6,8,4,28,1,1,3,7,1,1,9,3,1,3,5,6,5,3,3,15,2,2,1,2,4,1,3,9,5,3,5,1,4,4,9,1,3,4,3,1,1,1,1,12,1,2,4,1,4,1,1,1,4,9,2,3,6,3,3,18,4,3,4,3,1,3,3,2,4,18,3,3,3,5,1,2,1,2,15,1,2,2,1,12,4,6,1,2,21,9,4,3,10,7,9,11,6,5,3,14,6,5,2,3,1,3,1,14,3,2,6,2,3,5,1,11,5,2,3,1,1,19,1,4,4,3,1,1,7,2,1,3,1,10,3,2,4,1,20,1,2,1,4,19,2,9,11,13,1,7,6,20,5,4,15,1,2,8,50,2,2,3,8,1,1,3,6,5,19,2,17,23,10,6,1,9,3,5,20,2,1,1,5,40,6,13,2,2,2,6,4,5,7,5,1,2,6,30,1,1,13,4,1,1,3,2,2,7,2,3,4,1,2,1,1,1,1,3,1,9,1,4,9,2,1,20,2,9,1,2,3,1,1,2,3,2,1,1,6,1,5,1,1,1,1,5,2,5,2,15,5,1,8,1,1,1,1,1,7,1,1,1,7,3,5,2,2,4,9,7,6,9,10,7,4,1,6,10,3,2,1,1,1,4,1,6,3,12,4,2,1,1,8,8,6,1,1,2,2,11,5,3,22,5,5,14,2,2,2,1,1,3,1,3,5,9,10,10,2,2,3,24,4,1,6,5,4,12,29,2,3,9,7,3,10,1,1,11,1,1,17,9,16,16,21,16,1,17,1,9,26,23,27,16,22,5,5,35,1,29,3,10,8,38,3,1,7,1,7,2,19,25,2,19,3,2,1,16,6,1,3,12,7,15,3,3,11,2,6,1,13,3,5,2,1,1,1,4,13,2,6,2,2,2,11,10,40,1,1,16,1,1,5,10,14,1,1,2,1,14,1,1,1,1,2,3,1,2,2,14,4,10,1,3,1,3,2,1,4,20,6,1,10,3,2,4,3,1,1,4,2,4,1,27,1,2,4,14,5,5,6,1,5,4,6,13,2,4,2,3,2,1,1,2,4,1,9,2,26,11,3,1,1,5,9,1,2,15,1,6,1,3,12,13,2,9,11,7,42,9,2,1,32,8,11,2,2,5,7,5,6,1,11,7,5,3,3,5,6,1,3,3,13,1,6,1,6,2,1,2,8,13,3,9,1,5,4,44,1,6,11,1,6,61,6,1,5,12,1,1,9,1,4,9,4,1,3,4,4,2,2,3,2,2,1,7,1,4,1,6,4,2,9,18,3,4,7,3,9,13,3,5,18,7,14,3,5,12,1,4,10,10,9,3,5,2,4,5,1,1,1,5,14,3,10,2,15,4,3,15,7,5,5,1,8,1,4,2,2,28,6,3,2,9,3,4,1,2,1,1,5,2,11,3,9,1,8,4,16,3,1,4,1,1,3,2,1,1,15,4,2,6,2,2,24,4,1,1,9,3,9,1,1,1,2,39,8,4,1,2,1,15,1,3,1,1,5,2,2,3,1,13,1,4,12,6,10,6,18,1,6,13,1,8,7,1,1,4,1,4,4,1,4,4,5,3,11,9,8,7,1,4,2,7,3,9,2,1,2,4,8,2,2,8,1,1,12,12,5,4,6,4,15,18,3,17,1,4,10,14,7,13,7,4,13,11,10,2,1,1,5,3,1,13,2,1,6,9,16,9,14,1,15,7,1,4,1,1,8,3,1,4,6,1,22,7,23,2,1,1,1,4,6,1,1,1,4,3,1,27,3,3,5,4,7,1,25,5,1,4,15,21,9,13,5,2,4,6,3,2,5,1,3,1,11,1,6,4,8,1,5,1,9,6,3,2,15,4,2,10,1,2,25,4,1,1,6,14,25,1,5,4,2,1,7,4,2,1,3,3,8,1,7,1,9,5,8,1,6,6,10,3,1,8,1,8,7,4,1,3,5,2,5,1,1,2,4,8,6,4,3,5,4,2,1,5,11,6,4,6,1,2,7,10,5,7,4,6,12,8,10,9,9,3,15,5,1,1,2,4,9,6,5,4,10,7,2,10,4,8,5,2,9,4,16,9,8,13,16,9,6,3,11,1,16,1,11,2,21,1,16,2,16,5,3,1,1,5,4,3,9,16,7,8,10,10,1,7,22,14,14,5,1,14,5,7,7,11,3,6,14,3,3,8,3,7,6,11,6,8,5,22,5,9,4,20,17,12,6,7,8,6,3,8,9,8,29,6,1,29,12,8,7,7,14,7,1,13,3,1,1,1,3,3,1,6,41,2,5,1,4,3,8,3,1,10,9,38,3,7,11,17,9,14,4,18,14,9,21,33,10,5,1,36,13,5,3,10,2,11,19,1,32,6,9,11,9,3,2,12,6,5,5,3,9,21,29,9,17,4,6,1,3,6,2,2,7,3,3,16,14,18,1,7,9,2,6,1,12,6,14,2,2,1,9,5,6,5,9,9,6,4,10,1,14,2,2,2,4,17,1,6,10,4,3,2,13,5,2,16,7,4,3,3,2,1,4,5,5,1,18,4,3,13,11,4,3,3,1,1,5,4,1,9,3,1,8,1,3,2,9,5,2,4,2,2,1,1,2,9,1,1,21,5,1,6,2,1,7,7,4,2,2,1,6,5,6,7,2,5,4,1,3,5,4,6,4,2,4,5,1,3,7,15,7,7,7,4,3,14,7,11,4,3,2,3,1,2,2,2,8,2,2,7,14,2,5,10,6,5,14,6,21,1,16,3,13,1,4,5,6,2,5,1,1,1,1,9,3,1,3,6,2,3,3,9,3,1,1,1,3,1,3,3,3,3,4,3,1,10,14,16,7,11,15,1,5,3,14,3,1,5,2,1,3,3,1,2,10,1,2,2,2,4,1,1,2,28,7,6,3,5,4,4,6,44,1,4,2,2,3,2,1,12,4,4,5,4,4,1,3,1,2,4,4,1,1,9,2,8,1,42,1,6,10,2,8,5,17,1,7,1,1,3,8,1,2,3,11,72,2,3,2,9,3,2,5,39,26,1,1,7,5,2,1,2,4,3,3,6,2,12,2,11,8,4,20,9,12,1,11,2,36,3,3,1,4,1,17,8,3,2,46,3,1,4,1,3,1,42,1,31,22,3,2,3,11,2,7,9,3,9,9,2,8,22,3,8,2,1,1,1,4,2,18,5,1,78,19,5,14,3,2,7,1,36,9,14,6,2,8,4,2,39,3,5,46,36,4,48,21,3,29,41,1,4,70,5,2,5,1,39,10,4,12,8,20,6,49,8,1,3,69,2,4,42,1,1,10,4,5,9,5,5,4,9,5,20,8,2,6,1,3,15,17,3,3,2,3,8,5,4,1,13,10,3,3,6,4,1,2,2,4,2,1,10,1,5,3,1,2,2,2,16,12,2,1,3,7,2,12,3,4,3,2,9,5,45,1,13,2,5,1,3,1,46,43,3,10,6,3,12,1,4,4,2,2,7,2,3,10,6,1,1,7,2,6,9,7,2,1,3,1,2,3,2,5,3,1,3,1,1,4,1,7,4,4,5,8,5,7,2,2,1,1,5,10,2,6,1,16,3,6,9,1,4,2,9,1,13,3,3,3,4,1,7,4,4,6,8,15,7,3,24,4,1,3,2,9,8,8,23,11,4,3,3,12,10,2,2,11,2,2,39,17,1,6,3,14,11,3,20,8,7,2,2,4,3,6,2,2,4,7,1,4,4,9,8,18,5,1,11,3,15,3,19,1,2,23,2,5,10,2,4,16,26,22,15,2,10,4,9,5,3,1,3,9,3,2,4,7,3,7,14,12,6,2,4,2,7,3,7,1,10,3,22,13,19,12,19,9,1,3,8,8,1,3,9,2,3,5,7,1,25,6,13,4,2,1,2,4,1,14,12,1,17,26,6,1,2,9,1,2,13,35,1,1,6,11,5,5,2,3,2,32,18,15,10,6,8,2,2,3,4,1,3,4,1,2,10,3,8,11,9,5,1,2,4,13,1,13,20,1,10,4,3,7,2,2,14,14,10,1,13,1,6,1,5,1,16,3,1,2,14,5,22,10,5,10,4,2,7,1,2,1,3,2,22,39,1,5,3,5,1,6,6,10,6,5,1,3,4,9,17,9,18,16,8,5,2,8,4,30,18,4,18,3,1,2,7,2,8,1,3,7,8,4,8,2,5,9,7,2,3,2,6,4,4,17,3,4,4,1,3,27,3,23,13,3,4,6,11,22,5,1,2,9,3,6,1,3,1,4,19,3,17,11,5,11,4,7,6,3,1,10,17,2,3,6,4,2,2,7,13,11,4,2,6,4,3,2,6,1,5,3,2,15,18,5,8,1,1,16,3,2,1,6,5,4,4,3,11,1,3,24,10,1,3,4,1,9,1,6,5,1,19,9,3,11,2,5,23,13,2,14,7,2,8,5,3,2,2,2,4,4,1,1,4,2,4,6,1,8,1,1,2,12,8,5,12,7,1,26,1,2,5,13,1,2,4,6,24,4,1,19,51,5,4,10,1,7,3,6,5,1,21,2,4,1,3,4,6,6,3,3,4,4,1,1,5,9,3,5,1,3,3,2,7,4,7,1,2,1,11,5,3,10,6,7,10,31,2,4,5,4,5,1,2,3,8,8,17,6,4,4,1,2,5,5,4,16,18,1,3,2,3,3,2,17,1,6,3,4,7,3,1,2,4,7,10,5,1,25,1,7,5,10,1,1,17,3,1,4,1,5,2,5,2,5,1,1,1,29,13,5,22,1,4,7,2,11,14,3,2,6,3,2,4,16,2,1,13,4,5,2,1,3,5,1,3,2,3,4,1,3,7,1,4,6,22,9,5,1,3,11,5,16,2,3,1,1,2,2,3,2,20,8,2,6,4,4,4,2,5,4,6,2,8,1,7,8,6,1,12,19,1,8,3,6,6,4,5,1,1,4,8,2,8,9,18,3,35,2,10,2,6,1,7,11,5,12,30,4,6,4,1,1,15,4,9,17,10,12,4,4,5,7,4,4,1,4,6,22,12,1,5,5,1,1,1,2,7,1,14,2,3,2,14,9,10,2,7,2,2,1,26,11,2,2,4,3,1,1,7,9,4,2,10,1,11,6,7,1,3,1,15,2,4,29,10,1,3,6,4,2,24,7,7,5,8,2,2,1,17,3,6,5,7,7,7,1,5,7,24,4,12,9,11,7,5,1,8,2,2,5,2,14,8,25,3,27,5,3,2,2,4,1,5,3,6,1,9,4,5,4,1,1,2,6,4,17,26,8,3,2,1,2,14,1,10,1,4,2,2,16,2,7,2,2,1,1,9,2,3,10,6,5,7,1,9,9,4,3,1,17,1,2,1,10,8,1,1,1,5,5,1,5,1,5,4,3,1,5,17,14,13,11,4,4,25,3,1,10,1,1,5,5,6,11,7,1,9,11,4,1,2,2,3,2,12,5,2,7,30,2,13,2,9,5,1,6,4,3,7,21,8,3,1,4,5,3,5,5,2,5,6,9,3,6,2,3,2,7,10,14,5,1,7,1,8,1,20,13,3,11,1,6,3,18,15,1,7,9,6,3,20,8,3,19,8,37,4,1,1,7,1,10,5,17,4,6,6,11,11,1,4,1,3,8,11,11,16,10,10,3,3,4,5,14,1,1,1,41,3,1,13,21,9,6,2,4,4,26,1,1,9,17,23,4,4,6,1,4,10,8,6,6,3,8,3,1,2,3,27,1,3,3,2,1,3,25,5,2,5,7,4,1,3,4,12,15,7,6,9,5,1,38,1,9,20,5,10,5,7,3,11,7,4,15,1,5,1,21,1,3,2,1,6,10,7,4,4,7,3,1,11,4,1,4,5,1,10,1,31,9,10,7,2,1,1,17,7,3,4,9,2,1,5,3,3,8,3,1,21,2,4,1,3,5,4,4,1,2,1,4,4,8,6,7,1,1,16,7,2,1,1,2,2,3,1,9,10,5,7,11,19,5,6,6,11,10,2,14,2,5,3,8,5,2,8,6,3,5,5,11,4,12,13,6,4,8,2,10,4,7,3,4,35,6,10,4,1,13,4,8,3,1,1,3,1,1,5,7,2,18,16,14,2,4,2,6,1,4,4,15,8,5,3,3,6,3,4,5,7,1,2,9,1,7,14,4,5,7,3,30,13,5,11,7,4,2,4,12,1,4,4,7,1,16,2,7,9,5,1,4,2,8,8,3,11,2,1,1,17,12,2,3,32,1,21,15,2,2,1,1,5,3,11,9,1,3,1,4,5,1,1,1,4,14,9,2,6,1,2,16,8,2,10,2,5,10,1,3,2,4,3,13,2,7,8,13,1,6,6,16,4,4,1,7,4,11,11,2,7,1,4,1,21,1,5,2,1,9,6,13,1,9,1,7,1,1,7,2,6,3,7,12,6,3,4,2,3,2,7,2,2,2,6,4,3,3,4,9,3,17,2,4,7,9,4,1,1,5,1,7,1,8,18,4,1,5,2,1,3,1,5,2,3,14,1,7,2,19,6,12,2,13,6,1,2,2,3,2,2,14,17,6,1,4,9,5,9,1,5,2,1,4,3,7,1,1,3,4,4,3,1,4,4,22,2,14,5,2,3,1,3,12,3,1,1,11,4,7,7,1,6,1,10,8,1,2,5,3,16,1,10,3,5,4,1,3,18,2,3,7,6,2,6,8,6,16,11,2,6,8,1,4,4,1,6,2,1,5,3,3,3,4,8,6,1,1,1,10,3,8,5,4,1,1,3,5,2,6,1,2,5,1,3,2,8,3,2,7,10,3,17,15,1,5,2,18,2,9,1,4,1,1,1,1,2,2,6,8,3,1,3,12,4,8,18,6,6,1,6,3,1,1,4,7,19,1,4,2,2,8,3,1,14,4,1,2,13,3,2,1,8,19,4,8,1,10,3,1,2,10,6,3,2,6,3,5,7,1,6,1,3,7,6,3,15,3,4,2,4,1,3,10,3,1,3,7,12,6,5,19,9,1,11,2,18,6,5,2,4,3,4,7,9,2,1,6,3,9,5,13,12,1,2,4,4,2,8,6,20,12,6,2,4,2,6,1,8,5,2,5,17,1,4,1,5,7,8,1,3,3,7,1,2,1,3,4,6,11,1,2,8,20,1,10,2,5,5,9,5,1,1,8,1,1,5,3,3,3,3,3,2,5,8,3,1,1,2,5,3,13,6,9,11,1,17,4,2,5,12,2,19,2,1,10,1,3,2,2,11,1,2,2,4,3,15,7,5,6,1,9,9,7,9,6,6,9,1,3,10,2,1,2,12,5,3,29,2,3,2,3,2,5,4,9,10,4,2,3,6,4,2,9,6,7,1,12,2,1,7,2,22,3,1,2,7,1,13,4,12,1,1,4,6,2,3,1,16,5,2,2,4,6,5,3,5,5,6,1,3,2,1,5,15,2,16,5,4,1,5,1,2,2,5,7,6,3,4,4,11,5,16,6,1,17,2,5,6,2,3,4,6,1,6,1,8,4,3,10,1,1,3,7,2,17,5,9,2,25,11,2,7,4,9,7,16,6,11,4,3,4,11,7,1,1,10,14,3,2,1,6,8,1,3,5,5,1,7,7,4,9,10,2,4,3,7,8,1,11,2,3,12,4,1,20,2,8,8,10,2,4,3,2,8,5,7,3,3,6,6,11,6,1,2,10,5,3,9,4,3,26,3,3,10,3,3,4,12,2,1,13,13,2,2,7,2,5,2,18,5,3,1,11,9,4,8,11,8,2,8,17,14,6,2,5,21,7,1,11,4,4,13,6,10,13,4,3,1,7,2,13,3,12,14,5,9,20,16,6,4,4,26,21,5,1,2,5,7,11,4,17,2,2,12,3,10,3,7,6,8,3,7,9,3,9,1,1,5,1,9,7,5,3,12,3,6,2,12,4,1,4,2,1,5,2,19,6,4,7,9,2,17,1,1,1,3,12,7,9,7,5,2,3,1,1,1,2,2,2,3,4,3,9,12,3,1,6,1,3,1,1,14,1,2,3,10,6,32,3,8,2,4,1,4,2,22,26,4,6,6,7,7,2,11,9,15,2,7,3,18,7,4,2,15,6,7,2,13,27,6,7,4,10,4,6,3,5,4,1,4,2,22,11,7,12,22,1,2,3,1,1,8,6,4,1,5,8,5,1,15,1,12,1,3,4,3,9,5,11,4,11,3,5,7,9,4,7,5,20,3,2,7,4,4,32,14,6,2,1,4,2,4,6,1,1,2,6,4,6,8,6,4,8,8,24,3,7,10,3,5,29,1,1,5,3,2,6,3,2,4,1,6,1,6,6,2,2,7,3,2,1,4,5,2,1,10,1,7,12,2,7,6,1,7,3,3,4,8,5,7,1,2,3,2,5,11,3,7,3,4,2,2,4,1,2,9,2,8,1,5,3,1,3,13,5,5,4,3,7,5,8,7,4,23,5,1,1,1,11,5,4,3,1,9,4,3,9,2,1,4,14,7,7,3,12,10,10,3,12,1,3,1,2,2,24,2,1,4,2,2,7,4,3,4,1,6,5,2,10,2,9,3,2,3,3,7,7,4,7,11,2,4,6,2,4,9,6,9,5,7,12,6,1,11,2,4,2,14,3,7,6,6,4,2,18,2,17,4,3,1,10,1,3,3,6,6,2,13,1,3,3,1,5,1,10,8,3,3,2,12,2,1,1,1,21,1,1,1,1,9,5,5,9,4,1,2,5,3,1,2,8,1,2,8,1,6,3,5,1,1,11,16,16,4,1,2,2,2,14,1,3,5,3,3,12,11,5,10,4,8,5,1,3,13,11,1,1,6,2,3,3,7,5,1,12,6,1,2,2,3,12,18,1,1,2,6,4,2,3,10,13,8,6,11,6,3,4,3,10,22,5,3,3,3,6,5,9,3,15,3,11,16,5,2,1,5,6,7,1,7,5,1,9,6,3,3,4,13,4,1,2,2,3,4,3,2,2,20,6,1,2,16,1,7,6,6,2,6,7,1,5,3,18,5,22,4,5,4,1,1,5,5,3,2,2,11,8,6,3,8,15,2,9,6,20,16,1,6,2,1,2,1,2,2,9,32,2,9,2,1,7,4,2,14,17,3,3,14,2,7,4,23,10,6,3,5,4,5,11,10,3,1,29,3,2,22,12,2,17,1,1,3,2,10,8,6,22,2,1,12,8,24,7,2,3,7,4,1,4,3,9,2,8,3,14,18,4,5,2,6,7,6,3,4,9,7,1,3,12,2,1,7,1,2,3,5,15,3,5,13,12,8,1,8,6,9,3,10,7,2,4,11,2,2,6,18,4,1,7,6,21,1,3,5,6,4,16,1,1,2,2,4,10,2,5,2,2,4,19,5,8,11,15,5,3,5,3,4,17,4,2,3,10,4,7,15,1,16,2,8,1,4,11,14,4,6,6,3,6,3,2,3,12,5,11,4,4,10,8,6,5,10,18,3,5,4,2,5,4,6,2,2,3,4,5,4,8,2,6,17,9,3,3,4,9,5,2,10,3,7,7,9,9,3,8,7,5,10,5,12,2,1,2,5,3,6,6,6,3,15,9,4,22,5,2,5,8,4,2,7,4,9,16,7,3,1,4,6,1,6,4,3,1,4,7,24,3,5,7,13,3,1,2,3,1,2,3,3,14,13,19,5,2,7,2,1,5,4,9,1,7,7,3,3,3,6,5,4,4,7,8,1,1,1,3,3,3,2,5,2,8,8,1,6,4,3,2,2,2,2,8,3,6,2,1,1,2,2,1,1,11,1,4,2,1,10,1,3,13,3,4,19,2,3,7,6,5,14,4,1,3,4,23,9,2,3,3,1,5,5,8,2,3,1,7,17,2,11,5,3,6,9,5,3,4,1,3,3,5,9,5,1,2,3,6,17,5,6,5,4,23,1,3,6,2,1,2,1,5,3,1,13,7,3,2,3,5,15,2,1,2,19,1,10,1,8,2,2,3,2,22,3,7,4,3,3,2,1,6,3,4,15,6,2,6,3,8,4,8,12,14,2,6,13,8,1,5,2,1,2,3,1,1,1,1,1,13,1,20,20,2,9,11,13,3,15,1,6,2,2,1,9,7,3,1,9,12,2,4,3,3,1,2,4,8,1,29,1,2,3,2,7,2,1,10,4,2,1,1,7,1,1,3,1,1,1,4,1,12,2,5,1,1,5,2,2,1,1,5,1,8,2,4,12,17,13,2,7,9,2,13,3,2,3,1,5,2,14,1,1,1,7,2,1,8,20,3,10,1,4,14,11,9,3,5,6,7,1,14,3,6,9,4,10,3,2,1,5,2,7,2,5,3,1,8,8,2,6,1,1,13,4,2,3,1,3,1,4,1,6,7,3,2,1,4,2,2,1,7,15,1,3,2,10,2,4,4,13,1,1,1,1,10,3,3,3,1,13,4,8,1,2,3,2,6,2,5,2,2,3,1,3,8,2,14,2,7,5,5,3,1,18,1,4,4,3,6,12,1,1,8,4,11,31,2,2,13,14,1,3,1,6,3,17,9,5,3,3,1,1,1,7,8,3,5,1,12,3,12,1,15,3,3,11,1,2,4,6,11,7,10,3,19,12,13,8,9,4,7,9,4,8,10,5,3,8,3,6,17,5,11,2,5,2,9,1,14,1,2,6,13,15,4,5,6,3,5,11,4,5,2,13,3,3,1,7,17,4,5,3,4,4,12,12,2,2,5,1,3,7,4,2,4,1,2,5,2,7,14,1,6,3,1,3,6,3,2,1,32,3,1,9,10,10,10,11,3,4,6,4,7,13,5,1,1,3,5,14,2,2,6,43,5,8,6,3,8,7,3,13,8,1,3,1,7,6,2,5,4,1,3,6,1,1,6,1,9,4,1,5,10,1,4,1,8,3,7,3,2,12,2,4,2,34,3,4,1,9,1,2,5,1,2,9,2,18,12,6,6,16,12,5,6,2,6,17,4,3,10,1,10,3,6,8,6,12,2,5,4,4,6,12,4,4,2,8,4,1,4,4,10,6,4,2,2,4,3,6,2,1,3,18,3,4,1,2,1,5,1,5,6,7,9,4,5,5,7,3,3,4,8,3,11,1,1,2,3,7,3,1,5,4,7,1,1,5,8,3,4,1,12,13,4,6,8,7,1,14,5,4,3,1,4,7,3,1,4,2,3,13,4,3,2,2,4,16,4,6,3,9,2,7,13,5,2,9,11,8,4,8,2,5,8,3,7,9,5,3,4,6,4,3,2,3,4,16,5,1,5,6,4,3,10,3,4,5,4,2,1,3,1,12,4,3,3,5,5,1,1,6,3,4,8,2,5,6,8,2,5,4,5,5,7,5,17,4,1,8,3,6,2,2,2,6,2,3,8,1,3,1,27,2,8,1,6,1,7,3,1,14,4,3,5,1,5,2,6,1,6,9,2,4,1,2,3,5,2,3,3,3,5,5,3,2,2,6,2,22,1,2,11,5,4,1,3,3,10,4,1,2,2,2,4,1,6,2,2,2,6,3,5,1,5,1,1,3,10,1,4,4,2,1,4,1,3,8,2,6,3,11,2,2,2,8,2,11,15,2,15,5,3,2,1,3,12,8,1,6,8,5,10,2,12,3,4,4,1,1,3,16,1,3,2,2,12,5,3,5,4,13,2,10,3,1,2,5,1,5,8,1,3,4,2,28,2,4,1,14,2,1,1,1,3,6,3,2,3,1,3,8,3,2,9,5,8,2,20,4,3,2,5,6,6,3,1,2,5,3,2,2,1,1,2,4,8,1,3,1,15,5,5,1,6,4,1,4,4,3,14,14,2,1,3,3,2,1,2,10,12,7,7,7,8,1,21,5,1,3,2,1,3,4,1,1,10,2,5,3,8,5,11,4,2,1,2,3,4,7,11,2,2,1,5,5,16,7,2,2,1,3,5,1,2,11,5,2,2,5,3,18,2,2,2,6,8,6,3,1,7,7,2,4,2,5,1,2,29,11,5,2,4,1,3,9,4,1,1,7,1,6,1,11,7,2,7,8,2,1,8,12,6,1,1,6,3,9,7,3,12,7,15,14,15,1,12,5,10,5,6,4,68,1,2,1,3,3,7,5,4,4,8,3,1,2,8,1,4,6,6,4,8,1,8,11,1,5,2,7,3,8,5,7,6,9,16,4,7,2,11,3,5,21,5,13,2,8,1,3,1,6,5,9,4,8,5,1,3,16,5,4,11,7,5,1,17,13,8,6,21,1,1,5,13,2,8,12,4,11,6,1,3,2,13,6,12,17,3,20,3,1,1,5,1,7,7,2,18,8,3,14,3,10,8,7,1,4,3,27,11,13,2,2,3,3,1,23,3,16,9,6,6,6,10,3,1,9,10,7,10,11,11,3,8,6,8,15,10,4,11,1,15,20,9,2,8,8,2,3,2,2,9,2,1,10,1,8,1,2,4,1,4,3,3,4,1,12,18,3,10,15,2,2,3,38,4,7,1,3,8,11,5,21,6,3,5,16,2,19,13,1,1,11,3,4,2,3,5,20,5,1,6,6,15,11,1,3,6,10,3,14,8,5,12,10,3,1,9,6,18,1,6,7,5,1,3,1,9,1,2,1,3,1,16,4,2,1,4,2,4,6,10,10,5,14,1,20,11,1,5,11,3,13,1,4,1,1,4,5,2,1,1,4,2,5,1,1,13,5,1,2,2,16,5,18,1,5,6,6,11,4,1,13,6,2,11,5,5,7,15,2,3,4,2,14,9,7,6,8,1,4,5,3,13,6,5,30,1,6,4,74,8,5,6,3,1,3,2,3,3,4,6,1,2,3,2,3,5,5,1,1,8,2,7,1,1,2,4,2,26,6,26,1,5,1,7,5,2,1,2,1,13,1,1,13,3,31,10,6,1,3,10,7,1,4,9,2,1,3,2,1,3,6,1,2,3,2,13,6,1,3,17,3,14,2,6,7,5,2,3,9,1,1,3,1,2,2,11,6,2,2,1,2,4,1,4,4,1,6,1,14,7,1,45,1,7,3,2,1,3,1,2,5,3,4,6,2,7,8,2,4,17,3,3,4,2,3,3,3,1,2,7,1,10,4,15,12,1,1,3,4,4,7,5,2,1,2,1,1,1,1,1,9,12,2,14,1,9,14,9,3,9,2,3,1,4,1,1,11,6,2,4,4,17,2,4,7,17,1,3,10,32,10,8,42,24,1,6,6,26,18,1,1,23,12,36,9,14,3,9,1,17,10,43,19,5,13,31,21,17,30,14,4,16,1,4,1,3,5,27,12,3,43,31,22,8,1,1,23,16,22,5,3,15,7,9,27,3,3,14,10,20,38,37,37,16,8,7,12,24,22,1,2,18,18,13,9,87,35,6,14,16,12,20,27,1,13,8,13,7,15,76,42,7,21,6,4,4,4,8,13,10,1,2,11,16,1,2,3,12,2,2,9,7,14,11,5,21,4,11,1,47,3,20,1,11,1,6,13,5,9,7,1,9,8,1,7,10,4,8,4,5,18,35,13,8,17,3,5,17,1,2,15,5,16,2,5,1,1,6,6,3,1,1,10,35,4,42,1,1,3,9,16,2,6,6,2,1,10,1,9,1,19,11,10,1,14,4,1,1,2,3,1,4,3,5,7,8,4,1,10,20,1,7,5,17,1,9,4,6,12,19,2,9,5,10,6,5,16,12,4,10,16,5,8,17,13,26,35,15,7,6,5,6,12,15,1,66,9,7,5,13,2,9,1,3,4,12,1,131,1,5,10,4,1,25,27,3,18,3,34,8,2,8,5,6,3,1,8,1,2,3,17,12,16,1,84,7,2,10,18,26,1,113,1,15,8,31,7,27,1,5,1,5,1,11,3,4,7,12,4,1,10,7,1,35,1,5,21,1,10,19,27,24,25,43,35,20,1,8,34,21,11,4,1,8,10,18,6,22,5,31,17,15,4,9,1,52,20,17,13,19,40,5,36,8,12,1,38,8,1,21,13,27,11,10,11,1,5,1,99,2,6,18,9,24,28,12,1,11,19,1,10,51,1,14,1,22,26,34,21,4,15,7,6,28,24,45,1,23,32,3,1,8,5,8,4,3,20,18,1,7,11,22,3,8,23,56,29,15,20,43,12,2,1,1,22,39,9,2,5,3,1,13,3,11,45,2,1,8,25,12,20,18,2,27,2,26,3,12,6,32,5,3,2,36,12,46,4,2,19,9,54,36,1,8,11,12,35,1,61,55,8,15,1,1,14,10,32,21,48,43,9,8,26,44,1,44,8,30,8,4,9,47,5,1,7,26,17,2,65,11,1,4,3,31,4,3,4,16,41,29,48,27,13,39,41,1,41,10,2,10,5,8,59,21,4,2,6,18,254,4,1,21,39,1,3,14,6,23,1,7,7,4,9,69,72,17,13,8,28,1,5,7,15,3,22,14,6,14,25,15,12,49,9,43,5,24,13,6,6,6,7,40,23,69,42,38,10,18,46,6,8,2,5,1,16,2,5,3,1,44,3,4,23,20,13,3,6,6,27,1,19,19,21,5,13,8,3,1,13,21,38,5,9,10,7,7,9,4,1,7,3,9,2,1,18,49,8,16,10,17,1,8,34,1,15,3,15,25,1,1,27,2,20,28,1,30,17,2,104,2,3,20,1,8,7,6,12,1,14,1,16,21,6,11,6,9,8,66,18,36,13,16,11,5,6,20,18,5,3,1,13,16,1,24,21,17,2,15,13,2,52,1,2,30,15,33,3,5,9,11,9,24,1,4,5,6,53,35,8,4,3,23,2,2,5,4,18,17,5,10,16,19,30,1,1,1,8,15,28,12,4,7,5,22,61,5,12,10,7,1,11,26,3,7,6,10,6,7,16,8,30,9,13,1,15,15,7,9,9,1,16,1,30,7,16,2,1,5,9,10,10,4,1,8,13,27,9,5,13,4,18,33,9,49,4,18,1,20,1,4,11,21,8,3,9,12,11,4,9,4,8,11,25,11,4,16,7,10,8,112,4,2,11,10,8,4,4,29,9,3,24,10,2,9,16,7,4,2,5,2,5,7,1,5,1,24,2,1,6,12,4,1,3,6,10,7,9,10,6,22,8,10,1,24,2,1,4,72,15,4,9,6,41,1,10,20,8,3,14,9,5,3,8,4,5,6,7,8,2,2,1,17,1,4,5,7,16,14,1,4,9,3,15,1,18,1,4,2,1,6,7,3,8,70,4,1,9,16,10,3,36,1,13,27,7,10,11,3,6,1,12,1,2,28,5,6,10,4,23,8,6,6,24,2,3,4,23,8,1,17,8,10,9,21,7,1,2,1,2,4,4,5,9,17,4,7,10,8,22,1,6,5,24,14,1,8,4,12,7,1,9,1,18,2,5,4,35,6,6,2,3,1,12,30,2,6,2,1,21,18,7,2,2,11,4,11,7,1,31,8,3,5,1,19,3,5,18,16,10,13,16,3,40,6,5,21,7,39,11,2,12,13,4,2,5,1,10,7,4,2,5,5,12,2,8,19,7,2,3,29,5,5,31,21,21,7,15,1,4,5,11,1,4,29,9,5,4,3,3,3,1,1,17,1,4,3,7,3,2,16,33,6,3,8,7,7,12,4,7,8,3,6,2,3,15,20,2,4,2,36,2,2,14,2,3,6,6,7,1,4,2,13,3,2,10,3,25,15,15,2,5,3,9,1,9,6,1,2,1,9,7,1,2,5,1,6,28,4,11,1,3,2,9,3,4,2,1,2,1,3,5,4,17,4,6,2,10,2,2,10,3,5,5,5,3,5,27,3,10,8,12,9,15,5,4,3,6,2,4,4,1,6,8,1,1,4,10,1,3,1,3,2,8,6,4,6,2,2,4,2,7,4,6,1,25,40,12,4,4,11,5,26,6,3,5,6,13,4,1,12,8,11,8,5,1,2,2,33,3,10,1,4,3,11,1,4,29,7,1,9,4,15,12,1,2,13,3,9,14,13,27,2,13,1,2,1,1,6,1,18,3,2,4,26,8,1,2,16,9,3,3,4,3,1,6,11,4,9,12,10,8,9,6,3,9,6,1,6,3,3,9,13,12,7,3,19,3,28,3,5,2,1,4,9,3,9,18,6,8,3,9,19,34,19,22,6,2,8,1,4,6,1,8,2,3,4,1,1,23,1,26,1,4,2,31,1,1,6,2,12,1,3,2,4,1,2,14,10,3,7,5,2,1,1,7,1,3,5,6,11,3,9,30,1,3,6,1,1,5,2,4,13,9,15,26,5,27,7,5,4,19,4,6,2,1,6,1,5,6,1,2,17,3,5,8,1,1,1,8,15,3,28,14,9,5,2,5,1,3,17,26,1,2,20,2,5,9,3,1,34,1,2,7,1,1,1,6,6,9,4,4,9,3,9,2,7,4,1,3,1,1,3,2,2,1,6,2,1,1,57,4,1,1,4,7,1,6,3,1,4,2,1,1,5,2,1,7,4,21,2,1,4,1,4,7,2,1,2,7,3,1,2,3,9,2,3,6,10,2,3,6,1,3,25,14,4,2,1,1,1,2,5,5,3,1,2,5,2,7,1,6,10,3,3,3,5,1,2,1,17,4,2,1,4,9,9,9,6,4,8,2,9,4,2,4,3,31,1,3,3,4,6,1,5,7,1,2,1,23,4,4,1,15,1,1,2,1,1,4,2,15,11,8,35,13,4,2,20,9,9,13,1,19,2,11,9,24,10,18,3,2,8,4,4,1,17,4,1,7,10,6,3,6,23,1,2,7,1,13,1,6,4,1,1,40,40,1,1,2,6,4,20,2,8,3,4,2,1,2,7,16,1,4,7,28,4,1,2,1,4,15,12,3,10,2,1,15,5,9,1,2,6,6,6,2,14,6,9,17,5,8,6,8,10,6,3,12,12,1,11,1,5,8,2,12,4,2,10,8,4,3,33,9,7,6,2,12,16,14,5,4,7,9,3,2,3,12,2,8,1,8,13,10,13,13,3,3,9,9,10,33,17,1,5,13,8,4,6,1,22,3,6,8,8,3,8,11,1,1,11,2,1,3,6,6,12,8,26,19,2,1,15,5,3,3,8,22,17,2,7,22,4,7,6,15,1,1,10,2,5,6,1,5,6,1,16,19,4,6,5,5,9,6,7,12,1,7,5,2,4,2,4,3,3,4,1,28,11,1,3,2,8,3,1,1,2,3,4,6,5,6,8,13,16,10,6,12,14,1,8,7,14,1,10,5,3,2,1,19,2,8,6,5,3,6,12,9,9,19,12,34,4,23,16,1,18,1,9,3,8,4,4,3,8,20,1,3,14,1,1,9,29,15,34,14,2,4,3,12,16,11,13,8,5,26,30,3,1,7,8,2,4,9,15,11,1,2,4,8,16,2,10,10,2,6,17,12,4,3,4,21,6,11,1,17,1,11,9,11,3,2,4,5,1,5,1,9,6,9,1,6,16,3,2,2,6,11,20,17,9,5,1,1,1,2,7,15,1,18,8,9,18,4,21,11,12,6,13,4,1,12,7,2,4,1,2,5,7,11,5,5,8,1,6,2,7,15,1,2,8,4,4,7,3,8,4,1,5,3,3,7,4,2,9,3,1,5,6,1,6,10,7,3,7,4,13,3,1,2,7,7,4,5,1,5,1,13,1,16,2,4,11,9,2,10,3,32,1,12,1,16,11,13,9,5,7,9,5,2,5,2,6,4,2,2,6,7,2,1,3,6,14,1,11,12,34,1,27,3,3,7,9,1,6,1,4,7,14,6,2,6,48,1,7,9,2,2,10,4,20,2,6,1,1,2,1,1,1,1,2,3,2,5,12,10,9,10,10,4,11,4,4,1,3,1,2,6,8,3,1,1,4,5,27,5,8,7,1,6,1,7,6,7,7,1,2,12,3,18,4,5,14,2,4,1,19,3,3,1,5,25,3,3,12,6,1,1,6,17,14,18,4,1,3,3,1,8,9,1,1,1,5,2,3,4,8,1,11,2,1,4,2,7,1,6,1,4,16,2,1,8,11,3,1,30,6,1,5,1,4,2,3,5,4,8,1,8,2,2,11,5,5,2,3,4,1,17,3,1,1,8,12,2,2,1,1,12,2,4,2,1,2,7,8,3,15,11,4,8,3,9,2,5,9,1,6,4,1,7,20,5,7,3,13,24,3,5,16,12,36,17,15,2,5,12,14,11,3,3,1,5,22,12,13,7,16,11,4,4,1,7,14,1,1,3,2,10,16,4,14,1,15,8,10,24,13,16,11,1,8,7,1,4,1,1,4,11,1,8,1,1,3,6,10,6,10,1,2,12,3,1,12,5,5,4,15,1,5,13,1,5,6,5,3,1,2,1,2,22,28,12,1,25,9,4,1,2,5,1,1,1,5,4,2,12,7,7,1,2,1,14,9,8,8,6,16,9,1,13,7,1,1,2,4,1,1,11,7,2,1,15,5,1,27,31,10,13,60,17,7,4,6,13,8,10,8,23,14,14,3,6,23,14,15,22,3,4,18,17,5,1,10,3,2,30,6,6,5,34,13,28,13,13,7,28,22,1,36,6,10,13,6,12,7,6,4,12,9,1,6,11,8,8,3,8,4,5,13,20,2,15,6,10,2,2,3,8,2,12,2,3,11,6,5,7,1,5,3,4,11,3,1,16,18,1,39,4,14,5,3,1,34,1,21,16,2,1,7,3,29,15,6,2,7,7,1,1,8,9,23,9,12,1,2,13,4,8,8,4,10,2,22,1,1,3,28,1,1,12,2,1,3,1,8,1,42,3,8,6,5,6,1,3,6,2,5,4,5,5,3,13,7,29,1,10,12,6,2,14,30,13,2,2,1,1,17,10,3,2,6,3,14,1,2,2,5,1,6,3,3,1,27,3,11,6,3,1,4,9,3,4,11,1,3,14,1,6,1,2,2,4,7,3,3,21,3,6,5,2,1,5,2,2,1,6,2,1,13,3,11,1,4,17,6,2,2,17,2,11,33,6,1,1,6,7,6,8,2,8,4,19,8,7,14,5,1,3,2,10,6,1,6,2,1,2,5,2,23,1,5,2,1,2,10,7,1,1,2,1,31,15,4,2,9,1,1,8,27,2,1,8,1,4,9,2,2,5,11,6,6,8,1,30,10,14,3,18,5,15,3,16,4,3,4,5,78,15,3,4,9,1,5,5,9,7,5,1,9,25,8,13,1,10,8,11,11,10,1,2,4,4,11,31,8,9,2,1,16,1,8,8,13,1,3,5,10,43,6,11,40,7,1,2,4,12,21,8,7,1,11,16,15,19,5,25,2,5,2,4,2,14,31,9,1,11,8,18,5,6,3,1,12,1,4,16,15,1,25,3,13,2,6,1,2,2,2,3,1,4,1,6,3,8,7,10,4,21,5,12,5,10,16,6,1,8,20,8,7,4,6,10,17,12,5,11,22,13,12,4,6,4,3,8,4,1,5,2,1,2,5,1,4,12,2,1,1,6,7,3,6,33,2,2,2,3,7,1,5,2,8,4,4,1,2,1,12,5,5,8,7,10,2,2,1,6,1,1,3,3,9,1,1,9,3,12,6,2,8,13,4,4,1,16,1,12,3,13,4,1,4,6,4,4,1,3,9,17,16,1,1,2,1,9,1,1,1,8,7,2,12,4,3,4,9,11,4,13,3,1,12,9,4,1,4,1,1,3,4,6,5,6,3,33,2,5,2,4,19,14,2,6,4,1,4,21,21,25,1,2,8,1,3,1,18,10,1,6,6,7,1,1,1,4,8,2,11,2,3,11,3,2,16,5,1,2,3,2,9,2,7,3,3,11,4,2,7,17,6,11,5,19,7,9,5,3,2,16,5,2,1,5,2,26,4,9,29,9,9,5,18,1,5,1,17,5,1,3,5,12,11,4,2,1,3,8,2,6,11,3,5,5,4,2,6,8,7,5,2,1,1,2,6,10,3,4,3,3,1,4,3,2,3,6,6,14,1,13,15,8,9,1,6,2,1,3,1,2,17,1,80,1,1,5,36,5,1,11,24,3,5,9,2,8,24,1,3,27,8,6,3,2,1,3,21,3,7,3,5,1,10,3,1,4,3,3,2,1,1,2,11,6,1,2,7,4,12,1,1,1,5,69,1,6,1,18,1,1,18,6,2,5,2,6,2,18,1,1,6,1,1,2,11,2,5,1,13,1,17,3,31,6,5,14,1,2,15,3,6,22,3,42,1,6,2,1,1,1,1,6,5,9,19,2,5,11,18,4,3,14,20,2,4,1,1,2,7,38,2,1,6,1,3,4,3,30,1,1,8,1,5,1,3,1,12,2,16,4,4,9,1,2,3,5,2,14,4,4,5,3,2,6,1,6,2,11,12,8,6,2,4,2,12,31,3,3,2,3,2,32,2,11,3,18,7,3,1,4,1,1,4,5,4,2,4,1,3,4,2,2,13,3,9,1,2,2,7,2,1,2,9,1,17,4,1,7,12,5,3,4,3,24,3,5,1,12,1,1,5,3,2,1,5,13,3,1,2,9,6,1,5,2,3,37,1,4,1,14,1,1,1,2,54,3,2,10,5,9,2,2,8,3,32,69,2,1,1,8,1,1,4,2,9,5,2,1,1,16,9,3,8,1,4,3,9,1,4,10,2,3,5,10,16,1,2,4,10,8,2,97,2,1,3,8,15,8,1,14,2,10,15,1,1,6,4,6,3,1,28,9,9,1,34,5,2,1,6,5,5,1,6,2,2,3,23,2,5,2,1,7,2,7,2,1,1,9,1,4,9,4,50,1,15,12,4,8,10,3,17,5,4,3,4,24,2,2,41,52,1,10,1,7,6,3,7,2,13,9,2,12,2,3,14,1,5,51,5,2,28,64,6,1,1,14,3,1,1,2,4,24,5,8,15,5,32,23,19,2,2,17,12,1,2,23,5,1,13,5,26,2,1,3,13,3,4,26,1,4,5,9,3,4,1,4,3,3,1,80,29,26,14,2,5,7,22,9,1,7,7,11,2,2,1,1,11,3,1,1,2,8,6,7,2,13,40,11,5,1,1,14,9,11,3,2,1,1,8,2,4,7,1,2,18,1,1,8,5,14,7,3,24,9,2,1,4,9,7,1,10,8,1,2,18,1,4,7,1,3,2,12,1,4,2,4,15,11,9,6,6,1,1,2,6,2,1,1,4,2,8,3,5,7,8,11,2,3,11,9,15,15,3,21,8,3,3,1,2,23,3,1,7,18,4,3,1,49,10,3,1,6,3,3,18,18,52,17,11,7,5,19,2,5,8,2,5,2,22,2,16,19,4,1,22,2,11,1,1,16,7,21,1,4,4,1,12,8,1,10,4,11,2,7,35,20,5,47,43,32,13,5,4,8,5,5,1,9,11,6,20,22,1,16,13,3,6,15,11,45,39,16,10,41,8,18,1,7,4,7,5,1,14,58,1,1,61,11,30,15,9,6,5,7,4,7,1,1,35,47,7,1,32,7,35,45,15,2,1,6,1,50,19,22,11,1,8,1,13,3,3,13,4,3,1,7,12,1,23,15,9,26,26,8,2,5,22,9,9,8,14,1,6,11,1,13,14,18,32,5,1,2,29,14,11,4,5,9,4,10,29,7,10,2,9,9,2,31,14,19,1,13,1,2,1,4,3,23,1,24,3,3,6,16,1,9,40,9,4,25,7,2,10,7,3,1,18,7,2,9,1,15,24,1,2,46,3,49,18,18,3,11,14,4,14,12,20,13,2,10,6,13,13,2,7,6,5,1,3,23,4,1,39,11,6,1,8,11,6,4,20,1,3,2,4,8,1,4,14,3,16,9,1,1,9,8,3,6,1,14,8,1,14,4,2,10,14,11,2,4,15,1,10,1,18,12,6,1,18,13,1,18,8,14,8,1,9,2,20,6,6,2,1,5,1,1,4,3,10,32,6,7,2,8,1,2,4,3,3,15,2,8,8,5,6,1,1,3,10,3,5,8,7,2,2,7,2,1,5,7,8,7,6,7,1,8,50,4,1,2,3,5,8,5,14,1,3,1,2,5,6,4,3,10,2,2,3,3,3,1,1,5,5,3,1,5,2,9,4,1,4,15,4,1,1,5,2,1,3,4,1,5,1,4,6,12,9,1,7,1,1,4,1,5,4,8,5,3,4,15,7,2,8,7,6,1,1,38,8,6,5,7,1,4,4,1,1,40,5,14,5,1,3,3,2,3,8,1,1,5,21,1,13,3,2,5,10,1,1,55,3,1,61,1,1,1,3,40,2,16,1,12,24,15,10,8,12,1,1,8,7,2,2,9,23,1,1,3,14,6,6,10,2,5,1,2,8,3,3,4,8,4,8,14,12,24,1,10,41,2,1,1,90,6,37,68,1,35,14,3,4,1,1,2,7,1,8,4,1,1,11,2,15,10,1,7,6,1,1,2,1,2,6,8,1,4,1,2,2,9,2,10,2,20,8,2,10,8,3,4,9,4,2,1,2,2,5,2,1,1,3,11,2,1,1,8,1,5,4,14,1,12,1,7,1,1,1,5,1,1,1,3,2,2,1,1,4,1,12,2,1,13,2,4,4,1,2,3,1,2,3,1,1,1,3,16,7,5,2,3,1,2,2,1,10,23,3,4,2,1,6,1,16,2,2,26,26,1,12,9,10,2,15,3,66,27,7,84,13,1,3,1,1,7,10,3,23,35,6,2,1,2,7,16,4,7,4,7,4,1,5,17,2,2,30,3,16,1,5,2,4,1,14,1,3,3,2,1,2,6,14,5,1,11,7,18,40,8,1,6,3,22,2,6,3,2,4,3,3,14,2,4,3,1,17,3,11,5,3,1,5,3,22,7,5,6,6,2,13,2,1,3,2,13,27,9,1,1,3,15,18,14,8,1,5,6,4,4,1,11,6,1,2,1,11,1,2,3,1,1,2,22,2,3,2,4,3,1,1,14,5,3,2,2,1,6,1,5,1,8,1,1,8,5,3,1,1,7,2,8,10,2,1,1,4,2,1,3,1,5,1,2,1,27,1,2,1,3,2,7,12,1,2,1,5,1,8,1,1,1,1,4,1,1,2,4,4,1,1,7,1,6,1,4,3,1,1,1,1,7,2,1,2,5,10,3,5,4,2,16,2,4,1,2,10,4,18,2,11,8,4,6,10,1,4,7,1,16,12,24,1,7,24,4,3,6,9,1,4,3,15,5,7,7,3,1,9,5,4,2,2,2,36,12,2,16,12,3,1,19,1,2,2,2,3,11,2,1,21,1,2,6,9,1,1,3,2,3,1,1,2,4,3,1,6,1,1,7,1,6,8,1,1,40,4,5,7,5,2,2,11,10,8,1,1,1,1,2,2,2,59,4,1,2,6,1,1,3,12,2,1,5,1,2,1,1,11,6,1,3,1,1,1,1,7,1,4,1,4,2,1,2,1,1,9,1,2,3,2,2,6,1,4,1,4,2,4,1,3,3,2,1,2,3,1,2,1,2,1,1,5,1,1,1,2,1,2,2,8,3,7,2,3,1,2,3,3,1,2,25,1,4,11,4,8,1,3,8,1,3,4,1,37,2,3,4,2,7,2,2,4,1,1,2,2,3,1,1,1,10,49,1,4,68,3,1,8,3,1,4,5,8,9,22,14,2,6,5,2,1,8,2,8,10,2,1,6,2,2,2,10,3,2,15,1,19,1,1,4,12,10,6,8,8,2,6,5,3,4,1,15,3,3,1,2,7,7,3,1,6,1,5,5,2,1,2,2,4,5,1,3,3,4,3,4,2,4,1,1,3,5,1,3,1,3,5,1,1,1,4,11,3,1,9,4,1,1,2,1,2,2,5,1,3,1,1,1,4,8,1,7,4,1,2,1,2,3,3,1,3,6,2,3,1,2,2,5,2,14,3,3,9,1,1,2,2,4,2,1,5,2,1,3,1,1,1,7,3,3,2,2,7,2,4,2,9,3,2,3,3,2,3,3,3,4,1,2,1,3,2,3,3,7,1,2,3,3,1,6,2,6,2,5,3,2,6,1,1,7,3,8,7,4,1,2,3,2,4,1,1,10,14,4,8,5,2,2,1,3,1,1,4,9,1,2,1,14,1,3,2,35,7,1,9,1,1,2,1,3,2,3,14,2,4,3,4,1,5,4,53,2,15,7,2,1,1,2,1,1,5,2,2,2,3,1,2,2,12,1,1,1,3,9,1,1,4,1,1,4,2,2,3,3,6,1,1,5,2,1,3,2,1,1,1,5,3,1,1,2,5,1,2,2,1,1,1,1,1,1,2,6,1,8,2,1,1,3,1,1,4,3,14,21,2,5,1,1,2,1,1,5,1,2,1,6,5,2,13,1,4,2,25,1,6,5,8,2,2,2,3,1,4,5,3,1,2,4,7,6,1,9,1,8,4,1,5,3,3,2,6,2,2,2,1,2,4,5,2,9,12,3,2,3,1,8,1,3,2,3,4,1,1,8,6,2,1,5,4,2,5,3,2,7,5,3,2,5,1,5,7,4,1,1,6,5,7,2,2,3,3,3,2,1,2,1,2,2,10,2,9,3,2,24,1,2,4,3,2,4,1,1,4,3,1,4,1,3,8,1,1,1,5,5,1,4,1,1,4,5,7,2,2,3,1,2,2,1,3,10,5,1,4,1,3,5,46,2,3,9,3,10,1,13,7,15,1,7,8,6,8,14,4,4,7,1,3,18,2,1,7,10,14,9,13,2,4,4,2,20,1,4,17,26,7,1,3,4,24,10,2,4,4,10,2,8,14,1,3,1,2,5,2,4,4,19,6,4,2,1,6,4,4,1,14,1,2,12,2,17,1,1,1,1,1,2,1,2,2,6,1,3,5,2,1,3,6,22,6,14,2,20,3,1,1,1,11,2,3,4,1,6,3,6,1,3,13,18,2,5,3,1,8,1,11,3,2,3,2,7,12,4,4,4,14,10,4,2,2,6,1,1,10,3,3,1,18,1,2,4,37,3,9,1,1,8,12,6,5,1,6,13,13,1,1,1,2,2,18,2,4,7,4,4,1,3,9,2,3,2,1,5,2,5,3,1,1,2,6,25,1,3,1,1,2,4,3,3,3,7,2,1,3,2,6,7,1,5,7,7,3,4,1,6,1,3,2,5,5,2,3,1,5,1,6,1,4,5,1,2,1,2,2,1,1,9,2,2,2,6,1,1,7,4,7,2,4,3,3,3,4,3,6,7,2,1,4,1,1,4,2,3,5,2,5,3,1,4,2,1,2,3,3,5,3,6,5,4,2,3,3,9,2,3,4,1,1,19,1,2,2,1,1,3,6,14,1,14,6,1,3,3,4,5,6,1,1,14,1,1,1,1,2,11,3,4,3,3,1,1,4,5,2,3,1,4,5,1,6,6,1,1,4,6,5,3,5,4,2,1,5,3,1,1,4,1,7,7,6,13,1,2,1,1,9,3,5,2,2,5,1,1,1,5,12,8,2,3,1,14,2,8,7,11,8,5,6,1,5,7,4,5,1,5,5,9,2,26,21,6,4,2,1,8,16,1,6,6,2,10,11,6,1,27,9,3,3,4,3,1,21,1,3,4,1,2,2,1,2,1,2,3,4,6,1,2,2,1,5,5,2,1,1,4,1,6,3,4,1,2,1,7,1,2,4,1,17,3,3,1,3,9,1,1,4,1,2,7,5,1,2,2,2,2,3,2,3,3,1,1,1,1,3,1,1,1,3,3,2,2,1,6,3,3,1,1,2,4,1,7,3,6,3,5,3,1,17,2,6,7,3,8,5,3,1,3,2,3,1,9,10,1,1,11,1,5,1,2,4,1,9,1,7,14,14,3,2,5,6,5,4,2,8,7,2,2,2,3,6,1,2,2,1,3,1,1,3,1,2,10,4,3,23,1,2,2,2,1,7,2,16,3,2,1,2,2,1,12,2,2,1,2,2,3,1,3,2,4,2,1,3,2,1,7,4,2,2,7,1,2,2,1,36,1,1,20,2,1,2,9,7,3,1,15,2,10,16,4,1,2,7,1,2,9,11,8,1,4,1,6,1,3,5,1,2,3,3,1,2,1,1,4,1,3,1,15,6,1,5,6,1,6,4,3,3,8,9,3,2,10,4,1,2,1,1,1,2,4,4,4,13,1,1,13,1,3,1,32,1,1,2,1,2,3,1,6,1,5,9,2,4,1,4,1,2,3,3,2,1,1,23,1,7,1,3,8,1,2,7,7,1,1,8,17,9,4,3,7,6,2,57,1,6,5,1,5,17,6,2,15,2,15,1,8,10,43,21,8,2,2,5,21,13,5,9,7,3,4,7,18,1,11,26,3,1,2,3,1,6,1,1,4,7,1,3,5,4,3,7,11,2,3,3,8,2,5,4,3,31,18,5,11,2,11,3,7,5,3,3,13,1,1,6,7,1,1,5,9,2,5,5,3,2,6,5,1,2,3,1,1,2,8,1,2,2,20,3,5,2,1,1,2,14,8,8,4,2,2,4,3,5,3,4,3,10,12,2,1,11,8,1,2,4,3,1,4,4,11,6,1,1,1,1,7,18,1,3,2,5,5,4,1,1,6,4,4,1,2,7,4,12,1,3,11,1,1,2,2,2,2,6,1,5,2,3,1,3,4,1,2,1,6,4,3,1,3,4,10,4,3,1,4,7,1,4,4,3,5,4,1,1,3,1,3,4,7,1,2,1,2,1,2,3,2,2,1,1,5,5,8,1,3,8,1,5,5,2,7,1,2,9,6,4,22,4,1,2,4,4,1,1,5,2,2,2,3,2,1,2,2,2,2,1,1,2,1,20,1,2,1,4,2,2,1,2,1,1,7,1,1,10,2,1,2,1,1,7,5,2,4,3,3,2,7,10,4,10,2,3,4,17,1,3,1,3,3,1,1,2,23,1,2,1,4,20,10,1,9,1,1,10,9,4,2,5,2,1,5,2,5,13,6,3,1,3,1,10,2,3,2,1,2,1,1,1,4,3,2,7,1,5,1,3,9,2,1,2,4,5,7,8,3,4,16,7,6,2,1,9,2,5,4,8,1,3,1,4,1,2,2,2,1,1,1,6,1,5,6,2,1,4,1,7,1,2,1,2,3,3,1,2,7,6,1,2,1,6,9,3,1,2,23,1,9,1,8,7,2,6,3,1,1,2,2,2,36,1,3,2,2,1,1,1,1,1,2,1,6,3,1,2,5,1,14,1,11,2,1,7,1,1,1,3,2,2,3,4,1,5,1,7,2,2,1,2,2,2,4,4,4,5,1,2,2,1,7,1,1,2,1,3,7,3,1,1,13,7,1,1,1,1,1,9,1,2,1,7,1,1,1,1,6,1,3,4,1,3,3,1,3,1,1,1,1,1,2,1,5,2,1,2,1,17,2,3,6,3,5,2,2,1,1,1,3,4,1,2,2,12,2,3,2,9,1,3,3,5,2,1,22,2,2,1,2,3,1,3,1,2,1,1,2,2,1,1,1,1,3,1,1,5,1,1,2,8,4,1,8,11,5,8,13,5,6,4,2,2,8,8,13,2,2,13,7,10,12,11,7,3,2,11,2,4,3,1,7,1,3,2,3,3,3,3,4,6,5,1,1,2,4,1,1,4,2,14,1,8,3,8,1,5,1,3,1,2,1,1,7,3,1,1,1,1,4,4,2,1,8,4,2,9,1,2,2,1,5,1,1,2,2,7,3,3,2,8,1,3,1,1,1,1,1,5,2,10,3,1,17,1,1,5,1,4,1,1,2,1,2,1,3,5,1,1,1,7,3,1,3,2,1,2,8,3,1,1,2,3,3,1,8,2,1,8,5,3,2,1,6,11,9,8,1,14,10,11,2,1,2,5,2,2,1,3,1,1,1,3,1,4,2,3,5,3,1,8,1,1,1,11,2,8,13,7,6,1,2,5,3,1,7,4,1,2,2,10,1,1,2,2,2,1,4,3,2,2,1,1,1,1,1,1,1,2,1,3,1,1,3,3,1,5,1,1,4,2,1,2,1,1,4,2,3,2,9,6,8,2,6,38,6,3,10,1,3,2,1,1,8,1,6,5,2,2,7,3,11,5,4,4,7,1,15,4,1,4,1,3,5,1,4,3,1,6,4,2,5,1,1,4,2,2,1,3,6,4,6,3,2,2,2,1,2,1,1,6,1,2,5,1,1,1,3,2,1,2,2,4,7,7,8,3,6,1,1,1,10,3,1,4,2,5,5,4,1,3,8,2,8,5,1,2,1,5,6,3,3,1,9,4,7,2,1,1,1,1,3,1,1,1,1,3,2,2,1,1,1,1,1,2,2,2,5,7,1,3,1,1,1,1,2,5,2,1,6,1,3,1,3,2,7,3,5,2,3,9,3,3,2,1,1,1,2,3,2,3,2,2,3,5,3,2,2,3,1,3,4,1,1,1,5,1,1,1,6,3,2,2,2,1,2,1,2,11,6,22,1,9,14,2,9,1,2,1,7,2,3,2,2,1,2,8,2,7,2,6,3,4,1,3,1,5,1,5,4,2,3,2,4,3,4,6,1,2,5,1,1,2,14,1,2,3,1,1,1,2,9,2,3,9,1,2,2,2,1,1,2,3,1,6,1,2,5,2,1,1,2,5,4,2,5,4,3,3,2,3,2,2,2,2,8,1,9,7,1,2,4,10,5,1,3,2,1,9,2,8,3,9,1,1,6,1,4,11,9,1,6,7,3,2,2,5,5,1,1,27,5,1,3,1,2,2,1,3,3,17,2,1,3,1,4,1,1,1,4,2,2,2,5,5,38,6,2,1,3,3,8,1,5,4,1,3,2,3,2,1,4,4,2,5,3,1,2,1,3,2,3,3,3,4,7,2,4,8,5,4,5,3,4,2,4,5,4,1,3,2,3,4,4,4,3,2,1,3,16,9,6,8,6,1,7,1,2,2,9,2,1,7,3,6,3,11,11,2,8,1,3,14,2,17,12,5,2,14,3,3,1,5,2,1,3,14,1,5,3,4,1,11,18,5,1,11,2,9,12,2,3,2,4,3,4,4,4,3,7,1,1,3,3,1,3,1,5,3,5,6,3,4,2,3,1,4,2,5,1,3,1,1,3,3,5,3,1,1,7,1,2,2,2,1,2,1,3,2,1,3,1,2,7,1,5,3,2,5,8,5,3,2,1,2,1,1,1,1,1,2,1,5,2,1,4,8,1,5,2,4,1,5,3,1,4,4,2,2,5,1,2,2,2,1,3,1,6,1,2,4,1,1,1,5,5,1,1,1,1,1,1,2,1,3,8,7,5,3,2,1,3,4,1,3,1,1,1,2,5,1,1,1,2,1,2,1,1,2,2,1,3,4,8,2,4,1,1,1,1,1,2,1,1,1,1,1,3,2,2,1,3,1,1,3,2,3,1,1,1,4,4,4,2,1,11,1,9,1,2,2,1,1,1,16,2,4,7,1,1,1,10,1,2,1,3,3,1,2,1,1,3,2,1,1,5,1,2,1,2,1,1,2,6,2,1,1,1,1,3,3,1,2,2,6,2,1,1,1,1,1,1,2,1,1,8,1,2,4,1,4,2,1,4,4,3,2,3,5,3,2,1,4,4,1,1,6,1,5,1,1,3,1,2,2,4,3,2,2,5,5,2,2,3,3,1,1,2,2,1,1,4,2,1,3,2,1,3,2,1,4,8,1,1,1,4,2,2,3,2,3,4,3,1,1,4,5,2,2,1,1,13,2,2,1,3,1,1,8,1,5,4,2,1,2,4,3,8,3,1,3,4,2,3,4,7,2,1,6,4,10,3,14,1,4,5,2,1,23,2,2,3,3,8,5,2,1,1,3,14,8,6,3,1,2,3,2,1,4,2,6,1,3,3,1,1,5,1,2,1,8,2,1,6,3,2,2,6,1,2,1,2,2,1,2,1,3,1,1,1,11,1,5,1,2,10,6,1,1,1,2,4,2,1,1,5,1,1,4,1,1,2,7,1,3,5,1,3,1,1,1,2,2,3,5,1,1,1,1,8,4,1,1,1,2,1,1,3,1,1,3,1,1,1,3,1,1,9,1,1,2,7,3,1,3,2,2,1,1,1,10,2,1,1,1,1,1,1,3,3,2,2,4,2,8,1,1,1,2,1,1,3,8,6,1,2,2,7,1,1,1,1,1,3,1,7,1,2,1,2,2,1,6,4,1,2,1,3,3,2,1,1,1,1,3,1,1,9,1,3,2,7,2,1,1,1,23,1,1,3,1,3,4,1,3,2,1,10,1,1,1,1,1,1,1,1,1,1,5,5,3,1,2,5,2,2,14,15,2,3,6,2,5,4,1,2,1,6,1,9,10,3,5,6,2,2,4,3,2,1,2,1,8,3,2,2,5,3,5,5,1,9,4,1,2,2,10,2,4,2,1,5,1,1,3,1,10,4,3,2,1,7,1,1,2,4,1,3,1,1,3,3,1,1,5,2,3,3,3,1,1,1,2,3,2,3,1,2,2,1,2,1,3,4,3,2,1,4,2,1,2,1,2,3,3,8,1,7,3,4,3,1,7,4,2,7,2,1,1,2,1,1,4,1,1,1,4,9,1,1,1,1,3,1,3,1,2,1,1,2,1,7,11,2,1,6,1,3,2,3,6,3,1,2,1,2,3,2,9,4,3,3,1,1,10,3,1,1,1,3,2,1,1,1,2,7,1,3,6,2,5,4,1,2,5,2,5,4,11,1,3,3,12,7,4,3,4,4,1,9,3,8,1,1,4,4,4,4,1,1,6,1,4,14,14,2,1,6,8,10,20,3,5,1,1,2,2,2,4,1,6,1,1,3,2,4,1,1,6,5,2,3,1,3,1,1,2,1,1,1,5,2,2,3,7,3,9,1,2,1,3,3,5,2,3,1,1,1,4,1,7,3,9,3,1,1,2,7,5,1,1,3,20,4,1,3,2,2,1,7,1,6,1,2,6,1,3,1,6,5,3,4,4,1,1,5,3,7,3,2,2,1,3,1,1,3,11,2,1,3,4,6,4,2,3,2,5,8,1,4,1,1,4,1,1,2,1,3,2,1,1,1,3,3,2,1,2,3,1,1,2,1,1,1,2,4,1,3,1,4,13,2,1,1,2,4,2,2,4,3,1,2,2,3,1,4,3,1,1,1,3,2,3,2,3,7,1,7,1,3,1,1,1,5,1,7,5,1,3,2,5,6,6,4,1,2,3,4,5,4,2,5,3,4,9,14,7,3,13,1,4,2,7,4,2,4,1,4,4,4,4,2,1,2,2,1,6,1,4,1,3,3,3,3,4,3,3,3,4,3,1,3,7,2,4,2,2,3,4,3,6,8,5,2,5,4,2,6,2,1,3,5,1,2,3,2,4,2,8,1,2,4,1,2,12,3,6,15,1,15,2,6,7,8,10,3,3,2,1,5,4,9,2,5,11,1,2,2,4,1,12,10,6,12,5,1,1,7,8,3,4,3,1,1,7,2,1,1,9,15,3,1,5,6,3,6,1,2,1,6,4,3,3,1,3,3,4,1,6,1,3,1,3,5,3,2,1,1,1,1,1,1,1,1,7,7,4,2,4,1,4,1,2,2,3,1,1,5,1,2,1,2,2,1,3,5,1,2,1,1,1,2,1,1,2,1,1,10,1,1,1,7,3,4,2,1,4,4,1,1,4,1,3,1,1,2,3,5,2,4,5,1,5,4,12,2,2,2,1,2,2,1,3,1,2,5,4,6,1,1,3,4,2,3,3,2,4,2,1,1,4,3,1,1,1,6,1,4,1,3,3,4,2,4,1,3,6,8,3,3,1,4,1,1,3,4,2,1,1,2,1,1,2,3,1,2,4,5,1,3,4,4,1,1,1,1,4,1,1,2,1,1,2,1,3,5,7,3,8,2,2,1,6,1,1,4,1,4,1,2,4,2,2,2,1,1,5,1,1,18,2,6,1,10,2,1,1,1,5,1,9,1,14,1,3,3,8,4,3,3,4,3,2,8,1,6,14,5,3,3,1,8,1,4,5,4,4,3,4,2,2,7,6,4,4,14,1,6,9,19,13,5,5,29,12,6,19,9,2,1,1,3,1,5,4,7,19,1,1,1,1,4,1,3,1,1,1,1,3,4,2,2,3,1,3,1,3,4,3,1,2,3,2,11,1,2,1,5,1,1,6,1,4,5,5,4,5,16,6,7,4,10,17,12,1,9,16,10,3,1,20,16,10,21,2,17,6,9,11,12,16,8,4,1,5,8,4,16,3,5,4,3,1,2,3,5,3,5,4,3,2,13,8,9,3,2,2,7,1,15,2,1,7,1,5,5,3,1,2,2,6,6,1,2,2,3,8,5,8,5,7,1,2,5,5,3,5,4,1,3,4,4,1,1,2,1,3,1,1,1,1,1,9,3,1,2,2,2,2,1,3,3,2,7,3,4,8,11,3,1,8,1,6,1,1,1,4,3,3,3,6,4,1,3,3,3,1,1,3,1,1,4,1,2,1],\"coloraxis\":\"coloraxis\",\"size\":[4,12,8,3,1,1,2,4,3,4,5,4,6,2,3,4,1,6,12,25,12,23,1,7,3,1,26,1,7,4,1,2,24,11,7,6,4,18,8,13,10,1,3,2,4,1,1,4,19,2,6,1,1,5,4,1,1,11,14,1,1,6,7,3,27,6,2,1,4,2,1,1,10,3,10,8,1,1,9,1,2,12,3,5,6,2,8,5,1,1,4,22,5,4,12,6,1,1,1,5,3,1,5,1,1,2,6,9,26,1,7,4,19,1,1,1,1,9,16,11,1,28,6,2,2,16,6,15,14,2,30,5,4,3,13,2,16,8,4,3,4,15,3,4,5,5,2,11,2,13,6,1,11,8,1,11,18,2,11,5,12,7,2,14,10,1,4,2,14,15,13,18,6,5,7,7,12,24,15,19,14,10,3,2,7,2,5,7,5,29,15,27,3,17,6,2,19,5,6,15,20,5,1,53,5,27,1,31,4,18,2,19,13,1,12,15,1,6,1,6,4,9,10,10,8,3,18,11,7,14,7,11,13,1,5,20,7,13,1,18,12,1,3,7,7,9,3,11,3,11,25,10,5,19,18,2,15,5,10,12,2,7,2,3,7,2,2,5,11,3,8,12,5,2,7,16,6,7,14,5,8,11,13,2,8,4,5,5,4,8,1,10,2,3,2,6,1,3,3,8,3,3,2,7,11,2,6,1,1,1,1,11,5,14,2,5,6,4,5,1,8,18,7,26,4,3,2,5,2,2,4,1,1,5,6,3,6,4,10,1,15,7,34,3,1,10,3,6,2,5,2,1,3,8,1,5,3,4,1,16,2,17,6,1,2,12,1,4,3,2,1,3,3,1,7,4,6,7,11,9,2,2,2,9,10,1,6,2,3,2,2,2,6,2,3,3,8,21,1,3,4,2,15,1,4,14,3,1,3,5,2,4,2,1,7,1,2,4,38,3,3,1,3,6,3,2,4,19,3,9,4,12,9,4,4,3,1,3,12,5,15,2,13,2,6,6,3,9,7,10,1,8,37,5,1,22,7,31,19,4,3,4,3,6,18,2,2,6,35,4,2,1,6,3,7,4,2,4,2,1,2,1,2,1,8,3,3,3,15,9,1,2,1,2,1,1,1,1,13,4,1,12,2,2,2,24,1,13,2,1,1,3,11,17,2,5,3,17,1,1,2,5,2,3,1,2,2,1,1,3,6,15,3,1,3,5,12,6,1,1,1,3,2,2,26,1,1,6,14,5,1,6,1,1,5,2,2,2,1,2,3,8,8,3,1,1,29,1,8,2,17,2,1,3,16,1,2,1,7,1,2,19,2,2,1,1,1,9,1,11,10,1,5,2,8,1,2,1,2,2,1,10,4,3,11,2,26,1,1,3,2,7,4,2,5,5,7,4,8,14,4,2,21,6,8,4,28,1,1,3,7,1,1,9,3,1,3,5,6,5,3,3,15,2,2,1,2,4,1,3,9,5,3,5,1,4,4,9,1,3,4,3,1,1,1,1,12,1,2,4,1,4,1,1,1,4,9,2,3,6,3,3,18,4,3,4,3,1,3,3,2,4,18,3,3,3,5,1,2,1,2,15,1,2,2,1,12,4,6,1,2,21,9,4,3,10,7,9,11,6,5,3,14,6,5,2,3,1,3,1,14,3,2,6,2,3,5,1,11,5,2,3,1,1,19,1,4,4,3,1,1,7,2,1,3,1,10,3,2,4,1,20,1,2,1,4,19,2,9,11,13,1,7,6,20,5,4,15,1,2,8,50,2,2,3,8,1,1,3,6,5,19,2,17,23,10,6,1,9,3,5,20,2,1,1,5,40,6,13,2,2,2,6,4,5,7,5,1,2,6,30,1,1,13,4,1,1,3,2,2,7,2,3,4,1,2,1,1,1,1,3,1,9,1,4,9,2,1,20,2,9,1,2,3,1,1,2,3,2,1,1,6,1,5,1,1,1,1,5,2,5,2,15,5,1,8,1,1,1,1,1,7,1,1,1,7,3,5,2,2,4,9,7,6,9,10,7,4,1,6,10,3,2,1,1,1,4,1,6,3,12,4,2,1,1,8,8,6,1,1,2,2,11,5,3,22,5,5,14,2,2,2,1,1,3,1,3,5,9,10,10,2,2,3,24,4,1,6,5,4,12,29,2,3,9,7,3,10,1,1,11,1,1,17,9,16,16,21,16,1,17,1,9,26,23,27,16,22,5,5,35,1,29,3,10,8,38,3,1,7,1,7,2,19,25,2,19,3,2,1,16,6,1,3,12,7,15,3,3,11,2,6,1,13,3,5,2,1,1,1,4,13,2,6,2,2,2,11,10,40,1,1,16,1,1,5,10,14,1,1,2,1,14,1,1,1,1,2,3,1,2,2,14,4,10,1,3,1,3,2,1,4,20,6,1,10,3,2,4,3,1,1,4,2,4,1,27,1,2,4,14,5,5,6,1,5,4,6,13,2,4,2,3,2,1,1,2,4,1,9,2,26,11,3,1,1,5,9,1,2,15,1,6,1,3,12,13,2,9,11,7,42,9,2,1,32,8,11,2,2,5,7,5,6,1,11,7,5,3,3,5,6,1,3,3,13,1,6,1,6,2,1,2,8,13,3,9,1,5,4,44,1,6,11,1,6,61,6,1,5,12,1,1,9,1,4,9,4,1,3,4,4,2,2,3,2,2,1,7,1,4,1,6,4,2,9,18,3,4,7,3,9,13,3,5,18,7,14,3,5,12,1,4,10,10,9,3,5,2,4,5,1,1,1,5,14,3,10,2,15,4,3,15,7,5,5,1,8,1,4,2,2,28,6,3,2,9,3,4,1,2,1,1,5,2,11,3,9,1,8,4,16,3,1,4,1,1,3,2,1,1,15,4,2,6,2,2,24,4,1,1,9,3,9,1,1,1,2,39,8,4,1,2,1,15,1,3,1,1,5,2,2,3,1,13,1,4,12,6,10,6,18,1,6,13,1,8,7,1,1,4,1,4,4,1,4,4,5,3,11,9,8,7,1,4,2,7,3,9,2,1,2,4,8,2,2,8,1,1,12,12,5,4,6,4,15,18,3,17,1,4,10,14,7,13,7,4,13,11,10,2,1,1,5,3,1,13,2,1,6,9,16,9,14,1,15,7,1,4,1,1,8,3,1,4,6,1,22,7,23,2,1,1,1,4,6,1,1,1,4,3,1,27,3,3,5,4,7,1,25,5,1,4,15,21,9,13,5,2,4,6,3,2,5,1,3,1,11,1,6,4,8,1,5,1,9,6,3,2,15,4,2,10,1,2,25,4,1,1,6,14,25,1,5,4,2,1,7,4,2,1,3,3,8,1,7,1,9,5,8,1,6,6,10,3,1,8,1,8,7,4,1,3,5,2,5,1,1,2,4,8,6,4,3,5,4,2,1,5,11,6,4,6,1,2,7,10,5,7,4,6,12,8,10,9,9,3,15,5,1,1,2,4,9,6,5,4,10,7,2,10,4,8,5,2,9,4,16,9,8,13,16,9,6,3,11,1,16,1,11,2,21,1,16,2,16,5,3,1,1,5,4,3,9,16,7,8,10,10,1,7,22,14,14,5,1,14,5,7,7,11,3,6,14,3,3,8,3,7,6,11,6,8,5,22,5,9,4,20,17,12,6,7,8,6,3,8,9,8,29,6,1,29,12,8,7,7,14,7,1,13,3,1,1,1,3,3,1,6,41,2,5,1,4,3,8,3,1,10,9,38,3,7,11,17,9,14,4,18,14,9,21,33,10,5,1,36,13,5,3,10,2,11,19,1,32,6,9,11,9,3,2,12,6,5,5,3,9,21,29,9,17,4,6,1,3,6,2,2,7,3,3,16,14,18,1,7,9,2,6,1,12,6,14,2,2,1,9,5,6,5,9,9,6,4,10,1,14,2,2,2,4,17,1,6,10,4,3,2,13,5,2,16,7,4,3,3,2,1,4,5,5,1,18,4,3,13,11,4,3,3,1,1,5,4,1,9,3,1,8,1,3,2,9,5,2,4,2,2,1,1,2,9,1,1,21,5,1,6,2,1,7,7,4,2,2,1,6,5,6,7,2,5,4,1,3,5,4,6,4,2,4,5,1,3,7,15,7,7,7,4,3,14,7,11,4,3,2,3,1,2,2,2,8,2,2,7,14,2,5,10,6,5,14,6,21,1,16,3,13,1,4,5,6,2,5,1,1,1,1,9,3,1,3,6,2,3,3,9,3,1,1,1,3,1,3,3,3,3,4,3,1,10,14,16,7,11,15,1,5,3,14,3,1,5,2,1,3,3,1,2,10,1,2,2,2,4,1,1,2,28,7,6,3,5,4,4,6,44,1,4,2,2,3,2,1,12,4,4,5,4,4,1,3,1,2,4,4,1,1,9,2,8,1,42,1,6,10,2,8,5,17,1,7,1,1,3,8,1,2,3,11,72,2,3,2,9,3,2,5,39,26,1,1,7,5,2,1,2,4,3,3,6,2,12,2,11,8,4,20,9,12,1,11,2,36,3,3,1,4,1,17,8,3,2,46,3,1,4,1,3,1,42,1,31,22,3,2,3,11,2,7,9,3,9,9,2,8,22,3,8,2,1,1,1,4,2,18,5,1,78,19,5,14,3,2,7,1,36,9,14,6,2,8,4,2,39,3,5,46,36,4,48,21,3,29,41,1,4,70,5,2,5,1,39,10,4,12,8,20,6,49,8,1,3,69,2,4,42,1,1,10,4,5,9,5,5,4,9,5,20,8,2,6,1,3,15,17,3,3,2,3,8,5,4,1,13,10,3,3,6,4,1,2,2,4,2,1,10,1,5,3,1,2,2,2,16,12,2,1,3,7,2,12,3,4,3,2,9,5,45,1,13,2,5,1,3,1,46,43,3,10,6,3,12,1,4,4,2,2,7,2,3,10,6,1,1,7,2,6,9,7,2,1,3,1,2,3,2,5,3,1,3,1,1,4,1,7,4,4,5,8,5,7,2,2,1,1,5,10,2,6,1,16,3,6,9,1,4,2,9,1,13,3,3,3,4,1,7,4,4,6,8,15,7,3,24,4,1,3,2,9,8,8,23,11,4,3,3,12,10,2,2,11,2,2,39,17,1,6,3,14,11,3,20,8,7,2,2,4,3,6,2,2,4,7,1,4,4,9,8,18,5,1,11,3,15,3,19,1,2,23,2,5,10,2,4,16,26,22,15,2,10,4,9,5,3,1,3,9,3,2,4,7,3,7,14,12,6,2,4,2,7,3,7,1,10,3,22,13,19,12,19,9,1,3,8,8,1,3,9,2,3,5,7,1,25,6,13,4,2,1,2,4,1,14,12,1,17,26,6,1,2,9,1,2,13,35,1,1,6,11,5,5,2,3,2,32,18,15,10,6,8,2,2,3,4,1,3,4,1,2,10,3,8,11,9,5,1,2,4,13,1,13,20,1,10,4,3,7,2,2,14,14,10,1,13,1,6,1,5,1,16,3,1,2,14,5,22,10,5,10,4,2,7,1,2,1,3,2,22,39,1,5,3,5,1,6,6,10,6,5,1,3,4,9,17,9,18,16,8,5,2,8,4,30,18,4,18,3,1,2,7,2,8,1,3,7,8,4,8,2,5,9,7,2,3,2,6,4,4,17,3,4,4,1,3,27,3,23,13,3,4,6,11,22,5,1,2,9,3,6,1,3,1,4,19,3,17,11,5,11,4,7,6,3,1,10,17,2,3,6,4,2,2,7,13,11,4,2,6,4,3,2,6,1,5,3,2,15,18,5,8,1,1,16,3,2,1,6,5,4,4,3,11,1,3,24,10,1,3,4,1,9,1,6,5,1,19,9,3,11,2,5,23,13,2,14,7,2,8,5,3,2,2,2,4,4,1,1,4,2,4,6,1,8,1,1,2,12,8,5,12,7,1,26,1,2,5,13,1,2,4,6,24,4,1,19,51,5,4,10,1,7,3,6,5,1,21,2,4,1,3,4,6,6,3,3,4,4,1,1,5,9,3,5,1,3,3,2,7,4,7,1,2,1,11,5,3,10,6,7,10,31,2,4,5,4,5,1,2,3,8,8,17,6,4,4,1,2,5,5,4,16,18,1,3,2,3,3,2,17,1,6,3,4,7,3,1,2,4,7,10,5,1,25,1,7,5,10,1,1,17,3,1,4,1,5,2,5,2,5,1,1,1,29,13,5,22,1,4,7,2,11,14,3,2,6,3,2,4,16,2,1,13,4,5,2,1,3,5,1,3,2,3,4,1,3,7,1,4,6,22,9,5,1,3,11,5,16,2,3,1,1,2,2,3,2,20,8,2,6,4,4,4,2,5,4,6,2,8,1,7,8,6,1,12,19,1,8,3,6,6,4,5,1,1,4,8,2,8,9,18,3,35,2,10,2,6,1,7,11,5,12,30,4,6,4,1,1,15,4,9,17,10,12,4,4,5,7,4,4,1,4,6,22,12,1,5,5,1,1,1,2,7,1,14,2,3,2,14,9,10,2,7,2,2,1,26,11,2,2,4,3,1,1,7,9,4,2,10,1,11,6,7,1,3,1,15,2,4,29,10,1,3,6,4,2,24,7,7,5,8,2,2,1,17,3,6,5,7,7,7,1,5,7,24,4,12,9,11,7,5,1,8,2,2,5,2,14,8,25,3,27,5,3,2,2,4,1,5,3,6,1,9,4,5,4,1,1,2,6,4,17,26,8,3,2,1,2,14,1,10,1,4,2,2,16,2,7,2,2,1,1,9,2,3,10,6,5,7,1,9,9,4,3,1,17,1,2,1,10,8,1,1,1,5,5,1,5,1,5,4,3,1,5,17,14,13,11,4,4,25,3,1,10,1,1,5,5,6,11,7,1,9,11,4,1,2,2,3,2,12,5,2,7,30,2,13,2,9,5,1,6,4,3,7,21,8,3,1,4,5,3,5,5,2,5,6,9,3,6,2,3,2,7,10,14,5,1,7,1,8,1,20,13,3,11,1,6,3,18,15,1,7,9,6,3,20,8,3,19,8,37,4,1,1,7,1,10,5,17,4,6,6,11,11,1,4,1,3,8,11,11,16,10,10,3,3,4,5,14,1,1,1,41,3,1,13,21,9,6,2,4,4,26,1,1,9,17,23,4,4,6,1,4,10,8,6,6,3,8,3,1,2,3,27,1,3,3,2,1,3,25,5,2,5,7,4,1,3,4,12,15,7,6,9,5,1,38,1,9,20,5,10,5,7,3,11,7,4,15,1,5,1,21,1,3,2,1,6,10,7,4,4,7,3,1,11,4,1,4,5,1,10,1,31,9,10,7,2,1,1,17,7,3,4,9,2,1,5,3,3,8,3,1,21,2,4,1,3,5,4,4,1,2,1,4,4,8,6,7,1,1,16,7,2,1,1,2,2,3,1,9,10,5,7,11,19,5,6,6,11,10,2,14,2,5,3,8,5,2,8,6,3,5,5,11,4,12,13,6,4,8,2,10,4,7,3,4,35,6,10,4,1,13,4,8,3,1,1,3,1,1,5,7,2,18,16,14,2,4,2,6,1,4,4,15,8,5,3,3,6,3,4,5,7,1,2,9,1,7,14,4,5,7,3,30,13,5,11,7,4,2,4,12,1,4,4,7,1,16,2,7,9,5,1,4,2,8,8,3,11,2,1,1,17,12,2,3,32,1,21,15,2,2,1,1,5,3,11,9,1,3,1,4,5,1,1,1,4,14,9,2,6,1,2,16,8,2,10,2,5,10,1,3,2,4,3,13,2,7,8,13,1,6,6,16,4,4,1,7,4,11,11,2,7,1,4,1,21,1,5,2,1,9,6,13,1,9,1,7,1,1,7,2,6,3,7,12,6,3,4,2,3,2,7,2,2,2,6,4,3,3,4,9,3,17,2,4,7,9,4,1,1,5,1,7,1,8,18,4,1,5,2,1,3,1,5,2,3,14,1,7,2,19,6,12,2,13,6,1,2,2,3,2,2,14,17,6,1,4,9,5,9,1,5,2,1,4,3,7,1,1,3,4,4,3,1,4,4,22,2,14,5,2,3,1,3,12,3,1,1,11,4,7,7,1,6,1,10,8,1,2,5,3,16,1,10,3,5,4,1,3,18,2,3,7,6,2,6,8,6,16,11,2,6,8,1,4,4,1,6,2,1,5,3,3,3,4,8,6,1,1,1,10,3,8,5,4,1,1,3,5,2,6,1,2,5,1,3,2,8,3,2,7,10,3,17,15,1,5,2,18,2,9,1,4,1,1,1,1,2,2,6,8,3,1,3,12,4,8,18,6,6,1,6,3,1,1,4,7,19,1,4,2,2,8,3,1,14,4,1,2,13,3,2,1,8,19,4,8,1,10,3,1,2,10,6,3,2,6,3,5,7,1,6,1,3,7,6,3,15,3,4,2,4,1,3,10,3,1,3,7,12,6,5,19,9,1,11,2,18,6,5,2,4,3,4,7,9,2,1,6,3,9,5,13,12,1,2,4,4,2,8,6,20,12,6,2,4,2,6,1,8,5,2,5,17,1,4,1,5,7,8,1,3,3,7,1,2,1,3,4,6,11,1,2,8,20,1,10,2,5,5,9,5,1,1,8,1,1,5,3,3,3,3,3,2,5,8,3,1,1,2,5,3,13,6,9,11,1,17,4,2,5,12,2,19,2,1,10,1,3,2,2,11,1,2,2,4,3,15,7,5,6,1,9,9,7,9,6,6,9,1,3,10,2,1,2,12,5,3,29,2,3,2,3,2,5,4,9,10,4,2,3,6,4,2,9,6,7,1,12,2,1,7,2,22,3,1,2,7,1,13,4,12,1,1,4,6,2,3,1,16,5,2,2,4,6,5,3,5,5,6,1,3,2,1,5,15,2,16,5,4,1,5,1,2,2,5,7,6,3,4,4,11,5,16,6,1,17,2,5,6,2,3,4,6,1,6,1,8,4,3,10,1,1,3,7,2,17,5,9,2,25,11,2,7,4,9,7,16,6,11,4,3,4,11,7,1,1,10,14,3,2,1,6,8,1,3,5,5,1,7,7,4,9,10,2,4,3,7,8,1,11,2,3,12,4,1,20,2,8,8,10,2,4,3,2,8,5,7,3,3,6,6,11,6,1,2,10,5,3,9,4,3,26,3,3,10,3,3,4,12,2,1,13,13,2,2,7,2,5,2,18,5,3,1,11,9,4,8,11,8,2,8,17,14,6,2,5,21,7,1,11,4,4,13,6,10,13,4,3,1,7,2,13,3,12,14,5,9,20,16,6,4,4,26,21,5,1,2,5,7,11,4,17,2,2,12,3,10,3,7,6,8,3,7,9,3,9,1,1,5,1,9,7,5,3,12,3,6,2,12,4,1,4,2,1,5,2,19,6,4,7,9,2,17,1,1,1,3,12,7,9,7,5,2,3,1,1,1,2,2,2,3,4,3,9,12,3,1,6,1,3,1,1,14,1,2,3,10,6,32,3,8,2,4,1,4,2,22,26,4,6,6,7,7,2,11,9,15,2,7,3,18,7,4,2,15,6,7,2,13,27,6,7,4,10,4,6,3,5,4,1,4,2,22,11,7,12,22,1,2,3,1,1,8,6,4,1,5,8,5,1,15,1,12,1,3,4,3,9,5,11,4,11,3,5,7,9,4,7,5,20,3,2,7,4,4,32,14,6,2,1,4,2,4,6,1,1,2,6,4,6,8,6,4,8,8,24,3,7,10,3,5,29,1,1,5,3,2,6,3,2,4,1,6,1,6,6,2,2,7,3,2,1,4,5,2,1,10,1,7,12,2,7,6,1,7,3,3,4,8,5,7,1,2,3,2,5,11,3,7,3,4,2,2,4,1,2,9,2,8,1,5,3,1,3,13,5,5,4,3,7,5,8,7,4,23,5,1,1,1,11,5,4,3,1,9,4,3,9,2,1,4,14,7,7,3,12,10,10,3,12,1,3,1,2,2,24,2,1,4,2,2,7,4,3,4,1,6,5,2,10,2,9,3,2,3,3,7,7,4,7,11,2,4,6,2,4,9,6,9,5,7,12,6,1,11,2,4,2,14,3,7,6,6,4,2,18,2,17,4,3,1,10,1,3,3,6,6,2,13,1,3,3,1,5,1,10,8,3,3,2,12,2,1,1,1,21,1,1,1,1,9,5,5,9,4,1,2,5,3,1,2,8,1,2,8,1,6,3,5,1,1,11,16,16,4,1,2,2,2,14,1,3,5,3,3,12,11,5,10,4,8,5,1,3,13,11,1,1,6,2,3,3,7,5,1,12,6,1,2,2,3,12,18,1,1,2,6,4,2,3,10,13,8,6,11,6,3,4,3,10,22,5,3,3,3,6,5,9,3,15,3,11,16,5,2,1,5,6,7,1,7,5,1,9,6,3,3,4,13,4,1,2,2,3,4,3,2,2,20,6,1,2,16,1,7,6,6,2,6,7,1,5,3,18,5,22,4,5,4,1,1,5,5,3,2,2,11,8,6,3,8,15,2,9,6,20,16,1,6,2,1,2,1,2,2,9,32,2,9,2,1,7,4,2,14,17,3,3,14,2,7,4,23,10,6,3,5,4,5,11,10,3,1,29,3,2,22,12,2,17,1,1,3,2,10,8,6,22,2,1,12,8,24,7,2,3,7,4,1,4,3,9,2,8,3,14,18,4,5,2,6,7,6,3,4,9,7,1,3,12,2,1,7,1,2,3,5,15,3,5,13,12,8,1,8,6,9,3,10,7,2,4,11,2,2,6,18,4,1,7,6,21,1,3,5,6,4,16,1,1,2,2,4,10,2,5,2,2,4,19,5,8,11,15,5,3,5,3,4,17,4,2,3,10,4,7,15,1,16,2,8,1,4,11,14,4,6,6,3,6,3,2,3,12,5,11,4,4,10,8,6,5,10,18,3,5,4,2,5,4,6,2,2,3,4,5,4,8,2,6,17,9,3,3,4,9,5,2,10,3,7,7,9,9,3,8,7,5,10,5,12,2,1,2,5,3,6,6,6,3,15,9,4,22,5,2,5,8,4,2,7,4,9,16,7,3,1,4,6,1,6,4,3,1,4,7,24,3,5,7,13,3,1,2,3,1,2,3,3,14,13,19,5,2,7,2,1,5,4,9,1,7,7,3,3,3,6,5,4,4,7,8,1,1,1,3,3,3,2,5,2,8,8,1,6,4,3,2,2,2,2,8,3,6,2,1,1,2,2,1,1,11,1,4,2,1,10,1,3,13,3,4,19,2,3,7,6,5,14,4,1,3,4,23,9,2,3,3,1,5,5,8,2,3,1,7,17,2,11,5,3,6,9,5,3,4,1,3,3,5,9,5,1,2,3,6,17,5,6,5,4,23,1,3,6,2,1,2,1,5,3,1,13,7,3,2,3,5,15,2,1,2,19,1,10,1,8,2,2,3,2,22,3,7,4,3,3,2,1,6,3,4,15,6,2,6,3,8,4,8,12,14,2,6,13,8,1,5,2,1,2,3,1,1,1,1,1,13,1,20,20,2,9,11,13,3,15,1,6,2,2,1,9,7,3,1,9,12,2,4,3,3,1,2,4,8,1,29,1,2,3,2,7,2,1,10,4,2,1,1,7,1,1,3,1,1,1,4,1,12,2,5,1,1,5,2,2,1,1,5,1,8,2,4,12,17,13,2,7,9,2,13,3,2,3,1,5,2,14,1,1,1,7,2,1,8,20,3,10,1,4,14,11,9,3,5,6,7,1,14,3,6,9,4,10,3,2,1,5,2,7,2,5,3,1,8,8,2,6,1,1,13,4,2,3,1,3,1,4,1,6,7,3,2,1,4,2,2,1,7,15,1,3,2,10,2,4,4,13,1,1,1,1,10,3,3,3,1,13,4,8,1,2,3,2,6,2,5,2,2,3,1,3,8,2,14,2,7,5,5,3,1,18,1,4,4,3,6,12,1,1,8,4,11,31,2,2,13,14,1,3,1,6,3,17,9,5,3,3,1,1,1,7,8,3,5,1,12,3,12,1,15,3,3,11,1,2,4,6,11,7,10,3,19,12,13,8,9,4,7,9,4,8,10,5,3,8,3,6,17,5,11,2,5,2,9,1,14,1,2,6,13,15,4,5,6,3,5,11,4,5,2,13,3,3,1,7,17,4,5,3,4,4,12,12,2,2,5,1,3,7,4,2,4,1,2,5,2,7,14,1,6,3,1,3,6,3,2,1,32,3,1,9,10,10,10,11,3,4,6,4,7,13,5,1,1,3,5,14,2,2,6,43,5,8,6,3,8,7,3,13,8,1,3,1,7,6,2,5,4,1,3,6,1,1,6,1,9,4,1,5,10,1,4,1,8,3,7,3,2,12,2,4,2,34,3,4,1,9,1,2,5,1,2,9,2,18,12,6,6,16,12,5,6,2,6,17,4,3,10,1,10,3,6,8,6,12,2,5,4,4,6,12,4,4,2,8,4,1,4,4,10,6,4,2,2,4,3,6,2,1,3,18,3,4,1,2,1,5,1,5,6,7,9,4,5,5,7,3,3,4,8,3,11,1,1,2,3,7,3,1,5,4,7,1,1,5,8,3,4,1,12,13,4,6,8,7,1,14,5,4,3,1,4,7,3,1,4,2,3,13,4,3,2,2,4,16,4,6,3,9,2,7,13,5,2,9,11,8,4,8,2,5,8,3,7,9,5,3,4,6,4,3,2,3,4,16,5,1,5,6,4,3,10,3,4,5,4,2,1,3,1,12,4,3,3,5,5,1,1,6,3,4,8,2,5,6,8,2,5,4,5,5,7,5,17,4,1,8,3,6,2,2,2,6,2,3,8,1,3,1,27,2,8,1,6,1,7,3,1,14,4,3,5,1,5,2,6,1,6,9,2,4,1,2,3,5,2,3,3,3,5,5,3,2,2,6,2,22,1,2,11,5,4,1,3,3,10,4,1,2,2,2,4,1,6,2,2,2,6,3,5,1,5,1,1,3,10,1,4,4,2,1,4,1,3,8,2,6,3,11,2,2,2,8,2,11,15,2,15,5,3,2,1,3,12,8,1,6,8,5,10,2,12,3,4,4,1,1,3,16,1,3,2,2,12,5,3,5,4,13,2,10,3,1,2,5,1,5,8,1,3,4,2,28,2,4,1,14,2,1,1,1,3,6,3,2,3,1,3,8,3,2,9,5,8,2,20,4,3,2,5,6,6,3,1,2,5,3,2,2,1,1,2,4,8,1,3,1,15,5,5,1,6,4,1,4,4,3,14,14,2,1,3,3,2,1,2,10,12,7,7,7,8,1,21,5,1,3,2,1,3,4,1,1,10,2,5,3,8,5,11,4,2,1,2,3,4,7,11,2,2,1,5,5,16,7,2,2,1,3,5,1,2,11,5,2,2,5,3,18,2,2,2,6,8,6,3,1,7,7,2,4,2,5,1,2,29,11,5,2,4,1,3,9,4,1,1,7,1,6,1,11,7,2,7,8,2,1,8,12,6,1,1,6,3,9,7,3,12,7,15,14,15,1,12,5,10,5,6,4,68,1,2,1,3,3,7,5,4,4,8,3,1,2,8,1,4,6,6,4,8,1,8,11,1,5,2,7,3,8,5,7,6,9,16,4,7,2,11,3,5,21,5,13,2,8,1,3,1,6,5,9,4,8,5,1,3,16,5,4,11,7,5,1,17,13,8,6,21,1,1,5,13,2,8,12,4,11,6,1,3,2,13,6,12,17,3,20,3,1,1,5,1,7,7,2,18,8,3,14,3,10,8,7,1,4,3,27,11,13,2,2,3,3,1,23,3,16,9,6,6,6,10,3,1,9,10,7,10,11,11,3,8,6,8,15,10,4,11,1,15,20,9,2,8,8,2,3,2,2,9,2,1,10,1,8,1,2,4,1,4,3,3,4,1,12,18,3,10,15,2,2,3,38,4,7,1,3,8,11,5,21,6,3,5,16,2,19,13,1,1,11,3,4,2,3,5,20,5,1,6,6,15,11,1,3,6,10,3,14,8,5,12,10,3,1,9,6,18,1,6,7,5,1,3,1,9,1,2,1,3,1,16,4,2,1,4,2,4,6,10,10,5,14,1,20,11,1,5,11,3,13,1,4,1,1,4,5,2,1,1,4,2,5,1,1,13,5,1,2,2,16,5,18,1,5,6,6,11,4,1,13,6,2,11,5,5,7,15,2,3,4,2,14,9,7,6,8,1,4,5,3,13,6,5,30,1,6,4,74,8,5,6,3,1,3,2,3,3,4,6,1,2,3,2,3,5,5,1,1,8,2,7,1,1,2,4,2,26,6,26,1,5,1,7,5,2,1,2,1,13,1,1,13,3,31,10,6,1,3,10,7,1,4,9,2,1,3,2,1,3,6,1,2,3,2,13,6,1,3,17,3,14,2,6,7,5,2,3,9,1,1,3,1,2,2,11,6,2,2,1,2,4,1,4,4,1,6,1,14,7,1,45,1,7,3,2,1,3,1,2,5,3,4,6,2,7,8,2,4,17,3,3,4,2,3,3,3,1,2,7,1,10,4,15,12,1,1,3,4,4,7,5,2,1,2,1,1,1,1,1,9,12,2,14,1,9,14,9,3,9,2,3,1,4,1,1,11,6,2,4,4,17,2,4,7,17,1,3,10,32,10,8,42,24,1,6,6,26,18,1,1,23,12,36,9,14,3,9,1,17,10,43,19,5,13,31,21,17,30,14,4,16,1,4,1,3,5,27,12,3,43,31,22,8,1,1,23,16,22,5,3,15,7,9,27,3,3,14,10,20,38,37,37,16,8,7,12,24,22,1,2,18,18,13,9,87,35,6,14,16,12,20,27,1,13,8,13,7,15,76,42,7,21,6,4,4,4,8,13,10,1,2,11,16,1,2,3,12,2,2,9,7,14,11,5,21,4,11,1,47,3,20,1,11,1,6,13,5,9,7,1,9,8,1,7,10,4,8,4,5,18,35,13,8,17,3,5,17,1,2,15,5,16,2,5,1,1,6,6,3,1,1,10,35,4,42,1,1,3,9,16,2,6,6,2,1,10,1,9,1,19,11,10,1,14,4,1,1,2,3,1,4,3,5,7,8,4,1,10,20,1,7,5,17,1,9,4,6,12,19,2,9,5,10,6,5,16,12,4,10,16,5,8,17,13,26,35,15,7,6,5,6,12,15,1,66,9,7,5,13,2,9,1,3,4,12,1,131,1,5,10,4,1,25,27,3,18,3,34,8,2,8,5,6,3,1,8,1,2,3,17,12,16,1,84,7,2,10,18,26,1,113,1,15,8,31,7,27,1,5,1,5,1,11,3,4,7,12,4,1,10,7,1,35,1,5,21,1,10,19,27,24,25,43,35,20,1,8,34,21,11,4,1,8,10,18,6,22,5,31,17,15,4,9,1,52,20,17,13,19,40,5,36,8,12,1,38,8,1,21,13,27,11,10,11,1,5,1,99,2,6,18,9,24,28,12,1,11,19,1,10,51,1,14,1,22,26,34,21,4,15,7,6,28,24,45,1,23,32,3,1,8,5,8,4,3,20,18,1,7,11,22,3,8,23,56,29,15,20,43,12,2,1,1,22,39,9,2,5,3,1,13,3,11,45,2,1,8,25,12,20,18,2,27,2,26,3,12,6,32,5,3,2,36,12,46,4,2,19,9,54,36,1,8,11,12,35,1,61,55,8,15,1,1,14,10,32,21,48,43,9,8,26,44,1,44,8,30,8,4,9,47,5,1,7,26,17,2,65,11,1,4,3,31,4,3,4,16,41,29,48,27,13,39,41,1,41,10,2,10,5,8,59,21,4,2,6,18,254,4,1,21,39,1,3,14,6,23,1,7,7,4,9,69,72,17,13,8,28,1,5,7,15,3,22,14,6,14,25,15,12,49,9,43,5,24,13,6,6,6,7,40,23,69,42,38,10,18,46,6,8,2,5,1,16,2,5,3,1,44,3,4,23,20,13,3,6,6,27,1,19,19,21,5,13,8,3,1,13,21,38,5,9,10,7,7,9,4,1,7,3,9,2,1,18,49,8,16,10,17,1,8,34,1,15,3,15,25,1,1,27,2,20,28,1,30,17,2,104,2,3,20,1,8,7,6,12,1,14,1,16,21,6,11,6,9,8,66,18,36,13,16,11,5,6,20,18,5,3,1,13,16,1,24,21,17,2,15,13,2,52,1,2,30,15,33,3,5,9,11,9,24,1,4,5,6,53,35,8,4,3,23,2,2,5,4,18,17,5,10,16,19,30,1,1,1,8,15,28,12,4,7,5,22,61,5,12,10,7,1,11,26,3,7,6,10,6,7,16,8,30,9,13,1,15,15,7,9,9,1,16,1,30,7,16,2,1,5,9,10,10,4,1,8,13,27,9,5,13,4,18,33,9,49,4,18,1,20,1,4,11,21,8,3,9,12,11,4,9,4,8,11,25,11,4,16,7,10,8,112,4,2,11,10,8,4,4,29,9,3,24,10,2,9,16,7,4,2,5,2,5,7,1,5,1,24,2,1,6,12,4,1,3,6,10,7,9,10,6,22,8,10,1,24,2,1,4,72,15,4,9,6,41,1,10,20,8,3,14,9,5,3,8,4,5,6,7,8,2,2,1,17,1,4,5,7,16,14,1,4,9,3,15,1,18,1,4,2,1,6,7,3,8,70,4,1,9,16,10,3,36,1,13,27,7,10,11,3,6,1,12,1,2,28,5,6,10,4,23,8,6,6,24,2,3,4,23,8,1,17,8,10,9,21,7,1,2,1,2,4,4,5,9,17,4,7,10,8,22,1,6,5,24,14,1,8,4,12,7,1,9,1,18,2,5,4,35,6,6,2,3,1,12,30,2,6,2,1,21,18,7,2,2,11,4,11,7,1,31,8,3,5,1,19,3,5,18,16,10,13,16,3,40,6,5,21,7,39,11,2,12,13,4,2,5,1,10,7,4,2,5,5,12,2,8,19,7,2,3,29,5,5,31,21,21,7,15,1,4,5,11,1,4,29,9,5,4,3,3,3,1,1,17,1,4,3,7,3,2,16,33,6,3,8,7,7,12,4,7,8,3,6,2,3,15,20,2,4,2,36,2,2,14,2,3,6,6,7,1,4,2,13,3,2,10,3,25,15,15,2,5,3,9,1,9,6,1,2,1,9,7,1,2,5,1,6,28,4,11,1,3,2,9,3,4,2,1,2,1,3,5,4,17,4,6,2,10,2,2,10,3,5,5,5,3,5,27,3,10,8,12,9,15,5,4,3,6,2,4,4,1,6,8,1,1,4,10,1,3,1,3,2,8,6,4,6,2,2,4,2,7,4,6,1,25,40,12,4,4,11,5,26,6,3,5,6,13,4,1,12,8,11,8,5,1,2,2,33,3,10,1,4,3,11,1,4,29,7,1,9,4,15,12,1,2,13,3,9,14,13,27,2,13,1,2,1,1,6,1,18,3,2,4,26,8,1,2,16,9,3,3,4,3,1,6,11,4,9,12,10,8,9,6,3,9,6,1,6,3,3,9,13,12,7,3,19,3,28,3,5,2,1,4,9,3,9,18,6,8,3,9,19,34,19,22,6,2,8,1,4,6,1,8,2,3,4,1,1,23,1,26,1,4,2,31,1,1,6,2,12,1,3,2,4,1,2,14,10,3,7,5,2,1,1,7,1,3,5,6,11,3,9,30,1,3,6,1,1,5,2,4,13,9,15,26,5,27,7,5,4,19,4,6,2,1,6,1,5,6,1,2,17,3,5,8,1,1,1,8,15,3,28,14,9,5,2,5,1,3,17,26,1,2,20,2,5,9,3,1,34,1,2,7,1,1,1,6,6,9,4,4,9,3,9,2,7,4,1,3,1,1,3,2,2,1,6,2,1,1,57,4,1,1,4,7,1,6,3,1,4,2,1,1,5,2,1,7,4,21,2,1,4,1,4,7,2,1,2,7,3,1,2,3,9,2,3,6,10,2,3,6,1,3,25,14,4,2,1,1,1,2,5,5,3,1,2,5,2,7,1,6,10,3,3,3,5,1,2,1,17,4,2,1,4,9,9,9,6,4,8,2,9,4,2,4,3,31,1,3,3,4,6,1,5,7,1,2,1,23,4,4,1,15,1,1,2,1,1,4,2,15,11,8,35,13,4,2,20,9,9,13,1,19,2,11,9,24,10,18,3,2,8,4,4,1,17,4,1,7,10,6,3,6,23,1,2,7,1,13,1,6,4,1,1,40,40,1,1,2,6,4,20,2,8,3,4,2,1,2,7,16,1,4,7,28,4,1,2,1,4,15,12,3,10,2,1,15,5,9,1,2,6,6,6,2,14,6,9,17,5,8,6,8,10,6,3,12,12,1,11,1,5,8,2,12,4,2,10,8,4,3,33,9,7,6,2,12,16,14,5,4,7,9,3,2,3,12,2,8,1,8,13,10,13,13,3,3,9,9,10,33,17,1,5,13,8,4,6,1,22,3,6,8,8,3,8,11,1,1,11,2,1,3,6,6,12,8,26,19,2,1,15,5,3,3,8,22,17,2,7,22,4,7,6,15,1,1,10,2,5,6,1,5,6,1,16,19,4,6,5,5,9,6,7,12,1,7,5,2,4,2,4,3,3,4,1,28,11,1,3,2,8,3,1,1,2,3,4,6,5,6,8,13,16,10,6,12,14,1,8,7,14,1,10,5,3,2,1,19,2,8,6,5,3,6,12,9,9,19,12,34,4,23,16,1,18,1,9,3,8,4,4,3,8,20,1,3,14,1,1,9,29,15,34,14,2,4,3,12,16,11,13,8,5,26,30,3,1,7,8,2,4,9,15,11,1,2,4,8,16,2,10,10,2,6,17,12,4,3,4,21,6,11,1,17,1,11,9,11,3,2,4,5,1,5,1,9,6,9,1,6,16,3,2,2,6,11,20,17,9,5,1,1,1,2,7,15,1,18,8,9,18,4,21,11,12,6,13,4,1,12,7,2,4,1,2,5,7,11,5,5,8,1,6,2,7,15,1,2,8,4,4,7,3,8,4,1,5,3,3,7,4,2,9,3,1,5,6,1,6,10,7,3,7,4,13,3,1,2,7,7,4,5,1,5,1,13,1,16,2,4,11,9,2,10,3,32,1,12,1,16,11,13,9,5,7,9,5,2,5,2,6,4,2,2,6,7,2,1,3,6,14,1,11,12,34,1,27,3,3,7,9,1,6,1,4,7,14,6,2,6,48,1,7,9,2,2,10,4,20,2,6,1,1,2,1,1,1,1,2,3,2,5,12,10,9,10,10,4,11,4,4,1,3,1,2,6,8,3,1,1,4,5,27,5,8,7,1,6,1,7,6,7,7,1,2,12,3,18,4,5,14,2,4,1,19,3,3,1,5,25,3,3,12,6,1,1,6,17,14,18,4,1,3,3,1,8,9,1,1,1,5,2,3,4,8,1,11,2,1,4,2,7,1,6,1,4,16,2,1,8,11,3,1,30,6,1,5,1,4,2,3,5,4,8,1,8,2,2,11,5,5,2,3,4,1,17,3,1,1,8,12,2,2,1,1,12,2,4,2,1,2,7,8,3,15,11,4,8,3,9,2,5,9,1,6,4,1,7,20,5,7,3,13,24,3,5,16,12,36,17,15,2,5,12,14,11,3,3,1,5,22,12,13,7,16,11,4,4,1,7,14,1,1,3,2,10,16,4,14,1,15,8,10,24,13,16,11,1,8,7,1,4,1,1,4,11,1,8,1,1,3,6,10,6,10,1,2,12,3,1,12,5,5,4,15,1,5,13,1,5,6,5,3,1,2,1,2,22,28,12,1,25,9,4,1,2,5,1,1,1,5,4,2,12,7,7,1,2,1,14,9,8,8,6,16,9,1,13,7,1,1,2,4,1,1,11,7,2,1,15,5,1,27,31,10,13,60,17,7,4,6,13,8,10,8,23,14,14,3,6,23,14,15,22,3,4,18,17,5,1,10,3,2,30,6,6,5,34,13,28,13,13,7,28,22,1,36,6,10,13,6,12,7,6,4,12,9,1,6,11,8,8,3,8,4,5,13,20,2,15,6,10,2,2,3,8,2,12,2,3,11,6,5,7,1,5,3,4,11,3,1,16,18,1,39,4,14,5,3,1,34,1,21,16,2,1,7,3,29,15,6,2,7,7,1,1,8,9,23,9,12,1,2,13,4,8,8,4,10,2,22,1,1,3,28,1,1,12,2,1,3,1,8,1,42,3,8,6,5,6,1,3,6,2,5,4,5,5,3,13,7,29,1,10,12,6,2,14,30,13,2,2,1,1,17,10,3,2,6,3,14,1,2,2,5,1,6,3,3,1,27,3,11,6,3,1,4,9,3,4,11,1,3,14,1,6,1,2,2,4,7,3,3,21,3,6,5,2,1,5,2,2,1,6,2,1,13,3,11,1,4,17,6,2,2,17,2,11,33,6,1,1,6,7,6,8,2,8,4,19,8,7,14,5,1,3,2,10,6,1,6,2,1,2,5,2,23,1,5,2,1,2,10,7,1,1,2,1,31,15,4,2,9,1,1,8,27,2,1,8,1,4,9,2,2,5,11,6,6,8,1,30,10,14,3,18,5,15,3,16,4,3,4,5,78,15,3,4,9,1,5,5,9,7,5,1,9,25,8,13,1,10,8,11,11,10,1,2,4,4,11,31,8,9,2,1,16,1,8,8,13,1,3,5,10,43,6,11,40,7,1,2,4,12,21,8,7,1,11,16,15,19,5,25,2,5,2,4,2,14,31,9,1,11,8,18,5,6,3,1,12,1,4,16,15,1,25,3,13,2,6,1,2,2,2,3,1,4,1,6,3,8,7,10,4,21,5,12,5,10,16,6,1,8,20,8,7,4,6,10,17,12,5,11,22,13,12,4,6,4,3,8,4,1,5,2,1,2,5,1,4,12,2,1,1,6,7,3,6,33,2,2,2,3,7,1,5,2,8,4,4,1,2,1,12,5,5,8,7,10,2,2,1,6,1,1,3,3,9,1,1,9,3,12,6,2,8,13,4,4,1,16,1,12,3,13,4,1,4,6,4,4,1,3,9,17,16,1,1,2,1,9,1,1,1,8,7,2,12,4,3,4,9,11,4,13,3,1,12,9,4,1,4,1,1,3,4,6,5,6,3,33,2,5,2,4,19,14,2,6,4,1,4,21,21,25,1,2,8,1,3,1,18,10,1,6,6,7,1,1,1,4,8,2,11,2,3,11,3,2,16,5,1,2,3,2,9,2,7,3,3,11,4,2,7,17,6,11,5,19,7,9,5,3,2,16,5,2,1,5,2,26,4,9,29,9,9,5,18,1,5,1,17,5,1,3,5,12,11,4,2,1,3,8,2,6,11,3,5,5,4,2,6,8,7,5,2,1,1,2,6,10,3,4,3,3,1,4,3,2,3,6,6,14,1,13,15,8,9,1,6,2,1,3,1,2,17,1,80,1,1,5,36,5,1,11,24,3,5,9,2,8,24,1,3,27,8,6,3,2,1,3,21,3,7,3,5,1,10,3,1,4,3,3,2,1,1,2,11,6,1,2,7,4,12,1,1,1,5,69,1,6,1,18,1,1,18,6,2,5,2,6,2,18,1,1,6,1,1,2,11,2,5,1,13,1,17,3,31,6,5,14,1,2,15,3,6,22,3,42,1,6,2,1,1,1,1,6,5,9,19,2,5,11,18,4,3,14,20,2,4,1,1,2,7,38,2,1,6,1,3,4,3,30,1,1,8,1,5,1,3,1,12,2,16,4,4,9,1,2,3,5,2,14,4,4,5,3,2,6,1,6,2,11,12,8,6,2,4,2,12,31,3,3,2,3,2,32,2,11,3,18,7,3,1,4,1,1,4,5,4,2,4,1,3,4,2,2,13,3,9,1,2,2,7,2,1,2,9,1,17,4,1,7,12,5,3,4,3,24,3,5,1,12,1,1,5,3,2,1,5,13,3,1,2,9,6,1,5,2,3,37,1,4,1,14,1,1,1,2,54,3,2,10,5,9,2,2,8,3,32,69,2,1,1,8,1,1,4,2,9,5,2,1,1,16,9,3,8,1,4,3,9,1,4,10,2,3,5,10,16,1,2,4,10,8,2,97,2,1,3,8,15,8,1,14,2,10,15,1,1,6,4,6,3,1,28,9,9,1,34,5,2,1,6,5,5,1,6,2,2,3,23,2,5,2,1,7,2,7,2,1,1,9,1,4,9,4,50,1,15,12,4,8,10,3,17,5,4,3,4,24,2,2,41,52,1,10,1,7,6,3,7,2,13,9,2,12,2,3,14,1,5,51,5,2,28,64,6,1,1,14,3,1,1,2,4,24,5,8,15,5,32,23,19,2,2,17,12,1,2,23,5,1,13,5,26,2,1,3,13,3,4,26,1,4,5,9,3,4,1,4,3,3,1,80,29,26,14,2,5,7,22,9,1,7,7,11,2,2,1,1,11,3,1,1,2,8,6,7,2,13,40,11,5,1,1,14,9,11,3,2,1,1,8,2,4,7,1,2,18,1,1,8,5,14,7,3,24,9,2,1,4,9,7,1,10,8,1,2,18,1,4,7,1,3,2,12,1,4,2,4,15,11,9,6,6,1,1,2,6,2,1,1,4,2,8,3,5,7,8,11,2,3,11,9,15,15,3,21,8,3,3,1,2,23,3,1,7,18,4,3,1,49,10,3,1,6,3,3,18,18,52,17,11,7,5,19,2,5,8,2,5,2,22,2,16,19,4,1,22,2,11,1,1,16,7,21,1,4,4,1,12,8,1,10,4,11,2,7,35,20,5,47,43,32,13,5,4,8,5,5,1,9,11,6,20,22,1,16,13,3,6,15,11,45,39,16,10,41,8,18,1,7,4,7,5,1,14,58,1,1,61,11,30,15,9,6,5,7,4,7,1,1,35,47,7,1,32,7,35,45,15,2,1,6,1,50,19,22,11,1,8,1,13,3,3,13,4,3,1,7,12,1,23,15,9,26,26,8,2,5,22,9,9,8,14,1,6,11,1,13,14,18,32,5,1,2,29,14,11,4,5,9,4,10,29,7,10,2,9,9,2,31,14,19,1,13,1,2,1,4,3,23,1,24,3,3,6,16,1,9,40,9,4,25,7,2,10,7,3,1,18,7,2,9,1,15,24,1,2,46,3,49,18,18,3,11,14,4,14,12,20,13,2,10,6,13,13,2,7,6,5,1,3,23,4,1,39,11,6,1,8,11,6,4,20,1,3,2,4,8,1,4,14,3,16,9,1,1,9,8,3,6,1,14,8,1,14,4,2,10,14,11,2,4,15,1,10,1,18,12,6,1,18,13,1,18,8,14,8,1,9,2,20,6,6,2,1,5,1,1,4,3,10,32,6,7,2,8,1,2,4,3,3,15,2,8,8,5,6,1,1,3,10,3,5,8,7,2,2,7,2,1,5,7,8,7,6,7,1,8,50,4,1,2,3,5,8,5,14,1,3,1,2,5,6,4,3,10,2,2,3,3,3,1,1,5,5,3,1,5,2,9,4,1,4,15,4,1,1,5,2,1,3,4,1,5,1,4,6,12,9,1,7,1,1,4,1,5,4,8,5,3,4,15,7,2,8,7,6,1,1,38,8,6,5,7,1,4,4,1,1,40,5,14,5,1,3,3,2,3,8,1,1,5,21,1,13,3,2,5,10,1,1,55,3,1,61,1,1,1,3,40,2,16,1,12,24,15,10,8,12,1,1,8,7,2,2,9,23,1,1,3,14,6,6,10,2,5,1,2,8,3,3,4,8,4,8,14,12,24,1,10,41,2,1,1,90,6,37,68,1,35,14,3,4,1,1,2,7,1,8,4,1,1,11,2,15,10,1,7,6,1,1,2,1,2,6,8,1,4,1,2,2,9,2,10,2,20,8,2,10,8,3,4,9,4,2,1,2,2,5,2,1,1,3,11,2,1,1,8,1,5,4,14,1,12,1,7,1,1,1,5,1,1,1,3,2,2,1,1,4,1,12,2,1,13,2,4,4,1,2,3,1,2,3,1,1,1,3,16,7,5,2,3,1,2,2,1,10,23,3,4,2,1,6,1,16,2,2,26,26,1,12,9,10,2,15,3,66,27,7,84,13,1,3,1,1,7,10,3,23,35,6,2,1,2,7,16,4,7,4,7,4,1,5,17,2,2,30,3,16,1,5,2,4,1,14,1,3,3,2,1,2,6,14,5,1,11,7,18,40,8,1,6,3,22,2,6,3,2,4,3,3,14,2,4,3,1,17,3,11,5,3,1,5,3,22,7,5,6,6,2,13,2,1,3,2,13,27,9,1,1,3,15,18,14,8,1,5,6,4,4,1,11,6,1,2,1,11,1,2,3,1,1,2,22,2,3,2,4,3,1,1,14,5,3,2,2,1,6,1,5,1,8,1,1,8,5,3,1,1,7,2,8,10,2,1,1,4,2,1,3,1,5,1,2,1,27,1,2,1,3,2,7,12,1,2,1,5,1,8,1,1,1,1,4,1,1,2,4,4,1,1,7,1,6,1,4,3,1,1,1,1,7,2,1,2,5,10,3,5,4,2,16,2,4,1,2,10,4,18,2,11,8,4,6,10,1,4,7,1,16,12,24,1,7,24,4,3,6,9,1,4,3,15,5,7,7,3,1,9,5,4,2,2,2,36,12,2,16,12,3,1,19,1,2,2,2,3,11,2,1,21,1,2,6,9,1,1,3,2,3,1,1,2,4,3,1,6,1,1,7,1,6,8,1,1,40,4,5,7,5,2,2,11,10,8,1,1,1,1,2,2,2,59,4,1,2,6,1,1,3,12,2,1,5,1,2,1,1,11,6,1,3,1,1,1,1,7,1,4,1,4,2,1,2,1,1,9,1,2,3,2,2,6,1,4,1,4,2,4,1,3,3,2,1,2,3,1,2,1,2,1,1,5,1,1,1,2,1,2,2,8,3,7,2,3,1,2,3,3,1,2,25,1,4,11,4,8,1,3,8,1,3,4,1,37,2,3,4,2,7,2,2,4,1,1,2,2,3,1,1,1,10,49,1,4,68,3,1,8,3,1,4,5,8,9,22,14,2,6,5,2,1,8,2,8,10,2,1,6,2,2,2,10,3,2,15,1,19,1,1,4,12,10,6,8,8,2,6,5,3,4,1,15,3,3,1,2,7,7,3,1,6,1,5,5,2,1,2,2,4,5,1,3,3,4,3,4,2,4,1,1,3,5,1,3,1,3,5,1,1,1,4,11,3,1,9,4,1,1,2,1,2,2,5,1,3,1,1,1,4,8,1,7,4,1,2,1,2,3,3,1,3,6,2,3,1,2,2,5,2,14,3,3,9,1,1,2,2,4,2,1,5,2,1,3,1,1,1,7,3,3,2,2,7,2,4,2,9,3,2,3,3,2,3,3,3,4,1,2,1,3,2,3,3,7,1,2,3,3,1,6,2,6,2,5,3,2,6,1,1,7,3,8,7,4,1,2,3,2,4,1,1,10,14,4,8,5,2,2,1,3,1,1,4,9,1,2,1,14,1,3,2,35,7,1,9,1,1,2,1,3,2,3,14,2,4,3,4,1,5,4,53,2,15,7,2,1,1,2,1,1,5,2,2,2,3,1,2,2,12,1,1,1,3,9,1,1,4,1,1,4,2,2,3,3,6,1,1,5,2,1,3,2,1,1,1,5,3,1,1,2,5,1,2,2,1,1,1,1,1,1,2,6,1,8,2,1,1,3,1,1,4,3,14,21,2,5,1,1,2,1,1,5,1,2,1,6,5,2,13,1,4,2,25,1,6,5,8,2,2,2,3,1,4,5,3,1,2,4,7,6,1,9,1,8,4,1,5,3,3,2,6,2,2,2,1,2,4,5,2,9,12,3,2,3,1,8,1,3,2,3,4,1,1,8,6,2,1,5,4,2,5,3,2,7,5,3,2,5,1,5,7,4,1,1,6,5,7,2,2,3,3,3,2,1,2,1,2,2,10,2,9,3,2,24,1,2,4,3,2,4,1,1,4,3,1,4,1,3,8,1,1,1,5,5,1,4,1,1,4,5,7,2,2,3,1,2,2,1,3,10,5,1,4,1,3,5,46,2,3,9,3,10,1,13,7,15,1,7,8,6,8,14,4,4,7,1,3,18,2,1,7,10,14,9,13,2,4,4,2,20,1,4,17,26,7,1,3,4,24,10,2,4,4,10,2,8,14,1,3,1,2,5,2,4,4,19,6,4,2,1,6,4,4,1,14,1,2,12,2,17,1,1,1,1,1,2,1,2,2,6,1,3,5,2,1,3,6,22,6,14,2,20,3,1,1,1,11,2,3,4,1,6,3,6,1,3,13,18,2,5,3,1,8,1,11,3,2,3,2,7,12,4,4,4,14,10,4,2,2,6,1,1,10,3,3,1,18,1,2,4,37,3,9,1,1,8,12,6,5,1,6,13,13,1,1,1,2,2,18,2,4,7,4,4,1,3,9,2,3,2,1,5,2,5,3,1,1,2,6,25,1,3,1,1,2,4,3,3,3,7,2,1,3,2,6,7,1,5,7,7,3,4,1,6,1,3,2,5,5,2,3,1,5,1,6,1,4,5,1,2,1,2,2,1,1,9,2,2,2,6,1,1,7,4,7,2,4,3,3,3,4,3,6,7,2,1,4,1,1,4,2,3,5,2,5,3,1,4,2,1,2,3,3,5,3,6,5,4,2,3,3,9,2,3,4,1,1,19,1,2,2,1,1,3,6,14,1,14,6,1,3,3,4,5,6,1,1,14,1,1,1,1,2,11,3,4,3,3,1,1,4,5,2,3,1,4,5,1,6,6,1,1,4,6,5,3,5,4,2,1,5,3,1,1,4,1,7,7,6,13,1,2,1,1,9,3,5,2,2,5,1,1,1,5,12,8,2,3,1,14,2,8,7,11,8,5,6,1,5,7,4,5,1,5,5,9,2,26,21,6,4,2,1,8,16,1,6,6,2,10,11,6,1,27,9,3,3,4,3,1,21,1,3,4,1,2,2,1,2,1,2,3,4,6,1,2,2,1,5,5,2,1,1,4,1,6,3,4,1,2,1,7,1,2,4,1,17,3,3,1,3,9,1,1,4,1,2,7,5,1,2,2,2,2,3,2,3,3,1,1,1,1,3,1,1,1,3,3,2,2,1,6,3,3,1,1,2,4,1,7,3,6,3,5,3,1,17,2,6,7,3,8,5,3,1,3,2,3,1,9,10,1,1,11,1,5,1,2,4,1,9,1,7,14,14,3,2,5,6,5,4,2,8,7,2,2,2,3,6,1,2,2,1,3,1,1,3,1,2,10,4,3,23,1,2,2,2,1,7,2,16,3,2,1,2,2,1,12,2,2,1,2,2,3,1,3,2,4,2,1,3,2,1,7,4,2,2,7,1,2,2,1,36,1,1,20,2,1,2,9,7,3,1,15,2,10,16,4,1,2,7,1,2,9,11,8,1,4,1,6,1,3,5,1,2,3,3,1,2,1,1,4,1,3,1,15,6,1,5,6,1,6,4,3,3,8,9,3,2,10,4,1,2,1,1,1,2,4,4,4,13,1,1,13,1,3,1,32,1,1,2,1,2,3,1,6,1,5,9,2,4,1,4,1,2,3,3,2,1,1,23,1,7,1,3,8,1,2,7,7,1,1,8,17,9,4,3,7,6,2,57,1,6,5,1,5,17,6,2,15,2,15,1,8,10,43,21,8,2,2,5,21,13,5,9,7,3,4,7,18,1,11,26,3,1,2,3,1,6,1,1,4,7,1,3,5,4,3,7,11,2,3,3,8,2,5,4,3,31,18,5,11,2,11,3,7,5,3,3,13,1,1,6,7,1,1,5,9,2,5,5,3,2,6,5,1,2,3,1,1,2,8,1,2,2,20,3,5,2,1,1,2,14,8,8,4,2,2,4,3,5,3,4,3,10,12,2,1,11,8,1,2,4,3,1,4,4,11,6,1,1,1,1,7,18,1,3,2,5,5,4,1,1,6,4,4,1,2,7,4,12,1,3,11,1,1,2,2,2,2,6,1,5,2,3,1,3,4,1,2,1,6,4,3,1,3,4,10,4,3,1,4,7,1,4,4,3,5,4,1,1,3,1,3,4,7,1,2,1,2,1,2,3,2,2,1,1,5,5,8,1,3,8,1,5,5,2,7,1,2,9,6,4,22,4,1,2,4,4,1,1,5,2,2,2,3,2,1,2,2,2,2,1,1,2,1,20,1,2,1,4,2,2,1,2,1,1,7,1,1,10,2,1,2,1,1,7,5,2,4,3,3,2,7,10,4,10,2,3,4,17,1,3,1,3,3,1,1,2,23,1,2,1,4,20,10,1,9,1,1,10,9,4,2,5,2,1,5,2,5,13,6,3,1,3,1,10,2,3,2,1,2,1,1,1,4,3,2,7,1,5,1,3,9,2,1,2,4,5,7,8,3,4,16,7,6,2,1,9,2,5,4,8,1,3,1,4,1,2,2,2,1,1,1,6,1,5,6,2,1,4,1,7,1,2,1,2,3,3,1,2,7,6,1,2,1,6,9,3,1,2,23,1,9,1,8,7,2,6,3,1,1,2,2,2,36,1,3,2,2,1,1,1,1,1,2,1,6,3,1,2,5,1,14,1,11,2,1,7,1,1,1,3,2,2,3,4,1,5,1,7,2,2,1,2,2,2,4,4,4,5,1,2,2,1,7,1,1,2,1,3,7,3,1,1,13,7,1,1,1,1,1,9,1,2,1,7,1,1,1,1,6,1,3,4,1,3,3,1,3,1,1,1,1,1,2,1,5,2,1,2,1,17,2,3,6,3,5,2,2,1,1,1,3,4,1,2,2,12,2,3,2,9,1,3,3,5,2,1,22,2,2,1,2,3,1,3,1,2,1,1,2,2,1,1,1,1,3,1,1,5,1,1,2,8,4,1,8,11,5,8,13,5,6,4,2,2,8,8,13,2,2,13,7,10,12,11,7,3,2,11,2,4,3,1,7,1,3,2,3,3,3,3,4,6,5,1,1,2,4,1,1,4,2,14,1,8,3,8,1,5,1,3,1,2,1,1,7,3,1,1,1,1,4,4,2,1,8,4,2,9,1,2,2,1,5,1,1,2,2,7,3,3,2,8,1,3,1,1,1,1,1,5,2,10,3,1,17,1,1,5,1,4,1,1,2,1,2,1,3,5,1,1,1,7,3,1,3,2,1,2,8,3,1,1,2,3,3,1,8,2,1,8,5,3,2,1,6,11,9,8,1,14,10,11,2,1,2,5,2,2,1,3,1,1,1,3,1,4,2,3,5,3,1,8,1,1,1,11,2,8,13,7,6,1,2,5,3,1,7,4,1,2,2,10,1,1,2,2,2,1,4,3,2,2,1,1,1,1,1,1,1,2,1,3,1,1,3,3,1,5,1,1,4,2,1,2,1,1,4,2,3,2,9,6,8,2,6,38,6,3,10,1,3,2,1,1,8,1,6,5,2,2,7,3,11,5,4,4,7,1,15,4,1,4,1,3,5,1,4,3,1,6,4,2,5,1,1,4,2,2,1,3,6,4,6,3,2,2,2,1,2,1,1,6,1,2,5,1,1,1,3,2,1,2,2,4,7,7,8,3,6,1,1,1,10,3,1,4,2,5,5,4,1,3,8,2,8,5,1,2,1,5,6,3,3,1,9,4,7,2,1,1,1,1,3,1,1,1,1,3,2,2,1,1,1,1,1,2,2,2,5,7,1,3,1,1,1,1,2,5,2,1,6,1,3,1,3,2,7,3,5,2,3,9,3,3,2,1,1,1,2,3,2,3,2,2,3,5,3,2,2,3,1,3,4,1,1,1,5,1,1,1,6,3,2,2,2,1,2,1,2,11,6,22,1,9,14,2,9,1,2,1,7,2,3,2,2,1,2,8,2,7,2,6,3,4,1,3,1,5,1,5,4,2,3,2,4,3,4,6,1,2,5,1,1,2,14,1,2,3,1,1,1,2,9,2,3,9,1,2,2,2,1,1,2,3,1,6,1,2,5,2,1,1,2,5,4,2,5,4,3,3,2,3,2,2,2,2,8,1,9,7,1,2,4,10,5,1,3,2,1,9,2,8,3,9,1,1,6,1,4,11,9,1,6,7,3,2,2,5,5,1,1,27,5,1,3,1,2,2,1,3,3,17,2,1,3,1,4,1,1,1,4,2,2,2,5,5,38,6,2,1,3,3,8,1,5,4,1,3,2,3,2,1,4,4,2,5,3,1,2,1,3,2,3,3,3,4,7,2,4,8,5,4,5,3,4,2,4,5,4,1,3,2,3,4,4,4,3,2,1,3,16,9,6,8,6,1,7,1,2,2,9,2,1,7,3,6,3,11,11,2,8,1,3,14,2,17,12,5,2,14,3,3,1,5,2,1,3,14,1,5,3,4,1,11,18,5,1,11,2,9,12,2,3,2,4,3,4,4,4,3,7,1,1,3,3,1,3,1,5,3,5,6,3,4,2,3,1,4,2,5,1,3,1,1,3,3,5,3,1,1,7,1,2,2,2,1,2,1,3,2,1,3,1,2,7,1,5,3,2,5,8,5,3,2,1,2,1,1,1,1,1,2,1,5,2,1,4,8,1,5,2,4,1,5,3,1,4,4,2,2,5,1,2,2,2,1,3,1,6,1,2,4,1,1,1,5,5,1,1,1,1,1,1,2,1,3,8,7,5,3,2,1,3,4,1,3,1,1,1,2,5,1,1,1,2,1,2,1,1,2,2,1,3,4,8,2,4,1,1,1,1,1,2,1,1,1,1,1,3,2,2,1,3,1,1,3,2,3,1,1,1,4,4,4,2,1,11,1,9,1,2,2,1,1,1,16,2,4,7,1,1,1,10,1,2,1,3,3,1,2,1,1,3,2,1,1,5,1,2,1,2,1,1,2,6,2,1,1,1,1,3,3,1,2,2,6,2,1,1,1,1,1,1,2,1,1,8,1,2,4,1,4,2,1,4,4,3,2,3,5,3,2,1,4,4,1,1,6,1,5,1,1,3,1,2,2,4,3,2,2,5,5,2,2,3,3,1,1,2,2,1,1,4,2,1,3,2,1,3,2,1,4,8,1,1,1,4,2,2,3,2,3,4,3,1,1,4,5,2,2,1,1,13,2,2,1,3,1,1,8,1,5,4,2,1,2,4,3,8,3,1,3,4,2,3,4,7,2,1,6,4,10,3,14,1,4,5,2,1,23,2,2,3,3,8,5,2,1,1,3,14,8,6,3,1,2,3,2,1,4,2,6,1,3,3,1,1,5,1,2,1,8,2,1,6,3,2,2,6,1,2,1,2,2,1,2,1,3,1,1,1,11,1,5,1,2,10,6,1,1,1,2,4,2,1,1,5,1,1,4,1,1,2,7,1,3,5,1,3,1,1,1,2,2,3,5,1,1,1,1,8,4,1,1,1,2,1,1,3,1,1,3,1,1,1,3,1,1,9,1,1,2,7,3,1,3,2,2,1,1,1,10,2,1,1,1,1,1,1,3,3,2,2,4,2,8,1,1,1,2,1,1,3,8,6,1,2,2,7,1,1,1,1,1,3,1,7,1,2,1,2,2,1,6,4,1,2,1,3,3,2,1,1,1,1,3,1,1,9,1,3,2,7,2,1,1,1,23,1,1,3,1,3,4,1,3,2,1,10,1,1,1,1,1,1,1,1,1,1,5,5,3,1,2,5,2,2,14,15,2,3,6,2,5,4,1,2,1,6,1,9,10,3,5,6,2,2,4,3,2,1,2,1,8,3,2,2,5,3,5,5,1,9,4,1,2,2,10,2,4,2,1,5,1,1,3,1,10,4,3,2,1,7,1,1,2,4,1,3,1,1,3,3,1,1,5,2,3,3,3,1,1,1,2,3,2,3,1,2,2,1,2,1,3,4,3,2,1,4,2,1,2,1,2,3,3,8,1,7,3,4,3,1,7,4,2,7,2,1,1,2,1,1,4,1,1,1,4,9,1,1,1,1,3,1,3,1,2,1,1,2,1,7,11,2,1,6,1,3,2,3,6,3,1,2,1,2,3,2,9,4,3,3,1,1,10,3,1,1,1,3,2,1,1,1,2,7,1,3,6,2,5,4,1,2,5,2,5,4,11,1,3,3,12,7,4,3,4,4,1,9,3,8,1,1,4,4,4,4,1,1,6,1,4,14,14,2,1,6,8,10,20,3,5,1,1,2,2,2,4,1,6,1,1,3,2,4,1,1,6,5,2,3,1,3,1,1,2,1,1,1,5,2,2,3,7,3,9,1,2,1,3,3,5,2,3,1,1,1,4,1,7,3,9,3,1,1,2,7,5,1,1,3,20,4,1,3,2,2,1,7,1,6,1,2,6,1,3,1,6,5,3,4,4,1,1,5,3,7,3,2,2,1,3,1,1,3,11,2,1,3,4,6,4,2,3,2,5,8,1,4,1,1,4,1,1,2,1,3,2,1,1,1,3,3,2,1,2,3,1,1,2,1,1,1,2,4,1,3,1,4,13,2,1,1,2,4,2,2,4,3,1,2,2,3,1,4,3,1,1,1,3,2,3,2,3,7,1,7,1,3,1,1,1,5,1,7,5,1,3,2,5,6,6,4,1,2,3,4,5,4,2,5,3,4,9,14,7,3,13,1,4,2,7,4,2,4,1,4,4,4,4,2,1,2,2,1,6,1,4,1,3,3,3,3,4,3,3,3,4,3,1,3,7,2,4,2,2,3,4,3,6,8,5,2,5,4,2,6,2,1,3,5,1,2,3,2,4,2,8,1,2,4,1,2,12,3,6,15,1,15,2,6,7,8,10,3,3,2,1,5,4,9,2,5,11,1,2,2,4,1,12,10,6,12,5,1,1,7,8,3,4,3,1,1,7,2,1,1,9,15,3,1,5,6,3,6,1,2,1,6,4,3,3,1,3,3,4,1,6,1,3,1,3,5,3,2,1,1,1,1,1,1,1,1,7,7,4,2,4,1,4,1,2,2,3,1,1,5,1,2,1,2,2,1,3,5,1,2,1,1,1,2,1,1,2,1,1,10,1,1,1,7,3,4,2,1,4,4,1,1,4,1,3,1,1,2,3,5,2,4,5,1,5,4,12,2,2,2,1,2,2,1,3,1,2,5,4,6,1,1,3,4,2,3,3,2,4,2,1,1,4,3,1,1,1,6,1,4,1,3,3,4,2,4,1,3,6,8,3,3,1,4,1,1,3,4,2,1,1,2,1,1,2,3,1,2,4,5,1,3,4,4,1,1,1,1,4,1,1,2,1,1,2,1,3,5,7,3,8,2,2,1,6,1,1,4,1,4,1,2,4,2,2,2,1,1,5,1,1,18,2,6,1,10,2,1,1,1,5,1,9,1,14,1,3,3,8,4,3,3,4,3,2,8,1,6,14,5,3,3,1,8,1,4,5,4,4,3,4,2,2,7,6,4,4,14,1,6,9,19,13,5,5,29,12,6,19,9,2,1,1,3,1,5,4,7,19,1,1,1,1,4,1,3,1,1,1,1,3,4,2,2,3,1,3,1,3,4,3,1,2,3,2,11,1,2,1,5,1,1,6,1,4,5,5,4,5,16,6,7,4,10,17,12,1,9,16,10,3,1,20,16,10,21,2,17,6,9,11,12,16,8,4,1,5,8,4,16,3,5,4,3,1,2,3,5,3,5,4,3,2,13,8,9,3,2,2,7,1,15,2,1,7,1,5,5,3,1,2,2,6,6,1,2,2,3,8,5,8,5,7,1,2,5,5,3,5,4,1,3,4,4,1,1,2,1,3,1,1,1,1,1,9,3,1,2,2,2,2,1,3,3,2,7,3,4,8,11,3,1,8,1,6,1,1,1,4,3,3,3,6,4,1,3,3,3,1,1,3,1,1,4,1,2,1],\"sizemode\":\"area\",\"sizeref\":0.635,\"symbol\":\"circle\"},\"mode\":\"markers\",\"name\":\"\",\"showlegend\":false,\"type\":\"scattergeo\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"geo\":{\"domain\":{\"x\":[0.0,1.0],\"y\":[0.0,1.0]},\"center\":{\"lat\":-28,\"lon\":-55},\"scope\":\"south america\",\"bgcolor\":\"#AAE0FA\",\"lakecolor\":\"#65B1F7\"},\"coloraxis\":{\"colorbar\":{\"title\":{\"text\":\"client_count\"}},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"showscale\":true},\"legend\":{\"tracegroupgap\":0,\"itemsizing\":\"constant\"},\"title\":{\"text\":\"Customer locations in Brazil\",\"font\":{\"size\":40,\"color\":\"#000000\"},\"x\":0.5,\"y\":0.977},\"margin\":{\"t\":80,\"r\":10,\"l\":10,\"b\":10},\"font\":{\"size\":15,\"color\":\"#000000\"},\"height\":1000,\"width\":1000,\"paper_bgcolor\":\"white\"},                        {\"responsive\": true}                    ).then(function(){\n","                            \n","var gd = document.getElementById('3d7a8c24-2413-45b8-9cce-3ad6c4679844');\n","var x = new MutationObserver(function (mutations, observer) {{\n","        var display = window.getComputedStyle(gd).display;\n","        if (!display || display === 'none') {{\n","            console.log([gd, 'removed!']);\n","            Plotly.purge(gd);\n","            observer.disconnect();\n","        }}\n","}});\n","\n","// Listen for the removal of the full notebook cells\n","var notebookContainer = gd.closest('#notebook-container');\n","if (notebookContainer) {{\n","    x.observe(notebookContainer, {childList: true});\n","}}\n","\n","// Listen for the clearing of the current output cell\n","var outputEl = gd.closest('.output');\n","if (outputEl) {{\n","    x.observe(outputEl, {childList: true});\n","}}\n","\n","                        })                };                            </script>        </div>\n","</body>\n","</html>"]},"metadata":{}}],"source":["# Grouping by GPS coordinates and counting the number of customers at each location\n","location_counts = data.groupby(['customer_lat', 'customer_lng']).size().reset_index(name='client_count')\n","\n","# Creating a choropleth map with Plotly Express\n","fig = px.scatter_geo(\n","    location_counts,\n","    lat='customer_lat',\n","    lon='customer_lng',\n","    size='client_count',  # Use number of customers as point size\n","    title='Customer locations in Brazil',\n","    hover_name='client_count',  # Display number of customers on hover\n","    template='plotly',  # Choose card template\n","    scope='south america',  # Define the geographical area to be displayed (South America)\n","    color=location_counts['client_count'],  # Change dot color\n","    center={'lat': -28, 'lon': -55},  # focus on the desired point\n",")\n","\n","fig.update_layout(\n","    height=1000,\n","    width=1000,\n","    coloraxis_showscale=True,\n","    paper_bgcolor='white',\n","    margin=dict(\n","        t=80,\n","        r=10,\n","        l=10,\n","        b=10,\n","    ),\n","    geo=dict(\n","        bgcolor='#AAE0FA',\n","        lakecolor='#65B1F7',\n","    ),\n","    title_x=0.5,\n","    title_y=0.977,\n","    font=dict(\n","        size=15,\n","        color='#000000',\n","    ),\n","    title=dict(\n","        font=dict(\n","            size=40,\n","            color='#000000',\n","        )\n","    ),\n",")\n","\n","fig.show()"]},{"cell_type":"markdown","metadata":{"id":"YzqXP-HYO6xy"},"source":["## **Relations between categorical and numerical variables**"]},{"cell_type":"code","execution_count":213,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":4921,"status":"ok","timestamp":1745326050850,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"rqz6fnf4O6xy","outputId":"a5a733db-1569-41f2-c552-85a026c20fdf"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAABkIAAAPHCAYAAAB0dFVdAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAA/V1JREFUeJzs3Xd8FNX+//HPZkMCSQg11NBC7y00RQEVxHZVBJULAhYs13bV67VfsXPV6712RVRsiKKoiKigghB6CR1ROgmRDoEEAtk9vz/4Zb872zKbZGeXOa/n45EH2TAze3bfU87MmXPGoZRSAgAAAAAAAAAAYENx0S4AAAAAAAAAAABApNAQAgAAAAAAAAAAbIuGEAAAAAAAAAAAYFs0hAAAAAAAAAAAANuiIQQAAAAAAAAAANgWDSEAAAAAAAAAAMC2aAgBAAAAAAAAAAC2RUMIAAAAAAAAAACwLRpCAAAAAAAAAACAbdEQAgAAAAAAAAAAbIuGEAAAAAAAAAAAYFs0hAAAAAAAAAAAANuiIQQAAAAAAAAAANgWDSEAAAAAAAAAAMC2aAgBAAAAAAAAAAC2RUMIAAAAAAAAAACwLRpCAAAAAAAAAACAbdEQAgAAAAAAAAAAbIuGEAAAAAAAAAAAYFs0hAAAAAAAAAAAANuiIQQAAAAAAAAAANgWDSEAAAAAAAAAAMC2aAgBAAAAAAAAAAC2RUMIAAAAAAAAAACwLRpCAAAAAAAAAACAbdEQAgAAAAAAAAAAbIuGEAAAAAAAAAAAYFs0hAAAAAAAAAAAANuiIQQAAAAAAAAAANgWDSEAAAAAAAAAAMC2aAgBAAAAAAAAAAC2RUMIAAAAAAAAAACwLRpCAAAAAAAAAACAbdEQAgAAAAAAAAAAbIuGEAAAAAAAAAAAYFs0hAAAAAAAAAAAANuiIQQAAAAAAAAAANgWDSEAAAAAAAAAAMC2aAgBAAAAAAAAAAC2RUMIAAAAAAAAAACwLRpCAAAAAAAAAACAbdEQAgAAAAAAAAAAbIuGEAAAAAAAAAAAYFs0hAAAAAAAAAAAANuiIQQAAAAAAAAAANgWDSEAAAAAAAAAAMC2aAgBAAAAAAAAAAC2RUMIAAAAAAAAAACwLRpCAAAAAAAAAACAbdEQAgAAAAAAAAAAbIuGEAAAAAAAAAAAYFs0hAAAAAAAAAAAANuiIQQAAAAAAAAAANgWDSEAAAAAAAAAAMC2aAgBAAAAAAAAAAC2RUMIAAAAAAAAAACwLRpCAAAAAAAAAACAbdEQAgAAAAAAAAAAbIuGEE31799fHA6H5ycWhFOmuXPnGqYdN26cNYXEGWvcuHGGdWbu3LnRLhICGDNmjCGn7du3R7tIiIJw9/FNmzb1TNu0aVNLygjY3YkTJ+TNN9+USy65RNLT06VKlSrUvc4A1HcAwFpZWVmefW5KSors2bMn2kXSls7nBBz/rcc1zMgZP36857vq0aOHKKUqbNk0hAAAAADwWLt2rbRp00b+9re/ycyZMyU3N1dOnDgR7WIBABBT3G633HnnnZ7X9957r9StWzeKJQKAM99dd90l9evXFxGR5cuXy/vvv19hy6YhBAAAAICIiBw4cEAuvPBC2bFjR7SLAgBATHv33Xdl1apVIiJSvXp1+cc//hHdAgGADSQlJcnDDz/sef3www9LQUFBhSybhhAAZwSdu7kCAGCVf//735KXl+d53axZM3nhhRdkxowZMnv2bM/PqFGjolhKACibWB2exLtM/fv3j3ZxYEJRUZE89dRTnte33XabpKamRrFEAMzavn27Yb87ZsyYaBcJPm688UapXbu2iIjs2bNHXn311QpZbnyFLAUAAADAGe+jjz7y/F6rVi1ZunSp5yQEAACcNmHCBNm1a5eIiCQmJsrdd98d5RIBgH1UqVJF7rjjDs8NCy+88ILcfvvtUrVq1XItlx4hOCP1799flFKen1i5kwexa9y4cYZ1hjutAPvYvn27Z9vevn17tIsDnLG2bdsmf/75p+f1kCFDaAQBAMCHy+WS//znP57XV155Jc8GARAU1zDLZuzYseJ0OkVE5ODBg/Luu++We5k0hAAAAACQ33//3fC6ffv2USoJAACx6+uvvzY8S2vs2LFRLA0A2FODBg3koosu8rx+7bXXxO12l2uZNIQAAAAAkMOHDxteM9Y5AAD+3njjDc/vDRs2lAEDBkSxNABgX97PJdyyZYvMmjWrXMujIQQAAACAnDhxwvDa4XBEqSQAAMSm3NxcmTt3ruf1lVdeyfESACLkoosuksTERM/rjz/+uFzLq7CHpW/btk3Wr18vO3fulCNHjkh8fLzUrFlTmjRpIr1795aUlJSKequIUkrJ0qVLZePGjfLnn39KfHy8NGnSRM4++2xp0KBBtItXqm3btsmSJUskNzdXTp06JfXq1ZPMzEzp0KFDhb+Xy+WS5cuXy+bNm2Xv3r1SVFQkaWlp0qxZMzn77LMNK6rONm3aJKtXr5Z9+/bJkSNHpGbNmtKgQQPp27ev1KxZs0Lfq6ioSBYsWCA5OTmSl5cnTqdTevToIf369avQ94HIunXrZP369ZKTkyMul0uaNm0q/fv3lzp16oScr7i4WBYvXixr166VQ4cOSWpqqrRo0UL69+8vlStXLne5Tp48KYsXL5bt27fLvn37xO12S1pamrRs2VJ69+7tGV/Ranv27JF58+ZJbm6uHD9+XNLS0qRLly7SvXv3Cj9xUErJmjVrZOPGjbJ3714pKCiQ2rVrS3p6upxzzjkVfjzKzc2VhQsXyo4dO6S4uFjq168vHTp0kO7du1fI8q3+PEeOHJF58+bJ5s2b5fjx41KrVi1p0aKF9O3bt9z79VOnTsmvv/4qW7dulf3790tycrK0bNlSzjnnnHI/9KyinDp1ShYuXCjr1q2Tw4cPS2pqqjRq1Ej69esnNWrUKNeyz4Q6xs6dO2Xp0qWyZ88ezzGrXr16cvbZZ0taWlqFv9+mTZtkyZIlsnv3bnE6nVKnTh3p2bOntG3btsLfK1xHjx6V+fPnyx9//CEFBQWSlpYmGRkZcu6550qlSpUq9L22bNkia9askd27d8vhw4eldu3acu2110q1atVCznf48GFZuHCh5OXlyb59+6Ry5cqSlpYmXbt2lXbt2oVdDqVUWT9CQFbXFQ8cOCCLFy+W3bt3y759+yQlJUUGDx4srVq1Ml3ekmNoXl6euFwuad++vVx66aWlzhvp+t7hw4dl7ty5kpOTI/n5+VKzZk3p0KGD9O7dW+LjK+yULuJOnDghCxYskI0bN3q+pyZNmkj//v0lKSmpXMveu3evrFu3TrZs2SKHDx+W4uJizz6sV69eUq9evQr6FNbKzc2VZcuWSU5Ojhw9elTq1q0rZ599trRu3brUedetWyfLli2TPXv2SEJCgjRq1EjOO+88qVWrVrnLZaf6CcpPKSUrVqyQVatWyb59+yQpKUkaNmwo55xzToU9O6OwsFAWLFggubm5snfvXk+9oV27dtKtWzfLGiOmTJliGJrl8ssvr7BlHzt2TLKysmTXrl2yb98+qVatmnTr1k169+5d6ufLycmRhQsXys6dO8Xlcnnqby1atChXmXJycmT9+vWybds2OXLkiIiI1KxZUxo2bCh9+vQpd/1YRGTHjh2SnZ3tOcY5HA5JTk6W+vXrS0ZGhrRv375CzpUjQffj/8mTJ2XRokWybds2w3bZsmVL6dmzp8TFcf99Raroun9p1q1bJxs3bpS8vDw5duyY1K1bV0aNGhX0XOj48eOyevVq2bBhgxw6dEiOHz8uVapUkdTUVGnatKm0adNGGjVqFFYZUlJS5Pzzz5eZM2eKyOmhCQsLC8teb1RldPz4cfXFF1+ov/71r6pevXpKRIL+OJ1ONWjQIDVnzpxSl5uXl6ecTqdn3saNGyu32x12+ebOnWsowyWXXBJyepfLpV5++WWVnp4e8DM4HA41ePBgtWbNGs883v/fr1+/sMtYkRYuXKjOOuusoBm0b99effnll57p+/XrZ/j/cGzbtk3dcMMNqmbNmkHfLykpSY0cOVJt3brV9HLDKdOcOXMM0z7++ON+0yxbtswwTd++fcP6nCUmTZpkWM7tt99e6jxHjx5V48aNU82aNQu5XfTv31/NmzfPdFlGjx5tWMa2bduUUkrt2rVL3Xzzzap69ep+73P55ZcrpZRq06aN529xcXFq165dYX8X+/btUwkJCZ7lNGjQQBUXF4e9HLN8P6/Zn9GjR/st6/HHHzdME2p/tG3btqDL++ijj1SXLl0Cvm+lSpXUjTfeqA4ePOi3zJMnT6rnnntOpaWlBZy3atWqavz48erUqVNl+q7Wrl2rhg0bplJSUoJ+L9WrV1d33HGH2rNnT5neoyw2bNigBg8ebNive/80adJETZgwwbOfD7aOm7F37151zz33qPr16wf9DhISEtRf/vIXtXr1atPLDbZvWrVqlRo0aJByOBwB36t58+bq/fffN/0+0f48u3fvVtdff71hG/f+SU5OVo888og6duxY2J+lsLBQPfjgg0GPG4mJiWrs2LFq3759Silz+3hvTZo0MaxToQTbF5w4cUI9+eSTQcvodDrVNddco7Zv3x7254/1OobL5VLvvvuu6tChQ9B1LS4uTvXu3VtNnz7d9HJD7Ut//PFHlZmZGfT92rZtG9Z7lUWwdWHv3r1q7NixKjExMWDZatasqR566CF1/PhxU+9T2jGlZ8+eAd8nOzs76DKnT5+uzj33XBUfHx/0O2zcuLF66aWX1IkTJ0KWL9TxNNhPadtkpOqKwbb1hQsXqssuu0xVqlTJ733++9//eqYLlvmBAwfUP/7xj4DnNJ07dw5ankjV97zt2rVLXXPNNUH3zWlpaYb6Qzj1nUh4//33De9fchw8duyY+uc//6mqVq0a8HOkpKSoW2+9VR06dMj0e7ndbjVv3jx1xx13qNatW5e63nbs2FFNmjTJVF3LynpzsPV60aJF6qKLLgpahxowYIDasGFDwPf+4osvVLt27YKuk2PGjFH79+8P+zMpdebWT8qyr4v0NuT7mcPdB+/atcuwfrRq1apM5fjmm28My7/66qv9pgl2LHO73WrChAmG9dh3fbvooouCrqtmZGVlqYsuuijocVlEVJ06ddRjjz2m8vPzy/w+ZvXv39+wrhcWFpqeN9i5Tk5OjrrhhhuCnss1b95cffvttwGXmZ2dHfKc5JxzzlFr1641XcZTp06p77//Xt14441Bcy35cTgcqk+fPuqrr74K+7qdy+VSb7/9turUqVOp63xCQoLq06ePevHFF0N+3+GcE3h76KGH/PYrM2bMCDo9x3+ltm7dqkaOHBn0uC4iqnbt2urOO+/0nOOZUdYMlTL3HZS2Tgf7CXReX9HXMEOpyLp/aWU6deqUeuWVV1T79u0Dvk+gutoff/yhrrvuOpWcnFzqd9mgQQN1/fXXq0WLFpn+/C+88IJhGd99953peX2VuSGke/fuZVp5br/99lIrnxdffLFhnl9++SXs8l1//fWGZXz++edBpz106FDIRgTfHfCUKVOUUrHTEPLEE0+ouLg4U+W/8847ldvtLnNDyFNPPRV0Rxzs+5o4caKpZUdiJ+J9AuBwOMI62S4xYMAAw3stXbo05PTffvutqlOnTljbxc0332zqpCxQxWn27NmqWrVqQZdd0hDy0ksvGf7+xBNPhP1dvPjii4ZlPProo2EvIxyx1BBSXFysrrvuOlPv37ZtW7V3717P8vbt2xf0Qpfvz9ChQ8NqXDp16pS64447TO8DRE43uoSq2FWUiRMnhjxh8f4ZMmSIKioqKnNDyMSJE0NWwnx/4uLiTG8DgfZNkydPDnjBLdDPZZddZroyEq3PM2/evJAXLL1/evTooQ4cOGD6s2zdulW1bNnS1LIbNGig1qxZY3lDSE5OTtAGTt+f2rVrq5UrV5r+/LFex8jJyVHdunUzva6JiLroootMXWgIdtHk/vvvN/1eTz75ZMQ+e6B1Yc2aNSEv7nn/tGrVytQ+KtD3cOLECTVkyJCQyw/UELJnzx7DBRiz5dy8eXPQ8oWzLDPbZCTrioG29X//+99BL/6IlN4Qkp2drRo0aBB0/mANIZGs75X47rvvVGpqqqll9+3bVx0+fDgmG0J27txpaFgI9VO/fn21fPlyU+913333lWn97du3b6k3hVhZbw60Xr/xxhtBG0C8f1JTU9WCBQs8y3K5XGrs2LGmvofWrVurP//8M6zPdCbXT8qyrkR6GypvQ4hSSv3lL38x/N+vv/4adjkuvfRSwzJ++uknv2kCHcuKiopKPZaV/CQmJqr33nsvrHIdO3ZMDRs2LKzvpl69eqWer5fH0aNHDce4s88+O6z5A53rLFy4UNWqVavUz+ZwONQrr7xiWN7EiRNNnZOkpKSorKwsU2W86qqryrReDhkyxPQNUwcPHlRnn312md7njz/+CLrccC+inzx50u8cPy0tLeQ6xPFfqf/+979h1fVSU1MNN2aHQkOIUSTq/qHKdPDgQdW3b9+Qy/dtCPnwww9NX/fx/hkxYoSp70AppZYuXWqY98477zQ9r68yN4QEahlq0KCB6tChg+rdu7fq2LFj0Iuz119/fchlf/bZZ4bpx4wZE1bZCgoKDBW0GjVqBL0IdezYMdWjR4+A5WzcuLHq0aOHatGihaHVLT4+3q/HSbQaQp555pmAZa9Zs6bq2rWrateunapSpYrh/5566qmwG0KKi4uDXpSuVauW6tSpk8rMzFQNGzYMOM1LL71U6ntEYify73//2zDduHHjSi2Htx07dhhOrtu2bRty+rfffjvgSUtSUpJq27at6tmzp2rRokXAi9aXX355qXdR+GYwbdo0lZSUZPhbkyZNVGZmpmrevLmqVKmSpyHkwIEDqnLlyobpXC5XWN+H90msw+EI6279soilhpC//e1vhr+lpaWpbt26qY4dOwbc6Q8cOFApdfpO+K5duwbct7Ru3TrgxZunn37a1PdTUFCgLrzwwoDfQb169VSXLl1Ut27dAlbUnE5nyAbi8vr4448DfrbU1FTVqVMn1bFjR78T6RtvvLFMDSGPPvpowO8gNTVVtW/fXvXs2VM1bdo04DR33XVXqcv33Tf98ssvhmOC0+lULVq0UJmZmUEvpl1yySWmK79Wf57ly5cb7tyIi4tTzZs3Vz179lQtW7YMmONll11m6rPk5uYGLGuo76xBgwZqypQppvbxJcrTEPLVV1/5XaBr2LChyszMVB06dAi4faenp6sjR46U+vljvY6xdetW1bhxY7+yxcXFqYyMDJWZmRn0ZKF79+4Be795C7QvfeCBBwx/q1q1qmrfvr3KzMwM2mPO7IlTuHzXhSlTpvitj+np6SozM1NlZGQEPHY3a9ZM5ebmhv09XHvttQG/h65du6ratWsrEf+GkN9//z3gnYcOh0M1bdpUZWZmqo4dOwa8mzQtLU1t2rQpYPkCfeel/QTaJq2oK/pu62+99ZZhGQkJCapVq1aqR48eqmHDhsrhcIRsCPnwww/9jpENGzZU3bt3V61atVKVK1cO2BAS6fqeUkr9/PPPhnqb93u0b99edenSRdWoUcPwfwMHDlT/+te/DH+LdkPI66+/7tfbrG7dup7vONAFvFq1apm6e/n222/3m7dGjRqqbdu2qlevXqpLly5BGzbbt28f8q5iK+vNvuv1Z599Zjj2pqSkqA4dOqhu3boF7P1dt25dTwPALbfcYvi/2rVrq65du6qOHTsGXJ8uuOAC05/nTK+flGVfF+ltqCIaQmbOnGn4v5EjR4ZVhpycHMP+LCMjI+A+KtCx7IYbbvBbFzp16qQ6dOgQ8FgUFxenPv74Y1Pl2rNnT9Cbb9PT01X37t0D7gdL9pPz588P63sw66effjK819133x3W/L7HyVmzZhm26/j4eNW6dWvPcSzQd1jSw2Dy5MmG7SA5OVm1b99ede/ePeD3kpaWVmrdTSmlLrnkkoDztmvXTvXq1Ut17tzZU1fx/Tn//PNL3Ve63W51zjnn+M3rcDhUgwYNVLdu3VSvXr1Uu3btAu7zKqohJD8/Xw0cONCw7IyMjJDL5/gf/FhQvXp11blz56Dbv9PpNNUYSkPI/4lU3T9YmR555BG/RpAaNWqoTp06qU6dOnmu8Xs3hMyaNSvg8TgpKUm1a9dO9e7dW3Xt2lU1bdrUb7sIpyGkqKjIcM4cqsd2acrVENK4cWN13333qZ9//jngBQG3261Wr16tbrvtNr+dxbRp04Iu+/jx44YdXtWqVVVBQYHpsn388ceG97r11luDTnvnnXf6rVA33XSTX+vZ/v371fjx4z0XnX1Xxmg0hCxYsMBvhevWrZuaM2eOYQdbUFCg3n33Xc9dBvHx8X4H1dL47lQrVaqk7r77brV+/Xq/aTdv3qxuueUWQ9ni4+MNdysFEomdSG5urmFja968eamf1dvTTz9teJ/x48cHnfann37y27Avu+wyNXfuXL8LoAcOHFD//ve//S4Eh1q+Uv4Vp7p16yoRUZUrV1aPPvqoysnJMUx/6NAhw11Bvnc7fP/996a/i3nz5hnmHTRokOl5y2r9+vVq9uzZavbs2Z7PWvK5S/4e6CfQelmehhDvk7pBgwb53SFy9OhR9cQTT/htjzNmzPCckMbFxanbb7/d7yR4165dfndSValSxdTwVaNGjTLMl5KSoh577LGAPZ9WrVqlhg4dapi+atWqISt6ZbVlyxa/BrrmzZurb775xrAtFBUVqS+//NJQGfE9gS6tIeS9997z24ePGjVKLVu2zK8Snpubqx566CG/iy6fffZZyPfw3TeVlDchIUGNGzfO0PtHKaVWr17td2edme07Wp8nIyNDiZxuQH/ppZf8hsrIzc1VY8aM8fs8M2fOLPXzDB482DBPyXfmu36vW7fOsB34rgeRbAgp+fzx8fHqjjvu8Dv+Hzt2TL344ot+3/M///nPUj9/LNcxTp06pXr16mV4n/j4ePXggw/6XdjfvHmzuummm/zWgWuuuSbke/juS70/V69evdSsWbMM+wS3263mzJkTsGGqrMMGhuK7LnivR9dee63auHGjYfrc3Fx1//33+9VpBw8eHNb34H08y8zMVD/++KPf51u0aJFh31JQUKDatm3r932+/fbbfhc1Soa08O3p06VLl4A3BnkfP31769x///0Bj7NbtmzxW44VdUXvjKpWreq52ad+/frq3Xff9euptHXrVsMFdd/MS7JwOp3qtttu8zsmFhYWqtmzZxv+ZkV979ChQ37DdNWpU0d98MEHhov3LpdLzZ49W3Xs2DHo/jPaDSHemV1wwQV+vT0OHDigxo8f73fRp2PHjurkyZMh3+v2229XVatWVddff7364osv1O7duwNOl5OTo8aPH+93Qa20i/NW1Zu9v6Pq1at7LjS0atVKffXVV6qoqMgzbXFxsfrss8/8LoL94x//UJ9++qnh/RYvXmw4Jzx27JgaN26cX33VzDCEdqiflOy/fHvqXHfddSHPK8xcOC6r5cuXe97Hu0ydOnUKWSbvfbDL5TJs95UrVw6rzE8++aThvZ999tmA0/key7zX22D1/M8++8zvukNSUlKpozS4XC6/URnS0tLUCy+8oPLy8vymzcrKUuedd55h+vT09DIP/xaK742W77zzTljz+57Pl2RXvXp19b///c/vTuslS5YY9vEldYfNmzd76o2tWrVS06ZNC7iv8N3v3XvvvaWW8ZJLLlG1a9dWf/vb39R3330XdFijP/74Qz300EN+++/Sbmz4/PPPDdMnJyerF154IWgPtZ07d6oPPvhADRkyRMXHx1dIQ0heXp7fzYqZmZkhz8E5/p8ensl3n9uhQwf1ww8/GEa1KCoqUp9//rlq1KiRYdqEhIRSh0yMdENIVlaWmj17tt9140GDBoXc7waqY0SyISSSdf9gZfI+R7ngggvUggULDMd4t9utZs+ebVim7zCcAwYMUHPnzg04yklhYaFauHChevTRR1VGRkZYDSG+7xUfH296mGJfZW4ImTdvXljDt8yaNctwV2XPnj1DTu97N8tHH31k+r18W3WDjTu2atUqvx3Z22+/HXLZS5YsCdgd2OqGEJfL5dcr5+KLLw55wrB9+/agd+GFsmDBAsP3VLt2bbVs2bJSyzhlyhTDfJ06dQo5faR2Ir53zIdzd0irVq0888XFxfk1NJTwPWDFxcWpd999t9Tlr1+/3nAHbEJCgl/lzlugOy1TUlJMf6YFCxYY5h0yZIip+ZTyv+g+depU0/NWhPIcEJUqX0NIyU/J0HLBPPHEE4bpS3p8OJ3OkN9XcXGxX+Xd+w7WQHzvmG/evLmp7o/PP/+8Yb6//OUvpc4TrosuusjwHt26dQt59/zBgweDPpsgVEOIb4NLlSpVTF2c//XXXw095erUqRPyIBrobr3ExET1888/h3yfe+65xzBPlSpV1I4dO2Ly8zRt2rTU9cd3qI0rrrgi5PS+vTvNfGePPPJIwPUgkg0hJWUrbZxR38pynTp1Qh5zY72O4XshKCEhodSLfBMmTPAr21dffRV0+mD70jFjxoSsQ+7du9evZ8bXX39d1o8aVKB1QaT0XnlffvmlX2NIqB52wb6HYcOGmW7gufXWWw3zXnbZZero0aMh5zlx4oS68sorDfOVdnEi2PMdSmNVXTHQXXxt27YNWXfyFijz+Ph403Uaq+p7t912m6GMTZo0CVoHVep01r71iJKfaDeElPyMHTs2ZB1q4cKFfjdRPP/88yHfa/ny5aZ655XYvn27oUG2SpUqIYdSsqreHGi9Pvvss0N+Nt+eg9WrV/esm3//+99Dfte+20FJ7/Fg7FY/Ke847ZFSnuO+7ygRvsMnBeN2uw0XT+Pj44Pum4Idy0qr5+/du9dwTi1y+rpFKOPHjzdM36tXr1JvEnO5XOqOO+4wzGemJ1K4RowYYXiPcJ//EOh8vm7dugFvGiixb98+v96LJRdIzznnnJDDlf7yyy+G+dLS0kptZF64cGFYFxizs7MNQ9iVdgOL73Bn4QyFv3PnzpD1HzPnBBs3bvRrNBg8eHDIYb04/p++MO99oVzkdE+UUBfaDx486NeQ16VLl5DvE+mGkBKhnuFnViQbQqyo+/uWqeTn73//e8j3KbF+/XrDfAMGDDDde9blcpXaY8WX7w3EZodS9VXmhpCy8O1CFWpnv3DhQr8NzIycnBzDCVWoB4b53t1odgiuiRMn+q0oVjeE/PDDD4b3r1+/vqnxuufPnx9wRQ/FuyEhLi6u1Lv1vPneWeh7V523SO1EJk+ebJh27Nixpsq+aNEiw3yh7uR67rnnDNM+99xzpt5DqdPjP3rP+8gjjwSdNlDF6a233jL9Xkopw4GoUqVKpsYGPnTokN+JTGkVqIoW7YaQPn36lLpT9+3NVvLz8MMPl1o+331eqPXN7XYb7phOSkoy1QhSwrvy6XA4wj4AhbJx40bD50hKSgp58b/E5s2bAw5BFKohxLfB/NNPPzVdztdff90wb6i7uQKdmL/44oulvofb7VZ9+vQxzPfQQw/F3OdxOp2mLlgePHjQcMdXUlJSyG2id+/eYX9nSvnfzFDaPl6p8jeElNbwWMK3B0WoB7zFch2juLjY7w4ts/n4Vsr79u0bdNpA+9LMzExTx48333zTMN8tt9xi+vOZFWhduPTSS03N++CDD/odI4IJ9D1kZGSYfrjqzp07DV3BO3XqZPq5QwUFBYaT/SZNmoRshCprQ4hVdUXfC8aVKlUK6wGwgTJ/8MEHTc9vRX3Pt87lcDhMjXd/6NChgMPLxUJDSOfOnU3dQOc71FmjRo3CuvHODN9hbV5//fWQ01tRb/Zdr2vUqFHqkHtK+fe6LNknm6mveg9hXaVKlZDfs93qJ3ZsCMnLyzP0wOnYsaOp+X788UfD+4ZqRAp0LDNbz1+7dq3fA36DnX8UFBQYLqrXr1/f9LPpiouLDfXPlJSUgA/1LQ/f576F+wzSQOfzZnqb+TYOiZzuLWXmRoBBgwYZ5lu4cGFYZTbDt/4a6gajzp07e6Zr06ZNhZajtHOCBQsW+D13aMyYMaXemMLx//SwYN7Lb9CggambEbZt2+Y3XH+g5xCVoCHEurp/oIaQs846y9QQbkop9dVXXxnmLXnWZaT4NnZ/8cUXZVqOpQ0hv/32m+mKkFLm78b35nuAeOaZZwJOV1RUZBhHzel0mqpwKnX64pbvXQ1WN4RcffXVhvcvrRLv7YorrvBb2YPZsGGDYbrhw4eHVc79+/cbNuBQw5RFaidSWFhoeNBU9erVTd3h4Hux55NPPgk4XXFxseHO1caNG4fdSODdLTNUZcC34tS4ceOwxyt+7bXXDMswM1yP7zz3339/WO9ZEaLdEDJr1ixT7+O7bSYnJ6vDhw+bmtf7Tp+0tLSg033//feG9wh1cT2Q1atXh70OmPXPf/6zzOvK3//+d7/vPVhDyIEDBwwVqlAXIQM5efKk4fsONbSN776pYcOGprdx36Ex6tWrF7BiEc3Pc/XVV5t+H98Hcga7ocH32BHOd7Zq1Sq/9SCSDSHhlM334bnBjr2xXsfwPSFr0qSJ6Z4JBw4c8Ltre8OGDQGnDbQvNXMXccn7eM/Xo0cP05/PrEAXxUPdpOPt6NGjfg+xDOd7MPtwcKWU33NVfvzxR9PzKqXUyy+/bJh/8eLFQactS0OIlXVF3wvG4Y6F75t5UlKS6R4FVtX33njjDUMZhw0bZnr5//vf//zWtVhoCCmtx10Jl8ulWrZsaZg3nOGozPJ+bkhpwzJYUW/2Xa/N3ECjlP+6IhL64pI33zuyg+377FY/UcqeDSFKKb8hcEPt64PNE2pbDXQsC6ee7/s8kQceeCDgdL43QpTWm9bXN998Y5i/oi/M+d5IEu7QLL7n82eddZap+XyPtSKiHn30UVPz+jZIhnPtyKxjx44ZesuGurnTu55rttHOrFDnBF999ZXfBflQ5SzB8f803+cehjMsnO8NRKH27zSEWFf3D9QQYrYeoZT/TeeReq5jCd/ej2ZvZvQVJxZq1qyZ4XV2dnbI6UeNGuX53e12y8cff1zqe3z44Yee3+Pi4uS6664LON3q1avl2LFjntf9+/eXBg0alLp8ERGHwyEjRowwNW2kzJ071/N7pUqV5NprrzU975gxY0xP+/333xteB/s+g6lVq5Z0797d83r+/PlhzV8RqlSpIldffbXn9eHDh+Wbb74JOU9RUZF89tlnntepqaly5ZVXBpx29erVsnv3bs/ra6+9VipVqhRWGQcNGuT5/bfffpP9+/ebmu+aa66RuLjwNuORI0dKcnKy5/XEiRNFKRVynokTJxpe33TTTWG955muevXqcsEFF5iatkOHDobXAwcOlGrVqoU97759++TEiRMBp5s5c6bhdbjbZadOnaRevXqe1xW5XXrvm0SM+/HShLNvmjt3rhw/ftzzOtzvoFKlSjJgwADP64ULF4rb7TY1bzjb+DnnnCMZGRme13/++ads2rTJb7pofp5rrrnG9Pt06dLF8HrXrl0Bp/NdD8L5zjp37uz3PpE0ZMgQ02Uz+/ljvY7x66+/Gl6PGjVK4uPjTc1bs2ZNueKKKwx/mzdvnql5q1WrJhdeeKHp92ncuLHndbDvuiJ1795d2rVrZ2ralJQUueqqqwx/8/1eg3E6nYZ6SWm89/n16tUzfTwq4V3HEKn4ulg064rDhw8P6718XXLJJZKammpqWqvqe+U5jo4YMcL0tmyVunXrmt7u4+LiZOTIkYa/+X4fFaFp06ae30s7H41GvXnYsGGmpvOtc9aoUUPOO+88U/N27NjR8Hrnzp0Bp7Nb/cTObrnlFsPrd955J+T0+/btk+nTp3teN2rUSAYPHhzWe4azfxo9erThdbBt2/uYFx8fH9Z1DhGR888/33B+XNHHvCNHjnh+dzqdUrly5XItz+z23qpVK0lISDD8bejQoabmNbu9l0dycrLUqVPH8zrUvtW7Trxhw4ZS98MV4c0335SrrrrKsz9zOp3y5ptvytNPP13qvBz/RY4dOyYrV670vE5KSgpr27zhhhsMr6NxXfBMEq26f926dU3XI0TE7/z2k08+MT1vWaSkpBhee++Pw1EhDSFLly6Vhx9+WC6++GLJyMiQmjVrSqVKlcThcBh+EhMTDfOVdrF31KhRhoPYRx99FHL65cuXy4YNGzyvBwwYII0aNQo6rbezzjor5LJ9hTt9RdqxY4fs3bvX87pTp05Ss2ZN0/P369fP9LS+G0xmZqbpeUt4X8j47bffSj15iATfC6zeDWaBfPvtt3Lo0CHP62HDhkmVKlUCTlvR35GIyMaNG03N17Nnz7Dfq1q1aoaD1ubNm0OeZC5fvlxWrVrled2vXz9p1apV2O97JuvWrZs4HA5T09aqVctvXrN8583Pzw84nfc6l5ycLG3atDH9HiW8941m17fSnDx50rCu1KpVy+8kPZTOnTtL9erVTU1b0dtdfn6+5Obmmpqvf//+Yb2P7z536dKlftNE8/OE817eJzgiwSsfvp8x3O8s3OnLIxKfP9brGEuWLDG8DqfCK3L6IoO3xYsXm5qvW7duYTXee3/fZa3ohqO862mgbTuQNm3aSNWqVU1Ne+jQIVm3bp3ndbjfoUjZ6xhmRbOuWJZ6UFnnt6q+570eORyOsOrttWvXDuu4a4W+ffuK0+k0PX1Zt6vt27fL888/L8OGDZO2bdtKWlqaJCYm+p2POhwOWbRokWe+0s5Hra43V6pUye+iZTC+9cauXbuWub5qps4pcubXT+zs/PPPl5YtW3peT5kyRY4ePRp0+g8++EBOnjzpeX3DDTeEdXwJt57fp08fw4X8VatWyalTpwzTKKVkwYIFntetWrUy3VhdIjk52bB+V/Qxr7Cw0PN7sOsD4fC+ESAUp9NpuLmuUqVKpr9/s9t7IOvXr5cnnnhCLr/8cmnZsqXUrl1bEhISAu5b8/LyPPOF2rcOHDjQ87vL5ZLBgwfLxIkTDd9tRXr44Yflb3/7m6cRtkqVKvLll1/Krbfeamp+jv+nj20ul8vzukePHn4XpUNp2bKl4fpDXl6e7Nixo0LLaBfRrPtnZmaarkeIiPTq1cuwj542bZpcffXVsnbtWtPLCEdSUpLhdUFBQZmWU64mw/nz58sdd9wha9asKdP8hw8fDvn/jRo1kgEDBsjPP/8sIqd3witWrAh6sPC9uO1714E33wpY27ZtTZS47NNXpG3bthleh7vDq169ujRq1MjUnTK+G4xvJTNcLpdL8vPzTd8hX1HOPvtsadGihWzevFlERGbNmiV79uyRunXrBpw+nHXJ9zsK5y7PYA4ePGhqOt9eVmbdeuut8u6773pev/POO4a7tbz53k00duzYMr3nmSwtLc30tL475/LM630Hnjfvda6goCDsA6Mvs+tbaXbv3m04oSpLZaxjx46m7ljw3e7KezFM5PT3EKzx3Fu4n8t3et99uEh0P084+3Xvu2JFgq+j5T1Omb0IVBEi8fljvY7he+LRqVOnsObv3Lmz4bXZOwvDrUN4f9/BvuuKFIltO5Bwjt2bNm0yNArMnDkzrBOUQCpqn18iWnXFlJQUqV27drneK5wsrKjvud1uw/bZuHFj041mJTp27Gi4EB9tkd6uduzYIXfffbdMnz69TDdblXY+KmJtvblmzZqmG46srnOKnPn1EztzOBxy8803y/333y8ip88RPv30U7n55psDTu/dcykuLs7vju3ShLttV6pUSVq3bu25QFZUVCS7d++WJk2aeKbZs2ePYb+4YcOGmDvmeauIGzzLut2WZ19hZvtYu3at3HHHHaZ7/foKtW+99dZb5ZVXXpE9e/aIiMjevXtl7Nixcvfdd8sFF1wgAwYMkLPPPlu6dOkSds8Lb8XFxTJ69GjDtZ1atWrJ9OnTw7rpiON/+c8dRE6fP3hfg9y5c6dh+8dp0az7h3t9sXLlyvLAAw/II4884vnb1KlTZerUqdK2bVsZNGiQ9OvXT/r06WMYkaSsKuqm+jJfPXv77belX79+ZW4EETl98CuN7wXoDz74IOB0p06dkk8//dTzOiUlRYYMGRJ0ub475nAvzJu9azkSfMvu28Jvhtl5Dhw4EPaySxOtO3S8uxYWFxcH7ba1b98+wzAPGRkZ0rdv36DLjeZ3FO4dMiUyMzMNPRWmTZsWcOdYUoEuUaNGDb+hQHRQni7P5Zk30I6+oKDA1L4zHBW1Teqybwr3c/lOH+jEIJqfp6LXUZHyrwtlWXfKyorPH2t1DO8ej3FxcWH1KhURv4vP3ssLpbzDR0RaJLbtQMI5dp8J9bBolbGsdaCyLsOKz5mfn2/Yr0TyOGqVcMtTo0YNww0eobarpUuXSufOneWbb74p88mx9w0cwVhZb46lOqeI/eondjdmzBjDKBy+w7SVmD9/vmGo1gsvvNDvDuLSVMT+yXf7PhOOed6NCsGGMQ5HWdfzSG4fM2bMkMzMzDI3goiEvtZXs2ZNmTFjhtSvX9/w98LCQpk+fbrcc8890rNnT6lZs6ZcfPHFMnHiRNN1LG+5ubmGRpDq1atLVlZW2D2vOf771/XLciNKWc8fdHOmXV986KGHAja4b9y4UV5++WUZMmSI1K9fX9q0aSN3332338gE4fBtxPW9CcKsMjWEzJkzR2677TbDhhofHy/9+/eXBx54QN544w354osvZMaMGTJ79mzDT7iGDBli6HI1ZcoUvy6UIqdbyby73w0dOjTkl+K7Y/Ydb7E0vsN8Wcl73HER/xZ+M8yuMGU54JTG7LiwFe26664ztKQGGx5r8uTJUlxc7Hk9atSokC2w0fyOynOHhHdX0KKiooBDz3322WeGLtXXXXddzF/IsrtIrG8VdbKoy74p3M/l+5l8vycRe+1rRcq/LpS1UhMrYr2O4Z1PRWynoYbeOJNEYtsOJJxj95mwb4hWGctTByrLMqz4nFYeR60S7mdwOByG4WaCbVcHDhyQiy++2O/kvlOnTnL77bfLf//7X/nss89k+vTpMmvWLMP5aFnuZNW13nwm7IPwf2rXrm1ofFu2bJmsXr3ab7qK6PFfEfsn3+37TFjfvG9Wcblctut99Pvvv8vQoUMNjcQOh0N69eol99xzj7z66qsydepU+fbbb/2u9QUbbSOQzMxMWbdundx///1Bb8g5duyYfP/99zJ27Fhp3LixjBs3LuC1wGBKhusvcfjwYfniiy9Mz+89X0U7047/vuUry3vZ9fyhop1p1xcdDoe8/fbb8sMPP4S8gXzTpk3yyiuvSO/evaVv375+Q0mb4bselnWkoTINjXXfffcZLpxdcskl8tZbb0l6enrI+cpyF3NycrIMHTpUJk2aJCL/d7f+X/7yF8N0vj1FQg1lJOL/hZk9eS0RzriKFc13B1KWsRTNjqWWlJRk+Kzff/99uR/CVBFdosqiadOm0q9fP8+4vqtXr5Y1a9b4nQx5r0sOh6PUh1T5HqTGjx9veqzPYNq3b1+u+c0YPny43HfffZ4D0DvvvCN33323YRqGxYo9vutbzZo15bPPPotSaYys3jd5e//990s9BpXGd7ifYAoLC8Pqquz7mQKNpxrNzxMJgdaF8nxnZ5pYr2OkpKR4Lh5WxHYabtf9WBXud2Fm2y4v333DgAED5OGHHy7XMmvUqFGu+X3Zqa4YihX1PSuPo1YJ9zMopQwXFoNtV88884zhrsmWLVvKxx9/bGroprJcYNK13my3+okObrnlFpk8ebLn9TvvvCOvvfaa57XvxeB69erJZZddFvb7VMT+yXf79l3f2rVrJy+//HLY7+OtIp7j4a1Ro0aGIUHz8vIkIyOjQt8jmh588EHDdbuePXvKBx98YOqZlOEO31OzZk15/vnn5emnn5a5c+fKnDlz5Ndff5Xly5f7NXgcPXpUnnjiCfnpp59k1qxZpvbjDRo0kMcff1xuuukmz4Xgxx57TIqKiuSpp54yXU6O//7balney67nDxXtTKj7B3LhhRfKhRdeKNu2bZNZs2bJ3LlzZd68ebJ7926/aRcsWCBnn322fPzxxzJs2DDT7+G7rHB7MpYI+yzl999/l+zsbM/rDh06yLRp00zd7VjW8RlHjx7taQgROX2h2rsh5ODBg/Ldd995Xjdp0qTUBwv5tjoHCieUcKevSL5DZpT2kL9AzHa3ql27tuHktlu3buUe+zmaRo8ebXjA4QcffCD/+c9/PK/XrVtnWL/POeecUsfJ8+3i16xZM7ngggsqpsARlJKSIiNHjpQ333xTRE4/g2fRokXSp08fz2vvB+D27t075h7AqaPq1atLfHy8p9fS8ePHY2Z9s3rf5K1du3YVMm61Gfv37w+r4ub7mQINexTNzxMJgdaF8nxnZ5pYr2PUqFHD0xDidrvl0KFDYVWQfbdtKyrXVgh3n2Vm2y4v331D5cqVY2afX8JudcVgrKjvVatWTRwOh+eGs0geR60S7mc4dOiQ4c7FYNuV900glStXlh9++MH0xciynJPqWm+2W/1EB+eee660bdvW81yDTz75RF544QVPg8Ann3xiaGwcM2ZMmRqvK2L/5Lt9+65vSqmYO+Y1bdrU8ED3nJwc2zSEHDt2zHBdrW7duvLDDz+YrueVdaijhIQEGTRokAwaNEhETp/fLl68WGbOnCmTJ0821IsXLFgg//jHP+SNN94wtezrr79eEhISZPTo0Z6HfT/99NNSVFQkzz//vKllcPz3r+uX5b3Mnj+U53kYZWlAijVnQt0/lGbNmsktt9wit9xyi4iIbN26VX7++WeZNm2azJo1y1PHO3nypIwaNUp69eplukHD9xy5adOmZSpj2ENjeVfwRERuuukm00M+rF+/Pty3ExGRfv36GR6iM2PGDMNO9tNPPzV03SttKCOR05U4b94Xv82I5kMIfQ+069atC2v+w4cPm3pQuoj/w3JKHjZ+pvIdMm3y5MmeA6JI+D2LRM7s76hk51TC+04237vagj1oD9ZyOByG/eHx48ej2jDrrWHDhobjQbj7JhHxPECxNNHc7sL9XL6fKVDj6pm8HwmkvMep8jx/LBbEeh3D98GEgYbNCMV3ers86DAS23Z5nQn7hjOhjBXBis8ZFxdn2J527doVdg+xWNt/RmK72rlzp6HuM3jwYNMXIo8fP17qA9iD0bHerMv2bTfe6+rhw4dl6tSpntfe66rD4Shzz6Vwt+1Tp04ZnkuSmJgoDRo0MExTr149Qw+OHTt2hDUUkhV8R5Pw/kxnupUrVxquqw0fPtx0I8jmzZsr7DmWVapUkQEDBsgLL7wg27dvNzyIWeT0s2/COTaOGDFCPv30U8OwPy+88IJfr75gOP6X/9wh0DzBzh+8h5QMd+i5ffv2hV2uWGO3425GRoaMHTtWvv/+e1m9erWhvnbixAl5/fXXTS/rt99+8/weHx/vd85tVtgNIXv27DG8bt26tel5f/nll3DfTkT8hyc6efKkTJkyxfPa91kPpQ1lJCJ+d7LMnDkzrPEjp0+fbnraitakSRPDnXZr164N686mX3/91fS0AwYMMLwua4axIiUlRYYMGeJ5/eeff8qsWbNE5PQYn94PUE9KSjLVTetM/o46d+4svXv39rz+/PPPJT8/32/s49TUVLn66qujUUQP7wdn6voAxBKxus4lJCQYhjs4ePBgWCdJq1evNj0mZjS/g3D2oSLi96DBQHdSxmqmZdWjRw/D63C/s3CnjzWxXsfw3u+LhL+++U7vu7wzVXnX00jcJZ2eni4tWrTwvP7jjz9M38xiFbvtv4Kx6nN67z+VUmE9rHb//v1lvvEsUrKysgw3HZXGzHZVnvPR+fPnl/nC6plUb64odty+vc8pRGLnvML7Rs7ylmn06NGGBoWSxg/fZ4acd955Ze7NEG49f9GiRYaL7F26dPEbj75SpUpy9tlne14XFhaW68G6keA7JJLZm7jOBNG41leaSpUqydNPP2149sCpU6fCXi+GDRsmU6dONdy098orr/g9+zgQjv+nn+nidDo9r5ctWxbW0L+bN2821F/r168ftBeA9wO7Dx06FNYxe9myZaanjdVjwZlQ9y+rDh06yIQJEwx/y8rKMjVvUVGR/PHHH57X7du3L/Nz2MJuCPFdObwPZqEUFRXJe++9F+7befjemV9y5/5vv/0mS5cu9fz97LPPNqw0wTRo0MBwENu9e7d8/fXXpsqyc+dO+fbbb01NGyneQ3+dOnXK0DBUGu9hxkozePBgw+sJEybE3F0Z4RozZozhdcm6NHv2bMnLy/P8/corrzQ1lEvPnj0Nd0r88ssvsmHDhooprAW87xgqKCiQyZMny7Rp0wyNa3/961+j/vBN7/e3Q5fH8vDdLr3H/Y22/v37G177NlSHEs6+6YILLjB0458yZYplw4FMmTLF9H5w/vz5snXrVs/revXqBTypiObniQTf9SCc72z16tVR7XVZEWK9juE7fOjHH3/sGW6vNIcOHZKvvvrK8Ldzzz23wsoWTStWrDB9/D527Jh8+eWXhr+VNixrWcXyPl/EnnXFQKyq75XnOPrJJ5+Y3patsnfvXvnxxx9NTet2u+Xjjz82/C3QdlXW81ERMT2cSjBnSr25otitfiJSMWPxR0JFnutUr17d0BiXlZUlv/32m0ycONEwXXmfYxPO/sl35IVgx0zfY8qrr74afsEiqFevXoYGnBUrVkSxNBWrrPtWpZRn2MBI8W4gEynb0FGXX365fP3114aLp2+99ZbceOONIW9Y4vh/+oZi73ObwsJC+fzzz03P73stOFSd2bunyKlTp0w3uK5bty6sxqBYPRaIxH7dvzzKui2vXr3asI6X5/wz7IYQ34cXmm29eeyxx/xamMPRvHlzQyvwkiVL5Pfff/fbOZgZyqiE74H/3nvvLbVi53a75bbbbpMTJ06Yfp9IuOGGGwyvn376ac/D+0LJysoyfTFG5PQdD94t4Lt27ZJHH33U9PyxaMCAAYbW52+++Uby8/PLvC5VqlRJ/v73v3teK6XklltuOWMuAlxzzTWGA/s777wTkw979B5z/8CBA6bWd7u64oorDA2+S5YsiXjl06zrr7/e8Pr11183dQfDli1bwvoMdevWleuuu87zuqCgQG6//XbzBS2H3NxceeWVV0qdTiklDzzwgOFvY8aMCTh0YzQ/TyS0a9dOevXq5Xlt9jsTEbn//vsjVSxLxXIdY9CgQYbj4LZt20xXsB977DHDicI555xj6gGaZwrfbTaYZ555xjBkQe/evaVt27YRKdM999xjuBD56quvysqVKyPyXmVhx7piIFbV94YPH264SPPFF1+YusPx8OHD8swzz1RoWSrKww8/bKpXyDvvvGO42y89Pd0zZry3sp6Pzpw5U7755htT0wZzptSbK4rd6ici/s/xKutQaRXNu1zbt28v9/JuvfVWw+v//ve/8umnn3pe165dW6688spyvYfZev769ev9zrV9r2eUuOmmmwzPDvniiy8Mz62ItpSUFMOFvOXLl4c9fE+sKuu+9c0334z4TUwV9Xy6iy66SGbMmGF4IPX7778vo0aNCnqc4vh/2k033WR4/a9//ctUr5AdO3bIyy+/bPhbqONkt27dDK/NNrj4DqFWmtTUVEMvl1g5FojEft2/PMq6Lfv2GL7wwgvLXIawG0LOOussw+u33nqr1DHL3n77bXnxxRfDfSs/vhemJ02aZLhrqHLlymF1Qx49erS0bNnS83rHjh0ycOBAw9273vLz8+W6666TmTNnlusBPhVh0KBBhhPuvLw8ufbaa0PujHfs2CHXXntt2O/11FNPGbqNPf/88/Lkk0+G1XUsJydH7r///rC6qkWKw+EwVOhPnDghEydONDQQNWzYUM4//3zTy7z77rulbt26ntdZWVkydOhQz8NozSgoKJBXXnlF3n33XdPzVIQqVaoYhpNbuXKlzJkzx/O6W7dufgejaGjfvr3nd6WU3524OnE6nfLUU08Z/nb33Xf7nYiX5vfff5ebb75ZcnNzK6xsbdu2NRyUCgsL5corrwzZcHXo0CG58sorwx5X9tFHHzVUYj/77DO55ZZbwroz9ODBg/L000+HfQf+I488YthOArnvvvtk0aJFnteVK1f2Oyn1Fs3PEwneJwwi5r6zxx57TGbPnh3BUlknlusYTqfTb1zkBx98UH7++eeQ87333nt+d1Pfd999FV6+aJoxY4Y8++yzIaf56quv5IUXXjD8zXd9r0gZGRly4403el4fP35cLr30UsP+xYxffvklYs8tsFtdMRgr6ns1atQwnPMopeTqq68O+TywoqIiGTp0aMyOjb169Wr529/+FnKaxYsXy7333mv42x133GG4SFGicePG0rBhQ8/rZcuWGR6eHsjSpUtl5MiRYZQ6sDOl3lyR7FY/adKkiaSkpHhe//zzz2V+yHNF8j7X2b9/v8ydO7dcy+vdu7dhyNoJEyYY6uOjRo0y/azXYMzU8/ft2ydDhgwx3Mk7ePDgoMMuVatWzXBTgtvtluHDh4c9bOiKFSvkmmuuCWsesy655BLP7ydPnjQ8PP1M1r17d8M6MW3aNFm4cGHIeWbMmOG37w4lPz9fRowYEdbz87Zv3y5ffPGF53VcXJx06dLF9Py+zj//fPn+++8N+4FPPvlEhg8fHrRXBcf/089a8f4OcnNz5eqrrw55LDh8+LBcfvnlhpuounbtKuedd17QeS6++GLD61dffdVwk0Qgjz32WNj7iEqVKkmrVq08r1etWiVbtmwJaxmRcibU/UVEXn75ZXn99dfD6k3jew7lO9xgMN7HxKSkJL8h68KiyqBPnz5KRDw/9evXV59//rk6deqUYbpVq1apq6++2jNd27ZtDfP169cvrPc9cuSIqlKlimf+ypUrG5Z37bXXhv1Z5s6dq+Li4gzLqVKliho1apR6//331XfffacmT56s7r33XlWvXj3PNLfeemu5PktFmDdvnnI4HIZydO/eXc2ZM0e53W7PdAUFBeq9995TtWvXViKi4uPjVcOGDQ3zlea5554zTF/yXp9++qk6ePCg3/TFxcVqw4YN6u2331aDBg1S8fHxSkTUnDlzgr5Hv379TJdpzpw5hmkff/zxUj+Dt02bNhnm912XHnzwwbCWp9TpPCpVqmRYTsOGDdWLL76oduzYEXCenTt3qqlTp6oRI0ao1NTUUj/L6NGjDcvftm1b2OUMZMOGDX75lvy8+eabFfIe5fXVV1/5ZXbHHXeoyZMnqx9++EHNnj3b87N+/Xq/+R9//HHD/KHWxW3bthmmHT16tOlyvv/++4Z533//fdPzhpvvLbfc4pfXeeedp7799lt17Ngxv+lPnjypVq1apf773/+qvn37evYfFbUelfjjjz/8tqnmzZur6dOnG44TJ0+eVF9++aVq0qSJZ7qmTZuG9R18+umnft9Bq1at1IQJE9Sff/7pN73b7VabN29WH374obryyis9x5RQOfnum0rKm5CQoMaNG6f27t1rmH7NmjXqsssu8yvXs88+W+p3F43PE45w1+8LLrjAMH2w72z9+vXqqquuCroelLaP916HmjRpEnLacPYFvsLdN8RyHaO4uFj16tXL8D6VKlVSDz/8sNq9e7dh2i1btqibb77Zr85xzTXXhHyP8uxLlSrfumqG77rgvR4NHz5c/fbbb4bpd+/erf75z38qp9NpmG/QoEEh36e834NSShUWFqquXbsalhMfH6/GjBmjFi1a5FcHV0qpo0ePqvnz56uHH35YtW7d2tT2UZ5jmBV1xXC29UDKs/2XsKK+d+DAAVWnTh3De9StW1d9+OGH6vjx457pXC6X+umnn1SnTp2C7j/L8hnLw3cd8s5s4MCBasWKFYbpDx48qP7973/71Rs6dOigTp48GfR9HnroIb/jy7PPPquOHDlimG7Xrl3qkUceUYmJiUrkdP3R9zsKV0XXm8u6XltZX7Vb/eTyyy/3+yzjx49XX3/9teGcYvbs2QH3X5Hw3//+11Cm6tWrqwceeEB9/vnn6scffzSUacuWLaaW+cYbbwRdVzds2BBW+XzXN+/1NlA9v6ioSH3++ecqPT3drx60efPmkO/lcrnUxRdfbJjP4XCoK6+8Uv3888/qxIkTfvMcP35cLVmyRD3zzDOqW7duEas7KHV6v+JdJ7r99ttNz1ue83kr9hXDhw83TJuamqrefvttw7FHKaV+//13ddttt3nquXXq1FG1atUqtXyHDh3yTJOZmanGjx+vVqxYoYqKivymPXLkiJo4caKhjiwi6vLLLw9a/nC+o4ULF3qOySU/V1xxRcCyKMXxXymlpk+f7rcv6dy5s5o1a5ZyuVye6YqKitQXX3xhyKPkWL169epS36dnz55+3/PXX3+tiouLPdO43W61aNEiNXjwYMO+KJzv4O677zZM36BBAzVu3Dg1bdo0NWvWLMN+1/f8SKnIXsO0ou5f3uuqJd9ftWrV1KhRo9S0adMCfk9KKZWdna2uueYaw/vFxcWp5cuXl/o+R48eNdQThw8fHlY5fZXpyLBgwQK/HYCIqJSUFNW1a1fVvXt3VbduXcP/JScnq5UrVxr+VpYTe98ds/fP999/X5aPoz744AO/CxWhfnr16qUKCwsNfzv//PPL9N7l9eSTTwYsY61atVS3bt1U+/btDY1HIqKefvrpMlU077nnnoDvFRcXp5o2baq6d++uunfvrpo3b66SkpICThsrDSFK+Tfoef9s3Lgx7OUpdfokwfdEruSnfv36qnPnzqpnz56qdevWqkaNGgGni0ZDiFJKnXvuuX5lSUpK8juhjJZTp055dual/QSq3NmxIeTkyZOGxmbfg2Tz5s1Vjx49VNeuXVWzZs1UQkJCwGkruiFEKaUmTZrkd9G05CDZuXNn1alTJ1W1alXD/910001lWsf/85//BN2HN2rUSHXt2lX16NFDtWzZ0u89zeTku2/65ZdfPBfsSr7rli1bqszMTL9G5pKfCy+8MOQFnWh+nnCEu37v2rXLrwLs/Z316NHD7wS5YcOGasqUKWHt42O1IUSp2K5jbNmyRTVu3NivDHFxcZ79h+9JVclPt27dSr04dKY1hEyZMkU1aNDA8LfGjRurHj16qBYtWgTMsUmTJmrXrl0h36ciGkKUOr09dezYMWAeycnJqk2bNqpXr16qY8eOKj09PeA+OJINIUpFvq4YCw0hSkW+vqeUUrNnz/ZcvPf+SUpKUh06dFBdu3ZVNWvWNPzfoEGD1L/+9a8K+Yxl5bsOvf76637rbb169VRmZqZq3bp1wHPKGjVqlHqh5MCBA37Hj5LjS/v27VXPnj1Vs2bN/LaDCRMmVMi+pSLrzWdCQ4hS9qqfzJ07N+A+Mtx9UkU6cOCA58bF0n7Mnvvm5+erlJQUv/n79u0bdvkCrW833nij4W+h6vkipxszPvjgA1Pvd/jwYdW/f/+Anz8xMVG1atVK9erVS3Xu3Fk1adLE7yaF8mzfZpx33nme92jYsKHhRtRQYr0hZPPmzX6NAyKnG5E7deoUsO7udDrVzJkzTZXPuyHE+ychIUFlZGSo7t27q549e6rmzZsHzDQtLU3t3Lmzwr6jZcuW+R2nL7744oCNbUpx/FdKqUcffTTg56pRo4bq0qWL6tixY8DtPy4uTr333num3mPJkiUB869evbrq1q2b6tKli993MHz48LDreZs2bQqap+9PoONKpK9hRrruX1ENIYG20/bt26vevXurLl26qOrVqweczuwN6J9//rlhvu+++y6scvoq85Fh0qRJASuuwTaIkhXQ++9laQj54Ycfgu50vFsHwzVjxoyAlWnfn2HDhqn8/Hx19OhRw9+HDBlS5vcur3/961+mK3J33XWXUqrsFc0PPvgg6Epc2k/VqlVVdnZ20GVb3RDy1ltvBSxnz549w16Wt+XLl6tWrVqV6TtyOp3q7bffDrrsSDaEfPLJJ37luf766yts+RVh3bp1fq38gX50aQgp8e9//9uvwdPsT+3atQPeyVcRJkyYELTxxffnqquuUkVFRWX+Dn744QdVv379Mn0HiYmJIQ+mgfZNn376qenPdvHFF6vCwsKwvjurP49ZZVm/N2/ebGq7FTl9F87atWvD3sfHckOIUrFdx9i1a5fhzkkzPxdddJHKz88vddlnWkPInDlz1Nq1a/0aQ4L9tGjRwtRduRXVEKKUUseOHVMjR440Xe/z/TnnnHNCLr+8DSFKRbauGCsNIUpFtr5X4ttvvw16Qdn3p2/fvurw4cMV+hnLItA6tGvXLr+RAYL91K1bVy1dutTUe61cudLv5rtgP3Fxceqll15SSlXMvqUi681nSkOIUvaqn7zyyiumrmdYuQ39+uuvfneDB/oJ59x37NixfvObbYzwFmh9KyoqMvToDfWTkJCgJkyYENZ7njp1St17772GG5DC+WnUqFHYn9OsqVOnGt7rp59+MjVfrDeEKKXUjz/+GLABLdBP5cqV1ZQpU0yXL1hDiJmfNm3aqE2bNlX4d5Sdne3XCDlw4MCg528c/0/3YDN7LixyumfRl19+GdZ7vP/++0EbOH1/hg8froqKisr0HUydOtXU+h6NhhClIlv3j1RDiJnt4F//+pfp9/EebaNZs2aG3kdlEfYzQkqMHj1a5s2bF/JJ7ZUrV5YbbrhB1q9fL/379y/rWxlccMEF0qBBA7+/jxgxIuAYsmZdcsklsnHjRpkwYYIMGjRIGjVqJAkJCZKUlCRt2rSRm266SbKysuTzzz+XqlWrysGDBw3zV6tWrczvXV5PPPGEzJ8/X/r06RN0mrZt28qXX37p95CicI0aNUq2b98uTz31lGE8vWBq1KghQ4cOlQ8//FD+/PPPco3lWNGuueYaw8OoSniP+1sW3bt3lw0bNsiHH34ovXv3LnW9TExMlPPOO09efPFF2bVrV0TH8Atl6NChkpqaavhbrD3ssX379rJmzRp5//33ZejQodKqVSupVq1aubZ9O/jnP/8p27Ztk3/84x+GByAHU69ePRk5cqRMmzZNdu/ebRjrsyKNHTtWVq5cKYMGDTKMHe+tcePGMmHCBJk6dWq5xim+8MILZevWrfLKK69Ip06dSn3GQkpKilxyySXy5ptvSl5ent9YpKW59tprZenSpTJw4MCg02RkZMh7770n3333nVSpUiWs5Vv9eSKpefPmsmbNGnnggQeCPgwtMTFRxo4dK6tXr5YOHTpYXMLIi+U6Rnp6uixbtkwmTpxoGJ/cl8PhkF69esk333wjM2fOlKpVq0asTNHUoUMHWbVqldx0002SmJgYcJoaNWrIAw88IGvWrJGMjAxLy5ecnCwfffSRrFq1SoYPH254oGwwbdq0kbvvvlsWLlwo8+bNi3gZ7VRXDMWK+t6ll14q69evl2HDhgU9RtauXVuee+45mTNnTlTPR0Ip2c/cf//9hjHZvSUnJ8vNN98sGzZskB49ephabteuXWXFihUycuTIoN+/w+GQgQMHyuLFi+Wee+4p82fwdSbUmyPBTvWTO++8UzZu3Cj/+te/5LzzzpMGDRpIUlJSVJ8Feu6558pvv/0mr732mlx22WXSrFkzqVq1atB6tBm+DyWvXr26DBs2rLxFFRGRhIQEmTp1qkyYMCHoOYjT6ZQLL7xQsrOzw95G4uPj5T//+Y9s2rRJbr75ZqlTp06p8zRt2lRuvvlmmTVrVoU8dD6YK6+8Upo0aeJ5PXHixIi9l9UGDRoky5Ytk8suuyzoNPHx8TJ06FBZvXp1WM9iqV69umRnZ8u4cePk7LPPDlrX8tapUyd55ZVXZM2aNabqFeHq0qWLzJ0713BOPHv2bLn44osDPgyc4//pZ+Nt3LhRRo4cGfS4LiJSq1YtufPOO2Xz5s0yZMiQsN5jzJgxMm/evJDXOZs3by4fffSRTJ48uczXEoYOHSq///67jB8/Xi688EJp1KiRpKSkRP250CViue7/5JNPypQpU2TkyJHSqFGjUqdPSUmRkSNHSnZ2tjzxxBOm3iMvL09mzpzpeX3nnXeW65goIuJQSqlyLUFOP7xowYIFkpeXJ0VFRVK9enVp3bq1nHXWWYYHq9nJjBkzDAeGcePGyeOPPx7FEp22detWWbx4sezevVtOnTol9erVk8zMTOnYsWNE3i83N1eWLVsme/fulQMHDkhcXJykpqZKw4YNpW3bttK8efNyr6RnuiNHjngy2b9/v5w6dUqqVq0qderUkTZt2kjr1q0DNshYbcuWLdKyZUvPg03bt28v69ati3KpUBabN2+WVatWyb59++TQoUMSHx8v1apVk8aNG0vbtm2ladOmlpcpLy9P5s+fL7m5uXL8+HFJS0uTLl26SGZmZkQqGfv27ZMlS5bIn3/+KQcOHBC32y2pqalSr149adu2rbRs2VIqVapkaln9+/eXX3/91fPa97CZk5MjCxYskJ07d0pxcbHUr19fOnToIJmZmTH5eaLp5MmT8uuvv8rWrVtl//79kpycLC1btpRzzz3XthfWyyKadYydO3fKkiVLZM+ePZKfny81atSQ+vXry1lnnWXqAsSZZNy4cYZK+Jw5cww37uTn58v8+fPljz/+kIKCAqldu7ZkZGRI//79Y2Z7c7vdsnLlSvn9999l//79kp+fL0lJSVK9enVp3ry5tGvXTtLS0qJaRl3qipGu7x06dEjmzp0ru3btkqNHj0rNmjWlQ4cO0qdPH4mPj6/AT1I+kyZNkuuvv97z+v3335cxY8Z4Xp84cUKysrJk48aNnn1MkyZNZMCAAeU6bzx48KDMmzdPduzYIUePHpXk5GRp1qxZxPZd1JtPs0v9xM7ee+89w0N3b7/9dnnttdfCXs727dulWbNmntejR4+WSZMmeV673W5ZsWKFZGdny/79+6VKlSrSsGFDOffcc6VevXrl+gwllFKyfv16Wb9+vezfv18OHz4siYmJUq1aNWnWrJm0a9cu4E2zkfLaa6/JnXfeKSKnL3Zv3769wj5rrCg5h8vJyZHCwkJJTU2VFi1ayFlnnWXqgmxpioqKZMOGDbJ582bJy8uTY8eOicPhkNTUVGnatKl06dJFGjZsWP4PEkG6H/9PnjwpCxculG3btsm+ffskLi5O6tSpI61atZKePXtWSB1vx44dkpWVJX/++aecOHFC6tSpI926dZNu3brFTIOFVWK57p+bmyu//fabbNu2TQ4dOiRFRUWSlJQktWrVkvbt20vHjh1NNX56e/LJJz3nwTVr1pRt27b53YgSrgppCNHRPffcI//73/88r2fMmCGXXHJJ9AoElNPDDz8szz33nOf1//73P7n77rujWCIgNpTWEAJUNOoY1iitIQRA+EprCLEL6s04U5x11lmyaNEiz+tVq1ZJ586dw15OaQ0hOioqKpIWLVpITk6OiIg89NBD8uyzz0a5VABgD8ePH5cmTZrIvn37RETk2WeflYceeqjcyz3zb7+Kgvz8fPnggw88r+Pj46VXr15RLBFQPqdOnZL33nvP87pKlSpy3XXXRbFEAKAn6hgAENuoN+NMsWbNGkMjSK9evcrUCILAEhMT5V//+pfn9Ztvvin5+flRLBEA2Md7773naQSpU6eOpwdeedEQIuHd3auUkttuu00OHTrk+dtll10mtWvXjkTRAEt88MEHsmfPHs/r4cOHS82aNaNYIgCwB+oYAGAv1Jtxpnj++ecNr2+//fYolcS+brzxRs+zrQ4fPiwvvvhidAsEADZw/PhxQw+7Z599NuTzaMJBQ4iIDBw4UCZOnCgFBQUhp/vzzz/l6quvlsmTJ3v+5nA45O9//3uESwhEzp49e+TRRx/1vGadBoCKQx0DAOyDejPOFHPmzDHUKRo2bChXX311FEtkT3FxcfLqq696Xr/00kuGhlIAQPhefvll2b17t4iIdO/e3TDsanlF/8k6MWDz5s0yduxYufvuu2XQoEHSs2dPycjIkGrVqklBQYHs3r1b5s+fL99++62cOHHCMO/f/vY3Offcc6NUciB8P/30k4iIFBYWyrp16+TVV181VNaGDRsmHTt2jFbxAMBWqGMAwJmLejPOBIcOHZIVK1aIiMjBgwdlwYIFMmHCBEOv1EceeSTsh9TCnL59+/IMQQCoQA8++KA8+OCDEVk2DSFeCgsL5euvv5avv/7a1PRDhw4N2vVxwYIFcvz48QosnUiNGjWke/fuFbpM6GfgwIFB/69atWry0ksvhb3MkpPEitSgQQNp165dhS8XAKKhIusYAFAWeXl5sn79+gpfbvfu3aVGjRoVvtxYEIl6M84sJ06ckKysrApfbkZGhmRkZFTIslavXh1yXe3Vq5fccsstFfJeAACcyWgIEZH09HTZsWOH6elr1aolDz74oNx3333icDgCTjNixIiwlmlGv379ZO7cuRW6TKBESkqKTJs2TRo2bBj2vKEq3mU1evRomTRpUoUvFwCsFIk6BgCUxY8//lihQwuUmDNnjvTv37/ClxvLylNvxpnlzz//jMi5zuOPPy7jxo2r8OX6atGihXz55ZcSF8eo6AAA0BAiIllZWbJq1Sr56aefZMmSJfLHH39ITk6OHDt2TNxut9SoUUNq164tmZmZMmDAABk6dGiFPaQFiKbExERp0qSJDBo0SO677z5p2rRptIsEALZCHQMA7IF6M84UKSkp0rp1axkyZIjcdddd1CsAAPj/aAj5/7p06SJdunSJdjGAiGP8UiA89MRDeVHHiE3jxo2z5G5cQCdjxoyRMWPGRLsYFYZ6M84E/fv3j/i62rRpU7YHAMAZz6E4mgEAAAAAAAAAAJtioEgAAAAAAAAAAGBbNIQAAAAAAAAAAADboiEEAAAAAAAAAADYFg0hAAAAAAAAAADAtmgIAQAAAAAAAAAAtkVDCAAAAAAAAAAAsC0aQgAAAAAAAAAAgG3REAIAAAAAAAAAAGyLhhAAAAAAAAAAAGBbNIQAAAAAAAAAAADboiEEAAAAAAAAAADYFg0hAAAAAAAAAADAtmgIAQAAAAAAAAAAtkVDCAAAAAAAAAAAsC0aQgAAAAAAAAAAgG3REAIAAAAAAAAAAGyLhhAAAAAAAAAAAGBbNIQAAAAAAAAAAADboiEEAAAAAAAAAADYFg0hAAAAAAAAAADAtmgIAQAAAAAAAAAAtkVDCAAAAAAAAAAAsC0aQgAAAAAAAAAAgG3REAIAAAAAAAAAAGyLhhAAAAAAAAAAAGBbNIQAAAAAAAAAAADboiEEAAAAAAAAAADYFg0hAAAAAAAAAADAtmgIAQAAAAAAAAAAtkVDCAAAAAAAAAAAsC0aQgAAAAAAAAAAgG3REAIAAAAAAAAAAGyLhhAAAAAAAAAAAGBbNIQAAAAAAAAAAADboiEEAAAAAAAAAADYFg0hAAAAAAAAAADAtmgIAQAAAAAAAAAAtkVDCAAAAAAAAAAAsC0aQgAAAAAAAAAAgG3REAIAAAAAAAAAAGyLhhAAAAAAAAAAAGBbNIQAAAAAAAAAAADboiEEAAAAAAAAAADYFg0hAAAAAAAAAADAtmgIAQAAAAAAAAAAthUf7QIAAPThdrtl9+7dUrVqVXE4HNEuDgAAAIAoUUrJ0aNHpUGDBhIXx326AIDIoiEEAGCZ3bt3S6NGjaJdDAAAAAAxYteuXZKenh7tYgAAbI6GEACAZapWrSoip092UlNTg05XXFwsixYtkj59+kh8PIcquyNvfZC1XshbH2StF/LWSyTzzs/Pl0aNGnnOEQAAiCSHUkpFuxAAAD3k5+dLtWrV5MiRIyEbQgAAAADYG+cGAAArMQgjACDmKKWkoKBAaKvXA3nrg6z1Qt76IGu9kLdeyBsAYBc0hAAAYo7L5ZLs7GxxuVzRLgosQN76IGu9kLc+yFov5K0X8gYA2AVDYwEALEP3dwAAAAAinBsAAKxFjxAAQMxRSsmRI0fogq8J8tYHWeuFvPVB1nohb72QNwDALmgIAQDEHJfLJRs2bKALvibIWx9krRfy1gdZ64W89ULeAAC7YGgsAIBl6P4OAAAAQIRzAwCAtegRAgCIOUopOXjwIF3wNUHe+iBrvZC3PshaL+StF/IGANgFDSEAgJjjcrlky5YtdMHXBHnrg6z1Qt76IGu9kLdeyBsAYBcMjQUAsAzd3wEAAACIcG4AALAWPUIAADHH7XbL3r17xe12R7sosAB564Os9ULe+iBrvZC3XsgbAGAXNIQAAGKOUkpycnIYi1gT5K0PstYLeeuDrPVC3nohbwCAXTA0FgDAMnR/BwAAACDCuQEAwFr0CAEAxBy32y15eXl0wdcEeeuDrPVC3voga72Qt17IGwBgFzSEAABijlJK9u3bRxd8TZC3PshaL+StD7LWC3nrhbwBAHbB0FgAAMvQ/R0AAACACOcGAABr0SMEABBz3G637Nq1iy74miBvfZC1XshbH2StF/LWC3kDAOyChhAAQMxRSkl+fj5d8DVB3voga72Qtz7IWi/krRfyBgDYBUNjAQAsQ/d3AAAAACKcGwAArEWPEABAzHG73bJ9+3a64GuCvPVB1nohb32QtV7IWy/kDQCwCxpCAAAxRyklRUVFdMHXBHnrg6z1Qt76IGu9kLdeyBsAYBcMjQUAsAzd3wEAAACIcG4AALAWPUIAADHH7XbL5s2b6YKvCfLWB1nrhbz1QdZ6IW+9kDcAwC5oCAEAAAAAAAAAALbF0FgAAMvQ/R0AAACACOcGAABr0SMEABBzXC6XbNq0SVwuV7SLAguQtz7IWi/krQ+y1gt564W8AQB2QUMIACDmOBwOSUxMFIfDEe2iwALkrQ+y1gt564Os9ULeeiFvAIBdMDQWAMAydH8HAAAAIMK5AQDAWvQIAQDEHJfLJevXr6cLvibIWx9krRfy1gdZ64W89ULeAAC7oCEEABBzHA6HpKam0gVfE+StD7LWC3nrg6z1Qt56IW8AgF0wNBYAwDJ0fwcAAAAgwrkBAMBa9AgBAMQcl8sla9asoQu+JshbH2StF/LWB1nrhbz1Qt4AALugIQQAEHMcDoekpaXRBV8T5K0PstYLeeuDrPVC3nohbwCAXTA0FgDAMnR/BwAAACDCuQEAwFr0CAEAxByXyyUrV66kC74myFsfZK0X8tYHWeuFvPVC3gAAu6AhBAAQcxwOh6Snp9MFXxPkrQ+y1gt564Os9ULeeiFvAIBdMDQWAMAydH8HAAAAIMK5AQDAWvQIAQDEnOLiYlm2bJkUFxdHuyiwAHnrg6z1Qt76IGu9kLdeyBsAYBc0hAAAYo7T6ZTmzZuL0+mMdlFgAfLWB1nrhbz1QdZ6IW+9kDcAwC4YGgsAYBm6vwMAAAAQ4dwAAGAteoQAAGJOcXGxLFq0iC74miBvfZC1XshbH2StF/LWC3kDAOyCHiEAAMuYvetLKSX5+fmSmpoqDofDwhIiGshbH2StF/LWB1nrhbz1Esm86RECALBSfLQLAACAL4fDIdWqVYt2MWAR8tYHWeuFvPVB1nohb72QNwDALhgaCwAQc4qLiyUrK4su+Jogb32QtV7IWx9krRfy1gt5AwDsgqGxAACWCWdorMLCQklKSmLIBQ2Qtz7IWi/krQ+y1gt56yWSeTM0FgDASgyNBQCIOQ6HQ5KTk6NdDFiEvPVB1nohb32QtV7IWy/kDQCwC4bGAgDEnOLiYpk7dy5d8DVB3voga72Qtz7IWi/krRfyBgDYBUNjAQAsE87QWCdPnpSEhASGXNAAeeuDrPVC3voga72Qt14imTdDYwEArESPEABATHI6ndEuAixE3voga72Qtz7IWi/krRfyBgDYAQ0hAICY43K5JCsrS1wuV7SLAguQtz7IWi/krQ+y1gt564W8AQB2wdBYAADLhDM0lsvlEqfTyZALGiBvfZC1XshbH2StF/LWSyTzZmgsAICV6BECAIhJ3HWmF/LWB1nrhbz1QdZ6IW+9kDcAwA5oCAEAxByXyyWLFi3ipEsT5K0PstYLeeuDrPVC3nohbwCAXTA0FgDAMnR/BwAAACDCuQEAwFr0CAEAxByllBQUFAht9Xogb32QtV7IWx9krRfy1gt5AwDsgoYQAEDMcblckp2dTRd8TZC3PshaL+StD7LWC3nrhbwBAHbB0FgAAMvQ/R0AAACACOcGAABr0SMEABBzlFJy5MgRuuBrgrz1QdZ6IW99kLVeyFsv5A0AsAsaQgAAMcflcsmGDRvogq8J8tYHWeuFvPVB1nohb72QNwDALhgaCwBgGbq/AwAAABDh3AAAYC16hAAAYo5SSg4ePEgXfE2Qtz7IWi/krQ+y1gt564W8AQB2QUMIACDmuFwu2bJlC13wNUHe+iBrvZC3PshaL+StF/IGANgFQ2MBACxD93cAAAAAIpwbAACsRY8QAEDMcbvdsnfvXnG73dEuCixA3voga72Qtz7IWi/krRfyBgDYBQ0hAICYo5SSnJwcxiLWBHnrg6z1Qt76IGu9kLdeyBsAYBcMjQUAsAzd3wEAAACIcG4AALAWPUIAADHH7XZLXl4eXfA1Qd76IGu9kLc+yFov5K0X8gYA2AUNIQCAmKOUkn379tEFXxPkrQ+y1gt564Os9ULeeiFvAIBdMDQWAMAydH8HAAAAIMK5AQDAWvQIAQDEHLfbLbt27aILvibIWx9krRfy1gdZ64W89ULeAAC7oCEEABBzlFKSn59PF3xNkLc+yFov5K0PstYLeeuFvAEAdsHQWAAAy9D9HQAAAIAI5wYAAGvRIwQAEHPcbrds376dLviaIG99kLVeyFsfZK0X8tYLeQMA7IKGEABAzFFKSVFREV3wNUHe+iBrvZC3PshaL+StF/IGANgFQ2MBACxD93cAAAAAIpwbAACsRY8QAEDMcbvdsnnzZrrga4K89UHWeiFvfZC1XshbL+QNALALGkIAAAAAAAAAAIBtMTQWAMAydH8HAAAAIMK5AQDAWvQIAQDEHJfLJZs2bRKXyxXtosAC5K0PstYLeeuDrPVC3nohbwCAXdAQAgCIOQ6HQxITE8XhcES7KLAAeeuDrPVC3voga72Qt17IGwBgFwyNBQCwDN3fAQAAAIhwbgAAsBY9QgAAMcflcsn69evpgq8J8tYHWeuFvPVB1nohb72QNwDALmgIAQDEHIfDIampqXTB1wR564Os9ULe+iBrvZC3XsgbAGAXDI0FALAM3d8BAAAAiHBuAACwFj1CAAAxx+VyyZo1a+iCrwny1gdZ64W89UHWeiFvvZA3AMAuaAgBAMQch8MhaWlpdMHXBHnrg6z1Qt76IGu9kLdeyBsAYBcMjQUAsAzd3wEAAACIcG4AALBWfLQLAACAL5fLJatXr5bOnTuL0+mMdnEQYVbkvXPnTtm/f39Elg3zXC6X/P7779KqVSu2bQ24XC7Zu3evDB48mLxtjuO2XshbL+QNALALGkIAADHH4XBIeno6XfA1Eem8d+7cKa3btJUTxwsjsnwAwSVWriK/bdwgTZs2jXZREEEct/VC3nohbwCAXdAQAgCIOXFxcVKnTp1oFwMWiXTe+/fvlxPHC6Xh8IcloU7jiL0PSrfz3QfFdeywOFOqS+Mbx0e7OIiwk3t3Su6nz8rBgwdpCLE5jtt6IW+9kDcAwC5oCAEAxJzi4mLJzs6Wrl27Snw8hyq7syrvhDqNpUp6q4gtH6VzOOM9/5KFPoqLi6NdBEQYx229kLdeyBsAYBdx0S4AAAC+nE6nNG/enHGINUHegL2xbdsf+3G9kLdeyBsAYBc05wMAYo7D4ZCaNWtGuxiwCHkD9sa48vbHflwv5K0X8gYA2AU9QgAAMae4uFgWLVrEcCqaIG/A3ti27Y/9uF7IWy/kDQCwCxpCAAAxx+l0Srt27eiCrwnyBuyNbdv+2I/rhbz1Qt4AALtgaCwAQMxxOBxSrVq1aBcDFiFvwN4YGsv+2I/rhbz1Qt4AALugRwgAIOYUFxdLVlYWXfA1Qd6AvbFt2x/7cb2Qt17IGwBgFzSEAABijtPplK5du9IFXxPkDdgb27b9sR/XC3nrhbwBAHbB0FgAgJjjcDgkOTk52sWARcgbsDeGxrI/9uN6IW+9kDcAwC7oEQIAiDnFxcUyd+5cuuBrgrwBe2Pbtj/243ohb72QNwDALmgIAQDEHKfTKX369KELvibIG7A3tm37Yz+uF/LWC3kDAOyChhAAQEziZEsv5A0AZzb243ohb72QNwDADmgIAQDEHJfLJVlZWeJyuaJdFFiAvAF7Y9u2P/bjeiFvvZA3AMAuaAgBAMQcp9Mpffv25e4zTZA3YG9s2/bHflwv5K0X8gYA2AUNIQCAmMRdZ3ohbwA4s7Ef1wt564W8AQB2QEMIACDmuFwuWbRoESddmiBvwN7Ytu2P/bheyFsv5A0AsAsaQgAAMSc+Pl769+8v8fHxEXuPzMxMSU9Pl8zMzIi9B8yxIm8A0cO2bX/sx/VC3ubYpa5J3gAAu+BIBgCIOUopKSwslKSkJHE4HBF5jz///FNyc3MjsmyEx4q8AUSPUiraRUCEsR/XC3mbY5e6JnkDAOyCHiEAgJjjcrkkOzubLviaIG/A3ti27Y/9uF7IWy/kDQCwC3qEAABiTnx8vPTt2zfaxYBFyBuwN4ZTsT/243ohb72QNwDALugRAgCIOUopOXLkCMOpaIK8AXtj27Y/9uN6IW+9kDcAwC5oCAEAxByXyyUbNmygC74myBuwN7Zt+2M/rhfy1gt5AwDsgn7qAICYEx8fL3369Il2MWAR8gbsjaGx7I/9uF7IWy/kDQCwC3qEAABijlJKDh48SBd8TZA3YG9s2/bHflwv5K0X8gYA2AUNIQCAmONyuWTLli10wdcEeQP2xrZtf+zH9ULeeiFvAIBd0E8dABBz4uPjpUePHtEuBixC3oC9MTSW/bEf1wt564W8AQB2QY8QAEDMcbvdsnfvXnG73dEuCixA3oC9sW3bH/txvZC3XsgbAGAXNIQAQAyaNGmSOBwOcTgcsn379mgXx3JKKcnJyWEsYk2QN2BvbNv2x35cL+StF/IGANgF/dQBADHH6XRKt27dol0MWIS8AXtzOp3RLgIijP24XshbL+QNALALeoQAAGKO2+2WvLw8uuBrgrwBe2Pbtj/243ohb72QNwDALmgIAQDEHKWU7Nu3jy74miBvwN7Ytu2P/bheyFsv5A0AsAuGxgIAxByn0ymdOnWKdjFgEfIG7I2hseyP/bheyFsv5A0AsAt6hAAAYo7b7ZZdu3bRBV8T5I1Yp9wuKdiySo5k/ywFW1aJcruiXaQzCtu2/bEf1wt564W8AQB2QUMIgJhRWFgoVatWFYfDISNGjCh1+kWLFonD4RCHwyFvvPGG3/9nZWXJddddJ02bNpXKlStL9erVpWvXrvLoo4/Kvn37gi530qRJnuVu37496HTbt2/3TDdp0qSQZZ05c6aMHDlSMjIyJDk5WSpXrizNmjWTq666SiZNmiSFhYUh53e73TJhwgQ566yzpEaNGpKcnCydOnWSZ555ptR5RURcLpd88MEHcumll0qDBg0kMTFRatWqJX379pWXXnpJjh8/HnTe/v37i8PhkP79+4uIyB9//CF33HGHtGzZUpKSkkr9nspCKSX5+fl0wdcEeSOW5a+dJ9ue+6vseOteyZ38jOx4617Z9txfJX/tvGgX7YzBtm1/7Mf1Qt56IW8AgF0wNBaAmJGUlCRXXHGFfPzxx/LNN99IQUGBJCcnB53+k08+ERGR+Ph4ufrqqz1/d7vdctddd8nrr79umL6oqEhWrVolq1atktdee02mTp0qAwcOjMyH+f8OHDgg11xzjfz8889+/7d9+3bZvn27TJs2TURExowZE3AZhYWFMmjQIL9lrF27VtauXSvTp0+XX375Jeh3tXPnTvnLX/4iq1evNvz94MGDsmDBAlmwYIG8+eab8t1330mrVq1Cfp5vvvlGRowYIQUFBSGnKy+n0ynt27eP6HsgdpA3YlX+2nmS8+ETMqhmktzbqaG0TUqQjYUn5aWcwzLrwyckfdTjktrx3GgXM+YxNJb9sR/XC3nrhbwBAHZBjxAAMaWkJ0hBQYF88803QacrLi6WqVOniojIhRdeKLVr1/b834MPPuhpBGnWrJm89dZbsnTpUpkzZ47cc889UqlSJTly5Ihceumlfo0DFamwsFAGDBjgacDo3r27vP3227JgwQJZvny5fPXVV3LPPfdIgwYNQi5n7NixMmfOHBk9erR89913smLFCvnqq6+kT58+IiKydOlSefrppwPOe+DAAenbt6+sXr1aEhMT5Y477pCpU6fKsmXLZM6cOfLQQw9JUlKSbN68WS666CI5cuRI0HLs3LlTRo4cKUlJSTJ+/HhZsGCBLF68WF599VVJSUkp47cUmNvtlu3bt9MFXxPkjVik3C7ZP/11GVQzST5pU1d6VK0sKc446VG1snzSpq4Mqpkk+6e/wTBZJrBt2x/7cb2Qt17IGwBgF/QIARBTLrjgAqlTp47s3btXJk+eLH/9618DTvfTTz/J3r17RUQMw2itXbtW/vOf/4iISIcOHWT+/PlSvXp1z//3799fBg0aJJdccomcPHlSbr75ZlmyZElEPsujjz4qa9euFRGR22+/XV599VVxOBye/+/evbtcccUVMn78eDl06FDQ5SxcuFA++ugjGTlypOdv3bp1k4suukgyMzNl3bp18s4778hTTz0l8fHG3fpdd90lu3btkiZNmsicOXOkWbNmhv/v37+/DBs2TM455xzZunWrPP/88/LMM88ELMe2bdukQYMGsmjRImncuLHn77169Qpa9qKiIikqKvK8zs/PF5HTQ3WJ/N/Fsbi4OHG5XOJwOCQuLk6Ki4vlxIkTopQy/N13GqfTKQ6Ho9TfS97T+/eS9ScvL0/S09ODfgZYo7i42G/9rSinTp0SEZHcT5+VFvdPish7wH4Kt62VE4f3yb2dGkqc175bRCTO4ZB7G1aXWWtzpXDbWklu3iU6hYxxuZ8+KyIil1xyiVSqVCnKpUGkRXI/jthD3qXLy8sTEZG9e/dWaB02Pj7eU0cO9bvb7RallDidTtO/i1hbL2e4LQCAlai5AIgp8fHxcs0118irr74qs2bNkgMHDkitWrX8pisZFislJUUuv/xyz9/ffPNNTyV+4sSJhkaQEoMHD5YbbrhBJk6cKEuXLpVly5ZJjx49KvRzHD58WN5++20ROd3g8fLLLxsaQbwlJCRI3bp1gy5ryJAhhkaQEiU9PG699VY5cOCAbNiwQTp16uT5/+3bt8tnn30mIiKvvfaaXyNIia5du8rtt98uzz//vEyaNCloQ4iIyPjx4w2NIKV57rnn5IknnvD7+9atW6V79+6ydetWERFp0aKFbN68WRITE6Vp06byxx9/SGpqqjidTlmzZo2kpaVJ/fr1ZfXq1ZKeni516tSR7Oxsad68udSsWVOWLVsm7dq1k2rVqsnixYula9eukpycLFlZWdKnTx9xOp2SlZUlffv2FZfLJYsWLTI0xuTm5pr+TDhzuQrzo10EnEGK8w+IiEjbpISA/9/m//+9ZDr4K9nmShqeAUBHLperQuuw/fv3l8LCQsnOzpa+fftKfn6+bNiwQfr06SOHDh2SLVu2SI8ePWT//v2Sk5Mj3bp1kz179si+ffukU6dOkpubK/n5+dK+fXvZuXOnFBUVSevWraNSLz958mSU0wEA6ISGEAAxZ8SIEfLqq6/KqVOn5PPPP5fbbrvN8P/Hjx+Xr7/+WkRErrjiCklKSvL8308//SQiIu3btw/ZU2Hs2LEyceJEzzwV3RDyyy+/eB5iftddd5VrfPRQD47v3r275/etW7caGkK+++47cblckpSUJBdddFHI9zj33HPl+eefl927d8vOnTsDNnYkJCTIsGHDwir7Qw89JPfee6/ndX5+vjRq1EgyMjJERDz/ipw+6SppLGrVqpVs27ZN3G63tG/f3vP3zp07e37v2rWr53vt0aOH5/fevXt7fu/bt6/f706n0/O72+2WuLg4qV+/flifCxUv0j1C9u7dK86k1IgsH/YUn3q6EX5j4UnpUbWy3///VnjSMB38OZNSxXXssNSpU4ceIRqgh4BeyLt0eXl54na7xel0VmgdVuT0sxV79+4tIiKpqamec5kaNWpI165dRUSkdu3anhvK6tatK3Xq1BERkYYNG3qG5m3cuLGnV0Y06uUJCYFvNgAAIBKouQCIOb169ZLmzZvLli1b5JNPPvFrCJk+fbocO3ZMRIyNBEVFRfLHH394lhFK165dpVKlSnLq1ClZt25dBX8CkezsbM/v55xzTrmW1aZNm6D/V7NmTc/vR48eNfzf8uXLReT0s0rCOVH9888/AzaEtGzZUipX9r8YGEpiYqIkJib6/b3kJCguLs7vbyW/l/yf799LeH+msvxep04dyc3Nlfr160tOTk5YnwsVy+12y9atWyUjI8OwTlSUlStXSvfu3aXh8IcrfNmwr6RmHaVy9TR5KeewfNKmrmF4LLdS8lLuYalcvY4kNesYxVLGtobDH5ZtL98q3333nWRmZka7OIigSO/HEVvI25z09HTJzc2VOnXqVGgdVkTE4XCU+rt3NuH+blW9PFiPeQAAIoFaC4CYVNLAsXDhQtm+fbvh/0qGxapTp45ccMEFnr97P2ej5I6nYCpVquS5Q+rgwYMVUWSD/fv3e34vb28D7x4vvrxPWEqGeipR1qFISnqy+KpRo0aZllcWcXFx0qJFC06uNUHeiEWOOKfU/svtMutgoYz4bY8syz8hR4vdsiz/hIz4bY/MOlgotf/yN3HElb3Hny7Ytu2P/bheyFsv5A0AsAt6hACISSNGjJAnn3xSlFLy6aefykMPPSQipxstfvzxRxERueaaa4L2dODuov9rGKldu7bMmTPH9HzBniVSnuG9wuVyuWTz5s3SokULS98X0UHeiFWpHc+V9FGPy7zpr8ustf/3LKHK1etI+qj7JbXjuVEs3ZnDt6Ee9sN+XC/krRfyBgDYBQ0hAGJSq1atJDMzU5YvXy6TJ0/2NIR88cUXnofq+T47w7vHwp49e0Iuv7i4WA4cOP2AW+/hpUSMd66WPHg9kIKCgqD/V7t2bc/veXl5QRsXIqmkx8vRo0elbdu2Z9SJi8PhkMTERBq0NEHeiGWpHc+Vqu3PlsJta6U4/4DEp9aSpGYd6QkSBrZt+2M/rhfy1gt5AwDsgr6NAGJWSUPHunXrZM2aNSLyf8NiNW/e3O85IImJidKyZUsREVmyZEnIZWdnZ8upU6dERKRDhw6G/6tatarnd+/htnz9/vvvQf+vW7dunt/nzZsXsiyRUvKgxKKiIs/zQs4UcXFx0rRpU7rga4K8EesccU5Jbt5FqnU9X5Kbd6ERJExs2/bHflwv5K0X8gYA2AVHMgAx69prr/X0Yvjkk08kJydH5s+fLyL+vUFKlDwzZP369bJ06dKgy544caLfPCW8e2+EakD49NNPg/7fgAEDJDk5WUREXn311agMC3LZZZd57tz63//+Z/n7l4fL5ZL169cznIomyBuwN7Zt+2M/rhfy1gt5AwDsgoYQADGrXr16ct5554nI6UaHyZMni1JKRII3hNx2222eu5Vuvvlmyc/P95tm1qxZ8u6774qISM+ePaVHjx6G/+/QoYNnuKzXXntNioqK/Jbx+eefy9SpU4OWvXr16nLLLbeIiMiKFSvk73//u6fsvk6dOlXmB5uH0rp1axk2bJiIiEyZMkVeeumlkNNv27YtZOOOlRwOh6SmptIFXxPkDdgb27b9sR/XC3nrhbwBAHZBQwiAmFbS4LFr1y557rnnREQkMzNTWrVqFXD6jh07yn333SciIqtXr5Zu3brJO++8I8uXL5dff/1V/vGPf8ill14qLpdLEhIS5O233/ZbRnx8vKcRY926dXLeeefJN998I9nZ2fLDDz/IjTfeKMOHD5ezzjorZNmfeuop6dixo4icblDp0aOHvPPOO7J48WJZuXKlTJ8+Xe6//35p1qyZzJw5s2xfUCnefPNNycjIEBGR++67T/r16yfvvvuuLF68WLKzs+Wnn36S//znPzJw4EBp0aKFfPnllxEpR7ji4uKkUaNGdMHXBHkD9sa2bX/sx/VC3nohbwCAXfCwdAAxbciQIXLbbbfJ8ePH5fDhwyISvDdIifHjx0tBQYG88cYbsmXLFrn55pv9pqlWrZp8/vnn0qVLl4DLePTRR2XOnDmyePFiWbhwoVxxxRWG/+/fv7+89tprfs8X8ZaUlCS//PKLXHXVVTJv3jxZsWJFwLJEUs2aNWXBggVy9dVXy/z582XevHkhn1mSmppqYemCK+mC3759+zPqIe8oG/IG7I3hVOyP/bheyFsv5A0AsAua9AHEtKpVq8pll13mee10OuXaa68NOU9cXJy8/vrrMm/ePBkxYoQ0btxYEhMTJTU1Vbp06SIPP/yw/PHHHzJo0KCgyyhpxHjmmWekY8eOUqVKFUlNTZUePXrIa6+9Jj/99JPnGSCh1K5dW3799VeZNm2aDB06VNLT0yUxMVEqV64sGRkZMmzYMPnkk09k+PDh5r+UMNWrV0/mzZsnM2bMkBEjRkhGRoYkJSVJpUqVJC0tTc466yy577775Ndff5X33nsvYuUIh8PhkLS0NLrga4K8AXtj27Y/9uN6IW+9kDcAwC4cKtig9QAAVLD8/HypVq2aHDlyJOq9T9LT0yU3N1caNmwoOTk5US0LImvlypXSvXt3aXb3W1IlPfCwerDG709fLcVH9kt8tdrS6tHPo10cRNjxnN9l28u3yooVK6Rbt27RLg4AWIq6Zuli6dwAAGB/9AgBAMQcl8slK1euZDgVTZA3YG9s2/bHflwv5K0X8gYA2AUNIQCAmONwOCQ9PZ0u+Jogb8De2Lbtj/24XshbL+QNALALHpYOAIg5cXFxUqdOnWgXAxYhb8De4uK498ru2I/rhbz1Qt4AALvgrAQAEHOKi4tl2bJlUlxcHO2iwALkDdgb27b9sR/XC3nrhbwBAHZBQwgAIOY4nU5p3ry5OJ3OaBcFFiBvwN7Ytu2P/bheyFsv5A0AsAuGxgIAxByHwyE1a9aMdjFgEfIG7I1x5e2P/bheyFsv5A0AsAt6hAAAYk5xcbEsWrSILviaIG/A3ti27Y/9uF7IWy/kDQCwC3qEAABijtPplHbt2kW0C369evUM/yJ6rMgbQPSwbdsf+3G9kLc5dqlrkjcAwC5oCAEAxByHwyHVqlWL6HssX748osuHeVbkDSB6GBrL/tiP64W8zbFLXZO8AQB2wdBYAICYU1xcLFlZWXTB1wR5A/bGtm1/7Mf1Qt56IW8AgF3QEAIAiDlOp1O6du1KF3xNkDdgb2zb9sd+XC/krRfyBgDYBUNjAQBijsPhkOTk5GgXAxYhb8DeGBrL/tiP64W89ULeAAC7oEcIACDmFBcXy9y5c+mCrwnyBuyNbdv+2I/rhbz1Qt4AALugIQQAEHOcTqf06dOHLviaIG/A3ti27Y/9uF7IWy/kDQCwCxpCAAAxiZMtvZA3AJzZ2I/rhbz1Qt4AADugIQQAEHNcLpdkZWWJy+WKdlFgAfIG7I1t2/7Yj+uFvPVC3gAAu6AhBAAQc5xOp/Tt25e7zzRB3oC9sW3bH/txvZC3XsgbAGAXNIQAAGISd53phbwB4MzGflwv5K0X8gYA2AENIQCAmONyuWTRokWcdGmCvAF7Y9u2P/bjeiFvvZA3AMAu4qNdAAAAfMXHx0v//v2jXQxYhLwBe4uP55TD7tiP64W89ULeAAC7oEcIACDmKKWkoKBAlFLRLgosQN6AvbFt2x/7cb2Qt17IGwBgFzSEAABijsvlkuzsbLrga4K8AXtj27Y/9uN6IW+9kDcAwC7opw4AiDnx8fHSt2/faBcDFiFvwN4YGsv+2I/rhbz1Qt4AALugRwgAIOYopeTIkSN0wdcEeQP2xrZtf+zH9ULeeiFvAIBdcHsWACDmuFwu2bBhg/To0YM7iTVgVd4n9+6M2LJhjnIVe/49nvN7lEuDSCvZ5hhOxf44buuFvPVC3gAAu3AomvUBABbJz8+XatWqyZEjRyQ1NTXaxYEmdu7cKa3btJUTxwujXRRAO5WrJMmm3zZK48aNo10UAECM4dwAAGAlmvMBADFHKSWHDh2SGjVqiMPhiHZxEGGRzrtx48ay6beNsn///gpfNsKjlJL8/HxJTU1l29aAUkoqVaokjRo1inZREGEct/VC3nohbwCAXdAQAgCIOS6XS7Zs2SJdu3alC74GrMi7cePG3JEeA4qLiyU7O1s6d+7Mtq2BkrxdLhd52xzHbb2Qt17IGwBgFwyNBQCwDN3fAQAAAIhwbgAAsFZctAsAAIAvt9ste/fuFbfbHe2iwALkrQ+y1gt564Os9ULeeiFvAIBd0BACAIg5SinJyckROi3qgbz1QdZ6IW99kLVeyFsv5A0AsAuGxgIAWIbu7wAAAABEODcAAFiLHiEAgJjjdrslLy+PLviaIG99kLVeyFsfZK0X8tYLeQMA7IKGEABAzFFKyb59++iCrwny1gdZ64W89UHWeiFvvZA3AMAuGBoLAGAZur8DAAAAEOHcAABgLXqEAABijtvtll27dtEFXxPkrQ+y1gt564Os9ULeeiFvAIBd0BACAIg5SinJz8+nC74myFsfZK0X8tYHWeuFvPVC3gAAu2BoLACAZej+DgAAAECEcwMAgLXoEQIAiDlut1u2b99OF3xNkLc+yFov5K0PstYLeeuFvAEAdkFDCAAg5iilpKioiC74miBvfZC1XshbH2StF/LWC3kDAOyCobEAAJah+zsAAAAAEc4NAADWokcIACDmuN1u2bx5M13wNUHe+iBrvZC3PshaL+StF/IGANgFDSEAAAAAAAAAAMC2GBoLAGAZur8DAAAAEOHcAABgLXqEAABijsvlkk2bNonL5Yp2UWAB8tYHWeuFvPVB1nohb72QNwDALmgIAQDEHIfDIYmJieJwOKJdFFiAvPVB1nohb32QtV7IWy/kDQCwC4bGAgBYhu7vAAAAAEQ4NwAAWIseIQCAmONyuWT9+vV0wdcEeeuDrPVC3voga72Qt17IGwBgFzSEAABijsPhkNTUVLrga4K89UHWeiFvfZC1XshbL+QNALALhsYCAFiG7u8AAAAARDg3AABYix4hAICY43K5ZM2aNXTB1wR564Os9ULe+iBrvZC3XsgbAGAXNIQAAGKOw+GQtLQ0uuBrgrz1QdZ6IW99kLVeyFsv5A0AsAuGxgIAWIbu7wAAAABEODcAAFiLHiEAgJjjcrlk5cqVdMHXBHnrg6z1Qt76IGu9kLdeyBsAYBc0hAAAYo7D4ZD09HS64GuCvPVB1nohb32QtV7IWy/kDQCwC4bGAgBYhu7vAAAAAEQ4NwAAWIseIQCAmFNcXCzLli2T4uLiaBcFFiBvfZC1XshbH2StF/LWC3kDAOyChhAAQMxxOp3SvHlzcTqd0S4KLEDe+iBrvZC3PshaL+StF/IGANgFQ2MBACxD93cAAAAAIpwbAACsRY8QAEDMKS4ulkWLFtEFXxPkrQ+y1gt564Os9ULeeiFvAIBd0CMEAGAZs3d9KaUkPz9fUlNTxeFwWFhCRAN564Os9ULe+iBrvZC3XiKZNz1CAABWio92AQAA8OVwOKRatWrRLgYsQt76IGu9kLc+yFov5K0X8gYA2AVDYwEAYk5xcbFkZWXRBV8T5K0PstYLeeuDrPVC3nohbwCAXTA0FgDAMuEMjVVYWChJSUkMuaAB8tYHWeuFvPVB1nohb71EMm+GxgIAWImhsQAAMcfhcEhycnK0iwGLkLc+yFov5K0PstYLeeuFvAEAdsHQWACAmFNcXCxz586lC74myFsfZK0X8tYHWeuFvPVC3gAAu2BoLACAZcIZGuvkyZOSkJDAkAsaIG99kLVeyFsfZK0X8tZLJPNmaCwAgJXoEQIAiElOpzPaRYCFyFsfZK0X8tYHWeuFvPVC3gAAO6AhBAAQc1wul2RlZYnL5Yp2UWAB8tYHWeuFvPVB1nohb72QNwDALhgaCwBgmXCGxnK5XOJ0OhlyQQPkrQ+y1gt564Os9ULeeolk3gyNBQCwEj1CAAAxibvO9ELe+iBrvZC3PshaL+StF/IGANgBDSEAgJjjcrlk0aJFnHRpgrz1QdZ6IW99kLVeyFsv5A0AsAuGxgIAWIbu7wAAAABEODcAAFiLHiEAgJijlJKCggKhrV4P5K0PstYLeeuDrPVC3nohbwCAXdAQAgCIOS6XS7Kzs+mCrwny1gdZ64W89UHWeiFvvZA3AMAuGBoLAGAZur8DAAAAEOHcAABgLXqEAABijlJKjhw5Qhd8TZC3PshaL+StD7LWC3nrhbwBAHZBQwgAIOa4XC7ZsGEDXfA1Qd76IGu9kLc+yFov5K0X8gYA2AVDYwEALEP3dwAAAAAinBsAAKxFjxAAQMxRSsnBgwfpgq8J8tYHWeuFvPVB1nohb72QNwDALmgIAQDEHJfLJVu2bKELvibIWx9krRfy1gdZ64W89ULeAAC7YGgsAIBl6P4OAAAAQIRzAwCAtegRAgCIOW63W/bu3StutzvaRYEFyFsfZK0X8tYHWeuFvPVC3gAAu6AhBAAQc5RSkpOTw1jEmiBvfZC1XshbH2StF/LWC3kDAOyCobEAAJah+zsAAAAAEc4NAADWokcIACDmuN1uycvLowu+JshbH2StF/LWB1nrhbz1Qt4AALugIQQAEHOUUrJv3z664GuCvPVB1nohb32QtV7IWy/kDQCwC4bGAgBYhu7vAAAAAEQ4NwAAWIseIQCAmON2u2XXrl10wdcEeeuDrPVC3voga72Qt17IGwBgFzSEAABijlJK8vPz6YKvCfLWB1nrhbz1QdZ6IW+9kDcAwC4YGgsAYBm6vwMAAAAQ4dwAAGAteoQAAGKO2+2W7du30wVfE+StD7LWC3nrg6z1Qt56IW8AgF3QEAIAiDlKKSkqKqILvibIWx9krRfy1gdZ64W89ULeAAC7YGgsAIBl6P4OAAAAQIRzAwCAtegRAgCIOW63WzZv3kwXfE2Qtz7IWi/krQ+y1gt564W8AQB2QUMIAAAAAAAAAACwLYbGAgBYhu7vAAAAAEQ4NwAAWIseIQCAmONyuWTTpk3icrmiXRRYgLz1QdZ6IW99kLVeyFsv5A0AsAsaQgAAMcfhcEhiYqI4HI5oFwUWIG99kLVeyFsfZK0X8tYLeQMA7IKhsQAAlqH7OwAAAAARzg0AANaiRwgAIOa4XC5Zv349XfA1Qd76IGu9kLc+yFov5K0X8gYA2AUNIQCAmONwOCQ1NZUu+Jogb32QtV7IWx9krRfy1gt5AwDsgqGxAACWofs7AAAAABHODQAA1qJHCAAg5rhcLlmzZg1d8DVB3voga72Qtz7IWi/krRfyBgDYBQ0hAICY43A4JC0tjS74miBvfZC1XshbH2StF/LWC3kDAOyCobEAAJah+zsAAAAAEc4NAADWokcIACDmuFwuWblyJV3wNUHe+iBrvZC3PshaL+StF/IGANgFDSEAgJjjcDgkPT2dLviaIG99kLVeyFsfZK0X8tYLeQMA7IKhsQAAlqH7OwAAAAARzg0AANaiRwgAIOYUFxfLsmXLpLi4ONpFgQXIWx9krRfy1gdZ64W89ULeAAC7oCEEABBznE6nNG/eXJxOZ7SLAguQtz7IWi/krQ+y1gt564W8AQB2wdBYAADL0P0dAAAAgAjnBgAAa9EjBAAQc4qLi2XRokV0wdcEeeuDrPVC3voga72Qt17IGwBgF/QIAQBYxuxdX0opyc/Pl9TUVHE4HBaWENFA3voga72Qtz7IWi/krZdI5k2PEACAleKjXQAAAHw5HA6pVq1atIsBi5C3PshaL+StD7LWC3nrhbwBAHbB0FgAgJhTXFwsWVlZdMHXBHnrg6z1Qt76IGu9kLdeyBsAYBcMjQUAsEw4Q2MVFhZKUlISQy5ogLz1QdZ6IW99kLVeyFsvkcybobEAAFZiaCwAQMxxOBySnJwc7WLAIuStD7LWC3nrg6z1Qt56IW8AgF0wNBYAIOYUFxfL3Llz6YKvCfLWB1nrhbz1QdZ6IW+9kDcAwC4YGgsAYJlwhsY6efKkJCQkMOSCBshbH2StF/LWB1nrhbz1Esm8GRoLAGAleoQAAGKS0+mMdhFgIfLWB1nrhbz1QdZ6IW+9kDcAwA5oCAEAxByXyyVZWVnicrmiXRRYgLz1QdZ6IW99kLVeyFsv5A0AsAuGxgIAWCacobFcLpc4nU6GXNAAeeuDrPVC3voga72Qt14imTdDYwEArESPEABATOKuM72Qtz7IWi/krQ+y1gt564W8AQB2QEMIACDmuFwuWbRoESddmiBvfZC1XshbH2StF/LWC3kDAOyCobEAAJah+zsAAAAAEc4NAADWokcIACDmKKWkoKBAaKvXA3nrg6z1Qt76IGu9kLdeyBsAYBc0hAAAYo7L5ZLs7Gy64GuCvPVB1nohb32QtV7IWy/kDQCwC4bGAgBYhu7vAAAAAEQ4NwAAWIseIQCAmKOUkiNHjtAFXxPkrQ+y1gt564Os9ULeeiFvAIBd0BACAIg5LpdLNmzYQBd8TZC3PshaL+StD7LWC3nrhbwBAHbB0FgAAMvQ/R0AAACACOcGAABr0SMEABBzlFJy8OBBuuBrgrz1QdZ6IW99kLVeyFsv5A0AsAsaQgAAMcflcsmWLVvogq8J8tYHWeuFvPVB1nohb72QNwDALhgaCwBgGbq/AwAAABDh3AAAYC16hAAAYo7b7Za9e/eK2+2OdlFgAfLWB1nrhbz1QdZ6IW+9kDcAwC5oCAEAxByllOTk5DAWsSbIWx9krRfy1gdZ64W89ULeAAC7YGgsAIBl6P4OAAAAQIRzAwCAtegRAgCIOW63W/Ly8uiCrwny1gdZ64W89UHWeiFvvZA3AMAuaAgBAMQcpZTs27ePLviaIG99kLVeyFsfZK0X8tYLeQMA7IKhsQAAlqH7OwAAAAARzg0AANaiRwgAIOa43W7ZtWsXXfA1Qd76IGu9kLc+yFov5K0X8gYA2AUNIQCAmKOUkvz8fLrga4K89UHWeiFvfZC1XshbL+QNALALhsYCAFiG7u8AAAAARDg3AABYix4hAICY43a7Zfv27XTB1wR564Os9ULe+iBrvZC3XsgbAGAXNIQAAGKOUkqKiorogq8J8tYHWeuFvPVB1nohb72QNwDALhgaCwBgGbq/AwAAABDh3AAAYC16hAAAYo7b7ZbNmzfTBV8T5K0PstYLeeuDrPVC3nohbwCAXdAQAgAAAAAAAAAAbIuhsQAAlqH7OwAAAAARzg0AANaiRwgAIOa4XC7ZtGmTuFyuaBcFFiBvfZC1XshbH2StF/LWC3kDAOyChhAAQMxxOBySmJgoDocj2kWBBchbH2StF/LWB1nrhbz1Qt4AALtgaCwAgGXo/g4AAABAhHMDAIC16BECAIg5LpdL1q9fTxd8TZC3PshaL+StD7LWC3nrhbwBAHZBQwgAIOY4HA5JTU2lC74myFsfZK0X8tYHWeuFvPVC3gAAu2BoLACAZej+DgAAAECEcwMAgLXoEQIAiDkul0vWrFlDF3xNkLc+yFov5K0PstYLeeuFvAEAdkFDCAAg5jgcDklLS6MLvibIWx9krRfy1gdZ64W89ULeAAC7YGgsAIBl6P4OAAAAQIRzAwCAtegRAgCIOS6XS1auXEkXfE2Qtz7IWi/krQ+y1gt564W8AQB2QUMIACDmOBwOSU9Ppwu+JshbH2StF/LWB1nrhbz1Qt4AALtgaCwAgGXo/g4AAABAhHMDAIC16BECAIg5xcXFsmzZMikuLo52UWAB8tYHWeuFvPVB1nohb72QNwDALmgIAQDEHKfTKc2bNxen0xntosAC5K0PstYLeeuDrPVC3nohbwCAXTA0FgDAMnR/BwAAACDCuQEAwFr0CAEAxJzi4mJZtGgRXfA1Qd76IGu9kLc+yFov5K0X8gYA2AU9QgAAljF715dSSvLz8yU1NVUcDoeFJUQ0kLc+yFov5K0PstYLeeslknnTIwQAYKX4aBcAAABfDodDqlWrFu1iwCLkrQ+y1gt564Os9ULeeiFvAIBdMDQWACDmFBcXS1ZWFl3wNUHe+iBrvZC3PshaL+StF/IGANgFQ2MBACwTztBYhYWFkpSUxJALGiBvfZC1XshbH2StF/LWSyTzZmgsAICVGBoLABBzHA6HJCcnR7sYsAh564Os9ULe+iBrvZC3XsgbAGAXDI0FAIg5xcXFMnfuXLrga4K89UHWeiFvfZC1XshbL+QNALALhsYCAFgmnKGxTp48KQkJCQy5oAHy1gdZ64W89UHWeiFvvUQyb4bGAgBYiR4hAICY5HQ6o10EWIi89UHWeiFvfZC1XshbL+QNALADGkIAADHH5XJJVlaWuFyuaBcFFiBvfZC1XshbH2StF/LWC3kDAOyCobEAAJYJZ2gsl8slTqeTIRc0QN76IGu9kLc+yFov5K2XSObN0FgAACvRIwQAEJO460wv5K0PstYLeeuDrPVC3nohbwCAHdAQAgCIOS6XSxYtWsRJlybIWx9krRfy1gdZ64W89ULeAAC7YGgsAIBl6P4OAAAAQIRzAwCAtegRAgCIOUopKSgoENrq9UDe+iBrvZC3PshaL+StF/IGANgFDSEAgJjjcrkkOzubLviaIG99kLVeyFsfZK0X8tYLeQMA7IKhsQAAlqH7OwAAAAARzg0AANaiRwgAIOYopeTIkSN0wdcEeeuDrPVC3voga72Qt17IGwBgFzSEAABijsvlkg0bNtAFXxPkrQ+y1gt564Os9ULeeiFvAP+vvTuPr6q69///3jkhgQAJIITBgAjIKCoCChUHnNoqDmit1ctVsYpaa6vXWov1Cmpvq7UOrbNWoF6xVqlSEedq0Gi8MinIpIxCQCCACRJNOHvv3x98c35EEghI9tlZn9fz8ejDkDNkJa/uTTbrrHUAV7A1FgAgMix/BwAAACBxbQAAiBYrQgAAsROGoTZv3swSfCPobQetbaG3HbS2hd620BsA4AomQgAAseP7vpYtW8YSfCPobQetbaG3HbS2hd620BsA4Aq2xgIARIbl7wAAAAAkrg0AANFiRQgAIHaCINCGDRsUBEG6h4II0NsOWttCbztobQu9baE3AMAVTIQAAGInDEOtWbOGvYiNoLcdtLaF3nbQ2hZ620JvAIAr2BoLABAZlr8DAAAAkLg2AABEixUhAIDYCYJA69atYwm+EfS2g9a20NsOWttCb1voDQBwBRMhAIDYCcNQGzduZAm+EfS2g9a20NsOWttCb1voDQBwBVtjAQAiw/J3AAAAABLXBgCAaLEiBAAQO0EQaPXq1SzBN4LedtDaFnrbQWtb6G0LvQEArmAiBAAQO2EYqry8nCX4RtDbDlrbQm87aG0LvW2hNwDAFWyNBQCIDMvfAQAAAEhcGwAAosWKEABA7ARBoJUrV7IE3wh620FrW+htB61tobct9AYAuIKJEABA7IRhqMrKSpbgG0FvO2htC73toLUt9LaF3gAAV7A1FgAgMix/BwAAACBxbQAAiBYrQgAAsRMEgZYuXcoSfCPobQetbaG3HbS2hd620BsA4AomQgAAAAAAAAAAgLPYGgsAEBmWvwMAAACQuDYAAESLFSEAgNjxfV9LliyR7/vpHgoiQG87aG0Lve2gtS30toXeAABXZKZ7AAAAfJvnecrOzpbneekeCiLgSu/PP/9cpaWl6R5GrAVBoC+++EJbt25VRgavx3FdVL3btm2rLl26NNjzY89cOY+jfuhtC70BAK5gaywAQGRY/g5Xff755+rdp4++rqhI91AAc5rl5GjxokVMhgBAI8O1AQAgSqwIAQDEju/7Wrx4sXr37q1EIpHu4aCBudC7tLRUX1dU6Mzbb1Hbgw9K93BMe+aaX6liyxbltG6tn9z/p3QPBw2sdMUqvfjft6m0tJSJkDRy4TyO+qO3LfQGALiCiRAAQOx4nqfc3FyW4BvhUu+2Bx+kDr17pXsYpiWaZKb+SwsgGi6dx7Fn9LaF3gAAVzARAgCInYyMDHXu3Dndw0BE6A0AjRvncVvobQu9AQCu4F0qAQCx4/u+5s2bJ9/30z0URIDeANC4cR63hd620BsA4AomQgAAseN5ntq1a8cSfCPoDQCNG+dxW+htC70BAK5gaywAQOxkZGSoY8eO6R4GIkJvAGjcOI/bQm9b6A0AcAUrQgAAseP7vubMmcMSfCPoDQCNG+dxW+htC70BAK5gIgQAEDue56mgoIAl+EbQGwAaN87jttDbFnoDAFzB1lgAgNjJyMhQfn5+uoeBiNAbABo3zuO20NsWegMAXMGKEABA7CSTSc2cOVPJZDLdQ0EE6A0AjRvncVvobQu9AQCuYCIEABA7iURC3bt3VyKRSPdQEAF6A0DjxnncFnrbQm8AgCvYGgsAEDue56lNmzbpHgYiQm8AaNw4j9tCb1voDQBwBStCAACxk0wmVVxczBJ8I+gNAI0b53Fb6G0LvQEArmAiBAAQO4lEQn379mUJvhH0BoDGjfO4LfS2hd4AAFewNRYAIHY8z1NeXl66h4GI0BsAGjfO47bQ2xZ6AwBcwYoQAEDsJJNJFRUVsQTfCHoDQOPGedwWettCbwCAK5gIAQDETiKR0IABA1iCbwS9AaBx4zxuC71toTcAwBVMhAAAYsfzPDVv3lye5zXY1xg0aJAKCgo0aNCgBvsaqJ8oegMAGg7ncVvo3Xjty++/9AYAuIKJEABA7CSTSRUWFjboEvwvvvhCJSUl+uKLLxrsa6B+ougNAGg4nMdtoXfjtS+//9IbAOAKJkIAALGTSCQ0dOhQluAbQW8AaNw4j9tCb1voDQBwBRMhAIBY4mLLFnoDQOPGedwWettCbwCAC5gIAQDEju/7Kioqku/76R4KIkBvAGjcOI/bQm9b6A0AcAUTIQCA2EkkEho2bBivPjOC3gDQuHEet4XettAbAOAKJkIAALHEq85soTcANG6cx22hty30BgC4gIkQAEDs+L6v4uJiLrqMoDcANG6cx22hty30BgC4IjPdAwAA4NsyMzN1wgknpHsYiAi9AaBx4zxuC71toTcAwBWsCAEAxE4Yhtq2bZvCMEz3UBABegNA48Z53BZ620JvAIArmAgBYNL48ePleZ48z0vrOLp27SrP83TJJZekdRxx4/u+5s6dyxJ8I+gNAI0b53Fb6G0LvQEArmBrLABA7GRmZmrYsGHpHgYiQm8AaNw4j9tCb1voDQBwBStCAMBhK1euTK18mTRpUrqHU29hGKqsrIwl+EbQGwAaN87jttDbFnoDAFzBRAgAIHZ839fChQtZgm8EvQGgceM8bgu9baE3AMAVbI0FAIidzMxMDR06NN3DQEToDQCNG+dxW+htC70BAK5gRQgAIHbCMNTmzZtZgm8EvYEdAt/XqllztODVN7Rq1hwFvPoWjQTncVvobQu9AQCuYCIEACR9+eWXGjdunPr166cWLVqoTZs2Gj58uP7+97/v8bErV67Uddddp379+qlly5bKycnRIYccoiuuuELz58/fL+NbunSprrvuOvXv3195eXlq1qyZunXrpksuuUSzZs2q9TGe5+nggw9O/Xn06NGp9wup/t/48eN3eVwQBHrqqad02mmnqUOHDsrKylK7du00fPhwPfTQQ6qqqtov39Pu+L6vZcuWsQTfCHoD0uK3ZujRM8/T5Ct/oX/dfKsmX/kLPXrmeVr81ox0Dw3YI87jttDbFnoDAFzB1lgAzFuxYoVOOeUULVu2LPW5bdu2qbCwUIWFhZo6daomT56szMxdT5lPPvmkxowZo8rKyhqfX7p0qZYuXaonnnhCt99+u8aOHbvP4/vTn/6km266Sdu3b99l3CtWrNCTTz6pm2++Wbfddts+f41qmzdv1plnnqn33nuvxudLS0tTP48HHnhAr7zyig466KDv/PXqkpmZqcGDBzfY8yNe6A3rFr81Qy/ceLNObZ2j6w47UH1ysrSookr3rvlSL9x4s0be+Tv1PvH4dA8TqBPncVvobQu9AQCuYEUIAPPOP/98rVixQldeeaXefPNNzZw5U0888YR69uwpSXr22Wd1ww037PK46dOn65JLLlFlZaVatGihcePG6d1331VxcbHuvvtutW3bVr7v66abbtLDDz+8T2O76667dMMNN2j79u067LDD9PDDD+vNN9/UrFmzNHnyZA0dOlRhGOr222/XX/7ylxqPnT9/vl577bXUn3/3u99p/vz5Nf73s5/9LHW77/saMWJEahLk+OOP13PPPadZs2bpxRdf1Nlnny1JWrRokU466SR99dVX+/Q91UcQBNqwYYOCIGiwr4H4oDcsC3xfb9/9Z53aOkdP9W6vwS2bqkUiQ4NbNtVTvdvr1NY5KrznL2yThVjjPG4LvW2hNwDAFV7IRo8ADBo/frxuvfXW1J+ffvppXXDBBTXus3XrVh177LH6+OOPlZGRoY8//liHHnqoJGn79u3q2rWr1q5dqxYtWujdd9/VEUccUePxq1at0tChQ7Vu3Trl5ORo1apVatu2bY37dO3aVatWrdLFF1+sSZMm1bht4cKFOuKII7R9+3aNGzdO48aNk+d5Ne4TBIEuvvhiPfXUU2rRooU+//xztW7dOnX7ypUrU9tjTZw4UZdcckmdP5MHH3xQP//5zyVJF110kSZNmrTL1/vtb3+r3//+95KkX//617rzzjvrfD5JqqysrLFapry8XJ07d9bmzZvVunXr1AVVRkaGfN+X53nKyMhQVVWV5s+fn/qZVn9+5/skk0klEgl5nrfHj6UdEz07f5yTk6Pt27crIyNDHTt23O33gYa3fft2NWnSJN3D2Gfbt2/Xhg0bdMDBB+mK5yanezim3X/aSG3dsFEt89vpmpdfSPdw9mjVrDmafOUv9OphB2pwy6a73D6z/Bv9YH6J/uORv+igQUemYYTx9uh5/6FNK1apXbt2ysrKSvdwTGvs53HsHXo3TuvWrVMQBGrSpImqqqoUBIHCMFQikUjL7+Xl5eVq1aqVysrKlJubm64fCwDACLbGAmDeiBEjdpkEkaSWLVvqscce09FHH60gCPTII4/ogQcekCS98MILWrt2rSTp5ptv3mUSRJIOOugg3XXXXRo1apQqKio0ceLEWleW1OXuu+/W9u3bNWjQoFonQaQdFyr333+/nnvuOX311VeaMmWKLr/88np/jZ09+OCDkqR27drpgQceqPXr3XrrrXr++ee1ePFiPf7447rtttuUnZ1d53P+4Q9/qDHhVG358uUaOHCgli9fLknq0aOHli5dquzsbHXt2lWfffaZ8vPzlUgkNG/ePLVr104dO3bUxx9/rIKCAuXn52vu3Lnq3r272rRpo5kzZ6pv377Ky8vTBx98oAEDBqh58+YqKirS0KFDlUgkVFRUpGHDhsn3fRUXF6f2OQ6CQCUlJfv0MwO+7esvy9M9BDQyX5VukiT1yan9H/F7/7/PV98PNVUfcxs3bkzzSACg8aj+Pfjzzz9XZWWlevXqlZbfy6N470EAAKoxEQLAvNGjR9d521FHHaV+/fppwYIFevPNN1Ofr/7Y8zxdeumldT7+vPPO09VXX62ysjK9+eabezURMm3aNEnSueeeW+ukRLVWrVqpf//+mjVrloqLi/dpImTt2rVatGiRJOnHP/6xWrZsWev9MjMzNXr0aN14443asmWL5syZo6FDh9b5vGPHjtV//dd/pf5cvSKkW7dukpT6r7Tjoqv6++zZs2dqCX6/fv1Snz/88MNTHw8YMCD1qrLBgwenPh4yZEjq42HDhu3ycSKRSH0cBAErQmJi5xU7jVH1ipBmrXg1I/ZOi7YHSJIWVVTVuiJkcUVVjfuhpmatclWxZQsrQmKgsZ/HsXfo3ThVrwipbtelSxdVbxKSjt/LOW8DAKLERAgA8/b05n9HHXWUFixYoE8//VRVVVXKysrSJ598Ikk6+OCD1a5duzofm5WVpQEDBqiwsDD1mPpYtWpV6tWtY8eOrfebrX/xxRf1/ho723lsRx999G7vu/Ptn3zyyW4nQrKzs2tdMVJ9EZSRkbHL56o/v2nTJnXo0KHG53f+eOc3r9+Xj/Pz81VSUqKOHTtqzZo1dX4PaHi+72vBggXq169fo/1HlTlz5mjgwIE66/Zb0j0UNDKdBxyu1u3zde+aL/VU7/bK2GniOwhD3Vvypdp0aK/OAw5P4yjj66zbb9GEUT/Vq6++qiOPZOuwdHHhPI76o3fjVVBQoJKSEuXn50uq+bt4On4v392LvQAA2N94s3QA5lVfCNSlffv2kqQwDLVlyxZJ0ubNm+v1WEnq0KFDjcfUx4YNG+p9351VVFTs0+N2Htuevqfq7+fbj9ufEomEDjvsMC6ujaA3LMtIJDT8+l/q9S0VGrV4vWaWf6OtyUAzy7/RqMXr9fqWCp3wX79QBscHYozzuC30toXeAABXsCIEgHnf5ZVIDfUqpup9eyXplltu0XnnnVevxzVv3vw7f+04vDKr+n07DjzwwBqvToOb6A3rep94vEbe+Tu9ffef9YP5//97FrXp0F4j77xJvU88Po2jA/aM87gt9LaF3gAAVzARAsC89evXq3Pnzru9XdoxQdC6dWtJUps2bWrctjvV21VVP6Y+Djjg/98LvkmTJjr00EPr/dh9sfPY9vQ97bz91t58T3sjDEOVl5erU6dODfL8iBd6AzsmQ3oeP0yr536sr0o3qUXbA9R5wOGsBEGjwHncFnrbQm8AgCuYzgdg3syZM+t1+yGHHJJ6Q7/qiYkVK1ak3sujNtu3b9fcuXNrPKY+unXrpry8PEnSe++9V+/HfVt9V3fsPLb/+7//2+19P/zww1oftz8lEgn2nTaE3sAOGYmEDhp0pPr94BQdNOhIJkHQaHAet4XettAbAOAKJkIAmPe3v/2tzttmzpyZeiPxk08+OfX56o/DMNTEiRPrfPyUKVNUVla2y+P3JJFI6LTTTpMkvf7661q0aFG9H7uzpk2bpj6urKys836dOnVSnz59JEnPPvusvvrqq1rv5/u+Jk2aJElq3bp1g70xbRAEWrlypYIgaJDnR7zQGwAaN87jttDbFnoDAFzBRAgA81588UU9++yzu3z+q6++0hVXXCFJysjISH0sSWeffXZqefj//M//aP78+bs8fvXq1frVr34lScrJydHo0aP3alxjx45VIpFQEAT60Y9+pDVr1tR5X9/3NXny5F3uc8ABB6RWsSxbtmy3X+/qq6+WJG3cuFG/+MUvar3PrbfeqoULF0qSLr/8cmVnZ9f7+9kbYRiqsrJSYRg2yPMjXugNAI0b53Fb6G0LvQEAruA9QgCYN2jQIF144YWaMWOGfvSjHyk3N1fz5s3TnXfeqSVLlkjaMUlw2GGHpR6TlZWlxx57TGeccYbKy8t1zDHH6IYbbtBJJ52kRCKh999/X3fccYc2bNggSfrTn/6ktm3b7tW4+vfvrz/96U+67rrrtHDhQh166KEaM2aMTjzxRLVv317ffPONVq5cqeLiYk2ZMkXr1q3T/PnzVVBQkHqOzMxMDR48WO+9954mTJigAQMG6IgjjlCTJk0k7XiPj+r3+bjyyis1efJkFRcXa+LEiVq1apV+9rOf6eCDD9a6des0YcIEPf/885Kk7t2767//+7/3/Ye+B4lEQr169Wqw50e80BsAGjfO47bQ2xZ6AwBcwUQIAPOeffZZnXTSSXrooYf00EMP7XL7ueeeq3vuuWeXz59++umaOHGirrjiCm3dulW33HKLbrnllhr3SSQSuv3223XVVVft09iuvfZaNW/eXNdee63Kysp011136a677qr1vllZWTW2wqo2duxYnXHGGdq0aZMuvPDCGreNGzdO48ePT431pZde0plnnqn33ntPb731lt56661dnq9Pnz565ZVX1KJFi336nuojCAItX75c3bp1U0YGixddR28AaNw4j9tCb1voDQBwBX+LATDv4IMP1uzZs3XTTTepT58+ysnJUV5eno477jg99dRTmjJlijIza583vvjii7V48WL98pe/VJ8+fdS8eXM1a9ZM3bt31+WXX665c+dq7Nix32l8l19+uZYvX65bb71VxxxzjNq2bavMzEw1b95cPXv21LnnnqtHHnlEJSUl6tGjxy6PP/300/Xvf/9bZ511ljp16pRaDVKbNm3a6J133tGTTz6pH/zgB2rfvr2aNGmiAw44QCeccIIeeOABffTRRzrooIO+0/cEAAAAAAAARMUL2egRABCR8vJy5eXlqaysTLm5uWkdS0FBgUpKSnTggQfu9v1XgPqYM2eOBg4cqEufekIderN9RDrdf9pIbd2wUS3z2+mal19I93DQwL5YvEQTRv1Us2fP1pFHHpnu4QBArMXt9984XRsAANzHihAAQOz4vq8lS5bI9/10DwURoDcANG6cx22hty30BgC4gokQAEDseJ6n7OxseZ6X7qEgAvQGgMaN87gt9LaF3gAAV/Bm6QCA2MnIyFDXrl3TPQxEhN4A0LhxHreF3rbQGwDgClaEAABix/d9LViwgCX4RtAbABo3zuO20NsWegMAXMFECAAgdjzPU25uLkvwjaA3ADRunMdtobct9AYAuIKtsQAAsZORkaHOnTunexiICL0BoHHjPG4LvW2hNwDAFawIAQDEju/7mjdvHkvwjaA3ADRunMdtobct9AYAuIKJEABA7Hiep3bt2rEE3wh6A0DjxnncFnrbQm8AgCvYGgsAEDsZGRnq2LFjg36NDh061Pgv0ieK3gCAhsN53BZ6N1778vsvvQEArmBFCAAgdnzf15w5cxp0Cf6sWbO0Zs0azZo1q8G+Buonit4AgIbDedwWejde+/L7L70BAK5gIgQAEDue56mgoIAl+EbQGwAaN87jttDbFnoDAFzB1lgAgNjJyMhQfn5+uoeBiNAbABo3zuO20NsWegMAXMGKEABA7CSTSc2cOVPJZDLdQ0EE6A0AjRvncVvobQu9AQCuYCIEABA7iURC3bt3VyKRSPdQEAF6A0DjxnncFnrbQm8AgCvYGgsAEDue56lNmzbpHgYiQm8AaNw4j9tCb1voDQBwBStCAACxk0wmVVxczBJ8I+gNAI0b53Fb6G0LvQEArmAiBAAQO4lEQn379mUJvhH0BoDGjfO4LfS2hd4AAFewNRYAIHY8z1NeXl66h4GI0BsAGjfO47bQ2xZ6AwBcwYoQAEDsJJNJFRUVsQTfCHoDQOPGedwWettCbwCAK5gIAQDETiKR0IABA1iCbwS9AaBx4zxuC71toTcAwBVsjQUAiB3P89S8efN0DwMRoTcANG6cx22hty30BgC4ghUhAIDYSSaTKiwsZAm+EfQGgMaN87gt9LaF3gAAVzARAgCInUQioaFDh7IE3wh6A0DjxnncFnrbQm8AgCuYCAEAxBIXW7bQGwAaN87jttDbFnoDAFzARAgAIHZ831dRUZF830/3UBABegNA48Z53BZ620JvAIAreLN0AEDsJBIJDRs2jFefGeFS79IVq9I9BPP87cnUf79YvCTNo0FD45iLB5fO49gzettCbwCAK5gIAQDEku/7XHAZ0th7t23bVs1ycvTif9+W7qHg/6nYskUTRv003cNABJrl5Kht27bpHoZ5jf08jr1Db1voDQBwARMhAIDY8X1fxcXFGjZsmDIz+avKdS707tKlixYvWqTS0tJ0DyXWksmkPvroIx1xxBGNtjXqL6rebdu2VZcuXRrs+bFnLpzHUX/0toXeAABXeGEYhukeBADAhvLycuXl5amsrEy5ubnpHg4AAACANOHaAAAQJd4sHQAQO2EYatu2bWKu3gZ620FrW+htB61tobct9AYAuIKJEABA7Pi+r7lz58r3/XQPBRGgtx20toXedtDaFnrbQm8AgCvYGgsAEBmWvwMAAACQuDYAAESLFSEAgNgJw1BlZWUswTeC3nbQ2hZ620FrW+htC70BAK5gIgQAEDu+72vhwoUswTeC3nbQ2hZ620FrW+htC70BAK5gaywAQGRY/g4AAABA4toAABAtVoQAAGInDENt3ryZJfhG0NsOWttCbztobQu9baE3AMAVTIQAAGLH930tW7aMJfhG0NsOWttCbztobQu9baE3AMAVbI0FAIgMy98BAAAASFwbAACixYoQAEDsBEGgDRs2KAiCdA8FEaC3HbS2hd520NoWettCbwCAK5gIAQDEThiGWrNmDXsRG0FvO2htC73toLUt9LaF3gAAV7A1FgAgMix/BwAAACBxbQAAiBYrQgAAsRMEgdatW8cSfCPobQetbaG3HbS2hd620BsA4AomQgAAsROGoTZu3MgSfCPobQetbaG3HbS2hd620BsA4Aq2xgIARIbl7wAAAAAkrg0AANFiRQgAIHaCINDq1atZgm8Eve2gtS30toPWttDbFnoDAFzBRAgAIHbCMFR5eTlL8I2gtx20toXedtDaFnrbQm8AgCvYGgsAEBmWvwMAAACQuDYAAESLFSEAgNgJgkArV65kCb4R9LaD1rbQ2w5a20JvW+gNAHAFEyEAgNgJw1CVlZUswTeC3nbQ2hZ620FrW+htC70BAK5gaywAQGRY/g4AAABA4toAABAtVoQAAGInCAItXbqUJfhG0NsOWttCbztobQu9baE3AMAVTIQAAAAAAAAAAABnsTUWACAyLH8HAAAAIHFtAACIFitCAACx4/u+lixZIt/30z0URIDedtDaFnrbQWtb6G0LvQEArmAiBAAQO57nKTs7W57npXsoiAC97aC1LfS2g9a20NsWegMAXMHWWACAyLD8HQAAAIDEtQEAIFqsCAEAxI7v+1qwYAFL8I2gtx20toXedtDaFnrbQm8AgCuYCAEAxI7necrNzWUJvhH0toPWttDbDlrbQm9b6A0AcAVbYwEAIsPydwAAAAAS1wYAgGixIgQAEDu+72vevHkswTeC3nbQ2hZ620FrW+htC70BAK5gIgQAEDue56ldu3YswTeC3nbQ2hZ620FrW+htC70BAK5gaywAQGRY/g4AAABA4toAABAtVoQAAGLH933NmTOHJfhG0NsOWttCbztobQu9baE3AMAVTIQAAGLH8zwVFBSwBN8IettBa1vobQetbaG3LfQGALiCrbEAAJFh+TsAAAAAiWsDAEC0WBECAIidZDKpmTNnKplMpnsoiAC97aC1LfS2g9a20NsWegMAXMFECAAgdhKJhLp3765EIpHuoSAC9LaD1rbQ2w5a20JvW+gNAHAFW2MBACLD8ncAAAAAEtcGAIBosSIEABA7yWRSxcXFLME3gt520NoWettBa1vobQu9AQCuYEUIACAy9X3VVxiGKi8vV25urjzPi3CESAd620FrW+htB61tobctDdmbFSEAgChlpnsAAAB8m+d5ysvLS/cwEBF620FrW+htB61tobct9AYAuIKtsQAAsZNMJlVUVMQSfCPobQetbaG3HbS2hd620BsA4Aq2xgIARGZvtsaqqKhQTk4OWy4YQG87aG0Lve2gtS30tqUhe7M1FgAgSmyNBQCIHc/z1Lx583QPAxGhtx20toXedtDaFnrbQm8AgCvYGgsAEDvJZFKFhYUswTeC3nbQ2hZ620FrW+htC70BAK5gaywAQGT2ZmusqqoqZWVlseWCAfS2g9a20NsOWttCb1sasjdbYwEAosSKEABALCUSiXQPARGitx20toXedtDaFnrbQm8AgAuYCAEAxI7v+yoqKpLv++keCiJAbztobQu97aC1LfS2hd4AAFewNRYAIDJ7szWW7/tKJBJsuWAAve2gtS30toPWttDblobszdZYAIAosSIEABBLvOrMFnrbQWtb6G0HrW2hty30BgC4gIkQAEDs+L6v4uJiLrqMoLcdtLaF3nbQ2hZ620JvAIAr2BoLABAZlr8DAAAAkLg2AABEixUhAIDYCcNQ27ZtE3P1NtDbDlrbQm87aG0LvW2hNwDAFUyEAABix/d9zZ07lyX4RtDbDlrbQm87aG0LvW2hNwDAFWyNBQCIDMvfAQAAAEhcGwAAosWKEABA7IRhqLKyMpbgG0FvO2htC73toLUt9LaF3gAAVzARAgCIHd/3tXDhQpbgG0FvO2htC73toLUt9LaF3gAAV7A1FgAgMix/BwAAACBxbQAAiBYrQgAAsROGoTZv3swSfCPobQetbaG3HbS2hd620BsA4AomQgAAseP7vpYtW8YSfCPobQetbaG3HbS2hd620BsA4Aq2xgIARIbl7wAAAAAkrg0AANFiRQgAIHaCINCGDRsUBEG6h4II0NsOWttCbztobQu9baE3AMAVTIQAAGInDEOtWbOGvYiNoLcdtLaF3nbQ2hZ620JvAIAr2BoLABAZlr8DAAAAkLg2AABEixUhAIDYCYJA69atYwm+EfS2g9a20NsOWttCb1voDQBwBRMhAIDYCcNQGzduZAm+EfS2g9a20NsOWttCb1voDQBwBVtjAQAiw/J3AAAAABLXBgCAaLEiBAAQO0EQaPXq1SzBN4LedtDaFnrbQWtb6G0LvQEArmAiBAAQO2EYqry8nCX4RtDbDlrbQm87aG0LvW2hNwDAFWyNBQCIDMvfAQAAAEhcGwAAosWKEABA7ARBoJUrV7IE3wh620FrW+htB61tobct9AYAuIKJEABA7IRhqMrKSpbgG0FvO2htC73toLUt9LaF3gAAV7A1FgAgMix/BwAAACBxbQAAiBYrQgAAsRMEgZYuXcoSfCPobQetbaG3HbS2hd620BsA4AomQgAAAAAAAAAAgLPYGgsAEBmWvwMAAACQuDYAAESLFSEAgNjxfV9LliyR7/vpHgoiQG87aG0Lve2gtS30toXeAABXMBECAIgdz/OUnZ0tz/PSPRREgN520NoWettBa1vobQu9AQCuYGssAEBkWP4OAAAAQOLaAAAQLVaEAABix/d9LViwgCX4RtDbDlrbQm87aG0LvW2hNwDAFUyEAABix/M85ebmsgTfCHrbQWtb6G0HrW2hty30BgC4gq2xAACRYfk7AAAAAIlrAwBAtFgRAgCIHd/3NW/ePJbgG0FvO2htC73toLUt9LaF3gAAVzARAgCIHc/z1K5dO5bgG0FvO2htC73toLUt9LaF3gAAV7A1FgAgMix/BwAAACBxbQAAiBYrQgAAseP7vubMmcMSfCPobQetbaG3HbS2hd620BsA4AomQgAAseN5ngoKCliCbwS97aC1LfS2g9a20NsWegMAXMHWWACAyLD8HQAAAIDEtQEAIFqsCAEAxE4ymdTMmTOVTCbTPRREgN520NoWettBa1vobQu9AQCuYCIEABA7iURC3bt3VyKRSPdQEAF620FrW+htB61tobct9AYAuIKtsQAAkWH5OwAAAACJawMAQLRYEQIAiJ1kMqni4mKW4BtBbztobQu97aC1LfS2hd4AAFewIgQAEJn6vuorDEOVl5crNzdXnudFOEKkA73toLUt9LaD1rbQ25aG7M2KEABAlDLTPQAAAL7N8zzl5eWlexiICL3toLUt9LaD1rbQ2xZ6AwBcwdZYAIDYSSaTKioqYgm+EfS2g9a20NsOWttCb1voDQBwBVtjAQAiszdbY1VUVCgnJ4ctFwygtx20toXedtDaFnrb0pC92RoLABAltsYCAMSO53lq3rx5uoeBiNDbDlrbQm87aG0LvW2hNwDAFWyNBQCInWQyqcLCQpbgG0FvO2htC73toLUt9LaF3gAAV7A1FgAgMnuzNVZVVZWysrLYcsEAettBa1vobQetbaG3LQ3Zm62xAABRYkUIACCWEolEuoeACNHbDlrbQm87aG0LvW2hNwDABUyEAABix/d9FRUVyff9dA8FEaC3HbS2hd520NoWettCbwCAK9gaCwAQmb3ZGsv3fSUSCbZcMIDedtDaFnrbQWtb6G1LQ/ZmaywAQJRYEQIAiCVedWYLve2gtS30toPWttDbFnoDAFzARAgAIHZ831dxcTEXXUbQ2w5a20JvO2htC71toTcAwBVsjQUAiAzL3wEAAABIXBsAAKLFihAAQOyEYaht27aJuXob6G0HrW2htx20toXettAbAOAKJkIAALHj+77mzp3LEnwj6G0HrW2htx20toXettAbAOAKtsYCAESG5e8AAAAAJK4NAADRYkUIACB2wjBUWVkZS/CNoLcdtLaF3nbQ2hZ620JvAIArmAgBAMSO7/tauHAhS/CNoLcdtLaF3nbQ2hZ620JvAIAr2BoLABAZlr8DAAAAkLg2AABEixUhAIDYCcNQmzdvZgm+EfS2g9a20NsOWttCb1voDQBwBRMhAIDY8X1fy5YtYwm+EfS2g9a20NsOWttCb1voDQBwBVtjAQAiw/J3AAAAABLXBgCAaLEiBAAQO0EQaMOGDQqCIN1DQQTobQetbaG3HbS2hd620BsA4AomQgAAsROGodasWcNexEbQ2w5a20JvO2htC71toTcAwBVsjQUAiAzL3wEAAABIXBsAAKLFihAAQOwEQaB169axBN8IettBa1vobQetbaG3LfQGALiCiRAAQOyEYaiNGzeyBN8IettBa1vobQetbaG3LfQGALiCrbEAAJFh+TsAAAAAiWsDAEC0WBECAIidIAi0evVqluAbQW87aG0Lve2gtS30toXeAABXMBECAIidMAxVXl7OEnwj6G0HrW2htx20toXettAbAOAKtsYCAESG5e8AAAAAJK4NAADRYkUIACB2giDQypUrWYJvBL3toLUt9LaD1rbQ2xZ6AwBcwUQIACB2wjBUZWUlS/CNoLcdtLaF3nbQ2hZ620JvAIAr2BoLABAZlr8DAAAAkLg2AABEixUhAIDYCYJAS5cuZQm+EfS2g9a20NsOWttCb1voDQBwBRMhAAAAAAAAAADAWWyNBQCIDMvfAQAAAEhcGwAAosWKEABA7Pi+ryVLlsj3/XQPBRGgtx20toXedtDaFnrbQm8AgCuYCAEAxI7necrOzpbneekeCiJAbztobQu97aC1LfS2hd4AAFewNRYAIDIsfwcAAAAgcW0AAIgWK0IAALHj+74WLFjAEnwj6G0HrW2htx20toXettAbAOAKJkIAALHjeZ5yc3NZgm8Eve2gtS30toPWttDbFnoDAFzB1lgAgMiw/B0AAACAxLUBACBarAgBAMSO7/uaN28eS/CNoLcdtLaF3nbQ2hZ620JvAIArmAgBAMSO53lq164dS/CNoLcdtLaF3nbQ2hZ620JvAIAr2BoLABAZlr8DAAAAkLg2AABEixUhAIDY8X1fc+bMYQm+EfS2g9a20NsOWttCb1voDQBwBRMhAIDY8TxPBQUFLME3gt520NoWettBa1vobQu9AQCuYGssAEBkWP4OAAAAQOLaAAAQLVaEAABiJ5lMaubMmUomk+keCiJAbztobQu97aC1LfS2hd4AAFcwEQIAiJ1EIqHu3bsrkUikeyiIAL3toLUt9LaD1rbQ2xZ6AwBcwdZYAIDIsPwdAAAAgMS1AQAgWqwIAQDETjKZVHFxMUvwjaC3HbS2hd520NoWettCbwCAK1gRAgCITH1f9RWGocrLy5WbmyvP8yIcIdKB3nbQ2hZ620FrW+htS0P2ZkUIACBKmekeAAAA3+Z5nvLy8tI9DESE3nbQ2hZ620FrW+htC70BAK5gaywAQOwkk0kVFRWxBN8IettBa1vobQetbaG3LfQGALiCrbEAAJHZm62xKioqlJOTw5YLBtDbDlrbQm87aG0LvW1pyN5sjQUAiBJbYwEAYsfzPDVv3jzdw0BE6G0HrW2htx20toXettAbAOAKtsYCAMROMplUYWEhS/CNoLcdtLaF3nbQ2hZ620JvAIAr2BoLABCZvdkaq6qqSllZWWy5YAC97aC1LfS2g9a20NuWhuzN1lgAgCixIgQAEEuJRCLdQ0CE6G0HrW2htx20toXettAbAOACJkIAALHj+76Kiork+366h4II0NsOWttCbztobQu9baE3AMAVbI0FAIjM3myN5fu+EokEWy4YQG87aG0Lve2gtS30tqUhe7M1FgAgSqwIAQDEEq86s4XedtDaFnrbQWtb6G0LvQEALmAiBAAQO77vq7i4mIsuI+htB61tobcdtLaF3rbQGwDgCrbGAgBEhuXvAAAAACSuDQAA0WJFCAAgdsIw1LZt28RcvQ30toPWttDbDlrbQm9b6A0AcAUTIQCA2PF9X3PnzmUJvhH0toPWttDbDlrbQm9b6A0AcAVbYwEAIsPydwAAAAAS1wYAgGixIgQAEDthGKqsrIwl+EbQ2w5a20JvO2htC71toTcAwBVMhAAAYsf3fS1cuJAl+EbQ2w5a20JvO2htC71toTcAwBVsjQUAiAzL3wEAAABIXBsAAKLFihAAQOyEYajNmzezBN8IettBa1vobQetbaG3LfQGALiCiRAAQOz4vq9ly5axBN8IettBa1vobQetbaG3LfQGALiCrbEAAJFh+TsAAAAAiWsDAEC0WBECAIidIAi0YcMGBUGQ7qEgAvS2g9a20NsOWttCb1voDQBwBRMhAIDYCcNQa9asYS9iI+htB61tobcdtLaF3rbQGwDgCrbGAgBEhuXvAAAAACSuDQAA0WJFCAAgdoIg0Lp161iCbwS97aC1LfS2g9a20NsWegMAXMFECAAgdsIw1MaNG1mCbwS97aC1LfS2g9a20NsWegMAXMHWWACAyLD8HQAAAIDEtQEAIFqsCAEAxE4QBFq9ejVL8I2gtx20toXedtDaFnrbQm8AgCsy0z0AAAC+LQxDlZeXq1OnTukeCiIQRe/PP/9cpaWlDfb8qB/f97Vy5Up17dpViUQi3cNBA/N9X2VlZZzLDeDvbVvobQu9AQCuYGssAEBkWP6OdPj888/Vp08fVVRUpHsogDk5OTlatGiRunTpku6hAABihmsDAECUWBECAIidIAj0+eefq0uXLsrIYBdH1zV079LSUlVUVOj2h2/RwYd03e/Pj/q75ifXa0vpFrVu21r3P3N3uoeDBrbis5X676tu04YNG5gIcRx/b9tCb1voDQBwBRMhAIDYCcNQlZWVYtGiDVH1PviQrup9eK8G/RrYvSZNMlP/pYUdnMvdx9/bttDbFnoDAFzBRAgAIHYSiYR69eIfSa2gN+A23g/GfZzHbaG3LfQGALiCdY0AgNgJgkBLly5VEATpHgoiQG/AbRzb7uM8bgu9baE3AMAVTIQAAAAAAAAAAABnsTUWACB2MjIy1KNHj3QPAxGhN+A23lzXfZzHbaG3LfQGALiCqxIAQOz4vq8lS5bI9/10DwURoDfgNo5t93Eet4XettAbAOAKJkIAALHjeZ6ys7PleV66h4II0BtwG8e2+ziP20JvW+gNAHAFW2MBAGInIyNDXbt2TfcwEBF6A25jayz3cR63hd620BsA4AquSgAAseP7vhYsWMASfCPoDbiNY9t9nMdtobct9AYAuIKJEABA7Hiep9zcXJbgG0FvwG0c2+7jPG4LvW2hNwDAFWyNBQCInYyMDHXu3Dndw0BE6A24ja2x3Md53BZ620JvAIAruCoBAMSO7/uaN28eS/CNoDfgNo5t93Eet4XettAbAOAKJkIAALHjeZ7atWvHEnwj6A24jWPbfZzHbaG3LfQGALiCrbEAALGTkZGhjh07pnsYiAi9AbexNZb7OI/bQm9b6A0AcAVXJQCA2PF9X3PmzGEJvhH0BtzGse0+zuO20NsWegMAXMFECAAgdjzPU0FBAUvwjaA34DaObfdxHreF3rbQGwDgCrbGAgDETkZGhvLz89M9DESE3oDb2BrLfZzHbaG3LfQGALiCqxIAQOwkk0nNnDlTyWSywb7GoEGDVFBQoEGDBjXY10D9RNEbQPpwbLuP87gt9G44cfz9lN4AAFewIgQAEDuJRELdu3dXIpFosK/xxRdfqKSkpMGeH/UXRW8A6cOx7T7O47bQu+HE8fdTegMAXMFECAAgdjzPU5s2bdI9DESE3oDb2FfefZzHbaG3LfQGALiCrbEAALGTTCZVXFzMEnwj6A24jWPbfZzHbaG3LfQGALiCiRAAQOwkEgn17duXJfhG0BtwG8e2+ziP20JvW+gNAHAFW2MBAGLH8zzl5eWlexiICL0Bt7E1lvs4j9tCb1voDQBwBStCAACxk0wmVVRUxBJ8I+gNuI1j232cx22hty30BgC4gokQAEDsJBIJDRgwgCX4RtAbcBvHtvs4j9tCb1voDQBwBVtjAQBix/M8NW/ePN3DQEToDbiNrbHcx3ncFnrbQm8AgCtYEQIAiJ1kMqnCwkKW4BtBb8BtHNvu4zxuC71toTcAwBVMhADGjB8/Xp7nOfPqzMLCwtT3U1hYmO7hNCrVP7fx48eneyi7SCQSGjp0KEvwjaA34DaObfdxHreF3rbQGwDgCiZCAACxxMWWLfQGgMaN87gt9LaF3gAAFzARAgCIHd/3VVRUJN/30z0URIDegNs4tt3HedwWettCbwCAK5gIAQDETiKR0LBhw3j1mRH0BtzGse0+zuO20NsWegMAXMFECAAglnjVmS30BoDGjfO4LfS2hd4AABcwEQIAiB3f91VcXMxFlxH0Rhz5vq9Z783Rq8+/oVnvzeH/n98BPzv3cR63hd620BsA4AomQgDjvvzyS40bN079+vVTixYt1KZNGw0fPlx///vfd/u4qqoqTZs2TT//+c81ePBgtW7dWk2aNNEBBxygo48+WuPHj1dpaelun6Nr167yPE+XXHKJJGnJkiW6/PLL1bVrV2VnZ6t9+/YaOXKkPvjgg+/0PW7ZskVDhw6V53lq0qSJJk+evM/P9cknn+iaa65R//79U99zhw4ddPLJJ+uPf/yj1q1bV+vXnzhxokaNGqW+ffuqRYsWysrKUocOHfT9739fjz32mKqqqur8mitXrpTnefI8T5MmTZIkPf/88zrttNPUqVMnZWZm6oQTTtjlcU8//bROOOEEtW7dWi1atNChhx6qcePG6csvv6zX97p27Vr95je/0ZFHHqm8vDw1adJE7du3V//+/XXBBRdo0qRJKi8vr9dz7a3q7ykzM7NBnh/xQm/EzVsvFWrkwB/pyrOv0c1XjNeVZ1+jkQN/pLdeKkz30Boljm33cR63hd620BsA4Ar+JgMMW7FihU455RQtW7Ys9blt27apsLBQhYWFmjp1qiZPnlzrL71jxozR3/72t10+v3nzZn344Yf68MMP9cADD+hf//qXjjnmmD2O5YUXXtCoUaNUUVGR+tyGDRs0depUTZs2TZMnT9b555+/19/j2rVr9f3vf1+ffPKJmjVrpueee06nn376Xj+P7/u64YYbdN999ykMwxq3rV+/XuvXr9e///1vLVy4MDVZUW3AgAFatWrVLs+5fv16vf7663r99df1yCOP6OWXX1aHDh12O44wDHXRRRfpf//3f+u8TzKZ1IUXXqjnnnuuxucXLFigBQsW6KmnntKbb76526/z7rvvasSIEbtMdGzYsEEbNmzQJ598omeeeUZt27bViBEjdvtc+yIMQ1VUVCgnJ0ee5+3350e80Btx8tZLhbrx0pt1auscTTjsQPXJydKiiirdu+ZL3Xjpzbpzwu904ogT0j3MRuXbf2/CPZzHbaG3LfQGALiCiRDAsPPPP18rVqzQlVdeqR/96EfKy8vTvHnzdOedd+rTTz/Vs88+q06dOunee+/d5bHJZFLdunXTyJEjddRRR6lLly7KzMzUqlWr9Oabb2rChAnatGmTRo4cqU8++UT5+fl1jmP+/Pn6xz/+oY4dO+r666/XoEGDFIahXnvtNd1xxx365ptvNGbMGJ144olq165dvb+/ZcuW6ZRTTtGKFSuUm5uradOm6bjjjtunn9WYMWM0YcIESVLHjh3185//XN/73veUl5enjRs36sMPP9SUKVNqfazv+zr66KM1YsQIDRgwQO3bt1dVVZVWrFihp556Sq+++qrmzp2rn/zkJyosLNztOO677z7NmzdPxx57rK666ir17NlTX375pVauXJm6z69+9avUJEivXr3061//WocddpjKysr03HPP6fHHH9/tpFJlZaV+8pOfqLy8XC1bttRVV12l4cOHKz8/PzXu999/Xy+88MLe/RD3gu/7mjt3roYMGcKrzwygN+LC933dd/OfdWrrHD3Vu70y/t8/+Axu2VRP9W6vUYvX68///Rcd/8NjedPYvcB2Ku7jPG4LvW2hNwDAFV7IS7QAU8aPH69bb7019eenn35aF1xwQY37bN26Vccee6w+/vhjZWRk6OOPP9ahhx5a4z7Lli1Tt27d6nxV0Pz58/W9731PX331lW6++Wbdfvvtu9yna9euqZUSAwcO1FtvvaXc3Nwa95k8ebJGjRolSbrnnnt03XXX1bi9sLBQw4cPlyS9/fbbqS2i5s+fr1NPPVVffPGF2rVrp1dffVVHHnnknn48tXrxxRd11llnSZKGDh2ql19+Wa1atar1vqtXr1bnzp1rfO6zzz7TIYccUufzT5w4UZdeeqkk6c0339RJJ51U4/aVK1fq4IMPTv35oosu0qRJk2r92c+fP19HHHGEgiDQkUceqRkzZqhFixY17vPkk0/q4osvTv153LhxGj9+fOrPb731VmoM06ZNq3PFRzKZVEVFxS7NdlZZWanKysrUn8vLy9W5c2dt3rxZrVu3VhAEkqSMjAz5vi/P8+r9cTKZVCKRkOd5e/xY2nERt/PHOTk52r59uzIyMtSxY8c6vwc0ftu3b9eGDRt0cM+D9Nx7T6d7OKaddtjZ2rBuo/I7ttPL86amezi7mPXeHF159jV69bADNbhl011un1n+jX4wv0SPTL1fg47Zt79TLDnvmAu14tNVys/PV5MmTdI9HACIvXXr1ikIAjVp0iT1O/S3f4fNzMxUGIZ7/DgIAoVhqEQiUe+PpWh/Ly8vL1erVq1UVla222sKAAD2B6bzAcNGjBixyySIJLVs2VKPPfaYjj76aAVBoEceeUQPPPBAjft07959t8/dv39/XXbZZbrvvvs0derUWidCdjZhwoRaf/m98MIL9etf/1pr167Vu+++u8tESG3ef/99jRgxQlu2bFHnzp31xhtvqFevXnt8XF3uuOMOSVJOTo6mTJlS5ySIpF0mQSTtdhJEkkaPHq2//OUv+uijjzR16tRdJkJ21qpVKz3wwAN1TkA98sgjqYuYxx57bJdJEGnHRMozzzyjV155pdbn+OKLL1If724FTWZm5h4vWP7whz/UmHirtnz5cg0cOFDLly+XJPXo0UNLly5Vdna2unbtqsWLF6tJkyY65JBDtGDBArVr104dO3bUxx9/rIKCAuXn52vu3Lnq3r272rRpo5kzZ6pv377Ky8vTBx98oAEDBqh58+YqKirS0KFDlUgkVFRUpGHDhu3yho9BEKikpGS33wfc8OXmhnlPG7ijdP0mSVKfnKxab+/9/z5ffT/sXvUxt2HDhjSPBAAaF9/3VVVVVevvsCeccIIqKio0d+5cDRs2TOXl5Vq4cKGGDh2qLVu2aNmyZRo8eLBKS0u1Zs0aHXnkkVq/fr02btyoww47TCUlJSovL1e/fv30+eefq7KyUr169UrL7+W7e59EAAD2NyZCAMNGjx5d521HHXWU+vXrpwULFuzx/SSkHW8IvnnzZn3zzTepvcCrJwwWLlyo7du31/lq0P79++uwww6r9TbP8zRgwACtXbs29cv57rz22ms655xzVFFRoV69eumNN96odXKivjZt2pR6s/bzzz9fnTp12ufnknbssbt+/XqVl5fX+MX/wAMP1EcffaSPP/54t48/44wz1LJlyzpvr27Vv39/DRw4sM77XXrppXVOhOy8OmLixIn65S9/udsx7c7YsWP1X//1X6k/V68I6datmySl/ivtuOiqnuDp0aOHZs+erW7duqlfv36pzx9++OGpjwcMGJB6VdngwYNTHw8ZMiT18bBhw3b5OJFIpD4OgoAVITEQhqG2b9+urKza//H5u6peEdKqDa80xO61bX+AJGlRRVWtK0IWV1TVuB92r1WbXG0p3aJ27do12PGN+KiqqqKzIfRuGNUrQhKJROrn++3fYaUdL9AaMmSIJCk3N1eDBw+WJLVu3VoDBgyQJLVt21YHHLDj76v27duntio+8MADU9c0Xbp0SV27peP3cv4/BACIEhMhgGHVvzDX5aijjtKCBQv06aef1nqxM3/+fN1777165ZVXaqwi+LYgCLRly5Y63yekd+/eux1HmzZtJO3Ysmt3pkyZoscff1xVVVU68sgj9eqrr+7Ve4rU5qOPPkpdHBx77LH7/DzTp0/Xww8/rHfeeWe330dpaelun6euCSNpxzZUn332maT6ta3LsGHD1K1bNy1fvlzXXnutJk+erJEjR+q4447T4MGD9+qCJTs7W9nZ2bt8vvoiKCMjY5fPVT/ue9/7Xp2Pk1Rjj+J9+Tg/P18lJSXq2LGj1qxZU+/vCY3PnDlzNHDgQN3+0Lh0DwUxN2DI4ep0YL7uXfNljfcIkaQgDHVvyZc6sKC9Bgw5PI2jbDxuf2icRp186XfanhIALCkoKFBJSYny8/NTkwy1/T7red4eP9759+y9/Tiq38t583UAQJQy9nwXAK7a3RuYSzteOSTteLX2li1batz2xBNP6Mgjj9TEiRN3OwlS7euvv67ztpycnN0+tvqX8j292eqDDz6oqqoqZWdna+rUqd95EkSqOTGxL6sGwjDUZZddphEjRmj69Ol7nMzZ3c9J2vEqr7ps2bIlNWlT37a1adKkiaZNm6Y+ffpIkmbOnKmbbrpJw4YNU6tWrfSDH/xATz/9dIO++W0Yhtq8ebN4Gysb6I24SCQSuvZ3v9TrWyo0avF6zSz/RluTgWaWf6NRi9fr9S0V+uXtv+CN0vcSx7b7OI/bQm9b6A0AcAUTIYBh+/oKnMWLF+vKK69UMplUfn6+7rrrLs2ePVubNm1SVVWVwjBUGIZ64oknUo+J4hfnc845R9KOlRHnn3/+HicdojBhwoTUz+GII47QpEmTtGjRIpWXlyuZTKZ+Vv/5n/8pac8/p/r+49t3fXVV3759NX/+fL3wwgu69NJL1aNHD0k7Jmpee+01/cd//IeOPvroBtv33fd9LVu2rEEnWxAf9EacnDjiBN054Xea36y5fjC/RF3/b4V+ML9En+S00J0TfqcTR5yQ7iE2Ohzb7uM8bgu9baE3AMAVbI0FGLZ+/frdvn/G+vXrJe34R/WdVyJMmjRJyWRSiURCM2bMqHNrq82bN+/fAe/BNddcoyFDhujXv/61iouLddppp+mVV16p9Q3D66tt27apj9etW7fXj3/88ccl7dhb9/3331ezZs1qvd/++Fnt/Cbu1e3qsqfbpR2TLmeffbbOPvtsSTu+/1dffVUPPvigZs+erdmzZ+uKK67QCy+88F2GXavMzMw9bu8Fd9AbcXPiiBN0/A+P1dwPPlbp+k1q2/4ADRhyOCtB9tHO26HATZzHbaG3LfQGALiCFSGAYTNnzqzX7YccckiN94VYsGCBpB1vkLe79/eYNWvWfhjl3rnhhhv0+9//XpJUVFSk008/XRUVFfv8fAMGDEitrnjnnXf2+vHVP6szzzyzzkmQMAw1Z86cfR5jtaZNm+qQQw6RVP+2e6Njx44aPXq0iouLU3u9v/TSS3vczmtfBEGgDRs2KAiC/f7ciB96I44SiYQGHXOkfnDOKRp0zJFMgnwHHNvu4zxuC71toTcAwBVMhACG/e1vf6vztpkzZ+qTTz6RJJ188sk1bksmk5Kkbdu21fn4devW6cUXX9wPo9x7Y8eO1e233y5px+TFiBEj9vkf69u0aZN6c8Bnn31Wa9eu3avH1+dn9a9//WufVpvUprrV/PnzNXfu3DrvN2HChH3+Gk2aNNHxxx8vacf39+WXX+7zc9UlDEOtWbOGvYiNoDfgNo5t93Eet4XettAbAOAKJkIAw1588UU9++yzu3z+q6++0hVXXCFpxxuVV39crXrVwWeffab3339/l8dXVFTowgsvbJCVAvV18803a9y4cZKkt99+W2eccYa++eabfXquG2+8UdKO7+u8885TWVlZnfdds2ZNjT9X/6ymTZtW6/ZXy5Yt09VXX71P46rNFVdckVrBMmbMmFonYCZPnqyXX365zud49913tXTp0jpvr6qq0owZMyRJLVq02C9vSv9tiURCRx7JK7CtoDfgNo5t93Eet4XettAbAOAKJkIAwwYNGqQLL7xQV199td5++23Nnj1bEydO1KBBg1KrCa6++moddthhNR5X/cbeQRDo9NNP1+9//3u98847+vDDD/Xwww/riCOOUGFhoY455pjIv6edjR8/XjfffLMk6d///rfOOussVVZW7vXznHHGGfrpT38qSXr//ffVt29f/eEPf9A777yjjz76SG+++abuuOMODRgwIPX1ql100UWSpLVr12ro0KGaMGGCPvzwQ73zzjsaP368Bg4cqM2bN6e2mvquDj/88NTEyqxZszRo0CBNmjRJs2fP1ltvvaWrrrpKF110kQYNGlTnc/z73/9Wr169dMIJJ+iuu+7Sa6+9pjlz5ui9997TxIkTdeyxx6a28vrpT3/aIHu/B0GgdevWsQTfCHoDbuPYdh/ncVvobQu9AQCu4J0LAcOeffZZnXTSSXrooYf00EMP7XL7ueeeq3vuuWeXzw8ePFi33nqrxo0bpy+//FK//e1vd7nP9ddfr0MPPVTvvfdeg4y9vm6//XYlk0ndcccdev3113XOOefohRdeqPGeJ/Xx6KOPqlmzZnrwwQe1du1a3XTTTbXe7/DDD6/x51/+8pd644039Prrr+vTTz9NTahUa9asmZ588klNnz59v7xPiCTdc889Wrt2rZ5//nktXrxYo0ePrnH7wQcfrH/84x/q3r17nc8RBIFmzJiRWvlRm7POOkt/+MMf9suYvy0MQ23cuFH5+fkN8vyIF3oDbmM7FfdxHreF3rbQGwDgClaEAIYdfPDBmj17tm666Sb16dNHOTk5ysvL03HHHaennnpKU6ZMqfPV/rfccoumT5+uU089Va1bt1ZWVpYKCgp0zjnn6PXXX9ef/vSniL+buv3hD3/QDTfcIEl6+eWXde6556qqqmqvniORSOj+++/XrFmzNGbMGPXs2VPNmzdXkyZN1KFDB5166qm65557dvm+mzRpounTp+svf/mLBg0apJycHDVr1kw9evTQlVdeqTlz5ui8887bb99r9df85z//qf/93//Vscceq7y8POXk5KhPnz666aabNHv2bHXr1q3Ox//qV7/SP//5T1111VUaMmSIunTpoqZNm6pp06bq2rWrfvzjH+ull17S1KlT63wD+O8qkUjosMMOYwm+EfQG3Max7T7O47bQ2xZ6AwBc4YW8RAsAEJHy8nLl5eWprKxMubm5dd4vCAKVlJTowAMPVEZGw8zZFxQUpL7Gt9/bBdFq6N5z5szRwIED9dSbE9T78F77/flRf6cddrY2rNuo/I7t9PK8qekeDhrY4o+XaNTJl2rmzJm73ZIRjV8Uf28jPujdcOL4+2lD9q7vtQEAAPsDv7UAAGInDEOVl5eznYoR9AbcxrHtPs7jttDbFnoDAFzBe4QAAGInkUioX79+6R4GIkJvwG1sp+I+zuO20NsWegMAXMGKEABA7ARBoJUrVyoIgnQPBRGgN+A2jm33cR63hd620BsA4AomQgAAsROGoSorK1mCbwS9AbdxbLuP87gt9LaF3gAAV7A1FgAgdhKJhHr14k2traA34Da2xnIf53Fb6G0LvQEArmBFCAAgdoIg0NKlS1mCbwS9AbdxbLuP87gt9LaF3gAAVzARAgAAAAAAAAAAnMXWWACA2MnIyFCPHj0a9Gt06NChxn+RPlH0BpA+GRm89sp1nMdtoXfDiePvp/QGALiCqxIAQOz4vq8lS5bI9/0G+xqzZs3SmjVrNGvWrAb7GqifKHoDSB+ObfdxHreF3g0njr+f0hsA4AomQgAAseN5nrKzs+V5XrqHggjQG3Abx7b7OI/bQm9b6A0AcAVbYwEAYicjI0Ndu3ZN9zAQEXoDbmNrLPdxHreF3rbQGwDgCq5KAACx4/u+FixYwBJ8I+gNuI1j232cx22hty30BgC4gokQAEDseJ6n3NxcluAbQW/AbRzb7uM8bgu9baE3AMAVbI0FAIidjIwMde7cOd3DQEToDbiNrbHcx3ncFnrbQm8AgCu4KgEAxI7v+5o3bx5L8I2gN+A2jm33cR63hd620BsA4AomQgAAseN5ntq1a8cSfCPoDbiNY9t9nMdtobct9AYAuIKtsQAAsZORkaGOHTumexiICL0Bt7E1lvs4j9tCb1voDQBwBVclAIDY8X1fc+bMYQm+EfQG3Max7T7O47bQ2xZ6AwBcwUQIACB2PM9TQUEBS/CNoDfgNo5t93Eet4XettAbAOAKtsYCAMRORkaG8vPz0z0MRITegNvYGst9nMdtobct9AYAuIKrEgBA7CSTSc2cOVPJZDLdQ0EE6A24jWPbfZzHbaG3LfQGALiCiRAAQOwkEgl1795diUQi3UNBBOgNuI1j232cx22hty30BgC4gq2xAACx43me2rRpk+5hICL0BtzGvvLu4zxuC71toTcAwBWsCAEAxE4ymVRxcTFL8I2gN+A2jm33cR63hd620BsA4ApWhAAAYieRSKhv374swTciqt4rPlvZoM+PPdu+PZn67+KPl6R5NGho1ccc53L38fe2LfS2hd4AAFd4YRiG6R4EAMCG8vJy5eXlqaysTLm5uekeDoz4/PPP1adPH1VUVKR7KIA5OTk5WrRokbp06ZLuoQAAYoZrAwBAlFgRAgCInWQyqQ8++EBDhgxRZiZ/VbmuoXt36dJFixYtUmlp6X5/buydZDKp+fPnq3///hzbBiSTSa1evVqdOnVK91DQwPh72xZ620JvAIArWBECAIhMfV/1FYahKioqlJOTw5vsGkBvO2htC73toLUt9LalIXuzIgQAECWm8wEAseN5npo3b57uYSAi9LaD1rbQ2w5a20JvW+gNAHBFRroHAADAtyWTSRUWFiqZTKZ7KIgAve2gtS30toPWttDbFnoDAFzB1lgAgMjszdZYVVVVysrKYssFA+htB61tobcdtLaF3rY0ZG+2xgIARIkVIQCAWEokEukeAiJEbztobQu97aC1LfS2hd4AABcwEQIAiB3f91VUVCTf99M9FESA3nbQ2hZ620FrW+htC70BAK5gaywAQGT2Zmss3/eVSCTYcsEAettBa1vobQetbaG3LQ3Zm62xAABRYkUIACCWeNWZLfS2g9a20NsOWttCb1voDQBwARMhAIDY8X1fxcXFXHQZQW87aG0Lve2gtS30toXeAABXsDUWACAyLH8HAAAAIHFtAACIFitCAACxE4ahtm3bJubqbaC3HbS2hd520NoWettCbwCAK5gIAQDEju/7mjt3LkvwjaC3HbS2hd520NoWettCbwCAK9gaCwAQGZa/AwAAAJC4NgAARIsVIQCA2AnDUGVlZSzBN4LedtDaFnrbQWtb6G0LvQEArmAiBAAQO77va+HChSzBN4LedtDaFnrbQWtb6G0LvQEArmBrLABAZFj+DgAAAEDi2gAAEC1WhAAAYicMQ23evJkl+EbQ2w5a20JvO2htC71toTcAwBVMhAAAYsf3fS1btowl+EbQ2w5a20JvO2htC71toTcAwBVsjQUAiAzL3wEAAABIXBsAAKLFihAAQOwEQaANGzYoCIJ0DwURoLcdtLaF3nbQ2hZ620JvAIArmAgBAMROGIZas2YNexEbQW87aG0Lve2gtS30toXeAABXsDUWACAyLH8HAAAAIHFtAACIFitCAACxEwSB1q1bxxJ8I+htB61tobcdtLaF3rbQGwDgCiZCAACxE4ahNm7cyBJ8I+htB61tobcdtLaF3rbQGwDgCrbGAgBEhuXvAAAAACSuDQAA0WJFCAAgdoIg0OrVq1mCbwS97aC1LfS2g9a20NsWegMAXMFECAAgdsIwVHl5OUvwjaC3HbS2hd520NoWettCbwCAK9gaCwAQGZa/AwAAAJC4NgAARIsVIQCA2AmCQCtXrmQJvhH0toPWttDbDlrbQm9b6A0AcAUTIQCA2AnDUJWVlSzBN4LedtDaFnrbQWtb6G0LvQEArmBrLABAZFj+DgAAAEDi2gAAEC1WhAAAYicIAi1dupQl+EbQ2w5a20JvO2htC71toTcAwBVMhAAAAAAAAAAAAGexNRYAIDIsfwcAAAAgcW0AAIgWK0IAALHj+76WLFki3/fTPRREgN520NoWettBa1vobQu9AQCuYCIEABA7nucpOztbnueleyiIAL3toLUt9LaD1rbQ2xZ6AwBcwdZYAIDIsPwdAAAAgMS1AQAgWqwIAQDEju/7WrBgAUvwjaC3HbS2hd520NoWettCbwCAK5gIAQDEjud5ys3NZQm+EfS2g9a20NsOWttCb1voDQBwBVtjAQAiw/J3AAAAABLXBgCAaLEiBAAQO77va968eSzBN4LedtDaFnrbQWtb6G0LvQEArmAiBAAQO57nqV27dizBN4LedtDaFnrbQWtb6G0LvQEArmBrLABAZFj+DgAAAEDi2gAAEC1WhAAAYsf3fc2ZM4cl+EbQ2w5a20JvO2htC71toTcAwBVMhAAAYsfzPBUUFLAE3wh620FrW+htB61tobct9AYAuIKtsQAAkWH5OwAAAACJawMAQLRYEQIAiJ1kMqmZM2cqmUymeyiIAL3toLUt9LaD1rbQ2xZ6AwBcwUQIACB2EomEunfvrkQike6hIAL0toPWttDbDlrbQm9b6A0AcAVbYwEAIsPydwAAAAAS1wYAgGixIgQAEDvJZFLFxcUswTeC3nbQ2hZ620FrW+htC70BAK5gRQgAIDL1fdVXGIYqLy9Xbm6uPM+LcIRIB3rbQWtb6G0HrW2hty0N2ZsVIQCAKGWmewAAAHyb53nKy8tL9zAQEXrbQWtb6G0HrW2hty30BgC4gq2xAACxk0wmVVRUxBJ8I+htB61tobcdtLaF3rbQGwDgCrbGAgBEZm+2xqqoqFBOTg5bLhhAbztobQu97aC1LfS2pSF7szUWACBKbI0FAIgdz/PUvHnzdA8DEaG3HbS2hd520NoWettCbwCAK9gaCwAQO8lkUoWFhSzBN4LedtDaFnrbQWtb6G0LvQEArmBrLABAZPZma6yqqiplZWWx5YIB9LaD1rbQ2w5a20JvWxqyN1tjAQCixIoQAEAsJRKJdA8BEaK3HbS2hd520NoWettCbwCAC5gIAQDEju/7Kioqku/76R4KIkBvO2htC73toLUt9LaF3gAAV7A1FgAgMnuzNZbv+0okEmy5YAC97aC1LfS2g9a20NuWhuzN1lgAgCixIgQAEEu86swWettBa1vobQetbaG3LfQGALiAiRAAQOz4vq/i4mIuuoygtx20toXedtDaFnrbQm8AgCvYGgsAEBmWvwMAAACQuDYAAESLFSEAgNgJw1Dbtm0Tc/U20NsOWttCbztobQu9baE3AMAVTIQAAGLH933NnTuXJfhG0NsOWttCbztobQu9baE3AMAVbI0FAIgMy98BAAAASFwbAACixYoQAEDshGGosrIyluAbQW87aG0Lve2gtS30toXeAABXMBECAIgd3/e1cOFCluAbQW87aG0Lve2gtS30toXeAABXsDUWACAyLH8HAAAAIHFtAACIFitCAACxE4ahNm/ezBJ8I+htB61tobcdtLaF3rbQGwDgCiZCAACx4/u+li1bxhJ8I+htB61tobcdtLaF3rbQGwDgCrbGAgBEhuXvAAAAACSuDQAA0WJFCAAgdoIg0IYNGxQEQbqHggjQ2w5a20JvO2htC71toTcAwBVMhAAAYicMQ61Zs4a9iI2gtx20toXedtDaFnrbQm8AgCvYGgsAEBmWvwMAAACQuDYAAESLFSEAgNgJgkDr1q1jCb4R9LaD1rbQ2w5a20JvW+gNAHAFEyEAgNgJw1AbN25kCb4R9LaD1rbQ2w5a20JvW+gNAHAFW2MBACLD8ncAAAAAEtcGAIBosSIEABA7QRBo9erVLME3gt520NoWettBa1vobQu9AQCuYCIEABA7YRiqvLycJfhG0NsOWttCbztobQu9baE3AMAVbI0FAIgMy98BAAAASFwbAACixYoQAEDsBEGglStXsgTfCHrbQWtb6G0HrW2hty30BgC4gokQAEDshGGoyspKluAbQW87aG0Lve2gtS30toXeAABXsDUWACAyLH8HAAAAIHFtAACIFitCAACxEwSBli5dyhJ8I+htB61tobcdtLaF3rbQGwDgCiZCAAAAAAAAAACAs9gaCwAQGZa/AwAAAJC4NgAARCsz3QMAANhRPfdeXl6+2/v5vq/ly5erW7duSiQSUQwNaURvO2htC73toLUt9LalIXtXXxPw+lwAQBSYCAEARGbr1q2SpM6dO6d5JAAAAADiYOvWrcrLy0v3MAAAjmNrLABAZIIg0Nq1a9WyZUt5nlfn/crLy9W5c2etXr2aZfIG0NsOWttCbztobQu9bWnI3mEYauvWrerUqZMyMngLWwBAw2JFCAAgMhkZGSooKKj3/XNzc7nANoTedtDaFnrbQWtb6G1LQ/VmJQgAICpMuQMAAAAAAAAAAGcxEQIAAAAAAAAAAJzFRAgAIHays7M1btw4ZWdnp3soiAC97aC1LfS2g9a20NsWegMAXMGbpQMAAAAAAAAAAGexIgQAAAAAAAAAADiLiRAAAAAAAAAAAOAsJkIAAAAAAAAAAICzmAgBAAAAAAAAAADOYiIEAAAAAAAAAAA4i4kQAEBsrFq1Stdff7169+6t5s2bq02bNho8eLDuuusuVVRUpHt42A88z6vX/0444YR0DxV7sGHDBr300ku65ZZb9MMf/lBt27ZN9bvkkkv2+vleeeUVjRw5UgUFBcrOzlZBQYFGjhypV155Zf8PHntlf7SeNGlSvY//SZMmNej3g92bNWuWbrvtNp166qmp47FFixbq2bOnRo8eraKior16Po7t+NofrTm2G4fy8nI988wzuv7663X88cerR48eysvLU1ZWlvLz83XCCSfoj3/8ozZt2lSv53v//fc1atQoHXTQQWratKk6dOig73//+/r73//ewN8JAAD7LjPdAwAAQJKmTZumUaNGqby8PPW5iooKzZo1S7NmzdJf//pXTZ8+XT169EjjKAFUa9++/X55niAINGbMGD3xxBM1Pl9SUqKSkhJNnTpVl112mR599FFlZPAannTYX60Rf8cdd5zefffdXT5fVVWlzz77TJ999pkmTZqkiy66SI8//riysrLqfC6O7Xjbn60Rfx9++KEuuOCCWm/buHGjZsyYoRkzZuiuu+7SU089pe9///t1Ptf48eN1++23KwiC1OfWr1+v119/Xa+//romT56sKVOmqGnTpvv9+wAA4LtgIgQAkHZz587V+eefr6+//lotWrTQ2LFjNXz4cH399dd65pln9Pjjj+vTTz/V6aefrlmzZqlly5bpHjK+o6uuuko/+9nP6ry9efPmEY4G31WXLl3Uu3dvvf7663v92N/+9repfygdMGCAfv3rX6t79+5atmyZ/vjHP2ru3Ln661//qnbt2un3v//9/h469tJ3aV3ttddeU6dOneq8vaCgYJ+fG9/N2rVrJUmdOnXSeeedp2OPPVZdunSR7/sqLi7W3XffrZKSEj355JPavn27nn766Tqfi2M73vZn62oc2/HWuXNnDR8+XAMHDlTnzp3VsWNHBUGgNWvWaMqUKXr++edVWlqqM888Ux9++KEOP/zwXZ7j0Ucf1a233ipJ6t69u2666Sb1799fa9eu1Z///Ge9/fbbmj59ui699NJ6/X8GAIBIhQAApNmxxx4bSgozMzPD999/f5fb//jHP4aSQknhuHHjoh8g9hs6uuOWW24Jp02bFn7xxRdhGIbhihUrUn0vvvjiej3HkiVLwszMzFBSOGjQoLCioqLG7du2bQsHDRqUOj989tln+/vbQD3sj9YTJ05MPWbFihUNN1h8J6effnr4j3/8I0wmk7XevnHjxrBnz56pljNmzKj1fhzb8be/WnNsNw51dd7ZCy+8kGo5cuTIXW7ftGlTmJeXF0oKu3TpEm7cuHGXr3HGGWeknuPtt9/eX8MHAGC/YA0yACCtPvzww9TWDD/96U81dOjQXe5z/fXXq0+fPpKkP//5z9q+fXukYwSwq1tvvVUjRoz4Ttsm3XfffUomk5Kk+++/X82aNatxe05Oju6//35JUjKZ1L333rvvA8Y+2x+t0Ti89NJL+vGPf6xEIlHr7W3bttXdd9+d+vOUKVNqvR/Hdvztr9ZoHOrqvLOzzz5bvXr1kqRat03761//qrKyMknSnXfeqbZt2+7yNR566KHU17rrrru+67ABANivmAgBAKTV1KlTUx+PHj261vtkZGTooosukiR9+eWXevvtt6MYGoAGFIah/vWvf0mSevfurSFDhtR6vyFDhqT+YeZf//qXwjCMbIwAdjV8+PDUx8uWLdvldo5td+ypNdxTvf3sN998s8tt1b+z5+bm6pxzzqn18QUFBTr55JMlSf/+97+1devWhhkoAAD7gIkQAEBaFRUVSdrxnhADBw6s837HH3986uP33nuvwccFoGGtWLEitUf9zsd3bapvLykp0cqVKxt6aAB2o7KyMvVxba8y59h2x55awy1LlizRRx99JGnHJObOqqqq9OGHH0qShg4dqqysrDqfp/q4rqys1KxZsxpmsAAA7AMmQgAAabVo0SJJUo8ePZSZmVnn/Xa+IKt+DBqv5557Tn379lVOTo5atmypQw45RBdffDGrfQxZuHBh6uNv/4PLt3H8u2X06NHq1KmTsrKy1LZtWw0ZMkQ333yzSkpK0j001MOMGTNSH1dvW7kzjm137Kn1t3FsNz4VFRX67LPPdM899+j4449PbWl37bXX1rjfp59+Kt/3JXFcAwAaLyZCAABp880336i0tFTSjqX0u9O6dWs1b95ckrR69eoGHxsa1sKFC7Vo0SJ9/fXX+uqrr7R06VI9+eSTOvHEEzVy5MjUHtRw15o1a1If7+n479y5c+pjjv/Gr7CwUOvWrdP27du1adMm/d///Z/+53/+Rz169NCjjz6a7uFhN4Ig0B133JH6849//ONd7sOx7Yb6tP42ju3GYdKkSfI8T57nqXnz5urZs6euv/56rV+/XpL0m9/8RhdeeGGNx3BcAwBcUPdLbwEAaGA77xvcokWLPd6/efPm2rZtm7766quGHBYaUE5Ojs4880yddNJJ6t27t1q0aKGNGzdqxowZeuSRR7Rp0yZNnTpVZ511lt544w01adIk3UNGA9mb4796ElQSx38j1q1bN51zzjkaOnRo6h/Kli9frn/+85+aMmWKvvnmG1155ZXyPE9jxoxJ82hRm3vvvTe1Pc4555xT65aWHNtuqE/rahzbbjjiiCP02GOPafDgwbvcxnENAHABEyEAgLTZ+Y0Yd7fXcLXs7GxJ0tdff91gY0LDKikpUatWrXb5/CmnnKJrrrlGP/zhDzV37lzNmDFDDz/8sH7xi19EP0hEYm+O/+pjX+L4b6xGjhypiy++WJ7n1fj84MGDdf755+ull17SOeeco+3bt+u6667TmWeeqQ4dOqRptKjNjBkz9Jvf/EaSlJ+fr4cffrjW+3FsN371bS1xbDdGZ599tgYNGiRpx3G3bNkyPfvss3rhhRd0wQUX6L777tOIESNqPIbjGgDgArbGAgCkTdOmTVMfV1VV7fH+1W/a2axZswYbExpWbZMg1dq3b68pU6akVoHcf//9EY0K6bA3x//Ob9jL8d845eXl7fIPpTsbMWKEbrnlFkk79qx/4oknohoa6mHBggUaOXKkksmkmjZtqueee075+fm13pdju3Hbm9YSx3Zj1KpVKx166KE69NBDNXjwYP3kJz/R888/ryeffFLLly/XWWedpUmTJtV4DMc1AMAFTIQAANKmZcuWqY/rs3R+27Ztkuq3jRYap27duumUU06RJC1dulRr165N84jQUPbm+K8+9iWOf5eNGTMm9Q+qO79JM9JrxYoVOvXUU7VlyxYlEgk988wzOu644+q8P8d247W3reuLY7tx+M///E+dd955CoJAP//5z7V58+bUbRzXAAAXMBECAEibpk2b6oADDpBU800Ya7Nly5bUhdXOb8II9/Tt2zf1cUlJSRpHgoa085ut7un43/nNVjn+3ZWfn5/6O4FjPx7Wrl2rk08+WWvXrpXneZowYYLOOuus3T6GY7tx2pfW9cWx3XhUN9+2bZteffXV1Oc5rgEALmAiBACQVtX/6L106VIlk8k677d48eLUx3369GnwcSF9drfFBtyx84TXzsd3bTj+7eD4j4/S0lKdcsopWr58uaQd2xVedNFFe3wcx3bjs6+t9wbHduPQrl271MerVq1KfdyzZ08lEglJHNcAgMaLiRAAQFoNGzZM0o5Xns2ePbvO++28lcIxxxzT4ONC+ixcuDD1cadOndI4EjSkgw8+ONV3T1ulvPPOO5KkAw88UF27dm3ooSFNNm7cqNLSUkkc++lWVlam73//+6nz8R133KGrr766Xo/l2G5cvkvr+uLYbjx2XrGz87ZWWVlZOuqooyRJxcXFu32fkOrjPjs7O/Wm7AAAxAETIQCAtDr77LNTH0+cOLHW+wRBoCeffFLSjjd4HD58eBRDQxqsWLFCb7zxhiSpe/fuOvDAA9M8IjQUz/NSW3AsXrxYH3zwQa33++CDD1KvLj3rrLN4VbHDHnvsMYVhKEk6/vjj0zwauyoqKnT66adrzpw5kqTf/va3uvHGG+v9eI7txuO7tq4vju3G47nnnkt93L9//xq3Vf/OXl5erueff77Wx69Zs0ZvvvmmJOmkk06q8d4iAACkGxMhAIC0Ouqoo3TsscdKkp544gkVFxfvcp+7775bixYtkiT98pe/VJMmTSIdI/aPadOm7Xb7s/Xr1+vcc89NvcrwZz/7WVRDQ5pce+21qa02rrnmGn399dc1bv/66691zTXXSJIyMzN17bXXRj1E7AcrV67U3Llzd3ufl156SbfddpskqVmzZho9enQUQ8O3VFVVaeTIkXrvvfck7fg793e/+91ePw/Hdvztj9Yc243HpEmT9M033+z2Pvfee69efvllSTtWdlX/fl7tsssuU15eniTpN7/5jTZt2lTjdt/39bOf/Uy+70uSbrjhhv01fAAA9gsvrH5pBgAAaTJ37lwdc8wx+vrrr9WiRQvddNNNGj58uL7++ms988wzeuyxxyTt2J941qxZvLqskeratau2b9+uc889V0OHDlXXrl3VrFkzlZaWqrCwUI8++mhq64xhw4bpzTffVHZ2dppHjboUFRVp6dKlqT+Xlpam/tHjmGOO0WWXXVbj/pdcckmtzzN27FjdcccdkqQBAwboxhtvVPfu3bVs2TLdeeedqX9kGzt2rH7/+983wHeCPfmurQsLCzV8+HANHTpUZ5xxhg4//HDl5+dLkpYvX64pU6ZoypQpqVeMP/jgg0yEpsm5556beqX3iSeeqPvuu2+3KzWysrLUs2fPWm/j2I63/dGaY7vx6Nq1q7Zu3apzzz1Xw4YNU/fu3dWiRQtt3bpV8+fP1+TJk1OTYllZWZo+fbpOPvnkXZ7n0Ucf1ZVXXilpx8rd3/72t+rfv7/Wrl2r++67T2+//bYk6YILLtDTTz8d3TcIAEA9MBECAIiFadOmadSoUSovL6/19p49e2r69Onq0aNHxCPD/tK1a9cab7xZl3PPPVd//etf1apVq4YfFPbZJZdcor/97W/1vn9dv3IGQaDLL79cEyZMqPOxP/3pT/XYY48pI4PFzOnwXVtX/2PpnuTk5Ojee+/VmDFj9nqM2D/2dnuqgw46SCtXrqz1No7teNsfrTm2G4/6/g5WUFCgCRMm6JRTTqnzPuPGjdPtt99e59/rp512mv75z3+qadOm+zxeAAAaAhMhAIDYWLVqlf785z9r+vTpWrNmjbKystSjRw+dd955+vnPf66cnJx0DxHfwYwZMzRjxgwVFxdr+fLlKi0tVXl5uVq0aKHOnTvre9/7ni6++GINHTo03UNFPeyviZBqL7/8sh577DHNnDlTpaWlatu2rQYPHqwrrrhCP/zhD7/rcPEdfNfWW7du1Ysvvqji4mLNmjVL69atU2lpqZLJpFq3bq1+/frppJNO0mWXXZZ6NTnSY39OhFTj2I6n/dGaY7vxWLJkiaZPn6733ntPS5cu1fr167Vp0yY1a9ZM+fn5OuKIIzRixAj9+Mc/rtfv2++//74efPBBvfvuu1q/fr1atWqlww8/XKNHj9YFF1wQwXcEAMDeYyIEAAAAAAAAAAA4izXIAAAAAAAAAADAWUyEAAAAAAAAAAAAZzERAgAAAAAAAAAAnMVECAAAAAAAAAAAcBYTIQAAAAAAAAAAwFlMhAAAAAAAAAAAAGcxEQIAAAAAAAAAAJzFRAgAAAAAAAAAAHAWEyEAAAAAAAAAAMBZTIQAAAAAAAAAAABnMRECAAAAAAAAAACcxUQIAAAAAAAAAABwFhMhAAAAAAAAAADAWUyEAAAAAAAAAAAAZ/1/3DJnE8oQPFgAAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["categorical_variables = [\n","    'preferred_category',\n","    'preferred_payment_type',\n","]\n","\n","numerical_variables = [\n","    'total_spent',\n","    'shipping_fees_proportion',\n","    'recency',\n","    'avg_payment_installments',\n","    'avg_customer_seller_distance_km',\n","    'avg_delivery_time',\n","    'avg_review_score',\n","]\n","\n","for j in numerical_variables:\n","\n","    for i in categorical_variables:\n","\n","        categories = data[i].unique()\n","\n","        liste_valeurs = []\n","\n","        for k in categories:\n","            liste_valeurs.append(data[j].loc[data[i] == k].values)\n","\n","        plt.figure(figsize=(10, 10))\n","        plt.title(f\"\\n{j} depending on {i} (masked outliers)\\n\", fontsize=30)\n","        plt.xticks(fontsize=20)\n","        plt.yticks(fontsize=20)\n","\n","        param_box_plot = {\n","            'patch_artist': True,\n","            'boxprops': dict(\n","                linestyle='-',\n","                linewidth=1,\n","                color='black',\n","                facecolor='#8181FF',\n","            ),\n","            'capprops': dict(\n","                color='black',\n","                linewidth=2,\n","            ),\n","            'flierprops': dict(\n","                color='#8181FF',\n","                markeredgecolor=None,\n","                markerfacecolor='#8181FF',\n","                markersize=5,\n","                marker='.',\n","                alpha=0.1,\n","            ),\n","            'medianprops': dict(\n","                linestyle='-',\n","                linewidth=2,\n","                color='black',\n","            ),\n","            'meanprops': dict(\n","                marker='o',\n","                markeredgecolor='black',\n","                markeredgewidth=1,\n","                markerfacecolor='#ED3B23',\n","            ),\n","            'whiskerprops': dict(\n","                color='black',\n","                linewidth=2,\n","            )\n","        }\n","\n","        box = plt.boxplot(\n","            liste_valeurs,\n","            vert=False,\n","            showfliers=False,\n","            showmeans=True,\n","            tick_labels=categories,\n","            **param_box_plot,\n","            )\n","\n","        plt.grid(alpha=0.8, ls=':')\n","\n","        # Create a palette of gradient colors for each category\n","        n_couleurs = len(categories)\n","        colors = sns.color_palette(\"GnBu\", n_couleurs).as_hex()\n","        for patch, color in zip(box['boxes'], colors):\n","            patch.set_facecolor(color)\n","\n","        plt.show()"]},{"cell_type":"markdown","metadata":{"id":"ueOjipQm1aaa"},"source":["# **<span style=\"color: #8181FF\">Time processing measure</span>**"]},{"cell_type":"markdown","metadata":{"id":"KcWQzyYuO6xz"},"source":["- Measuring notebook runtime :"]},{"cell_type":"code","execution_count":214,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":4,"status":"ok","timestamp":1745326050852,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"beEQxA3PO6xz","outputId":"3bec804b-02a7-43a8-c8eb-9c5dc3ef89dc"},"outputs":[{"output_type":"stream","name":"stdout","text":["Notebook runtime (excluding imports) : 02:54\n"]}],"source":["time_seconds = time.time() - t_notebook\n","\n","# Conversion to minutes and seconds\n","minutes = int(time_seconds // 60)\n","seconds = int(time_seconds % 60)\n","\n","# Result formatting\n","formatted_time = f\"{minutes:02}:{seconds:02}\"\n","\n","print(f\"Notebook runtime (excluding imports) : {formatted_time}\")"]}],"metadata":{"colab":{"toc_visible":true,"provenance":[]},"kernelspec":{"display_name":"base","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.10.9"}},"nbformat":4,"nbformat_minor":0}