{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "hQxjwgsoAaJi" }, "source": [ "### HANDS-ON SESSION AGENDA:" ] }, { "cell_type": "markdown", "metadata": { "id": "Uj1Bw_QrAaJm" }, "source": [ "Build and implement a Simple Linear Regression Model:\n", "\n", " 1. Data preparation and Train-Test Splitting\n", "\n", " 2. Linear Regression Model in a single independent variable (single attribute) [Simple Linear Regression]\n", "\n", " 3. Simple Linear Regression Model with influential data points discarded\n", "\n", " 4. Simple Linear Regression Model after Standardization\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "mtYdSGTqIMLs", "outputId": "c04de052-458e-45df-91e7-f41a34ea6769", "tags": [] }, "outputs": [ { "ename": "ModuleNotFoundError", "evalue": "No module named 'google.colab'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mgoogle\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcolab\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m drive\n\u001b[1;32m 2\u001b[0m drive\u001b[38;5;241m.\u001b[39mmount(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m/content/drive\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'google.colab'" ] } ], "source": [ "from google.colab import drive\n", "drive.mount('/content/drive')" ] }, { "cell_type": "markdown", "metadata": { "id": "t1b6z8Pbu5H9" }, "source": [ "## Business Problem" ] }, { "cell_type": "markdown", "metadata": { "id": "drEGUcpiu5ID" }, "source": [ "Ecommerce company based in a City that sells clothing online but they also have in-store style and clothing advice sessions. Customers come in to the store, have sessions/meetings with a personal stylist, then they can go home and order either on a mobile app or website for the clothes they want.\n", "The company aims to uncover the combination of factors that consistently lead to higher yearly spending by customers. \n" ] }, { "cell_type": "markdown", "metadata": { "id": "15oHxj03u5IE", "tags": [] }, "source": [ "## About the Data\n", "\n", "We'll work with the Ecommerce Customers csv file from the company. It has Customer info, such as Email, Address, and their color Avatar. Then it also has numerical value columns:\n", "\n", "* Avg. Session Length: Average session of in-store style advice sessions.\n", "* Time on App: Average time spent on App in minutes\n", "* Time on Website: Average time spent on Website in minutes\n", "* Length of Membership: How many years the customer has been a member.\n", "\n", "** Read in the Ecommerce Customers csv file as a DataFrame called customers.**" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "yPEf6nbWGKSI", "outputId": "2f3ffce5-a229-44a3-a468-a390fee21fa7" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: plotly in /usr/local/lib/python3.10/dist-packages (5.15.0)\n", "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (2.1.4)\n", "Requirement already satisfied: seaborn in /usr/local/lib/python3.10/dist-packages (0.13.1)\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (1.26.4)\n", "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (3.7.1)\n", "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (1.3.2)\n", "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (1.13.1)\n", "Requirement already satisfied: statsmodels in /usr/local/lib/python3.10/dist-packages (0.14.2)\n", "Requirement already satisfied: tenacity>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from plotly) (9.0.0)\n", "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from plotly) (24.1)\n", "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas) (2.8.2)\n", "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas) (2024.1)\n", "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas) (2024.1)\n", "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.3.0)\n", "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (0.12.1)\n", "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (4.53.1)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.4.7)\n", "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (9.4.0)\n", "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (3.1.4)\n", "Requirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (1.4.2)\n", "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (3.5.0)\n", "Requirement already satisfied: patsy>=0.5.6 in /usr/local/lib/python3.10/dist-packages (from statsmodels) (0.5.6)\n", "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from patsy>=0.5.6->statsmodels) (1.16.0)\n" ] } ], "source": [ "%pip install plotly pandas seaborn numpy matplotlib scikit-learn scipy statsmodels" ] }, { "cell_type": "markdown", "metadata": { "id": "nMsn0yMQu5IF", "tags": [] }, "source": [ "### Loading the required modules" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "gIWMSTWcu5IG", "tags": [] }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline\n", "import warnings\n", "from IPython.display import Image\n", "warnings.filterwarnings('ignore')\n", "import os\n", "import sklearn" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 244 }, "id": "FrkWVf7iGKSM", "outputId": "1a1bac39-a23a-4160-8e99-a437fb1f2cc8", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
EmailAddressAvatarAvg. Session LengthTime on AppTime on WebsiteLength of MembershipYearly Amount SpentGender
0kyang@diaz.org223 Love Trail Suite 831\\nPort Jeffrey, IN 46849OliveDrab34.3742580515.1269942937.157624095.377593584765.518462Female
1asilva@yahoo.comUSNV Johnson\\nFPO AP 19026Wheat34.6033111212.2072984933.913847256.922689335744.221867Male
2william82@gmail.com11143 Park Squares\\nSamanthatown, UT 97073SandyBrown?#NaNNaNNaNMale
3jeffrey54@mcdonald-williams.com297 Francis Valley\\nSouth Lindsey, NY 13669-5367Gainsboro34.9676098913.919494437.952013195.066696864712.396327Female
\n", "
" ], "text/plain": [ " Email \\\n", "0 kyang@diaz.org \n", "1 asilva@yahoo.com \n", "2 william82@gmail.com \n", "3 jeffrey54@mcdonald-williams.com \n", "\n", " Address Avatar \\\n", "0 223 Love Trail Suite 831\\nPort Jeffrey, IN 46849 OliveDrab \n", "1 USNV Johnson\\nFPO AP 19026 Wheat \n", "2 11143 Park Squares\\nSamanthatown, UT 97073 SandyBrown \n", "3 297 Francis Valley\\nSouth Lindsey, NY 13669-5367 Gainsboro \n", "\n", " Avg. Session Length Time on App Time on Website Length of Membership \\\n", "0 34.37425805 15.12699429 37.15762409 5.377593584 \n", "1 34.60331112 12.20729849 33.91384725 6.922689335 \n", "2 ? # NaN NaN \n", "3 34.96760989 13.9194944 37.95201319 5.066696864 \n", "\n", " Yearly Amount Spent Gender \n", "0 765.518462 Female \n", "1 744.221867 Male \n", "2 NaN Male \n", "3 712.396327 Female " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load the dataset\n", "customers = pd.read_csv('Ecommerce Customers.csv')\n", "\n", "# Strip extra spaces from column names\n", "customers.columns = customers.columns.str.strip()\n", "\n", "# Explore the first few rows of the dataset\n", "customers.head(4)" ] }, { "cell_type": "markdown", "metadata": { "id": "ePq8dRuzu5II" }, "source": [ "**Check the head of customers, and check out its info() and describe() methods.**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "D67_cT0Iu5IJ", "outputId": "67405403-eada-4077-e964-9ea00c58a4d3", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "(500, 9)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "customers.shape # data points and # columns" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "kxLpMWlXJYsa", "outputId": "7037efaa-fbbe-4d98-ca43-a74ec954e3dd", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 500 entries, 0 to 499\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Email 500 non-null object \n", " 1 Address 500 non-null object \n", " 2 Avatar 500 non-null object \n", " 3 Avg. Session Length 500 non-null object \n", " 4 Time on App 499 non-null object \n", " 5 Time on Website 498 non-null object \n", " 6 Length of Membership 498 non-null object \n", " 7 Yearly Amount Spent 495 non-null float64\n", " 8 Gender 500 non-null object \n", "dtypes: float64(1), object(8)\n", "memory usage: 35.3+ KB\n" ] } ], "source": [ "customers.info() # data types of each column" ] }, { "cell_type": "markdown", "metadata": { "id": "tHpctFByGKSP", "tags": [] }, "source": [ "### Data Pre-processing :\n", "#### Checking for missing data, NaNs, Nulls and special symbols like '?' or '#'" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 489 }, "id": "mkW_-s2EPgRl", "outputId": "30d1c81f-12dc-4a3a-8dfb-4c593bed095c", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Avg. Session Length\n", "? 3\n", "# 2\n", "32.38473266 1\n", "32.55949313 1\n", "34.7093233 1\n", " ..\n", "32.27459383 1\n", "32.18984473 1\n", "34.65548568 1\n", "32.91278511 1\n", "32.83694077 1\n", "Name: count, Length: 497, dtype: int64" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "customers['Avg. Session Length'].value_counts()\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 366 }, "id": "ow_CJLD8GKSQ", "outputId": "ad878ce2-a89f-4f13-aba1-ac10ad0adc8c", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Email 0\n", "Address 0\n", "Avatar 0\n", "Avg. Session Length 5\n", "Time on App 4\n", "Time on Website 6\n", "Length of Membership 3\n", "Yearly Amount Spent 5\n", "Gender 0\n", "dtype: int64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check for missing values, NaNs, Nulls and special symbols like '?'\n", "missing_values_na_null_symbols = (customers.isnull() | customers.isin(['NULL', '?', 'NA', 'NaN', '#'])).sum()\n", "missing_values_na_null_symbols" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "6tb0xcGvGKSQ", "outputId": "49c31b74-fd3c-437b-f01c-1988c6deb7de", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "['Avg. Session Length',\n", " 'Time on App',\n", " 'Time on Website',\n", " 'Length of Membership',\n", " 'Yearly Amount Spent']" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "non_zero_columns = missing_values_na_null_symbols[missing_values_na_null_symbols > 0].index.tolist()\n", "non_zero_columns\n", "# Display the result" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 366 }, "id": "G9GuKkF3GKSR", "outputId": "99845bf5-ab55-403d-9966-366deb99438d", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Email 0\n", "Address 0\n", "Avatar 0\n", "Avg. Session Length 0\n", "Time on App 0\n", "Time on Website 0\n", "Length of Membership 0\n", "Yearly Amount Spent 0\n", "Gender 0\n", "dtype: int64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "customers[non_zero_columns] = customers[non_zero_columns].replace({'?': None, '#': None, 'NaN': None, 'NA': None, 'NULL': None})\n", "\n", "# Convert columns to numeric, coercing invalid values to NaN\n", "customers[non_zero_columns] = customers[non_zero_columns].apply(pd.to_numeric, errors='coerce')\n", "\n", "# Fill NaN values in each column with the median of that column\n", "for col in non_zero_columns:\n", " median_value = customers[col].median() # Calculate the median for the column\n", " customers[col] = customers[col].fillna(median_value) # Replace NaN values with the median\n", "\n", "missing_values_na_null_symbols = (customers.isnull() | customers.isin(['NULL', '?', 'NA', 'NaN', '#'])).sum()\n", "missing_values_na_null_symbols" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 500 entries, 0 to 499\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Email 500 non-null object \n", " 1 Address 500 non-null object \n", " 2 Avatar 500 non-null object \n", " 3 Avg. Session Length 500 non-null float64\n", " 4 Time on App 500 non-null float64\n", " 5 Time on Website 500 non-null float64\n", " 6 Length of Membership 500 non-null float64\n", " 7 Yearly Amount Spent 500 non-null float64\n", " 8 Gender 500 non-null object \n", "dtypes: float64(5), object(4)\n", "memory usage: 35.3+ KB\n" ] } ], "source": [ "customers.info()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "id": "NzI--1vXGKSS", "tags": [] }, "outputs": [], "source": [ "import pandas as pd\n", "\n", "def replace_missing_data(df, columns, special_symbols):\n", " # Replace special symbols with NaN\n", " df[columns] = df[columns].replace(special_symbols, None)\n", " # Convert columns to numeric, coercing invalid values to NaN\n", " df[columns] = df[columns].apply(pd.to_numeric, errors='coerce')\n", " # Fill NaN values in each column with the median of that column\n", " for col in columns:\n", " median_value = df[col].median() # Calculate the median for the column\n", " df[col] = df[col].fillna(median_value) # Replace NaN values with the median\n", "\n", " # Check for remaining missing values (NaN, special symbols)\n", " missing_values_summary = (df.isnull() | df.isin(special_symbols)).sum()\n", " return df, missing_values_summary\n", "\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "gv_uEoo7GKSS", "outputId": "c91a6431-5ec5-4f45-a7d8-c534dea82842", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Email 0\n", "Address 0\n", "Avatar 0\n", "Avg. Session Length 0\n", "Time on App 0\n", "Time on Website 0\n", "Length of Membership 0\n", "Yearly Amount Spent 0\n", "Gender 0\n", "dtype: int64\n" ] } ], "source": [ "# Invoke the data imputation on the columns with missing data , like NaN, NULL or '?', '#' or other symbols\n", "\n", "# You can also add more special symbols to the list depending on your use-case scenario\n", "special_symbols = ['?', '#', '%', '$', 'NaN', 'NULL', 'NA', 'N/A']\n", "customers, missing_summary = replace_missing_data(customers, non_zero_columns, special_symbols)\n", "print(missing_summary)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 366 }, "id": "ZuqaRWvIGKST", "outputId": "f64b8d2a-5041-412c-fd33-da207fea3fcb", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Email 0\n", "Address 0\n", "Avatar 0\n", "Avg. Session Length 0\n", "Time on App 0\n", "Time on Website 0\n", "Length of Membership 0\n", "Yearly Amount Spent 0\n", "Gender 0\n", "dtype: int64" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Cross Check for missing values, NaNs, Nulls and special symbols like '?'\n", "missing_na_null_symbols = (customers.isnull() | customers.isin([special_symbols])).sum()\n", "missing_na_null_symbols" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 300 }, "id": "bX8QaqOiu5IL", "outputId": "5dc5b703-9566-4173-fd01-6d2267bb1821", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Avg. Session LengthTime on AppTime on WebsiteLength of MembershipYearly Amount Spent
count500.000000500.000000500.000000500.000000500.000000
mean33.04764112.04380237.0620063.527447547.348470
std0.9883530.9889751.0050880.9795021098.741300
min29.5324298.50815233.9138470.269901266.086341
25%32.34182211.38815336.3589942.934588445.577927
50%33.07773111.97540637.0693673.532862497.811930
75%33.70587312.72686237.6973534.118402548.339872
max36.13966215.12699440.0051826.92268925006.670580
\n", "
" ], "text/plain": [ " Avg. Session Length Time on App Time on Website \\\n", "count 500.000000 500.000000 500.000000 \n", "mean 33.047641 12.043802 37.062006 \n", "std 0.988353 0.988975 1.005088 \n", "min 29.532429 8.508152 33.913847 \n", "25% 32.341822 11.388153 36.358994 \n", "50% 33.077731 11.975406 37.069367 \n", "75% 33.705873 12.726862 37.697353 \n", "max 36.139662 15.126994 40.005182 \n", "\n", " Length of Membership Yearly Amount Spent \n", "count 500.000000 500.000000 \n", "mean 3.527447 547.348470 \n", "std 0.979502 1098.741300 \n", "min 0.269901 266.086341 \n", "25% 2.934588 445.577927 \n", "50% 3.532862 497.811930 \n", "75% 4.118402 548.339872 \n", "max 6.922689 25006.670580 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "customers.describe() # summary to understand the data, prints the summary only for numeric attributes by default" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "zOpnLKknu5IM", "outputId": "9d1ff444-741b-4207-9751-53aaae5afdd1", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 500 entries, 0 to 499\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Email 500 non-null object \n", " 1 Address 500 non-null object \n", " 2 Avatar 500 non-null object \n", " 3 Avg. Session Length 500 non-null float64\n", " 4 Time on App 500 non-null float64\n", " 5 Time on Website 500 non-null float64\n", " 6 Length of Membership 500 non-null float64\n", " 7 Yearly Amount Spent 500 non-null float64\n", " 8 Gender 500 non-null object \n", "dtypes: float64(5), object(4)\n", "memory usage: 35.3+ KB\n" ] } ], "source": [ "customers.info() # To understand the data type for each of the variables" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 175 }, "id": "prB-_H1iu5IM", "outputId": "437b5575-ee96-4bd3-dcb0-d8a9910346b7", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
EmailAddressAvatarGender
count500500500500
unique5005001382
topkyang@diaz.org223 Love Trail Suite 831\\nPort Jeffrey, IN 46849TealMale
freq117260
\n", "
" ], "text/plain": [ " Email Address \\\n", "count 500 500 \n", "unique 500 500 \n", "top kyang@diaz.org 223 Love Trail Suite 831\\nPort Jeffrey, IN 46849 \n", "freq 1 1 \n", "\n", " Avatar Gender \n", "count 500 500 \n", "unique 138 2 \n", "top Teal Male \n", "freq 7 260 " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# include parameter specifies which data types should be included in the summary.\n", "# 'O' stands for object data type in pandas, which typically includes strings or mixed data types.\n", "customers.describe(include=['O'])" ] }, { "cell_type": "markdown", "metadata": { "id": "1wx1zLH-u5IN", "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "### Exploratory Data Analysis\n", "\n", "**Let's explore the data!**\n", "\n", "For the rest of the exercise we'll only be using the numerical data of the csv file.\n", "___\n", "**Use Plotly to create a jointplot to compare the Time on Website and Yearly Amount Spent columns. Does the correlation make sense?**" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "id": "Zk00TQ-0AaJs", "tags": [] }, "outputs": [], "source": [ "import plotly.express as px #importing plotly" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "KYEdIuyLu5IR", "outputId": "d24cc589-8d93-4c29-faa5-e12f11944472", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Length of MembershipYearly Amount Spent
05.377594765.518462
16.922689744.221867
23.532862497.811930
35.066697712.396327
45.705941708.935185
\n", "
" ], "text/plain": [ " Length of Membership Yearly Amount Spent\n", "0 5.377594 765.518462\n", "1 6.922689 744.221867\n", "2 3.532862 497.811930\n", "3 5.066697 712.396327\n", "4 5.705941 708.935185" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "customers_clean = customers.drop(columns = ['Email','Address','Avatar', 'Gender', 'Time on App', 'Time on Website', 'Avg. Session Length'],axis=1)\n", "customers_clean.head()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 617 }, "id": "gfVqxyAYGKSX", "outputId": "5105b3a9-6402-445f-b569-be7575ad0d6a", "tags": [] }, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Length of Membership=%{x}
Yearly Amount Spent=%{y}", "legendgroup": "", "line": { "color": "red" }, "marker": { "color": "#636efa", "symbol": "circle" }, "mode": "markers", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 5.377593584, 6.922689335, 3.53286158, 5.066696864, 5.705940717, 5.705153971, 5.566384892, 5.320093864, 3.53286158, 6.115198946, 4.968742674, 5.840505876, 5.405406467, 5.039955264, 4.978475793, 6.076653638, 4.077775098, 5.485976734, 5.453969475, 4.794312263, 3.930615327, 5.493507201, 4.750360071, 4.297686524, 4.490002066, 5.007271987, 5.41235784, 3.634340224, 4.648199316, 3.605933918, 4.639320332, 5.049927475, 4.594116865, 4.252006106, 4.802630631, 4.632460946, 4.125584363, 4.693732058, 4.574287716, 4.06454855, 5.226687713, 4.389455226, 4.446308318, 4.019051427, 4.069916619, 4.130562809, 4.694322274, 3.864860739, 5.038107494, 3.876875177, 5.137816746, 5.004820577, 4.350887844, 5.000243361, 5.254708926, 4.214495086, 4.330714462, 4.620416385, 4.343062915, 4.082620633, 5.462500764, 5.084861309, 3.606086889, 5.454463278, 4.008352235, 3.790552137, 4.000963586, 3.371258113, 3.120178783, 3.969417759, 4.330407444, 4.055775962, 3.258112883, 4.985204971, 4.806349619, 4.716104987, 4.712233579, 3.292797663, 4.615426307, 4.029453828, 3.792711955, 4.652854446, 3.746572973, 3.918541839, 4.920318406, 4.297737482, 3.798725319, 3.762070443, 4.664258497, 3.854473856, 3.273433578, 4.541695257, 4.25698329, 4.158214653, 3.515688256, 4.113226123, 5.314354141, 4.746989703, 4.195614413, 4.051382465, 4.478712608, 4.559699083, 4.20590389, 4.543332413, 2.90900846, 4.729484542, 3.772969025, 3.230973843, 4.626075292, 3.738225173, 4.595522709, 5.391275125, 4.003325039, 4.087837273, 4.74257752, 3.784273087, 3.701622287, 4.001786346, 3.905250309, 4.958264473, 4.183143662, 3.046540621, 4.520353377, 4.434273435, 3.663105491, 4.662845304, 3.318822279, 3.97452248, 3.283663455, 3.488029991, 3.970555628, 4.64325855, 3.345922321, 4.571213024, 4.403369831, 3.416209978, 4.369366794, 4.470282584, 4.560396067, 3.8710034, 3.130538462, 4.131276648, 3.229450904, 3.569046516, 4.531986607, 4.041244969, 3.275733705, 3.462298847, 3.310150347, 5.023934201, 4.198349061, 4.222436225, 4.082855279, 4.13175504, 3.597459969, 5.113319475, 3.768561963, 3.843848921, 3.827375915, 4.301996499, 3.8515788, 3.47202138, 4.599937358, 4.396651901, 4.808320373, 3.689916615, 3.641497162, 4.671275461, 4.334001444, 4.773503047, 4.048510087, 5.047022551, 4.02210291, 2.871947536, 3.923488746, 3.89711586, 3.937862643, 2.685284836, 3.576525915, 4.852842407, 2.935577274, 3.680847338, 3.78493211, 3.228717686, 3.137068975, 2.907094935, 4.789201624, 3.982471513, 2.87459691, 3.713209203, 3.649286158, 4.685017247, 4.778973636, 4.027813842, 4.081802695, 2.995761183, 3.678589399, 3.919302309, 3.634996006, 3.184618662, 4.72402744, 4.106055152, 3.997255378, 3.447017793, 3.834169667, 4.01872661, 4.193324636, 3.456233824, 3.6758488, 4.331863027, 3.60439856, 3.397363093, 4.349778419, 3.086337272, 4.137000388, 2.768851943, 4.129254688, 3.447092896, 3.163091931, 4.116340467, 3.481062133, 3.90447938, 4.124585297, 3.911708668, 5.081210092, 3.873337569, 3.015175299, 3.802511439, 3.45175071, 2.957448757, 3.345570976, 4.243812817, 4.01598664, 3.917451119, 1.920715478, 2.941410754, 3.557813698, 3.373104674, 3.336339382, 4.03438613, 3.89289148, 3.3766875, 3.612239152, 3.467014066, 4.646119977, 4.717102513, 3.634093727, 2.964497876, 3.442799202, 3.549036057, 3.206756698, 2.873007509, 2.735159567, 3.062368145, 2.926940235, 3.393902788, 4.835528667, 3.471919137, 3.850279639, 3.021671822, 3.63770128, 3.023474446, 4.426364081, 3.781823039, 2.972271382, 4.791108745, 2.633419989, 3.722561173, 2.482607771, 2.379076497, 2.969640227, 3.046620189, 2.820097234, 3.452388583, 3.656983927, 3.585160635, 2.898299578, 3.751734552, 4.442054329, 3.12650949, 3.531402303, 3.516051017, 4.089330841, 4.104543202, 2.669941624, 4.288486771, 2.996364526, 3.535802468, 3.872432042, 3.620364988, 3.42014953, 2.709526627, 3.506967574, 3.392050489, 3.701229217, 3.414688423, 3.222080767, 3.350279288, 2.724108202, 3.525806412, 3.202531199, 4.514122441, 3.363411394, 2.905238361, 2.753424169, 3.41450624, 2.479339823, 3.316464745, 3.120568915, 3.53286158, 3.27946626, 4.086566338, 3.629339915, 4.650491269, 3.308443001, 3.863425442, 2.804013693, 3.164943995, 3.982462319, 3.010209778, 2.223993458, 3.826030618, 3.561215271, 3.771420132, 3.366463743, 4.019470352, 3.25174177, 3.049195744, 2.494543647, 3.139526935, 3.43959056, 3.309182328, 3.195625776, 3.218265385, 3.781703565, 3.361612985, 1.810079876, 2.532044062, 3.993656513, 3.669225611, 3.914384667, 3.803364999, 3.5942951, 3.089527782, 3.159754444, 2.782757828, 2.64859677, 3.53712388, 3.357846842, 2.761861926, 3.859817999, 2.910037917, 3.361814624, 2.739200467, 2.367848224, 3.136132716, 2.336484668, 3.315224754, 2.473596121, 1.516575581, 3.182329732, 3.201801722, 2.436958876, 3.552649767, 3.855471685, 2.476139051, 3.958892264, 3.275070681, 2.258686387, 3.471413452, 2.966558885, 2.018194629, 3.755869389, 3.532517165, 1.823595183, 2.602287112, 2.571777835, 2.139403004, 2.562818811, 2.837943164, 3.0130325, 3.811248171, 3.349245383, 3.178952405, 2.727209454, 2.952668958, 3.236732814, 4.078308002, 3.504833486, 2.974736815, 3.5786339, 2.361086947, 1.36267408, 2.910530822, 3.393975043, 2.402453833, 1.726962043, 2.245147787, 3.050712973, 2.117382542, 2.566639844, 2.491671541, 3.205529765, 3.189609942, 1.482359644, 2.924020725, 3.620354589, 1.785173945, 3.202806072, 2.652158305, 2.313349885, 3.261324745, 3.54354705, 3.02267576, 3.519032434, 2.190132185, 1.825884669, 3.072076141, 3.806670949, 2.721735992, 2.789461516, 3.002957023, 2.926396449, 2.267251114, 2.307552421, 2.586967985, 1.55915194, 4.238296188, 3.401522345, 3.198399272, 2.931619535, 2.594189721, 3.107468683, 3.09182687, 2.39907979, 3.215666827, 3.428859904, 2.847709026, 2.412830961, 2.094761669, 4.046423164, 2.779520719, 2.829699575, 2.086348147, 1.767730708, 2.420806161, 2.895075163, 2.783963128, 2.87098691, 2.208813678, 2.627624971, 1.820810618, 3.434559723, 1.623419609, 2.47175067, 2.32055025, 3.287701824, 3.535088428, 3.128638856, 3.088763958, 3.491093337, 2.664034182, 2.877224878, 2.57494847, 2.39516813, 3.108911449, 2.668919773, 1.13047696, 2.094891706, 2.868428182, 2.159676023, 2.214797519, 3.004742536, 2.18201697, 1.494310895, 2.699562055, 1.809229592, 1.715777167, 1.200483857, 1.139093538, 3.53286158, 2.61816531, 0.968622116, 2.921350141, 1.503854421, 1.443515075, 1.847370423, 1.914089924, 1.977007128, 1.707389729, 2.083814192, 0.26990109, 2.252445963, 0.936497597, 1.838210702, 0.80151572, 1.481616627, 1.428823877, 1.084585303, 0.789519908 ], "xaxis": "x", "y": [ 765.5184619, 744.2218671, 497.81193, 712.3963268, 708.9351849, 700.9170916, 497.81193, 689.2356998, 684.163431, 669.9871405, 666.1255917, 663.8036933, 663.0748176, 662.9610878, 497.81193, 657.0199239, 647.6194557, 642.1015787, 640.7861664, 640.5840619, 640.18774, 637.1024479, 632.1235881, 630.4227632, 630.1567282, 628.0478039, 627.6033187, 626.0186727, 619.8956399, 618.8459704, 497.81193, 616.660286, 614.7296376, 614.7153338, 613.5993234, 612.3852299, 611.0000251, 610.1280331, 608.2718166, 605.0610388, 604.8413188, 604.3348401, 599.406092, 597.7398789, 596.516698, 596.4301726, 595.8228367, 595.8038189, 594.2744834, 593.915003, 593.1564015, 593.0772413, 592.6884532, 591.7810894, 591.4377356, 591.1971782, 590.5627196, 589.0264898, 588.7126055, 587.951054, 587.5747995, 586.1558702, 585.9318443, 584.2183135, 584.105885, 583.977802, 583.0796357, 582.4919237, 581.852344, 581.7987977, 581.3089329, 578.9862586, 578.2416051, 577.7360249, 577.273455, 576.8025474, 576.4776072, 576.3111774, 576.0252441, 574.7472197, 574.6548434, 574.4156896, 573.8474377, 573.4158673, 573.3062223, 571.4710341, 571.3074949, 571.2160048, 570.6300981, 570.4517259, 570.200409, 568.7175759, 567.4750105, 565.9943634, 564.790969, 563.6728734, 563.4460357, 562.0820454, 561.8746577, 561.516532, 560.5601606, 560.4437922, 559.199048, 558.9481124, 558.4272572, 557.634109, 557.6082621, 557.5292736, 557.2526867, 556.2981412, 556.1863689, 555.8925954, 555.0683941, 554.900783, 554.7220838, 554.0030934, 553.9946736, 553.6015347, 552.9403455, 551.6201455, 551.0230017, 550.8133677, 550.0475806, 549.9041461, 549.8605905, 549.1315733, 549.0082269, 548.5185293, 548.2803202, 547.7099886, 547.3651406, 547.2443434, 547.1907494, 547.1259317, 547.1109824, 546.5566669, 545.9454921, 544.7798637, 544.4092722, 543.3401663, 543.1326263, 542.7115581, 542.4124767, 541.9722038, 541.226584, 541.049831, 540.9957391, 540.2634004, 538.9419745, 538.7749335, 537.9157529, 537.8461953, 537.8252823, 537.7731625, 537.2150527, 536.7718994, 536.4231045, 536.1308969, 535.4807752, 535.3216101, 534.7771881, 534.7714849, 534.7057438, 533.5149353, 533.3965538, 533.0400602, 532.9352188, 532.7517876, 532.7248055, 532.7174857, 532.1274491, 531.9615505, 530.7667187, 530.3624689, 529.5376653, 529.2300901, 497.81193, 529.0566632, 529.0490041, 528.9336186, 528.4193297, 528.309225, 528.2238094, 527.7837898, 527.7829958, 524.7976276, 524.6379646, 523.6339351, 522.4041413, 522.3374046, 521.8835732, 521.5721748, 521.2407802, 521.1953105, 521.1429518, 520.8987945, 519.3729768, 519.3409891, 518.7864831, 518.064558, 517.1651356, 516.8315567, 515.8288149, 515.5024797, 514.3365583, 514.2395207, 514.0889577, 514.0098178, 513.4505712, 513.1531119, 512.8253581, 512.5525344, 512.1658664, 511.97986, 511.0387861, 510.6617922, 510.5394217, 510.5014785, 510.4013885, 510.1598173, 508.7719067, 508.735741, 507.4418323, 507.3900618, 507.212569, 506.5473071, 506.5363931, 506.42386, 506.3758668, 506.1323424, 505.7711403, 505.2300683, 505.1196375, 505.1133435, 504.8704324, 503.9783791, 503.3878873, 503.2173931, 503.1750852, 502.7710746, 502.4097853, 502.1327892, 502.0925279, 501.9282649, 501.8744303, 501.7492333, 501.2091727, 501.1224915, 501.1002452, 499.1401524, 498.6355985, 497.81193, 497.7786422, 497.5866713, 497.5136833, 497.3895578, 496.9334463, 496.6507081, 496.5540816, 495.2994425, 495.1759504, 494.6871558, 494.6386098, 494.5518611, 493.719193, 493.1812614, 493.1802162, 492.9450531, 492.6060127, 492.5568337, 492.1050524, 491.9115051, 491.0732237, 490.7386321, 490.6004425, 490.2066, 489.9080531, 489.812488, 488.7860611, 488.3875258, 488.270298, 487.6462317, 487.5554581, 487.5475049, 487.379306, 486.9470538, 486.8389348, 486.1637991, 486.0834255, 485.9231305, 484.8769649, 484.5198091, 483.7965221, 483.673308, 483.5431939, 483.1597208, 482.8309859, 482.6024673, 482.3535703, 482.1449969, 479.7319491, 479.7319376, 479.6148117, 479.2474168, 479.2310929, 479.1728515, 478.9514048, 478.8853913, 478.7193569, 478.6009159, 478.584286, 478.2621264, 478.1830597, 478.1703341, 476.7667242, 476.1914133, 476.1392469, 475.7590678, 475.7250679, 475.2634237, 475.0716299, 475.0154071, 474.5323294, 473.9498574, 473.7289665, 473.3604956, 472.9922467, 471.6028844, 470.4527333, 469.3831462, 469.3108615, 468.9135013, 468.6684656, 468.4457372, 467.8009244, 467.5019004, 467.4278485, 466.4211988, 465.8893127, 465.1766233, 463.923513, 463.7459811, 463.591418, 463.4849954, 462.8976362, 462.6565189, 461.9208769, 461.7909591, 461.7807422, 461.6282784, 461.1122484, 460.0612774, 459.2851235, 458.7811317, 458.3769107, 457.8476959, 456.4695101, 453.1695024, 452.627255, 452.3156755, 452.1226251, 451.7278633, 451.6286105, 451.5756852, 451.4574469, 449.0703194, 448.9332932, 448.340425, 448.2298292, 447.6879065, 447.3690272, 447.1876443, 446.4186734, 445.7498412, 445.0621855, 444.9665517, 444.582165, 444.5761441, 444.5455497, 444.2859075, 444.0538266, 443.9656268, 443.4418601, 443.197221, 442.7228916, 442.6672517, 442.3631174, 442.0644138, 441.8966315, 440.0027475, 439.9978799, 439.8912805, 439.0747667, 438.417742, 438.3037078, 436.7205559, 436.5807403, 436.5156057, 436.2834981, 434.144202, 434.0216998, 433.0487691, 432.7207178, 432.4811686, 432.4720613, 431.6177338, 430.5888826, 427.3565308, 427.1993849, 426.775216, 426.1545477, 425.745092, 424.7626355, 424.7287739, 424.675281, 424.2028271, 424.1854943, 423.4705332, 423.3083341, 423.1799917, 422.4267759, 422.3687366, 421.9667942, 421.3266313, 420.9161595, 420.7376732, 419.9387748, 418.6027421, 418.1500811, 416.3583536, 414.9350607, 413.3717831, 413.2959992, 412.0129313, 411.1869636, 410.6029439, 410.0696111, 409.0945262, 409.0704721, 408.9583359, 408.6403511, 408.6201878, 408.2169018, 407.8763782, 407.8040306, 407.7045475, 407.6571788, 407.542168, 404.8245289, 403.8195198, 403.7669021, 402.1671222, 401.0331352, 399.9838716, 398.1634685, 397.4205841, 393.857371, 392.9922559, 392.810345, 392.4973992, 392.2852442, 392.2049334, 390.103273, 388.9405488, 387.5347163, 387.3570727, 385.152338, 385.0950071, 384.6265716, 384.3260571, 382.4161079, 378.4735664, 378.3309069, 376.4968407, 376.3369008, 375.3984554, 374.2696745, 373.8857237, 368.6547849, 357.8637186, 357.8579836, 357.7831107, 357.5914394, 356.6155679, 352.5501082, 350.0582002, 347.7769266, 338.3198626, 330.594446, 327.3779526, 319.9288698, 314.4385183, 308.5277466, 304.1355916, 302.1895478, 298.7620079, 282.4712457, 275.9184207, 266.0863409, 25006.67058 ], "yaxis": "y" }, { "hovertemplate": "OLS trendline
Yearly Amount Spent = -79.2642 * Length of Membership + 826.949
R2=0.004993

Length of Membership=%{x}
Yearly Amount Spent=%{y} (trend)", "legendgroup": "", "line": { "color": "red" }, "marker": { "color": "#636efa", "symbol": "circle" }, "mode": "lines", "name": "", "showlegend": false, "type": "scatter", "x": [ 0.26990109, 0.789519908, 0.80151572, 0.936497597, 0.968622116, 1.084585303, 1.13047696, 1.139093538, 1.200483857, 1.36267408, 1.428823877, 1.443515075, 1.481616627, 1.482359644, 1.494310895, 1.503854421, 1.516575581, 1.55915194, 1.623419609, 1.707389729, 1.715777167, 1.726962043, 1.767730708, 1.785173945, 1.809229592, 1.810079876, 1.820810618, 1.823595183, 1.825884669, 1.838210702, 1.847370423, 1.914089924, 1.920715478, 1.977007128, 2.018194629, 2.083814192, 2.086348147, 2.094761669, 2.094891706, 2.117382542, 2.139403004, 2.159676023, 2.18201697, 2.190132185, 2.208813678, 2.214797519, 2.223993458, 2.245147787, 2.252445963, 2.258686387, 2.267251114, 2.307552421, 2.313349885, 2.32055025, 2.336484668, 2.361086947, 2.367848224, 2.379076497, 2.39516813, 2.39907979, 2.402453833, 2.412830961, 2.420806161, 2.436958876, 2.47175067, 2.473596121, 2.476139051, 2.479339823, 2.482607771, 2.491671541, 2.494543647, 2.532044062, 2.562818811, 2.566639844, 2.571777835, 2.57494847, 2.586967985, 2.594189721, 2.602287112, 2.61816531, 2.627624971, 2.633419989, 2.64859677, 2.652158305, 2.664034182, 2.668919773, 2.669941624, 2.685284836, 2.699562055, 2.709526627, 2.721735992, 2.724108202, 2.727209454, 2.735159567, 2.739200467, 2.753424169, 2.761861926, 2.768851943, 2.779520719, 2.782757828, 2.783963128, 2.789461516, 2.804013693, 2.820097234, 2.829699575, 2.837943164, 2.847709026, 2.868428182, 2.87098691, 2.871947536, 2.873007509, 2.87459691, 2.877224878, 2.895075163, 2.898299578, 2.905238361, 2.907094935, 2.90900846, 2.910037917, 2.910530822, 2.921350141, 2.924020725, 2.926396449, 2.926940235, 2.931619535, 2.935577274, 2.941410754, 2.952668958, 2.957448757, 2.964497876, 2.966558885, 2.969640227, 2.972271382, 2.974736815, 2.995761183, 2.996364526, 3.002957023, 3.004742536, 3.010209778, 3.0130325, 3.015175299, 3.021671822, 3.02267576, 3.023474446, 3.046540621, 3.046620189, 3.049195744, 3.050712973, 3.062368145, 3.072076141, 3.086337272, 3.088763958, 3.089527782, 3.09182687, 3.107468683, 3.108911449, 3.120178783, 3.120568915, 3.12650949, 3.128638856, 3.130538462, 3.136132716, 3.137068975, 3.139526935, 3.159754444, 3.163091931, 3.164943995, 3.178952405, 3.182329732, 3.184618662, 3.189609942, 3.195625776, 3.198399272, 3.201801722, 3.202531199, 3.202806072, 3.205529765, 3.206756698, 3.215666827, 3.218265385, 3.222080767, 3.228717686, 3.229450904, 3.230973843, 3.236732814, 3.25174177, 3.258112883, 3.261324745, 3.273433578, 3.275070681, 3.275733705, 3.27946626, 3.283663455, 3.287701824, 3.292797663, 3.308443001, 3.309182328, 3.310150347, 3.315224754, 3.316464745, 3.318822279, 3.336339382, 3.345570976, 3.345922321, 3.349245383, 3.350279288, 3.357846842, 3.361612985, 3.361814624, 3.363411394, 3.366463743, 3.371258113, 3.373104674, 3.3766875, 3.392050489, 3.393902788, 3.393975043, 3.397363093, 3.401522345, 3.41450624, 3.414688423, 3.416209978, 3.42014953, 3.428859904, 3.434559723, 3.43959056, 3.442799202, 3.447017793, 3.447092896, 3.45175071, 3.452388583, 3.456233824, 3.462298847, 3.467014066, 3.471413452, 3.471919137, 3.47202138, 3.481062133, 3.488029991, 3.491093337, 3.504833486, 3.506967574, 3.515688256, 3.516051017, 3.519032434, 3.525806412, 3.531402303, 3.532517165, 3.53286158, 3.53286158, 3.53286158, 3.53286158, 3.535088428, 3.535802468, 3.53712388, 3.54354705, 3.549036057, 3.552649767, 3.557813698, 3.561215271, 3.569046516, 3.576525915, 3.5786339, 3.585160635, 3.5942951, 3.597459969, 3.60439856, 3.605933918, 3.606086889, 3.612239152, 3.620354589, 3.620364988, 3.629339915, 3.634093727, 3.634340224, 3.634996006, 3.63770128, 3.641497162, 3.649286158, 3.656983927, 3.663105491, 3.669225611, 3.6758488, 3.678589399, 3.680847338, 3.689916615, 3.701229217, 3.701622287, 3.713209203, 3.722561173, 3.738225173, 3.746572973, 3.751734552, 3.755869389, 3.762070443, 3.768561963, 3.771420132, 3.772969025, 3.781703565, 3.781823039, 3.784273087, 3.78493211, 3.790552137, 3.792711955, 3.798725319, 3.802511439, 3.803364999, 3.806670949, 3.811248171, 3.826030618, 3.827375915, 3.834169667, 3.843848921, 3.850279639, 3.8515788, 3.854473856, 3.855471685, 3.859817999, 3.863425442, 3.864860739, 3.8710034, 3.872432042, 3.873337569, 3.876875177, 3.89289148, 3.89711586, 3.90447938, 3.905250309, 3.911708668, 3.914384667, 3.917451119, 3.918541839, 3.919302309, 3.923488746, 3.930615327, 3.937862643, 3.958892264, 3.969417759, 3.970555628, 3.97452248, 3.982462319, 3.982471513, 3.993656513, 3.997255378, 4.000963586, 4.001786346, 4.003325039, 4.008352235, 4.01598664, 4.01872661, 4.019051427, 4.019470352, 4.02210291, 4.027813842, 4.029453828, 4.03438613, 4.041244969, 4.046423164, 4.048510087, 4.051382465, 4.055775962, 4.06454855, 4.069916619, 4.077775098, 4.078308002, 4.081802695, 4.082620633, 4.082855279, 4.086566338, 4.087837273, 4.089330841, 4.104543202, 4.106055152, 4.113226123, 4.116340467, 4.124585297, 4.125584363, 4.129254688, 4.130562809, 4.131276648, 4.13175504, 4.137000388, 4.158214653, 4.183143662, 4.193324636, 4.195614413, 4.198349061, 4.20590389, 4.214495086, 4.222436225, 4.238296188, 4.243812817, 4.252006106, 4.25698329, 4.288486771, 4.297686524, 4.297737482, 4.301996499, 4.330407444, 4.330714462, 4.331863027, 4.334001444, 4.343062915, 4.349778419, 4.350887844, 4.369366794, 4.389455226, 4.396651901, 4.403369831, 4.426364081, 4.434273435, 4.442054329, 4.446308318, 4.470282584, 4.478712608, 4.490002066, 4.514122441, 4.520353377, 4.531986607, 4.541695257, 4.543332413, 4.559699083, 4.560396067, 4.571213024, 4.574287716, 4.594116865, 4.595522709, 4.599937358, 4.615426307, 4.620416385, 4.626075292, 4.632460946, 4.639320332, 4.64325855, 4.646119977, 4.648199316, 4.650491269, 4.652854446, 4.662845304, 4.664258497, 4.671275461, 4.685017247, 4.693732058, 4.694322274, 4.712233579, 4.716104987, 4.717102513, 4.72402744, 4.729484542, 4.74257752, 4.746989703, 4.750360071, 4.773503047, 4.778973636, 4.789201624, 4.791108745, 4.794312263, 4.802630631, 4.806349619, 4.808320373, 4.835528667, 4.852842407, 4.920318406, 4.958264473, 4.968742674, 4.978475793, 4.985204971, 5.000243361, 5.004820577, 5.007271987, 5.023934201, 5.038107494, 5.039955264, 5.047022551, 5.049927475, 5.066696864, 5.081210092, 5.084861309, 5.113319475, 5.137816746, 5.226687713, 5.254708926, 5.314354141, 5.320093864, 5.377593584, 5.391275125, 5.405406467, 5.41235784, 5.453969475, 5.454463278, 5.462500764, 5.485976734, 5.493507201, 5.566384892, 5.705153971, 5.705940717, 5.840505876, 6.076653638, 6.115198946, 6.922689335 ], "xaxis": "x", "y": [ 805.5550474415321, 764.3679021308443, 763.4170642572942, 752.717840153543, 750.171517375662, 740.9797936193074, 737.3422303134165, 736.6592445594886, 731.7931929429312, 718.9373223484336, 713.6940147411415, 712.529529380232, 709.5094421462344, 709.4505475333235, 708.5032417496798, 707.7467822479796, 706.7384502798319, 703.3636712606991, 698.2695489345092, 691.6137285246411, 690.9489053586519, 690.0623456399967, 686.8308519540276, 685.4482285537184, 683.5414780777731, 683.4740810369998, 682.623517865045, 682.4028016798162, 682.2213275120181, 681.2443149507152, 680.5182774271235, 675.2298127150092, 674.7046437913506, 670.2427338527302, 666.978041486121, 661.776762427546, 661.5759106316134, 660.9090199394662, 660.8987126668479, 659.1159956088778, 657.3705623474472, 655.7636386747188, 653.9928024413256, 653.3495568007636, 651.8687840878484, 651.3944800013804, 650.665571688708, 648.9887917256061, 648.4103079890626, 647.9156660685148, 647.236790240166, 644.0423412900518, 643.5828102185627, 643.0120793880542, 641.7490512472849, 639.7989724490474, 639.2630455567985, 638.3730460117106, 637.0975563571822, 636.7875019418204, 636.5200612824146, 635.6975270245357, 635.0653795543072, 633.7850482868066, 631.0273062161614, 630.8810281063861, 630.6794649146832, 630.4257584342718, 630.1667273051416, 629.4482952562611, 629.220640207845, 626.2482015887799, 623.8088671862239, 623.5059962432244, 623.098737740277, 622.8474200436339, 621.8947033718736, 621.3222785871587, 620.6804457508536, 619.4218738407465, 618.6720618272084, 618.2127246358366, 617.00974994989, 616.7274478959754, 615.7861165685737, 615.3988643377555, 615.3178681841041, 614.1017014859675, 612.9700298197088, 612.1801964635911, 611.2124314924498, 611.0244002768877, 610.7785821649481, 610.1484231945172, 609.8281246800667, 608.7006949934653, 608.0318833345787, 607.4778255600522, 606.6321740705805, 606.3755873686541, 606.280050285463, 605.8442252196922, 604.6907592405486, 603.4159109915435, 602.654789568705, 602.0013684718106, 601.2272856954663, 599.5849993514664, 599.38218394468, 599.3060407387748, 599.2220228770959, 599.0960403536071, 598.8877366968911, 597.4728489817734, 597.2172684590007, 596.6672717040711, 596.5201119391259, 596.3684380014229, 596.2868389646264, 596.2477692674636, 595.3901851146593, 595.1785035368139, 594.9901937870194, 594.9470910505055, 594.576190301002, 594.2624834727502, 593.800097623539, 592.9077256230983, 592.5288589055174, 591.9701164610409, 591.8067523290482, 591.5625123663879, 591.3539560948174, 591.1585356371527, 589.4920569225935, 589.4442334509401, 588.9216847623758, 588.7801575873821, 588.3468012829098, 588.1230606154083, 587.9532134683702, 587.4382720775925, 587.3586957827075, 587.2953886136827, 585.4670677973901, 585.4607609072918, 585.2566117226088, 585.1363498515451, 584.2125125189544, 583.4430164420676, 582.3126199774965, 582.1202707679547, 582.0597269058196, 581.8774916436278, 580.6376565902451, 580.5232969657804, 579.6302012836259, 579.5992778012235, 579.1284031575841, 578.9596207659087, 578.8090501059464, 578.3656263029176, 578.29141452662, 578.096586409968, 576.4932700488268, 576.2287269697855, 576.0819246861687, 574.9715599375199, 574.703858974637, 574.5224288777077, 574.12679929786, 573.6499593133562, 573.4301205030332, 573.1604281868431, 573.1026068105591, 573.0808192351274, 572.8649280173987, 572.7676762127933, 572.0614223875903, 571.8554498896037, 571.5530268683309, 571.0269571075773, 570.9688392040983, 570.848124734723, 570.3916447782619, 569.2019725987341, 568.6969717253403, 568.4423862054759, 567.4825898181291, 567.3528262360303, 567.3002722004826, 567.0044143911814, 566.6717272859921, 566.351629389112, 565.947712028727, 564.7075975692064, 564.6489954410188, 564.572266235233, 564.1700476641678, 564.0717608282569, 563.8848928933992, 562.4964145671903, 561.764680091155, 561.7368310274417, 561.4734313338023, 561.3914797300549, 560.7916439745984, 560.4931238409379, 560.4771410964613, 560.3505744754316, 560.108632618349, 559.7286109428, 559.5822448498152, 559.2982551828263, 558.0805208775428, 557.9336999668501, 557.9279727355001, 557.6594218231083, 557.3297422376631, 556.3005848023686, 556.286144221246, 556.1655394534579, 555.8532742023503, 555.1628537879602, 554.7110624646567, 554.3122974327225, 554.0579671434296, 553.7235841024302, 553.7176311267735, 553.348433446854, 553.2978729840096, 552.9930832144028, 552.5123443054941, 552.1385964668916, 551.7898828634135, 551.7498001703798, 551.7416959656202, 551.0250883397412, 550.4727869795734, 550.2299734546041, 549.1408721868099, 548.9717155098056, 548.2804780405299, 548.25172409725, 548.0154046050433, 547.4784709787915, 547.0349174203448, 546.9465488285912, 546.9192490654556, 546.9192490654556, 546.9192490654556, 546.9192490654556, 546.7427398456513, 546.6861420700918, 546.581401467608, 546.0722743402196, 545.637192851465, 545.3507551903856, 544.9414405753184, 544.6718177737903, 544.0510807746568, 543.4582325505772, 543.2911449057497, 542.7738087863919, 542.0497731582395, 541.7989124987007, 541.2489309624884, 541.1272321116014, 541.115106994906, 540.6274530813203, 539.9841898441163, 539.9833655761929, 539.2719755924263, 538.8951687123804, 538.8756303365443, 538.8236503319899, 538.6092190806892, 538.308341710393, 537.690953542445, 537.0807964053507, 536.5955758219872, 536.1104696960599, 535.5854882321223, 535.368256974629, 535.1892833530546, 534.4704147964854, 533.5737309846686, 533.5425746241858, 532.6241475455985, 531.8828715679236, 530.6412778807862, 529.9795965872797, 529.5704684014995, 529.2427240503413, 528.7512027594834, 528.2366579272614, 528.0101075833408, 527.8873358921475, 527.1949999802443, 527.1855299748705, 526.9913289961944, 526.9390920965213, 526.4936254184861, 526.3224292748341, 525.8457850727874, 525.5456814791495, 525.4780247690121, 525.2159814435529, 524.8531718202239, 523.681453684649, 523.574819857879, 523.0363188622728, 522.2691009956613, 521.7593755824489, 521.6563986866256, 521.4269245259062, 521.3478324557298, 521.0033255593612, 520.7173846467267, 520.603617046218, 520.116724227026, 520.0034841294532, 519.9317082990949, 519.6513027985607, 518.3817841126516, 518.0469422114725, 517.4632790381381, 517.4021720041984, 516.8902556505425, 516.6781448573104, 516.4350851378831, 516.3486301413027, 516.2883521311356, 515.9565177497007, 515.3916353454314, 514.8171829836917, 513.1502878945387, 512.3159934521232, 512.2258012300094, 511.91137206753444, 511.28202745700787, 511.2812987023884, 510.3947291549783, 510.1094681702451, 509.81554020526863, 509.7503248310328, 509.6283616341966, 509.2298852030422, 508.6247505597167, 508.40756915937544, 508.38182281510353, 508.3486170799539, 508.13994960077724, 507.68727741494536, 507.5572853142945, 507.1663305756419, 506.6226705141319, 506.21222527519126, 506.04680709194673, 505.8191304836812, 505.470883666798, 504.7755319124149, 504.35003647175364, 503.72714079268684, 503.6849006086821, 503.40789672925894, 503.3430635667673, 503.3244645504042, 503.0303106033284, 502.92957101747794, 502.8111846155301, 501.60538971103216, 501.48554627543035, 500.9171453354249, 500.6702894971988, 500.01677003349073, 499.9375799135576, 499.646654712476, 499.542967609845, 499.4863857663802, 499.44846642986477, 499.0326983652811, 497.3511676259258, 495.3751908510923, 494.5682045738126, 494.38670734014596, 494.16994778362516, 493.57112066451106, 492.8901467933057, 492.26069913938073, 491.00357261109724, 490.566301687918, 489.9168675779019, 489.5223553055499, 487.02525857850355, 486.29604795235286, 486.2920088096621, 485.95442143602753, 483.7024519545663, 483.67811643294743, 483.587076401457, 483.41757658993583, 482.6993267693422, 482.1670280351526, 482.0790904025969, 480.6143720889523, 479.0220795483695, 478.45164120258426, 477.9191501735603, 476.0965304314472, 475.46960218861426, 474.85285621883094, 474.515667385356, 472.6153675054177, 471.9471687962235, 471.0523194739557, 469.14043838793765, 468.64654852567014, 467.7244504071169, 466.9549024914743, 466.82513470837546, 465.5278444790942, 465.47259863292237, 464.61520170204665, 464.3714888460015, 462.7997481527106, 462.68831511929005, 462.33839170705005, 461.1106732890985, 460.7151389847622, 460.2665905164719, 459.76043706303454, 459.2167336440331, 458.90457413130514, 458.67776554477524, 458.51294850086435, 458.33127878840173, 458.1439635659305, 457.3520466722963, 457.2400311266179, 456.6838374209699, 455.5946063977578, 454.9038342883224, 454.8570513172009, 453.4373269034883, 453.1304630287991, 453.0513949756609, 452.5024965048305, 452.06994393886623, 451.03214013200784, 450.68241218516835, 450.4152628215236, 448.5808544390432, 448.1472328374521, 447.33652003529954, 447.18535370523017, 446.9314295654554, 446.27208117448976, 445.97729874194766, 445.82108859605256, 443.6644462270421, 442.292087296709, 436.9436594116418, 433.93589656441924, 433.10535084083926, 432.33386341064534, 431.8004808184324, 430.6084755778354, 430.2456664300912, 430.05135749363916, 428.73064121962653, 427.6072071596962, 427.4607452363509, 426.9005627207489, 426.6703063813712, 425.3410949717981, 424.19071625213604, 423.9013056304833, 421.6455932164697, 419.70383778837373, 412.6595558937748, 410.43847818905476, 405.7107507623467, 405.25579648229575, 400.69812989878136, 399.61367414444584, 398.4935652949834, 397.9425706043719, 394.6442596156419, 394.60511873927, 393.96803422202953, 392.1072313523009, 391.51033526647376, 385.73374684214076, 374.7343333809383, 374.6719726258961, 364.0057793213095, 345.28772706576603, 342.23246588844427, 278.22742442990557 ], "yaxis": "y" } ], "layout": { "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "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" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "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" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "width": 900, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ -0.14179385454631738, 7.334384279546318 ], "title": { "text": "Length of Membership" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ -1361.984085658241, 26634.741006558244 ], "title": { "text": "Yearly Amount Spent" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Scatter plot of Length of Membership vs Yearly Amount Spent\n", "fig_with_outliers = px.scatter(customers_clean, x=\"Length of Membership\", y=\"Yearly Amount Spent\", trendline=\"ols\")\n", "\n", "# Update the trendline color to red\n", "fig_with_outliers.update_traces(line=dict(color='red'))\n", "\n", "# Update the layout to resize the figure\n", "fig_with_outliers.update_layout(\n", " width=900, # Width in pixels (10 inches * 100 pixels per inch)\n", " height=600 # Height in pixels (6 inches * 100 pixels per inch)\n", ")\n", "fig_with_outliers.show() #plotting scatter plot with \"Avg. Session Length\",\"Time on App\"" ] }, { "cell_type": "markdown", "metadata": { "id": "CPR7kMnou5IR" }, "source": [ "**Let's explore these types of relationships across the entire data set. Use [pairplot](https://stanford.edu/~mwaskom/software/seaborn/tutorial/axis_grids.html#plotting-pairwise-relationships-with-pairgrid-and-pairplot) to recreate the plot below.(Don't worry about the the colors)**" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "4ds5Pu96u5IS", "outputId": "72d25970-66ca-4cc0-e8a8-3f29f964c7e3", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(customers) #pair plot - customers contains numerical columns only" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "id": "mV8X9GAcGKSX", "tags": [] }, "outputs": [], "source": [ "customers_numeric_cols = customers.select_dtypes(include=['float64'])" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 595 }, "id": "Xzmj9OD-u5IS", "outputId": "390790c5-8b80-49b9-9d56-17ca269c4c79", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.heatmap(customers_numeric_cols.corr(),annot=True,cmap='Greens') #correlation plot" ] }, { "cell_type": "markdown", "metadata": { "id": "2tn9VsG2u5IS" }, "source": [ "**Based on this plot what looks to be the most correlated feature with Yearly Amount Spent?**\n", "Lenght of Membership with negative correlation -0.071" ] }, { "cell_type": "markdown", "metadata": { "id": "PrOEfOS7u5IT", "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "### Data Preparation for model building\n", "\n", "##### Now that we've explored the data a bit, let's go ahead and split the data into training and testing sets. Set a variable **X** equal to a single numerical feature namely **'Length of Membership'** and the target variable **'y'** equal to the \"Yearly Amount Spent\" column." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 293 }, "id": "UeIsGmnDu5IU", "outputId": "21a61fe6-7e8b-4901-e1c8-92da11df6b39", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
EmailAddressAvatarAvg. Session LengthTime on AppTime on WebsiteLength of MembershipYearly Amount SpentGender
0kyang@diaz.org223 Love Trail Suite 831\\nPort Jeffrey, IN 46849OliveDrab34.37425815.12699437.1576245.377594765.518462Female
1asilva@yahoo.comUSNV Johnson\\nFPO AP 19026Wheat34.60331112.20729833.9138476.922689744.221867Male
2william82@gmail.com11143 Park Squares\\nSamanthatown, UT 97073SandyBrown33.07773111.97540637.0693673.532862497.811930Male
3jeffrey54@mcdonald-williams.com297 Francis Valley\\nSouth Lindsey, NY 13669-5367Gainsboro34.96761013.91949437.9520135.066697712.396327Female
4rhonda01@gmail.com939 Watson Run\\nStaceyberg, VT 58376-0454Orchid34.38582012.72972037.0693675.705941708.935185Female
\n", "
" ], "text/plain": [ " Email \\\n", "0 kyang@diaz.org \n", "1 asilva@yahoo.com \n", "2 william82@gmail.com \n", "3 jeffrey54@mcdonald-williams.com \n", "4 rhonda01@gmail.com \n", "\n", " Address Avatar \\\n", "0 223 Love Trail Suite 831\\nPort Jeffrey, IN 46849 OliveDrab \n", "1 USNV Johnson\\nFPO AP 19026 Wheat \n", "2 11143 Park Squares\\nSamanthatown, UT 97073 SandyBrown \n", "3 297 Francis Valley\\nSouth Lindsey, NY 13669-5367 Gainsboro \n", "4 939 Watson Run\\nStaceyberg, VT 58376-0454 Orchid \n", "\n", " Avg. Session Length Time on App Time on Website Length of Membership \\\n", "0 34.374258 15.126994 37.157624 5.377594 \n", "1 34.603311 12.207298 33.913847 6.922689 \n", "2 33.077731 11.975406 37.069367 3.532862 \n", "3 34.967610 13.919494 37.952013 5.066697 \n", "4 34.385820 12.729720 37.069367 5.705941 \n", "\n", " Yearly Amount Spent Gender \n", "0 765.518462 Female \n", "1 744.221867 Male \n", "2 497.811930 Male \n", "3 712.396327 Female \n", "4 708.935185 Female " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "customers.head() #snapshot of clean data" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Y42HaYmiu5IU", "outputId": "292787c6-9c68-4419-e557-0380bbba5eac", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 500 entries, 0 to 499\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Email 500 non-null object \n", " 1 Address 500 non-null object \n", " 2 Avatar 500 non-null object \n", " 3 Avg. Session Length 500 non-null float64\n", " 4 Time on App 500 non-null float64\n", " 5 Time on Website 500 non-null float64\n", " 6 Length of Membership 500 non-null float64\n", " 7 Yearly Amount Spent 500 non-null float64\n", " 8 Gender 500 non-null object \n", "dtypes: float64(5), object(4)\n", "memory usage: 35.3+ KB\n" ] } ], "source": [ "customers.info() #info" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 112 }, "id": "PApeTdGju5IU", "outputId": "dbe2c386-33d3-45a2-e0d9-4f8d2ab36b0b", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Length of Membership
05.377594
16.922689
\n", "
" ], "text/plain": [ " Length of Membership\n", "0 5.377594\n", "1 6.922689" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X = customers_clean.drop(['Yearly Amount Spent'],axis=1) #independent attributes\n", "X.head(2)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 147 }, "id": "xJ6hT_eUu5IU", "outputId": "67a144d8-a490-4800-b312-0d9ae13ffb37", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "0 765.518462\n", "1 744.221867\n", "Name: Yearly Amount Spent, dtype: float64" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y = customers_clean['Yearly Amount Spent'] #dependent attributes\n", "y.head(2)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "id": "6FXtAZeFu5IV", "tags": [] }, "outputs": [], "source": [ "import statsmodels.api as sm\n", "from sklearn.model_selection import train_test_split # importing neccessary modules" ] }, { "cell_type": "markdown", "metadata": { "id": "_8F2QIxXu5IV", "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "### Spilit the data into Training and Testing Data" ] }, { "cell_type": "markdown", "metadata": { "id": "9YlcjMP1UaWU" }, "source": [ "![4_train-test-split.jpg](data:image/jpeg;base64,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)" ] }, { "cell_type": "markdown", "metadata": { "id": "aO6X_DgPGKSa" }, "source": [] }, { "cell_type": "code", "execution_count": 35, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "uy1uV3LGu5IW", "outputId": "2f4fb56c-34c9-45e4-8104-082257116c58", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "((400, 1), (400,), (100, 1), (100,))" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=101) #train test split\n", "X_train.shape, y_train.shape, X_test.shape, y_test.shape" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "P5LSpEslu5IX", "outputId": "34c64631-479d-4a5c-df0e-398cbeaf70d8", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
constLength of Membership
181.05.453969
3611.03.201802
1041.02.909008
41.05.705941
1561.03.768562
\n", "
" ], "text/plain": [ " const Length of Membership\n", "18 1.0 5.453969\n", "361 1.0 3.201802\n", "104 1.0 2.909008\n", "4 1.0 5.705941\n", "156 1.0 3.768562" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# adding the Constant term\n", "X_train= sm.add_constant(X_train)\n", "X_train.head()\n", "\n", "X_test= sm.add_constant(X_test)\n", "X_test.head()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 241 }, "id": "78Dxtp6lu5IY", "outputId": "df65171e-b864-4638-af1f-d8e325a50e6d", "scrolled": true, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "161 534.771485\n", "72 578.241605\n", "246 501.209173\n", "230 505.771140\n", "391 439.891280\n", "Name: Yearly Amount Spent, dtype: float64" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_train[:5] #snapshot of Y train" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "nalNMhfoGKSj", "outputId": "67870a61-8c08-4a75-cb34-f09d298368ac", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# checkl whether there are any missing values in the training set, likewise can also be checked for test set\n", "any_missing = X_train.isnull().values.any()\n", "any_missing" ] }, { "cell_type": "markdown", "metadata": { "id": "rQ9S-bCHu5IY", "tags": [] }, "source": [ "## Training the Model\n", "\n", "Now its time to train a linear regression model on our training data!\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "0VUL93WWu5IY" }, "source": [ "`## Simple Linear Regression model`" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "m0UUNSbdu5IY", "outputId": "c5da8cc4-9089-4383-9350-5e87cf073c46", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "===============================================================================\n", "Dep. Variable: Yearly Amount Spent R-squared: 0.008\n", "Model: OLS Adj. R-squared: 0.005\n", "Method: Least Squares F-statistic: 3.036\n", "Date: Thu, 12 Sep 2024 Prob (F-statistic): 0.0822\n", "Time: 15:37:02 Log-Likelihood: -3410.8\n", "No. Observations: 400 AIC: 6826.\n", "Df Residuals: 398 BIC: 6834.\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "========================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "----------------------------------------------------------------------------------------\n", "const 933.7081 223.969 4.169 0.000 493.399 1374.017\n", "Length of Membership -107.0706 61.449 -1.742 0.082 -227.876 13.735\n", "==============================================================================\n", "Omnibus: 943.519 Durbin-Watson: 1.983\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 2420712.596\n", "Skew: 19.323 Prob(JB): 0.00\n", "Kurtosis: 382.143 Cond. No. 14.3\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "model = sm.OLS(y_train, X_train) # OLS model trained on 'const','Length of Membership' and 'Yearly Amount Spent'\n", "results = model.fit()\n", "print(results.summary())" ] }, { "cell_type": "markdown", "metadata": { "id": "2xvNf0INGKSk" }, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "id": "tgoOF9d8GKSl", "tags": [] }, "outputs": [], "source": [ "results_df = pd.DataFrame({\n", " 'Fitted Values': results.fittedvalues, # Fitted values from the model\n", " 'Predicted Values': results.predict(), # Predicted values\n", " 'Residuals': results.resid, # Residuals (errors) from the model\n", "})\n", "\n", "coefficients_df = pd.DataFrame({\n", " 'Coefficients': results.params, # Model coefficients\n", " 'Standard Errors': results.bse, # Standard errors of the coefficients\n", " 'p-values': results.pvalues, # p-values for the coefficients\n", " 't-values': results.tvalues # t-statistics for the coefficients\n", "})\n" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "B5jkovhkGKSl", "outputId": "00fccbe6-2de9-4398-c72b-345dc1724452", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Fitted ValuesPredicted ValuesResiduals
161561.956754561.956754-27.185269
72584.860059584.860059-6.618454
246544.603575544.603575-43.394402
230575.495871575.495871-69.724731
391680.905142680.905142-241.013861
\n", "
" ], "text/plain": [ " Fitted Values Predicted Values Residuals\n", "161 561.956754 561.956754 -27.185269\n", "72 584.860059 584.860059 -6.618454\n", "246 544.603575 544.603575 -43.394402\n", "230 575.495871 575.495871 -69.724731\n", "391 680.905142 680.905142 -241.013861" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results_df.head()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 125 }, "id": "c1pUJuSWGKSl", "outputId": "4d1c117a-d577-4094-9d1e-3d2dfac46d6d", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CoefficientsStandard Errorsp-valuest-values
const933.708077223.9685640.0000384.168925
Length of Membership-107.07057461.4491240.082206-1.742426
\n", "
" ], "text/plain": [ " Coefficients Standard Errors p-values t-values\n", "const 933.708077 223.968564 0.000038 4.168925\n", "Length of Membership -107.070574 61.449124 0.082206 -1.742426" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "coefficients_df" ] }, { "cell_type": "markdown", "metadata": { "id": "v1dfXd9tAaJ1", "tags": [] }, "source": [ "# Errors metrics to evaluate the model\n", "Let's evaluate our model performance by calculating the residual sum of squares and the explained variance score (R^2).\n", "\n", "** Calculate the Mean Absolute Error, Mean Squared Error, and the Root Mean Squared Error. Refer to the lecture or to Wikipedia for the formulas**" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "id": "eTMnGBMIAaJ1", "tags": [] }, "outputs": [], "source": [ "def mean_absolute_percentage_error(y_true, y_pred):\n", " y_true, y_pred = np.array(y_true), np.array(y_pred)\n", " return np.mean(np.abs((y_true - y_pred) / y_true)) * 100\n", "#defining MAPE" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "id": "tc384VpNGKSm", "tags": [] }, "outputs": [], "source": [ "from sklearn import metrics\n", "import numpy as np\n", "\n", "scores=pd.DataFrame(columns=['Model','MAE_Train','MSE_Train','RMSE_Train','MAPE_Train','MAE_Test','MSE_Test','RMSE_Test','MAPE_Test','R2'])\n", "\n", "def mean_absolute_percentage_error(y_true, y_pred):\n", " # Calculate Mean Absolute Percentage Error (MAPE)\n", " return np.mean(np.abs((y_true - y_pred) / y_true)) * 100\n", "\n", "\n", "def get_metrics(y_train, y_train_pred, y_test, y_test_pred, model_name, scores):\n", " # Calculate metrics\n", " MAE_Train = metrics.mean_absolute_error(y_train, y_train_pred)\n", " MSE_Train = metrics.mean_squared_error(y_train, y_train_pred)\n", " RMSE_Train = np.sqrt(MSE_Train)\n", " MAPE_Train = mean_absolute_percentage_error(y_train, y_train_pred)\n", "\n", " MAE_Test = metrics.mean_absolute_error(y_test, y_test_pred)\n", " MSE_Test = metrics.mean_squared_error(y_test, y_test_pred)\n", " RMSE_Test = np.sqrt(MSE_Test)\n", " MAPE_Test = mean_absolute_percentage_error(y_test, y_test_pred)\n", "\n", " R2 = metrics.r2_score(y_train, y_train_pred)\n", "\n", " # Create a DataFrame with new metrics\n", " new_metrics = pd.DataFrame({\n", " 'Model': [model_name],\n", " 'MAE_Train': [MAE_Train],\n", " 'MSE_Train': [MSE_Train],\n", " 'RMSE_Train': [RMSE_Train],\n", " 'MAPE_Train': [MAPE_Train],\n", " 'MAE_Test': [MAE_Test],\n", " 'MSE_Test': [MSE_Test],\n", " 'RMSE_Test': [RMSE_Test],\n", " 'MAPE_Test': [MAPE_Test],\n", " 'R2': [R2]\n", " })\n", " # Update scores DataFrame\n", " scores = new_metrics\n", " return scores" ] }, { "cell_type": "markdown", "metadata": { "id": "ta9bQL76AaJ2", "tags": [] }, "source": [ "# Coefficients" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "id": "vXKZGVJiAaJ2", "tags": [] }, "outputs": [], "source": [ "#definition of coefficient function\n", "def coeff(model_title,modelparams):\n", " tempdf=pd.DataFrame(modelparams)\n", " tempdf.rename(columns = {0:model_title},inplace = True)\n", " DF=pd.concat([coefficients,tempdf],axis=1)\n", " return(DF)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 125 }, "id": "2aVpm_jiAaJ3", "outputId": "ee6b8ba3-32b7-4430-a1ac-99ff6c105313", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Simple_Linear_Regression
const933.708077
Length of Membership-107.070574
\n", "
" ], "text/plain": [ " Simple_Linear_Regression\n", "const 933.708077\n", "Length of Membership -107.070574" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#get coefficients\n", "coefficients=pd.DataFrame(results.params)\n", "coefficients.rename(columns = {0:\"Simple_Linear_Regression\"},inplace = True)\n", "coefficients" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 89 }, "id": "mJdGsJPoAaJ3", "outputId": "d16e9ec9-76a0-4247-e6b9-e9f7c9ec998b", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ModelMAE_TrainMSE_TrainRMSE_TrainMAPE_TrainMAE_TestMSE_TestRMSE_TestMAPE_TestR2
0Simple_Linear_Regression205.3977561.492664e+061221.7462632.38977126.83003227432.983292165.62905327.5234450.007571
\n", "
" ], "text/plain": [ " Model MAE_Train MSE_Train RMSE_Train MAPE_Train \\\n", "0 Simple_Linear_Regression 205.397756 1.492664e+06 1221.74626 32.38977 \n", "\n", " MAE_Test MSE_Test RMSE_Test MAPE_Test R2 \n", "0 126.830032 27432.983292 165.629053 27.523445 0.007571 " ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Get error metrics\n", "scores = get_metrics(y_train,results.predict(X_train[['const','Length of Membership']]),y_test,\n", " results.predict(X_test[['const','Length of Membership']]),\"Simple_Linear_Regression\",scores)\n", "scores" ] }, { "cell_type": "markdown", "metadata": { "id": "xFcce9T4u5IY", "tags": [] }, "source": [ "### Check for Linearity, Homoscedasticity, Independence of residuals\n" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "id": "4biBpZCNJHQX", "tags": [] }, "outputs": [], "source": [ "from scipy import stats\n", "#definition of residual plots function\n", "def residual_plots(results):\n", " import matplotlib.pyplot as plt\n", " import statsmodels.formula.api as smf\n", " from statsmodels.nonparametric.smoothers_lowess import lowess\n", " from scipy import stats\n", " import statsmodels.api as sm\n", "\n", "\n", " fig, ax = plt.subplots(2,2,figsize=(14,10))\n", " ########## Residuals vs fitted ##########\n", " residuals = results.resid\n", " fitted = results.fittedvalues\n", " smoothed = lowess(residuals,fitted)\n", " top3 = abs(residuals).sort_values(ascending = False)[:3]\n", "\n", " plt.rcParams.update({'font.size': 10})\n", " plt.rcParams[\"figure.figsize\"] = (8,7)\n", "\n", " ax[0,0].scatter(fitted, residuals, edgecolors = 'k', facecolors = (0, 0, 1, 0.5))\n", " ax[0,0].plot(smoothed[:,0],smoothed[:,1],color = 'r')\n", " ax[0,0].set_ylabel('Residuals')\n", " ax[0,0].set_xlabel('Fitted Values (Predicted Values)')\n", " ax[0,0].set_title('Residuals vs. Fitted')\n", " ax[0,0].plot([min(fitted),max(fitted)],[0,0],color = 'k',linestyle = ':', alpha = .3)\n", "\n", " for i in top3.index:\n", " ax[0,0].annotate(i,xy=(fitted[i],residuals[i]))\n", "\n", " #plt.show()\n", "\n", "\n", " ######### Normal qq plot ###########\n", " sorted_student_residuals = pd.Series(results.get_influence().resid_studentized_internal)\n", " sorted_student_residuals.index = results.resid.index\n", " sorted_student_residuals = sorted_student_residuals.sort_values(ascending = True)\n", " df = pd.DataFrame(sorted_student_residuals)\n", " df.columns = ['sorted_student_residuals']\n", " df['theoretical_quantiles'] = stats.probplot(df['sorted_student_residuals'], dist = 'norm', fit = False)[0]\n", " rankings = abs(df['sorted_student_residuals']).sort_values(ascending = False)\n", " top3 = rankings[:3]\n", "\n", " #fig, ax = plt.subplots()\n", " x = df['theoretical_quantiles']\n", " y = df['sorted_student_residuals']\n", " ax[0,1].scatter(x,y, edgecolor = 'k',facecolor = (0, 0, 1, 0.5))\n", " ax[0,1].set_title('Normal Q-Q')\n", " ax[0,1].set_ylabel('Standardized Residuals')\n", " ax[0,1].set_xlabel('Theoretical Quantiles')\n", " ax[0,1].plot([np.min([x,y]),np.max([x,y])],[np.min([x,y]),np.max([x,y])], color = 'r', ls = '--')\n", " for val in top3.index:\n", " ax[0,1].annotate(val,xy=(df['theoretical_quantiles'].loc[val],df['sorted_student_residuals'].loc[val]))\n", " #plt.show()\n", "\n", "\n", " ######### Homoscedasticity ############\n", " student_residuals = results.get_influence().resid_studentized_internal\n", " sqrt_student_residuals = pd.Series(np.sqrt(np.abs(student_residuals)))\n", " sqrt_student_residuals.index = results.resid.index\n", " smoothed = lowess(sqrt_student_residuals,fitted)\n", " top3 = abs(sqrt_student_residuals).sort_values(ascending = False)[:3]\n", "\n", " #fig, ax = plt.subplots()\n", " ax[1,0].scatter(fitted, sqrt_student_residuals, edgecolors = 'k', facecolors = (0, 0, 1, 0.5))\n", " ax[1,0].plot(smoothed[:,0],smoothed[:,1],color = 'r', label='LOESS Smoothing Line (Trend Line)')\n", " ax[1,0].set_ylabel('$\\sqrt{|Studentized \\ Residuals|}$')\n", " ax[1,0].set_xlabel('Fitted Values (Predicted Values)')\n", " ax[1,0].set_title('Scale-Location/Spread-Location (Constant Variance of Residuals)')\n", " ax[1,0].set_ylim(0,max(sqrt_student_residuals)+0.1)\n", " for i in top3.index:\n", " ax[1,0].annotate(i,xy=(fitted[i],sqrt_student_residuals[i]))\n", " #plt.show()\n", "\n", "\n", " ######### Cooks distance ###########\n", " student_residuals = pd.Series(results.get_influence().resid_studentized_internal)\n", " student_residuals.index = results.resid.index\n", " df = pd.DataFrame(student_residuals)\n", " df.columns = ['student_residuals']\n", " df['leverage'] = results.get_influence().hat_matrix_diag\n", " smoothed = lowess(df['student_residuals'],df['leverage'])\n", " sorted_student_residuals = abs(df['student_residuals']).sort_values(ascending = False)\n", " top3 = sorted_student_residuals[:3]\n", "\n", " #fig, ax = plt.subplots()\n", " x = df['leverage']\n", " y = df['student_residuals']\n", " xpos = max(x)+max(x)*0.01\n", " ax[1,1].scatter(x, y, edgecolors = 'k', facecolors = (0, 0, 1, 0.5))\n", " ax[1,1].plot(smoothed[:,0],smoothed[:,1],color = 'b')\n", " ax[1,1].set_ylabel('Studentized Residuals')\n", " ax[1,1].set_xlabel('Leverage')\n", " ax[1,1].set_title('Residuals vs. Leverage')\n", " ax[1,1].set_ylim(min(y)-min(y)*0.15,max(y)+max(y)*0.15)\n", " ax[1,1].set_xlim(-0.01,max(x)+max(x)*0.05)\n", " plt.tight_layout()\n", " for val in top3.index:\n", " ax[1,1].annotate(val,xy=(x.loc[val],y.loc[val]))\n", "\n", " cooksx = np.linspace(min(x), xpos, 50)\n", " p = len(results.params)\n", " poscooks1y = np.sqrt((p*(1-cooksx))/cooksx)\n", " poscooks05y = np.sqrt(0.5*(p*(1-cooksx))/cooksx)\n", " negcooks1y = -np.sqrt((p*(1-cooksx))/cooksx)\n", " negcooks05y = -np.sqrt(0.5*(p*(1-cooksx))/cooksx)\n", "\n", " ax[1,1].plot(cooksx,poscooks1y,label = \"Cook's Distance\", ls = ':', color = 'r')\n", " ax[1,1].plot(cooksx,poscooks05y, ls = ':', color = 'r')\n", " ax[1,1].plot(cooksx,negcooks1y, ls = ':', color = 'r')\n", " ax[1,1].plot(cooksx,negcooks05y, ls = ':', color = 'r')\n", " ax[1,1].plot([0,0],ax[1,1].get_ylim(), ls=\":\", alpha = .3, color = 'k')\n", " ax[1,1].plot(ax[1,1].get_xlim(), [0,0], ls=\":\", alpha = .3, color = 'k')\n", " ax[1,1].annotate('1.0', xy = (xpos, poscooks1y[-1]), color = 'r')\n", " ax[1,1].annotate('0.5', xy = (xpos, poscooks05y[-1]), color = 'r')\n", " ax[1,1].annotate('1.0', xy = (xpos, negcooks1y[-1]), color = 'r')\n", " ax[1,1].annotate('0.5', xy = (xpos, negcooks05y[-1]), color = 'r')\n", " ax[1,1].legend()\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "1Mp-JzAsu5IZ", "tags": [] }, "source": [ "## Residuals - QQ, Cook's distance plots\n", "\n", "Let's explore the residuals to investigate our regression results (predictions)." ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "vRvDN7wtcXq4", "outputId": "bf129701-6e32-4c1c-f33a-e85b6d3a812b", "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "residual_plots(results)\n", "\n", "# Residuals vs Fitted plot analyis: The residuals should be randomly scattered around the centerline of 0.\n", "# Linearity: Residuals spread randomly across the range of fitted values without a clear pattern,\n", "# indicating that the model is likely linear.\n", "# Homoscedasticity: Residuals have a relatively constant spread across the fitted values, with no evident \"fanning\" pattern.\n", "# This suggests that the model does not have severe issues with heteroscedasticity.\n", "# Independence of Errors: Residuals appear to be randomly scattered around the horizontal axis (at 0)\n", "# with no discernible pattern or systematic trend, indicating that the residuals may be independent.\n", "# No Clustering: There is no visible grouping or correlation between the residuals and fitted values.\n", "# If there were patterns like a funnel shape, waves, or clustering, it would suggest a violation of independence.\n", "\n", "\n", "# Q-Q plot analysis:\n", "# Overprediction: Points in the tails of the Q-Q plot will deviate from the reference line.\n", "# In the left tail, points are above the line, and in the right tail, points are below the line.\n", "# Underprediction: Points in the tails will also deviate from the reference line, but in the opposite manner.\n", "# In the left tail, points are below the line, and in the right tail, points are above the line.\n", "\n", "# Homescedasticity/Heteroscedasticity:\n", "# Plot shows \"U-shaped\" pattern, where residuals start higher on the left, decrease in the middle, and increase again on the right.\n", "# This pattern indicates HETEROSCEDASTICITY, meaning the variance of the residuals is not constant across the range of fitted values.\n", "# FOR HOMOSCEDASTICITY, The residuals are spread evenly across the range of fitted (predicted) values, with no clear pattern\n", "# (i.e., the residuals should not fan out or funnel as you move along the x-axis).\n", "\n", "# RESIDUALS VS LEVERAGE:\n", "# Outliers: The point with a very large studentized residual is a likely outlier.\n", "# Leverage: There aren’t any extreme leverage points, suggesting that most data points are not far from the mean of the independent variables.\n", "# Influential points: The point near the Cook’s Distance contour of 1 (possibly 499) is potentially influential\n", "# and may be unduly affecting the model.\n" ] }, { "cell_type": "markdown", "metadata": { "id": "bIISj2pyGKSr" }, "source": [ "\n", "### Cook’s Distance Value Interpretation:\n", "\n", "#### Cook's Distance tells you how much impact removing a data point (having high Cooks Dist) would have on the regression model by considering both leverage and residuals.ook's Distance flags the most influential data points in a regression model.\n", "\n", " D < 0.5\tThe data point is not influential on the model. Changes in this point will have minimal effect on the regression coefficients.\n", " D ≈ 0.5\tThe data point starts to have some influence on the model. It may be worth investigating further, though it's not necessarily problematic.\n", " D > 1\tThe data point is highly influential. It suggests that this point may significantly impact the model's coefficients, and its removal or further analysis is often recommended." ] }, { "cell_type": "markdown", "metadata": { "id": "MF6TxZ9qu5IZ", "tags": [] }, "source": [ "## Influential points" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "id": "o38_Ke0-u5Ia", "tags": [] }, "outputs": [], "source": [ "from statsmodels.stats.outliers_influence import OLSInfluence" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 300 }, "id": "fg-sP51Pu5Ia", "outputId": "ce54316c-ded5-4428-97ba-81e536188a65", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
0
count400.000000
mean0.976466
std26.111077
min-17.542869
25%-0.566623
50%-0.170799
75%0.214975
max520.013647
\n", "
" ], "text/plain": [ " 0\n", "count 400.000000\n", "mean 0.976466\n", "std 26.111077\n", "min -17.542869\n", "25% -0.566623\n", "50% -0.170799\n", "75% 0.214975\n", "max 520.013647" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get the influence statistics for the model such as Cook's distance, leverage, DFFITS, Studentized residuals, etc.\n", "influence_points = OLSInfluence(results) # results is output from the lm model built earlier\n", "\n", "pd.DataFrame(influence_points.influence).describe()" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "tsoPyDdKGKSs", "outputId": "4699a190-bbc1-469c-d126-9979d1b56249", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "(53 1.583863\n", " 51 1.605331\n", " 15 7.294938\n", " 13 2.284210\n", " 17 3.704267\n", " 9 7.832789\n", " 60 2.932987\n", " 171 1.185491\n", " 74 1.076103\n", " 73 1.435348\n", " 119 1.171174\n", " 35 1.000415\n", " 37 1.089702\n", " 34 1.315730\n", " 1 18.171627\n", " 25 1.899369\n", " 22 1.333216\n", " 6 2.139384\n", " 50 1.946566\n", " 54 2.270362\n", " 26 3.222262\n", " 96 2.156156\n", " 84 1.263610\n", " 61 1.743070\n", " 499 520.013647\n", " 21 3.674241\n", " 149 1.196761\n", " 46 1.003580\n", " 3 2.796558\n", " 28 1.069798\n", " 10 2.101929\n", " 0 4.665947\n", " 7 3.544861\n", " 111 2.309408\n", " 5 5.630509\n", " 40 2.319924\n", " 63 2.862195\n", " 11 5.860005\n", " dtype: float64,\n", " 38)" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "influence_points.influence[influence_points.influence>=1], len(influence_points.influence[influence_points.influence>=1])" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 519 }, "id": "ZZiVCjLSu5Ia", "outputId": "4158ee14-b16e-4aa6-c62b-767a1520f4c4", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Length of MembershipYearly Amount Spentinfluence_value
4990.78952025006.670580520.013647
16.922689744.22186718.171627
96.115199669.9871417.832789
156.076654657.0199247.294938
115.840506663.8036935.860005
55.705154700.9170925.630509
05.377594765.5184624.665947
175.485977642.1015793.704267
215.493507637.1024483.674241
75.320094689.2357003.544861
265.412358627.6033193.222262
605.462501587.5748002.932987
635.454463584.2183142.862195
35.066697712.3963272.796558
405.226688604.8413192.319924
\n", "
" ], "text/plain": [ " Length of Membership Yearly Amount Spent influence_value\n", "499 0.789520 25006.670580 520.013647\n", "1 6.922689 744.221867 18.171627\n", "9 6.115199 669.987141 7.832789\n", "15 6.076654 657.019924 7.294938\n", "11 5.840506 663.803693 5.860005\n", "5 5.705154 700.917092 5.630509\n", "0 5.377594 765.518462 4.665947\n", "17 5.485977 642.101579 3.704267\n", "21 5.493507 637.102448 3.674241\n", "7 5.320094 689.235700 3.544861\n", "26 5.412358 627.603319 3.222262\n", "60 5.462501 587.574800 2.932987\n", "63 5.454463 584.218314 2.862195\n", "3 5.066697 712.396327 2.796558\n", "40 5.226688 604.841319 2.319924" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Removal of influence points using influence value\n", "influence_data_points = pd.DataFrame(influence_points.influence[influence_points.influence>=1])\n", "customers_clean['influence_value']= influence_points.influence\n", "customers_clean.loc[influence_data_points.index,].sort_values(['influence_value'], ascending = False).head(15)\n" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 564 }, "id": "FG2HeCr7GKSz", "outputId": "1ef7a8d8-b0de-4902-9086-bc51fb8b3442", "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from statsmodels.graphics.regressionplots import plot_leverage_resid2\n", "import matplotlib.pyplot as plt\n", "\n", "# Create the plot\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "fig = plot_leverage_resid2(results, ax=ax)\n", "\n", "# Customize marker size\n", "for line in ax.get_lines():\n", " line.set_markersize(2) # Reduce marker size\n", "\n", "# Customize annotation font size\n", "for text in ax.texts:\n", " text.set_fontsize(8) # Reduce annotation font size\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 175 }, "id": "LKDQsKdhu5Ib", "outputId": "703f5f81-7a73-4995-b548-8159cc9dd416", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Length of MembershipYearly Amount Spentinfluence_value
05.377594765.5184624.665947
16.922689744.22186718.171627
4910.269901314.438518-17.542869
4990.78952025006.670580520.013647
\n", "
" ], "text/plain": [ " Length of Membership Yearly Amount Spent influence_value\n", "0 5.377594 765.518462 4.665947\n", "1 6.922689 744.221867 18.171627\n", "491 0.269901 314.438518 -17.542869\n", "499 0.789520 25006.670580 520.013647" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "customers_clean.loc[[0, 1, 491, 499]] #looking at Influential points" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "id": "cdmxS8ntAaJ-", "tags": [] }, "outputs": [], "source": [ "#removal of influential points based on above plot\n", "# customers_clean=customers_clean.drop([0, 1, 491, 499])\n", "\n", "# Drop all rows in 'customers_clean' where the influence value is >= 1\n", "customers_clean = customers_clean.drop(influence_data_points.index)\n", "# Drop the influence value column for plotting\n" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "X96MUeYmGKS1", "outputId": "ef19d328-0a62-4be8-9cd7-98fd0c689a36", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "(462, 2)" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "customers_clean = customers_clean.drop('influence_value', axis=1)\n", "customers_clean.shape" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "4LvuKVLHGKS1", "outputId": "6132c274-f246-4d0a-d4bd-257ddb8227d4", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Length of MembershipYearly Amount Spent
23.532862497.811930
45.705941708.935185
83.532862684.163431
125.405406663.074818
144.978476497.811930
\n", "
" ], "text/plain": [ " Length of Membership Yearly Amount Spent\n", "2 3.532862 497.811930\n", "4 5.705941 708.935185\n", "8 3.532862 684.163431\n", "12 5.405406 663.074818\n", "14 4.978476 497.811930" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "customers_clean.head()" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 300 }, "id": "ibTsRFvnGKS2", "outputId": "6a1e9d0d-8df8-4e4e-8c58-1285d3a95448", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Yearly Amount SpentLength of Membership
count462.000000462.000000
mean488.7803083.396624
std70.0405410.868313
min266.0863410.269901
25%443.2583812.907573
50%492.7755333.459266
75%537.1042644.007095
max708.9351855.705941
\n", "
" ], "text/plain": [ " Yearly Amount Spent Length of Membership\n", "count 462.000000 462.000000\n", "mean 488.780308 3.396624\n", "std 70.040541 0.868313\n", "min 266.086341 0.269901\n", "25% 443.258381 2.907573\n", "50% 492.775533 3.459266\n", "75% 537.104264 4.007095\n", "max 708.935185 5.705941" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "customers_clean[['Yearly Amount Spent', 'Length of Membership']].describe()" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "N2laK806AaJ_", "outputId": "38c02ee0-61ca-4ffa-9980-6cc4e6e6f6c5", "tags": [] }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Length of Membership=%{x}
Yearly Amount Spent=%{y}", "legendgroup": "", "line": { "color": "red" }, "marker": { "color": "#636efa", "line": { "color": "black", "width": 2 }, "size": 4, "symbol": "circle" }, "mode": "markers", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 3.53286158, 5.705940717, 3.53286158, 5.405406467, 4.978475793, 4.077775098, 5.453969475, 4.794312263, 3.930615327, 4.297686524, 4.490002066, 3.634340224, 3.605933918, 4.639320332, 5.049927475, 4.594116865, 4.252006106, 4.125584363, 4.574287716, 4.06454855, 4.389455226, 4.446308318, 4.019051427, 4.069916619, 4.130562809, 3.864860739, 5.038107494, 3.876875177, 4.350887844, 4.214495086, 4.330714462, 4.620416385, 4.343062915, 4.082620633, 3.606086889, 4.008352235, 3.790552137, 4.000963586, 3.371258113, 3.120178783, 3.969417759, 4.330407444, 4.055775962, 3.258112883, 4.716104987, 4.712233579, 3.292797663, 4.615426307, 4.029453828, 3.792711955, 4.652854446, 3.746572973, 3.918541839, 4.297737482, 3.798725319, 3.762070443, 4.664258497, 3.854473856, 3.273433578, 4.541695257, 4.25698329, 4.158214653, 3.515688256, 4.113226123, 4.746989703, 4.195614413, 4.051382465, 4.478712608, 4.559699083, 4.20590389, 4.543332413, 2.90900846, 4.729484542, 3.772969025, 3.230973843, 4.626075292, 3.738225173, 4.595522709, 4.003325039, 4.087837273, 4.74257752, 3.784273087, 3.701622287, 4.001786346, 3.905250309, 4.183143662, 3.046540621, 4.520353377, 4.434273435, 3.663105491, 4.662845304, 3.318822279, 3.97452248, 3.283663455, 3.488029991, 3.970555628, 4.64325855, 3.345922321, 4.571213024, 4.403369831, 3.416209978, 4.369366794, 4.470282584, 4.560396067, 3.8710034, 3.130538462, 4.131276648, 3.229450904, 3.569046516, 4.531986607, 4.041244969, 3.275733705, 3.462298847, 3.310150347, 4.198349061, 4.222436225, 4.082855279, 4.13175504, 3.597459969, 5.113319475, 3.768561963, 3.843848921, 3.827375915, 4.301996499, 3.8515788, 3.47202138, 4.599937358, 4.396651901, 4.808320373, 3.689916615, 3.641497162, 4.671275461, 4.334001444, 4.773503047, 4.048510087, 4.02210291, 2.871947536, 3.923488746, 3.89711586, 3.937862643, 2.685284836, 3.576525915, 4.852842407, 2.935577274, 3.680847338, 3.78493211, 3.228717686, 3.137068975, 2.907094935, 4.789201624, 3.982471513, 2.87459691, 3.713209203, 3.649286158, 4.685017247, 4.778973636, 4.027813842, 4.081802695, 2.995761183, 3.678589399, 3.919302309, 3.634996006, 3.184618662, 4.72402744, 4.106055152, 3.997255378, 3.447017793, 3.834169667, 4.01872661, 4.193324636, 3.456233824, 3.6758488, 4.331863027, 3.60439856, 3.397363093, 4.349778419, 3.086337272, 4.137000388, 2.768851943, 4.129254688, 3.447092896, 3.163091931, 4.116340467, 3.481062133, 3.90447938, 4.124585297, 3.911708668, 5.081210092, 3.873337569, 3.015175299, 3.802511439, 3.45175071, 2.957448757, 3.345570976, 4.243812817, 4.01598664, 3.917451119, 1.920715478, 2.941410754, 3.557813698, 3.373104674, 3.336339382, 4.03438613, 3.89289148, 3.3766875, 3.612239152, 3.467014066, 4.646119977, 4.717102513, 3.634093727, 2.964497876, 3.442799202, 3.549036057, 3.206756698, 2.873007509, 2.735159567, 3.062368145, 2.926940235, 3.393902788, 4.835528667, 3.471919137, 3.850279639, 3.021671822, 3.63770128, 3.023474446, 4.426364081, 3.781823039, 2.972271382, 4.791108745, 2.633419989, 3.722561173, 2.482607771, 2.379076497, 2.969640227, 3.046620189, 2.820097234, 3.452388583, 3.656983927, 3.585160635, 2.898299578, 3.751734552, 4.442054329, 3.12650949, 3.531402303, 3.516051017, 4.089330841, 4.104543202, 2.669941624, 4.288486771, 2.996364526, 3.535802468, 3.872432042, 3.620364988, 3.42014953, 2.709526627, 3.506967574, 3.392050489, 3.701229217, 3.414688423, 3.222080767, 3.350279288, 2.724108202, 3.525806412, 3.202531199, 4.514122441, 3.363411394, 2.905238361, 2.753424169, 3.41450624, 2.479339823, 3.316464745, 3.120568915, 3.53286158, 3.27946626, 4.086566338, 3.629339915, 4.650491269, 3.308443001, 3.863425442, 2.804013693, 3.164943995, 3.982462319, 3.010209778, 2.223993458, 3.826030618, 3.561215271, 3.771420132, 3.366463743, 4.019470352, 3.25174177, 3.049195744, 2.494543647, 3.139526935, 3.43959056, 3.309182328, 3.195625776, 3.218265385, 3.781703565, 3.361612985, 1.810079876, 2.532044062, 3.993656513, 3.669225611, 3.914384667, 3.803364999, 3.5942951, 3.089527782, 3.159754444, 2.782757828, 2.64859677, 3.53712388, 3.357846842, 2.761861926, 3.859817999, 2.910037917, 3.361814624, 2.739200467, 2.367848224, 3.136132716, 2.336484668, 3.315224754, 2.473596121, 1.516575581, 3.182329732, 3.201801722, 2.436958876, 3.552649767, 3.855471685, 2.476139051, 3.958892264, 3.275070681, 2.258686387, 3.471413452, 2.966558885, 2.018194629, 3.755869389, 3.532517165, 1.823595183, 2.602287112, 2.571777835, 2.139403004, 2.562818811, 2.837943164, 3.0130325, 3.811248171, 3.349245383, 3.178952405, 2.727209454, 2.952668958, 3.236732814, 4.078308002, 3.504833486, 2.974736815, 3.5786339, 2.361086947, 1.36267408, 2.910530822, 3.393975043, 2.402453833, 1.726962043, 2.245147787, 3.050712973, 2.117382542, 2.566639844, 2.491671541, 3.205529765, 3.189609942, 1.482359644, 2.924020725, 3.620354589, 1.785173945, 3.202806072, 2.652158305, 2.313349885, 3.261324745, 3.54354705, 3.02267576, 3.519032434, 2.190132185, 1.825884669, 3.072076141, 3.806670949, 2.721735992, 2.789461516, 3.002957023, 2.926396449, 2.267251114, 2.307552421, 2.586967985, 1.55915194, 4.238296188, 3.401522345, 3.198399272, 2.931619535, 2.594189721, 3.107468683, 3.09182687, 2.39907979, 3.215666827, 3.428859904, 2.847709026, 2.412830961, 2.094761669, 4.046423164, 2.779520719, 2.829699575, 2.086348147, 1.767730708, 2.420806161, 2.895075163, 2.783963128, 2.87098691, 2.208813678, 2.627624971, 1.820810618, 3.434559723, 1.623419609, 2.47175067, 2.32055025, 3.287701824, 3.535088428, 3.128638856, 3.088763958, 3.491093337, 2.664034182, 2.877224878, 2.57494847, 2.39516813, 3.108911449, 2.668919773, 1.13047696, 2.094891706, 2.868428182, 2.159676023, 2.214797519, 3.004742536, 2.18201697, 1.494310895, 2.699562055, 1.809229592, 1.715777167, 1.200483857, 1.139093538, 3.53286158, 2.61816531, 0.968622116, 2.921350141, 1.503854421, 1.443515075, 1.847370423, 1.914089924, 1.977007128, 1.707389729, 2.083814192, 0.26990109, 2.252445963, 0.936497597, 1.838210702, 0.80151572, 1.481616627, 1.428823877, 1.084585303 ], "xaxis": "x", "y": [ 497.81193, 708.9351849, 684.163431, 663.0748176, 497.81193, 647.6194557, 640.7861664, 640.5840619, 640.18774, 630.4227632, 630.1567282, 626.0186727, 618.8459704, 497.81193, 616.660286, 614.7296376, 614.7153338, 611.0000251, 608.2718166, 605.0610388, 604.3348401, 599.406092, 597.7398789, 596.516698, 596.4301726, 595.8038189, 594.2744834, 593.915003, 592.6884532, 591.1971782, 590.5627196, 589.0264898, 588.7126055, 587.951054, 585.9318443, 584.105885, 583.977802, 583.0796357, 582.4919237, 581.852344, 581.7987977, 581.3089329, 578.9862586, 578.2416051, 576.8025474, 576.4776072, 576.3111774, 576.0252441, 574.7472197, 574.6548434, 574.4156896, 573.8474377, 573.4158673, 571.4710341, 571.3074949, 571.2160048, 570.6300981, 570.4517259, 570.200409, 568.7175759, 567.4750105, 565.9943634, 564.790969, 563.6728734, 562.0820454, 561.8746577, 561.516532, 560.5601606, 560.4437922, 559.199048, 558.9481124, 558.4272572, 557.634109, 557.6082621, 557.5292736, 557.2526867, 556.2981412, 556.1863689, 555.0683941, 554.900783, 554.7220838, 554.0030934, 553.9946736, 553.6015347, 552.9403455, 551.0230017, 550.8133677, 550.0475806, 549.9041461, 549.8605905, 549.1315733, 549.0082269, 548.5185293, 548.2803202, 547.7099886, 547.3651406, 547.2443434, 547.1907494, 547.1259317, 547.1109824, 546.5566669, 545.9454921, 544.7798637, 544.4092722, 543.3401663, 543.1326263, 542.7115581, 542.4124767, 541.9722038, 541.226584, 541.049831, 540.9957391, 540.2634004, 538.9419745, 537.9157529, 537.8461953, 537.8252823, 537.7731625, 537.2150527, 536.7718994, 536.4231045, 536.1308969, 535.4807752, 535.3216101, 534.7771881, 534.7714849, 534.7057438, 533.5149353, 533.3965538, 533.0400602, 532.9352188, 532.7517876, 532.7248055, 532.7174857, 532.1274491, 530.7667187, 530.3624689, 529.5376653, 529.2300901, 497.81193, 529.0566632, 529.0490041, 528.9336186, 528.4193297, 528.309225, 528.2238094, 527.7837898, 527.7829958, 524.7976276, 524.6379646, 523.6339351, 522.4041413, 522.3374046, 521.8835732, 521.5721748, 521.2407802, 521.1953105, 521.1429518, 520.8987945, 519.3729768, 519.3409891, 518.7864831, 518.064558, 517.1651356, 516.8315567, 515.8288149, 515.5024797, 514.3365583, 514.2395207, 514.0889577, 514.0098178, 513.4505712, 513.1531119, 512.8253581, 512.5525344, 512.1658664, 511.97986, 511.0387861, 510.6617922, 510.5394217, 510.5014785, 510.4013885, 510.1598173, 508.7719067, 508.735741, 507.4418323, 507.3900618, 507.212569, 506.5473071, 506.5363931, 506.42386, 506.3758668, 506.1323424, 505.7711403, 505.2300683, 505.1196375, 505.1133435, 504.8704324, 503.9783791, 503.3878873, 503.2173931, 503.1750852, 502.7710746, 502.4097853, 502.1327892, 502.0925279, 501.9282649, 501.8744303, 501.7492333, 501.2091727, 501.1224915, 501.1002452, 499.1401524, 498.6355985, 497.81193, 497.7786422, 497.5866713, 497.5136833, 497.3895578, 496.9334463, 496.6507081, 496.5540816, 495.2994425, 495.1759504, 494.6871558, 494.6386098, 494.5518611, 493.719193, 493.1812614, 493.1802162, 492.9450531, 492.6060127, 492.5568337, 492.1050524, 491.9115051, 491.0732237, 490.7386321, 490.6004425, 490.2066, 489.9080531, 489.812488, 488.7860611, 488.3875258, 488.270298, 487.6462317, 487.5554581, 487.5475049, 487.379306, 486.9470538, 486.8389348, 486.1637991, 486.0834255, 485.9231305, 484.8769649, 484.5198091, 483.7965221, 483.673308, 483.5431939, 483.1597208, 482.8309859, 482.6024673, 482.3535703, 482.1449969, 479.7319491, 479.7319376, 479.6148117, 479.2474168, 479.2310929, 479.1728515, 478.9514048, 478.8853913, 478.7193569, 478.6009159, 478.584286, 478.2621264, 478.1830597, 478.1703341, 476.7667242, 476.1914133, 476.1392469, 475.7590678, 475.7250679, 475.2634237, 475.0716299, 475.0154071, 474.5323294, 473.9498574, 473.7289665, 473.3604956, 472.9922467, 471.6028844, 470.4527333, 469.3831462, 469.3108615, 468.9135013, 468.6684656, 468.4457372, 467.8009244, 467.5019004, 467.4278485, 466.4211988, 465.8893127, 465.1766233, 463.923513, 463.7459811, 463.591418, 463.4849954, 462.8976362, 462.6565189, 461.9208769, 461.7909591, 461.7807422, 461.6282784, 461.1122484, 460.0612774, 459.2851235, 458.7811317, 458.3769107, 457.8476959, 456.4695101, 453.1695024, 452.627255, 452.3156755, 452.1226251, 451.7278633, 451.6286105, 451.5756852, 451.4574469, 449.0703194, 448.9332932, 448.340425, 448.2298292, 447.6879065, 447.3690272, 447.1876443, 446.4186734, 445.7498412, 445.0621855, 444.9665517, 444.582165, 444.5761441, 444.5455497, 444.2859075, 444.0538266, 443.9656268, 443.4418601, 443.197221, 442.7228916, 442.6672517, 442.3631174, 442.0644138, 441.8966315, 440.0027475, 439.9978799, 439.8912805, 439.0747667, 438.417742, 438.3037078, 436.7205559, 436.5807403, 436.5156057, 436.2834981, 434.144202, 434.0216998, 433.0487691, 432.7207178, 432.4811686, 432.4720613, 431.6177338, 430.5888826, 427.3565308, 427.1993849, 426.775216, 426.1545477, 425.745092, 424.7626355, 424.7287739, 424.675281, 424.2028271, 424.1854943, 423.4705332, 423.3083341, 423.1799917, 422.4267759, 422.3687366, 421.9667942, 421.3266313, 420.9161595, 420.7376732, 419.9387748, 418.6027421, 418.1500811, 416.3583536, 414.9350607, 413.3717831, 413.2959992, 412.0129313, 411.1869636, 410.6029439, 410.0696111, 409.0945262, 409.0704721, 408.9583359, 408.6403511, 408.6201878, 408.2169018, 407.8763782, 407.8040306, 407.7045475, 407.6571788, 407.542168, 404.8245289, 403.8195198, 403.7669021, 402.1671222, 401.0331352, 399.9838716, 398.1634685, 397.4205841, 393.857371, 392.9922559, 392.810345, 392.4973992, 392.2852442, 392.2049334, 390.103273, 388.9405488, 387.5347163, 387.3570727, 385.152338, 385.0950071, 384.6265716, 384.3260571, 382.4161079, 378.4735664, 378.3309069, 376.4968407, 376.3369008, 375.3984554, 374.2696745, 373.8857237, 368.6547849, 357.8637186, 357.8579836, 357.7831107, 357.5914394, 356.6155679, 352.5501082, 350.0582002, 347.7769266, 338.3198626, 330.594446, 327.3779526, 319.9288698, 314.4385183, 308.5277466, 304.1355916, 302.1895478, 298.7620079, 282.4712457, 275.9184207, 266.0863409 ], "yaxis": "y" }, { "hovertemplate": "OLS trendline
Yearly Amount Spent = 59.3439 * Length of Membership + 287.211
R2=0.541260

Length of Membership=%{x}
Yearly Amount Spent=%{y} (trend)", "legendgroup": "", "line": { "color": "red" }, "marker": { "color": "#636efa", "line": { "color": "black", "width": 2 }, "size": 4, "symbol": "circle" }, "mode": "lines", "name": "", "showlegend": false, "type": "scatter", "x": [ 0.26990109, 0.80151572, 0.936497597, 0.968622116, 1.084585303, 1.13047696, 1.139093538, 1.200483857, 1.36267408, 1.428823877, 1.443515075, 1.481616627, 1.482359644, 1.494310895, 1.503854421, 1.516575581, 1.55915194, 1.623419609, 1.707389729, 1.715777167, 1.726962043, 1.767730708, 1.785173945, 1.809229592, 1.810079876, 1.820810618, 1.823595183, 1.825884669, 1.838210702, 1.847370423, 1.914089924, 1.920715478, 1.977007128, 2.018194629, 2.083814192, 2.086348147, 2.094761669, 2.094891706, 2.117382542, 2.139403004, 2.159676023, 2.18201697, 2.190132185, 2.208813678, 2.214797519, 2.223993458, 2.245147787, 2.252445963, 2.258686387, 2.267251114, 2.307552421, 2.313349885, 2.32055025, 2.336484668, 2.361086947, 2.367848224, 2.379076497, 2.39516813, 2.39907979, 2.402453833, 2.412830961, 2.420806161, 2.436958876, 2.47175067, 2.473596121, 2.476139051, 2.479339823, 2.482607771, 2.491671541, 2.494543647, 2.532044062, 2.562818811, 2.566639844, 2.571777835, 2.57494847, 2.586967985, 2.594189721, 2.602287112, 2.61816531, 2.627624971, 2.633419989, 2.64859677, 2.652158305, 2.664034182, 2.668919773, 2.669941624, 2.685284836, 2.699562055, 2.709526627, 2.721735992, 2.724108202, 2.727209454, 2.735159567, 2.739200467, 2.753424169, 2.761861926, 2.768851943, 2.779520719, 2.782757828, 2.783963128, 2.789461516, 2.804013693, 2.820097234, 2.829699575, 2.837943164, 2.847709026, 2.868428182, 2.87098691, 2.871947536, 2.873007509, 2.87459691, 2.877224878, 2.895075163, 2.898299578, 2.905238361, 2.907094935, 2.90900846, 2.910037917, 2.910530822, 2.921350141, 2.924020725, 2.926396449, 2.926940235, 2.931619535, 2.935577274, 2.941410754, 2.952668958, 2.957448757, 2.964497876, 2.966558885, 2.969640227, 2.972271382, 2.974736815, 2.995761183, 2.996364526, 3.002957023, 3.004742536, 3.010209778, 3.0130325, 3.015175299, 3.021671822, 3.02267576, 3.023474446, 3.046540621, 3.046620189, 3.049195744, 3.050712973, 3.062368145, 3.072076141, 3.086337272, 3.088763958, 3.089527782, 3.09182687, 3.107468683, 3.108911449, 3.120178783, 3.120568915, 3.12650949, 3.128638856, 3.130538462, 3.136132716, 3.137068975, 3.139526935, 3.159754444, 3.163091931, 3.164943995, 3.178952405, 3.182329732, 3.184618662, 3.189609942, 3.195625776, 3.198399272, 3.201801722, 3.202531199, 3.202806072, 3.205529765, 3.206756698, 3.215666827, 3.218265385, 3.222080767, 3.228717686, 3.229450904, 3.230973843, 3.236732814, 3.25174177, 3.258112883, 3.261324745, 3.273433578, 3.275070681, 3.275733705, 3.27946626, 3.283663455, 3.287701824, 3.292797663, 3.308443001, 3.309182328, 3.310150347, 3.315224754, 3.316464745, 3.318822279, 3.336339382, 3.345570976, 3.345922321, 3.349245383, 3.350279288, 3.357846842, 3.361612985, 3.361814624, 3.363411394, 3.366463743, 3.371258113, 3.373104674, 3.3766875, 3.392050489, 3.393902788, 3.393975043, 3.397363093, 3.401522345, 3.41450624, 3.414688423, 3.416209978, 3.42014953, 3.428859904, 3.434559723, 3.43959056, 3.442799202, 3.447017793, 3.447092896, 3.45175071, 3.452388583, 3.456233824, 3.462298847, 3.467014066, 3.471413452, 3.471919137, 3.47202138, 3.481062133, 3.488029991, 3.491093337, 3.504833486, 3.506967574, 3.515688256, 3.516051017, 3.519032434, 3.525806412, 3.531402303, 3.532517165, 3.53286158, 3.53286158, 3.53286158, 3.53286158, 3.535088428, 3.535802468, 3.53712388, 3.54354705, 3.549036057, 3.552649767, 3.557813698, 3.561215271, 3.569046516, 3.576525915, 3.5786339, 3.585160635, 3.5942951, 3.597459969, 3.60439856, 3.605933918, 3.606086889, 3.612239152, 3.620354589, 3.620364988, 3.629339915, 3.634093727, 3.634340224, 3.634996006, 3.63770128, 3.641497162, 3.649286158, 3.656983927, 3.663105491, 3.669225611, 3.6758488, 3.678589399, 3.680847338, 3.689916615, 3.701229217, 3.701622287, 3.713209203, 3.722561173, 3.738225173, 3.746572973, 3.751734552, 3.755869389, 3.762070443, 3.768561963, 3.771420132, 3.772969025, 3.781703565, 3.781823039, 3.784273087, 3.78493211, 3.790552137, 3.792711955, 3.798725319, 3.802511439, 3.803364999, 3.806670949, 3.811248171, 3.826030618, 3.827375915, 3.834169667, 3.843848921, 3.850279639, 3.8515788, 3.854473856, 3.855471685, 3.859817999, 3.863425442, 3.864860739, 3.8710034, 3.872432042, 3.873337569, 3.876875177, 3.89289148, 3.89711586, 3.90447938, 3.905250309, 3.911708668, 3.914384667, 3.917451119, 3.918541839, 3.919302309, 3.923488746, 3.930615327, 3.937862643, 3.958892264, 3.969417759, 3.970555628, 3.97452248, 3.982462319, 3.982471513, 3.993656513, 3.997255378, 4.000963586, 4.001786346, 4.003325039, 4.008352235, 4.01598664, 4.01872661, 4.019051427, 4.019470352, 4.02210291, 4.027813842, 4.029453828, 4.03438613, 4.041244969, 4.046423164, 4.048510087, 4.051382465, 4.055775962, 4.06454855, 4.069916619, 4.077775098, 4.078308002, 4.081802695, 4.082620633, 4.082855279, 4.086566338, 4.087837273, 4.089330841, 4.104543202, 4.106055152, 4.113226123, 4.116340467, 4.124585297, 4.125584363, 4.129254688, 4.130562809, 4.131276648, 4.13175504, 4.137000388, 4.158214653, 4.183143662, 4.193324636, 4.195614413, 4.198349061, 4.20590389, 4.214495086, 4.222436225, 4.238296188, 4.243812817, 4.252006106, 4.25698329, 4.288486771, 4.297686524, 4.297737482, 4.301996499, 4.330407444, 4.330714462, 4.331863027, 4.334001444, 4.343062915, 4.349778419, 4.350887844, 4.369366794, 4.389455226, 4.396651901, 4.403369831, 4.426364081, 4.434273435, 4.442054329, 4.446308318, 4.470282584, 4.478712608, 4.490002066, 4.514122441, 4.520353377, 4.531986607, 4.541695257, 4.543332413, 4.559699083, 4.560396067, 4.571213024, 4.574287716, 4.594116865, 4.595522709, 4.599937358, 4.615426307, 4.620416385, 4.626075292, 4.639320332, 4.64325855, 4.646119977, 4.650491269, 4.652854446, 4.662845304, 4.664258497, 4.671275461, 4.685017247, 4.712233579, 4.716104987, 4.717102513, 4.72402744, 4.729484542, 4.74257752, 4.746989703, 4.773503047, 4.778973636, 4.789201624, 4.791108745, 4.794312263, 4.808320373, 4.835528667, 4.852842407, 4.978475793, 5.038107494, 5.049927475, 5.081210092, 5.113319475, 5.405406467, 5.453969475, 5.705940717 ], "xaxis": "x", "y": [ 303.22830279371203, 334.7763978327771, 342.7867512802497, 344.69314610331213, 351.574855969929, 354.2982467023025, 354.809588201041, 358.4527302610902, 368.07773356397365, 372.003321696435, 372.8751549466632, 375.1362503262841, 375.18034386624487, 375.8895779262325, 376.4559281511234, 377.2108516277161, 379.7374995872528, 383.55139486991493, 388.5345107901854, 389.032254223541, 389.6960085883299, 392.11538090326377, 393.1505309303895, 394.5780872746952, 394.62854645871386, 395.2653507326212, 395.43059772979746, 395.5664647993674, 396.29793989165114, 396.8415136240733, 400.80091022402576, 401.1940965576646, 404.534663622393, 406.97889130658893, 410.8730132760049, 411.02338809387754, 411.5226794539917, 411.5303963590637, 412.86509068761524, 414.17187118005603, 415.3749515583006, 416.70075088631893, 417.18233954027016, 418.2909725299898, 418.64607709994243, 419.19180015038864, 420.4471809170535, 420.8802832755417, 421.2506144860203, 421.75887894326377, 424.1505164033438, 424.4945606318812, 424.9218585024006, 425.86746929843184, 427.32746492735123, 427.7287055955801, 428.39503530838084, 429.3499758584891, 429.58210908898445, 429.78233802028734, 430.39815745395595, 430.87143706922075, 431.8300024645315, 433.89468383662165, 434.0042001295384, 434.15510755907565, 434.3450539103534, 434.53898674867037, 435.0768663728113, 435.2473083959179, 437.4727299506716, 439.2990241334621, 439.52577920269607, 439.83068771956255, 440.01884562318196, 440.73213073639164, 441.1606968457837, 441.64122775373954, 442.58350223469785, 443.14487558190115, 443.488774655215, 444.38942430320355, 444.60077974439025, 445.3055408158985, 445.59547092784817, 445.6561115698556, 446.5666378854699, 447.4139039998459, 448.0052407440578, 448.72979230011003, 448.8705685359571, 449.0546089805101, 449.5263998349027, 449.7662026733674, 450.6102928792809, 451.11102243924904, 451.5258374352936, 452.1589644039749, 452.3510671352029, 452.42259435963354, 452.748890246535, 453.61247344593136, 454.56693378505463, 455.13677432248585, 455.6259811925733, 456.20552570682867, 457.4350816026422, 457.58692654739684, 457.64393385802146, 457.70683680887294, 457.801158091572, 457.9571120092128, 459.0164178594946, 459.2077672790269, 459.61954184877385, 459.72971822409113, 459.84327429488553, 459.9043663067338, 459.9336172206622, 460.57567800079903, 460.73416091885156, 460.87514568922666, 460.90741608104963, 461.18510407680003, 461.4199718156954, 461.7661533747855, 462.43425931039747, 462.7179113105684, 463.1362336508578, 463.2585420000625, 463.4414009072071, 463.5975439539146, 463.7438524078344, 464.99152077956506, 465.0273255171155, 465.41855011885525, 465.52450945601174, 465.8489570172415, 466.0164684002989, 466.14363048856126, 466.52915961710966, 466.58873723151305, 466.63613438804794, 468.0049715870688, 468.0096934639405, 468.1625369888043, 468.2525753022495, 468.9442388743237, 469.5203493934169, 470.3666607828393, 470.51066983796625, 470.5559981468299, 470.692435036701, 471.62068150559014, 471.70630089286533, 472.37494863844915, 472.39810059988747, 472.7506375958815, 472.8770025172926, 472.98973258009164, 473.3217175310413, 473.3772788084147, 473.5231437852349, 474.72352342176885, 474.9215829768034, 475.03149171105025, 475.8628056461581, 476.0632294628879, 476.1990635372394, 476.4952656485443, 476.8522688084672, 477.0168589278145, 477.2187736417976, 477.2620636651079, 477.2783757058952, 477.44001032009163, 477.51282133150147, 478.0415832967287, 478.1957919097394, 478.4222116264924, 478.8160724037599, 478.8595844326677, 478.949961599885, 479.29172150298473, 480.18241175792593, 480.5604985657111, 480.7511030410401, 481.46968863432255, 481.5668407406006, 481.60618718252454, 481.82769162057684, 482.0767696167138, 482.3164222557219, 482.6188293077546, 483.5472849639549, 483.59115952485797, 483.6486055650688, 483.9497407582498, 484.02332668254155, 484.16323198704725, 485.202765512024, 485.75060446986845, 485.77145465875714, 485.9686581777737, 486.0300141513694, 486.47910245581517, 486.7026001373871, 486.7145661856796, 486.8093247737108, 486.9904631226392, 487.2749798230401, 487.384561987706, 487.59718092025196, 488.5088808805335, 488.6188035606012, 488.6230914554002, 488.82415161696326, 489.0709779268175, 489.8414931277201, 489.85230458074295, 489.94259961597777, 490.17638806703553, 490.6932957879118, 491.03154537957084, 491.3300949582422, 491.52050834615505, 491.7708560647627, 491.7753129710403, 492.05172590336747, 492.0895797864083, 492.31777145321047, 492.6776936811185, 492.9575132510615, 493.21859005333374, 493.24859938253496, 493.25466688274855, 493.7911805879276, 494.204680582092, 494.3864715360873, 495.201865812394, 495.3285109557862, 495.84603039376975, 495.867558052827, 496.04448701896, 496.44648141429207, 496.7785635112356, 496.84472379040517, 496.8651627259418, 496.8651627259418, 496.8651627259418, 496.8651627259418, 496.9973126111727, 497.03968654242, 497.11810430786363, 497.499280381991, 497.82501956359727, 498.0394712737084, 498.3459191718093, 498.54778184117623, 499.0125186027176, 499.45637544406725, 499.58147153316645, 499.9687935601671, 500.5108685025949, 500.69868422918273, 501.11044740489746, 501.2015615642331, 501.2106394627218, 501.5757388540409, 502.0573406823419, 502.0579577997457, 502.59056513217496, 502.87267496194744, 502.887303059716, 502.9262197329854, 503.08676129155515, 503.31202380190604, 503.77425334225353, 504.2310691149887, 504.59434670736744, 504.9575386071285, 505.3505845924011, 505.5132224748762, 505.6472174218633, 506.185423852961, 506.8567579790273, 506.8800842928968, 507.5676972865002, 508.1226798278243, 509.0522429602233, 509.54763411935505, 509.8539424405607, 510.0993198686556, 510.4673147090805, 510.85254694000685, 511.0221618869275, 511.11407926619404, 511.632421092194, 511.63951114745964, 511.78490659520014, 511.8240156021079, 512.1575300238576, 512.2857020862613, 512.6425586667066, 512.8672418617294, 512.9178954564237, 513.1140834823145, 513.3857137695978, 514.2629620930045, 514.3427972879308, 514.7459651498986, 515.3203700060991, 515.70199400812, 515.779091312043, 515.9508952780689, 516.0101103604768, 516.2680376623301, 516.4821174641069, 516.5672936116581, 516.931823182676, 517.0166043964526, 517.0703419165363, 517.2802774357958, 518.230747608557, 518.4814388691062, 518.9184189965757, 518.9641689439773, 519.347433271237, 519.5062375366058, 519.6882128128105, 519.7529404111104, 519.7980696804731, 520.0465092547396, 520.4694284936093, 520.8995126204252, 522.1474927257574, 522.7721168385159, 522.8396424432082, 523.0750509832288, 523.5462321382073, 523.54677774619, 524.2105394696247, 524.4241102192724, 524.6441698109518, 524.69299561297, 524.7843076842723, 525.0826411917382, 525.5356966964497, 525.6982972516003, 525.7175731650309, 525.7424338159017, 525.8986601221263, 526.2375692027466, 526.3348923975404, 526.6275945232463, 527.0346249028084, 527.3419192825564, 527.4657654700536, 527.6362236347059, 527.8969509606447, 528.4175507040388, 528.7361129508834, 529.2024658846891, 529.2340904959958, 529.4414792710119, 529.4900189166572, 529.503943729653, 529.7241725108427, 529.7995947733348, 529.8882289503349, 530.790990054928, 530.8807150918298, 531.3062686072219, 531.49108598235, 531.9803664982398, 532.0396549890744, 532.2574664551062, 532.3350954805351, 532.3774574836548, 532.4058471393005, 532.7171266411776, 533.9760642449149, 535.4554493121801, 536.0596281989467, 536.1955125375969, 536.3577972644156, 536.8061304175042, 537.3159656489146, 537.7872239509866, 538.7284162955991, 539.0557946749099, 539.5420165459192, 539.8373821453551, 541.7069221402371, 542.2528715283869, 542.255895575763, 542.508642331602, 544.1946591235208, 544.2128787745538, 544.2810391217936, 544.4079411650071, 544.9456843574803, 545.3442086765481, 545.4100463028352, 546.5066595973606, 547.6987858598033, 548.125864751265, 548.5245330386781, 549.8891019263929, 550.3584739820294, 550.8202227179529, 551.0726710925718, 552.4953979694823, 552.9956686229322, 553.665629293359, 555.0970268507924, 555.4667950061767, 556.1571564540009, 556.7333057840165, 556.8304610355221, 557.8017233588201, 557.8430851202012, 558.4850057300036, 558.6674700000931, 559.8442093934311, 559.9276376845638, 560.1896202530573, 561.108795173257, 561.4049259531724, 561.7407476664561, 562.5267602348389, 562.7604695211099, 562.9302778105157, 563.1896874047541, 563.3299275869894, 563.9228242454312, 564.0066886550178, 564.4231027916221, 565.2385942139227, 566.8537179898631, 567.083462508969, 567.1426596101699, 567.5536119105882, 567.877457724489, 568.6544463380046, 568.9162825643962, 570.4896882780716, 570.8143344633951, 571.4213033451251, 571.5344793774683, 571.7245886871451, 572.5558848190774, 574.1705315886045, 575.197996756374, 582.6535741200134, 586.1923528975823, 586.8937968814469, 588.7502299412117, 590.6557265347305, 607.9893130526384, 610.8712322198496, 625.82419295708 ], "yaxis": "y" } ], "layout": { "autosize": true, "height": 360, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "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" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "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" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ -0.04609889604229428, 6.0219407030422945 ], "title": { "text": "Length of Membership" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 233.79527935833332, 741.2262464416666 ], "title": { "text": "Yearly Amount Spent" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the scatterplot without the influential points\n", "\n", "fig_without_outliers = px.scatter(customers_clean, x=\"Length of Membership\", y=\"Yearly Amount Spent\",trendline=\"ols\")\n", "\n", "# Update the marker size, add a black outline, and set the marker shape to square\n", "fig_without_outliers.update_traces(marker=dict(symbol=\"circle\",\n", " size=4, # Set marker size\n", " line=dict(width=2, color='black') # Black outline\n", " ))\n", "\n", "# Update the trendline color to red\n", "fig_without_outliers.update_traces(line=dict(color='red'))\n", "fig_without_outliers.show() #plot sactter plot between \"Length of Membership\",\"Yearly Amount Spent\"" ] }, { "cell_type": "markdown", "metadata": { "id": "YuI8J9KDAaJ_" }, "source": [ "#### Plotting linear model plot (using plotly's scatter) of Yearly Amount Spent vs. Length of Membership before and after removal of outliers" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "HGz5wtj9AaJ_", "outputId": "17793824-9e0e-462c-a6c5-0399de6a3bb1", "tags": [] }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Length of Membership=%{x}
Yearly Amount Spent=%{y}", "legendgroup": "", "line": { "color": "red" }, "marker": { "color": "#636efa", "line": { "color": "black", "width": 2 }, "size": 4, "symbol": "circle" }, "mode": "markers", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 5.377593584, 6.922689335, 3.53286158, 5.066696864, 5.705940717, 5.705153971, 5.566384892, 5.320093864, 3.53286158, 6.115198946, 4.968742674, 5.840505876, 5.405406467, 5.039955264, 4.978475793, 6.076653638, 4.077775098, 5.485976734, 5.453969475, 4.794312263, 3.930615327, 5.493507201, 4.750360071, 4.297686524, 4.490002066, 5.007271987, 5.41235784, 3.634340224, 4.648199316, 3.605933918, 4.639320332, 5.049927475, 4.594116865, 4.252006106, 4.802630631, 4.632460946, 4.125584363, 4.693732058, 4.574287716, 4.06454855, 5.226687713, 4.389455226, 4.446308318, 4.019051427, 4.069916619, 4.130562809, 4.694322274, 3.864860739, 5.038107494, 3.876875177, 5.137816746, 5.004820577, 4.350887844, 5.000243361, 5.254708926, 4.214495086, 4.330714462, 4.620416385, 4.343062915, 4.082620633, 5.462500764, 5.084861309, 3.606086889, 5.454463278, 4.008352235, 3.790552137, 4.000963586, 3.371258113, 3.120178783, 3.969417759, 4.330407444, 4.055775962, 3.258112883, 4.985204971, 4.806349619, 4.716104987, 4.712233579, 3.292797663, 4.615426307, 4.029453828, 3.792711955, 4.652854446, 3.746572973, 3.918541839, 4.920318406, 4.297737482, 3.798725319, 3.762070443, 4.664258497, 3.854473856, 3.273433578, 4.541695257, 4.25698329, 4.158214653, 3.515688256, 4.113226123, 5.314354141, 4.746989703, 4.195614413, 4.051382465, 4.478712608, 4.559699083, 4.20590389, 4.543332413, 2.90900846, 4.729484542, 3.772969025, 3.230973843, 4.626075292, 3.738225173, 4.595522709, 5.391275125, 4.003325039, 4.087837273, 4.74257752, 3.784273087, 3.701622287, 4.001786346, 3.905250309, 4.958264473, 4.183143662, 3.046540621, 4.520353377, 4.434273435, 3.663105491, 4.662845304, 3.318822279, 3.97452248, 3.283663455, 3.488029991, 3.970555628, 4.64325855, 3.345922321, 4.571213024, 4.403369831, 3.416209978, 4.369366794, 4.470282584, 4.560396067, 3.8710034, 3.130538462, 4.131276648, 3.229450904, 3.569046516, 4.531986607, 4.041244969, 3.275733705, 3.462298847, 3.310150347, 5.023934201, 4.198349061, 4.222436225, 4.082855279, 4.13175504, 3.597459969, 5.113319475, 3.768561963, 3.843848921, 3.827375915, 4.301996499, 3.8515788, 3.47202138, 4.599937358, 4.396651901, 4.808320373, 3.689916615, 3.641497162, 4.671275461, 4.334001444, 4.773503047, 4.048510087, 5.047022551, 4.02210291, 2.871947536, 3.923488746, 3.89711586, 3.937862643, 2.685284836, 3.576525915, 4.852842407, 2.935577274, 3.680847338, 3.78493211, 3.228717686, 3.137068975, 2.907094935, 4.789201624, 3.982471513, 2.87459691, 3.713209203, 3.649286158, 4.685017247, 4.778973636, 4.027813842, 4.081802695, 2.995761183, 3.678589399, 3.919302309, 3.634996006, 3.184618662, 4.72402744, 4.106055152, 3.997255378, 3.447017793, 3.834169667, 4.01872661, 4.193324636, 3.456233824, 3.6758488, 4.331863027, 3.60439856, 3.397363093, 4.349778419, 3.086337272, 4.137000388, 2.768851943, 4.129254688, 3.447092896, 3.163091931, 4.116340467, 3.481062133, 3.90447938, 4.124585297, 3.911708668, 5.081210092, 3.873337569, 3.015175299, 3.802511439, 3.45175071, 2.957448757, 3.345570976, 4.243812817, 4.01598664, 3.917451119, 1.920715478, 2.941410754, 3.557813698, 3.373104674, 3.336339382, 4.03438613, 3.89289148, 3.3766875, 3.612239152, 3.467014066, 4.646119977, 4.717102513, 3.634093727, 2.964497876, 3.442799202, 3.549036057, 3.206756698, 2.873007509, 2.735159567, 3.062368145, 2.926940235, 3.393902788, 4.835528667, 3.471919137, 3.850279639, 3.021671822, 3.63770128, 3.023474446, 4.426364081, 3.781823039, 2.972271382, 4.791108745, 2.633419989, 3.722561173, 2.482607771, 2.379076497, 2.969640227, 3.046620189, 2.820097234, 3.452388583, 3.656983927, 3.585160635, 2.898299578, 3.751734552, 4.442054329, 3.12650949, 3.531402303, 3.516051017, 4.089330841, 4.104543202, 2.669941624, 4.288486771, 2.996364526, 3.535802468, 3.872432042, 3.620364988, 3.42014953, 2.709526627, 3.506967574, 3.392050489, 3.701229217, 3.414688423, 3.222080767, 3.350279288, 2.724108202, 3.525806412, 3.202531199, 4.514122441, 3.363411394, 2.905238361, 2.753424169, 3.41450624, 2.479339823, 3.316464745, 3.120568915, 3.53286158, 3.27946626, 4.086566338, 3.629339915, 4.650491269, 3.308443001, 3.863425442, 2.804013693, 3.164943995, 3.982462319, 3.010209778, 2.223993458, 3.826030618, 3.561215271, 3.771420132, 3.366463743, 4.019470352, 3.25174177, 3.049195744, 2.494543647, 3.139526935, 3.43959056, 3.309182328, 3.195625776, 3.218265385, 3.781703565, 3.361612985, 1.810079876, 2.532044062, 3.993656513, 3.669225611, 3.914384667, 3.803364999, 3.5942951, 3.089527782, 3.159754444, 2.782757828, 2.64859677, 3.53712388, 3.357846842, 2.761861926, 3.859817999, 2.910037917, 3.361814624, 2.739200467, 2.367848224, 3.136132716, 2.336484668, 3.315224754, 2.473596121, 1.516575581, 3.182329732, 3.201801722, 2.436958876, 3.552649767, 3.855471685, 2.476139051, 3.958892264, 3.275070681, 2.258686387, 3.471413452, 2.966558885, 2.018194629, 3.755869389, 3.532517165, 1.823595183, 2.602287112, 2.571777835, 2.139403004, 2.562818811, 2.837943164, 3.0130325, 3.811248171, 3.349245383, 3.178952405, 2.727209454, 2.952668958, 3.236732814, 4.078308002, 3.504833486, 2.974736815, 3.5786339, 2.361086947, 1.36267408, 2.910530822, 3.393975043, 2.402453833, 1.726962043, 2.245147787, 3.050712973, 2.117382542, 2.566639844, 2.491671541, 3.205529765, 3.189609942, 1.482359644, 2.924020725, 3.620354589, 1.785173945, 3.202806072, 2.652158305, 2.313349885, 3.261324745, 3.54354705, 3.02267576, 3.519032434, 2.190132185, 1.825884669, 3.072076141, 3.806670949, 2.721735992, 2.789461516, 3.002957023, 2.926396449, 2.267251114, 2.307552421, 2.586967985, 1.55915194, 4.238296188, 3.401522345, 3.198399272, 2.931619535, 2.594189721, 3.107468683, 3.09182687, 2.39907979, 3.215666827, 3.428859904, 2.847709026, 2.412830961, 2.094761669, 4.046423164, 2.779520719, 2.829699575, 2.086348147, 1.767730708, 2.420806161, 2.895075163, 2.783963128, 2.87098691, 2.208813678, 2.627624971, 1.820810618, 3.434559723, 1.623419609, 2.47175067, 2.32055025, 3.287701824, 3.535088428, 3.128638856, 3.088763958, 3.491093337, 2.664034182, 2.877224878, 2.57494847, 2.39516813, 3.108911449, 2.668919773, 1.13047696, 2.094891706, 2.868428182, 2.159676023, 2.214797519, 3.004742536, 2.18201697, 1.494310895, 2.699562055, 1.809229592, 1.715777167, 1.200483857, 1.139093538, 3.53286158, 2.61816531, 0.968622116, 2.921350141, 1.503854421, 1.443515075, 1.847370423, 1.914089924, 1.977007128, 1.707389729, 2.083814192, 0.26990109, 2.252445963, 0.936497597, 1.838210702, 0.80151572, 1.481616627, 1.428823877, 1.084585303, 0.789519908 ], "xaxis": "x", "y": [ 765.5184619, 744.2218671, 497.81193, 712.3963268, 708.9351849, 700.9170916, 497.81193, 689.2356998, 684.163431, 669.9871405, 666.1255917, 663.8036933, 663.0748176, 662.9610878, 497.81193, 657.0199239, 647.6194557, 642.1015787, 640.7861664, 640.5840619, 640.18774, 637.1024479, 632.1235881, 630.4227632, 630.1567282, 628.0478039, 627.6033187, 626.0186727, 619.8956399, 618.8459704, 497.81193, 616.660286, 614.7296376, 614.7153338, 613.5993234, 612.3852299, 611.0000251, 610.1280331, 608.2718166, 605.0610388, 604.8413188, 604.3348401, 599.406092, 597.7398789, 596.516698, 596.4301726, 595.8228367, 595.8038189, 594.2744834, 593.915003, 593.1564015, 593.0772413, 592.6884532, 591.7810894, 591.4377356, 591.1971782, 590.5627196, 589.0264898, 588.7126055, 587.951054, 587.5747995, 586.1558702, 585.9318443, 584.2183135, 584.105885, 583.977802, 583.0796357, 582.4919237, 581.852344, 581.7987977, 581.3089329, 578.9862586, 578.2416051, 577.7360249, 577.273455, 576.8025474, 576.4776072, 576.3111774, 576.0252441, 574.7472197, 574.6548434, 574.4156896, 573.8474377, 573.4158673, 573.3062223, 571.4710341, 571.3074949, 571.2160048, 570.6300981, 570.4517259, 570.200409, 568.7175759, 567.4750105, 565.9943634, 564.790969, 563.6728734, 563.4460357, 562.0820454, 561.8746577, 561.516532, 560.5601606, 560.4437922, 559.199048, 558.9481124, 558.4272572, 557.634109, 557.6082621, 557.5292736, 557.2526867, 556.2981412, 556.1863689, 555.8925954, 555.0683941, 554.900783, 554.7220838, 554.0030934, 553.9946736, 553.6015347, 552.9403455, 551.6201455, 551.0230017, 550.8133677, 550.0475806, 549.9041461, 549.8605905, 549.1315733, 549.0082269, 548.5185293, 548.2803202, 547.7099886, 547.3651406, 547.2443434, 547.1907494, 547.1259317, 547.1109824, 546.5566669, 545.9454921, 544.7798637, 544.4092722, 543.3401663, 543.1326263, 542.7115581, 542.4124767, 541.9722038, 541.226584, 541.049831, 540.9957391, 540.2634004, 538.9419745, 538.7749335, 537.9157529, 537.8461953, 537.8252823, 537.7731625, 537.2150527, 536.7718994, 536.4231045, 536.1308969, 535.4807752, 535.3216101, 534.7771881, 534.7714849, 534.7057438, 533.5149353, 533.3965538, 533.0400602, 532.9352188, 532.7517876, 532.7248055, 532.7174857, 532.1274491, 531.9615505, 530.7667187, 530.3624689, 529.5376653, 529.2300901, 497.81193, 529.0566632, 529.0490041, 528.9336186, 528.4193297, 528.309225, 528.2238094, 527.7837898, 527.7829958, 524.7976276, 524.6379646, 523.6339351, 522.4041413, 522.3374046, 521.8835732, 521.5721748, 521.2407802, 521.1953105, 521.1429518, 520.8987945, 519.3729768, 519.3409891, 518.7864831, 518.064558, 517.1651356, 516.8315567, 515.8288149, 515.5024797, 514.3365583, 514.2395207, 514.0889577, 514.0098178, 513.4505712, 513.1531119, 512.8253581, 512.5525344, 512.1658664, 511.97986, 511.0387861, 510.6617922, 510.5394217, 510.5014785, 510.4013885, 510.1598173, 508.7719067, 508.735741, 507.4418323, 507.3900618, 507.212569, 506.5473071, 506.5363931, 506.42386, 506.3758668, 506.1323424, 505.7711403, 505.2300683, 505.1196375, 505.1133435, 504.8704324, 503.9783791, 503.3878873, 503.2173931, 503.1750852, 502.7710746, 502.4097853, 502.1327892, 502.0925279, 501.9282649, 501.8744303, 501.7492333, 501.2091727, 501.1224915, 501.1002452, 499.1401524, 498.6355985, 497.81193, 497.7786422, 497.5866713, 497.5136833, 497.3895578, 496.9334463, 496.6507081, 496.5540816, 495.2994425, 495.1759504, 494.6871558, 494.6386098, 494.5518611, 493.719193, 493.1812614, 493.1802162, 492.9450531, 492.6060127, 492.5568337, 492.1050524, 491.9115051, 491.0732237, 490.7386321, 490.6004425, 490.2066, 489.9080531, 489.812488, 488.7860611, 488.3875258, 488.270298, 487.6462317, 487.5554581, 487.5475049, 487.379306, 486.9470538, 486.8389348, 486.1637991, 486.0834255, 485.9231305, 484.8769649, 484.5198091, 483.7965221, 483.673308, 483.5431939, 483.1597208, 482.8309859, 482.6024673, 482.3535703, 482.1449969, 479.7319491, 479.7319376, 479.6148117, 479.2474168, 479.2310929, 479.1728515, 478.9514048, 478.8853913, 478.7193569, 478.6009159, 478.584286, 478.2621264, 478.1830597, 478.1703341, 476.7667242, 476.1914133, 476.1392469, 475.7590678, 475.7250679, 475.2634237, 475.0716299, 475.0154071, 474.5323294, 473.9498574, 473.7289665, 473.3604956, 472.9922467, 471.6028844, 470.4527333, 469.3831462, 469.3108615, 468.9135013, 468.6684656, 468.4457372, 467.8009244, 467.5019004, 467.4278485, 466.4211988, 465.8893127, 465.1766233, 463.923513, 463.7459811, 463.591418, 463.4849954, 462.8976362, 462.6565189, 461.9208769, 461.7909591, 461.7807422, 461.6282784, 461.1122484, 460.0612774, 459.2851235, 458.7811317, 458.3769107, 457.8476959, 456.4695101, 453.1695024, 452.627255, 452.3156755, 452.1226251, 451.7278633, 451.6286105, 451.5756852, 451.4574469, 449.0703194, 448.9332932, 448.340425, 448.2298292, 447.6879065, 447.3690272, 447.1876443, 446.4186734, 445.7498412, 445.0621855, 444.9665517, 444.582165, 444.5761441, 444.5455497, 444.2859075, 444.0538266, 443.9656268, 443.4418601, 443.197221, 442.7228916, 442.6672517, 442.3631174, 442.0644138, 441.8966315, 440.0027475, 439.9978799, 439.8912805, 439.0747667, 438.417742, 438.3037078, 436.7205559, 436.5807403, 436.5156057, 436.2834981, 434.144202, 434.0216998, 433.0487691, 432.7207178, 432.4811686, 432.4720613, 431.6177338, 430.5888826, 427.3565308, 427.1993849, 426.775216, 426.1545477, 425.745092, 424.7626355, 424.7287739, 424.675281, 424.2028271, 424.1854943, 423.4705332, 423.3083341, 423.1799917, 422.4267759, 422.3687366, 421.9667942, 421.3266313, 420.9161595, 420.7376732, 419.9387748, 418.6027421, 418.1500811, 416.3583536, 414.9350607, 413.3717831, 413.2959992, 412.0129313, 411.1869636, 410.6029439, 410.0696111, 409.0945262, 409.0704721, 408.9583359, 408.6403511, 408.6201878, 408.2169018, 407.8763782, 407.8040306, 407.7045475, 407.6571788, 407.542168, 404.8245289, 403.8195198, 403.7669021, 402.1671222, 401.0331352, 399.9838716, 398.1634685, 397.4205841, 393.857371, 392.9922559, 392.810345, 392.4973992, 392.2852442, 392.2049334, 390.103273, 388.9405488, 387.5347163, 387.3570727, 385.152338, 385.0950071, 384.6265716, 384.3260571, 382.4161079, 378.4735664, 378.3309069, 376.4968407, 376.3369008, 375.3984554, 374.2696745, 373.8857237, 368.6547849, 357.8637186, 357.8579836, 357.7831107, 357.5914394, 356.6155679, 352.5501082, 350.0582002, 347.7769266, 338.3198626, 330.594446, 327.3779526, 319.9288698, 314.4385183, 308.5277466, 304.1355916, 302.1895478, 298.7620079, 282.4712457, 275.9184207, 266.0863409, 25006.67058 ], "yaxis": "y" }, { "hovertemplate": "OLS trendline
Yearly Amount Spent = -79.2642 * Length of Membership + 826.949
R2=0.004993

Length of Membership=%{x}
Yearly Amount Spent=%{y} (trend)", "legendgroup": "", "line": { "color": "red" }, "marker": { "color": "#636efa", "line": { "color": "black", "width": 2 }, "size": 4, "symbol": "circle" }, "mode": "lines", "name": "", "showlegend": false, "type": "scatter", "x": [ 0.26990109, 0.789519908, 0.80151572, 0.936497597, 0.968622116, 1.084585303, 1.13047696, 1.139093538, 1.200483857, 1.36267408, 1.428823877, 1.443515075, 1.481616627, 1.482359644, 1.494310895, 1.503854421, 1.516575581, 1.55915194, 1.623419609, 1.707389729, 1.715777167, 1.726962043, 1.767730708, 1.785173945, 1.809229592, 1.810079876, 1.820810618, 1.823595183, 1.825884669, 1.838210702, 1.847370423, 1.914089924, 1.920715478, 1.977007128, 2.018194629, 2.083814192, 2.086348147, 2.094761669, 2.094891706, 2.117382542, 2.139403004, 2.159676023, 2.18201697, 2.190132185, 2.208813678, 2.214797519, 2.223993458, 2.245147787, 2.252445963, 2.258686387, 2.267251114, 2.307552421, 2.313349885, 2.32055025, 2.336484668, 2.361086947, 2.367848224, 2.379076497, 2.39516813, 2.39907979, 2.402453833, 2.412830961, 2.420806161, 2.436958876, 2.47175067, 2.473596121, 2.476139051, 2.479339823, 2.482607771, 2.491671541, 2.494543647, 2.532044062, 2.562818811, 2.566639844, 2.571777835, 2.57494847, 2.586967985, 2.594189721, 2.602287112, 2.61816531, 2.627624971, 2.633419989, 2.64859677, 2.652158305, 2.664034182, 2.668919773, 2.669941624, 2.685284836, 2.699562055, 2.709526627, 2.721735992, 2.724108202, 2.727209454, 2.735159567, 2.739200467, 2.753424169, 2.761861926, 2.768851943, 2.779520719, 2.782757828, 2.783963128, 2.789461516, 2.804013693, 2.820097234, 2.829699575, 2.837943164, 2.847709026, 2.868428182, 2.87098691, 2.871947536, 2.873007509, 2.87459691, 2.877224878, 2.895075163, 2.898299578, 2.905238361, 2.907094935, 2.90900846, 2.910037917, 2.910530822, 2.921350141, 2.924020725, 2.926396449, 2.926940235, 2.931619535, 2.935577274, 2.941410754, 2.952668958, 2.957448757, 2.964497876, 2.966558885, 2.969640227, 2.972271382, 2.974736815, 2.995761183, 2.996364526, 3.002957023, 3.004742536, 3.010209778, 3.0130325, 3.015175299, 3.021671822, 3.02267576, 3.023474446, 3.046540621, 3.046620189, 3.049195744, 3.050712973, 3.062368145, 3.072076141, 3.086337272, 3.088763958, 3.089527782, 3.09182687, 3.107468683, 3.108911449, 3.120178783, 3.120568915, 3.12650949, 3.128638856, 3.130538462, 3.136132716, 3.137068975, 3.139526935, 3.159754444, 3.163091931, 3.164943995, 3.178952405, 3.182329732, 3.184618662, 3.189609942, 3.195625776, 3.198399272, 3.201801722, 3.202531199, 3.202806072, 3.205529765, 3.206756698, 3.215666827, 3.218265385, 3.222080767, 3.228717686, 3.229450904, 3.230973843, 3.236732814, 3.25174177, 3.258112883, 3.261324745, 3.273433578, 3.275070681, 3.275733705, 3.27946626, 3.283663455, 3.287701824, 3.292797663, 3.308443001, 3.309182328, 3.310150347, 3.315224754, 3.316464745, 3.318822279, 3.336339382, 3.345570976, 3.345922321, 3.349245383, 3.350279288, 3.357846842, 3.361612985, 3.361814624, 3.363411394, 3.366463743, 3.371258113, 3.373104674, 3.3766875, 3.392050489, 3.393902788, 3.393975043, 3.397363093, 3.401522345, 3.41450624, 3.414688423, 3.416209978, 3.42014953, 3.428859904, 3.434559723, 3.43959056, 3.442799202, 3.447017793, 3.447092896, 3.45175071, 3.452388583, 3.456233824, 3.462298847, 3.467014066, 3.471413452, 3.471919137, 3.47202138, 3.481062133, 3.488029991, 3.491093337, 3.504833486, 3.506967574, 3.515688256, 3.516051017, 3.519032434, 3.525806412, 3.531402303, 3.532517165, 3.53286158, 3.53286158, 3.53286158, 3.53286158, 3.535088428, 3.535802468, 3.53712388, 3.54354705, 3.549036057, 3.552649767, 3.557813698, 3.561215271, 3.569046516, 3.576525915, 3.5786339, 3.585160635, 3.5942951, 3.597459969, 3.60439856, 3.605933918, 3.606086889, 3.612239152, 3.620354589, 3.620364988, 3.629339915, 3.634093727, 3.634340224, 3.634996006, 3.63770128, 3.641497162, 3.649286158, 3.656983927, 3.663105491, 3.669225611, 3.6758488, 3.678589399, 3.680847338, 3.689916615, 3.701229217, 3.701622287, 3.713209203, 3.722561173, 3.738225173, 3.746572973, 3.751734552, 3.755869389, 3.762070443, 3.768561963, 3.771420132, 3.772969025, 3.781703565, 3.781823039, 3.784273087, 3.78493211, 3.790552137, 3.792711955, 3.798725319, 3.802511439, 3.803364999, 3.806670949, 3.811248171, 3.826030618, 3.827375915, 3.834169667, 3.843848921, 3.850279639, 3.8515788, 3.854473856, 3.855471685, 3.859817999, 3.863425442, 3.864860739, 3.8710034, 3.872432042, 3.873337569, 3.876875177, 3.89289148, 3.89711586, 3.90447938, 3.905250309, 3.911708668, 3.914384667, 3.917451119, 3.918541839, 3.919302309, 3.923488746, 3.930615327, 3.937862643, 3.958892264, 3.969417759, 3.970555628, 3.97452248, 3.982462319, 3.982471513, 3.993656513, 3.997255378, 4.000963586, 4.001786346, 4.003325039, 4.008352235, 4.01598664, 4.01872661, 4.019051427, 4.019470352, 4.02210291, 4.027813842, 4.029453828, 4.03438613, 4.041244969, 4.046423164, 4.048510087, 4.051382465, 4.055775962, 4.06454855, 4.069916619, 4.077775098, 4.078308002, 4.081802695, 4.082620633, 4.082855279, 4.086566338, 4.087837273, 4.089330841, 4.104543202, 4.106055152, 4.113226123, 4.116340467, 4.124585297, 4.125584363, 4.129254688, 4.130562809, 4.131276648, 4.13175504, 4.137000388, 4.158214653, 4.183143662, 4.193324636, 4.195614413, 4.198349061, 4.20590389, 4.214495086, 4.222436225, 4.238296188, 4.243812817, 4.252006106, 4.25698329, 4.288486771, 4.297686524, 4.297737482, 4.301996499, 4.330407444, 4.330714462, 4.331863027, 4.334001444, 4.343062915, 4.349778419, 4.350887844, 4.369366794, 4.389455226, 4.396651901, 4.403369831, 4.426364081, 4.434273435, 4.442054329, 4.446308318, 4.470282584, 4.478712608, 4.490002066, 4.514122441, 4.520353377, 4.531986607, 4.541695257, 4.543332413, 4.559699083, 4.560396067, 4.571213024, 4.574287716, 4.594116865, 4.595522709, 4.599937358, 4.615426307, 4.620416385, 4.626075292, 4.632460946, 4.639320332, 4.64325855, 4.646119977, 4.648199316, 4.650491269, 4.652854446, 4.662845304, 4.664258497, 4.671275461, 4.685017247, 4.693732058, 4.694322274, 4.712233579, 4.716104987, 4.717102513, 4.72402744, 4.729484542, 4.74257752, 4.746989703, 4.750360071, 4.773503047, 4.778973636, 4.789201624, 4.791108745, 4.794312263, 4.802630631, 4.806349619, 4.808320373, 4.835528667, 4.852842407, 4.920318406, 4.958264473, 4.968742674, 4.978475793, 4.985204971, 5.000243361, 5.004820577, 5.007271987, 5.023934201, 5.038107494, 5.039955264, 5.047022551, 5.049927475, 5.066696864, 5.081210092, 5.084861309, 5.113319475, 5.137816746, 5.226687713, 5.254708926, 5.314354141, 5.320093864, 5.377593584, 5.391275125, 5.405406467, 5.41235784, 5.453969475, 5.454463278, 5.462500764, 5.485976734, 5.493507201, 5.566384892, 5.705153971, 5.705940717, 5.840505876, 6.076653638, 6.115198946, 6.922689335 ], "xaxis": "x", "y": [ 805.5550474415321, 764.3679021308443, 763.4170642572942, 752.717840153543, 750.171517375662, 740.9797936193074, 737.3422303134165, 736.6592445594886, 731.7931929429312, 718.9373223484336, 713.6940147411415, 712.529529380232, 709.5094421462344, 709.4505475333235, 708.5032417496798, 707.7467822479796, 706.7384502798319, 703.3636712606991, 698.2695489345092, 691.6137285246411, 690.9489053586519, 690.0623456399967, 686.8308519540276, 685.4482285537184, 683.5414780777731, 683.4740810369998, 682.623517865045, 682.4028016798162, 682.2213275120181, 681.2443149507152, 680.5182774271235, 675.2298127150092, 674.7046437913506, 670.2427338527302, 666.978041486121, 661.776762427546, 661.5759106316134, 660.9090199394662, 660.8987126668479, 659.1159956088778, 657.3705623474472, 655.7636386747188, 653.9928024413256, 653.3495568007636, 651.8687840878484, 651.3944800013804, 650.665571688708, 648.9887917256061, 648.4103079890626, 647.9156660685148, 647.236790240166, 644.0423412900518, 643.5828102185627, 643.0120793880542, 641.7490512472849, 639.7989724490474, 639.2630455567985, 638.3730460117106, 637.0975563571822, 636.7875019418204, 636.5200612824146, 635.6975270245357, 635.0653795543072, 633.7850482868066, 631.0273062161614, 630.8810281063861, 630.6794649146832, 630.4257584342718, 630.1667273051416, 629.4482952562611, 629.220640207845, 626.2482015887799, 623.8088671862239, 623.5059962432244, 623.098737740277, 622.8474200436339, 621.8947033718736, 621.3222785871587, 620.6804457508536, 619.4218738407465, 618.6720618272084, 618.2127246358366, 617.00974994989, 616.7274478959754, 615.7861165685737, 615.3988643377555, 615.3178681841041, 614.1017014859675, 612.9700298197088, 612.1801964635911, 611.2124314924498, 611.0244002768877, 610.7785821649481, 610.1484231945172, 609.8281246800667, 608.7006949934653, 608.0318833345787, 607.4778255600522, 606.6321740705805, 606.3755873686541, 606.280050285463, 605.8442252196922, 604.6907592405486, 603.4159109915435, 602.654789568705, 602.0013684718106, 601.2272856954663, 599.5849993514664, 599.38218394468, 599.3060407387748, 599.2220228770959, 599.0960403536071, 598.8877366968911, 597.4728489817734, 597.2172684590007, 596.6672717040711, 596.5201119391259, 596.3684380014229, 596.2868389646264, 596.2477692674636, 595.3901851146593, 595.1785035368139, 594.9901937870194, 594.9470910505055, 594.576190301002, 594.2624834727502, 593.800097623539, 592.9077256230983, 592.5288589055174, 591.9701164610409, 591.8067523290482, 591.5625123663879, 591.3539560948174, 591.1585356371527, 589.4920569225935, 589.4442334509401, 588.9216847623758, 588.7801575873821, 588.3468012829098, 588.1230606154083, 587.9532134683702, 587.4382720775925, 587.3586957827075, 587.2953886136827, 585.4670677973901, 585.4607609072918, 585.2566117226088, 585.1363498515451, 584.2125125189544, 583.4430164420676, 582.3126199774965, 582.1202707679547, 582.0597269058196, 581.8774916436278, 580.6376565902451, 580.5232969657804, 579.6302012836259, 579.5992778012235, 579.1284031575841, 578.9596207659087, 578.8090501059464, 578.3656263029176, 578.29141452662, 578.096586409968, 576.4932700488268, 576.2287269697855, 576.0819246861687, 574.9715599375199, 574.703858974637, 574.5224288777077, 574.12679929786, 573.6499593133562, 573.4301205030332, 573.1604281868431, 573.1026068105591, 573.0808192351274, 572.8649280173987, 572.7676762127933, 572.0614223875903, 571.8554498896037, 571.5530268683309, 571.0269571075773, 570.9688392040983, 570.848124734723, 570.3916447782619, 569.2019725987341, 568.6969717253403, 568.4423862054759, 567.4825898181291, 567.3528262360303, 567.3002722004826, 567.0044143911814, 566.6717272859921, 566.351629389112, 565.947712028727, 564.7075975692064, 564.6489954410188, 564.572266235233, 564.1700476641678, 564.0717608282569, 563.8848928933992, 562.4964145671903, 561.764680091155, 561.7368310274417, 561.4734313338023, 561.3914797300549, 560.7916439745984, 560.4931238409379, 560.4771410964613, 560.3505744754316, 560.108632618349, 559.7286109428, 559.5822448498152, 559.2982551828263, 558.0805208775428, 557.9336999668501, 557.9279727355001, 557.6594218231083, 557.3297422376631, 556.3005848023686, 556.286144221246, 556.1655394534579, 555.8532742023503, 555.1628537879602, 554.7110624646567, 554.3122974327225, 554.0579671434296, 553.7235841024302, 553.7176311267735, 553.348433446854, 553.2978729840096, 552.9930832144028, 552.5123443054941, 552.1385964668916, 551.7898828634135, 551.7498001703798, 551.7416959656202, 551.0250883397412, 550.4727869795734, 550.2299734546041, 549.1408721868099, 548.9717155098056, 548.2804780405299, 548.25172409725, 548.0154046050433, 547.4784709787915, 547.0349174203448, 546.9465488285912, 546.9192490654556, 546.9192490654556, 546.9192490654556, 546.9192490654556, 546.7427398456513, 546.6861420700918, 546.581401467608, 546.0722743402196, 545.637192851465, 545.3507551903856, 544.9414405753184, 544.6718177737903, 544.0510807746568, 543.4582325505772, 543.2911449057497, 542.7738087863919, 542.0497731582395, 541.7989124987007, 541.2489309624884, 541.1272321116014, 541.115106994906, 540.6274530813203, 539.9841898441163, 539.9833655761929, 539.2719755924263, 538.8951687123804, 538.8756303365443, 538.8236503319899, 538.6092190806892, 538.308341710393, 537.690953542445, 537.0807964053507, 536.5955758219872, 536.1104696960599, 535.5854882321223, 535.368256974629, 535.1892833530546, 534.4704147964854, 533.5737309846686, 533.5425746241858, 532.6241475455985, 531.8828715679236, 530.6412778807862, 529.9795965872797, 529.5704684014995, 529.2427240503413, 528.7512027594834, 528.2366579272614, 528.0101075833408, 527.8873358921475, 527.1949999802443, 527.1855299748705, 526.9913289961944, 526.9390920965213, 526.4936254184861, 526.3224292748341, 525.8457850727874, 525.5456814791495, 525.4780247690121, 525.2159814435529, 524.8531718202239, 523.681453684649, 523.574819857879, 523.0363188622728, 522.2691009956613, 521.7593755824489, 521.6563986866256, 521.4269245259062, 521.3478324557298, 521.0033255593612, 520.7173846467267, 520.603617046218, 520.116724227026, 520.0034841294532, 519.9317082990949, 519.6513027985607, 518.3817841126516, 518.0469422114725, 517.4632790381381, 517.4021720041984, 516.8902556505425, 516.6781448573104, 516.4350851378831, 516.3486301413027, 516.2883521311356, 515.9565177497007, 515.3916353454314, 514.8171829836917, 513.1502878945387, 512.3159934521232, 512.2258012300094, 511.91137206753444, 511.28202745700787, 511.2812987023884, 510.3947291549783, 510.1094681702451, 509.81554020526863, 509.7503248310328, 509.6283616341966, 509.2298852030422, 508.6247505597167, 508.40756915937544, 508.38182281510353, 508.3486170799539, 508.13994960077724, 507.68727741494536, 507.5572853142945, 507.1663305756419, 506.6226705141319, 506.21222527519126, 506.04680709194673, 505.8191304836812, 505.470883666798, 504.7755319124149, 504.35003647175364, 503.72714079268684, 503.6849006086821, 503.40789672925894, 503.3430635667673, 503.3244645504042, 503.0303106033284, 502.92957101747794, 502.8111846155301, 501.60538971103216, 501.48554627543035, 500.9171453354249, 500.6702894971988, 500.01677003349073, 499.9375799135576, 499.646654712476, 499.542967609845, 499.4863857663802, 499.44846642986477, 499.0326983652811, 497.3511676259258, 495.3751908510923, 494.5682045738126, 494.38670734014596, 494.16994778362516, 493.57112066451106, 492.8901467933057, 492.26069913938073, 491.00357261109724, 490.566301687918, 489.9168675779019, 489.5223553055499, 487.02525857850355, 486.29604795235286, 486.2920088096621, 485.95442143602753, 483.7024519545663, 483.67811643294743, 483.587076401457, 483.41757658993583, 482.6993267693422, 482.1670280351526, 482.0790904025969, 480.6143720889523, 479.0220795483695, 478.45164120258426, 477.9191501735603, 476.0965304314472, 475.46960218861426, 474.85285621883094, 474.515667385356, 472.6153675054177, 471.9471687962235, 471.0523194739557, 469.14043838793765, 468.64654852567014, 467.7244504071169, 466.9549024914743, 466.82513470837546, 465.5278444790942, 465.47259863292237, 464.61520170204665, 464.3714888460015, 462.7997481527106, 462.68831511929005, 462.33839170705005, 461.1106732890985, 460.7151389847622, 460.2665905164719, 459.76043706303454, 459.2167336440331, 458.90457413130514, 458.67776554477524, 458.51294850086435, 458.33127878840173, 458.1439635659305, 457.3520466722963, 457.2400311266179, 456.6838374209699, 455.5946063977578, 454.9038342883224, 454.8570513172009, 453.4373269034883, 453.1304630287991, 453.0513949756609, 452.5024965048305, 452.06994393886623, 451.03214013200784, 450.68241218516835, 450.4152628215236, 448.5808544390432, 448.1472328374521, 447.33652003529954, 447.18535370523017, 446.9314295654554, 446.27208117448976, 445.97729874194766, 445.82108859605256, 443.6644462270421, 442.292087296709, 436.9436594116418, 433.93589656441924, 433.10535084083926, 432.33386341064534, 431.8004808184324, 430.6084755778354, 430.2456664300912, 430.05135749363916, 428.73064121962653, 427.6072071596962, 427.4607452363509, 426.9005627207489, 426.6703063813712, 425.3410949717981, 424.19071625213604, 423.9013056304833, 421.6455932164697, 419.70383778837373, 412.6595558937748, 410.43847818905476, 405.7107507623467, 405.25579648229575, 400.69812989878136, 399.61367414444584, 398.4935652949834, 397.9425706043719, 394.6442596156419, 394.60511873927, 393.96803422202953, 392.1072313523009, 391.51033526647376, 385.73374684214076, 374.7343333809383, 374.6719726258961, 364.0057793213095, 345.28772706576603, 342.23246588844427, 278.22742442990557 ], "yaxis": "y" }, { "hovertemplate": "Length of Membership=%{x}
Yearly Amount Spent=%{y}", "legendgroup": "", "line": { "color": "red" }, "marker": { "color": "#636efa", "line": { "color": "black", "width": 2 }, "size": 4, "symbol": "circle" }, "mode": "markers", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 3.53286158, 5.705940717, 3.53286158, 5.405406467, 4.978475793, 4.077775098, 5.453969475, 4.794312263, 3.930615327, 4.297686524, 4.490002066, 3.634340224, 3.605933918, 4.639320332, 5.049927475, 4.594116865, 4.252006106, 4.125584363, 4.574287716, 4.06454855, 4.389455226, 4.446308318, 4.019051427, 4.069916619, 4.130562809, 3.864860739, 5.038107494, 3.876875177, 4.350887844, 4.214495086, 4.330714462, 4.620416385, 4.343062915, 4.082620633, 3.606086889, 4.008352235, 3.790552137, 4.000963586, 3.371258113, 3.120178783, 3.969417759, 4.330407444, 4.055775962, 3.258112883, 4.716104987, 4.712233579, 3.292797663, 4.615426307, 4.029453828, 3.792711955, 4.652854446, 3.746572973, 3.918541839, 4.297737482, 3.798725319, 3.762070443, 4.664258497, 3.854473856, 3.273433578, 4.541695257, 4.25698329, 4.158214653, 3.515688256, 4.113226123, 4.746989703, 4.195614413, 4.051382465, 4.478712608, 4.559699083, 4.20590389, 4.543332413, 2.90900846, 4.729484542, 3.772969025, 3.230973843, 4.626075292, 3.738225173, 4.595522709, 4.003325039, 4.087837273, 4.74257752, 3.784273087, 3.701622287, 4.001786346, 3.905250309, 4.183143662, 3.046540621, 4.520353377, 4.434273435, 3.663105491, 4.662845304, 3.318822279, 3.97452248, 3.283663455, 3.488029991, 3.970555628, 4.64325855, 3.345922321, 4.571213024, 4.403369831, 3.416209978, 4.369366794, 4.470282584, 4.560396067, 3.8710034, 3.130538462, 4.131276648, 3.229450904, 3.569046516, 4.531986607, 4.041244969, 3.275733705, 3.462298847, 3.310150347, 4.198349061, 4.222436225, 4.082855279, 4.13175504, 3.597459969, 5.113319475, 3.768561963, 3.843848921, 3.827375915, 4.301996499, 3.8515788, 3.47202138, 4.599937358, 4.396651901, 4.808320373, 3.689916615, 3.641497162, 4.671275461, 4.334001444, 4.773503047, 4.048510087, 4.02210291, 2.871947536, 3.923488746, 3.89711586, 3.937862643, 2.685284836, 3.576525915, 4.852842407, 2.935577274, 3.680847338, 3.78493211, 3.228717686, 3.137068975, 2.907094935, 4.789201624, 3.982471513, 2.87459691, 3.713209203, 3.649286158, 4.685017247, 4.778973636, 4.027813842, 4.081802695, 2.995761183, 3.678589399, 3.919302309, 3.634996006, 3.184618662, 4.72402744, 4.106055152, 3.997255378, 3.447017793, 3.834169667, 4.01872661, 4.193324636, 3.456233824, 3.6758488, 4.331863027, 3.60439856, 3.397363093, 4.349778419, 3.086337272, 4.137000388, 2.768851943, 4.129254688, 3.447092896, 3.163091931, 4.116340467, 3.481062133, 3.90447938, 4.124585297, 3.911708668, 5.081210092, 3.873337569, 3.015175299, 3.802511439, 3.45175071, 2.957448757, 3.345570976, 4.243812817, 4.01598664, 3.917451119, 1.920715478, 2.941410754, 3.557813698, 3.373104674, 3.336339382, 4.03438613, 3.89289148, 3.3766875, 3.612239152, 3.467014066, 4.646119977, 4.717102513, 3.634093727, 2.964497876, 3.442799202, 3.549036057, 3.206756698, 2.873007509, 2.735159567, 3.062368145, 2.926940235, 3.393902788, 4.835528667, 3.471919137, 3.850279639, 3.021671822, 3.63770128, 3.023474446, 4.426364081, 3.781823039, 2.972271382, 4.791108745, 2.633419989, 3.722561173, 2.482607771, 2.379076497, 2.969640227, 3.046620189, 2.820097234, 3.452388583, 3.656983927, 3.585160635, 2.898299578, 3.751734552, 4.442054329, 3.12650949, 3.531402303, 3.516051017, 4.089330841, 4.104543202, 2.669941624, 4.288486771, 2.996364526, 3.535802468, 3.872432042, 3.620364988, 3.42014953, 2.709526627, 3.506967574, 3.392050489, 3.701229217, 3.414688423, 3.222080767, 3.350279288, 2.724108202, 3.525806412, 3.202531199, 4.514122441, 3.363411394, 2.905238361, 2.753424169, 3.41450624, 2.479339823, 3.316464745, 3.120568915, 3.53286158, 3.27946626, 4.086566338, 3.629339915, 4.650491269, 3.308443001, 3.863425442, 2.804013693, 3.164943995, 3.982462319, 3.010209778, 2.223993458, 3.826030618, 3.561215271, 3.771420132, 3.366463743, 4.019470352, 3.25174177, 3.049195744, 2.494543647, 3.139526935, 3.43959056, 3.309182328, 3.195625776, 3.218265385, 3.781703565, 3.361612985, 1.810079876, 2.532044062, 3.993656513, 3.669225611, 3.914384667, 3.803364999, 3.5942951, 3.089527782, 3.159754444, 2.782757828, 2.64859677, 3.53712388, 3.357846842, 2.761861926, 3.859817999, 2.910037917, 3.361814624, 2.739200467, 2.367848224, 3.136132716, 2.336484668, 3.315224754, 2.473596121, 1.516575581, 3.182329732, 3.201801722, 2.436958876, 3.552649767, 3.855471685, 2.476139051, 3.958892264, 3.275070681, 2.258686387, 3.471413452, 2.966558885, 2.018194629, 3.755869389, 3.532517165, 1.823595183, 2.602287112, 2.571777835, 2.139403004, 2.562818811, 2.837943164, 3.0130325, 3.811248171, 3.349245383, 3.178952405, 2.727209454, 2.952668958, 3.236732814, 4.078308002, 3.504833486, 2.974736815, 3.5786339, 2.361086947, 1.36267408, 2.910530822, 3.393975043, 2.402453833, 1.726962043, 2.245147787, 3.050712973, 2.117382542, 2.566639844, 2.491671541, 3.205529765, 3.189609942, 1.482359644, 2.924020725, 3.620354589, 1.785173945, 3.202806072, 2.652158305, 2.313349885, 3.261324745, 3.54354705, 3.02267576, 3.519032434, 2.190132185, 1.825884669, 3.072076141, 3.806670949, 2.721735992, 2.789461516, 3.002957023, 2.926396449, 2.267251114, 2.307552421, 2.586967985, 1.55915194, 4.238296188, 3.401522345, 3.198399272, 2.931619535, 2.594189721, 3.107468683, 3.09182687, 2.39907979, 3.215666827, 3.428859904, 2.847709026, 2.412830961, 2.094761669, 4.046423164, 2.779520719, 2.829699575, 2.086348147, 1.767730708, 2.420806161, 2.895075163, 2.783963128, 2.87098691, 2.208813678, 2.627624971, 1.820810618, 3.434559723, 1.623419609, 2.47175067, 2.32055025, 3.287701824, 3.535088428, 3.128638856, 3.088763958, 3.491093337, 2.664034182, 2.877224878, 2.57494847, 2.39516813, 3.108911449, 2.668919773, 1.13047696, 2.094891706, 2.868428182, 2.159676023, 2.214797519, 3.004742536, 2.18201697, 1.494310895, 2.699562055, 1.809229592, 1.715777167, 1.200483857, 1.139093538, 3.53286158, 2.61816531, 0.968622116, 2.921350141, 1.503854421, 1.443515075, 1.847370423, 1.914089924, 1.977007128, 1.707389729, 2.083814192, 0.26990109, 2.252445963, 0.936497597, 1.838210702, 0.80151572, 1.481616627, 1.428823877, 1.084585303 ], "xaxis": "x2", "y": [ 497.81193, 708.9351849, 684.163431, 663.0748176, 497.81193, 647.6194557, 640.7861664, 640.5840619, 640.18774, 630.4227632, 630.1567282, 626.0186727, 618.8459704, 497.81193, 616.660286, 614.7296376, 614.7153338, 611.0000251, 608.2718166, 605.0610388, 604.3348401, 599.406092, 597.7398789, 596.516698, 596.4301726, 595.8038189, 594.2744834, 593.915003, 592.6884532, 591.1971782, 590.5627196, 589.0264898, 588.7126055, 587.951054, 585.9318443, 584.105885, 583.977802, 583.0796357, 582.4919237, 581.852344, 581.7987977, 581.3089329, 578.9862586, 578.2416051, 576.8025474, 576.4776072, 576.3111774, 576.0252441, 574.7472197, 574.6548434, 574.4156896, 573.8474377, 573.4158673, 571.4710341, 571.3074949, 571.2160048, 570.6300981, 570.4517259, 570.200409, 568.7175759, 567.4750105, 565.9943634, 564.790969, 563.6728734, 562.0820454, 561.8746577, 561.516532, 560.5601606, 560.4437922, 559.199048, 558.9481124, 558.4272572, 557.634109, 557.6082621, 557.5292736, 557.2526867, 556.2981412, 556.1863689, 555.0683941, 554.900783, 554.7220838, 554.0030934, 553.9946736, 553.6015347, 552.9403455, 551.0230017, 550.8133677, 550.0475806, 549.9041461, 549.8605905, 549.1315733, 549.0082269, 548.5185293, 548.2803202, 547.7099886, 547.3651406, 547.2443434, 547.1907494, 547.1259317, 547.1109824, 546.5566669, 545.9454921, 544.7798637, 544.4092722, 543.3401663, 543.1326263, 542.7115581, 542.4124767, 541.9722038, 541.226584, 541.049831, 540.9957391, 540.2634004, 538.9419745, 537.9157529, 537.8461953, 537.8252823, 537.7731625, 537.2150527, 536.7718994, 536.4231045, 536.1308969, 535.4807752, 535.3216101, 534.7771881, 534.7714849, 534.7057438, 533.5149353, 533.3965538, 533.0400602, 532.9352188, 532.7517876, 532.7248055, 532.7174857, 532.1274491, 530.7667187, 530.3624689, 529.5376653, 529.2300901, 497.81193, 529.0566632, 529.0490041, 528.9336186, 528.4193297, 528.309225, 528.2238094, 527.7837898, 527.7829958, 524.7976276, 524.6379646, 523.6339351, 522.4041413, 522.3374046, 521.8835732, 521.5721748, 521.2407802, 521.1953105, 521.1429518, 520.8987945, 519.3729768, 519.3409891, 518.7864831, 518.064558, 517.1651356, 516.8315567, 515.8288149, 515.5024797, 514.3365583, 514.2395207, 514.0889577, 514.0098178, 513.4505712, 513.1531119, 512.8253581, 512.5525344, 512.1658664, 511.97986, 511.0387861, 510.6617922, 510.5394217, 510.5014785, 510.4013885, 510.1598173, 508.7719067, 508.735741, 507.4418323, 507.3900618, 507.212569, 506.5473071, 506.5363931, 506.42386, 506.3758668, 506.1323424, 505.7711403, 505.2300683, 505.1196375, 505.1133435, 504.8704324, 503.9783791, 503.3878873, 503.2173931, 503.1750852, 502.7710746, 502.4097853, 502.1327892, 502.0925279, 501.9282649, 501.8744303, 501.7492333, 501.2091727, 501.1224915, 501.1002452, 499.1401524, 498.6355985, 497.81193, 497.7786422, 497.5866713, 497.5136833, 497.3895578, 496.9334463, 496.6507081, 496.5540816, 495.2994425, 495.1759504, 494.6871558, 494.6386098, 494.5518611, 493.719193, 493.1812614, 493.1802162, 492.9450531, 492.6060127, 492.5568337, 492.1050524, 491.9115051, 491.0732237, 490.7386321, 490.6004425, 490.2066, 489.9080531, 489.812488, 488.7860611, 488.3875258, 488.270298, 487.6462317, 487.5554581, 487.5475049, 487.379306, 486.9470538, 486.8389348, 486.1637991, 486.0834255, 485.9231305, 484.8769649, 484.5198091, 483.7965221, 483.673308, 483.5431939, 483.1597208, 482.8309859, 482.6024673, 482.3535703, 482.1449969, 479.7319491, 479.7319376, 479.6148117, 479.2474168, 479.2310929, 479.1728515, 478.9514048, 478.8853913, 478.7193569, 478.6009159, 478.584286, 478.2621264, 478.1830597, 478.1703341, 476.7667242, 476.1914133, 476.1392469, 475.7590678, 475.7250679, 475.2634237, 475.0716299, 475.0154071, 474.5323294, 473.9498574, 473.7289665, 473.3604956, 472.9922467, 471.6028844, 470.4527333, 469.3831462, 469.3108615, 468.9135013, 468.6684656, 468.4457372, 467.8009244, 467.5019004, 467.4278485, 466.4211988, 465.8893127, 465.1766233, 463.923513, 463.7459811, 463.591418, 463.4849954, 462.8976362, 462.6565189, 461.9208769, 461.7909591, 461.7807422, 461.6282784, 461.1122484, 460.0612774, 459.2851235, 458.7811317, 458.3769107, 457.8476959, 456.4695101, 453.1695024, 452.627255, 452.3156755, 452.1226251, 451.7278633, 451.6286105, 451.5756852, 451.4574469, 449.0703194, 448.9332932, 448.340425, 448.2298292, 447.6879065, 447.3690272, 447.1876443, 446.4186734, 445.7498412, 445.0621855, 444.9665517, 444.582165, 444.5761441, 444.5455497, 444.2859075, 444.0538266, 443.9656268, 443.4418601, 443.197221, 442.7228916, 442.6672517, 442.3631174, 442.0644138, 441.8966315, 440.0027475, 439.9978799, 439.8912805, 439.0747667, 438.417742, 438.3037078, 436.7205559, 436.5807403, 436.5156057, 436.2834981, 434.144202, 434.0216998, 433.0487691, 432.7207178, 432.4811686, 432.4720613, 431.6177338, 430.5888826, 427.3565308, 427.1993849, 426.775216, 426.1545477, 425.745092, 424.7626355, 424.7287739, 424.675281, 424.2028271, 424.1854943, 423.4705332, 423.3083341, 423.1799917, 422.4267759, 422.3687366, 421.9667942, 421.3266313, 420.9161595, 420.7376732, 419.9387748, 418.6027421, 418.1500811, 416.3583536, 414.9350607, 413.3717831, 413.2959992, 412.0129313, 411.1869636, 410.6029439, 410.0696111, 409.0945262, 409.0704721, 408.9583359, 408.6403511, 408.6201878, 408.2169018, 407.8763782, 407.8040306, 407.7045475, 407.6571788, 407.542168, 404.8245289, 403.8195198, 403.7669021, 402.1671222, 401.0331352, 399.9838716, 398.1634685, 397.4205841, 393.857371, 392.9922559, 392.810345, 392.4973992, 392.2852442, 392.2049334, 390.103273, 388.9405488, 387.5347163, 387.3570727, 385.152338, 385.0950071, 384.6265716, 384.3260571, 382.4161079, 378.4735664, 378.3309069, 376.4968407, 376.3369008, 375.3984554, 374.2696745, 373.8857237, 368.6547849, 357.8637186, 357.8579836, 357.7831107, 357.5914394, 356.6155679, 352.5501082, 350.0582002, 347.7769266, 338.3198626, 330.594446, 327.3779526, 319.9288698, 314.4385183, 308.5277466, 304.1355916, 302.1895478, 298.7620079, 282.4712457, 275.9184207, 266.0863409 ], "yaxis": "y2" }, { "hovertemplate": "OLS trendline
Yearly Amount Spent = 59.3439 * Length of Membership + 287.211
R2=0.541260

Length of Membership=%{x}
Yearly Amount Spent=%{y} (trend)", "legendgroup": "", "line": { "color": "red" }, "marker": { "color": "#636efa", "line": { "color": "black", "width": 2 }, "size": 4, "symbol": "circle" }, "mode": "lines", "name": "", "showlegend": false, "type": "scatter", "x": [ 0.26990109, 0.80151572, 0.936497597, 0.968622116, 1.084585303, 1.13047696, 1.139093538, 1.200483857, 1.36267408, 1.428823877, 1.443515075, 1.481616627, 1.482359644, 1.494310895, 1.503854421, 1.516575581, 1.55915194, 1.623419609, 1.707389729, 1.715777167, 1.726962043, 1.767730708, 1.785173945, 1.809229592, 1.810079876, 1.820810618, 1.823595183, 1.825884669, 1.838210702, 1.847370423, 1.914089924, 1.920715478, 1.977007128, 2.018194629, 2.083814192, 2.086348147, 2.094761669, 2.094891706, 2.117382542, 2.139403004, 2.159676023, 2.18201697, 2.190132185, 2.208813678, 2.214797519, 2.223993458, 2.245147787, 2.252445963, 2.258686387, 2.267251114, 2.307552421, 2.313349885, 2.32055025, 2.336484668, 2.361086947, 2.367848224, 2.379076497, 2.39516813, 2.39907979, 2.402453833, 2.412830961, 2.420806161, 2.436958876, 2.47175067, 2.473596121, 2.476139051, 2.479339823, 2.482607771, 2.491671541, 2.494543647, 2.532044062, 2.562818811, 2.566639844, 2.571777835, 2.57494847, 2.586967985, 2.594189721, 2.602287112, 2.61816531, 2.627624971, 2.633419989, 2.64859677, 2.652158305, 2.664034182, 2.668919773, 2.669941624, 2.685284836, 2.699562055, 2.709526627, 2.721735992, 2.724108202, 2.727209454, 2.735159567, 2.739200467, 2.753424169, 2.761861926, 2.768851943, 2.779520719, 2.782757828, 2.783963128, 2.789461516, 2.804013693, 2.820097234, 2.829699575, 2.837943164, 2.847709026, 2.868428182, 2.87098691, 2.871947536, 2.873007509, 2.87459691, 2.877224878, 2.895075163, 2.898299578, 2.905238361, 2.907094935, 2.90900846, 2.910037917, 2.910530822, 2.921350141, 2.924020725, 2.926396449, 2.926940235, 2.931619535, 2.935577274, 2.941410754, 2.952668958, 2.957448757, 2.964497876, 2.966558885, 2.969640227, 2.972271382, 2.974736815, 2.995761183, 2.996364526, 3.002957023, 3.004742536, 3.010209778, 3.0130325, 3.015175299, 3.021671822, 3.02267576, 3.023474446, 3.046540621, 3.046620189, 3.049195744, 3.050712973, 3.062368145, 3.072076141, 3.086337272, 3.088763958, 3.089527782, 3.09182687, 3.107468683, 3.108911449, 3.120178783, 3.120568915, 3.12650949, 3.128638856, 3.130538462, 3.136132716, 3.137068975, 3.139526935, 3.159754444, 3.163091931, 3.164943995, 3.178952405, 3.182329732, 3.184618662, 3.189609942, 3.195625776, 3.198399272, 3.201801722, 3.202531199, 3.202806072, 3.205529765, 3.206756698, 3.215666827, 3.218265385, 3.222080767, 3.228717686, 3.229450904, 3.230973843, 3.236732814, 3.25174177, 3.258112883, 3.261324745, 3.273433578, 3.275070681, 3.275733705, 3.27946626, 3.283663455, 3.287701824, 3.292797663, 3.308443001, 3.309182328, 3.310150347, 3.315224754, 3.316464745, 3.318822279, 3.336339382, 3.345570976, 3.345922321, 3.349245383, 3.350279288, 3.357846842, 3.361612985, 3.361814624, 3.363411394, 3.366463743, 3.371258113, 3.373104674, 3.3766875, 3.392050489, 3.393902788, 3.393975043, 3.397363093, 3.401522345, 3.41450624, 3.414688423, 3.416209978, 3.42014953, 3.428859904, 3.434559723, 3.43959056, 3.442799202, 3.447017793, 3.447092896, 3.45175071, 3.452388583, 3.456233824, 3.462298847, 3.467014066, 3.471413452, 3.471919137, 3.47202138, 3.481062133, 3.488029991, 3.491093337, 3.504833486, 3.506967574, 3.515688256, 3.516051017, 3.519032434, 3.525806412, 3.531402303, 3.532517165, 3.53286158, 3.53286158, 3.53286158, 3.53286158, 3.535088428, 3.535802468, 3.53712388, 3.54354705, 3.549036057, 3.552649767, 3.557813698, 3.561215271, 3.569046516, 3.576525915, 3.5786339, 3.585160635, 3.5942951, 3.597459969, 3.60439856, 3.605933918, 3.606086889, 3.612239152, 3.620354589, 3.620364988, 3.629339915, 3.634093727, 3.634340224, 3.634996006, 3.63770128, 3.641497162, 3.649286158, 3.656983927, 3.663105491, 3.669225611, 3.6758488, 3.678589399, 3.680847338, 3.689916615, 3.701229217, 3.701622287, 3.713209203, 3.722561173, 3.738225173, 3.746572973, 3.751734552, 3.755869389, 3.762070443, 3.768561963, 3.771420132, 3.772969025, 3.781703565, 3.781823039, 3.784273087, 3.78493211, 3.790552137, 3.792711955, 3.798725319, 3.802511439, 3.803364999, 3.806670949, 3.811248171, 3.826030618, 3.827375915, 3.834169667, 3.843848921, 3.850279639, 3.8515788, 3.854473856, 3.855471685, 3.859817999, 3.863425442, 3.864860739, 3.8710034, 3.872432042, 3.873337569, 3.876875177, 3.89289148, 3.89711586, 3.90447938, 3.905250309, 3.911708668, 3.914384667, 3.917451119, 3.918541839, 3.919302309, 3.923488746, 3.930615327, 3.937862643, 3.958892264, 3.969417759, 3.970555628, 3.97452248, 3.982462319, 3.982471513, 3.993656513, 3.997255378, 4.000963586, 4.001786346, 4.003325039, 4.008352235, 4.01598664, 4.01872661, 4.019051427, 4.019470352, 4.02210291, 4.027813842, 4.029453828, 4.03438613, 4.041244969, 4.046423164, 4.048510087, 4.051382465, 4.055775962, 4.06454855, 4.069916619, 4.077775098, 4.078308002, 4.081802695, 4.082620633, 4.082855279, 4.086566338, 4.087837273, 4.089330841, 4.104543202, 4.106055152, 4.113226123, 4.116340467, 4.124585297, 4.125584363, 4.129254688, 4.130562809, 4.131276648, 4.13175504, 4.137000388, 4.158214653, 4.183143662, 4.193324636, 4.195614413, 4.198349061, 4.20590389, 4.214495086, 4.222436225, 4.238296188, 4.243812817, 4.252006106, 4.25698329, 4.288486771, 4.297686524, 4.297737482, 4.301996499, 4.330407444, 4.330714462, 4.331863027, 4.334001444, 4.343062915, 4.349778419, 4.350887844, 4.369366794, 4.389455226, 4.396651901, 4.403369831, 4.426364081, 4.434273435, 4.442054329, 4.446308318, 4.470282584, 4.478712608, 4.490002066, 4.514122441, 4.520353377, 4.531986607, 4.541695257, 4.543332413, 4.559699083, 4.560396067, 4.571213024, 4.574287716, 4.594116865, 4.595522709, 4.599937358, 4.615426307, 4.620416385, 4.626075292, 4.639320332, 4.64325855, 4.646119977, 4.650491269, 4.652854446, 4.662845304, 4.664258497, 4.671275461, 4.685017247, 4.712233579, 4.716104987, 4.717102513, 4.72402744, 4.729484542, 4.74257752, 4.746989703, 4.773503047, 4.778973636, 4.789201624, 4.791108745, 4.794312263, 4.808320373, 4.835528667, 4.852842407, 4.978475793, 5.038107494, 5.049927475, 5.081210092, 5.113319475, 5.405406467, 5.453969475, 5.705940717 ], "xaxis": "x2", "y": [ 303.22830279371203, 334.7763978327771, 342.7867512802497, 344.69314610331213, 351.574855969929, 354.2982467023025, 354.809588201041, 358.4527302610902, 368.07773356397365, 372.003321696435, 372.8751549466632, 375.1362503262841, 375.18034386624487, 375.8895779262325, 376.4559281511234, 377.2108516277161, 379.7374995872528, 383.55139486991493, 388.5345107901854, 389.032254223541, 389.6960085883299, 392.11538090326377, 393.1505309303895, 394.5780872746952, 394.62854645871386, 395.2653507326212, 395.43059772979746, 395.5664647993674, 396.29793989165114, 396.8415136240733, 400.80091022402576, 401.1940965576646, 404.534663622393, 406.97889130658893, 410.8730132760049, 411.02338809387754, 411.5226794539917, 411.5303963590637, 412.86509068761524, 414.17187118005603, 415.3749515583006, 416.70075088631893, 417.18233954027016, 418.2909725299898, 418.64607709994243, 419.19180015038864, 420.4471809170535, 420.8802832755417, 421.2506144860203, 421.75887894326377, 424.1505164033438, 424.4945606318812, 424.9218585024006, 425.86746929843184, 427.32746492735123, 427.7287055955801, 428.39503530838084, 429.3499758584891, 429.58210908898445, 429.78233802028734, 430.39815745395595, 430.87143706922075, 431.8300024645315, 433.89468383662165, 434.0042001295384, 434.15510755907565, 434.3450539103534, 434.53898674867037, 435.0768663728113, 435.2473083959179, 437.4727299506716, 439.2990241334621, 439.52577920269607, 439.83068771956255, 440.01884562318196, 440.73213073639164, 441.1606968457837, 441.64122775373954, 442.58350223469785, 443.14487558190115, 443.488774655215, 444.38942430320355, 444.60077974439025, 445.3055408158985, 445.59547092784817, 445.6561115698556, 446.5666378854699, 447.4139039998459, 448.0052407440578, 448.72979230011003, 448.8705685359571, 449.0546089805101, 449.5263998349027, 449.7662026733674, 450.6102928792809, 451.11102243924904, 451.5258374352936, 452.1589644039749, 452.3510671352029, 452.42259435963354, 452.748890246535, 453.61247344593136, 454.56693378505463, 455.13677432248585, 455.6259811925733, 456.20552570682867, 457.4350816026422, 457.58692654739684, 457.64393385802146, 457.70683680887294, 457.801158091572, 457.9571120092128, 459.0164178594946, 459.2077672790269, 459.61954184877385, 459.72971822409113, 459.84327429488553, 459.9043663067338, 459.9336172206622, 460.57567800079903, 460.73416091885156, 460.87514568922666, 460.90741608104963, 461.18510407680003, 461.4199718156954, 461.7661533747855, 462.43425931039747, 462.7179113105684, 463.1362336508578, 463.2585420000625, 463.4414009072071, 463.5975439539146, 463.7438524078344, 464.99152077956506, 465.0273255171155, 465.41855011885525, 465.52450945601174, 465.8489570172415, 466.0164684002989, 466.14363048856126, 466.52915961710966, 466.58873723151305, 466.63613438804794, 468.0049715870688, 468.0096934639405, 468.1625369888043, 468.2525753022495, 468.9442388743237, 469.5203493934169, 470.3666607828393, 470.51066983796625, 470.5559981468299, 470.692435036701, 471.62068150559014, 471.70630089286533, 472.37494863844915, 472.39810059988747, 472.7506375958815, 472.8770025172926, 472.98973258009164, 473.3217175310413, 473.3772788084147, 473.5231437852349, 474.72352342176885, 474.9215829768034, 475.03149171105025, 475.8628056461581, 476.0632294628879, 476.1990635372394, 476.4952656485443, 476.8522688084672, 477.0168589278145, 477.2187736417976, 477.2620636651079, 477.2783757058952, 477.44001032009163, 477.51282133150147, 478.0415832967287, 478.1957919097394, 478.4222116264924, 478.8160724037599, 478.8595844326677, 478.949961599885, 479.29172150298473, 480.18241175792593, 480.5604985657111, 480.7511030410401, 481.46968863432255, 481.5668407406006, 481.60618718252454, 481.82769162057684, 482.0767696167138, 482.3164222557219, 482.6188293077546, 483.5472849639549, 483.59115952485797, 483.6486055650688, 483.9497407582498, 484.02332668254155, 484.16323198704725, 485.202765512024, 485.75060446986845, 485.77145465875714, 485.9686581777737, 486.0300141513694, 486.47910245581517, 486.7026001373871, 486.7145661856796, 486.8093247737108, 486.9904631226392, 487.2749798230401, 487.384561987706, 487.59718092025196, 488.5088808805335, 488.6188035606012, 488.6230914554002, 488.82415161696326, 489.0709779268175, 489.8414931277201, 489.85230458074295, 489.94259961597777, 490.17638806703553, 490.6932957879118, 491.03154537957084, 491.3300949582422, 491.52050834615505, 491.7708560647627, 491.7753129710403, 492.05172590336747, 492.0895797864083, 492.31777145321047, 492.6776936811185, 492.9575132510615, 493.21859005333374, 493.24859938253496, 493.25466688274855, 493.7911805879276, 494.204680582092, 494.3864715360873, 495.201865812394, 495.3285109557862, 495.84603039376975, 495.867558052827, 496.04448701896, 496.44648141429207, 496.7785635112356, 496.84472379040517, 496.8651627259418, 496.8651627259418, 496.8651627259418, 496.8651627259418, 496.9973126111727, 497.03968654242, 497.11810430786363, 497.499280381991, 497.82501956359727, 498.0394712737084, 498.3459191718093, 498.54778184117623, 499.0125186027176, 499.45637544406725, 499.58147153316645, 499.9687935601671, 500.5108685025949, 500.69868422918273, 501.11044740489746, 501.2015615642331, 501.2106394627218, 501.5757388540409, 502.0573406823419, 502.0579577997457, 502.59056513217496, 502.87267496194744, 502.887303059716, 502.9262197329854, 503.08676129155515, 503.31202380190604, 503.77425334225353, 504.2310691149887, 504.59434670736744, 504.9575386071285, 505.3505845924011, 505.5132224748762, 505.6472174218633, 506.185423852961, 506.8567579790273, 506.8800842928968, 507.5676972865002, 508.1226798278243, 509.0522429602233, 509.54763411935505, 509.8539424405607, 510.0993198686556, 510.4673147090805, 510.85254694000685, 511.0221618869275, 511.11407926619404, 511.632421092194, 511.63951114745964, 511.78490659520014, 511.8240156021079, 512.1575300238576, 512.2857020862613, 512.6425586667066, 512.8672418617294, 512.9178954564237, 513.1140834823145, 513.3857137695978, 514.2629620930045, 514.3427972879308, 514.7459651498986, 515.3203700060991, 515.70199400812, 515.779091312043, 515.9508952780689, 516.0101103604768, 516.2680376623301, 516.4821174641069, 516.5672936116581, 516.931823182676, 517.0166043964526, 517.0703419165363, 517.2802774357958, 518.230747608557, 518.4814388691062, 518.9184189965757, 518.9641689439773, 519.347433271237, 519.5062375366058, 519.6882128128105, 519.7529404111104, 519.7980696804731, 520.0465092547396, 520.4694284936093, 520.8995126204252, 522.1474927257574, 522.7721168385159, 522.8396424432082, 523.0750509832288, 523.5462321382073, 523.54677774619, 524.2105394696247, 524.4241102192724, 524.6441698109518, 524.69299561297, 524.7843076842723, 525.0826411917382, 525.5356966964497, 525.6982972516003, 525.7175731650309, 525.7424338159017, 525.8986601221263, 526.2375692027466, 526.3348923975404, 526.6275945232463, 527.0346249028084, 527.3419192825564, 527.4657654700536, 527.6362236347059, 527.8969509606447, 528.4175507040388, 528.7361129508834, 529.2024658846891, 529.2340904959958, 529.4414792710119, 529.4900189166572, 529.503943729653, 529.7241725108427, 529.7995947733348, 529.8882289503349, 530.790990054928, 530.8807150918298, 531.3062686072219, 531.49108598235, 531.9803664982398, 532.0396549890744, 532.2574664551062, 532.3350954805351, 532.3774574836548, 532.4058471393005, 532.7171266411776, 533.9760642449149, 535.4554493121801, 536.0596281989467, 536.1955125375969, 536.3577972644156, 536.8061304175042, 537.3159656489146, 537.7872239509866, 538.7284162955991, 539.0557946749099, 539.5420165459192, 539.8373821453551, 541.7069221402371, 542.2528715283869, 542.255895575763, 542.508642331602, 544.1946591235208, 544.2128787745538, 544.2810391217936, 544.4079411650071, 544.9456843574803, 545.3442086765481, 545.4100463028352, 546.5066595973606, 547.6987858598033, 548.125864751265, 548.5245330386781, 549.8891019263929, 550.3584739820294, 550.8202227179529, 551.0726710925718, 552.4953979694823, 552.9956686229322, 553.665629293359, 555.0970268507924, 555.4667950061767, 556.1571564540009, 556.7333057840165, 556.8304610355221, 557.8017233588201, 557.8430851202012, 558.4850057300036, 558.6674700000931, 559.8442093934311, 559.9276376845638, 560.1896202530573, 561.108795173257, 561.4049259531724, 561.7407476664561, 562.5267602348389, 562.7604695211099, 562.9302778105157, 563.1896874047541, 563.3299275869894, 563.9228242454312, 564.0066886550178, 564.4231027916221, 565.2385942139227, 566.8537179898631, 567.083462508969, 567.1426596101699, 567.5536119105882, 567.877457724489, 568.6544463380046, 568.9162825643962, 570.4896882780716, 570.8143344633951, 571.4213033451251, 571.5344793774683, 571.7245886871451, 572.5558848190774, 574.1705315886045, 575.197996756374, 582.6535741200134, 586.1923528975823, 586.8937968814469, 588.7502299412117, 590.6557265347305, 607.9893130526384, 610.8712322198496, 625.82419295708 ], "yaxis": "y2" } ], "layout": { "autosize": true, "height": 360, "template": { "data": { "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" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "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" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ -0.11682916526168408, 7.309419590261684 ], "type": "linear" }, "xaxis2": { "anchor": "y2", "autorange": true, "domain": [ 0, 1 ], "range": [ -0.04609889604229428, 6.0219407030422945 ], "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0.575, 1 ], "range": [ -2420.540348548807, 27693.29726944881 ], "type": "linear" }, "yaxis2": { "anchor": "x2", "autorange": true, "domain": [ 0, 0.425 ], "range": [ 217.9965499644391, 757.0249758355608 ], "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "from plotly.subplots import make_subplots\n", "\n", "figures = [\n", " fig_with_outliers,\n", " fig_without_outliers\n", " ]\n", "\n", "fig = make_subplots(rows=len(figures), cols=1)\n", "\n", "\n", "\n", "for i, figure in enumerate(figures):\n", " for trace in range(len(figure[\"data\"])):\n", " fig.append_trace(figure[\"data\"][trace], row=i+1, col=1)\n", " # Update the marker size, add a black outline, and set the marker shape to square\n", " fig.update_traces(marker=dict(symbol=\"circle\",\n", " size=4, # Set marker size\n", " line=dict(width=2, color='black') # Black outline\n", " ))\n", "\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "aCSi7dIwAaJ_" }, "source": [ "### Re-evaluate the linear regression model on the dataset excluding the influential data points" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 112 }, "id": "WujWMXwDGKS4", "outputId": "52eaca7a-e029-4786-e975-66ccb2dfa692", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Length of MembershipYearly Amount Spent
23.532862497.811930
45.705941708.935185
\n", "
" ], "text/plain": [ " Length of Membership Yearly Amount Spent\n", "2 3.532862 497.811930\n", "4 5.705941 708.935185" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X = customers_clean.drop([],axis=1) #independent attributes\n", "X.head(2)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ZyJowOviGKS4", "outputId": "199b52cb-ee1f-495a-f2b6-5ff576b99a38", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "(462, 2)" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X.shape" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 147 }, "id": "zw-0ScTVGKS4", "outputId": "f17fa02e-661a-4954-99a5-21bbf9abf2c5", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "2 497.811930\n", "4 708.935185\n", "Name: Yearly Amount Spent, dtype: float64" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y = customers_clean['Yearly Amount Spent'] #dependent attributes\n", "y.head(2)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "o97ijaN6AaKA", "outputId": "ed4bb5e4-7d39-432c-c0a8-a7878babb23b", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "((369, 2), (93, 2), (369,), (93,))" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=101)\n", "X_train.shape, X_test.shape, y_train.shape, y_test.shape" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "id": "SgJmOZmOGKS5", "tags": [] }, "outputs": [], "source": [ "# y_train = np.array(y_train).reshape(-1,1)\n", "# y_test = np.array(y_test).reshape(-1,1)\n", "# y_train.shape, y_test.shape" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "6UAsVArdAaKB", "outputId": "3ffc0a83-d1a2-4a45-a0da-5256b1e07371", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
constLength of MembershipYearly Amount Spent
2121.04.349778512.165866
3411.03.803365463.745981
4871.01.914090338.319863
3821.03.349245443.441860
391.04.064549605.061039
\n", "
" ], "text/plain": [ " const Length of Membership Yearly Amount Spent\n", "212 1.0 4.349778 512.165866\n", "341 1.0 3.803365 463.745981\n", "487 1.0 1.914090 338.319863\n", "382 1.0 3.349245 443.441860\n", "39 1.0 4.064549 605.061039" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# adding the Constant term\n", "X_train= sm.add_constant(X_train)\n", "X_train.head()\n", "\n", "X_test= sm.add_constant(X_test)\n", "X_test.head()" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "IAVUdjMJAaKB", "outputId": "81f5bf68-2563-4118-b17b-8b4cbe96b3dd", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Index(['const', 'Length of Membership', 'Yearly Amount Spent'], dtype='object')" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train.columns #get columns of X train" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "YEl9yh34AaKB", "outputId": "984d03c7-a102-4007-89f7-0d84d7ee4a9f", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "===============================================================================\n", "Dep. Variable: Yearly Amount Spent R-squared: 0.538\n", "Model: OLS Adj. R-squared: 0.536\n", "Method: Least Squares F-statistic: 426.9\n", "Date: Thu, 12 Sep 2024 Prob (F-statistic): 1.84e-63\n", "Time: 16:10:37 Log-Likelihood: -1939.9\n", "No. Observations: 369 AIC: 3884.\n", "Df Residuals: 367 BIC: 3892.\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "========================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "----------------------------------------------------------------------------------------\n", "const 287.9071 10.033 28.695 0.000 268.177 307.637\n", "Length of Membership 58.5052 2.832 20.661 0.000 52.937 64.074\n", "==============================================================================\n", "Omnibus: 3.189 Durbin-Watson: 1.826\n", "Prob(Omnibus): 0.203 Jarque-Bera (JB): 2.437\n", "Skew: -0.037 Prob(JB): 0.296\n", "Kurtosis: 2.609 Cond. No. 15.8\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "reg_without_influencers = sm.OLS(y_train, X_train[['const', 'Length of Membership']]).fit()\n", "\n", "print(reg_without_influencers.summary()) #build a regression model" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "BpPGsqdiGKS7", "outputId": "25cb8e00-73d6-4572-f2a9-86437757b092", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "(Index(['const', 'Length of Membership', 'Yearly Amount Spent'], dtype='object'),\n", " Index(['const', 'Length of Membership', 'Yearly Amount Spent'], dtype='object'))" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train.columns, X_test.columns" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "_Gkfpf0_GKS7", "outputId": "fbf0bd4d-ada6-4246-e767-725ba59c581f", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "((369, 3), (93, 3))" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train.shape, X_test.shape" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 89 }, "id": "3QW-fhByAaKC", "outputId": "e81494a6-0773-49d0-d42c-5235ec517a8a", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ModelMAE_TrainMSE_TrainRMSE_TrainMAPE_TrainMAE_TestMSE_TestRMSE_TestMAPE_TestR2
0LR_without_outliers37.4143232157.18648746.4455227.89739838.4663692621.86050851.2041068.0475630.537711
\n", "
" ], "text/plain": [ " Model MAE_Train MSE_Train RMSE_Train MAPE_Train \\\n", "0 LR_without_outliers 37.414323 2157.186487 46.445522 7.897398 \n", "\n", " MAE_Test MSE_Test RMSE_Test MAPE_Test R2 \n", "0 38.466369 2621.860508 51.204106 8.047563 0.537711 " ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#get error metrics\n", "X_train_selected = X_train[['const', 'Length of Membership']] # The same columns used to train the model\n", "X_test_selected = X_test[['const', 'Length of Membership']] # Same columns for the test set\n", "\n", "scores = get_metrics(y_train,reg_without_influencers.predict(X_train_selected),y_test,reg_without_influencers.predict(X_test_selected),\"LR_without_outliers\",scores)\n", "scores" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 125 }, "id": "6Cqab74Hu5Ib", "outputId": "7c78d7f7-231f-420b-870b-7fad73f04a86", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Simple_Linear_RegressionLR_without_outliers
const933.708077287.907112
Length of Membership-107.07057458.505237
\n", "
" ], "text/plain": [ " Simple_Linear_Regression LR_without_outliers\n", "const 933.708077 287.907112\n", "Length of Membership -107.070574 58.505237" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#get coefficients\n", "coefficients2=coeff(\"LR_without_outliers\",reg_without_influencers.params)\n", "coefficients2" ] }, { "cell_type": "markdown", "metadata": { "id": "dB0AgpmxGKS8" }, "source": [ "```Python\n", " Model\t MAE_Train\t MSE_Train\t RMSE_Train\t MAPE_Train\t MAE_Test\t MSE_Test\tRMSE_Test\t MAPE_Test\t R2\n", "Simple_Linear_Regression\t 205.397756\t 1.492664e+06\t 1221.74626\t 32.38977\t 126.830032\t27432.983292\t165.629053\t 27.523445\t 0.007571\n", "LR_without_outliers\t 37.414323\t 2157.186487\t 46.445522\t 7.897398\t 38.466369\t 2621.860508\t51.204106\t 8.047563\t 0.537711\n", "```" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "id": "CZhy0XAI4veW", "tags": [] }, "outputs": [], "source": [ "from scipy import stats" ] }, { "cell_type": "markdown", "metadata": { "id": "baavFCQC40yt", "tags": [] }, "source": [ "## Standardizing the data\n", "\n" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "id": "uSzCmX874yw2", "tags": [] }, "outputs": [], "source": [ "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n", "scaler = StandardScaler() #importing Scaler" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "id": "yVZSqNw-48E7", "tags": [] }, "outputs": [], "source": [ "num_vars = 'Length of Membership' #defining Numerical variable" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "n-UTszeZ4-Rn", "outputId": "ee27ea96-0056-482a-dc6d-e90e938f4d8b", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "((369, 1), (369,), (93, 1), (93,))" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X = customers_clean.drop(['Yearly Amount Spent'],axis=1)\n", "y = customers_clean['Yearly Amount Spent']\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=101) #train test split\n", "X_train.shape, y_train.shape, X_test.shape, y_test.shape" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "VcFC6sEb0Y8a", "outputId": "fd538937-8cc8-470f-c497-134229838bb4", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Length of Membership
823.746573
144.978476
4692.868428
974.746990
2433.467014
\n", "
" ], "text/plain": [ " Length of Membership\n", "82 3.746573\n", "14 4.978476\n", "469 2.868428\n", "97 4.746990\n", "243 3.467014" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train.head() #snapshot of X train" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "32eGT3Hy5GEt", "outputId": "f49eb739-5af4-4afe-91d9-7e4f7a1b9b7f", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Length of Membership\n", "82 0.360169\n", "14 1.799000\n", "469 -0.665482\n", "97 1.528631\n", "243 0.033652\n" ] } ], "source": [ "scaler = StandardScaler()\n", "X_train[num_vars] = scaler.fit_transform(X_train[[num_vars]])\n", "X_test[num_vars] = scaler.transform(X_test[[num_vars]])\n", "\n", "print(X_train.head())\n", "#Scaling" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "kNhKn_fS5D_c", "outputId": "21cc5de0-5536-45f5-b711-72af740f8d7d", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " const Length of Membership\n", "82 1.0 0.360169\n", "14 1.0 1.799000\n", "469 1.0 -0.665482\n", "97 1.0 1.528631\n", "243 1.0 0.033652\n" ] } ], "source": [ "# adding the Constant term\n", "X_train = sm.add_constant(X_train)\n", "print(X_train.head())\n", "\n", "X_test = sm.add_constant(X_test)\n", "#X_test.head()" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 241 }, "id": "eNoquncozUqE", "outputId": "97a50fb9-9af8-4755-d73a-263b2adcfd61", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "82 573.847438\n", "14 497.811930\n", "469 384.326057\n", "97 562.082045\n", "243 501.928265\n", "Name: Yearly Amount Spent, dtype: float64" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_train[:5] #snapshot of Y train" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "7oSfQITqzZ18", "outputId": "abfb4fb2-1003-44a9-d353-6bfe63f24d8a", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
constLength of Membership
821.00.360169
141.01.799000
4691.0-0.665482
971.01.528631
2431.00.033652
\n", "
" ], "text/plain": [ " const Length of Membership\n", "82 1.0 0.360169\n", "14 1.0 1.799000\n", "469 1.0 -0.665482\n", "97 1.0 1.528631\n", "243 1.0 0.033652" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train[:5] #snapshot of X train" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "bxOD0A-B5IIE", "outputId": "6e52e845-1464-4d75-b51b-3b91f80cf982", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "===============================================================================\n", "Dep. Variable: Yearly Amount Spent R-squared: 0.538\n", "Model: OLS Adj. R-squared: 0.536\n", "Method: Least Squares F-statistic: 426.9\n", "Date: Thu, 12 Sep 2024 Prob (F-statistic): 1.84e-63\n", "Time: 16:13:29 Log-Likelihood: -1939.9\n", "No. Observations: 369 AIC: 3884.\n", "Df Residuals: 367 BIC: 3892.\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "========================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "----------------------------------------------------------------------------------------\n", "const 489.0599 2.424 201.721 0.000 484.292 493.827\n", "Length of Membership 50.0912 2.424 20.661 0.000 45.324 54.859\n", "==============================================================================\n", "Omnibus: 3.189 Durbin-Watson: 1.826\n", "Prob(Omnibus): 0.203 Jarque-Bera (JB): 2.437\n", "Skew: -0.037 Prob(JB): 0.296\n", "Kurtosis: 2.609 Cond. No. 1.00\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "reg_without_influencers_stdScaler= sm.OLS(y_train, X_train).fit()\n", "print(reg_without_influencers_stdScaler.summary()) #build a regression model" ] }, { "cell_type": "code", "execution_count": 90, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "MjFNXq1_5KRB", "outputId": "7a6da729-b551-4368-a43f-619983ebfb34", "tags": [] }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABW0AAAPdCAYAAADxjUr8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeVxUZfvH8c8AoqhAbijG4m7mlm0aQkEubRZGqEGLC/3aF3Er29A2zbV62he0epJQnKzsyUoFQ8WyzdwS0xTcdyBUhJnz+wNnBAEFBIbl+3695lVzzj3n3DNzDt5znetct8kwDAMRERERERERERERqRacHN0BERERERERERERETlDQVsRERERERERERGRakRBWxEREREREREREZFqREFbERERERERERERkWpEQVsRERERERERERGRakRBWxEREREREREREZFqREFbERERERERERERkWpEQVsRERERERERERGRakRBWxEREREREREREZFqREFbEak15s6di8lksj9cXFzw9vbmzjvvZOvWrZW230mTJmEymUrVtk2bNowYMaLS+lLW/lRHI0aMKPQ9FnwsXrzY/j3v2LHD/pp58+bx2muvFdnW8ePHmTRpEklJSRXez6SkJEwmU6VsW0RERKQi2cZPDRo0YOfOnUXWBwcH061bNwf0rGKMGDGCNm3alKqtYRjMmzeP66+/niZNmtCgQQPat2/PY489xu7du8u1/zVr1jBkyBC8vb1xdXXF29uboUOHsnbt2nJtT0QEFLQVkVpozpw5pKSksHTpUh599FG++uorAgMDOXr0aKXs77777iMlJaVStl1Xubm5kZKSUuQRGBjILbfcQkpKCt7e3vb25wraTp48WYFVERERESAnJ4dnn33W0d1wGKvVSkREBHfddRetWrVi7ty5LFmyhCeeeIJFixbRs2dPfv755zJt8z//+Q99+/Zl165dTJs2jaVLlzJ9+nTS09Pp06cP77//fiW9GxGp7Vwc3QERkYrWrVs3rrzySiA/a8BisRATE8OiRYsYOXJkhe/Px8cHHx+fCt9uXebk5ESfPn1KXN+iRYsq7I2IiIhI7XDjjTcyb948xo0bR8+ePSttPydOnMDNza3Stl9er776KvHx8UydOpUnn3zSvjw4OJhhw4bRu3dvwsLC2Lx5M+7u7ufd3qpVqxg9ejQ333wzX3zxBS4uZ0Isd955J7fffjsPP/wwvXr14qqrrqqU9yQitZcybUWk1rMFcPfv319o+S+//MJtt91G06ZNadCgAb169WL+/PmF2hw/fpxx48bRtm1bGjRoQNOmTbnyyiuJi4uztymuHEFubi4TJkygVatWNGzYkMDAwGKv2pdUyqC4EgDx8fEMHDgQb29v3Nzc6NKlC0899RTZ2dnn/QyWL19OcHAwzZo1w83NDT8/P+644w6OHz9e4msGDx6Mv78/Vqu1yLrevXtz+eWX258vWLCA3r174+npScOGDWnXrh2jRo06b7/K4+zPJjg4mG+++YadO3cWKqWwY8cOe3B38uTJ9uUFy1Ns3bqVyMhIvLy8qF+/Pl26dOGtt94qss+//vqLG2+8kYYNG9K8eXMefPBBsrKyKuX9iYiIiFSWCRMm0KxZs0IBy5KcPHmSiRMn0rZtW1xdXbn44ot55JFHOHbsWKF2bdq0YdCgQZjNZnr16kWDBg3sdzqZTCbmzZvHk08+ibe3N40bN+bWW29l//79ZGVlcf/999O8eXOaN2/OyJEj+ffffwtt+6233uLaa6/Fy8uLRo0a0b17d6ZNm0Zubm6Z3/upU6eYPn06Xbp0YcKECUXWt2zZkilTprB7927mzJlTqm1OmTIFk8nEO++8UyhgC+Di4sLbb79tbyciUlbKtBWRWu+ff/4BoFOnTvZliYmJ3HjjjfTu3Zt3330XT09PPv/8c4YNG8bx48ftgb0xY8bw6aef8tJLL9GrVy+ys7PZsGEDhw8fPuc+/+///o9PPvmEcePGMWDAADZs2EBYWNgFBfq2bt3KzTffzOjRo2nUqBF//fUXr776Kj///DPLly8v8XU7duzglltuISgoiNjYWC666CJ2797NkiVLOHXqFA0bNiz2daNGjSI0NJTly5fTv39/+/K//vqLn3/+mTfeeAOAlJQUhg0bxrBhw5g0aZK9Vtq5+lQaeXl5hZ6bTCacnZ2LtHv77be5//772bZtG1988YV9ube3N0uWLOHGG28kKiqK++67DziTpbtp0yYCAgLw8/Nj5syZtGrViu+++47HH3+cQ4cOERMTA+QH+6+77jrq1avH22+/TcuWLfnss8949NFHL+j9iYiIiFQ1d3d3nn32WZ544gmWL1/O9ddfX2w7wzAYPHgwy5YtY+LEiQQFBfHnn38SExNjL1tVv359e/vffvuNzZs38+yzz9K2bVsaNWpkTyx4+umnCQkJYe7cuezYsYNx48YRERGBi4sLPXv2JC4ujt9//52nn34ad3d3+xgTYNu2bURGRtoDx+vWrePll1/mr7/+IjY2tkzv/ddff+Xo0aPcf//9Jc7/cOutt+Lk5GQfE56LxWIhMTGRK6+8ssS77nx9fbniiitYunQpVqsVJyflzYlIGRgiIrXEnDlzDMBYs2aNkZuba2RlZRlLliwxWrVqZVx77bVGbm6uve0ll1xi9OrVq9AywzCMQYMGGd7e3obFYjEMwzC6detmDB48+Jz7jYmJMQr+Od28ebMBGNHR0YXaffbZZwZgDB8+vMTXnv1e/vnnn2L3abVajdzcXGPFihUGYKxbt67EbSYkJBiA8ccff5zzfZwtNzfXaNmypREZGVlo+YQJEwxXV1fj0KFDhmEYxowZMwzAOHbsWJm2X5Lhw4cbQJFH3759DcMo/rO55ZZbDH9//yLbOnjwoAEYMTExRdbdcMMNho+Pj5GRkVFo+aOPPmo0aNDAOHLkiGEYhvHkk08aJpOpyOc3YMAAAzASExMv6P2KiIiIVDbb+Gnt2rVGTk6O0a5dO+PKK680rFarYRiGcd111xldu3a1t1+yZIkBGNOmTSu0nfj4eAMw3n//ffsyf39/w9nZ2diyZUuhtomJiQZg3HrrrYWWjx492gCMxx9/vNDywYMHG02bNi3xPVgsFiM3N9f45JNPDGdnZ/tYzTDyx4/FjQUL+vzzzw3AePfdd8/ZrmXLloU+i5Ls27fPAIw777zznO2GDRtmAMbBgwfPu00RkYJ0mUdEap0+ffpQr1493N3dufHGG2nSpAlffvml/Zalv//+m7/++ou77roLyM/otD1uvvlm9u7dy5YtWwC4+uqr+fbbb3nqqadISkrixIkT591/YmIigH37NkOHDi1y21RZbN++ncjISFq1aoWzszP16tXjuuuuA2Dz5s0lvu6yyy7D1dWV+++/n48//pjt27eXan8uLi7cfffdmM1mMjIygPyMgk8//ZTQ0FCaNWsGYK/PNXToUObPn1/uWXcLcnNzY+3atYUeH3300QVv1+bkyZMsW7aM22+/nYYNGxY5Bk6ePMmaNWuA/O+za9euReq+RUZGVlh/RERERKqKq6srL730Er/88kuR0mA2tjumCpaVAhgyZAiNGjVi2bJlhZb36NGj0F1tBQ0aNKjQ8y5dugBwyy23FFl+5MiRQiUSfv/9d2677TaaNWtmH//ee++9WCwWUlNTz/9my8EwjEKZuBaLpdBYsbjSYefbHlBidq+ISEkUtBWRWueTTz5h7dq1LF++nAceeIDNmzcTERFhX2+rbTtu3Djq1atX6PHwww8DcOjQIQDeeOMNnnzySRYtWkRISAhNmzZl8ODBbN26tcT920ontGrVqtByFxcXe6CzrP7991+CgoL46aefeOmll0hKSmLt2rWYzWaAcwaT27dvz9KlS/Hy8uKRRx6hffv2tG/fntdff/28+x01ahQnT57k888/B+C7775j7969hSZ0u/baa1m0aBF5eXnce++9+Pj40K1bt0J1f8vKycmJK6+8stCjc+fO5d7e2Q4fPkxeXh7/+c9/ihwDN998M3DmGDh8+HCR7xKKfr8iIiIiNcWdd97J5ZdfzjPPPFNsfdjDhw/j4uJSZPJXk8lEq1atipQK8/b2LnFfTZs2LfTc1dX1nMtPnjwJQFpaGkFBQezevZvXX3+d5ORk1q5da59/oDTJFAX5+fkBZ0qnFSc7O5tDhw7h6+trX9a+fftCY8UXXngBgObNm9OwYcNzbg/yS5W5ubmV+3eAiNRdqmkrIrVOly5d7JOPhYSEYLFY+PDDD0lISCA8PJzmzZsDMHHiRMLCwordhi1A2KhRIyZPnszkyZPZv3+/Pev21ltv5a+//ir2tbYB2b59+7j44ovty/Py8ooMcBs0aABATk5OobpgtoChzfLly9mzZw9JSUn27FqgyEQQJQkKCiIoKAiLxcIvv/zCf/7zH0aPHk3Lli258847S3zdpZdeytVXX82cOXN44IEHmDNnDq1bt2bgwIGF2oWGhhIaGkpOTg5r1qxhypQpREZG0qZNG6655ppS9bEqNWnSBGdnZ+655x4eeeSRYtu0bdsWyP8+9+3bV2R9cctEREREagKTycSrr77KgAEDeP/994usb9asGXl5eRw8eLBQ4NYwDPbt22e/06rg9iraokWLyM7Oxmw24+/vb1/+xx9/lGt7V1xxBU2bNuWrr76yTyB2tq+++gqr1Vqo1u/XX39NTk6O/Xnr1q0BcHZ25vrrr+fbb79l165dxda13bVrF7/++is33nhjufosInWbMm1FpNabNm0aTZo04fnnn8dqtdK5c2c6duzIunXrimRz2h7u7u5FttOyZUtGjBhBREQEW7Zs4fjx48XuLzg4GIDPPvus0PL58+cXmVyrTZs2APz555+Fln/99deFntsGlQUDuwDvvffeud/8WZydnendu7c9Q+G3334772tGjhzJTz/9xMqVK/n6668ZPnx4sROC2fp33XXX8eqrrwL5t7RVhfr16xebbWH7vM5e17BhQ0JCQvj999/p0aNHsceALfgeEhLCxo0bWbduXaFtzJs3r5LejYiIiEjl69+/PwMGDOCFF14oVJIAoF+/fgD897//LbR84cKFZGdn29dXpuLGv4Zh8MEHH5Rre66urowfP57Nmzczffr0IusPHDjAxIkTueiiiwqVhejevXuhMaItaAvw1FNPYRgGDz/8MBaLpdD2LBYLDz30EBaLhSeeeKJcfRaRuk2ZtiJS6zVp0oSJEycyYcIE5s2bx9133817773HTTfdxA033MCIESO4+OKLOXLkCJs3b+a3335jwYIFAPTu3ZtBgwbRo0cPmjRpwubNm/n000+55ppraNiwYbH769KlC3fffTevvfYa9erVo3///mzYsIEZM2bg4eFRqO3NN99M06ZNiYqK4oUXXsDFxYW5c+eSnp5eqF1AQABNmjThwQcfJCYmhnr16vHZZ58VCSQW591332X58uXccsst+Pn5cfLkSftsu/379z/v6yMiIhgzZgwRERHk5OQUqW32/PPPs2vXLvr164ePjw/Hjh3j9ddfL1RzF/LLQ1x33XVFaqBVhO7du2M2m3nnnXe44oor7OUV3N3d8ff358svv6Rfv340bdqU5s2b06ZNG15//XUCAwMJCgrioYceok2bNmRlZfH333/z9ddf22u5jR49mtjYWG655RZeeuklWrZsyWeffVZiprWIiIhITfHqq69yxRVXcODAAbp27WpfPmDAAG644QaefPJJMjMz6du3L3/++ScxMTH06tWLe+65p9L7NmDAAFxdXYmIiGDChAmcPHmSd955h6NHj5Z7mxMmTOCPP/7gySefZN26dQwbNgxPT0/+/PNPpk+fzv79+1m8eLH9zrzz6du3L6+99hpPPPEEgYGBPProo/j5+ZGWlsZbb71FSkoKkyZNYsCAAeXus4jUXcq0FZE64bHHHsPPz48XXngBi8VCSEgIP//8MxdddBGjR4+mf//+PPTQQyxdurRQIPP666/nq6++YuTIkQwcOJBp06Zx7733FsmEPdtHH33EmDFjmDt3Lrfddhvz589n4cKFNGnSpFA7Dw8PlixZgru7O3fffTcPPvgg3bp145lnninUrlmzZnzzzTc0bNiQu+++m1GjRtG4cWPi4+PP+94vu+wy8vLyiImJ4aabbuKee+7h4MGDfPXVV0XKHBTH09OT22+/nV27dtG3b98ik0z07t2bffv28eSTTzJw4EDuv/9+3NzcWL58eaHBv8ViKZKBUFGeeOIJwsPDefrpp+nTp0+hW/Y++ugjGjZsyG233cZVV13FpEmTgPzSD7/99hvdunXj2WefZeDAgURFRZGQkFAoe6RVq1asWLGCSy+9lIceeoi7776bBg0a8Oabb1bKexERERGpKr169So094ONyWRi0aJFjBkzhjlz5nDzzTczY8YM7rnnHpYvX17k7q/KcMkll7Bw4UKOHj1KWFgYjz32GJdddhlvvPFGubfp5OREXFwcn376Kbt37+bee+8lODiYxx9/nIYNG7Ju3boyB1gfe+wxVq1axcUXX8zYsWMJDg7m7rvv5vfff+ebb74hJiam3P0VkbrNZNimMhQRERERERERqWPuu+8+Pv74YxYuXMhtt912wdv75JNPGD58OBMmTLCXDRMRKSuVRxARERERERGROuu9995j//79DB06lK+//vqCyxnce++97N27l6eeeopGjRrx/PPPV1BPRaQuUaatiIiIiIiIiIiISDWimrYiIiIiIiIiIiIi1YiCtiIiIiIiIiIiIiLViIK2IiIiIiIiIiIiItWIJiIrB6vVyp49e3B3d8dkMjm6OyIiIiJymmEYZGVl0bp1a5yc6mZ+gsaqIiIiItVXacerCtqWw549e/D19XV0N0RERESkBOnp6fj4+Di6Gw6hsaqIiIhI9Xe+8aqCtuXg7u4O5H+4Hh4eDu6NiIiIiNhkZmbi6+trH6/VRRqrioiIiFRfpR2vKmhbDrbbzDw8PDQQFhEREamG6nJZAI1VRURERKq/841X62ahLxEREREREREREZFqSkFbERERERERERERkWpEQVsRERERERERERGRakRBWxEREREREREREZFqREFbERERERERERERkWpEQVsRERERERERERGRakRBWxERERGRauSdd96hR48eeHh44OHhwTXXXMO3337r6G6JiIiISBVS0FZERKqtKVOmcNVVV+Hu7o6XlxeDBw9my5YthdqYTKZiH9OnT3dQr0VELoyPjw9Tp07ll19+4ZdffuH6668nNDSUjRs3OrprIiIiIlJFFLQVEZFqa8WKFTzyyCOsWbOGH374gby8PAYOHEh2dra9zd69ews9YmNjMZlM3HHHHQ7suYhI+d16663cfPPNdOrUiU6dOvHyyy/TuHFj1qxZ4+iuiYiIiEgVcXF0B0REREqyZMmSQs/nzJmDl5cXv/76K9deey0ArVq1KtTmyy+/JCQkhHbt2lVZP0VEKovFYmHBggVkZ2dzzTXXFNsmJyeHnJwc+/PMzMyq6p6IiIiIVBJl2oqISI2RkZEBQNOmTYtdv3//fr755huioqKqslsiIhVu/fr1NG7cmPr16/Pggw/yxRdfcOmllxbbdsqUKXh6etofvr6+VdxbEREREaloJsMwDEd3oqbJzMzE09OTjIwMPDw8HN0dEZFaxWKxkJyczN69e/H29iYoKAhnZ2cMwyA0NJSjR4+SnJxc7GunTZvG1KlT2bNnDw0aNKjinotIdVBbxmmnTp0iLS2NY8eOsXDhQj788ENWrFhRbOC2uExbX1/fGv8ZiIiIiNRGpR2vqjyCiIhUG2azmejosaSl7bAv8/Nrw+zZM1m2bBl//vknK1euLPH1sbGx3HXXXQrYikiN5+rqSocOHQC48sorWbt2La+//jrvvfdekbb169enfv36Vd1FEREREalECtqKiEi1YDabCQ8Pp1OnQURFxeHl1Y0DBzawcuUr3HHHHTRr1oy1a9fi4+NT7OuTk5PZsmUL8fHxVdxzEZHKZxhGoWxaEREREandVNNWREQczmKxEB09lk6dBjFs2CJ8fPrg6tqYiy/ujYeHLy4uDahf3w0/P78St/HRRx9xxRVX0LNnzyrsedn9+OOP3HrrrbRu3RqTycSiRYuKtNm8eTO33XYbnp6euLu706dPH9LS0qq+syLiEE8//TTJycns2LGD9evX88wzz5CUlMRdd93l6K6JiIiISBVR0FZERBwuOTmZtLQdBAY+jcl05p+m//3vEf788zMGDJjJnj27+PLLL9m3bx8nTpwo9PrMzEwWLFjAfffdV9VdL7Ps7Gx69uzJm2++Wez6bdu2ERgYyCWXXEJSUhLr1q3jueeeU8kHkTpk//793HPPPXTu3Jl+/frx008/sWTJEgYMGODoromIiIjULmvXwmefOboXxVJ5BBERcbi9e/cC4OXVrdDyX355B4Bvv30EgDvuuAOAOXPmMGLECHu7zz//HMMwiIiIqILeXpibbrqJm266qcT1zzzzDDfffDPTpk2zL2vXrl1VdE1EqomPPvrI0V0QERERqd1ycmDSJJg2DerXh6uvho4dHd2rQpRpKyIiDuft7Q3AgQMbCi2PiTGIiTEYNWo1AImJiRiGUShgC3D//fdz/PhxPD09q6S/lcVqtfLNN9/QqVMnbrjhBry8vOjdu3exJRRERERERESknFJTYcYMsFrh9tuhaVNH96gIBW1FRMThgoKC8PNrw8qVr2AY1kLrDMPKqlVT8PdvS1BQkIN6WH4Wi4WkpCTi4uJISkrCYrGU2PbAgQP8+++/TJ06lRtvvJHvv/+e22+/nbCwMFasWFGFvRYREREREallDOPM/3fvDtOng9mcXx6hWTPH9asECtqKiIjDOTs7M3v2TFJTFxMfP5j09BRycrJIT08hPn4wqamLmTVrBs7Ozo7uapmYzWbatetASEgIkZGRhISE0K5dB8xmc7Htrdb8gHVoaCjR0dFcdtllPPXUUwwaNIh33323KrsuIiIiIiJSe/z6K1xxBfzxx5llo0fnZ9lWUwraiohItRAWFkZCQgInTqwnNjaAqVM9iI0N4OTJDSQkJBAWFuboLpaJ2WwmPDwcN7fuREWlMHFiFlFRKbi5dSc8PLzYwG3z5s1xcXHh0ksvLbS8S5cupKWlVVXXRUREREREaodTp+C556B3b/j9d5gwocSmU6ZM4aqrrsLd3R0vLy8GDx7Mli1bCrUxmUzFPqZPn17hXddEZCIiUm2EhYURGhpKcnIye/fuxdvbm6CgoBqXYWuxWIiOHkunToMYNmwRJlP+NVIfnz4MG7aI+PjBjBkzrsjrXF1dueqqq4oMDFJTU/H396+SvouIiIiIiNQKv/0GI0bA+vX5z4cNgzffLLH5ihUreOSRR7jqqqvIy8vjmWeeYeDAgWzatIlGjRoBZybRtvn222+JioqyT5pdkRS0FRGRasXZ2Zng4GBHd+OCJCcnk5a2g6ioOHvA1iY39ziXXHIHX375NQD//PMPf/zxB02bNsXPz4/x48czbNgwrr32WkJCQliyZAlff/01SUlJDngnIiIiIiIiNcypU/DSS/DKK2CxQPPm8M47EB5+zpctWbKk0PM5c+bg5eXFr7/+yrXXXgtAq1atCrX58ssvT5fBa1ex7wGVRxAREalwtquvXl7diqzbs+cXvvxyhP35mDFj6NWrF88//zwAt99+O++++y7Tpk2je/fufPjhhyxcuJDAwMAq6buIiIiIiEiNNm8evPhifsB2yBDYtOm8AdviZGRkANC0adNi1+/fv59vvvmGqKioC+puSZRpKyIiUsG8vb0BOHBgAz4+fQqta9MmmFGjVhMbG0BiYmKxWcWjRo1i1KhRVdFVERERERGR2uXee+Grr+DOO2Ho0HM2tVgsxZbnMwyDMWPGEBgYSLduRZNxAD7++GPc3d0rbf4VBW1FREQqWFBQEH5+bVi58pVCNW0BDMPKqlVT8PdvS1BQkAN7KSIiIiIiUgusW5efWfvJJ9CwITg5QTETP5/NbDYTHT2WtLQd9mV+fm2YPXsmy5Yt488//2TlypUlvj42Npa77rqLBg0aVMS7KELlEURERCqYs7Mzs2fPJDV1MfHxg0lPTyEnJ4v09BTi4weTmrqYWbNm1LgJ1kRERERERKrKjz/+yK233krr1q0xmUwsWrSocIPcXDY/9hi39eqF58KFuDdpQp8+fUhLSzvvts1mM+Hh4bi5dScqKoWJE7OIikrBza07d9xxB/Hx8SQmJuLj41Ps65OTk9myZQv33XdfBbzT4inTVkREpBKEhYWRkJBAdPRYYmMD7Mv9/duSkJBQabfQiIiIiIiI1AbZ2dn07NmTkSNHcscddxRe+eefbIuIIHDTJqKAySEheE6dyuaDB8+b+WqxWIiOHkunToMK3Rl58cW98fDwxcWlAfXru+Hn51fiNj766COuuOIKevbseaFvs0QK2oqIiFSSsLAwQkNDi62RJCIiIiIiIiW76aabuOmmmwovzM2FV1+FF17gmdxcbnZ1Zdrcufn1a00m2pViu8nJyaSl7SAqKq5QKbv//e8R1q+fx4ABM/n220f48ssvCQgIwNPTEzc3N3u7zMxMFixYwMyZMyvmjZZA5RFEREQqkbOzM8HBwURERBAcHKyArYiIiIiISHk99RQ89xzW3Fy+cXGh0xNPcMPcuXi1bEnv3r2LllAoxt69ewHw8io8wdgvv7xDTk4G3377CAB33HEH3t7exMfHF2r3+eefYxgGERERFfOeSqCgrYiIiIiIiIiIiDicxWIhKSmJuLg4kpKSsFgshRuMGQPt2nHgrbf4Ny+PqW+9xY033sj333/P7bffTlhYGCtWrDjnPry9vQE4cGBDoeUxMQYxMQajRq0GIDExEcMwGDFiRKF2999/P8ePH8fT0/PC3ux5qDyCiIiIiIiIiIiIOJTZbCY6eixpaTvsy/q3as1r1wefaXTxxbBlC9YDB+CRRwgNDSU6OhqAyy67jNWrV/Puu+9y3XXXlbifoKAg/PzasHLlK4Vq2gIYhpVVq6bg79+WoKCgin6LZaJMWxEREREREREREXEYs9lMeHg4bm7diYpK4Zknj7Lwigf4Zv8+us6bV7ixiwvNmzfHxcWFSy+9tNCqLl26kJaWds59OTs7M3v2TFJTFxMfP5j09BRycrJIT08hPn4wqamLmTVrhsNL2ynTVkRERERERERERBzCYrEQHT2WTp0GMWzYIrwO/cXgTwdw8Z5fAFjeqCVk78dqtdpf4+rqylVXXcWWLVsKbSs1NRV/f//z7jMsLIyEhASio8cSGxtgX+7v35aEhATCwsIq6N2Vn4K2IiIiIiIiIiIi4hDJycmkpe3g/0Z+StCqaQQnxeBiOcXB+p58es1YfvTwha9GsmzZMtq1a0fTpk3x8/Nj/PjxDBs2jGuvvZaQkBCWLFnC119/TVJSUqn2GxYWRmhoKMnJyezduxdvb2+CgoIcnmFrYzIMw3B0J2qazMxMPD09ycjIwMPDw9HdEREREZHTNE7TZyAiIiI1S1xcHJGRkWzseDOXbv0fAKkdb2H2ZSN4d8GQIu2HDx/O3LlzAYiNjWXKlCns2rWLzp07M3nyZEJDQ6uy+2VW2rGaMm1FRERERERERETEIby9vQFY7n8d7dJW8e2Nr7Ou5720NJmIiTFIT08hNjaAxMREgoODC7121KhRjBo1ygG9rnwK2oqIiIiIiIiIiEjV+usv2LGDoAED8PNrw5vpK8l6fBs5DZvZmxiGlVWrpuDv35agoCAHdrbqOTm6AyIiIiIiIiIiIlJHWCwwfTpcdhlERuJ88CCzZ88kNXUxH381kvT0FHJyskhPTyE+fjCpqYuZNWtGtak1W1WUaSsiIiIiIiIiIiKVb8sWGDkSUlLynwcHg9VKWFgYCQkJREePJTY2wN7c378tCQkJhIWFOaa/DqSgrYiIiIiIiIiIiFQeiwVeew2efRZOngQPD5g1C0aNApMJgLCwMEJDQ0lOTmbv3r14e3sTFBRU5zJsbRS0FRERERERERERkcpx6hRcfz2sWpX/fOBA+PBD8PUt0tTZ2bnIZGN1lWraioiIiIiIiIiISOVwdc2vX+vuDh98AEuWFBuwlcIUtBUREREREREREZGKs3Ur7Nx55vnUqbB+Pdx3n70cgpybgrYiVchisZCUlERcXBxJSUlYLBZHd0lEREREREREpGJYrfm1a3v2hBEj8p8DNG4M/v6O7FmNo5q2IlXEbDYTHT2WtLQd9mV+fm2YPXtmnZwFUURERERERERqkb//zp9YLDk5/7mzM2RmwkUXObRbNZUybUWqgNlsJjw8HDe37kRFpTBxYhZRUSm4uXUnPDwcs9ns6C6KiIiIiIiIiJSd1QpvvAE9euQHbBs3hnfegR9+UMD2ApgMwzAc3YmaJjMzE09PTzIyMvDw8HB0d6Sas1gstGvXATe37gwbtgiT6cy1EsOwEh8/mJMnN7Bt21acnZ0d2FMREZGaT+M0fQYiIiJShfbvh6FD4ccf859ffz189BG0aePQblVnpR2rKdNWpJIlJyeTlraDwMCnCwVsAUwmJ/r2ncjOnf+QbLt9QERERERERESkJrjoIjhyBBo1grffzs+uVcC2QqimrUgl27t3LwBeXt2KXW9bbmsnIiIiIiIiIlJt7dwJrVtDvXpQvz7ExeUHbdu2dXTPahVl2opUMm9vbwAOHNhQ7Hrbcls7qTksFgtJSUnExcWRlJSExWJxdJdEREREREREKofVCm+9BV27wrRpZ5Z366aAbSVQ0FakkgUFBeHn14aVK1/BMKyF1hmGlVWrpuDv35agoCAH9VDKw2w2065dB0JCQoiMjCQkJIR27TpoUjkRERERERGpff75B/r1g0cfhexsWLEiP4grlaZGBW1//PFHbr31Vlq3bo3JZGLRokWF1huGwaRJk2jdujVubm4EBwezcePGQm1ycnJ47LHHaN68OY0aNeK2225j165dVfgupK5xdnZm9uyZpKYuJj5+MOnpKeTkZJGenkJ8/GBSUxcza9YMTUJWg5jNZsLDw3Fz605UVAoTJ2YRFZWCm1t3wsPDFbgVERERERGR2sFqhXfege7dISkJGjaEN96AJUvAqUaFFWucGvXpZmdn07NnT958881i10+bNo1Zs2bx5ptvsnbtWlq1asWAAQPIysqytxk9ejRffPEFn3/+OStXruTff/9l0KBBuq1ZKlVYWBgJCQmcOLGe2NgApk71IDY2gJMnN5CQkEBYWJijuyilZLFYiI4eS6dOgxg2bBE+Pn1wdW2Mj08fhg1bRKdOgxgzZpz+poiIiIiIiEjNtnMnDBgADz+cn10bFAR//gmPPVZiwFZlBCuOyTAMw9GdKA+TycQXX3zB4MGDgfws29atWzN69GiefPJJID+rtmXLlrz66qs88MADZGRk0KJFCz799FOGDRsGwJ49e/D19eV///sfN9xwQ6n2nZmZiaenJxkZGXh4eFTK+5PayWKxkJyczN69e/H29iYoKEgZtjVMUlISISEhREWl4OPTp8j69PQUYmMDSExMJDg4uOo7KCJSx2mcps9AREREKshff8Fll+UHaKdOzS+NcI7sWrPZTHT0WNLSdtiX+fm1YfbsmUpWK6C0Y7UalWl7Lv/88w/79u1j4MCB9mX169fnuuuuY/Xq1QD8+uuv5ObmFmrTunVrunXrZm9TnJycHDIzMws9RMrD2dmZ4OBgIiIiCA4OVsC2Btq7dy8AXl7dil1vW25rJyIiIiIiIlJjFLhbnUsugU8+gXXr4PHHzxuwVRnBilVrgrb79u0DoGXLloWWt2zZ0r5u3759uLq60qRJkxLbFGfKlCl4enraH76+vhXcexGpKby9vQE4cGBDsetty23tRERERERERKo9w4APPgA/P0hJObN86FDo2PGcL1UZwcpRa4K2NiaTqdBzwzCKLDvb+dpMnDiRjIwM+yM9Pb1C+ioiNU9QUBB+fm1YufIVDKPwTJmGYWXVqin4+7clKCjIQT08P9UYEhEREREREbu0NLjxRrj/fjh2DN59t0wvT05OJi1tB4GBT2MyFQ41mkxO9O07kZ07/yE5ObkCO1371ZqgbatWrQCKZMweOHDAnn3bqlUrTp06xdGjR0tsU5z69evj4eFR6CEidZOzszOzZ88kNXUx8fGDSU9PIScni/T0FOLjB5OauphZs2ZU29IXZrOZdu06EBISQmRkJCEhIbRr10G3qoiIiIiIiNQ1hgEffgjdusH330ODBjBzJsTGlmkzKiNYOWpN0LZt27a0atWKH374wb7s1KlTrFixgoCAAACuuOIK6tWrV6jN3r172bBhg72NiMj5hIWFkZCQwIkT64mNDWDqVA9iYwM4eXIDCQkJ1bbAumoMiYiIiIiICADp6XDTTfB//5dfx/aaa+CPP2DMGCiQhFSaOzVVRrBymAzDMBzdidL6999/+fvvvwHo1asXs2bNIiQkhKZNm+Ln58err77KlClTmDNnDh07duSVV14hKSmJLVu24O7uDsBDDz3E4sWLmTt3Lk2bNmXcuHEcPnyYX3/9tdSZcZqRV0Qg/x+v5ORk9u7di7e3N0FBQdU2w9ZisdCuXQfc3LozbNiiQresGIaV+PjBnDy5gW3btlbb9yAiUhoap+kzEBERkVL46CO477787NqXXoLRowsFayE/8Sc6eixpaTvsy/z82jB79sxCyUr6vVk2pR2ruVRhny7YL7/8QkhIiP35mDFjABg+fDhz585lwoQJnDhxgocffpijR4/Su3dvvv/+e3vAFmD27Nm4uLgwdOhQTpw4Qb9+/Zg7d64OGhEpM2dnZ4KDgx3djVKx1RiKioorscZQbGwAycnJNeY9iYiIiIiISBlYreB0+vfgqFGwZQtERUHnzkWa2u7U7NRpEFFRcXh5dePAgQ2sXPkK4eHhhe4ytZURDA8PJz5+MH37TrS3X7VqCqmpi0lISFDsrYxqVKZtdaHsBRGpaeLi4oiMjGTixCxcXRsXWZ+Tk8XUqR7MmzePiIgIB/RQRKRiaJymz0BERETOYhgwdy7Mng3JyeDpec7m5c2cLS4z19+/LbNmzai2ZQQdobRjtVpT01ZEREqmGkMiIiIiIiJ10O7dMGhQfmbt+vXw5pvnfYntTs3AwKdLvFNz585/SE5OLrQuLCyM7dv/JjExkXnz5pGYmMi2bVsVsC2nGlUeQUREyicoKAg/vzasXPlKsVdKV62agr9/W4KCghzYS7kQNanGsoiIiIiIVDLDgI8/zq9Vm5EB9evDCy/kTzR2Hnv37gXAy6tbsetty23tCqpJZQSrO2XaiojUEVFRI9my5WvmzAlk586V5ORkkZ6eQnz8YFJTFzNr1gwF+Woos9lMu3YdCAkJITIykpCQENq164DZbHZ010REREREpKrt2QO33gojR+YHbK+6Cn77DSZMAJfz52/qTs3qQTVty0F1wkSkJimurlD+NTsroBpDNV3BCQICA58uNEGAreC/vlupSzRO02cgIiJS540aBXPmgKsrTJ4M48aVGKwt7o49oFw1baV0SjtWU9C2HDQQFpGaoriA3r59f7J06fPs2rWcSZMm8cwzz+gf2hqqvBMEiNRmGqfpMxAREanzDh6E4cNh+nTo2rXEZsUl+Pj5tWH27JkA9t+SfftOtCeHrFo1RckhF0hB20qkgbCI1AQK6NV+SUlJhISEEBWVgo9PnyLr09NTiI0NIDExUXWlpM7QOE2fgYiISJ1iGDBvHvz4I7z3XqlfVpo79oAiQV3dqXnhSjtW00RkIiK1lG3Gz6iouBJn/IyNDSA5OVkBvRrqQiYIEBERERGRGm7fPnjwQfjyy/znoaFw883nfZnFYiE6eiydOg0qlODj49OHYcMWER8/mDFjxrFt21ZCQ0M14bGDKGgrIlJLKaBX+xWcIKC4TFtNECCOVlyNNA3yRURERC6QYUBcHDz2GBw5AvXqQUwMDBhQqpeXNcFHST6O4XT+JiIiUhPVpBk/LRYLSUlJxMXFkZSUhMVicXSXaoSgoCD8/NqwcuUrGIa10DrDsLJq1RT8/dvaJxMQqUpms5l27ToQEhJCZGQkISEhtGvXAbPZ7OiuVXtTpkzhqquuwt3dHS8vLwYPHsyWLVsc3S0RERGpDvbvhzvugLvuyg/Y9uoFv/wCzzyTH7wtBSX41AwK2oqI1FI1JaCnwE75OTs7M3v2TFJTFxMfP5j09BRycrJIT08hPn4wqamLmTVrhjIbpcrZaqS5uXUnKiqFiROziIpKwc2tO+Hh4Tq/z2PFihU88sgjrFmzhh9++IG8vDwGDhxIdna2o7smIiIijmQY+eUPvvgiP0D7wgvw00/Qo0eJLykuQaYmJfjUZZqIrBw0uYOI1BQFi8tXxxk/S1P8XgXuz6+4WV81QYA4iqMnQayN47SDBw/i5eXFihUruPbaa4usz8nJIScnx/48MzMTX1/fWvUZiIiIyGk//ABPPglz5xYK1hZXlurLL78s8jvBz68NM2ZMY9y4CZq02kFKO15V0LYcauOPARFxjKqo91hdA3qODuzUNqodKtVFUlISISEhREWlFFtrOT09hdjYABITEyulPlptHKf9/fffdOzYkfXr19OtW9HbGCdNmsTkyZOLLK9Nn4GIiEidZBgwfz7k5sLdd59ZbrWC05nfT8X95mvevAWHDx8qMUFm3LhxzJgxo9om+NRmCtpWotr4Y0CkNqkpwavi/mH182vD7NkzK/wfx+r4mTg6sCMilSMuLo7IyEgmTszC1bVxkfU5OVlMnerBvHnziIiIqPD917ZxmmEYhIaGcvToUZKTk4tto0xbERGRWujAAXj4YVi4EBo3ho0bwc+vSLPi7l7ct28dn356A3l5FzNkiJlLL+1qb18wQWbGjGmMHTu+2iX41HalHa+6VGGfREQqXVUGQi9EwX9Yo6LiCl31DA8Pr/Crms7OztUu8Kni9yK1U8EaacVdkFGNtLJ59NFH+fPPP1m5cmWJberXr0/9+vWrsFciIiJSqRYsyA/YHjoELi4wdiy0agUUTsjx8vIiOnosnToNKnT3otWaS15eNh4ed/H990u55JIuOJ3OzDWZnOjbdyKxsQE0b96c7dv/rnYJPpJPE5GJSK1RUya+sVgshf5h9fHpg6trY3x8+jBs2CI6dRrEmDHjsFgsju5qpVLxe5HaqaZMglgTPPbYY3z11VckJibi4+Pj6O6IiIhIZTt4EIYOzX8cOpRfs/bnn2HSJHB1LTKJc//+/UlL24GPT2ShcnNZWfmJL/7+Q8nIOEpaWlqh3RRMkLEl+ERERBAcHKyAbTWioK2I1Ao1KRCanJxMWtoOAgOfLvQPK5y56rlz5z8l3gZbWyiwI1I7OTs7M3v2TFJTFxMfP5j09BRycrJIT08hPn4wqamLmTVrhn4QnINhGDz66KOYzWaWL19O27ZtHd0lERERqWxZWflB2gULwNkZnnsOy5o1JGVkEBcXxwsvvFAkSSk4OL+m/bJlf7J582b7ptzd8xNfTKYDpzedVWhXSpCpGVQeQURqBVsgNCoqrsRAaGxsAMnJyQ4vE6CyAPlsgZ3w8HDi4weXWPy+MgM7jqz1Wx3rDItUlLCwMBISEoiOHktsbIB9ub9/W01qUQqPPPII8+bN48svv8Td3Z19+/YB4OnpiZubm4N7JyIiIpXC3R3uvRe+/RbmzsW8YwfRl1xaoPSfEy4uXejRYwo+Pvk1av39rwXAw6MB3333PZ07d8bJyQk/vyA8PduwY8eLQADu7u723ShBpuZQpq2I1Ao1KRCqsgBn2AI7J06sJzY2gKlTPYiNDeDkyQ2VHtg5+9aikJAQ2rXrUCVlNBy5b5GqEhYWxvbtf5OYmMi8efNITExk27atCtiWwjvvvENGRgbBwcF4e3vbH/Hx8Y7umoiIiFQksxkKZMjywgvwyy+Yd+wolFUbGfk/wErDhsNYsCDBnlVrC85CMhkZR+xlEJycnBk4cDqZmUtxcVmIk9Nu3flUAynTVkRqhZo08U3BsgAFi8VDxVz1rGkZnGFhYYSGhlZpn6t6Irjqsm+RqlYdJ0GsCQzDcHQXREREpDIdPgyPPgqffw5XXw2rVoGLCxYXF5KSkrj//gfx8bmeIUPMODu7sH59HADdu0fz11+LC2TVOnPDDTOZPz8c2MmOHR3x9m7GgQMb+PPPTwC46KKDzJkTaN+17nyqOUyGRoVllpmZiaenJxkZGXh4eDi6OyJCfqCyXbsOuLl1LzYQGh8/mJMnN7Bt29ZqEcAsGLgrqSxAef4RNZvNREePLXALDfj5tWH27Jn6R/k0Rx4rNe04talpFwKkbtM4TZ+BiIhItfbFF/Dgg3DgAIaTE2l33smaG29kyz//8NFHcwr8lovCw6MbN954A25u+/n44xB69UrBMC7mjz8+YvjwEbRp0waA5OQpLF/+LHBmrhB//7bMmjWjyhNk5PxKO1ZTeQQRqRVq2sQ3lVEWwBYILliYPioqBTe37oSHh+vW+9POngjOarWwY0cS69fHsXPnj1xzzYRKmwiuJk5Cp1IOIiIiIiIV4PBhuOsuCAuDAwfI9PHhthYtaTNvHnfeey8xMTHs2dOQrl0fBaBHj/HUq9eS+fPnk53dHE/PNqSlvULDhs2BM5OLGYaV3btT8PPzY+nSpUXKUtnufIqIiCA4OLja/CaW81N5BBGpNWraxDcVWRbAYrEQHT2WTp0GFcrg9PHpw7Bhi4iPH8yYMeMIDQ2t8/9IF6x/vHmzme++G0tGxg77eg8P/0LtKmvfxalOtZdBpRxERERERCrEli0QHAz79oGTE1tCQ7nsiy/w73wrI29+koUL78Jk6oiz8wg2bvwBAGfno3TteicbN37ODz8sY8CA6SQkDGXDhtsAPxo0MJGenlLobs1+/fo59G1KxVKmrYjUKjVt4puKuupZEzM4HcVW1/jnn99k/vxwXFy606tXCoGBWfTqlQJ0BGDr1q2Vtu8LnYTOYrGQlJREXFwcSUlJWCyWiu0oRS8E+Pj0wdW1sf1CQKdOgxgzZlyl7FtEREREpDawjds/X7uWTE9PjM6dWfvGG/T9cSUtfPsxZIgZqzWXzMydtGv3It26RdK06QBMpmakpb0MGPj6BpKRcZRGja5kyJD5HD+eAsQyb173KpvEWRxDmbYiUuvUxYlvaloGpyMFBQXh6+vPihUv0azZLXTteiYz2d29Ny4uI3Bx2Uts7FyeeeaZCs1MrohJ6KqqbrHtQkBUVFyJFwJiYwNITk6uc+ebiIiIiMj5rHz+eUbO/YS/03cCcDFw1MmF44/mlz84fLgNb7zxJpdemgdAo0bdMJlM+Pldy5Ej/Th8eAEbNw6mdeuxQA47dqxk37755OVlM3nyZDp27KgatbWcMm1FRGqBisrgrAucnZ25775R5OVlk5t7FZmZu8nLyyEjI52NGz/nyJG/ufbaZyolM/lCay9XZd1iXQgQERERESk7y6FDrLvsMgJffJEnjsHIkasIC/svuzGR69wdCAbO1Kxdsyb/t1p2dv5/GzXyArrQu/dM8vLWs359MDCVFSvu4eTJDSxcuJDnn39eNWrrAAVtpUapiluCRWqighmchmEttK60GZx1SceO+SUQDKM+f/zxEatWTeGPPz4iL+8AQ4cO5eqrBwGVE5As7yR0VV2uQBcCRERERERKxxar+CA0lIMtW9Jz3TosQGaWDwkJa1iy5EmaNRtEnz5r8fAIBMDJ6Qhdu95ZqByCYVjJzj4AwCWX3M5jj6Xi63sNzZu3YOnSpdW69J9UPJVHkBqjqm4JFqmJbBmc4eHhxMcPpm/fifZJowoWptdV2Hy2QGN4eBBWa2uysrJwd3fHz88PJycn0tNTCrWraOWZhK6qyxVURCkHEREREZHaymKxkJyczJdffsni/8bxzKH9/N/pdX8BE1tNY6d3BKZt73H8+G68vD7AycmZtm2jWLfuLbZvf4HLLvvmrHIIoeTmXomHhxtOTrtZsOBxdu1ao0nG6igFbaVG0AzmUh3Y/lEubZCtqtkyOKOjxxIbG2Bf7u/fVufIWWwBydWrp1ZIQLI8x0ZZay9XdbkCXQgQERERESmsYKB23rx4DhzYyzVAEs5cDFiBDzyuZ3Tmck7u68alTevTunUXMjNhz576+PkZNG7sDQwgM7Ngzdp2XHrpY6SmfkRe3mIA5szRb7m6TkFbqfbOviXYFlyx3RIcHz+YMWPGERoaquCBVJqakuldngzOuqgiA5JVdWwULFfg49OnyPrKKFegCwEiIiIiIvmKjvs7YDJ5kunWnYtOrGWLYWEkY9nTJJCTmcupX/8w27Zto3Pn/PH5qVN/kZFxOSZTFtCF4OC3+f33V0/XrIVNm/J/R0RFTdAkYwKAyTAMw9GdqGkyMzPx9PQkIyMDDw8PR3en1ktKSiIkJISoqJRiAxXp6SnExgaQmJhYpTOYV/esS6k4BTO9AwOfLpTpbQvuKXhVMxUXcPX3b8usWTNK9Z1W5bFhsVho164Dbm7di80Ojo8fzMmTG9i2bWuF/y3S3zupSTRO02cgIiJS0Wzj/o4db2H37l/p4dKRA80fZtu2O4G3CG3+D98dmgEN1mC15mEy3Q1cQk7OeHr06MmWLVeQk9Oazp0TOHRoBXl5B3j88ccwDAsff3wdJ078zeefx2lisTqitGM1BW3LQQPhqhUXF0dkZCQTJ2bh6tq4yPqcnCymTvVg3rx5REREVEmfakrWpVw4RwbKpGqUNyDpiGOjYJC4pOxg/Q2Suk7jNH0GIiIiFenUqVP4+rbB2bkTvS+5m1sT/49RwEi/Z5ib9jINGqzBYvmV3NxHaNLkB44edcHfP52dO4cDffD3fwbD2EZa2hO4uFxGXt4V3H77gzRpkqtxfB1V2rGaU4lrRKqJ6jaDuS1o4ubWnaioFCZOzCIqKgU3t+6Eh4djNpurpB9SNWyTPwUGPl3i5E87d/5DcnJypfXBNhNpXFwcSUlJWCyWSttXXWSrLRsREVGmK9uOODZs5QpOnFhPbGwAU6d6EBsbwMmTG+rUQE/nhIiIiIhUBbPZjK+vHwcO7KX73ga8kfg4owArJi47dQAAN7cscnM7U6+eHydOvA5YcXMbSJs27wJ/sXPnINLSngDAMDYBH/HFF1fVyXG8lI1q2kqVuJBba6vTDOaqr1v3VPXkT2eryVndtf2WekcdG3W9bnFNPidEREREpHor+Btmy5YtvPDCC/h6dOQD9nMf3wHwNzCS0RxuMoH6R384HaiNxssrht277wMOk5sbQ2amCw0b3k3TpmvZtWsNkydP5qmnnmL16tV1chwvZaegrVS6C/2BXZ1mMLdl1kVFxZWYWRcbG0BycnKV1teVyuOIyZ9sCt4KHxUVV6heanh4eLW+IlsXAmulPTb2799PXFxchQ7KbNnBdU1NPidEREREpPqyWCy8/PLLvPHGmxw+fPD0UieupzVzM3bhe3rJp02ieCL7BzLyfsNl23Y6dJjBpk1DgMM0aBBD48YPkZ39Gdu23WjfdosWbVm4cKF9nFoXx/FSPqppWw6qE1Z6FTlJz4VOGFQRqmN9XalcjqppW5Nr6daVidvO9x19+GFv9u//E4vllH15bQtcV6WafE5I1dI4TZ+BiIhIWZjNZh544EEOHToIdAT8gGUA3OU0kv9a57ANZ+4zdSPJmIWPz0527YoC+tC+fQz7939FdvZnGEaGfZstW7YiIuJOQkNDlU0rRWgiskqkgXDpVMYPbEffbp2UlERISAhRUSnFZtalp6cQGxtAYmKirp7VIo6Y/KmmHmt1LbBW0rGxZMnj7NnzC61bB3PTTVNqbeC6KtXUc0KqnsZp+gxERERKKyEhgSFDhuDk5IabW2969Piav9dewiGLB4axmWZN9zI0610+szqRaZmEk9O1ODvfRZs2Lmzd+gSQZd+WArVSWqUdq6k8glSayigl4OhbgqtTfV2pOrbJn6KjxxIbG2Bf7u/f1h58q+gLCo6upVteda2ESEnHhrOzK61bB3PffctU+7qC1NRzQkRERESqB9tvtt27d3Pw4EG2b9/OW2+9C1yM1bobU/atjFhzE7cZuwn0fIxtGU9x9NjPmFtEk7n/d/z9P2bPnmfIzb2frVvzt9mkSVOGD79XgVqpFAraSqWpjT+wq1N9Xala55r8qTLqt1ZWLd3Kzlavjef9+Zx9bOzfv5/o6GhuumlKnQhcVxVH1pcWERERkZqraL1aJ8BqX28yhRBi/Jc5TrPxs+4C4Ia8+rzr5IfV+gYWSwgAbm4DueqqO1i9+iEuumgt9esfJS1tJ66urg54V1IXOJ2/iUj5FPyBXZya+gPblll34sR6YmMDmDrVg9jYAE6e3KBbnms5W6Z3REQEwcHB9oBteHg4bm7diYpKYeLELKKiUnBz6054eDhms7lc+yqY1W0Y1kLrypvVbTabadeuAyEhIURGRhISEkK7dh3K3cfi1Nbz/nwKHhstW7YE6lbguipUxjkhIiIiIrWXxWLhhRde4KKLmhITE8Phw7a8xd44ObXAZLqExsDbxg6WAX7WXaQ5tSIEePdEO5o0mQEs59ixcGAjLi6nOHjweyCFjIy/ePvttxSwlUqloK1Umtr8AzssLIzt2/8mMTGRefPmkZiYyLZtWxWwrWNOnTrFQw89TKtWvejdezStW1+Fq2tj+23wnToNYsyYcVgsljJv25bVnZq6mPj4waSnp5CTk0V6egrx8YNJTV3MrFkzSp0lW1nB5bM56ry3WCwkJSURFxdHUlJSuT7zilJXA9eVraLPCRERERGpvcxmM61aeRMTE8O//54ErgTAxWUg9eqNwmo9yE31Q/gTeJCVALyFDwNabeRHe4bttUAMFsvvwKNs2ODH1q234+y8k/nz5+v3v1Q6TURWDprcofQcMYGTSGUpWFpg69atvPnmOxw8uM++3tOzDTfcMJMuXfKP6YqYGKm40gv+/m2ZNWtGqc+dqp4crKrP+8ooT3Eh6tpkbFWtIs4Jqd00TtNnICIidVvBycVcXTtx8uQ63N1nkJU1DjDj7n6MrKxRxHI7I/mCHTTg4fqP8m3OTFxdb6JBg2vIzHwek6kPhhEAuNCrVz327fsfe/f+xvz58xkyZIij36bUYKUdqyloWw4aCJeNfmDXfpVdJ7U6KO44dnJyw2oN4Jpr5nPyZCppaa9w+PBihg5NoEuXMHJyspg61YN58+YRERFR7n2X9fM9u73FYqF///5ERaUUWwu0IoLLZ6uq875ggDgw8Gl7gHjlylccemFIF6wqV134myPlp3GaPgMREambLBYLL774Ii+++DJWa0tgNzASmEPjxu/w778P4eq0hTzWYbUOxZNPmeQaz3OnFpNT70Zyc31wcVlCXt6u01ssXPtWcQypKAraViINhMtOP7Brr+qW5VgZCgbgAgKeIiEhGZMpB0ghM/M72rZ9Dz+//8MwrGzcOJi8vA08/vhWdu/+ucKDoaXp69nfR7NmLTh8+CATJ2bh6tq4yGsqKrh8tso+70uT0Zpfe/pDDhw4UOV/e3TBSsQxNE7TZyAiInWP2WzmgQce5NChg6eXRABxNGo0j+zsSBryLFN5ifZOfbjF+ilOTv2xWjvg4fEpmZkf4OLyPnl5u+3bM5mcee65Z7j22msd8ltCajcFbSuRBsIi+aprlmNFOjswuHNnGh9/PJdeve6jcWNvVq0KBlLp23c3Tk4uZGSk8McfAdx77zJ++um1Kr0NvqTv4/vvnyU9fRn9+k0hMPCpIq+rjEzbqpCUlERISEiJGcTJyVNYvvxZCl4dr+oLCrpgJVL1NE7TZyAiInWHxWLh5ZdfJiYmBicnN5yd25CbuxlPz/lkZAwFFhBsepQPjUzacwKAvsTzR8N/OX78PpycgnByuovGjU2cPPkdF120nX37flcJBKlUpR2raSIyESkXi8VCdPRYOnUaxLBhi/Dx6VNhk3BVJ8nJyaSl7SAw8GlMJieysrIAaNTICycnZ/z8JmK1HmDduslkZKRTv35HAH74YXyVTox0ru9j+PAluLhcyooVL2Gx5BZ6XcHJwQICAqrNZF6lsXfvXgC8vLoVWbd5s5nly58B2hMc/GmlTbx2Ps7OzgQHBxMREUFwcLACtiIiIiIiFcBisfDCCy/g5dWKmJjJgA9W6wlycwcCkJHhQmOTL28wlkRjP+05QRr1GAis5l1yco4D92K1/kFe3gMcO3Y/J08upH79YyxcuFABW6kWFLQVkXI5O5hZkMnkRN++E9m58x+Sk5Md1MOKcXZg0N3dHYDs7AMAXHxxEAC5uTv544+P+OmnJwGwWvdUaabxub4PZ2cXrr32WfLysvn44+tIT08hJyeL9PQU4uMHk5q6mKFDw+nYsTMhISFERkYSEhJCu3Ydqiy4WR7e3t4AHDiwwb7MarWwffsyvv76QRo27AtE4O8fWCsvKIiIiIiI1CUWi4Vly5YxZMgQ3N09iImJ4cgRK/l31l0OgMn0EOBDIK/wu3GSx0gDYI7z5XTnIn4AYAUWy2PAx0AmLVu2YvTo0SQmJrJt29Yaf7eo1B4uju6AiNRM58pyLLjc1q6mKhgY9PHpg5+fHx4eF5GWlkzXrneSnZ0fMAwPH4HJ1IYffhiF1epNWtoOXF1dq6yf5/s+rr56EMuXw/HjW4mNDbAv9/dvy7hx45gxYwadOg0iKiquUJmL8PDwalvmIigoCD+/Nqxc+QrDhi3ir78W8d13Y8nI2HG6xW2YTC4cP37c/hrbBYXY2ACSk5NrVDkIEREREZG6yFYCYfr0mfz7bxZgAK7AlcDfAJhMQzGMr3B1PYDlVAwfGP9HByAdd+7Dme8tv9m317hxI8LD76B///5cfPHFKmEm1ZaCtiJSLmcHM89my360taupzg4MOjk5ceONNzB//nw2bJhHXt5cPDza4OzsSkrKaPbt+5GEhIQqDdhC6b+PiROf4tixYwAEBwcTFBREx46d7WUVbFm6tqzU+PjBjBkzjtDQ0Go3kHF2dmb27JmEh4fz4Ye92bPnV5o2vZlWrcLYt28WMIBGjU6wYMEChg4dSpcuXYALu6BQXI1aQHVrRUREREQqQdEJxhoAHYH1wG3A8wDUq3cxp075kpPzCg0bLiTq+BZG8Q5jyCLz9CtNJmdiYp7j2Wef1XhdagRNRFYOmtxBpOgEXQVvyTcMK/Hxg6t0Eq7KVHCCr759J+Ll1Y2ff17Mjz++RF7eJns7f/+2zJo1wyFZqef7Pj78sDf79/+JxXLKvtzPrw1RUSOJiYkpcTKvmjBJ2YIFC4iIuAuLpQ35s8TuBD6mTZv/4es7kHXr5pKbe4Tw8Dto06YNu3f/VK73ZDabiY4eS1raDvuy5s29OHUqh8zMDPuy4iY704RkIlVH4zR9BiIiUvNZLBZefPFFJk+ejMlUH3DCxaUnublrMJnGYxjTqVfvfXJz76cBF/MS9djjHMQsy39xdr4Zi2UUF110BceOjcNkWo1h7NHkYlJtlHaspkxbESmXglmO8fGD7cHMAwc2sGrVFFJTF5OQkFArAlNhYWEkJCQQHT22SGmBUaMm07FjR4cH4s71fSxZ8jh79vxC69bB3HTTlELlDyZNmgTU7DIXLVq0wGLJ5eabX6VBgw40atSQL79cweHD09izZzOnTuVfW//0009wd/fA3f1r/P3b2rNkS6Ng4N5WQmLx4ljWr38LSLW3a9TIm7y85oXKShQX7C0usCsiIiIiIvlj7/vvf4DDh48AF2MYuwHIzQ0A1tCgQTAnTkwnNzeTa4A5nKAzuzluSeO/PMRB61fAHZy+wRAPj6bExi7U2FtqHAVtRaTczhXMrK51UMsrLCyM0NDQap0tWdL34ezsSuvWwdx337Ii5Q/mzBlIenoi+/atw8+vb5Ft1oQyF7aAcs+eA3B1bQxAt25DWL16Ok5OGTRp8ixHj9ajVatjHD48m6ys3xk/fnypvzuLxUJ09NhCJSQ2bdrE+vVHMJlG4+pqBv6mS5f/kp7+Knv2LKZ16yvsk50NGzas2tULVuaviIiIiFQ3BbNrbRo1Gkp29uzTz3qebtcQN3x5gTcZAzhxhN14cj/1OMDb+SVvASen+ri7u3HgwN4qL18nUhFUHqEcdMuZSGEKAFUvBb+P/fv3Ex0dXWL5g7S0VcyZE4iv7zWMHLmyRpa5SEpKIiQkxP4erVYLb7zRAYulObm5h8jJ2WFv6+nZlkaNmlGv3uFSv6ei27cyc+Zsjh93pWXLezGZNrFvXwA9eybi6XktGzcOJifnV/79dw9eXi1p0uTqalVCRJm/tV9d/5uscZo+AxERqd5sY5Xdu3ezf/9+Dh48yOrVq/n557WcPHkSqAf4A1uBucCI06/8HoiiD62Za0qns7EHTreIJpBMpyFYrX8Bm2nW7CiHD69j4UJl2Er1o/IIIlJlnJ2dq22907qo4PcRFxcHlFz+oGXLHkB+7dqaWubi7Mni0tKSycjYQa9ecTRufCXr1k0mN3cn4eEjaNPmOnbv/pnY2ACSk5NLddzaMnltn2FaWhrHj2cBl5/O7M1ffurUXkwmJ3x9J/LHH/mZzgcO7OfWW58uFLAFMJmc6Nt3Ypn6URGKK/NQHTJ/peIoKC8iIiLVWeGxiqnAmoL5hKdwdn4Ai2Uc4AFcDBzDZHqd5sZYljMaNwP20Ij/w5X/cRRYDdaV9i00btyW999XwFZqNqfzNxERkQtlsVhISkoiLi6OpKQkLBZLlezXVtbAVubgbLblkydP5sSJ9cTGBjB1qgexsQGcPLmhRgTxbPV8U1MXEx8/mB07VgCQl3cRmzYtIDPThVtvnUi7dtfj5ORc5jq9Z3+GWVlZp9c0Ijc3m9zc/OWurvntGjUqHCCvLvWCzy7z4OPTB1fXxvZSGZ06DbKXdKiIfTnieK/rbEF5N7fuREWlMHFiFlFRKbi5dSc8PByz2ezoLoqIiEgdZbFYeOGFFwgPD+fYsQanlxqnH/UBN6BHgfbhmEz+wAfA80A2hvENB1nEFK7hYxrQlezTAVto3LgRI0aM4L///S+JiYls27a12v+OETkfBW1FRCqZ2WymXbsOhISEEBkZSUhICO3adaiSAErBLFTDsBZaZ7Hk8cMPz9G8uRd9+/Zl69YtJCYmMm/evBo30LHV8z1xYj0rVkwCYP36GeTlHWDo0KF06dLF3rasdXrP/gzd3d0BcHHJ5dixf8jImEL9+m3x9Myf2Cw7ez0ATZo0LbS/s1V1veDk5GTS0nYQGFhy5u/Onf+QnJx8Qftx5PFel1VlUF5ERESkLMxmM23bticmZjKG0YHMzH3kB2obAlcBJ4ETwMgCr/obw3iJ+nzLFKZyGfcCzYAfeZEURnCSY4C7uweTJ0/m2LGjzJkzh7vuuovg4OBqfaegSGkpaCsiUokcnfl2dhZqenoKOTlZJCfHMXVqT9LTl3Ho0AH69+9Px46dOXLkCBERETVyoBMWFsb27X+zdOlSmjVrga/vDh577JFCAVvDsLJq1RT8/dsSFBRU4rYKZoomJyczc+Z0+2fo5LQbd/cG1Ku3kpMnH+LEicV4ez+FxZLHsWM72bjxUcCJd955u8SAeWn7cXZfLiRr9ewyD2eriMxfRx/vdVlVBeVFREREysI2PszIcAKsODldAxwDcoDjwMACrSMAP6ARMJOraMnvXMxT/MNcPsGZw4AVcOKOO+5g6dKlHD16hOeff77G/XYRKQ3VtBURqSRnZ77ZAim2zLf4+MGMGTOO0NDQSh1k2LJQo6PHEhsbYF/u4tKIfv2mcPXVj1ZYXVNHT4Dk7OxMv379eP/9dwkPD2fBgrAy1+ktqSbouHHjiI9fwJw5gQX21xBn55vZseMfdux4GEgGtjJ+/HiGDRtGvXr1CA8PL3e94IqsT1qwzENxk9JdaOZvdTne66qqCMqLiIiIlMWpU6cYNeo+oBOZmbsAsFq7ntXqqgL//xdOTjNwsQ5lEt8ygW9xBvbShOfogoXtwD7mz/+cIUOGVM2bEHEgZdqKiFSS6pT5VjgLtTm+vtfw1FNHCQx8qsJuoa5Ot8UXLJdQljq958oUnTFjBjNmTLOXkJg8eTKtW7fg1KlvgKlALC1b/suCBQuYNm3aBfXjfH0pT9bquUpllCXztyTV6Xivi0pbv7qqynGIiIhI3WWrX9u4sTsZGUcxjO5Adgmt3TmTXTuNKw1vfqM1EwFn4L9AV47yNatp0cJg4cKFCthKnWEyDMM4fzMpKDMzE09PTzIyMvDw8HB0d0SkmoqLiyMyMpKJE7NwdW1cZH1OThZTp3owb948IiIiqqRPSUlJhISEEBWVUmy2ZXp6CrGxASQmJhIcHFzq7doCjJ06DSIw8Gl7RunKla/YM0odUR+3LJm/FouFdu064ObWvVCmKOQHNePjB3Py5Aa2bdtq30Zpt1/WDOTy9KU0Cn5PJWX+lvd7qo7He11SWcdMTaRxmj4DERFxDIvFwosvvsi0adM5ceI4YCJ/orGZwFjAF7gU2AQcIj+P8DpMpuEYxjD6AMmYcMFgHxfxAJfyFZuBo8TExPDcc8/V+nGM1A2lHaupPIKISCWp7NvRy6MybqGuzrfFOzs7lzr4bMsUjYqKKzFTNDY2gOTkZPs2z7X9CykVUZ6+lEZJpTL8/dtecGC9Oh7vdYmtfvWFlOMQERERKS+z2cyIESPJysoE6p1+5BZq4+T0IFbrs8BlQPrppf/DMLKAx/mJuawik13A4xzjCKtp0aIl7767sMZMkCxSkVQeQUSkklT27ejlURm3UNeW2+IrMqB9oaUiKrM+qa1Uhq3MQ2JiItu2bb3ggXB1PN7rmgspxyEiIiJSXmazmTvuuIOsrH8xmdqTH6y1BWx9gaWAH1brapycPgcOA+AKjAcashJ4A4NMbgL+z60h14eHs3TpUvbu3a0xjNRZyrQVEakk1THzrWBgrbhbqMsTWKstEyBVVKZowRIEUVFxhUpFlHait8rOWi1LBnJZtjlz5nSGDh3KBx9cz2WXPU737v04dGiTMj2rUFhYGKGhoQ6dEFBERETqDovFwujRY3ByaoDVepIGDYZx4sQrBVrcDzwP9CI/q9YAXuZyFjOXr+nOcXwwWHjttQQGBnL99dcTHByssYsIqmlbLqoTJiJlYTabiY4eS1raDvsyf/+2zJo1wyFXjSu6rmll1cmtahVRE7Si6orWxPqkhY9zJ+BMtq0jj3epeypqnPbbb79Rr149unfvDsCXX37JnDlzuPTSS5k0aRKurq4V1eUKp7GqiIhUlWXLltG/f/8CS2KBUaf/3xu4ArgTeBpIox4mnsNgIvlZhIecnPh7zBj6TJ9epf0WcaTSjtVUHkFEaiyLxUJSUhJxcXEkJSVhsVgc3aViVdbt6BfSn4q8hbq23BZvy4xOTV1MfPxg0tNTyMnJIj09hfj4waSmLmbWrBnnDNj+5z//IS1tB+3bj+TsS6JlKRVxoX25EOU5r2wXAtzcuhMVlcKTTx7h5pvfwtv7cgCmT39VAVupcR544AFSU1MB2L59O3feeScNGzZkwYIFTJgwwcG9ExERcTyz2cztt99+1tLWgB/QkPyg7TfAPOAtLuN51tKE58gP2G689FKa7N6tgK1ICZRpWw7KXhCbC5loSC5Mcdmrfn5tmD17Zp0PDpX2uKzI47eis3cdqTyZ0UVfMxEPDy9uvPEGunTpYm+Xk5PF1KkezJs3j4iIiErpy4Uoz3lVE7OCpXarqHGap6cnv/32G+3bt+fVV19l+fLlfPfdd6xatYo777yT9PT082/EQTRWFRGRymarY+vkVB+rNef0Um/yJxkbBow4vawbcJBh7OdT8qcnOwgsue027vnyyyrutUj1UNqxmmraipSTgoaOUxE1Q2urshyXFVXX1GKx0LRpU5544gnmzYsnNjbAvs7fv22N+z7KWhO04PF4883j+d//HqFTpz4cPpzN/PnzGTp0qD1wW9ZatBVRn7S0wfnynle2ieiiouJKnIguNjaA5OTkal0eQ+RshmFgtebfPbB06VIGDRoEgK+vL4cOHXJk10RERBzCdkfW0qVLmT37dcAXqzUdaAacAFoCS063fh54G9gEWPkR+Bf40aUepnfe5p777nPAOxCpWZRpWw7KXpCCwY3AwKcLBTdqWlZhTaOsvpI54rgsLkjs5dWSyMgIQkNDKyX7/OwgZEBAAKtXr3ZIxvvZx6NhGLzxRgdcXLpz6aVfsGnTfPLyDvD4449hMlGlx6fFYuHll1/mjTf+w+HDZwJMxQXxL+S8iouLIzIykokTs3B1bVykH2XNLha5UBU1Trv++uvx9fWlf//+REVFsWnTJjp06MCKFSsYPnw4O3bsqLhOVzCNVUVEpKIlJCQQFfV/ZGZmALYw0k3At8AsYMzpZV2Bw7iwj0HAotNL+/Tpw/THHuOaoUNxdlH+oNRtdbKm7aRJkzCZTIUerVq1sq83DINJkybRunVr3NzcCA4OZuPGjQ7ssdREFouF6OixdOo0iGHDFuHj0wdX18b4+PRh2LBFdOo0iDFjxlXb+qo1nS2rLzDw6RKz+kpTM7S2ccRxeXYd04kTs4iKSqFJk6t5/fXXOXLkSIUHJs1mM+3adSAkJITIyEhCQkJo2LBxoeft2nXghRdeqJJax2cfj05Oztxww0wOH17Mpk2307SpGxkZ+/jll0WVXou2ILPZTKtWrYmJibEHbD08/OnXbwpubt0JDw/HbDaX+D4KOt95ZcsatmURn62s2cUi1cVrr73Gb7/9xqOPPsozzzxDhw4dgPwfrQEBAed5tYiISM1lsVhYtmwZzzzzDPfccw+9e/dmyJAhZGYeIz9gazrd8u7T/70UeJ/8jNvN9GAfPwNfAIOAmJgYUlJSCIyMVMBWpAxqVdAWoGvXruzdu9f+WL9+vX3dtGnTmDVrFm+++SZr166lVatWDBgwgKysLAf2WGoaBQ0da+/evQB4eXUrdr1tua1dXVHVx2V1CBKHhf0XMOHk1A2I4vbb19KvXxx79jQkJiamUBC3YICyIhV3PHbpEsbQoQnk5a1n69bbgal8++0d5Z7oraxsn9OxY83x8JhM376Z9OqVQr16PVi27Gl69Li3yPdzIedVbZmITuRsPXr0YP369WRkZBATE2NfPn36dD7++GMH9kxERKTyJCQk0LRpc/r3H8Arr0zlv//9Lz//vBZwBRoA9TmTaXsx4A/8BxiCCz/xHIP5BRO9gMMmZ1o1b8Fzzz3nkPciUtPVuqCti4sLrVq1sj9atGgB5GfZvvbaazzzzDOEhYXRrVs3Pv74Y44fP868efPOuc2cnBwyMzMLPaT2Ot/M6QoaOpay+opX1celo4PErVtfxbJlz9Ks2SD69FlLs2b9+O67JJYt+wsPj6fx9OyPh0cbRo5cWWxmaUUp6Xjs0iWMxx//m5tuehOA2bNns23b1koP2No+Jx+f68nLC6d9+1G4uLjj4dGHrl0X0azZIL7/fgLXXDOh0PdzIeeVs7Mzs2fPJDV1MfHxg0lPTyEnJ4v09JQqzS4WqSoNGjSgXr16ju6GiIhIhRs/fvxZGbUdyc+qNYBTwEnANumYHzADeBX4H925lZ+4gRcwUw+DL3Cnq2Hhpvfe1ThQpJxqXdB269attG7dmrZt23LnnXeyfft2AP755x/27dvHwIED7W3r16/Pddddx+rVq8+5zSlTpuDp6Wl/+Pr6Vup7EMcp7tbrs7P0FDR0LGX1Fa+qj0tHB4nT0pLJyNiBn9/TODk54+vbl+PH/8XDw5du3SJp2/YFMjN3YLXmVmrZknMdjyaTie3bv8Pfvy2PPfZYlQxWbZ9T+/YjABMNG7bg2LFj7N+/n4yMTHx9nyIj4x9ycvIvPtq+nws9r8LCwkhISODEifXExgYwdaoHsbEBVZZdLFJRmjRpQtOmTUv1EBERqU3GjRvHjBkzyc+odQMGAkc5k1V7tgeAb4BPeYSb+IWVXM42DgMRwEgPF95euFDjQJELUKuKifTu3ZtPPvmETp06sX//fl566SUCAgLYuHEj+/btA6Bly5aFXtOyZUt27tx5zu1OnDiRMWPG2J9nZmYqcFsLlXbm9ILBjeIm7KmrQcOyKO1s9sWxZfWFh4cTHz+Yvn0n2r+rVaum2CfcqmtXc6v6uCwYJPbx6VNkfWUHibOy8p83apT/PC+vAQBNmnTAZDLZl2dl7bVn/sbGBpCcnExwcHCF9Amq3/Fo+5xat+4F/M1PPyXaPxuAevXyg9Z79qwFznw/FfE+wsLCCA0NLfe5LVIdvPbaa47ugoiISJVbsGABM2fO4kxGLTg5DcJq/b6EV3gDKUAc8CRp7MSV/EnHHsSJfxu5ceTgPlxdXSu/8yK1WK0K2t500032/+/evTvXXHMN7du35+OPP6ZPn/yggslkKvQawzCKLDtb/fr1qV+/fsV3WKqNs2+9tgW8bPU54+MHM2bMOEJDQ6tdkKamMZvNREePJS1th31ZcbPZn4stqy86eiyxsWcmg/H3b1tns/qq+ri8kCBxeYL2ZweJ3d3zn2dnb8DDow9ZWfkX5tzdW9uX5z/Pb1eZZUuq0/Fo+5z27l0HmLBad9Ky5Z24ujYmNzebI0e+AmDDhi+KfD8V8T6cnZ0rNCguUtWGDx/u6C6IiIhUKYvFwn333c/ZGbVWa8EYSCvAVibShDOt6MJiNmAA7/E1++lLAqv5E9jJgrlzFbAVqQC1rjxCQY0aNaJ79+5s3bqVVq1aAdgzbm0OHDhQJPtW6p6y1ufUrcDlc/ZEUhMnZhEVlVKumqNhYWFs3/43iYmJzJs3j8TExCqpGVoa56uLXFmq8rgsbx3T0pQgKc7Zt+/7+QXh6dmGtLRXsFotHD36B2DCxaU+hmElPX0Knp5t8fPLD0pWdtmS6nI82j6n5OSXadSoJVbrPjIz/8epU3twcamHyfQx0IDDh9cxY8a0It9PdXkfItXNiRMnqnR+gx9//JFbb72V1q1bYzKZWLRoUaXuT0RE6iaLxUL//v1P17A928nT//UGWgPHgeNcSjYp/M4KnGlFCnAjMJzVfA2kM378eMLDw6uk/yK1Xa3KtD1bTk4OmzdvJigoiLZt29KqVSt++OEHevXqBcCpU6dYsWIFr776qoN7Ko5WnvqcuhW4bMqazVwa1TGrryIyiS9EVR6XZc3MLG0JkuIUl0l8/fUv8cUX97BmzVXk5l5Ogwb+bN8+h3r1fuHw4W8YOjQBJyfnKitbUh2OR2dnZ6KiRhITE0OjRgtp02YUe/bsZP/+pUAysJUGDZpw8uRJmjdvXuI2HP0+RKqD7OxsnnzySebPn8/hw4eLrK/MC3LZ2dn07NmTkSNHcscdd1TafkREpO4ym80MHz6Cf//9t8DSlkAW+ZOPfQf4A82A33GmJ+P5i0nkUB84ioUuHMGWFufp2YQPPniPIUOGVOn7EKnNalXQdty4cdx66634+flx4MABXnrpJTIzMxk+fDgmk4nRo0fzyiuv0LFjRzp27Mgrr7xCw4YNiYyMdHTXxcHKW59TwY3Ss2UzR0XFlZjNXBk1R6vShQQlbcpaOqCk9lX1GdqCxElJSSQlJQEQHBxcZP8VEbQvKUhstW4EfufkSTh5ElxcGnH99S/Trt0A0tNT6lzZko4dOwJgGFvZsePMv28NG3px9dWTufrqx5k2rUmllIoQqU0mTJhAYmIib7/9Nvfeey9vvfUWu3fv5r333mPq1KmVuu+bbrqpUNmv88nJySEnJ8f+vLIzgUVEpGZLSEg4HVw1caYsgvfpx2+nn/8P6Ab8ThfaM5cNXE3+BcvFwP3ARV268PTtt3P99dcTHBxcJ8baIlWpVgVtd+3aRUREBIcOHaJFixb06dOHNWvW4O/vD+QPvk+cOMHDDz/M0aNH6d27N99//z3u7u4O7rk4miYXq3zlyWauSSoiKFnWLF1HZ/XafPnll4X68dJLLxXpR0UF7YvLJA4ICGD16tXs3buXrVu38uGHsSxf/jTLlz8N1L1ax7aLS3fc8RlWay5ZWXtxd/fGzy8IJydn0tNTCrUTkeJ9/fXXfPLJJwQHBzNq1CiCgoLo0KED/v7+fPbZZ9x1112O7qLdlClTmDx5sqO7ISIiNUB8fDx33hlJfjgo7/RSX6AF8DtwObAdyAA2MR6DF/mb+sAx4AngO6+W/OfN/yirVqSS1aqg7eeff37O9SaTiUmTJjFp0qSq6ZDUGJpcrPKVN5u5pihtUDIpKQlnZ+cimbFlzdKtiKzeilDaflRk0L64TOKCz5955pk6XbbEdhFq9epXdRFK5AIcOXKEtm3bAuDh4cGRI0cACAwM5KGHHnJk14qYOHEiY8aMsT/PzMzE19fXgT0SEZHqaPz48cyYMeP0M2uBNf8HxAC9gL3kh2cBDHyB+sD2Sy7hj4cfZmT37sTWsfG1iKOYDMMwzt9MCsrMzMTT05OMjAw8PDwc3R2pQMVlLvr7t2XWrBl1JkuvslgsFtq164CbW/diA0nx8YM5eXID27ZtrbYDgHOVLoiLiyMyMpKJE7NwdW1c5LU5OVlMnepBs2bNOXz4kH25n18bZsyYxrhxE0r92VSXz7Is/UhOTiYkJISoqJRig/bp6SnExgaQmJhYY8tjVCcFg+klXYTS3zSprSpqnNajRw/+85//cN111zFw4EB69OjBjBkzeOONN5g2bRq7du2qwF6XzGQy8cUXXzB48OBSv0ZjVREROdvYsWOZNWs24MyZDFvIL4lwOXAX8BROpHERkH+p0oVW7g3Z/c7bOEVGgslUxb0WqZ1KO1ZzKnGNSB1UnWZOt1gsJCUlERcXR1JSUqVOeFIVbNnMqamLiY8fTHp6Cjk5WaSnpxAfP5jU1MXMmjWj2gZszWYz7dp1ICQkhMjISEJCQmjXrgNmsxkonElcnJ9/XgxAw4YdiYpKYeLELKKiUnBz687QoUNJS9tBYODTJWbp7tz5D8nJycCZrN7Stq8sZelHwRIkhmEt1FbZnxXPVv/3xIn1xMYGMHWqB7GxAZw8uUEBW5FSGjlyJOvWrQPyM1nffvtt6tevT3R0NOPHj3dw70RERErvTMDWoGjA1pv8+rWf0ZkYVtIRM60x4Q/k8Z/Yj3C66y4FbEUcoFaVRxCpCNVhcrHqUqu0opU0kVR1rzlamhIAoaGhJdZFtljy+PHHl3BxacTw4Stwdq4HnKl3+8EHV7F37280b35psfs/u3RAdakPXJZ+qARJ1Suu/m9dKxUhciGio6Pt/x8SEsJff/3FL7/8Qvv27enZs6cDeyYiIlJ648aNKxCwtfElP5fWG/gdJy4jmh95iW9oQH4120swccu4cYSHhzug1yICyrQVqXZsAUI3t+5FMjLDw8PtmZ01VXXKZi6NsycY8/Hpg6trY3vAtVOnQYwZMw6gxEzijz++kby8TVx33bP2gK2NyeTEZZeNAmD9+mXF9uHser/ny+qtqvrAZe2Hsj+r1rnKeYhI2fn5+REWFlYlAdt///2XP/74gz/++AOAf/75hz/++IO0tLRK37eIiNQeCxYsYObMWRQO2ALcD2QDv9GJjiSzgRlk0QBYAnQDbh47hunTp1dxj0WkINW0LQfVCZPKUl1qlcoZSUlJZarFWlyWdPPmXhw6dKDEercnThxj2rRmeHsH8X//t7xW1rQt2A8FEytfbc3WFymNihqnvfDCC+dc//zzz5d72+dj+7fnbMOHD2fu3Lnnfb3GqiIiYrFYaNq0OZmZxwosbQVkAcE4EcFoHuAlsnEDMoFoYA4m4j6PY9iwYQ7otUjdUNqxmsojiFQjthqhUVFxJdYIjY0NIDk52eElHGqzgkHFTZs2AecvAbBs2TJ7EHLr1i2sXr3a/txisdC/f38OHNhQbOD30KHNgJV9+34sVemA6lJqoLz9qA4lSGqz0pTzUOBW5Py++OKLQs9zc3P5559/cHFxoX379pUatA0ODkZ5FSIiciGWL19+VsDWG2gN/Ap8gzPHGU4L3Mjmezy4DxPpZDB/fjxDhgxxSJ9FpDBl2paDshekssTFxREZGVliRmZOThZTp3owb948IiIiHNDDmqesWZ3FZSgC9OsXR2DgnUXaJyfHsXx5ZKFlZ2c0ljYjdcaMaYwdO77Qvv392zJr1oxig2zF9fVc7StLdemHKFtfBCp3nJaZmcmIESO4/fbbueeeeyp02xVJY1URkbrNbDZz9913c+LEidNLvIDWmPgDJ3ph4R8gk15YuQL4EPDwuIg5cz7S+F2kCpR2rKagbTloICyVpay34su5lfUW8YIZioGBT+Pl1Y19+9bx6ac3kJd3MUOGmLn00q729ps2bWTBgjBcXHZzzz3f0apVT3tGoy3L1LafgtsuKSM1LCyszEHm6lJqoLr0o67T3xCRyh+nbdiwgUGDBrFjx44K33ZF0VhVRKRuslgsvPjii0yePLnA0haAL+35jTk04jtMvMy/hV43ZMgQ4uLiNH4XqSIK2lYiDYSlstSlLLnKDvIVF4AtKaBq609Jn/2mTQksWDAEF5eu3HPPe7Rs2YP9+//k00/vJy9vE0OGLODSS8/MqlrSd6WM1JqhIo5NRwWxla0vUvnjtJUrV3Lrrbdy9OjRCt92RdFYVUSk7jGbzdx//wMcPnyY/EqYBmDFRBceYyNTMNEQg8NAGzgdtjURHn4HCxYscFi/ReoiBW0rkQbCUplKm5FZk1X2JEnlCX6fL0MxOXkKy5c/C1gLLHWiX7+XCQx8qkj7kjIalZFavVXEsenIScCUaStSceO0N954o9BzwzDYu3cvn376Kddeey1xcXEX2tVKo7GqiEjdkpCQUGwd2va4E0sW155+vhS4D9gJgAk3twZkZWXp94hIFdNEZCI1VFhYGAkJCURHjyU2NsC+3N+/ba0J2Fb2JEnFTehmtVpJS0sjKyuLdu1G8O23dxSa0G3v3r1AyROOXX31oyxf/jTPPvssl156KZs2beKll17i6qsfLba9bTu27dpoEq7qqyKOzdJsIzQ0tNIC90FBQfj5tWHlyleKvWCxatUU/P3bEhQUVCH7E6nNZs+eXei5k5MTLVq0YPjw4UycONFBvRIRESksPj6eO++MBOqdXpKLCXgEmEoOjcjPqh0HvGd/lStwigceeEABW5FqTJm25aDsBakKtTEjs6rKP5x9i/jmzZtZsuS7ArOn5gBTGT16tP1HeVkzFJXRWLtUxLFZmm0cOfITbm4Ni83Crahgbl3I1hc5F43T9BmIiNQVEyZMYPr06UWWtwE2AW7AcroSxVF2sKdAC3cgS79VRBxE5REqkQbCIuVTVYHOgvvJyvJk/vz5NGvWCT+/IBo18uLAgW9JTR0MwMKFC+0TgJUlaFeX6g/XBRVxbJauxMbT+Pr2Y+DAl4rUWW7WrDmHDh20t7+QkgqqnyzFqY0XA4ujcZo+AxGRuiA/wzYCcAbyCqzxBQ7zEHlAR97lFwzygOXAH8AhnJ2X4eNzQr9VRBxE5RFEpNo5XwmCkkoKlJXtFvHk5JfZuzeEZs060bXrnZhMJgzDyuHDH+Hp2ZaWLbsyZsw4QkNDcXZ2ZvbsmYSHhxMfP7jEDEXboKas7aV6q4hj81zbsFot/PLLe0BHrrxyJj4+PQHw8elDjx5T2LJlC8eO7WbkyJW0atXzgkuGhIWFVWoZhrqqJgc9HVlruSYpy2dhNpsrsSciIiIlO1MSwQDyaAN8ADwPpPAA8CzvALARuAV4HDABx4DvsFq3MmuWfquIVHdO528iIlIxvL29AThwYEOx623Lbe3KyxZQ3br1G7Ky3qVZs4ZYLP+SkZHCxo2DOXx4MTfcMIPAwKfZufMfkpOTgTP1hE+cWE9sbABTp3oQGxvAyZMbigTOLBYLTZs25YknnuDo0Z/P216qt/IemxaLhaSkJOLi4ti/f3+J20hLSyYzcydwLR4envblVquV7777AQ+PSPLysrFac3F1bYyPTx+GDVtEp06DGDNmHBaLpczvyVY/OSIiguDgYA3KL5DZbKZduw6EhIQQGRlJSEgI7dp1qBGBO1vJDDe37kRFpTBxYhZRUSm4uXUnPDy8RryHquLp6Wl/eHh4sGzZMn755Rf7+l9//ZVly5bh6el5jq2IiIhULIvFwvfff89dd93FxRdfzJ133glYMQEPAesx0R94EycgBfgcaEF+oDYJGAyEArNp0SJDv1VEagiVRygH3XImdVnBTDMvLy8ADhw4UKqss6ouKRAdHc1rr70BWO3LPD3bcsMNM+jSJYycnCymTvVg3rx5REREFPsei3tfxWWseXl5Exk5jNDQ0BqVfVddVXVGY3mOzeKOA2fnerRs2Zf77ltWaBvr13+G2Xw3Hh6v8sQT43Byyl+3Y8cOPv54Lj163Mmff3YhLGwe3bufORZVG7l6KFgnODDw6SKlLarzD5+6WMqlosZpTz75JEeOHOHdd9+1fzYWi4WHH34YDw+PYmsIVhcaq4qI1B4JCQnce+9wTpw4QX5mrQlwwh8LscD1p9utAEYB2wHoBzxMfqbt18BfQBYxMTE899xztebffJGaSuURROqwygp4FRekyk/Yzw+Knu9W26ouKRAaGsprr73GzTe/RYMGTXB398bPLwgnp/ztl5Q9actQLE7B4E1UVFyh4M3rr7+ugG0FcMRt3GU9Nm3HQceOt3DzzeNxcXEjL+8Ev/8ey549SXz4YT9uvPEV+zbWrn0LgKuu8rMHbAGysrJO/98BANzdCx+LFVUyRMrPYrEQHT2WTp0GFQp62rKh4+MHFyqzUt0kJyeTlraDqKi4QgFbAJPJib59JxIbG0BycrIuDJwlNjaWlStXFvpenZ2dGTNmDAEBAdU6aCsiIjWT7S6upUuXsnbtWjZv3syePQUnEDMBBg9gYTr504kdB56iK2/yLAaPA4eARGCZ/VUtWrTk3XfnVtuLzCJSPAVt67CaXJtPSlZZAa+Cwcp+/aawbNmfeHg0wGRKJiNjGf36vcKuXavPW4PTVoIgOnossbEB9uX+/m0rPFvNVtt227YlxWaYrVo1BX//tgQFBZVqe2UJ3gAlnl9nn3sBAQGsXr1a5yLnDoqXt75raZX22LQdB97eV7B//wZSUxfb23p6tqFJk/bs37+60Db8/NrQvLkXu3bNwzCG2o8dd3d3wGDnzhfx9GyLn1/hY/FcZRn097tq1PSgZ1XVEq+N8vLy2Lx5M507dy60fPPmzVit1hJeJSIiUnYWi4XJkyfz6qvTOXXqJLbgbD4TUI/8ZJmT3AK8e3rNjzRiFNlsYyPwEfAZ8A8QS36W7b/KrhWpwRS0raM0IUntVFkBr4LByiFDzLzxxps0a9adrl3vBAw2bhzML7+8z2OPbWHBgjvOm3VW0iRJAElJSRUWiCope3L//j9ZujSGXbuWM2nSpFJvr7TBm5dffpmPPppT7PkFFHtLvcWSW6RtXTsXq0NGY2km8LIdB7CTZs0G0atXHI0adSM7ewNpaa9w+PBiwGD27Nm0bNnSvo0vv/yyyLHo5LQbF5cEMjI2MWTIAnsWOJR8YUF/v6tWTQ96FqzX7OPTp8j6iqolXhuNHDmSUaNG8ffff9OnT/5nt2bNGqZOncrIkSMd3DsREakNLBYLL774Ii+//DJ5eXkF1tjKIBinH6fsa74BEoBk3PgP2RhcAWwDlgNL7e1MJmfmz19AeHh45b8REakUqmlbDjW9TlhNrs1XHVWXjLfKrFuYlJRESEgIUVEp5OW14uOP59Kr1314ePgAkJGRwh9/BDB8eCLOzvXLVYOzMgNRF1rWwSYuLo7IyEgmTszC1bVxkfW2GrkAnTvfWuT82rLla8CEi0sX8vKuAbzIvy3+J2AjYWGf0qRJ+zp7LhY8zooLLu3cuZK5c4N49tln6devn8POtc8++4y7776Xpk1volu3r4qcaxs23MaRI9/y3/9+wl133VXotcUdiy1atOTgwf107nxriWUZbMeB/n5XvfMdl9W97rBq2pZ/nGa1WpkxYwavv/66PSjv7e3NE088wdixY6v151XTx6oiIrWZrQTCW2+9xVdffY3Fkkd+gNYFsJz+b35WLYAv8BLwGJAJQKvT/9cF+BVoBGQX2IMzYOHzzz9n2LBhVfGWRKSMSjtWcypxjdRKZ2ey+fj0qbCZyuui6jSbuC37LzDw6RKzQHfu/Ifk5OQyb7tgppmtBmejRl729Y0a5WeaZWXtLVfWWWXPbB4WFsb27X8zefJkAHx9r2HkyB/LvJ+CGWvF2b//T/v2zz6/hgxZiLOzG9ARd/eJXHbZ87i6elG//rXUr/8p0IclS56ideur6uy5eK6Mxs2bzZjNdwPw0ksvVei5Zhs4x8XFkZSUdN7P/ODBg4CV5s3vL/Zca9bsPsB6ul1htmMxMTGRefPmkZiYyN69u1m4cCEnTqwnNjaAqVM9iI0N4OTJDUyaNImcnBySkpI4deqU/n47gK3MysqVr2AYhW+JL0+Zlapmu+MgNXUx8fGDSU9PIScni/T0FOLjB5OauphZs2ZU6wCkozg5OTFhwgR2797NsWPHOHbsGLt372bChAn6vEREpFzMZjOtWnnTv39/vvjiiwIBWwPIJT+p5BS2gO19wAbgXmAaAN7AxeRXsv0V6A6cnUxiZfz48QrYitQCCtrWMZUZ2KtrKjvQWFYVcQtvScGrgsHK/BqckJ19wP667Oz8IKa7u3eZb7WtygsJH300h86db2XkyJX4+fUt837OF7xZujQGcKJ//+lFzq+dO5OxWE4AQfj69sUwrJw6dYwmTa6nZcueuLo+zPHju9ixY0WdPRdLCopv3mxm/vxwoCMQRWTkhnOea2UJwpbnwkuzZs0A2L37G44eTcQwzmzfMAwOHz4CQIsWLYp9vW2iu4iICIKDg3F2di4SzJ08eTJWq5WYmBh7v3x9/fT32wFqQ9DTVq+5uAsDys4uHQ8PD2WsiojIBTGbzdxxxx0cOnSQM3Vq4Uzt2jN8gSXAB4AHsBITM3ADWgO/AVcAF5Fft3a//XUNGzZi/vx4pk2bVnlvRESqjIK2dUxNr81XXVTHjOXzZYGeL5h6ruBVwWClr68PHh4XkZaWjGEYGIaV9PQpeHq2xde3b5mzzqrqQkJF7Od8wZtdu5YDVlq16lnktTt22L4XL06d+pecnPyM5Xr1vDCZTHh6BhdqVxfPxeKC4larhe++G0uzZrfg4jICT8/utG/fpcRzrSxB2PJceDGbzYwb9yQA2dnv8+ef15OS0pb9++PJyEhn48bPOXJkNQAXX3yx/XWlCSTbgrn169dn0qRJNGzYo1C/nJ3zt3fkSPHl6OviMVNVakPQs7gs723bttaIvlelyy+/nKNHjwLQq1cvLr/88hIfIiIipWWxWBg9egwmUwPywzC2zNqiosjPrr0BOIGJMcB1GPzNCfKza7sC6cAxbOXeAIYOHUpmZgZDhgypxHciIlVJE5HVMZqQpGJUx9nECwa8iqtbeK5gamkmMLNN6LVgQRhXXhnB8uXr+eOPVGAlmZnLuP76l1mw4A57Xc3SZp1V1YWEitqPLXgTHT2W2NgA+3J//7ZMmjSJmJiYEs4v221LB6hf392+NDf3APXr+2Ay/VOoXV08F4ubOO7EiaNkZOzAw2MkmZl/M3ToUJyc8o/ts8+1I0eOlHoivvJMemY7Tzp2vIV//22PyXQJOTnO5ObO4a+/IoAheHj0oXXrbdSrd+ZcK0u95nP1a8CA6XzyST++//4zunW73P452NTFY6YqlWaSuurOdmFAShYaGkr9+vUBGDx4sGM7IyIitcZLL71EevrOc7TwArKYwElePZ15u5pGjCSbVK4ANgMnTrfdRMFgradnEz744D0Fa0VqIQVt65gLCezJGdUxY7m4gFdxExqdHWAobfBq27at9mDl8uVfA5CZCbYrxcuXP42/f9syZ51V1YWEitxPScEbyC/BUNz55e8fRHKyKybTajw8fDCZnKhf/yIyMpJp3nwoGRmvAE1o0+a6GnMuVsYkfCUFxaEBQ4feSpcuXQq1t51ru3fv5umnny11ELasF17OPk/++msL8+fPp2nTjjRp8gH79o3Gal1By5bZ/P33Cvu5VpoLIgXPl3P1y9//Oho18iY7+xt27nyMtm3b2dfVlGOmplPQs/aLiYkp9v9FRETKa8KECUyfPr2EtS2BQ+RPJnaAj4CHgDeB2WRjpRv5WbXHC7zGwM/Pj7vuuot+/frZy22JSO2j8gh1TG2ozVcdXGgpgspSnlt4y1I24Ozba5cuXcrSpd9f0K22VTXJT0Xvp7i6pOc6v37+eQxwCsPYzKZNt5OZ+RNt2gRy4sQP7Np1CTk5S3B1vQInp93V7lws7tb+ypyEr+Bx9uyzzwJwxx2BRQK2cOZcO3jwYJnKX5T1wsvZ50mXLl0YOnQoeXkH2LZtAdnZfpw4sZ/MzF/t51p5yqicq19OTs4MHDgd2MoPP4zS32+RSpaens6uXbvsz3/++WdGjx7N+++/78BeiYhITRIfH386YGs6a40X0IjWeDEBC/AP0IbDeNAZmIkJKybys2rPzCXi6dmE+fPns3PnTl555RX69eunsZ9ILaZM2zroXLd315TafI5WnTOWy3oLb1mDVxWdaVbeDOHqup9znV/jx49n+vTpZGQkcvjw4tNrnOxB5FOnlvLxx8tp0aJ5tTkXi7u1v3lzLw4dOkDnzreWKnu0PGzHWVBQEJ988l9WrZqCxfI6//6bjbu7O35+fphM2M8126RfpT2Oy5p5Xdx50qVLFzp37kxaWhpHjuzj669jmTlzhv29l6eMyvn61aRJfnatxZKqv98ilSwyMpL777+fe+65h3379tG/f3+6devGf//7X/bt28fzzz/v6C6KiEg1ZbFYmDx5Mi+++NLpJQbQAvgXOAU0ZDgHeI31XATsxJV40gArp+ztwdu7FV27duWqq65SVq1IHaSgbR1VG2rzOVJVBQAvpH+lDaxWhzrHVXUhoSr3U9L51adPH0aPHkN6evbp1u1p2PBmLr/8BlxcDrNt29zTE5o5XnG39u/b9yeffvp/wAF69LjXfsycqxbshXB2dmbYsCFMnz6d1NQtQBDgRcOGJ7joonXs3ZtfiqBp06ZA6Y/jsl54Kek8cXJyok2bNjg75wd1C04+Vp4yKqXtV2rqX6xevVp/v0Uq0YYNG7j66qsBmD9/Pt27d2fVqlV8//33PPjggwraiohIsRISErj33uGcOHH8rDWvAqNoDbzHDgadXvoT8OfpUC2AyeTMvffezfvvv4+rq2vVdFpEqiWTYRiGoztR02RmZuLp6UlGRgYeHh6O7o44UHFZiP7+bZk1a0aNyXizWCy0a9cBN7fuxQaJ4uMHc/LkBrZt21rpQaHKqJHqyP2UtM/mzZtz11334uLSmQEDYvH3b2OfVKqqP/Nz9be442LHjh18/PEcPD1XA9t49NEt7Nq1m6ysLNzd3XFy2s2cOYEkJiZWSEa2LXDs7X0FGRm7yc4uWCfaifHjxzJt2rRSH8e2YOfu3btZunQpc+fOxdf3Gvr1m0arVj2LXHgpOHFZWc+TpKQkQkJCiIpKKTaQnJ6eQmxsQJHPqmCwvKQLQjXl74uII1TUOK1x48Zs2LCBNm3acNttt9G3b1+efPJJ0tLS6Ny5MydOnDj/RhxEY1UREccYP348M2bMOP3MhC1jNp+Ze1jO67xFEwxygBhgBmA53X7o0CHMmzdPF+NFarnSjtUUtC0HDYSlIEcEACuagkSVq7jgPjjRr9/LBAY+VaR9ScG8c6no47CkgOP69esxmxfSo8f1/PnndTRs+AjHjze3r3d3b0BW1kTmzZtHREREufdve08FA6WGYZCWlkxW1l4aN27JmjWzycnZaA+Unu84HjduHPHxC4p8D/mz79r+W/KFl7KeJxdyQaQ2XBAScZSKGqf17t2bkJAQbrnlFgYOHMiaNWvo2bMna9asITw8vFC92+pGY1URkaoXHR3Na6+9DjgDeQXW5E829hZNeJhDAKylIyO4ik1sBf4CssnKyqBx48ZV3m8RqXqlHaupPILIBaous4lfSNBOdY4rT3ElBlJSFpGU9ALLlj1Ns2ad6NKl8Odb3G3z59vH2QE+P782zJ49s0zfXcFjaNOmTYX6YuPu7g5ARkZ9AJycTPTqdR+NGnmRnX2Abds+AmDr1q2l3m9Jzq4JazJBmzbB9vUuLm6FasKe6zgeN24cM2bMwNv7OqAfTZv2pXnzZhw69D5HjvyPZs26cuTIBiZNmsQzzzxT7LlT1vPkQsqoqISNiOO9+uqr3H777UyfPp3hw4fTs2dPAL766it72QQREZFTp07Rq1cv+/i5cMDWj/xatvsxc4hRmJhMBNN5FgvfAeuALMaPH6+ArYgUoUzbclD2glQ3lRG0U5DowpW2xMDjj2/FyenM51yWTNuCQeHAwKcLTQpWlizp4rOBoV+/OAID77Q/t1qtvP76G2RmpgOz6NFjOU2ahAD52aMbN4aSkZFI69Yt2L797ws6fuLi4oiMjGTixCxcXYsOYnNyspg61aNIVu/Zx3FAQAAdO3amQYNu7N0bgqurN1273gkYHDu2g+3bR2EYqbRufTmnTm06b1mKsp4nypoVqVoVOU6zWCxkZmbSpEkT+7IdO3bQsGFDvLy8LrSrlUZjVRGRqjFhwgSmT59O0VII0ArowRC+JwG4HNhMS06wv1A7Z8aPH8O0adOqrM8i4njKtBWpI4rL5LQF7cLDw8uUKVsZWcN1ORB8dqaojZ+fHx4eTTCMQDIzl5KWlmzPIC1uEqySWCwWoqPH0qnToEJB4bJOClb8hGPr+PTTG1i2LIamTbtz6aVdgfyJt3r16smKFW9jMjXk3383cPLkP1gsJzh6dAlHjnzD9de/zPLlT9szYMurvJPknX0cJyUlkZa2g5tvnkVq6jp69RrKoUN/sW3bd+TkHAPaAytIT0/h5Mkj5+13Wc8TZc2K1FyGYfDrr7+ybds2IiMjcXd3x9XVlYYNGzq6ayIi4mBn6tcWDdhG4sF/yKQeC+nOG+xkJnCc/fYWJgCyso4pw1ZESuR0/iYiUl2dHbTz8emDq2tje9CuU6dBjBkzDovF4pD+mc1m2rXrQEhICJGRkYSEhNCuXQfMZrND+lPVbOUNzi4x4OTkxI033kBmZg4AO3asICcni/T0FOLjB5OauphZs2acN6hnCwoHBj5dKCgMYDI50bfvRHbu/Ifk5OQSt1HSMeTn15fbb58LpPLFF8NIS1tl72Nq6mRgK4aRw/btj5OaGsW2bY9y9Oj3BASM4+qrHy30/ssrICDg/9k787ioyv2Pv2eGRXYVBEVZVQwUy0pzwXIrrSwMEZXqltHv3lav+9U2sVy65lpdb90SW0wEkawss1wwXEpb3HDDBUFRUFBAZJ2Z3x+HGWZggAFmYIDn/XqdF8NZn3POc84883m+z+eLu3sXfvhhLhcunEelUmmX1Ufc1pTDysoTgKKiXE6ciEcu96Bz5+fp2lWKbFAovAH45ptvGlVuQ2iE3smTJzNs2DAh2AoELYCLFy8SHBxMaGgoL7/8MteuXQNg6dKlzJo1q5lLJxAIBILmZMOGDSxbthzJv7ZSsPUAvkbBV+TTETiDClv+A7wLrAOeBnwBNbNnzxKCrUAgqBWTiLZKpZLDhw9z48YNU+xOIBAYiSlEO3Ohid60swsmKuoA8+YVEBV1gHbt+jB+/HimT59OUlJSswnKTYFupGhVAgMDGTEiGIA9e6J5911nYmIGU1x83Ojo6JpEYQ3GeONq6tDgwXO5eDGdY8eOkZaWhkqlIigonBEjFlNefpJ160K0Zbx9+xgAzs7D6dEjkYCAX+nRI5GOHR9i//5lHDz4od75N4TExER69uxFdvYVrlzZwxdfjGH58hkcPfp7vcVtTTnKyzMBOHfuZ+zsAujUaRK2tt1QKs8A0Lnzv4CexMbGtep6KRAIjOOf//wn9957Lzdu3MDOzk47/4knnmDnzp3NWDKBQCAQNBelpaX06dOHJ598EkmsrWwzTsaFFGAcSkqBN/BgIHac4QwwCZgCfIlMdonZs2cLSwSBQFAnDbJHmDZtGsHBwURFRaFUKnnggQfYv38/9vb2bN261SKSMgkEbQFTiHbmoKZh+wUFmWRlSQLmqlWrWLVqVYO8dw0dzxKHng8dOhRvb1/27l2sdx1AihS9fDkWHx8/1q79hOzs7HqXvaH2Abpo6kZCQjIFBUXa+c7O7RkzZjQDBrzCrl2v8cYbbxAUFIS7uztTpkRRWNgZK6tn8fQch0wmDe/y9AwlJSWUX35ZhLe3b50RsDVR1a7hxo1zbN8+m8LC1Xz99WrAuCR5mnpx+fJl3N27cPZsDHZ2QykqKqBjxxBkMhlqtYq8vCXY2vpx44YSB4dHyMpa3WhrB4FA0PLZu3cv+/btw8bGRm++j48Ply9fbqZSCQQCgaCpUSqVJCUl8frrr/Pbb78hWRvIAWkUmAyIw5YJ5AHwJ/AsVhzjmnYdDcOGDWP79u3VvlsEAoHAEA2KtE1ISNBm0P3uu++4cOECp06dYtq0abz++usmLaBAIKiZ2iI5dec3JuKxIRiKAD55MpH4+HCsrILp2XMLMI9HHknEzi6Y8PDwBlsmWLIFg0KhYOXK5Zw5s5W4uHFkZBwwaIMwcuTIBg2b1xWF1Wr9BqGx9gGpqakAyGQl9Ov3PCEhr9Gv3/NYW3sQHx/PwYNbAbRlVCgUZGRc5IEH3iQ39ywpKRvJy8ugvLyE/PzLlJXdS3l5IVFRUxoknBuyawgOfpIZMzL429920qXL3Xh4dObMmVO1Cra69eKpp54iO/sKZ85sRS7fCGRw8+ZF8vN/Jjs7lKKirVhbh5Kbe5aHHnoKaPqOjqpofhzExsa2+oh0gcBSUalUBp+9S5cu4eTk1AwlEggEAkFTk5iYSOfOXRg1apSOYKtGV4xVY81Z2lEGvEUX7sOFYyj11rGzcyA+Pp7du3cLwVYgEBhNg0Tb69ev07lzZwB++OEHJkyYQEBAAFFRURw7dsykBRQIBDVjCtHOHFSNAFaplGzfPhNX17H07r0Fd/cxgA3t2vVolPduTRYMjRWCTUlYWBgJCQkUFR0jJmZwg2wQasJYUbgm8VSpVPLppzFYWTlgbX0IJydPFAobnJ270bv3JDp27MEvvyzSq0OaeztgwFgiIiIoK8vi8OG17Nu3hMOH1wLtAOjZs2eDzqkmyw+5XIGf3wgefvhDsrKusn///hr3UVO98PS8l8LCI0AMJSVDuXHjIYqL9wETUCh8iYiIoEOHMqDpOzqqlt9SOyIaghCgBS2VBx98kFWrVmn/l8lk3Lp1i/nz5/PII480X8EEAoFA0CQkJiYyfvx4rl+/hiTWVvrXdgL8UQC2gBfR5HE3XXkHJeXkoetzO2jQIAoK8pgwYUKTn4NAIGjZNMgewcPDgxMnTtClSxd+/PFH1qxZA8Dt27ctYkiyQKCLpQ6dNwUa0S48PJy4uHEMGTIPd/c+ZGcfZ9++JZw5s5WEhIQ6z9fU16jqsP309GTy8tLo1y8WmUxOYWE2AE5OTlrv3ZiYwfUakl6TBYMmCVtc3DhmzJhFaGhos9/vsLAwQkNDzVIPNaLw9OkziYkZrJ1vjH1AcnIyGRkXGTlyCTt3vkZKyji8vObh4NCHwsLjlJd/Rnl5Cs89t0BbVt17Gxg4kF69epGenk5BQQFOTk7I5ZdZt67hoqexlh+XL18mKSmp2vWsrV48//xvxMY+zrlz23F370PfvrNxcAjC2bk93t7eyGQQFzeuWTo6NFS1htA8z3v3LiY8PLzRQn9Tk5iYyPTpM0lPT9POM4UlikDQFKxcuZLhw4cTFBREcXExkZGRpKam4ubmRmxsbHMXTyAQCARmRKlU8swzzwHWSAJsORr/2gnAGuA8LgwmFyXnKcWL41wFynT2IuPxxx8zS5JbgUDQNmiQaDtlyhQiIiLo0qULMpmMBx98EIDffvuNO+64w6QFFAgaQ1sQDBoj2oF5rlFVL9eCAkmIc3Dog0pVzvnz/8PO7iIq1XlUKq8Gee9qIjKjomJrTMJWXyHYnCgUCrOVo6GicGXU7Cu4ugawfftMDh+urEPOzr6AftSs7r2dMGEzGRn7KCi4gpNTF7y87mDTpqmNEj1r8ulVqZSkpyeTlrYHgBkzZpGdfVW7XFNnO3bsWGu9GDr0dVJTv+fq1cO4uGys6OjozuXLv9Wro6M2GtoJ0pI6IoyhtQnQgraHp6cnhw8fJjY2lj///BOVSkVUVBRPPvmkXmIygUAgELQ+Jk+ezK1beXrzOgH/QRJtAS5Thjv/4AqfApfR96+VsWHDV0yePLlJyisQCFonDRJto6Oj6dOnDxkZGUyYMAFbW1tAEiXmzp1r0gIKBA2lLQkGDRXtzHWNqkYA+/uPBuDcuYVkZcWgUl0D4Msvv8TFxZd77vk7UL/oTEtNwtZcNEQU1o+aDaNXr1DS05O1IqxMZsVnnw3Vuy+aezt+/HjefbcD5eWF2mVWVg6UlxeyefPmBouKhpK3nTyZyPbtM8nLS9Oul5vbkZEjVzJgwFi9OvvPf/4TqLteTJs2jcTELQ3q6KiNxnSCtLSOiNpobQK0oO1iZ2fHc889x3PPPaedd+XKFWbPns2HH37YjCUTCAQCgTlQKpVMnDiRzZs3680PR4qu7YQUS7sYWEQBZZwDtgLbge+AbKCA+Pg4YYcgEAgajUytVqvrXk2gS35+Pi4uLuTl5eHs7NzcxREYQKlU4u/fAzu7YD3BACSv17i4cRQXH+fcudQ2Kxg0xTXSF7Ak0365fAje3q/TrdtQCguPk56+iJycrXTq5M6VK5lGHyspKYnhw4cTFXVALyJTQ0bGAWJiBrN7926LF7iai4bWAY3Yr1AEUl4+CHAHsrGy+hWl8oRJhE9NZ0LXroPYtet1nJ1HolYPoaBgNfb2d9Ku3f+Rm3uWiIgIAgMDteW9efN3srKuGFUvhg4dalLLCt1yh4S8ptcJoongre26xMbGEhkZybx5BdjYOFZbXlJSwLvvOrNhwwaLidqoKapYPJ+C5sQU7bQTJ06we/durK2tiYiIoH379ly/fp1Fixbx0Ucf4efnx4kTJ0xcctMh2qoCgUBQf+Lj44mMfLLCf1+SSRyBT4GJFescxYZnKOUwfkAOcIuqCcfWr/+i1QQHCQQC82BsW81o0fb99983+uBTp041et2WiGgIWz5CMKibprpGmiRETzwxnoICDzp0eBMfnwdwcHCnsDCb9PRfyM19m06d8rhy5bLRopkQ5k2DrtBYkyeybqNT97pPmJBIRsYlrZ+tl1c3Nm0KM8l1T0xMZNq0GWRkZADdgck4OORQWPgf+vU7gJPTfaSkbKS8PJupU19FLpdr66y7uwcdOgxo0nphivrY0t5btUUVl5SU1ChAq1Qqzp07wYYNwbzxxhtER0eLZ1RgUhrbTtu6dSvjx4+nrEzyJfT39+eTTz4hIiKCPn36MHPmTMaOHWvqYpsU0VYVCAQC41Eqldx///0GEt3KUGDLPkq5BxWLgYVAGV5Qzb8WBg8ezC+//CLaNQKBoE6MbasZbY+wcuVKo9aTyWStXrQVWD5i6HzdmOIaGePdqVAoUCgUFBTkMXLkRxw6dJXDh9dql7u4dGDEiGh27Yqs17BvUyVha+vU1xNZdwi/QmGFr6+v3vKGJpWrWo/CwsJwcXFh1KhRDBv2Fj4+IeTn7+Prr/+Dg0MfZDIZXl4hHD68lvT0dHx9fbV1NjJyMqtXr27SemEKawND1hAa1GoV+/YtadYkabrUZa0SHR0NVPcmPnnyJD/+uJ38/GMALFy4kC++WN+qfMYFLZ9FixbxwgsvsGjRIv73v/8xa9YsXnjhBTZv3sz999/f3MUTCAQCQSPQBJTs2LGDQ4cOcenSJU6fPoMUWSuNDHRFip8twQUlN3kGcAD+xBu4RFX/Wisra9av/5KJEydWO55AIBA0BqNF2wsXLpizHAIjaGhym7ZITcmMNGRnH9dbry3S2GtUH+/OyoRXYxk82J709HRtdKa3tzdlZYXs2lV/Eb2xSdgEEvXxRDZ1h0hd0ZoAgwaNw8bGkbQ0aZ3CwuM4Ow/EwcEdgIKCAqCyzoaGhjJ06NAmrRemuC4tpSPCGL/amJjP8PLyqeJNfJL4+Hg6duyBi0s6arUv48evZ//+f7c6n3FBy+bkyZN8/vnnODo6MnXqVObMmcOqVauEYCsQCAQtnMTERP7xjxe4fv0aGoFWQlbxV8044CMgBgdeozvwB6exBUqRBFt9sXbevLnMnz+/2dtnAoGgdSKvexWBJZCYmIi/fw+GDx9OZGQkw4cPx9+/B4mJic1dNItEN2JNrVbpLbO0iLXmojHXSBNlZ2cXTFTUAebNKyAq6gB2dsGEh4dXq5e6ArFcLsfX15fg4GB8fX2Ry+WNEtHDwsI4f/4su3fvZsOGDezevZtz51KF+FNPNInMJk+ezLBhw2pseOreS0PU517WVY9SU1P19untPRQXF1/S06U6W1iYDYCTk1O1OtvU9cJU10XTEVFUdIyYmMG8+64zMTGDKS4+bjGipiaqOCTktRqjii9evMDzzz/HmTNbiYsbR3r6PrZt+wZnZ5DJNpKXt5MxY5bj7T2EiRO3EBAwlhkzZlFUVMSqVat49dVXWbVqFaWlpc10loK2TH5+Pu3btwfAysoKOzs7AgICmrdQAoFAIGgUiYmJjB8/vkKwhcrIWjmgpiPwFfA14AE8ghIb/gDuATpUrF/5m+n++++nuLiIt99+Wwi2AoHAbDQ4EdmlS5f49ttvSU9Pr/ajasWKFSYpnKXS1D5hjU1u01apr1dnW6Qh16gh3p2W6D8rItcbhuZetmvXh4EDV3PrVqE2Ylomw+h7aWydUKlU2Nv31YnWTCQ+PhxX10cpK7sXaMf48SHs3/9vkz/X9akjpq7jllw/65MwzdbWtloktYuLH6NHLyMwsPI+afx65XIrVKpy7XyFwpoZM6axdOlSs56ToHXR2HaaXC5n165ddOzYEZA8CuPj4+nWrZveen379jVJec2B8LQVCASCSpRKJR4eXcjJuYEkvFohCbbSqK5QpOjazoAS+DcKFqCklHuATEB3pJQMJydHbty4YTFtM4FA0PIweSIyXXbu3Mnjjz+On58fp0+fpk+fPqSlpaFWq7n77rvZtWtXowpv6TRlQ9gSxa6WhKGh1z4+fqxYsazNC7Ya6nuNGposyZJE9PpYO5gSSxbi6sOcOXN47733gJ7AUMAdW9tb2Nsf4ubNg8THxxMeHl7rPoytRwsWLCA6Olqv3hw8+CG//LKI8vJC7fqmfq4bUkcsqY6bk/q+A5RKJdHR0SxcuJDIyB/o3v0h5HL9er9t21IOHvwXCkUw3bsvxNU1hJycvVy4EE1Z2V/Mnj27WYXb1vLsthVMIdrKZDIMNZE182UyWUV2cctEiLYCgUBQyc6dOxk1alS1+R2A94GnKv5PAZ7Fk9/JrJhjD9zW2cIKKGfz5s2tok0nEAiaD7OKtgMGDGDMmDG8/fbbODk5ceTIEdzd3XnyyScZM2YML774YqMKb+k0ZUO4ObOJt5Yfqa3lPMxJfa5RfaLsJk+erLesuUV0pVLJokWLmD9/Pl5egxg16j06d76zSSLXm0soNgW69SM1NZXo6Gi6dLmHvLzLFBbqRh7IAZVR59XYaE1vb1+ioqbQs2dPkz/XjRndUFMdX7ZsKW5ubi3uPWTo3QDUuzOxtu+y8vIyFi/uhFrtTnDwNjp27K5dplIp+fXX/qhUKdy+XYCNjU0TnLU+LfnZbas0tp128eJFo9bz8fGp976bCiHaCgQCgURpaSk9e/YkPT292jJv4DiSNLsUFxaQVxF76wvkAgVU+t5Cu3b2fPXVl+L7XyAQNBpj22pGJyLT5eTJk8TGxko7sLKiqKgIR0dH3n77bUJDQ1u9aNuUmDrpj7G0ph+pGq9OQc3U5xo1JoFZfRJemZqqdToj4wCJiU8xevRyAgPDtAmUZsyYRWhoqEnLpCsCRkXF6omAlp6Aqfq7QI6VVSBDhnyGWq0mIWEZjo5OeHiEkJv7BWVlh2nXrk+d51WfepSbm1st4k2tVtOnTx+TXzdjkmzVVkcM1fFr164xc+bsFvc+re17oL4J03Q9tKsKvYcObUKtzkOh+BsdOvjplUEuV+Dr+xapqU+wZs0apk2bZu7T1qMlP7uChmPJYqxAIBAIjEcaHbYMPeEVKK74nI6M57DmIm4cIhPwA64C6ej614KMiIgJbNiwoUV0ugsEgtZDgxKROTg4aLN6e3p6cu7cOe2y69evm6ZkAsC0SX+Mpb5JpgRti8YmeTM24ZUp0dRptbo7EEXfvqfo1+8AVlbBxMeHc/Jkol4CpeTkZJMdu6oI2K3bQGxsHLUioCYBkyUOs636LoiM/AFQYW8/kU2bEvj++224uo7m7rvfp1u3ifj4vMGtW5kMHDi9zvMyth5du3aN8PBw7O376r2P7O37muV9ZGySrdrqiG4dz83NZeLEiS3ufVrX9wBQr4RpCoWClSuXaxOTZWQcoKSkgIyMAxw8uBCA7t0jq11zgI4dQwD02hpNQUt+dgUCgUAgaOvMnDmzws4LNB62Y7HmLDASK6T4WhsSKK0QbH2AS0ARuoJtUFAQJSXFxMXFCcFWIBA0OQ0SbQcOHMi+ffsAePTRR5k5cyaLFi3iueeeY+DA6hFTgobTWIGsvogfqYK6qE18iYsbx5kzW1mxYpnFNGp06/S99y4HuuHs7Iez80B6996Cq+tYtm+fhUqlNEvkuilEwObA0LuguPgmAMHB03F29qOo6DZeXkOQyWQAODhI1+/Wraw6z8uYerRs2VJmzZrTpO8jU45uaKnvU2PLHRoayvnzZ9m9ezcbNmxg9+7dnDuXWmPkaVhYmEGhVybLqlgj2+B2ubl7AejevbvB5eaipT67AoFAIBC0daZPn86KFSsBBaCmPeV8hhXfUUZXYDblSF61JRVb2AAZQFm1/aSkpDSLPZNAIBBAA0XbFStWcN999wEQHR3Ngw8+SFxcHD4+Pqxdu9akBWzrNLVAJn6ktm6USiVJSUnExsaSlJTUYLGoJvGluPg48fHxdOzYsdHHMBW6ddrZ2QWAwkJJHJLJ5Hh5zSMv7wLp6clmiVxvLouTxmLoXeDkJF2X27dT6NDhLkBNeXmJdpvCwuPa9Yw5r9rqUUJCAm5ubk3+PjLl6IaW+j6tT7nrGzkfFhZWTei9fPkSCoU1Fy5Eo1Lpvy9UKiVpaW+jUNjw0ksvmfxca6OlPrsCgUAgELRlHn/8cVatWoVkiaDkESTf2mcoQwW8h4JxAMh0pjJ0o2udndsTHx/PihUrmrTsAoFAUJUGedr6+/trP9vb27NmzRqTFUhQHY2wMX36TGJiBmvn+/j4mdxPT/xIrR8tKcmZqX2KW4p3p26dtrKyx9m5PenpyfTuPQmZTKaNDi0ouExKSpxJI9ehcR7AzYmhd4G391BcXHxJT19M587/A6CgIBNX156o1SoyMpbg4uKHt/dQLl8+CFQ/r6rPTGhoaI0+xxrv9KZ8H9XmvVrX6Abdc3N3d2fXrl0AFBU5oVKpkMv1BVBLfZ+a+3vAkIf2jBnTeO+99/j11/74+r5Fx44h5ObuJS3tbcrK/mL27NlNHuXSUp9dgUAgEAjaKo899hhbt34PyHFBxSrg2Yplp/FmCn/nAJ8AF6n0uZUBakaMGMHAgQMZMWJEk1m4CQQCQV00SLQVND1NlcBJ/Eg1npaUrM1cyXR0xZfExEQmTpxocQl7qtbpMWNGEx8fT0rKRry8QlAqzwNw6NB/uHTp12oJlBpLY0TA5sTQu0AuVzB69HLi48MpK3sa8CY39zgdOliTkfEuOTlbiYhIQCaTGTyv+j4zzfE+0oxuqE+SrZrOTfoRABs2rMTZuQ9jxowmMDDQrOU3Bc1x3ZcuXQrAihWrSE19QjtfobBh9uzZ2uVNSUt9dgUCgUAgaCsolUp27tzJ559/zvfff09eXl7FEjWjkARbFbASBW/Qm2LmArOBJOA8cBLYhrd3GT/99JMQagUCgcUhU1dNyW0Ecrlc62FoiOYeDm1u8vPzcXFxIS8vD2dn5+YujklRKpX4+/fAzi7Y4I/UuLhxFBcf59y51Db9paYrgoaEvKYnUGpEHUsRbpvinprzGI2NZjZUtpMnT/Ljj9vJz78BxALn8Pb2NpvgrltfahIBLaW+aKjtnp44kcDXXz9LeXmhdp6joycPPriUDh38DZ5XQ56Z5nwfGRJhfXz8WLFiWbVy6p5bt26R7Nx5FGfndsAv5Ofvxt5+IO3avURu7lkiIiIIDAy06Pdpc1730tJS1qxZw7lz5+jevTsvvfRSs/rItcRnV9C4dlq/fv1qbePq8ueffzakeE1Ca26rCgSCto1GqF24cCH79h2osFZSo4mYrUTBe8DXeLCfzIp5w4DXATvga+Bb4CybN4vvc4FA0LQY21ZrkGj7zTff6P1fVlbGX3/9xeeff86CBQuIioqqf4lbEK29ISx+pNZOSxO2k5KSGD58OFFRBwxGzWVkHCAmZjC7d++uNmS5uY9hqmhmQ3U6K+soO3bM59KlXURHR/P666+b9X7VRwS0FGp7F5w+/R0LFizgxo0bbNgQS3Z2lnY7D4/OfPDB+0yYMAFo3DPTnO8jYzoMdM9twoRE3n//Q6ytPejdexKg5s8/7+PWrd/p2HEs5eX3Au0YPz6E/fv/bdHv0/pe95ZkFVNfWuKz29ZpTDttwYIF2s/FxcWsWbOGoKAgBg0aBMCvv/5KSkoKL730EkuWLDFpuU1Ja2+rCgSCtklCQgJ/+9szFBXdrrbsIWARMAbIASAS2FCx1AvIRBJ1K71r7ewcWL/+C/F9LhAImhyzirY1sWHDBuLi4qqJuq2NttAQFj9Sa6YpRFBTEhsbS2RkJPPmFWBj41hteUlJAe++68yGDRuYPHmyxRzDUGTm1atH2bHjrQYJrZZQp1uisGXMdUtISODll6eSnV3pcaorrjf2mbGEe1cTuudWXt6Zzz//jH79nsfZuRsAeXkHOHx4MA4OXSgsrLw+llL+2jDmuiuVShYtWsT7739ITs417XqWahXTUFris9uWMVU77fnnn6dLly688847evPnz59PRkYGMTExjS2q2WgLbVWBQNB2UCqVREZGEh8frzNXBljhTDnLUfN8xdxVyJiODfAg0AtYRVWxFuCNN94gOjpafJ8LBIJmwdi2mkk9be+77z7+7//+z5S7FJw5A7/8Ao6O4OAg/dVMuv+bePhoU3notkRaWrK2pvCnNPUxlEol06fPJCBgbBVLg4Pk5w8B0pk/fwGffhrDqlUrjBKGLKFOG0rAZCrMJSrVdd0SExOJiIggIGAsjz32mkEv45KSEqDhz4wl3Lua0H0fnD59AQAHB3ftck2iu4ceeo927ToQG/toi/mRYMy9/8c/XuD69WtAT+BxnJx6MmCAD5cubWhWL2tTY85nV2C5bNq0id9//73a/Keeeop7773XokVbgUAgaC0kJibyzDPPcutWAZJQqwDKATUPUsZapDhaFfA+9ryGB3AB2ArcAr4DtgE/ANlAAfHx8doRYQKBQGDJmEy0LSoq4oMPPqBbt26m2qUAYN8+MEYIt7IyLObW9NmI9RSOjuJHqgFaWrK2pkimY+pjJCcnk56eRlRUrFawjY+Px9U1gH79wlEqR3L06AOAZ72EodYqvJg7KV5N182QuA7QrdtAJk7cQlzcOGbMmMXatZ8AcPXqUVQqTwoKCnBycsLb2xu5XG7UM2Op9073feDk1BmAwsJsbaRtYaF0bs7OXVEobAEYOXKkxQu2Gmq67omJiYwfPx4rKwdcXEbRp8933L59nfT0ZHbuPM2ECdKw8RkzZhEaGtpizlcg0MXOzo69e/fSs2dPvfl79+6lXbt2zVQqgUAgaDto2hua5K5SxGw5TsAy4O8Vc88CU1CwFw8gDfAHLgK/ICUdk5DsEDa3ig5lgUDQNmiQaNuhQwe9JA1qtZqCggLs7e1Zv369yQonADw9YexYKCyEW7ekSfdzaam0Xnk53LwpTabE2loScp2c9AXfxvxvbW3aMjYxLS2juEKhYOXK5YSHhxMXN65Gf8raRJW6ojhNcQxddKMXVSoVP/64HVfXAHr3noRMJqO83AWA/v1fxt7erU0KQ5p78s0337Bq1SoCAsYSFRVrMNLVXA3TquK6LjKZnCFD5hETMxiVSoWzc3s+/zwClWok4APIcXZuz+jRD3L0qPTMKJVKYmNjLSqSlvJykMnAgJdtcnIyly9fxt3dg+TkRUREfI2zc3vS05O1nrYZGUtwcfHDy2sImzaNb/C7wZKG52vEei+vQWRkHMDf/x2srNrh7NyN3r0nkZKykZ9+2kFY2L9Yty6E5ORkixTcBYK6mDZtGi+++CJ//PEHAwdKnbS//vorMTExvPXWW2Y//po1a3jvvfe4cuUKvXv3ZtWqVRbTthAIBAJzokk29uSTTyNF1uonOn+TSsF2NfAa7tzGCTgH+CFF2OpvM3DgQPbu3WsZ7UuBQCAwkgaJtitXrtQTbeVyOZ06deK+++6jQ4cOJiucABg9WppqoqysUsStSditYdmVs2dJO56CVUkxjoAD4CyX4yyXIy8vr9z/jRvSZCpsbEwrAjs6SpHGTYSpBcqmICwsjISEBKZPn0lMzGDtfB8fvzpFPWOjOBtzjKroRi+Wl3cmP/8m/fqFa987muhFJ6euWmGwLQlDhu5JVtZxCgoy6dZtYLVIV3MJ2sZahYwfH05BQT5wE/gCa+sueHrO5caNG2zaFAak4ubmxqhRo7TbmssTValUkvzLL9w8cQLf4mL62tggT0+HzEzIyYG8PMjLQ52Xhyo3F0VxMQBqFxdkHTpAhw5kl5fz27lz/HH7NseA9sDZ7O+JiRnEvffOYNeuYxw+fAbYS37+TkaMWMSmTeMb/G4wZSR1beKvscKwRqwfNmwKGRkHtBYQADKZDC+vEA4fXktJidS5YilWMQJBfZk7dy7+/v6sXr2aDRukZDaBgYF89tlnREREmPXYcXFxTJs2jTVr1jBkyBA+/vhjHn74YU6cOIG3t7dZjy0QCATNSUJCAlFR/0d+/s0a11kI9Afmo+AXQPolex4pwjYDKNNZW8bYsY/y3XffmavIAoFAYDZMmoisrdAakjsYSvKkic47c2Yrm2NjeeKhh6CgQF/wLSjQF4Pr878mKtgctGtXu6irsX2wtwc7O+mvZjLmfwPChSUnR6qJ+kbr1VVPDImxpogIVCqV+Pv3wM4umKCgd/j6668JCXkNhcIGtVpFSso4ysuPM3VqKmVltxudSK0loXtPunefwg8/HCIgYCA5OZ+Sk7OViIgEAgOle2LupHh1JRhLTo5l165I5HIfHB2fw9PzYc6d+4qysh+AVAAUCnuUyiICAh5l6NDXjapjRlNaCufOwcmTcOoUF3/6iRsHDuBfWoqp39xFyDmBisvAKeBX4DdkZCJ9xTb03dCQZ7C2fVV9Z3l5+fD8889x48YNNmyIJTs7S7usJmFYk3gwMvIHNmx4hH79DuDsXHn/y8tL2LdvCQ880IM9e562mKSMgrZDa2in3Xfffdx9993897//1c4LDAxk3LhxLFmypNr6JSUlWv9wkK6Bl5dXi74GAoGg7TF79myWLVtWbf5IYCJ2/J1iwBrJLqGkylq+QCFwTW/uY489xrfffmuO4goEAkGDMba9arRoe/ToUaMP3rdvX6PXbYm09B8DuoKYoeH9cXHjKC4+zrlzqaaNzist1Rd0jRR91QUF3Lx0CWV+Pnbl5dirVMg062oigs2NjY1BUVdtZ0duURGFajU27dvj7uuL3M5OEpHrM9naGp4nl9ddNhOjO+x7xoyZtG/fn0mTvmm6elKBRqzq1m0EGRk+9O07G7n8BhkZS/TESXMLk5ZE1Wf3+PEUEhM3ExLyGnK5lZ6YLZcrKCkpMKugXdu7RKks591370StTkOpnEG/fv/A2bkbarWKmzfTOH/+OdTqMyiVYRQX/4e//W0nfn4jtNvXq46p1ZCeDkePwrFj0t+jR6VEjkqlwU2UMgXXnLuSoizh2K0sRjzzDH2HD+fAiRO8vnQp7X2G0mvAVBw87yXn2glOHVjGjQu78XV2oZuDPw/2icT92gncs4/hnp2CdXmRweOUtWtHeceOtAsKQvbAAzBiBPTvb5RNjCnf1YbE34MHP2TPnoWUlxdq13Nw6MLo0e/RoUP3GoVhjVg/ZcpeEhOfwsoqmN69K8uXl5fB4cOf4uW1D7n8vNneEQJBTZiynXbz5k0SEhI4f/48s2bNomPHjvz55594eHjQtWtXE5VYn9LSUuzt7dm0aRNPPPGEdv4///lPDh8+zJ49e6ptEx0dzYIFC6rNb6ltVYFA0LZQKpVMmjSJhITNSHYIKkCFI/Ae8ELFek8BX+ltaYVkg6AG5BXbSchkCmbMmGZQBBYIBILmxuSirVwuRyaToVld1x6hKsoafiS3Flq6aFtXdJwliWB1DgsuLTU+2vf2bWkqKqr8XNv/RYZFmCbFxqb+AnB9hOEq0w+7djE3+m3OXs5Ac/YODl149NEPtdGbGpqinhi6/y4ufowevYzAwLAmEY8tiarPblpaGp9//hn9+j2Ps3M38vIOcPjwYJ55Zje+vsOa7B5pxEBdq5Cff36TjIyd9O49lZSUDtpIaQ2assJkIJawsA0EB0vCskqlJD09mbS0PezZE82OHTsYOXKktGFuLqSkSJNGnD12DPLzDRfQ0RH1HXeQeOIk6fZedBn+Djmdgsjt2ANlReS2pg6dOXOKnj171SiSrlsXQkbGAaZM2Ye3d6UFiEylpMPNC8hPJHB85zzeGjsWz4wMqVwqVfUyOTjA/fdLAu6IEXDnnQaj+U31rjYk/p48mUh8fDgdOz5Kbm5XIIA77xzIpUvvajtF7rhjnMHnS3d/ffv+jU2bInB1HYuX1zzs7Xtz/PhKbt/ehFJ5wqyeygJBTZiqnXb06FFGjRqFi4sLaWlpnD59Gn9/f958800uXrzIF198YcJSV5KZmUnXrl3Zt28fgwdXvmsWL17M559/zunTp6ttIyJtBQJBS0SpVPLOO++wePFiysrK9JaNANYixc8CfAjM5S4KOQPo/k6rlDPkcgV3392PSZMm8eqrr2JjY4NAIBBYIsa2V402Ar1w4YL2819//cWsWbOYPXs2gwYNAuDAgQMsX76cpUuXNqLYgqbAWB/K5vYh1BWDak2w5OoqTaZGpYLiYuNF3sJCaX3NVFKi/78xU1GRFDWoobRUmmoSpEzMIxUTQJncmusqK24WF3Atfjztug7Ayj2YIruO3LZz5WY7F9KBwkOHoF8/cHaWEjaZkLCwMEJDQ1m0aBHz58/Hy2sQI0cupXPnO8nIOGCxHsLmouqz6+3trZf4SuMtWlBwpcmS4tXkZezm5g7AnXf+nZSUTRQWZuPs3E27vNIHNRMAJyfJx/jkyUS2b5+JPC+NAGAKcGbsY/TpFYBHdjbU9F6ytobAQAgOhr59palPH+jalT179hA+fDhRk9eRV0X81E2YtmbNmloTq/n7jyYj44DWq1WDWq4gt2MPSvq/zMc75/FAZKQU2VxYKHnlZmVJAu7u3bBrl+Sdu22bNAG0bw/DhlWKuEFBIJOZ7F1dNWGcSqVk+/aZuLqOpWvXVeTmfgH0AILo3XsLKSnj2L59Fr16hRr0jNb19QYYMWIRv//+cYUIL9GpkwcffSQEW0HLZsaMGTz77LMsXboUJycn7fyHH36YyMhIsx+/aoCEWq2uMWjC1tYWW1tbs5dJIBAIGoNSqSQpKYkdO3bw/fffk5JyEpWqHMnuQMIBWAq8VPH/BeA5IAmAM8Dtavt94oknePnllxk2bFib+E0gEAjaDkaLtj4+PtrPEyZM4P333+eRRx7Rzuvbty9eXl68+eabjBs3zqSFNAdtOSOvbpInQ9Fb2dnH9dZrDjTZyQMCxupFvDVVgiVAsibQWCKYQxQ2hFotWT40VvytaaphX+riYgpzcrBVg3VFb7W1qowulNFFCYEAlw9Kkw4TAObMkSYHB/D0hK5dpcnbG3x9wcencrKz025rrPetQqHgrbfeok+fPkyfPpPPPqt8ThuS5KwlU/XZlcvljBkzmvj4eFJSNtKxo3R9i4pyiYsbV03QNoXfsCE04rruvpVKJaNGjcLWNk9PWNZNJucM9OQEwbbteTotCaukaEZf3MMamTV6T1xxERw5Uvm/jw/07q0v0AYESJHpBjBW/Dx37lyt63l69gcgM/MvevbsXW15tXengwP07ClNISHw4otSZ9Dx45J4u2sX7NkDN2/Cli3SBNC5M4waxV3dutGZxr+rq55/enoyeXlp9OsXS1GRxhrBgZKSEmQyOV5e8zh8eDDp6cl06XKP3j406Ir1u3ZVJvZwc+vEq6++wty5c9m/fz+xsbEmrWsCQVNy6NAhPv7442rzu3btytWrV812XDc3NxQKRbVjZGdn4+HhYbbjCgQCgbnQRNQuXfoeRUW6oqsMyQ6hcqRuAjCm4vMarJhDHwq5DFxHP8JWskCIj9+o7UgWCASC1obRoq0ux44dw8/Pr9p8Pz8/Tpw40ehCmZu2npF36NCheHv7snfvYoNDgJsiOq8uqkaG6aIbGacb/dUqkMmkiEFraymZWh2YSoTbozMM29vzXqzKirC5ncuWtR/SSWFDzw7tKLj4FqP6ReFp64zd7WsUnv2RTmV59HRwQHbzphRVmJoqTTXh7g4+PlyysuL74ykcK8gnDbgIqLp5887qlTUKsIaEwbYmBBl6dgMDA4mIiGDbtm2kpn4EyNm27ZVqgnadViM0rj4pFAq9Z1GpVOLj5cPZX6J59Z6/cX53An0OfU1wOxW+5ZfofOtPOgFwTcojsUfHi1EtDY+7IuvAKUUnbO8eww8Xk0iRXSPhRAqKDh3qdd2M7ajq3r17revZ2joDcs6d+4z7749s2LtTLq8UmqdNkzpp/vyzUsTduxeuXoX16wkErgBnvnyInH7Pcb77Q6T5PECZjUO93tVVz7+gQBJgHRz6oFJdr1irUBulpxuxrVDULAzX9Ex+88039OzZy2DCs549e7bJZ1fQMmnXrh35Bka6nD59mk6dOpntuDY2Ntxzzz38/PPPep62P//8M6GhoWY7rkAgEJiDhIQE/va3ZwyItXIksVapN38B1vSklL/TmV1cBQ4jpSIbDZwAfkNqId0kLi5WCLYCgaBV0yDRNjAwkIULF7J27VratWsHSF5aCxcuJDAw0KQFNAcrVqwgKiqK559/HoBVq1axfft2/vvf/xrMyGsJaHyCdX/kqlQq7VA5uU7CKs26Gh/iquvqDm3duDGUwYP/hYdHX65dS2HfviWcPv0d8fHx1YbgGdqvWq1GVeHZqFu2xq6bmSkNmXZz069PKpW0bqdOUpTblStXatyvoetjCevqnnNj1t28eTMzZ84mI+Oidr6Xlw/Ll79HeHi4wXtfUz3RRNF16hREOTKUNg6U2jrR9dHniI/fiKMqj1vAkXYd6NUrlAMHlnL69nXi4+PpMX48sqIiaRj45csoL12CS5eQZ2Qgu3gRLl5EfeECqsJCyM5GkZ1NN+AfVDbR5IDsUjq548dzw9cX5759wcsLhZ+fFLHr7Y2yWzdwd+eBBx7Qq1OGrk996l9Lu/dTpjzDggULiIl5kAcffBsPj744Ot6kc+ddFBSkMm3aNEJDQxk6dCgymQylUsnXX39NRESE1mrEzS2Q7Ozj7Nv3rtZqRKVSMWPGLL365O3ty7JlSwkLCzP8PlGrkWdnQ1oapKWhPH8e0tKQX7yI4uJFzl25jLz8IqpzP0vnUYQ2QELTRL9lb8/R27fJdOjEX4XXKPGaz6V2/TmYk016bjoRYRH06hXA5YwDbPlsKMlHjjBs2LB6vU9CQkLw8vIhOXmRXlI9tVqFSqVk797F+Pj48dJLL7FixSqSkxcREZGIQlGZLEylKmf//n/j5ubKpUu7iIsbx+DBc+nUKYjs7OMcOLBUG9msue5G1RO5HPU99yC7917kc+dK0e/796Pcvh127ED+118ElBbAb6u577fVlMmsOOfeh+3KIlyun2ZxfLz2vGuqU7pi/4QJm3FwkKwrCguP4+zcH6kpkI6Tk6N2PoC9vRt79y7G29tXKwyrVCrKy8vZu3cvWVlZWgFWw5YtW5gwYQIBAWN57rmv6NSpN4cO/YdfflnM/Pnztet5efmwcuVyxo8fX+v1acrvndbyjjDlujW1Ixq6bksjNDSUt99+m/iK50wmk5Gens7cuXO1dddczJgxg6effpp7772XQYMG8b///Y/09HReeOGFujcWCAQCC2HOnDm89957SCKtFVKiMDlQjuaXwP2AH/A5nYEb/EoJdwDlXEVytM0FdgM7tfu1s3Ng/frNbWa0nUAgaLsYnYhMl4MHD/LYY4+hUqm48847AThy5AgymYytW7cyYMAAkxfUVDQkI68lJHf47jtp+Ono0aO1huqpqamcOnUKb29v7X0A+OGHH1AqlYwcORJ7e3sAzp8/T0pKCl27duXuu+8GpMi7F154iWvXsrTb+vj4MW/ev/D09KRz5870799fu2zHjh0UFRUxdOhQ2rdvD8Dly5f5888/6dSpEwMHVkamJSUlUVBQwODBg3GtsBa4evUqhw4domPHjgwZMkS7bnJyMjdv3mTAgAHaYX9btmzhiSee4JFH/kP//i9p183I2M/t2zmAmo0bQ9m9ezd9+/Zl3759ODg4MGJEZfb53377jezsbO666y68vLwA6d7t2bOHdu3a8eCDD2rX/f3337ly5QrBwcH4+voCUFhYyK5du7C2tmbMmDHadQ8fPkxGRgZBQUHayLzi4mJ+/vlnZDIZY8eO1a577Ngx0tLSCAgIoFevXgCUlZXx448/AvDoo49qf9CeOHGCc+fO0b17d4KCggDph+/3338PwJgxY7CuyDj/wQcfMHXqVHx9H2DkyHe1fr8//vhPLl8+SGxsLJMmTQKkId8nTpzAy8uLu+66S1u2H3/8kbKyMkaMGMGhQ4cYPnw4ERGJyOVWODl1wdPzXk6eTGTr1qncvn2ZSuR06uTGwoXv0KVLF9zd3bnvvvu0S3ft2kVhYSFDhgyhY8eOAGRevswfe/bQvqiIL+fOw1fmznD/UaRe+QN1fibDinPxKb4JQBZwEGgP6MYP7gNyrazo360bnf39wdubnE6d2F9cjJOPD8Mef1yyZbC359dff+XatWvcfffd2uzeN2/eJDk5GTs7O0aNGqXd76FDh7h69Sp33nmnNtK+oKCApKQkbGxsGD16tHbdP//8k8uXL9O7d2/8/f0BuH37Njt37kShUOhZxhw5coT09HTuuOMOevbsCUjvn+3btwPw2GOPaddNSUnh/Pnz9OzZkzvuuAOQhJAffvgBgEceeYRvvvmmSqSsDN3EC506eRAVNYUFCxbovSNSUlJ48cWXcXG5Rxudm5r6AyqVEh+fB9iwIYybN/+goOAmnp796d//ZYKCxpOdfZz9yYu4dmYrM556ilfuvx+nrCxUaWkcP3iQUxkZ+BQUcJ9O4skdSJrs0Ir7B5Ahk/GzTEaRSoUdcBbIdnLGZdgDDJ08maEPPcSePXv4+9//QU7OdSAccMLF5U5Gj36IwMBALl5MpqDgCps3T2TDhg1MnjyZa9eu8euvv+Ls7MwDDzygLcP+/fvJycnhnnvuwdPTE4Dc3Fzee+893n33XXr1ekybMO348Tj++ut/XL58iM2bpYb/+vXrefrpp+nWbSAPPbRC+2zt3PkvLl5M5r///S/u7u7VopZ9fPxYsWIZYWFhpn1H3Hcfh/79b85//D/cCm9RDHQHgiq2V7Vvz/eBgdCvH2OmTsW6Yh+nT5/mzJkz+Pr6EhwcrPUI9/Tszx13hHHw4BpksgCsrJ4lN/c34DouLsH4+kaSkfEypaV/4eLSjcuXD/LVV19p/Ts/+ugj3nxzPtevZ2vPwdvbl2ef/Rv9+vXj1Vf/iYPDnUycuIX8/Mv8/vsa9u59F1fXsZSV9QfaMWiQHcePf6l33TMzM/njjz9wdXXVS7y0Z88e8vPzGThwoDayMSsri4MHD9K+fXs9wXjfvn3k5ubSv39/OnfuDEBOTg779+/HyclJLxK8Nb4jNGLsqVOnSE1Nxd/fn969K208zNGOANi+fTulpaUMGzZM6/uanp7OkSNHqrUjmgpTJSLLz8/nkUceISUlhYKCAjw9Pbl69SqDBg3ihx9+wMHBwYSlrs6aNWtYunQpV65coU+fPqxcuZL777/f6LK35KS5AoGg5RMXF8ekSZOpjKjVxx5YAkxFaj/eRQBnOFOx1AYordhWN6mrjIiICWzYsEGM2BEIBC0akyci02XAgAFcuHCB9evXc+rUKdRqNRMnTiQyMtLsDdjGcv36dZRKZTVPMA8Pjxr9yZYsWcKCBQsMLmvJhIWF0a5dOw4fPkznzp3x9/dn6NChXL58mSO6/pHNwMCBA3Fzc+fYsfXce+8L1YYh//77f7TDgvPy8pqxpE2PUqlkyZJ/07Vrf0aPXk3nztIP7W7dBjJ06OskJy/kX/+ay4QJE4xuzGgi8X7//T/07/8qgDa7vKvro8AIysvV9O9/P+npcVy6tKt+hZbJwMmJI7m5fHL9GlFR31LabSBpaXsoKcnneLeBdLBqR/Hpbzjw9dOMf+wx2js5Sf6f6enSdPmyNJS8IqqzGrNmSX/btZOsJRwcJBHX01PyJHZwkLxDXV0lb19XVykBVFaWZO1QXl6/c2pCEhMTmThxIgEBYxk/fgkymZzy8hL++OO/ZGQcYMGCBfTt29fg/T5x4gRXr2by6KObkcnkyNQqbIvzuHEhhaPffEtIUTke3MQaKM86xj373mX4wQ9wKMzC8dZVdgCl69fD+vWA1HRuD9hR2QQv7tQJh969JU9ZV1fJv7V3b/D1RQ50/OsvMjMzsevQgYcqIjOTk5MpKCgApHeRi4sLo0aNok8fL7y8BnPvvWF6EXp5eVIEcEO9tgcPHkx0dDQxMZ/pJUzr1MmDjz/+WBup8fjjjzN37lzWrl2nt17nzp7MnTuXMWPG4OvrS2hoKD/99BM7d+7E3d2dmTNnmufHg5sb9y1fzr1Ll/LlF19wbu9eFKWlBBYUINu9W6rTBw5I05o14O8PDz4oJTPTGb6t8aB94YUX2blzbsXcdKysrjBw4POAL4cP/8GRIw8CksWJvb2SuXPnaodjJyYm8uKLL9K1a38ef/xdeveeoE0O+fbbbxMZGcmlS+lERcVpE579+WcMzs4h9O79Dfn5lzl8eC1qdTdCQl7njz/+q/UmrwmlUsmxY8fIzMykV69ebcZ7XmAZODs7s3fvXnbt2sWff/6JSqXi7rvv1hP1zclLL73ESy+9VPeKAoFAYGFs3LiRyZMjkQIMqgu2IcA6pDSoAF8i5wpngHuAc4Dm912lYPv000/z6aefajseBQKBoC3QoEjblkxmZiZdu3Zl//79DBo0SDt/0aJFfPnll5w6daraNpYQaWsJwxqbephqQkICERERepFxV68eYf/+f3PmzFZthJYlDGltyuGvSRX+s1Om7MXLa5CeoK1SKcnIOMBnnw1l9+7dDBs2zOj7mZiYyPjx4wkIGMugQbP5+uu/AT0rIvHOEB4+gaCg3oCauLhxFBUdIzX1NFZWVkbXk40bN/LUU08xb14BNjaOWrsLmUxat6SkgHffdWb9+vXaSGGNX6ZHx46E+PlhfeUKsgohV52WhqrisyI9HW5LXll6tgsVn9VUNvt0pTVVxTIZILexAWtr1FZWqCq8hRUV87CyQmVlhdraGpm1NfKK5WqFApWVFVhZoahYT7uuQlG5bsV8pUIhrWtjI4mctraobGxQ29ois7VFbmcHtrbQrh1KKyuUVlZETJqMnU13Ro1YhEytRKYsR4YahVpJ8p4FKEsv8tGKZchv3UJx6xbk50N+Pqq8PC6mpHDm0CGC3YNxun0Nh8JrqNXKatdH7zroXJ8S5FxEhZWvL3vS0rjlGoBd0ASUXQdyXlnM90c+40TqDyQkJGjFt4Y890qlEj+/7tjZBVezJlAqy4iPD6O4+Djnz59FoVDU631SXl7Onj17uHr1qjYCU5PQJyQkRK8Oa/arVCrZv3+/1qt1yJAh2n1azDuivBwOHdJaKSh++03b+aACVDIZsnvuQTF6NAwbBoMGUWptTXJyMllZWZw9e5a1a9fpRQx7eHRh8uSJhIaGMnjwYBQKBXK5HJVKhb9/D9q161MRka/Qs5nYuDGUnJzfyMm5pn2+L1zYxRdfjOSuu/bh4jKY8vIS9u1bwhNPjKNPn2AuXfqNdeuGsHv3bh544IFq1ycxMZFp02ZUs+xYsWKZNuGpsEcQ9giGMFWUaXp6Oh4eHlq/Zw1qtZqMjAyLzoMgIm0FAkFzoFQquf/++9m/f7/B5XbAYqToWjmQDjwP/Kxdwx7Q9b6VIm3j4+OZMGGCmUotEAgETY/JI22//fZbHn74Yaytrfn2229rXffxxx83vqRNTEMy8tra2lZrsDc1hiK4avoh1JTrajxyzbHuhAkT2Lx5M9Onz9SLePPx8dMKtrXt19B5WMK60LjrrvGf7dz5zmpJ2uRyhTbyVrOesfsNCwvTXu/PP9cMNx+Fi8t1IiIm6fhVy7SJ4Pbv318tEVxt914zDFmTEEku119XkxCqa9euBuwAdBJnPf10RUl0BFi1Gm7dgpwcFNevw/XrkJOjndTXr3P91ClU167hWFKCY2kpsrw85AUFlVG2paVQWqq/Xx0MXcn6rEsD1lUAWwC4Cp8Pq7bO09oPT1dbJkfyCPMDyD6mtyxX5sgNG0+uqKy4VHaCctdxFDndy/Frm7iqvsrwyVu47dyN69aOLFnaAdeCQlwDxjJw4Gpu3SrEydYJb29vxgeGUR43ThsxWfX+G/vcKxQKVq1aQXh4OJs2jdd21Ejeu0tITf2ehIQE7XbG7re2BGy6dipVy1s1sZohmv0dYWUFgwahGDQIoqP59quv2DJtBnddz+ZBIFCtht9/l6ZFi8DKCpu772bk/ffD/ffDq6/y+uuv15h8TjcxXVZWljY5pK6gLp2bnJCQ17Tvac3zfeuWZL3j6NgXgMJCyVLB2bk9crkCD49gQHpXVb0+GjsHyYd5o7YuSL68E/SS7NV2zUzxHdWSvh8sfd2Whq+vL4GBgXz77bdaqxOQ2ox+fn5awVogEAgEUsKxyMhIysrKqGrjBTKssOEgJfSpmPMJMAuQ0j3aAGVokx9U4OTkxGefxQjvWoFA0GYxWrQdN24cV69exd3dXRvhYghNxJSlIjLytixqyk7elj2MqmaCr4pG+GzIMHLN9Y6OjmbhwoVERk6ne/fAaj/A3d2l5pZGGDYW3YRIGn9VDWq1in37luDj48f169f1EmfpCjaaxFnVGm8VFgw4OUGFL7GGGoW7Tz+V9lNSIgm+t29DWVnNU3m5/ueqU03zDS0rK5NE4uJi6fglJdrP6uJibuXmorp9G2VhITdv3sSlvT9qhRVqmRy1TIFKrkAtk6NERubVv/AJDMSjZ0/p/F1cpMnZmXJ7e/75xlvctPKi++BF5LVzY83mbaAYQnmJDfAG0AGrvMEEeIzFpucIDh8eTN6lX3Fw8KCoKBeAnJxrFBV154svvtBeQ2fn9owZM1or4icnJ9cpdNaGZgj/tGkz9DpqvL19Dd/zOtAX/oysR2ZCVwA1x3ssMTGR8KefJiBgLPLQ17jq3oeyC7uwTnqLoKtHCHNzw/76dTh4UJqWLQOZDEVQEMMGDIABAyAgAJRKUCgMPjMAublWdOtW/fiad4Krq5v2+XZykt5BhYXHcXK6j4yMvbi4dNBGJ9b0rlIqlUyfPpOAgLF674lu3QYyceIW4mrpJBAITE1gYCADBgwgPj6ekSNHaue3sYFqAoFAUCszZ85kxYoV6I9xo+L/doCKckrYiJSM+HngJ6BSrC1DV+S1trbltdfm8uabb4rveoFA0KZpc/YIIJmiP/3003z00UfajLyffPIJKSkp+Pj41Lm9GHImaE6USiX+/j2wsws2KHzGxY2juPg4586lNriRo7FgiIo6YFAYzsg4QEzMYK0FQ33QFdKqRlOeObOVuLg4Zs2aY7Lz0z1eSMhresLdmTNbm1S4M4aaxLKRI2MJCZlUbX3NvVi5ciUeHh56gmD1ffXEymok5eXtsbHphUwWR0nJduTy14FuqFRX8fS8i8zMcXrHkMnkqNUqOnaMwcfnQRwc3CkszCY9PZmcnDM88cSjfP11f22SMA0NESpri4ytz31qiufEWEx1TjVh9Lnu2oFi/3745RdpOn26+s5sbcn19uar1FSudL4T+wFTKQsYy+8nEvjhh5eBKCIiZupE3kto6uGCBQuIjo6usFmZQ2LiU1TarJwlIiKCwMDAWu+BOd8/graBqdppCoWCK1eu8NVXXzFv3jyWLl3K1KlTycrKwtPT06KDFERbVSAQmBulUsnOnTuZMmUKmZlXkARa3aRhXgzmKoWUocmWYoU19pSRrxV3QVestbOzZ86c2UKsFQgErR5j22omE21v3rxJ+/btTbGrJkFk5BW0ZOoSPhsrRJpb8DIkYvn4+LFixTI6duxoMsHGkoQ7YzAkMF+9eoQvvxxNeXlXJkxIrPAVllCrVXz66UiysvajVJZq53t7+zJx4gSWLVum3deNG+fYvn02hYWV0dG2tn50774MGMqJE8eRyU6hVv8BrKVr13coKupKbm4ycvlXqFSl+Pp+j4/PIzrHV5OSspHi4t8oLFytd08aIlSaUmC3FOGvKToNGnyuWVmVkbcHD8KhQ3DjRrXt1cjI6diD/fmXSVE5cdFmBPdMeombbgEU2ndCXeFzrXmWDFmbWFn15v77X2fAgLF1vqtiY2OJjIzUeuNWReN9XbWTQCDQYKp2mlwu144y27ZtG5MnTyY8PJy33nrL4u0RRFtVIBCYA6VSSVJSEv/5z3/49tvvUCoNJ/JtByykP9M5xHGgP9aUolm3Un6QyWT06dOHsWPHMnLkSIYNG2YRbXKBQCAwN2YVbf/973/j6+vLxIkTAbTeo126dOGHH37gzjvvbHjJWwCiISywBGoTPk0RvdcUwrChKExTCjaWItwZQ20C84kTCWzaNAErq948/fTHeHj0JTv7OD/++BqZmUl4et7Lww9/oL1HycmLOHNmK56e9/L8879p93X+/E6+/HIU4IBM5seQIX+gUEgZeLOzszl5cj8wB7gKTMPFxZV+/dqTlPQsMlkHZLLeDBmSpOdFfPPmRY4ceRAPj1tcvpyhjfA1RqjUrQPu7u4899zzJhPYG1OPTGVl0FSdBiZ7ZtRqftuwgdVPPcWU3hPpfvsaHlnHcLh9rcZNbls7cF5uxbGSPPqFh3PHo4+CtzfKrl3Zd/Eil3NySE1NrZbwrLZ3VUt6bgWWiTlEW4ATJ07w+OOPY29vT0pKihBtBQJBmyI+Pp7nnouisPCWztyq3rUwiPas4ya9Kv6PoR3/pJhb6PPmm28yf/58IdIKBII2ickTkeny8ccfs379ekDygt2xYwc//vgj8fHxzJ49m59++qlhpRYIBEZjbr9fjb+ooURwpogOrCnRkyk9ezWeuxq/zao01JvXHCQnJ2sTPVVNMBcUFM6IEYvZtesN1q0L0c5XKGyqCbPdug1k4MDVnDlzmvz8zIoM7tL6mkRQ3t6LSU+fxtGjofj7v4WDQx/Kyg4D/wZS6d79KUJCnsPb25uUlDgAvLyiSU+fxpEjY7XbFBYeJyNjEZDK5MnTUCgURvuRqlQqZs6cbcAGYkm185fJ5PX2za1PPdIVaQ0JjA21MqjtnjbknGrCZM+MTMZ5uZxYwPfxT9lXIQA73MrCI+soHtnH4Mz3WKXtogfgBdiXFdIHpKQiCQnShJRA734Ad3fw8uLNu+/icv97uNauHTY9enDHgw+i8PXVeujqYqz39dChQ+t5pQSC+vHAAw9gY2Oj/T8oKIiDBw/yxBNPCE9bgUDQZlAqldx///3s379fZ64MKeVtZedVO+Ad5MzgJnLgMvB/+LONJUAxsB74C7jOzJkzefvtt5vsHAQCgaCl0iDR9sqVK3h5eQGwdetWIiIieOihh/D19eW+++4zaQEFAkHNGJPhvjE0RyI4Uwo25kzaZmrqEpgHDHiFXbte44033iAoKIisrCymT5/Oww9/UE0QvHWrEBjKrVsxpKcn4+s7DECbGKp9+7tIT59AWdk+Dh8erLOl1MMXEhKFb0Uyt6rblJT8oreNo6MngDaRoyGhUqVSkp6eTEHBFfz9R7Nt23fVEs0dOLCCpKT57Nx5FFfXO6t5ptZXYDe2Hl27dg1//x5VhvIHMXJkrHYof0MTlzVVp0FN56pSKbl4cQ8//zwbD4/ODB48uI49GX5mCh09OO/4IOe7P0hGt0FaD2XPDh3wVam4x8UFxfnzkJoKFy5ARgakp0uJ/bKzITsb2R9/0A3Q5jBbsED6a2UFnp7g5QXduoGXFwovL+ImTmDqe++x86sx3HH/fDpVRJfrRvqLyByBudm9e3e1eR07dmTPnj3NUBqBQCBoehISEoiMjKSsrBywRhJpVUjRtZWCbRdgFzLuqPC0/QxHplPOTdKAidr1ZDIFs2bNZunSpU12DgKBQNCSaZBo26FDBzIyMvDy8uLHH39k4cKFgORvaMlDxQQCQf0xtzBs6HgrVy4nPDycuLhxNVozGCPYtKSIPWMFZo3fV2xsLGBYEHRycgKk4bwFBZWCoLf3UFxcfElLewcYTHj4YuTyDAoKrnDrlpqffpqPo6Mj3t5Dq21z9uw8YBQlJb2AdKAAOzsPnJxO4Opqq72GGgHSzS2ItLQ0Tp36muPHV1BYeEmnhHLat++vd098fCRPcWfndmzf/hO9evVCLq+8X/UV2I2pR7NmzWLixIkEBIxlypT1bN78JDJZTxSKZ9m583SFeKwfIRwaGmq0WNhUnQaGzvXGjfP89JO+h3HPnr3qjBg29pl59dVXa78OajXk5lYKuFX/pqdDZiaUl1f+r8NA4CDAuZ8pPfczl4EM4DF7BwJDQ+mVmQnffFMp9nbqhDakXCBoBPn5+dohavn5+bWuK2wHBAJBa2b27NksW7aMSguEshrWdOcqN7lKKc7A/9GJH7hZbf2goCD++usvvREMAoFAIKidBom2YWFhREZG0rNnT3Jycnj44YcBOHz4MD169DBpAQUCQdvDVNYMjRWATeVtagz1EZiVSiVZWVkAHDnyBffc8w89n1lvb2/s7Yu4fRscHT208+VyBQ899F6FP+4VrKwewsPjHhSK4xw/vhg4i7Pzvch0xC+5XEFQUDgHDiwD8unZ8x1cXf9Jbu5eLlxYwJUrfzF79mztddEIkB988Ba3b18BNgEDsbKaT48eIyko+IrLl9/kxo0+nDp1WhtRqxGH1epk8vIGk56ero32bajAXls9io+PZ+bM2Vobh4sXfyE//yL9+m3Eyek+UlI26onHDbEyaMpOA8Pn2hMHh2k89NCTdOxYblTEsMk6TWQycHWVprvuMrxOeTlcvQqXLklibkZGtc/qK1ewUanwA/wAbhfCli3SpIutrTZSFx8faereHXr0gJ49wc1NiLoCo+jQoYPWZ7t9+/Z670MNku2MTAQqCASCVsusWbNYvnwFkgWCyuA69wInsaIQB9Rk8xRQiDU3yam2zfTp01mxYoWZSy0QCAStjwYlIisrK2P16tVkZGTw7LPP0q9fPwBWrVqFo6Mjzz//vMkLakmI5A4CQdNgKtG0IUnbDG3TUG/T+pSzruRvQLVyubj4Mnr0cgIDpXKp1So+/XQkmZm/EBDwiF4ysH37lnD69He4ublz/Xq2dh8+Pn5ERISzbNkyveNfvXqE9evHUF7ujL29nNu3L+sc1w8HB1esrXO0ybQ2bdpERMQkrKz6IpPlYGV1J87OX5Kfn0FR0XVsbeMoKfmYDh3WolIVMHXqq9qI2pMnE4mPDwd68MADbzFoUKhJkt8ZqkfJycl6ya6OHYslMTGSkJACFApH8vIyOHx4Lc888yy+vr71SoBX33tqyvpUWlqKl5cvCkUADz4Yg4+Pr/b61if5WX2fGXN1cCiLizn4zTfcOnUKT6WSQEdH5JmZlcJuRgZkZUmRvbXh7CwJuIamzp2FoNvKaEw7bc+ePQwZMgQrK6s6bRAeeOCBxhTTrIi2qkAgaChxcXFMmjSpxuW2uLGA68wC1uDMVPKRulZzgAJ0E5NZW9vy1VdfMmHCBDOXWiAQCFoWxrbVGiTatnVEQ1ggaHnUR1TSFdp0Bc+9exebRWireuyaxDJAr1y5uVZ8/fVHWFv/SVnZYZ544ks6dPDXG/4fF7fJ4L5q8ipOTExk2rQZZGRc1CvXyJGxDB48QetN6+TUBW/voVy+fJCYmMHs3r2boUOH4u/fg/JyNzIzfwegQ4ctODqOobQ0m2vXfkClOgB8Ts+eW0hN/UsrimpITl7Crl1voBuh4eHRhcmTJxIaGmoyMTA2NpbIyEjmzSvAxsaRtLQkPv98OP36HcDZeSDl5SXs27eEsLDxBAcHk5FxQHue9bULMXRPPTw6M3nyJJOeE0BSUpKeGF2V+pyHsc+MuTo4jN5vaalktaARcS9elLx1z52Ds2elebU1dezt9UXcnj0rP3t6go5Nh6BlINpp4hoIBIKGIQm2kVSPrnUHCuhPCZ+hIKjC+uAL4Fm6oSaLqnYIgwcP5pdffhEe9AKBQGAAs4u2X375JR9//DHnz5/nwIED+Pj4sGrVKvz8/LQJaVoroiEsELRelEol/v49sLMLNjik3dhIxcaWoapYBhgs18mTJ9m2bRsFBR8B5wCVXkRkfSMgDQllICcs7AuCg5+str5uBGqXLl20gmFKShy//roKmAdI3mUKhT1K5S0cHNZha3snubn3EBYWTnBwMFB5fYuKjhET8ylbt25lw4ZYsrOztMczVbRzVXFTpVLy/vs9sLIKpnfvLeTlXeLIkRiGDr0fPz9ffv31n5SUpDT4vmvuwzfffMOGDXFkZ+t6DZsugruqGF0V3fsVERHRqOhYpVLJokWLiI6Oplu3EYwa9TadO/c1qoOjrnpp0o6T4mJJxE1NlURc3eniRVAZHvYJQLt2lTYLmumOO6TJw0NE6FoojWmnHT161Oh1+/btW9+iNRmirSoQCOqDUqkkMjKS+Ph4A0utsaEr0aQxB1AAV5HzD6z4ljIkz9vK71Jb23Z8/vlnTJw40cC+BAKBQABmFm3/+9//8tZbbzFt2jQWLVrE8ePH8ff357PPPuPzzz83mG23NSEawgJB68WUkYpNVS6VSsXvv29h27bxrFy5su4kURVUFc6uXbumTcylEcqOHPmZH374F3CWiIgErQWDBt3rceXKFa1gmJn5O59/PhyF4lWUyo46W8jo2bOc1NRFQA8efvhd7rzzQYM2EOaMdjYkzmvsGZycHqCgoBfQAcgGkoFUZs9uXLbjpojgNrb+LliwgLVr1zU4OrYyIjsD6A5Mxtm5A2PGjCYwMLDGDg6N0Pv++x+Qk3Pd4LGbtOOktBTS0qqLuWfPSkJveXnN27ZvXyng3nEHBAZKf/39wapBKQMEJqIx7TS5XI5MJtP61taGJXvairaqQCAwloSEBJ5++m8UFxcjedhq3m0ywI5AOrKJS/SumPsVMBUZuejLCIGBgaxevZoRI0aI6FqBQCCoA7OKtkFBQSxevJhx48bh5OTEkSNH8Pf35/jx4wwbNozr16/XvZMWjGgIC1o6TZlgq6VRn0jF+nibWlq5DEXUKhTWeHjcyfPP/6YVylQqFatWraK4eD329jeZOjVVm/SsqoCm6xObl5dBQsIk5PI76dRpCzY2nSksPE9u7s/AdTp02Ex+fipKZan2+LrWDU0h2lX1m3VzCyQ+Ppy0tF3o+rE5Onri7OzJlSt/NMpXtynOyZjj5OYe5Nq1LHr1eqxB4rHmunXrNpCMjAP07fsLCoUf6enJ5OScISIigsDAwGodHImJifzjHy/qeSk7O/vQv/8LXLq0X3vsjh07WkbHSXk5pKfrC7lnzsCpU5KgW1OErrU1BARIIm5QkDQFBkrz2rUzX3kFWhrTTrt4sdIa5q+//mLWrFnMnj2bQYMGAXDgwAGWL1/O0qVLGTdunCmLbVJEW1UgENSFfnStDPREWHcgDyihM5CCnDJUvABs0Vmrc+fOzJo1i1dffRUbG5smK7tAIBC0dIxtqzUoFOTChQva5GO62NraUlhY2JBdCgSCJqI5Emy1JLp06QJAdvZxg4JRdvZxvfVaYrl0xcqoqFi9iNrMzD84dWqLNqJWLpfz8MMPEx9/gry8tfz++0fceeffqkXGKhQKhg4dire3L8nJi8jKOo6j493cuvUH+fmv4Ow8l9u35VhZ2SKTfceNGyls3LgRDw8PbefB4MGD2b9/P9HR0aSnpzFlyno90RFAJpMzZMg8YmIGk5yc3CjRLiwsjISEBKZPn0lMzGCqZki2s+vEffe9wtChryOTyYiLG8eMGbMIDQ2tt7CanJxMenoaUVGxZj0nhULBypXLCQ8PJy5unMHkZ66ubvTq9ZieqNut20AmTtxS5zkqlUqmT59JQMBYeveeSEbGAZyd+6FQONK79yRSUjayfftP9OrVC3f3PgBcuXJFW+cUikCcnV8mOHg6t2+nkJ6+mJ07X2PCBGk45owZs1i06B0A7fZV0d2vWbGykqJm/f3hoYf0lxUXSyLuyZOSiKv5e+oUFBVBSoo06SKXS1YLumJuUJAUnevgYN5zERiNj4+P9vOECRN4//33eeSRR7Tz+vbti5eXF2+++aZFi7YCgUBQE0qlknfeeYfFixdTVlaOZHigO3JAji+dSEPqZL2KDaGUcRIp1ZiG6dOns2LFiqYruEAgELRBGiTa+vn5cfjwYb2GLcC2bdsIDAw0ScEEguagtUegGhLrNBF24eHhZk2w1VLQCI979y42GKm4b98SfHz8tD6zLa1cuqKb7n7atesBTKZjxz/Yvn0WvXqFaiNqAwMDeeKJF/j667Vs2/YK27a9AkiRsbp1RiMYjh8/HoCePVehUBRz7txssrKGaMvg6OhJWRl4eHhoBcrExER69uyl15mwefOTjBmzopolgzGinbHPclhYGCqVioiICDp0uI/c3CCCg2dhZXWT9PTFJCVF4+7eh8DAsEYJq5qyNoUQWV2MlvDx8SM6Opr58+cTGvpag8RjXfG5vLwYgMLC4zg7D0Qmk+HlFcLhw2tJT09HodCcszvPPfc83bqNICNjCN27P4eVlRPOzgPp3XsLKSnj+OmnOTzxxBd89tlQrl27Blhex4ke7dpBnz7SpItKJUXnnjwJJ05U/j1xAvLyJF/d1FT49lv97Xx8KiNydaNz27dvslMSVOfYsWP4+flVm+/n58eJEyeaoUQCgUDQOBITE3n22SkUFOTrzK0UbK2BN1ExjxTC6M535AB57K1ihTB//nyio6ObosgCgUDQpmmQaDt79mxefvlliouLUavVHDx4kNjYWBYvXszatWtNXUaBoElo7RGoNYl1xkbYtRWMiVTURJa2xHLVFPHp5OQEyHBz+z/OnBlHenoyvr7DtMs7dJAyAq9cuRIPD48ahdCwsDCmTZvGqlWrSE39DSkJ2bM4OOQSHOxLr1734uFxF0uXdtAKlFU7E4qKnNiwYSUy2UXi48OreenWJdrV51lWKpXMnDmbgICxBAW9w9dff42Liz8KhY1WUNSI2I0RVps6gjssLIzQ0NBqwrUmwUhDxWNd8dnKyg4XF1/S0xfTu7f0TnFwcAcgPz+PEyekjgSA9PQ0hg17h4yMs9p1QBKKvbzmcfjwYEpKpB+QnTp1ssiOE6OQy8HXV5oefrhyvloNV69WCri6Yu61a1JCtIsXYds2/f116WJYzO3USSRBawICAwNZuHAha9eupV2FtUVJSQkLFy4UQQoCgaDFkZiYWNGxLkOSAfR92/vhymfk0rdCoH2QbL6jQGcNO8ABb29H3nzzzSYqtUAgELRtGiTaTpkyhfLycubMmcPt27eJjIyka9eufPDBB5b5I0ogqIO2EIHaVMOzWwO1RSo2Z10wRblqivj09vbG2bk9169LA98KCipFO12hzJgkZ6GhoaxatYpHHulPu3Y9cKgY+i3Z5zhx7Zo0bLxLly4GOxNUKhXOzn1QKIbj6tpOL/K3LtGuvs+yfuSoS0U5s3F27qYnKKanJ6NQ2GrLXV+aI4JboVBUe5YbKx5X3X706OXEx4eTkjIOL695KJXtgQx+/30mly7tIiEhgexsaXilp2c/4Kz2+mpwcJDqYmbmIQC6du1qkR0njUImkwTYLl1g5Ej9ZdevG47MvXwZrlyRpp079bdxddUXczV/u3YVYq4J+eijj3jsscfw8vLizjvvBODIkSPIZDK2bt3azKUTCASCulEqlSQlJfHTTz+xatUHVIq1lYKtNfAG8Bo5WCGlYH0J2Ex/YCSSKUI6cASZ7CwrV37csr6DBQKBoAXToERkuly/fh2VSoVSqWTx4sV8+umnFBUVmap8FolI7tC6aNJM5c2IpSbYMgXmsrWwVLuMxpQrKSmpxiRPJ0+eJD5+ObCWhx/+0KB3rTHCsO4z1bfvErZv/5n8/JsVS9VYWSXQoUMOV65c1kteplseqSzxODtDfn40kyd/j51dh1rLUp9nGSTBdvPmzXz44Yf861952Ng4snr1+1hbe9C79yRkMhnl5QXs2+dMWNh6UlLiGvUuqJr4zJAQae4Ogca+7wxtf/JkItu3zyQvL027niapXFhYmLbOTZmyj82bD+pdX4C8vAMcPjwYL69ByOVXtcc2FDGtu99WT16e5JFbVcxNS5Midw3h5GQ4MtfXV4oCbiOYsp12+/Zt1q9fz6lTp1Cr1QQFBREZGantjLJURFtVIGjbKJVKFixYwL///R6lpcU1rtcX+AIZd1ZE18bTgZdRcp0CpIjcSq//Tp08+OijNW3jO1ggEAjMjLFttXqJtjdv3uTll1/mp59+wtramrlz5/LKK6+wYMECli1bRlBQEDNmzGhxgk99EQ3h1kVtIhY0YaZyM9MU59kcImdrt7UwNXWJdp9+OpKsrP0olaXa+Q0RyjQCpVrdE2fnSHx9JwLZXLz4Dnl5OwDYvHkzJSUlNXYmnDx5km3bvqGgYJ5RZTG2ji9YsIC1a9fp1Rl7+38yduw/AIiPj8fVNQAvrxCUyvMcOzYML69BXLr0a6OFVUsQIhsrHhva/urVI+zcOYeMjAMsWLCA119/XfvsVxXxN21K0F5fe3s3jh9/nNu3D1BeXsjmzZv1jm2pHSfNyu3bcPp0dTH37FlQKg1vY2cnJTwLDJSmgAApKVqPHuDi0rTlbwJM0U4rKyujV69ebN26laCgIBOX0PyItqpA0HZJSEjgySefpLS0tI41O/Mo19lKOdeQomsTsAdu66wjA9TMnz+fN998U3wHCwQCgYkwi2j70ksv8d133zFx4kR+/PFHTp48yejRoykuLmb+/Pk88MADJim8pSMawq2L1hyBqou5I4qbQzzVFY9CQl7TGwrfVJGLLZG6RLv4+Hjc3NwaJZQplUo6d+7CzZu3KS8v1M53cfHjoYeWcvToFxQXH2ft2k8YNWpUjUJrevo+1q0L4Y033mDkyJG1luWrr77iqaee4vHHf6VDBw+8vb2R60QXap5lgF69HiMk5DXc3AL58MNASks7U1b2GBERkwD48cft5OffAGKBc3h7e9dal+sjLlqCENlY8bi+2+vWua5dJ3Po0EUKClKBZCCVTp3c+eij/4rntTGUlkpJzqr65p4+LS2rCVdXSbzt0aNSyNV8bqHeuaZqp3Xt2pUdO3a0SP9a0VYVCNoms2fPZtmyZVT61ior/qoBKT+BA1CIPRAI/MELwGasuaa1TKiUB5ycXPjssxjx/SwQCAQmxiyirY+PD2vXrmXUqFGcP3+eHj16MHXqVFatWmWKMrcYREO4ddFWIm3BfMOzzS2eGhK5AIu0tbAEQc4YzB3xWTkkfi8qVRkFBVdwcuqCt/dQ5HKF9rnasWMHzz33fKPvY2JiIi+++BLZ2VlAFNANZ+f2jBkzWiu4aARgL69BTJmyV3uskycTiY8Px9r6Lmxs7ufllxdw7dpxduyYz6VLu4iOjtaLHDXmWtbVYWEJ9aSxZajv9oauk5ubO6+++nKt11fQSMrL4cIFfTH33DkpMrfCb7hGnJyqC7mav127Wqzlgqnaae+++y6nTp3i008/xcqqQWkgmg3RVhUI2h6zZs1i+fLlaKJjq2IFvIY1L1FGP0DKXtAXya82T28ba2tbXnttroiuFQgEAjNhFtHW2tqaixcv4unpCYC9vT0HDx6kTx/DWahbK6Ih3LpoK562Gkwt1jVXBG9U1BTmz59vUWJ7S7NqMKdwWJ8IdltbW5MM1+/Z81EuX/4DW9u78fZeQ0bGPnJyzhAREcEdd/Ri3bqHyMjYzZQpv+DtPURvHydPJvL9969QWFiZgM2Y56IhHRaG6omzc3tmzJjGG2+80SreMzVhCWK1QIeCgkoBt+rfjIzat7W1lcRbQ6Kujw80o8hpqnbaE088wc6dO3F0dCQ4OLiaj21iYmJji2o2RFtVIGhbbNq0iYiIiRgSa0GSZj8D+lX8/y9gKTZICclUeutGRESwYcMG8f0sEAgEZsQsoq1CoeDq1at06tQJACcnJ44ePYqfn1/jS9yCEA3h1oclJAhqSkwpnJgzUrkuQUytVje7rYXmWn7zzTesXr2anj0fZejQ11u9VUNddai+9aKhnQlVOw1OndpCfHw4rq5j8fKaS3r6KUpKjtK16zlSU7+vtc4UFd1k6dIOvPLKK4wfP77O56IhHRaaOt2lywNcv+5Aaek+4KZ2O2fn9qxbt7ZV1RVBC6W4WIrQPXu2uqh74ULN/rkACoWU/KxqdO7AgeDubvaim6qdNmXKlFqXr1u3rsH7NjeirSoQtB1KS0vp2NGVwsJb1ZZZAXOBtwBrIAcFr2DPRm2iMV0pQM7GjRuYOHFiUxRbIBAI2jRmEW3lcjkPP/wwtra2AHz33XeMGDGiRUUemALREG6dWEKCoJaIuTyB6xLEaouahKaJtNWvM3KgO05OL/Dwww9rh+RXFe+AFh9paExEcUMEzYZ0JhgSh0+eTGT79pnk5VWWz8OjCy+99IJJo7PrK0xrrkl5uS+ZmZ2ABGxtR+Pi8gZqtS/Xr7+PWr0FmSy11Yn8glZGWRmkp1cKubqi7vnzkuBriE2bIDzc7MUT7TRxDQSCtoKUdOwpSktLqizpRB/y+YwS7qmYswUXXiCPLB4FRgCngSPAOeA6GzduFIKtQCAQNBHGttXqNXbtmWee0fv/qaeealjpBAILJCwsjNDQ0BYvqDU1Xbp0ASA7+7hB4So7+7jeesaSnJxMenoaUVGxeoIfgEwmZ9SoBaxbt5MdO2br+ZOCJAru27cEHx8/rf+tqdGNAn7kkdn88MPLBAQsIyenkPj4eCIiIggMDEQmkzNkyDxiYgazaNEi1q5d12LsEwyhe95RUbF6EcXh4eFasVGhULBy5XLCw8OJixtXYwS77vOlUCjqLbBfuSLZGbi7V9r0BAaG0atXKOnpydy4cZ5vv41i+fL3mDRpEmvXrmPv3sUGheT61hlDx1aplKSnJ1NQcAVbWxe99TR12s7uMeTyjdjajqVTp8pyuLu/QlZWO+TyTcyYMYvQ0FDx/hFYJtbWldYIDz2kv0ylgsxMfSFX87lXr+Ypr0AgELRC5syZw3vvvVdlrgdwHXDkOa5xD5ALvApsIA/oAxwCvtfZRs7s2bOFYCsQCAQWSL1EW0seBiYQmIKGiEZtnaFDh+Lt7VtNCFOpVFy8mMbPP8/Dw6MLgwcPrtd+DQliunh49AWkaEZjRUFToVQqmT59JgEBY5k4cQvHj8dVlHUEnTs7kJKyke3bf6JXr17I5XLtOURHR9cpdloyVc9bc6+7dRvIxIlbiIsbpyc2hoWFkZCQwPTpM4mJqbz/Hh6d+ec//0nHjh1RKpWNukc1dRrI5Qp8fYehUEgjQ7p27dogIbk+xzYU4QtyUlOlCGtNnS4qygGu4ez8L0pKfkGpvIJC0QVr6wGADKVyEBcvxpCcnCzeR4KWh1wO3bpJUyuovwkJCcTHx5Oenk5paanesj///LOZSiUQCNoySqWSBQsW8N57y5BMD8oqlrgjoytqsoALvIE3tlzhHcq4iqxinRPoeti6uHTgk08+ZsKECU16DgKBQCAwDstM+ytokyiVSpKSkoiNjSUpKQllbX55AotBI4SdObOVuLhxZGQc4OjR31m+fAZffDGGK1f2kJV1hZ49e9XLOkVXEDOEZv6CBQsoKjpGTMxg3n3XmZiYwRQXHzerCKqJmAwJeQ2ZTI6Tk1TWwsLjyGQyvLxCyMu7QVpaGmlpaezf/zUgp2vXEUycuIVu3QZiY+OoFTsDAsYyY8asBtX5pnxuqp63LpqI4osXL5CcnKydHxYWxvnzZ9m9ezfTpk3D3b0LWVlXWbVqFcOHD8ffv4devajv+eh2GqjV+ok0DEXPaoRkU9QZ3WOfOJFAfHw4VlbB9Ot3gCFD8nF2XoCVVSDR0dEkJibqRJtnAnD9+pNkZQ3n+vVIsrKGk5l5B3ASkDw/NSJvS0W80wUtnffff58pU6bg7u7OX3/9xYABA3B1deX8+fM8/PDDzV08gUDQBklMTMTDozPvvLMQyY9WEmwVyJiLFT/yJzLuBuy5zSVepoyrULGumi5dPBg1ahTz5s1jx44d5ORcE4KtQCAQWDDNl9pXINDBGI9MgeVSU0Slo6MnDz20ng4dutc7orSmCF7QF+Nef/11Xn/99Sa1tagaBeztPRQXF1/S0xfTu/cWHBwk0U0SBwuBtYCK3Nw+nDp1Wut3C+jZJ9Q3stIcz01tvrJ1RT9r5lcVGxUKBbm5uaxevZqAgLE89thrBiONgXqfT0OiZ01lhaI59vjx4zl3bhfOziPp1SuO27evc+rUVvLz1UyYEMfRo/OYMWMWZ86cwt29C9nZRyv20BMHh40oFH0oLz9GUdE8YBMwHKi/pYglId7pgtbAmjVr+N///sfkyZP5/PPPmTNnDv7+/rz11lvk5uY2d/EEAkEbIzExkfHjx1ebHwh8hpoBFZ3Cj3OBb7hdbb3t27fzUFVLG4FAIBBYNPVKRCaQEMkdTIuuR2ZIiL6YoxFcxI/8lkFpaSleXt4oFF158MH38PF5ALlcEsJqSj5VG7p1oyYxrjnqRk3Jr+Ljw3F1HYu1dQRXr6Zgby/D2voQeXk7AOjYMYbc3HSt362GhiRrq/rcuLkFcuzYV/z111quXPmT+Pj4ekdO1CW01TfxlgZjkpLl5v7G9evXGvweaM5Egm+//Tbz588HooBugDTccPTohwgMDNS7LllZWUyaFAn0RC6fi4PDk6hUtykpSae8/BoyWTRq9UG8vbtw/vzZFulpK97pgubGVO00e3t7Tp48iY+PD+7u7vz888/ceeedpKamMnDgQHJyckxYatMi2qoCQetCqVTi4dGFnJw8JHuDchTALGABYAvcQMFU2rMe3XeTMzKZI97etka3vwUCgUBgfoxtqwnRtgGIhrDpaEiGeYHl0lBRrzZMIcbVFj3aEGqqtydPJvLjjzPJz68sq4uLH/36PUtS0nzuums/GRlplJdnM3Xqq8jl0nb1vS5Vj3/q1JZqXqoKhQ0bN35FuJGZ2o0R2kJDQxv0vNZVLy5e3Mtnnz2Al9dwpkz5qcHvAVPfZ2OJjY0lMjKSyMjjFBercHJywtvbW3t/dUX5Ll26MHz4cCoFXlfAG5msAwpFCeXl24CVLFiwgLfeesvsZTc14p0usARM1U7z9/cnISGBu+++m/79+/P888/zj3/8g59++olJkyZZdLStaKsKBK2Lyg5iiTuAz7DiPsoB2Ar8HbjCSGAMkA+cBv5EJjsnOkwFAoHAwjC2rSY8bQXNSkM8MgWWS0OHz9eGrifqhg0b2L17N+fOpRrd8ExMTMTfvwfDhw8nMjLSoI9qfTHk41tSUoCjYxecnf0B6N17Is88s5upU1MZOvR1XFx8ychYQrdug8nLu0F6ejpg2He1LnSfm1Ontuh5qYaEFNCz5xaUSh8iIiKMOs+qCcZq8twFDJ63JhncmTNbWbFiWTUxrq56UVKSD6jo3v3ZRr0HNIkEJ0+ezLBhw5pMFNTYGNjZFRAcHIyvr69WsIVK/+UuXbpor8W4cf/AxqYdUk7nv1Crd1Fevg87u44A9OzZs0nKbmrEO13QmhgxYgTfffcdAFFRUUyfPp0HH3yQiRMn8sQTTzRz6QQCQVtBqVTy7rv/1pv3GXAf5dwEngEeI5grtAd2A7OBd4B4nJ2vC8FWIBAIWjDC01bQrJhD5BM0H7rJwwxFVOqKV/VBI8bVF93o0aioWIM+qg1txNbk4+vmJvnZPv74p9jYOGrnjx69nPj48IpkWR7k5l5FobhSo+9qbWieBze3QBISJuPqOpbevSujGt3dx5Ca+iedO+9hxoxZhIaG1rpvjdAWFRWLTCZHpVKRnp5OQUEBTk5ODB78L9atCyE5ObnG8/bx8avxetZVLzIzDwHg6dnPYPks/T1grP/y0KFDtWKlq6uSf/1rjjZZHYCvry9WVldYt67l+tmKd7qgNfG///0PlUpKcPjCCy/QsWNH9u7dy2OPPcYLL7zQzKUTCARthXfeeYeiIn2P2heAaOAlgskkA0hBsk2o5JlnnmHt2rViZItAIBC0YIRoK2hWzCXytRWacji4Mceqj3hljuNXXV83elRTFk30aFzcOKMEzdowlNBKqVQyatSoanU6MDCMiIgEvv/+FeAK330XA9QudtaE5nk4duwr8vLS6NcvVu9aFxZmAzLuumsq27aNrzPBma7QdvLkSX78cTv5+Te1y52c2umtV99EXnXVi/PntwNga5tncHtLfw/UJxla1Wvh7++Pv78UnS3ZB0xr8DNiCYh3uqA1IZfL9aLmIyIiiIiIaMYSCQSCtoZSqWTZv5cyC5DjyFKUgIzDyBjHHUAOcFNnCzvAAW9vRyHYCgQCQStAiLaCZsWcIl9rpymzsxt7rPqIV+Y4vi5Vo0d10QzTjokZXKegWRdVo4CVSmWNdfqOO8Zx+PA68vJ+Z/nyZXTt2rVBQrvmufnrr7UAODhURjWq1WoyMvbi4tKB4OCRbNtWd1SjRkA7eHArO3eextU1gH79wnFwcKewMJtz56TjpKam1njetVFXvcjIOICbmzv797+Ll1fLfA8YG4FsrmfEUhDvdEFL5+jRo0av27dvXzOWRCAQCOCjadP4ubiIQUAZt0lExVnt0j+AYcDTwC0gAziCTHaWlSs/brFtCYFAIBBUIhKRNQCR3MG06A5hr0nAED5M+jRldvaGHMsUycMac3yoTA41b16Bnk2BBt3kUJMnT65XmapSNQr42rVrTJw40ax1OjExkfHjxwPQs+cW3N3HUFiYTUbGXnJyzhAREYGj402jEpxpkkdlZtrj7PwaffpEIpPJAEloS0kJJS9vN56enTh//myDfwTUVi+AVvEeMDYi3JTPiKUh3umC5qYx7TS5XI5MJkOtVmvfgzWhVCobU0yzItqqAkELR6lEtWIFpXPm0A7IA6bTi3XMRfKszalYUYauLUKnTh589NEa8T0rEAgEFo6xbTUh2jYA0RA2Pa1ZwDA1TZmdvTHHMoV1Q2OOn5SUxPDhw4mKOmBwmHZGxgGjBM26qCkKeOLECcTFbTJrnd60aROTJz+JUukLTAZkuLh0YPToh7jjjl71qguarMQuLqPw83sbB4c+FBYeJyNjCTk5WxkxYhG7dr3W6OtVW71oa+8Bc9ubNKV9SlXa2r0UWBaNaaddvHhR+/mvv/5i1qxZzJ49m0GDBgFw4MABli9fztKlSxk3bpwpi21SRFtVIGjBnDkDU6bA/v0A/Aj8H45c4hbwMPBP4AYy2beo1TuAa9jY2LJ163eMGDFCRNgKBAJBC0CItmZENITNQ3MKDC2JphIjm/pYpj5+fQRfoEF1r64o4Pj4eNzc3MxapxMSEoiIiKBz5/u5666pBAeP5Pr1E0ZFNeo+cydOnGDhwoU4O/uQn18pWri4+DF69DL8/R80WWRybYj3gGloSvuUmqjrXop7LTAXpmqnDRgwgOjoaB555BG9+T/88ANvvvkmf/zxR2OLajZEW1UgaKHcugU+PpCbSz4wA1iLJ9AZ+BOwB3STktkCJWzatInw8PCmL69AIBAIGoSxbTXhaSuwGOrjkdmWacrs7M2dCb4xxzfWO/Sbb75pkLhlTKKzWbPmmCTiuTbCw8O1Xqrbto1n2zZpfl0JzgyJegD33rsYLy9PCgqu4OTUBW/vocjlCjIyDgDmTyAl3gONR7czISoqVq8zQVNfmkK4re1eWoKoLBDUxbFjx/Dz86s238/PjxMnTjRDiQQCQWtHaWfH9rvvxmrHDp5HcqmVy19GpXoDuBvIRF+0LWXixIlCsBUIBIJWirzuVQQCgSWhm53dEKbMzt6UxzLH8TXJoYqKjhETM5h333UmJmYwxcXHSUhIACTR084umKioA8ybV0BU1AHs7IIJDw8nMTGxxrJpEp2FhLxWY6KzixcvkJycXOs5KpVKkpKSiI2NJSkpqUEeiWFhYZw/f5bdu3ezYcMGdu/ezblzqbUKtlXPe8qUvVhZObBr1wJu3+5EcPBkfH2HIZcrRAKpFkTVzoRu3QZiY+Oo7UwICBjLjBmzmtWL01D9M/a5EwiaksDAQBYuXEhxcbF2XklJCQsXLiQwMLAZSyYQCFoNKhWsXo3yl1+Ijo7G0dGJsTt2MBpJsAUvVKp9wFdALnBVZ2MrHB0d+eqrr5q+3AKBQCBoEoQ9QgMQQ84EzUlL8bQ1BaY6vqFh2ECj9m2KRGeNjTZsyPDy2q7piRMJbNo0ASur3jz99Md4ePQVCaRaGM1taVIXzf1OEbQNTNVOO3jwII899hgqlYo777wTgCNHjiCTydi6dSsDBgwwVZFNjmirCgQtgLNn4bnnIDmZczI5fdQqiquttBB4E3gEmI5Mdgu1ej/wDXCaBQsW8NZbbzVtuQUCgUDQaIxtq4lIW4GghaEZ9n/mzFbi4saRkXGAkpICMjIOEBc3jjNntrJixTKTCB5NeSxzHl8zTHvy5MkMGzYMhULR6EjZxkYBNzbaMDExEX//HgwfPpzIyEiGDx+Ov3+PWrdTKpV88MEHpKen0b37GKr22QUFhTNixGLKy0+ybl1ItchkIdhaPs1taVIXpopQFwiaggEDBnDhwgUWLVpE3759CQ4OZvHixVy4cMGiBVuBQGDhqFTw/vvQty8kJ1MAvKdWUYw1YKOzojvwK7AROA6MQq0eBywFLuDg4Mjrr7/e1KUXCAQCQRMiPG0FghaIZtj/9OkziYkZrJ1fl4+ppR+rKY/fWHFr6NCheHv7snfvYoMRg7XZCRjjhztjxixCQ0MNCtIN8SytGtX7ww8vs2/fe4wevZzAwMp1Bwx4hV27XuONN94gKChIJIhqYeh2JhiKtDW3pUldWLqoLBBUxd7enr///e/NXQyBQNBaOHdOiq795RcAdgJRKLiIEijTWdEacAC+r/j/MyR7hF+BTUAaMTFfivaZQCAQtHKEPUIDEEPOBJZCU2Zfb+5M76Y+vimGkeuKpzUlOjMkKjfm2A0ZXq5bzu7dp/DDD4cICBhITs6n5ORsJSIiQSvcNvfweUHjsHT7AUu3bxC0DkzZTjtz5gxJSUlkZ2ejUqn0llnykGTRVhUILA9lSgrcey+K4mJuAbOBj4HqP8a9kWKrzgN+QCGQrbNczuOPj+Wbb74xf6EFAoFAYBaMbasJ0bYBiIawQNDyMZW4ZciX1sfHjxUrltUYBdwYP9z6il5Vz1OthtWr38fa2oOgoAhOnHiC8vLjTJ2aikwmM4uo19yCf1ujoZ0JTYGli8qC1oGp2mmffPIJL774Im5ubnTu3BmZTKZdJpPJ+PPPP01RXLMg2qoCgWURHx/Pc1OeI/52Ie2AKCANBWAoMegi4A3AF7iEfgSujMGDB7Fv3z5zF1kgEAgEZsTYtpqwRxAIBG0SjV9ueHg4cXHjahS36hKOwsLCCA0NrZco2Zgh7PUdXq7xEI2KikUmkyOTwZgxo4mPj+fEiXg6dnyO1NQn+P33jzh/frvR520sjU22Jqg/zW1pUhumeu4EgqZg4cKFLFq0iH/961/NXRSBQNASUalQffIJD8fE8NPBgwBMAm5hhZpy9AXbzkA+IAMOIPnYzkFfsFXg6tqBXyqsFQQCgUDQ+hGirUAgaFIsKerSVOKWJtGZsTTGD7e+gq8hkTcwMJCIiAh+/HE7qalZAGzb9orJRT1jvHfrK3gLjKMhnQlNWTZLFZUFAl1u3LjBhAkTmrsYAoGgBaI8e5b0Bx/ELy2NScBP2AAyCigBynXWlAH2QFfgasW8rUARsAw4BewHjgGX+N//PraI73KBQCAQNA3CHqEBiCFnAkHDsNSoy+YQkhs6hN3Y4eVnzpxi//797Ny5k4ULFzJlyl68vYfo7UulUvH771vYtm08K1eu5NVXXzWpJUJd5czN/Q07O3uLqw+CpsGSOnAErQtTtdOioqLo378/L7zwgglL1zSItqpA0PQolUqSdu3i3Jw5RB4+jCOSG+2/gP8YtYe+QDqQhyTmVvpod+rkwUcfrRHtI4FAIGglCE9bMyIawgJB/dEVKUNCXtOLumxun83moiF+uJrtahN8Z82aRVzcJr39Wlk58MQTnxEUFK6dZ04P0bq8d5OTl7Br12t4eY3koYcWivogqDdC9BXUhKnaaUuWLGHFihU8+uijBAcHY21trbd86tSpjS2q2RBtVYGgaVAqlSQlJbFmzRqOfbeV/5aVMrJi2R7gOaR0YtXRtUO4A0mszUFXqAWws7Pjm2++YcSIEeI7TiAQCFoRQrQ1I6IhLBDUD5F8qGYaKjzVJPhGRISzbNkyPXH84MGt7Nw5HzjDiBGLGTDgFbMnpqot2ZpKpWT16u7k59vwxBOb6Nv3Tu2ytl4fBMZhqVH7AsvAVO00Pz+/GpfJZDLOnzcsxVgCoq0qEJgXpVLJO++8w9Kl71FUdJsRwBbACbgNzAU+BKr/0O4MFCAJtX/ozB8O3A+cAC4Cl4HLbN68WXyvCQQCQStEJCITCAQWQ9VkWLrIZHKGDJlHTMxgkpOT6+UNayk0JuKvvn64Ggx5lg4ePJiePXsREDBWTxwPCZlEx47BfP11BLt2vcGuXa8B5vUQrc17Nz09mfz8i0AUzs4uesvMWR9EZGbrwBivZPEDV2AKLly40NxFEAgEFkhCQgJ/+9szFBXdrpgj4zBWFFLGX0jRtef0tnAHbiFF1XZFEmv/AIKRImzzkeJyd2u3kOwQhGArEAgEbR0h2goEArNjKBmWLpr5mvWMwVIEuOaM+Ksq+CYlJdUojgcF9cbR8X+sWxfCG2+8wciRI816zWpLtlZQcBkAeYPKOAABAABJREFUZ+cAvL29q21btT6Y4l7XdJ+WL38PNze3Zq9HAuNQKpVMnz6zWsdEt24DmThxC3Fx45gxYxahoaHiPgoEAoHA5MyePZtly5YBMAYrfkQOlJJLGSFIVgj60bXWgAOQXfG/rlibQqUdghorK2sef/wxXnrpJYYNGya+xwQCgUAgRFtLx1KEKYGgMdQWdamZr7teXVjK0GhLi/irSxz38OgLQFBQkNkjmhUKBStXLic8PJy4uHF63ruHDknpOPr390Yul1fbVrc+mOJe13Sftm2bVy0zvBhib9m09qh9geVx6dIlvv32W9LT0yktLdVbtmLFimYqlUAgaA5mzpzJihUr8cKKTynnIcqZDGysWK4fXauxQfBAknL9kDxrC9AXa8HOzoE5c2bx5ptvit95AoFAINBDiLYWjKUIU4LWgW4HgLu7OwDZ2dlN0hlQW9SlWq1i374l+Pj4MXTo0Dr3ZSlCqSVG/JlaHG8sYWFhJCQkMH36TGJiBmvne3v74ubmzqVLG1CrI2qsD9euXWPixImNutc13aeCAhcyM+/H2joPW9ssXn75BNevnxRD7C0cc0TtCwQ1sXPnTh5//HH8/Pw4ffo0ffr0IS0tDbVazd1332224y5atIjvv/+ew4cPY2Njw82bN812LIFAYBySYLuC54HllOMMFAHVXQg1Yq3GBuE84A1cAsoq1pFicXv27Ml///tfEVUrEAgEghoRicgaQFMkd9AVpjTJhERmdUFDqd4BIEe3h78pOgN067Ru1GV9kmFZUkKzpKQkhg8fTlTUAYMCaUbGAWJiBrN79+4mi/izpOtTtVxVRwx88803tdaH+Ph4Zs6c3ehzMXSfVCoVq1e/j7W1B15ePhw+PIRnntmNr+8ws14nMXKi8VjicyewPEzVThswYABjxozh7bffxsnJiSNHjuDu7s6TTz7JmDFjePHFF01Y6krmz59P+/btuXTpEmvXrm2QaCsSkQkEjUPznX358mU++eQTzu3Zw6fA6Irl+4EpwBlAEmrzkTxrdROMaWwQCtBtd9vatuPzzz9j4sSJTXEqAoFAILBAjG2rVR+XKmh2qkaGdes2EBsbR20EX0DAWGbMmIVSqWzuogpaABqx1M4umJEjlwAyXFxG4Oy8AJjHyJGx2NkFEx4eTmJiYqOOpVQqSUpKIjY2lqSkJL06qom6LCo6RkzMYN5915mYmMEUFx83uhNCMzQ6JOS1GodGX7x4geTk5EadhzE0JuKvtuvUGDSWBGfObCUubhwZGQcoKSkgI+MAcXHjOHNmKytWLGtyoVDjvTt58mRtNEld9cHNzc0k99rQfUpPTyc//ybe3kNxcAgGoKDgSr33XR8SExPx9+/B8OHDiYyMZPjw4Xh6epGQkGCyY7RU6vM86Ebtq9UqvWX1jdoXCOri5MmTPPPMMwBYWVlRVFSEo6Mjb7/9Nv/+97/NdtwFCxYwffp0goODjd6mpKSE/Px8vUkgEDQM3e/sp556ik579nAcSbAtBmYCQ/HgDPZIfrVdgdtAIZJg2wcpBjcFyEMj2NrY2DJ//nwKC28JwVYgEAgERiFEWwvEkoQpQctGtwNgwoTN/P77x7i6juXOO7dz111v4uoazO+/ZzFhQmKjOwMMiVL+/j30hOCwsDDOnz/L7t272bBhA7t37+bcuVSjI3wtaWi0rhWBIWqyIjDmOjUGU4jjTUVt9cFU99rQfSooKADAwcGdwkJpvpNT5X0ydT3SdJyUl/tib/9PYB4QRXa2IxMmTGDOnDkmOU5LpL7Pg6V2TAhaJw4ODpSUlADg6enJuXOVjpXXr19vrmIZZMmSJbi4uGgnLy+v5i6SQNDiUCqVREdHM358ONnZmu8RGTmAC3AAuAs3VuCAqkahVgacQIq8lcRaOzsH5s+fz+3bhURHR4vvKIFAIBAYjRBtLRBLEqYELRvdDoCMjH3k5aXh7S11BshkMry8QsjLu0FGxqVGdQboRvNGRR1g3rwCoqIOGIzgNRR1aSwNFUrNQX0j/pRKJW+//Tbjx49Hre7ClCl7a71OjaGx4nhTUlN9aOy91kRvXr58GXf3LiQnL9LeJycnJwBu3bpKRsYSXFz88PaujMw0ZT3SdJx06fIAmZn3Y2d3H/36vURIyBruumsH1tb9eO+95WzatKnRx2pp1Oe9oUtL6pgQtGwGDhzIvn37AHj00UeZOXMmixYt4rnnnmPgwOr2HM3JvHnzyMvL004ZGRnNXSSBoEWRkJBAhw6uLFjwDtAdr+JswBpQsxt4EAihM6fxRhJq/0SyP2iPvlCrBlTY2LQjLCyMHTt2UFCQJ8RagUAgEDQI4WnbAMztEyY8+wSmIjY2lsjISObNK+D06e9ITIwkJKQAhcIRgPLyEvbtW0JY2HgCAnx5911nNmzYwOTJk40+RlP6qJrjWI3xGTXWp9dQUkEXF19Gj15OYGBYo65Ta/VJbcy9NnS9ATw9hzFmzGLc3IL48MP5lJX9QlnZYSIiEggMDDNq3/VF8z63t/8ndnb30bv3JGQymXZ5Xt5+Dh8egodHZy5fvtQq7p0xmOJZbq11X9B4TNVOO3/+PLdu3aJv377cvn2bWbNmsXfvXnr06MHKlSvx8fExel/R0dEsWLCg1nUOHTrEvffeq/3/s88+Y9q0acLTViAwA5rO3aSkJH7++Wd+++03ADyB/+HJA2QSDKRpt+hSsfRP4G7gHLrRtABWVtY8/vhjvPTSSyK5mEAgEAhqxdi2mlUTlklgJLoRfIZ+zArPPoGx6EYraoZ/FxYex9l5YMXnbECKPGxodKEmmjcqKrZGO4+YmMEkJyc3upNBMzQ6PDycuLhxNQql9RFdq4p79UnKpon4mz59JjExg7XzfXz89ATb8PBwunUbAYykb9/ZKBQ3SE9fTHx8uFYwbMh1MlR+V9dOTJ36Cq+//nqL/rHQ0HutK6RHRcVqt9m27VUyM3/Ru08gx9PzHhwdu1BSUtDgelQbmhERt2/b06vXUD3BFtB66mZlXTXJM9JSMMV7QxOlXRUh5gpMhb+/v/azvb09a9asafC+XnnlFSZNmlTrOr6+vg3ev0AgMA6lUsk777zD0qXvUVRUjCS6ygBr/oaK1ShpTybFQH80om2XiulPoB+QCdzU2++ECROIjY0V3zcCgUAgMClCtLVATC1MCdouuh0AEyZsxsXFl/T0xfTuvQWQkZGxFxeXDnh5dWPTpqkN6gxoajsPY4RSY9AV96ZMWU9JST6ZmYc4d+5Hxo8fz+bNm40WbkNDQw2KRLqewkFB75CR8TXOzn4oFL3o3XsLKSnj2L59Fr16hdb7OumWf+TIJRw8eJGCglRycn5h/vz5fPDBh3z88UdNNlTcHEJZfe911SSOGjGwW7eBPP/8b2zcGEpe3u8sX76Mrl27cu3aNWbNmtOoelQXlZ0g2Tg4uFdbrvHUhbZledPYRH411bXGdsQIBLr4+/tz6NAhXF1d9ebfvHmTu+++m/Pnzxu9Lzc3N9zc3ExdRIFAYASa740tW7bw0UcfU1JSXLHEH7hAF9T8jzLGVsz9DR+e5SKngErB9i8qBdurOnuXMWPGdJYvX940JyMQCASCNoUQbS0UUwlTgraNbgfApk3jueeev7Nr1+scPjwaCCE/v4QRI4LZtCmswZ0ButG8huw8zOEzW5tQagy64l7fvn8jMfEp8vLStMutrBx44YUXCQ0NNWqfNUX86UYTlpe7AFJ0s7NzN2QyOV5e8zh8eDDp6ckoFLYAZGVlERsbW+s56Zd/CZs2JeDqGkC/fk9ib+/G8eOPcfPmgXqJz43BWKGsIcJufe51XdGbISGvERMzmK5du2rvV1hYmFmjMocOHYq7exeys3/h1q2ruLh4a5ep1SoyMpbg6OjJrVuZTeLFbCk09L1RW10DDEZZ7927mPDwcPHdKag3aWlpBpNzlpSUcPnyZbMdNz09ndzcXNLT01EqlRw+fBiAHj164OjoaLbjCgStkerfGzLAFggBjhKJmg+BDkAJMB8XlhGIEjWQg75gexnI0tm7EGwFAoFAYF6Ep20DaEqfMDHMU2AKqjdY5eh6cPn4+LFixbIGCRpN6WlrKjQ+oyNHLmHnztdwdR2Lt/drODj0obDwOOfOvUl+/g4WLFjAW2+9ZdQ+DT2r8fHxWk9hKyt7Vq9+H2trD62vaXl5Afv2ORMWtp5ff11FVtZRlMpS7T5rihDUlH/KlH1s3nxQb58AeXkHOHx4MF5eg5DLr5r12utG/IaEvKYnlNXl62vqCEhdD2cbm+rCRklJQYN8mxtLQkICEyZMwNq6H717f4iDQzCFhcfJyFhCTs5WPD3vwdo6x6KeEXPTkPdGXXXN1dUNV9eBLeY9JDAfjW2nffvttwCMGzeOzz//HBcXF+0ypVLJzp07+fnnnzl9+rTJyqzLs88+y+eff15tfn1yGQhPW4Gg8nujc+e7uXLlT6R4pbKKpSuB6SwCXgMOAc8CJ1gIvInkW/tHxbpBQDZwXWfvMmbOnMGyZcvMfyICgUAgaHUY21YTom0DEA1hQUtEV1R0d5eGaWdnZ5ukM8DYhFyWgkbcc3b2wdq6L71764s8ZWVF7N/fF2fn63z44fvk5OTQqVMnunbtavBa1SRIRkVNYf78+dqkgidPniQ+Ph5X1wC8vEJQKs9z7NgwXF0DyMk5g6fnMB5+eEmNwmfV8kdGHmfDhk306/c8zs7dtMs1YvADD0SzZ0+02ZIWGiu8LVu2lIiIiDqF3cbSlEkc69uhNmfOHN57bzm6nSWOjp44O3ty5cofFveMNAX1eW/UVdfWrXuIjIzdTJnyC97eQ6odSyTwbFs0tp0ml0v1SyaTUbWZbG1tja+vL8uXL2fs2LGGNrcIRFtV0NbRfG+0a9eHy5cPUVhYGSHrAuTxP+Dv2ADP4cwnlKFEDgwDnkSSctOQInNl6H5/u7h04JNPPmbChAlNdToCgUAgaGWIRGQCgUCPmobwm4KWZuehGXKdn3+Rfv02VhtKn5n5JZBFfn4Bf/vb3yrmStHJVaNDa0p8tXfvYqKjo3Fz66RNKhgYGEhERAQ//ridw4c/BWIBOTduXMDTcxjPP79Tz4d14sQtxMWNY8aMWXpWDZryZ2b+BVDNK1Xjk+rp2R8wn1eqscmkXn55qkGf2ZrOr6H8P3t3HldF9f9x/HVZBRRUcEFRcE1zLzPXhCy1cotQ0xYXWs1vubRpi9qiZpqVfdtdKlMxQy1L0xIMFQ1NzS1xBxU1lxAVAS/z+4PfvV+uLAICl+X9fDzuQ5mZO3Nmzsydcz/3zOcU1yCOBek1PG3aNG677TZGjvwPp09nfHG8ePEE3t6uJfIaKQ75+dywnGvDhn3L0aNxJCUlUalSJerWrYuDgwP16w8lPv43UlIuZLutws6tLWVbenpGcKZevXrExMQoF61IKWS5b/TsOZbY2BUA1AQ+BWoBHbiMGUjFl0+tg4wB/ARcJqMn7i5gAxn9cM8SEhLCU089RWBgoJ7aEBGRYqGgrYgUihvNM1ucunTpgre3D2fPnsHdvZnNvH/++Z4jR57CZLoVw2iFh0dbateuxZkzn3Pu3M9cvepjzY/Zt2/fHAe+sgQkz537g337frQOKli/fnMeeOA2fv11AseOHWDo0KHMnTuXe+6ZkmvgMyoqyhp0twQnDx6cB3Sy5smF/+VJ9fKqh6trxi92RZUrNa+DSZ0+nUDv3uPzvH8FVRyDOOYWpL9e3tT+/fsXeQ7d0iavnxuWc23JkiiSkpKt0z09K9OzZw9q124NwIkTMTRqdE+W7RRFbm0p+w4fPmzvIohIAVnuG7/9FgXAYGAWUBVIBW4njI34Az5kBGxvAQ4CF4B1QIR1XdWq1eDTT4t+jAAREZFrKWgrIoWmKHvzFiZHR0eeffY/TJgwgZ07Z1K//jA8PKpz8WICf//9NNAek6kvhuFOgwYDqVKlCjVr9mL37n5curSLRo3uY8yY5/Hy8spTT9NJkyYxe/bcbHsTpqSkMHfu3OsGPjP3EMwcnHRySuDgQQeaNx/N5cu7rXlS+/dfTHT0tELpWZqTvA4mlXk/rlXYPSCLstd35gHgCtpruLRcI8Xp2mNiNpuJjIy0CeLu378fAJMphTZtHsPDozqXLp0mLi6KxYsXExTUEICDB1dxxx2vFlkvaykfNm/ezLlz57jnnv/9APD1118zYcIELl26RL9+/Zg1axaurq52LKWIZMdyD3nrrbcAqJp2mU+Bfv8//0/cGEoyO4kGmpMRsG0OHAUS/3+pjLQo7du356233lLPWhERsRuH6y8iIlL2vPLKK/j4VOfy5TC2b/+SDRumsGPHRNLT/6FmzSdJT0/G2bkRlStXBjKCsHXqjCMx8TANGvTk6NHDREZGAtcPSDZq1IhDhw4QERHBggULiIiI4ODB/QQHB9sEPrOTUw9BS3CycuUzXLgwkY0bvdi+vSOXL0fTpk0oO3Z8RWzsCt57b/oNf9GwfAFauHAhkZGR1tHUM6cjMIx0m/dYAmU1atQs0P7diODg4ByP942wPGrZuXPOvYaPHj1MVFTUDW2nPAsPD6d+/YYEBQUxePBggoKCqF+/IR9++BFOTh44O8dQqVItHB1d8PT0o1mzB6latSFRUVOoVq0G8fHRhIX1Iz4+mpSUJOvfhXUtSPkwceJE/vrrL+vfO3fuJDQ0lLvuuouXX36ZH3/8kSlTptixhCKSnSVLllC1qg933XUXe/bs4UGc2M0q+gGpmHgNuJ1kdtIc8AT2kBGg3Q2cta6nRo2aLF68mOjoaLp166Z7h4iI2I2CtiJSLjk6OvLZZ59gNu+lTp0NdO3akI4dbwYgKelfABo0aInJZLK+x8MjIwjr7Oxms668BCQtvQkHDRpk02MjL4HPnHoIBgcHc/LkCQYOHIiDQ8aDE8nJZ9i27UsOHlzN888/f8OBypyCaOHh4dYev7GxK3IMlM2a9SF16wawevWr/PXXDo4cOWLNF1mUPSBzOt43Iq/pILLrNZxT4Fv+x5J6ws2tBaGh0Ywbl0RoaDSG0YCzZ/+hadN+nD37E7t39yMxMZqrV5O4cGETV6/O4+rV3YwcOYLvv/+e5OSdzJnTkalTPZkzpyNXruwqt3mDpWC2b99Ot27drH8vWrSI22+/nS+++IIxY8bw4YcfsnjxYjuWUEQyM5vNPPjgg/Tv358LF/4FnHEAnqM63lxlGxVoi8HbpjZctQZrL2AZXMzZ2YkhQ4Ywf/58IiIiOH78mAYZExGREkHpEUSk3Mr8KP26dY9Yp5vNBwBv3Nxsg6iWAb7S0jJyagYGBvL11/NvaOCrG83Dunz5chYvXkyjRvfRsOFwnJxqcfXqCQ4cmMP06dNp3759gYNVec3fmls6AoDLly9x5sxvxMf3B7pQqVIjbrvNn+PHFxZKntniktd0ENf2Gi7IwGXlTW6pJ9q2nUF8fH+OHt1ASEgYa9a8yPbt/zvXPD0DgIwe7aUpt7aUXOfPn6dGjRrWv9etW0fPnj2tf992223Ex8fbo2gi8v/MZjNRUVEsW7aML774ksuXLwOuONCEdHaQDgxlEf15n6n8wVWOgbEDS6AWwM3NnRdffIHXXntN9wkRESmRTIZhGPYuRGlz4cIFvLy8SExMxNPT097FESnTLI3yogzAWLZx/Phxxox5gcqVbyUhIQgXF1+aNXsQk8mEYaSze3c/rl7dRY0azUhJ2c3s2V+wYsUKPvjgAxo1uo/OncdnG3DNS2Auu8Cev3893ntveo7vN5vN1K/fEDe3FtkGjcPC+nHlyi4OHtyf72OW33VnV0/Lly+3Bn39/DoSE/MpFy4cta4nY2CPj0tN4DK3Y2I2p/HVV11JTj7AokULrb17Mwe+M58f69dPztf5UdZFRkYSFBREaGh0loD4kSNH+OqrN4E5DBkSQd26XYiLiyIpKYFKlXwxmZyYN68LERERyhcswI230/z9/fnmm2+44447SE1NpXLlyvz444/W3rc7d+6ka9eunDt3rrCLXmjUVpWyLGubyYlqXOW/wGHa8RJ/AODouJ709FYYRjKwEthHjRoVOHXqV+B3fv31V5te9SIiIsUlr201BW0LQA1hkeJhjx6KliCbr29XTpxoQNWqHfH2rsrZs19y7tzP1Kp1KwkJW/H29uHMmX+s73N0dMZsTrP+fb2Aa3byG6DOLdAFEB8fzZw5HQsUzLrRdWcX4ExPN/9/sO04MTH/xWRK4NChA6Wqd0vmIKylV/Qff3zE77+/zdWrl6zL1a0bwIwZ7zJ27AtFElQvaxYuXMjgwYMZNy4JF5eKNvPS09N5//1pJCWNIzh4Pi1aPGSdV5KOY3H8wCR5c6PttCeffJKdO3fyzjvvsGzZMr766itOnDiBi4sLAN9++y3vv/8+MTExhV30QqO2qpRVlvtwzZq3kJCwDZOpPg8YB/gYqAZcwZl6pHGSmsCtODmF///9+TwQR926lYmLG0CNGhc5fjxen9MiImIXeW2rlamctgEBAZhMJpvXyy+/bLNMXFwcvXv3xsPDAx8fH5599llSU1PtVGIRyUlO+S3d3FoQEhJCeHh4kWzX8ri/k9MRYDbnzoWyf//9nDu3EjC4dOkghmHg5taQYcPWW8vVoEEPAEaNGlXgga/ym4f1RnKsXs+NrjsyMpK4uCP4+rbl6NHfSU834+DgSEBAIC1aPMTdd88gLu5IqRu0y3J+ZM6bunbteCCAbt0W2pynAwYM0MBleZTbgHwODg7cdps/ADEx/y2Rg4zllvtZSp+33noLR0dHunbtyhdffMEXX3xhDdgCzJkzh+7du9uxhCLlU2pqKk8/PZIaNbpw5sxhfEhniYMz35ERsN0BtOcjTuIP1AJ+xmx+ANhERtB2FydODAP289FHHypgKyIiJV6Zy2n7xhtv8Pjjj1v/rljxfz12zGYz9913H9WqVWP9+vWcPXuWIUOGYBgGs2bNskdxRSQbueW3HDhwGWFh/Rgz5nn69u1rbXAXZi+3zHkxjx8/zj///MORI0dYuDCM06dPAhk9TcPDH6ZHjxk0bRrMgw8uJyysH0uXLmf69OIJIBU0x2pRrzs8PJwnnngKgMjICQB4eQVYjxXcWEDZ3iznR2RkJAMHDsLdvSVDhqzC0THjlmo5T7/44k4SEqLw8Wma7XoK8xiU9l6emQfky65X8vHjC6lWrQZwItvcyfZMMZHX3M9SelSrVo2oqCgSExOpWLFilmvpu+++s2lfikjRyZy7dvbsuVy8eAFowwOc42OgunkvV4HJePAWBmksx2SaimEMBlphGFuAe63ru3rVgRdeeIGQkBD77JCIiEg+lKmetgCVKlWiZs2a1lfmRvXq1avZs2cP8+fPp02bNtx1113MmDGDL774ggsXLuS4zpSUFC5cuGDzEpGiExUVla8eikXRy83S6/Whhx6ibt26fPjhh7i6NgNCadnyb9q0icbJqQWLF4ewd2+4XXpOZg50GYbtoGl5HQitsNdtCWC5u7ckp2MFNxZQLixms5nIyEgWLlxIZGQkZrM5z+91dHTE0dGRs2f/oXv3t6wBWwuTyYHWrZ8F0tm589ts11FYx6Awzv8bORaFwTIgX2zsCsLC+mXbm/bTTz/m8OGDREREsGDBggL3aC9M1/7A5OfXHheXitbAfePGvRgz5vliP55SOLy8vLL98aNq1ao2PW9FpGhkvr998MEHXLyY0Sb0oRJzgOrAXwTQjhpMoBFpXAZ+xjC+BF4CTv7/K4OXVxUWL17EtGnTin9nRERECqDMBW3feecdvL29ad26NW+//bZN6oPo6GiaN29OrVq1rNN69OhBSkoKW7duzXGdU6ZMwcvLy/qqU6dOke6DSHmXn0fzizqNQuagTNu2MwA/PD3r4enZnmbNluHt3Ytffnme9HRzsfcezUugq6CPjRdk3ZmP1ZAhq/D0bM7x439SqdLtNsfKbE67oYByYbheoDMvQczrnactWmQMbrJt2+xCD6pn3o8bPf9LyqP92aWemDOnI1eu7LL2Vs1vCpGilt8fmEREJG8s97e0NG/AAZOpNZaHRM/QhtHAm3jQlpvYxjQykiO0BjyBCGAqloCtm5s7kyZN4uzZf+jfv3+x74uIiEhBlamg7XPPPceiRYuIiIhg5MiRvP/++4wYMcI6/+TJk9SoUcPmPVWqVMHFxYWTJ09euzqrcePGkZiYaH3Fx8cX2T6ISO75LTNPr169epH3cssclPH09ALg0qXTQEZQpk6dcSQmHiYuLsouvUfzEugqrnVnPlaOjk707NmDs2dj2b17ERcuHKdWrbEkJh7mq6+62jUP6fUCnS+++GKegpjXO0/PnNkDQELCn4UeVIfC6eVpr9zROQkODubQoQMlqjdtbooyr7SISHllub81anQfFy4cw5t0Fjs5chdnMJl8gUjmUJfXaUwaq4GFODlNICNIewHI+KHUzc2DCRMmkJR0gddff93uP/SJiIjkV4kP2k6cODHL4GLXvrZs2QLA6NGj6dq1Ky1btuSxxx7j008/Zfbs2Zw9e9a6PpPJlGUbhmFkO93C1dUVT09Pm5eIFJ28PpoPFHkvt8xBmbp16+LpWZm4uCgMwwDAwyMjKJOUdNxuvUeLMtCVn3VfG8Bq2rQpAwYMIC3tFNu3z2bnzlUAJCcfsFuez+sFOn19b+Xdd9+lQoXm1w1i5vU8Xbx4cZEE1W+0l2dJfbS/pPWmzU1ef2CyZxoQEZHSxnJ/a9jwHu6+dIrdQEjaVj4FPFynAr8AVYHtQEtgC1evTuR/qRBMDBw4kKSkRCZOnFii7yMiIiK5KfEDkY0cOZIHH3ww12UCAgKynd6+fcbgOQcOHMDb25uaNWuyefNmm2XOnz9PWlpalh64ImI/lkfzQ0JCCAvrR6dO46yD+2zYMIXY2BUsWbKE06czerwWZS+3awfk6tmzB4sXL2b37kXUqdMZs/kQkDGq/bFjm1iyZIldvhxYAl32XHd2g5c1bdqUm266ibi4OI4cWc+6dbBo0UK6detWJGW9HssXwdDQhVkCnYZhkJh4HGhE+/Yf4OdXH8h5ALy8nqfBwcEEBwcX+kBhN9rLM7djYQn6zpnTkaioqCI7t0q76w2gZu80ICIipVFCQgJVgRd3fEPX/5+218GXR9ITMBwb4+a2mOTk0YAB7MTSsxagSpWqfPbZp0qDICIiZUKJD9r6+Pjg4+NToPdu27YN+F8goUOHDrz99tvWL82QMTiZq6srt956a+EUWEQKheXR/NGjx+Y4WnxkZCRgGyTMrDB6uV0blLH0Hl216he2b/8SWEhGrrWEcj9KfE4BLAcHB/z967Jp02L8/evZNQCYW6AzLi6KS5cSgFAuXrxkMy+7IKbZbKZq1ao899xzLFiwMMfzFIomqJ5dkDyz653/erT/xuU1cK9eXiIiedf84EF2AzWPb8IMvGty5y2HFlwxuWJKmYyLyyKgDRUr/sXFi0txdv4Xb+94DOMkcXFHNVCgiIiUGSU+aJtX0dHRbNq0iaCgILy8vIiJiWH06NH06dOHunXrAtC9e3duvvlmHnnkEd59913OnTvH888/z+OPP66UByIlUHBwMH379s2xh2Jx9HLLLihTv35zHnjgNn79dQLHjh1g4sSJvPLKK4UemDGbzYXeO7MolYYAVm6BzqQkS3CyOpUqVcry3msHwBs9eixxcUcyzfdl8OCB9O3bt1jq6kbP/xsN+kqGvPzAJCIiebRpEy1eew2A3bgwFFe2GL5wdQ3QAliB2dwXGMylSxcAZ6pVSyIhYQdLlixRwFZERMqUMhO0dXV1JSwsjEmTJpGSkoK/vz+PP/44L774onUZR0dHfvrpJ0aMGEGnTp1wc3Nj8ODBTJ8+3Y4lF5Hc5NZDsbiChMUdlDGbzbz99tt8+OEszp49Y51et24AM2fOKNFBoLweK3sFpHMLdFasmJEmx8Mj2fpjX2aWIOb+/fuZOHEijRv3IjR0ofWcW79+Mh988EGx7cuNnv96tL/wXO8HJhERyZvwEyfAxZXY1BQmkkoKdYD9ODi0ID39OGBgGGuBX/n/4QVwdtaPZCIiUjaZDMtoOpJnFy5cwMvLi8TERPXQFSkBsuv16O9fj/fem16oDfjiCDSGh4fz5JNPc+bMaes0T09/brvtKY4d22iTJ7Uky+1YZVdfxRmQDg8PJyQkhMaNe9kEOtevn0xs7M/UqnUHjz32W5YgZlhYP65c2UV6ejru7i2zDXRaljl4cH+xBexu5PzP6Vhcm5O3sJS23uNSOqmdpmMgpcj58/DaazBhAkvWraN///44mCrg5t4eP78nOHToJdLS4skYPztz7toqPPLII9x///26l4iISKmT17aagrYFoIawSMlTFoJBlgCao2NT3N0H0qLFaC5f3k1c3GTOnl1B//6L+euvr4s9KFiYMgcJO3cef03AtPgC0jkFOgcMCGH69Ok5BjEnTpzIhAkTCA2NzjalQHx8NHPmdCQiIqJYc/feyPlfXD962DtYL+WH2mk6BlJKrFiB8cQTmBIS2ODnR5fjCRhGTeA48F9cXG6hQYMAnJ33cvDgEszmE9x2Wwuiot7k119/tdugpiIiIjdKQdsipIawSMlUmgO3ZrOZ+vUbYhgNiI/vRJs2j+Pp6Qdk9ODcvbsfV6/u4v77v2bevC42QcHSst+WfXRza1EieqnmdNxyC2KmpKQwePBgxo1LwsWlYpZ1pqQkMXWqJwsWLGDQoEFFvg+FxXIsjh8/zj///EO1atWoXbt2oZ1LJSVYL+WD2mk6BlLC/fsvjBoFX30FwD5gKLAJgEHAQry8DpGaepHk5LPcfHMzXFyusH37bAYPDmHBghal7j4rIiKSWV7bag45zhERKUXCw8OpX78hQUFBDB48mKCgIOrXb0h4eLi9i5YnUVFRxMUdoUGDoYAJD4/q1nkmkwN16owjMfEwKSkXgIzBsKB07bdlHzt3Hm8TsIWMfezUaRxHjx4mKiqqWMpjyZc8aNAgAgMDrcHJ4OBgDh06QEREBAsWLCAiIoKDB/cTHBxsM3hXdkrr4F2Ojo6cO3eO8eNfZfTo0Tz88MOFdi6ZzWZGjx5L48a9GDhwGX5+7XFxqYifX3sGDlxG48a9GDPmecxmcyHtjYiIlFg//wzNmsFXX5EOTAfaUIEYx2b/v8DdACQmbsfDoz5ubt4cPHgQd/dqABw/vh0offdZERGRglDQVkRKPUsvPje3FoSGRjNuXBKhodG4ubUgJCSkRAYwr2UJwtaq1QaAS5dO28z38GgOwIkTMUDGl5XStt+WfaxevXm28y3TLcvZU04B3cyDdxlGus17SvPgXUV5LpW0YL2IiNjJV1/BfffBiRPsAzrjxAvcTDJXMJszes26uTUC6gCfcO7cWTw965KScoXTpw8DBocOzSuV91kREZGCUNBWREq1stKLz9JjxNU1EU/PysTFRZE5e82lSxk9OA8d+gV//3p07Nix1O13Weil6ujoyMyZM4iNXUFYWD/i46NJSUkiPj6asLB+xMau4L33ppfI9BQ5KeprqDQF60VEpGiYzWam7tvHUZOJGUBrIJqrQE8AHBwGAH6kpk7FxeUd4FfS04eTkrIVuMTx49/i5PQ9x46tLXX3WRERkYJS0FZESrWy0ovP0oNz48ap9OhxN2fPxrJ79yISE+NJS0vm0KHXcXLyID4+mvfem87GjRtL3X4XdS9Vs9lMZGQkCxcuJDIyssgC1sHBwSxZsoTk5J3MmdORqVM9mTOnI1eu7CqVuVmL+hqyBOFPnvyLI0eOsHPnTo4cOUJ6esY5UBqC9SIiUgCJifDee4R//z01a/oybsoUmhlOPE99rvz/Ig4OtwLg7HwSB4dJmM0/k56+ABgL7OLff7sBvUhOfpsqVc6UyvusiIhIQTnZuwAiIjeirPTis/TgDAkJAeDOOwcRE3OU7dt/BaKA/VSrVp1PP/2a4OBgFi5cCJSu/c68j2Fh/ejUaZx1QKoNG6ZYB6QqSO+Z7AYPq1s3gJkzZ+T45e5GBnALDg6mb9++pWIAuOsp6muoS5cu+PhU55tvHufq1RDABICnZ2V69Libv/6yDdaXloH1REQkF7/8Ao89BseOsRI45+BGhQqtuHRlB5UqjSAp6XkAnJxqkZpah5SUybi7f8/ly6mYzVOAFdZVmUyOTJjwGq+++qruByIiUq4oaCsipVrmR+79/NpnmV+aevFZenCOHj2WtWt/tE738anOf/4ziVdeecX6ZaW07nfmfZwzp6N1ur9/vQL3nrHkY23cuBehoQutgeD16ycTEhKS7XoLEuS9liXvbWlX1OfS8uXLOXPmNHAaL6+N+Pu/BlTnyJEwvvsuGJNpvzVYXxj1IiIidpSYCGPHwuzZAOwH9uJDevoZrly5BdiBs/MgHBxmkZ7+D6mp7+Di8g6pqQ+RkjIAGIaDw9eYzR/j4LCR9PRjhIUtpH///vbcKxEREbswGZmTJkqeXLhwAS8vLxITE/H09LR3cUTKNbPZTP36DXFza8HAgctsHu82jHTCwvpx5couDh7cX2p6Z+Slp2Fp3+/C6k1ZkOOQOcjbufN4myCvpbdveQoQFuW5lHndLVs+yurVL5CYeMQ638nJgypVPEhIOMHy5ctVL1Io1E7TMRA7Wb0aIzQU07FjpAMfAuOBZAYBC/HwWMClS4OBcCpVSiYp6SEAHBy6kZ7eCpNpIYbxv6c6qlWrwaeffqzPfhERKXPy2lZT0LYA1BAWKVkyB+FyeuS+LDb4y+t+ZxYZGUlQUBChodHZ9hKNj49mzpyOREREEBgYWOqD3UWlqM6la+snPd1MXFwUSUkJVKrki8nkxLx5Xfj1118ZPvwx1YsUCrXTdAzEDt56C157DYCDwDCciKIucChTsPY7HByexzBuwmT6gipVNnP27BPABeB/ue4rVfLk+efH2jxhJCIiUpbkta2mgchEpNQrawND5VV53e/M8puPtawMXFfYiupcurZ+HBwcCQgIpEWLQQQEBFKzZisgI7irehERKb3WOjiQBszCkXauzYniKpUqjQDg0iVnHBz8MZm+wDDGYRhrSE8fTmqqB/AVLi6DMJl8AJgwYQLnz5/j9ddfV8BWRETKPeW0FZEyoSwNDJUf5XW/LfKbj7WsDFxXFIriXMpr/VioXkRESomkJNi0Ce6+m++++45Br0/Ejxoc5RSk3Abswtl5EI6OH5GebgnWPg2YcXefwOXLn5CUdB8AqamWVAjfl4sfnEVERPJKQVsRKTOKY2CokjiyfVkZEKsgunTpQt26AaxfPznbx+o3bJiCv389unTpApTeAdyKS2GfS3mtn8DAQN566y3Vi4hIafDrrxAaCqdOsXraNAY89xwAKTUfhpMzqFz5Xv79dy7nzm2mUqW3SUp6mMzB2suXf7OuSqkQREREcqb0CCIieRQeHk79+g0JCgpi8ODBBAUFUb9+Q8LDw+1dtHLL0dGRmTNnEBu7grCwfsTHR5OSkkR8fDRhYf2IjV3Be+9NBzIewT9+/DjVq/sSFfU2hpFus67sgrxyY/JaP4GBgdbgrupFRKSESkqCp5+Gu++GuDguVqrEu6++RuXKTQHw8bkTAFdXXxwdAzCZPuXSpc54e4cBe7h8eSJwCgCTyZGJEycqFYKIiEgu1NNWRCQPMg/UFBq60GZk+5CQkHKTQ7YksuRjHT16LHPmdLRO9/evx5IlSwCoX78hcXFHrPNOn17Bl192o2fPydkOuqUvj4XnevVjuW5mzpxBSEgIYWH9chwMTfUiImIna9fC8OFw9CgAHwMvnjnDJQA6A3vZu/cYzs51uXDhHapUeZczZwZgGMNJTR0DfIqr6xLS0iJITz9GWNhC+vfvb7fdERERKQ1MhmEY9i5EaaMReUXKF7PZTP36DTWyfQmXXeqK5cuXW4PtnTuPtwYCV678DydO/Enm0ar9/evx3nvTFXwvInlJLRIeHs7o0WNtAuyqF8kvtdN0DKSQjRkDM2cCcAR40bsx353dj4dHKy5d2o6LyzpSUwdgMt2EYdwJTMLNrRfOzu24cOEjLL1rwZK79mN9pouISLmW17aagrYFoIawSPkSGRlJUFAQoaHR2ebbjI+PZs6cjkRERJTJ3LIlMY9vXlwv2L5oUV8SE7cwY8Z0ateuXWr2q6wrreeblBxqp+kYSCGbPBleeYVvKlZiZs1OHPrnb5ycWlC79ij++qsbNWps5Pz5TaSmjsXB4Q5MpqY4Ov5MamqcdRXKXSsiIvI/eW2rKT2CiMh1WEasL48j22fX87Fu3QBmzpxx3V4y+Q2+FXawLioqiri4I4SGLrQJ2AKYTA507jyeOXM6Urt27TIZbC+tyvPAeiIiJcKlS3DyJDRokPH3iy+yxcODR0eNopXHLSQeWEXr1gvw9GyHq2sAFy5MoXLlrzh9OgkHh8+5enUdZnPGW00mRyZMeI1XX31VwVoREZF80kBkIiLXYRmx3jKC/bXK6sj2ljy+bm4tCA2NZty4JEJDo3Fza0FISEiuA7Dld9C2ohjkrTwH20VERApk3TqMli25dNddhH39Nb/99hsT33qLoFdfA2DHjow2z+7dyZw5c44GDWaQnLyCCxceBbzx9/8FuMc6OFlY2EImTJiggK2IiEgBKGgrInIdXbp0KXcj25vNZkaPHkvjxr0YOHAZfn7tcXGpiJ9fewYOXEbjxr0YM+Z5zJauNJnkN9h7I8Hh3BR2sN1sNhMZGcnChQuJjIzMdt9FRERKpUuX4LnnIDAQ06FDnD1yhNeHDOGuu+5m0qRJXLyY8eimg0OD///3BHv27Aa6cPPNSzCbdwAjOXiwObASV9d/+f777zXYmIiIyA1QTtsCUJ4wkfLHElj087uT+vWHUrt2a1xdE9m48R3ryPZlaVCNgubxze+gbUU5yFthrvtG0kSISPFSO03HQPIpKgpj2DBMBw8CsMCjFgtuCeWnqDcxmdwxmVqTnv4ajo6PkZ7eAMOIxcWlDQ4OUzCMZNq1a8fu3Qu5cmUjnp7RGEYCcXFHcXFxsfOOiYiIlEx5baupp62ISB55e/sQHx/BunWPsGBBC+bO7cy5c3+UuYAtFDy1gCWPbOfO47PNI9up0ziOHj1MVFRUgZbPD0dHR2bOnEFs7ArCwvoRHx9NSkoS8fHRhIX1IzZ2Be+9Nz1PAdui6AksIiJiT+bkZI6FhJB+xx2YDh4kHuhBLR66NJyf13+Mm9ttGMZlqlWbjptbbUymkRhGFCZTVVJTV5Ge/iIpKevYvv0Lzp2LoHLlPZw6tZ2PP/6vArYiIiKFQAORiYhchyVo17hxL3r3fomUlAucOBHDwYOriI+PtnfxikTm1ALZ9bTNKbVAfoO9RZ13Njg4mCVLljB69FjmzOlone7vXy9PwfZr00RYAsuWNBFhYf0YM+Z5+vbtW27y9RX2gHEiIlJ8LJ/hy5cvZ+G3i1j4z0n8gC9xZyyXqeL/KQ2dr3DgwFmSk/sAMbi4tMDT08ypU+3x9/+KEydeIS3NIDX1V2A1SUkZ63Z2ztu9VURERPJGPW1FSgDlyiy5rg3a1a3biUaN7qFr19cZNmw9N93UO8fcrqVZQfP45jePbHEM8hYcHMyhQweIiIhgwYIFREREcPDg/jx9qSzKnsClUVEMGCciIsUjPDycmwPqc19QEO+//z6n/qlIKJW4v0Ib3vKfygXg6FEnkpPPAeDs3BaA1NSduLh4AODm1p3bbvsbGEKTJk8AMH78+HzdW0VERCRvFLQVsTMFQUq28hq0K2hqgfwGe4trkDdHR0cCAwMZNGgQgYGBee4ZWtQ9gUuTkp4mQj9+iYhkuPbzMDU1lTfeeIP3HniAlSf/YaaTO1Wr3keDBm9xmCSWXXkMqAOAq+tZTp/O+Pz08GgA+HL+/FukpCT9/3xXLl8+C/hz6dJ+/P3r8cYbb+Tr3ioiIiJ5o/QIInaU+bH70NCFVK/enNOnd7F+/WRCQkL0iFkJUJ6DdgVJLWAJ9oaEhBAW1o9OncZZz+sNG6ZYB22zfLHL7/LFraBpIsqakp4mQgPFiUh5ljltzf79+5k9e67N56G7yZE3DDO/Aw5Xk7kH+KjiUK66pAFQocKtJCRcxdU1APiWtLQxODvX5cqVj4AnSU2dxJkz9+Ps/BDu7m3YvXsOTk7fc+zYHrveo0VERMo6k2EYhr0LUdpoRF4pDIU5sr0UncjISIKCgggNjc42aBcfH82cOR2JiIggMDCw+AtYDAqSwzS7IJq/fz3ee296tkG0/C5fXHSdZihJ18G15+OZM2cYMGAAjRv3onPn8TY/flmC/grcli9qp+kYlHXXC9I6Od1M166v4eVl5kT4w8zDmZvICNB+53E7j1/aTCI/4++fwtGj91OlyhrOn3fC3z+eo0eHAO2pVi2If/6ZArTFxcX///PX/mvdRrVqNfj004/1+SoiIlIAeW2rKWhbAGoIS2EoSUEQyZmCdgWX32BvSR3gKnOP+Jx6Apf1L60LFy5k8ODBjBuXhItLxSzzU1KSmDrVkwULFjBo0KAiK0d2wX1HR2dq1OjEY4/9putTALXTQMegLMvuc9DJ6WbuuOMVtmwZj8nUCEfHoVw+t5spTrP4z9WLOAIngBFOb3P45g789deduLp+g2HUw2R6GJOpOVeujKZJk2ZcubKcI0deBs7//9odgP+lL/LxqcZ//jOSV155RZ+rIiIiBZTXtprSI4jYSXl+7L40scfj+yU1eJlfljyyRbV8cSlImoiypiSkicguncyOHV/z88/PcOJEA/7+ex9Nmza1Lm/JOT1nTkeioqJK5LklIpIfmT8Hhw2bz/ffP2QN0q5duxo4Sps2i6hU6XZO/DmGRy5mBGx/rNKdR8+v5t+rlWlJS2sahNTUF/D3f+P/e9eeJS1tAhcuOOHu/jBVq8Zw7NgmJkx4jS5dunD69OlS3SYREREpjRS0FbGTkhAEkbwpzqCdcnOWTMHBwfTt27dMBNMLIvOAcdn1OC+sAeNyklNO3QoVqgBQtWonfvllNTfddBMODv8rm378EpGywDKw2BNPPIWf35307x9OfPx6Llz4X5D2zz83ceUiuLs3w2QykebdgMcuQu26c9gZ8CjJmxtAynxSUu6nQYMZ7NkTAiQC46lY8WkuXfqWgwd7WrdZrVo9vv/+e7U9RERE7Mjh+ouISFHIHAQxjHSbecURBJH8CQ4O5tChA0RERLBgwQIiIiI4eHB/oQdsQ0JCcHNrQWhoNOPGJREaGo2bWwtCQkIIDw8vtG1J/ll6Ag8aNKjcjZJt6XEeG7uCsLB+xMdHk5KSRHx8NGFh/YiNXcF7700vsmMSFRVFXNwROncebxMwrlQp40ctb++qJCaeJy4uzuZ9+vFLREq78PBw6tdvyF133cXZs/8QHx/Ahx9+xL59WwDw8GiOyWTibi9fdgAtDs4AoFKlxiwDVphqYDI54us7HthEQsJwXFx8qVv3fWAXR4/25uLFjzGMRGrUqMmoUaOKpI0jIiIi+aectgWgPGFSWJQrUyxKU+7cspK+QfLPXgPG5ZRTNz3dzIcfNsTRsRnnzt1KcHAILVq0AIrnutG1UDKpnaZjUFZkbif6+rYlMnICLVv+zfHjf3L27C/AV9zeKpJnz61kYPy7OJLODodKPNvpPIkX4tmx4xY8PW+nVasV7NmzmOTkNTg5RXDhwhHrNmrUqMmgQQ/St29ffYaJiIgUE+W0FSkFlCtTLCw9CUNDF9oEbKFk5eZU+obyzV5pInJKJ+Pg4EiPHjNYvDgEiCU5uRUpKQFFmnPaQteCiBSla9PCHD36OwCOjudp1uxBdu1Kp8G5Zczb1Ysm5osAzKcuz6bH4bCnH2lpbXFzu48LF75l06bbSEu7hfvvH4GX13B+++1F4uOjmTRpkgYUExERKcEUtBWxs/KeK1MylIaB6bIbCOr06V2sXz+ZkJAQ/dBQTthjwLjccuo2adKPWrVu5dSpv1i58gFWrsyYXpQ/fulaEJGidu2PuXXrdsHLK4C4uMm0bhrGNKdohnABJ7PBKZMroyv04yfnNtx6q5moqMlcvbrCuq709N3ANpYunQ1kfD4qX62IiEjJp/QIBaBHzkSksEVGRhIUFERoaHS2A9PFx0czZ05HIiIi7NLTtjSlb5Cy6XrpZMLCwqhWrVqR//ila6HkUztNx6A0s6Rd+f777/noo4946aVEKlTIqMO9e8NZvDiE+yvdTnjSJgB+8mzM8EvHOG2+bF1H3boBhIYOo1GjRvj6+tKxY0c2btyozgEiIiIlRF7bagraFoAawiJS2Ep6IKikB5WlfLBXTt3MdC2UfKW5nXbkyBHefPNN1q5dy8mTJ6lVqxYPP/wwr7zyCi4uLnleT2k+BuVZdp9x7u7P0avXkzRt2hTICNz+8stYXkk8wkZgGVmDtArKioiIlGzKaSsiUoo4Ojoyc+YMQkJCCAvrl+PAdPb6ElYa0jdI6XAjg3cVZTqZvJZL14IUpb///pv09HQ+++wzGjZsyK5du3j88ce5dOkS06dPt3fxpAhdm3bFx6cpH33UlNTU3zmw+BITfbbx8yPLado0mMaNezPrq64kJx/g10ULCQwMVJBWRESkDFLQVkSkhMhpYDofn+pMnDiRvn372q1sOQ0EZXH69C6b5USyUxiDdxVFTt38lEvXghSlnj170rNnT+vf9evXZ9++fXzyySe5Bm1TUlJISUmx/n3hwoUiLacUrmsHHbM8bdOn50yafv8g49iG0xlI/mUM/20/ig0bpnDs2CaWLFlCt27d7Fx6ERERKSoO119ERESKS3BwMIcOHWDSpEl4e/sAcObMaSZMmED9+g0JDw+3S7kyDwRlGOk28wwjnQ0bpuDvX48uXbrYpXxS8ll6kbm5tSA0NJpx45IIDY3Gza0FISEhdju381suXQtS3BITE6latWquy0yZMgUvLy/rq06dOsVUOikos9lMZGQkCxcuZNasWcTFHaFz5/HWgK1vwp/MjHqb18joZRMG9NizmDlzOnLlyi4NeCgiIlIOKKdtAShPmIh93cjj1aVB5kckO3cebzMyvSVNgj2+qF1vICh9gZSclNSczQUtl66Fkq0stdMOHjzILbfcwowZM3jsscdyXC67nrZ16tQpE8egLMqudz/A/ffH0KZZS+74/S26RE3GwTBzyd2HpXdP55HlQxk5ciQPPPBAmWv3iIiIlDcaiKwIlaUvAyKlTWE8Xl2SldTglkVJGAhKSp+SOnjXjZRL10LJVRLbaRMnTmTSpEm5LhMTE0Pbtm2tf584cYKuXbvStWtXvvzyy3xtryQeA8mQ3Q+zO3Z8zc8/PwOE8m0LTwbvnAnA7ptD+Pne//L3uYMa4FBERKQM0UBkIlLmXDtIR+YeqCEhIWWid1tUVBRxcUcIDV1oE7AFMJkc6NRpHHPmdCQqKsouX9yKciCosqqs9wzPi5I6eNeNlEvXguTHyJEjefDBB3NdJiAgwPr/EydOEBQURIcOHfj888+LuHRSXHLKXXvrrU+yYcO7XL78J2OODKSzXwc2tx/F7mYDMtKu/PiY0q6IiIiUQwralgMKGEhZkNMXHT+/9gwcuIywsH6MGfM8ffv2LbHnd16uxZIa3MqsKAaCKqvKes/wvCqpg3fdaLl0LUhe+fj44OPjk6dljx8/TlBQELfeeitz587FwUFDUJQV2f0wW+PkDm7b8gmx3d8l7LsBnEq7yFOdptCqYXdOx0fbpF0pqe0bERERKRpqBZZx4eHh1K/fkKCgIAYPHkxQUJBdBzMSKSjLF53Mg3RYWHqgHj16mKioKDuVMHd5vRYzB5Gyo5HpS4+SOvCWPZTUwbtKarmk/Dpx4gSBgYHUqVOH6dOn888//3Dy5ElOnjxp76JJAWUecOy3334DMn6AdTCn0XXdGzzxRVvabv2MR5MSuP/+b4CDrFwVwtSpnhp0TEREpJxTT9syrDw8Si7lR2nogZqT/FyLmYNI2eW0vdEgknreF4+y0DO8MDk6OjJz5gxCQkIIC+uX4+BdxX0sSmq5pPxavXo1Bw4c4MCBA/j5+dnM0zAUpU9OA479s/Zj3ji6CN+T2wDY2+R+djcbQJXzh4B0Zs6cSY0aNXSfFhERKec0EFkBlIbBHUr6YEYi+VVSBzK6noJci0U1Mn15fVTfHoHq0nq+FrWSOnhXSS2XFExpaKcVNR2D4pXdfWb58uVZBhz758RWfL+5m1fT03ABLrtVZeU9s9jZfBAGhtrnIiIi5YQGIivnSvpgRiL5VdQ9UItKQa7F4OBglixZwujRY5kzp6N1eX//ejcUsC2snvelqbeuvQLVpblneFEqqYN3ldRyiYj9Xe+el919pk4df5KTk7M8bfHM9rm0Tk8DYLmpEhF95uJWL4jTxzapd7+IiIhkoaBtGaWAgZQ1pfUx5oJei4UZRCrMR/VLU29de6aIKakDb5UEJXXwrpJaLhGxn+vd83K6z6xePYYzZ6Jp1WqwzQ+2m9qPouGBVXzo35VX9nwHYX2t827kh1kREREpmzQQWRmlwYykLLL0QE1O3smcOR1LxSAdN3ItWoJIgwYNIjAwsMAB6cIaxK00Dax1baDaz689Li4VrYHqxo17MWbM85jN5iLZvga4EhEp3a53z/vuu+9yvM/cdtszACRt+oNWf35pXefJmq15f9QRkvp8CRi8+uqrLFiwgIiICA4e3F8i2zEiIiJiP8ppWwClIU+YctqWfaXpEfXCVpr2vSRciwsXLmTw4MGMG5eEi0vFLPNTUpKYOtWTBQsWMGjQoBK7H/lREnLKFlVuYhHJXWlopxU1HYMbk5d73r//xnDq1Mls7zNxh36jxjd3MREHHE0OfPlEDCdrtrbOL695zUVERCRDXttq6mlbRlkeJY+NXUFYWD/i46NJSUkiPj6asLB+xMau4L33ppeI4IrkX3h4OPXrNyQoKIjBgwcTFBRE/foNS1RPx6JUWD1Qi0NJuBYLo+d9YfXWLS4lIUVMaewZLiIiebvnnTp1Esh6n6n2zx7e+O1lpgCupLOtRkcueVS3ztfTFiIiIpJXymlbhhXFYEZif/bM0ykFY+9rsTAGcSsJQdD8KCk5ZTXAlYhI6ZPXex787z7jkH6VjhunExg5ASdzKklOFXjm6hUinZy4+9+jVHepVOLz8IuIiEjJovQIBVDaHjkrTY+SS+5K2yPqYsue1+KNPqpfEtIN5IeuFZHyq7S104qCjsGNyes9r3p1X6pUacvAAUsZ+s3d1DsSAcC+RvfyuDmVv5P+ws3N3WYgM3//erz33nT9wC4iIlKO5bWtpqBtAaghLPZS2gJnUrJkNwp2Xr88lsYgqHLKipRPaqfpGNyovN7zpk+fxoABA2jcuBcTKten3/Z5LGw3kmmndhC7/yeWLFmipy1EREQki7y21ZQeQaQQFFcPytL2iLqULDfyqL4lN29ISAhhYf1yDIKWpC+i9k5LISIipVNe7nmr3n+f7gEB1vvMQ/t+pDpwKurtLPcZ/ZAuIiIiBaGetgWg3guSWXa9F+vWDWDmzBmFHhRST1uxtxvprWsvShEjUr6onaZjUFiyu+fVqxvA8q5daLF4Mfj5wV9/YXZ11X1GRERE8kzpEYqQGsJikfnx686dx9sMClYUj1+XxkfUpexREFRESjK103QMClPme179tDTaffIJpk2bMmb26AFffw3Vq9u3kCIiIlKqKGhbhNQQFrBfAFV5OkVERHKmdpqOQaEzm+H99+HVV+HKFfD0hPfeg+HDwWSyd+lERESklFFOWylVSmPPvaioKOLijhAautAmYAtgMjnQqdM45szpSFRUVKGmKlCeThEREZFikpgI994LGzdm/N29O3z5JdSpY99yiYiISJmnoK3YXXHmhC1M9hwU7EYGlBIREREpr/LdUcDTE6pUgUqVYMYMeOwx9a4VERGRYqGgrdhV5kf9Q0MX2uSEDQkJKdE9R319fQE4fXpXtoOCnT69y2a5wubo6KjBxkRERETyKM8dBQ4cAG/vjGCtyQRffAFpaVC3bvEXWkRERMot5bQtAOUJKxylfVCt0l5+ERGRskjtNB2D7ORp8Nh+/WDWLBg3DgYMgHnz7F1sERERKYPy2lZzyHGOSBGz5ITt3Hl8jjlhjx49TFRUlJ1KmDtHR0dmzpxBbOwKwsL6ER8fTUpKEvHx0YSF9SM2dgXvvTddAVsREREROzKbzYwePZbGjXsxcOAy/Pza4+JSET+/9gwcuIzGjXvxwX+ew+jaFUaNguRkOHYsY9AxERERETtR0Fbsxp45YQuLZVCw5OSdzJnTkalTPZkzpyNXruwq0akdRERERIralClTMJlMjBo1CoC0tDReeuklWrRogYeHB7Vq1eLRRx/lxIkT1vccOXIEk8mU7eu7774rUDly6yjgALxeuQErTxzDtH49eHjAJ5/AmjVQoUJBd11ERETkhimnrdiNvXPCFhYNCibyP/ke4EVERMqkmJgYPv/8c1q2bGmddvnyZf78809ee+01WrVqxfnz5xk1ahR9+vRhy5YtANSpUyfLD/aff/4506ZN45577ilQWXLqKOB54RjB4Q8RcPR3AE42a0bNFSsgIKBA2xEREREpTArait106dKFunUDWL9+crY5YTdsmIK/fz26dOlix1LmjQYFE8nHAC8iIlKmXbx4kYceeogvvviCt956yzrdy8uLNWvW2Cw7a9Ys2rVrR1xcHHXr1sXR0ZGaNWvaLLN06VIGDhxIxYoVC/TjYE4dBdKc3PA+G8sVJzfGXE1mwIcfUlMBWxERESkhSk16hLfffpuOHTvi7u5O5cqVs10mLi6O3r174+HhgY+PD88++yypqak2y+zcuZOuXbvi5uZG7dq1eeONN9BYbPahnLAiZYdlgBc3txaEhkYzblwSoaHRuLm1ICQkhPDwcHsXUUREiskzzzzDfffdx1133XXdZRMTEzGZTDm277du3cr27dsJDQ0lPDyc+vUbEhQUxODBgwkKCqJ+/YbXvcdk7ijgceE4/H/bP9ndm8UPLOK+Oh352b8eXbp2zfe+ioiIiBSVUtPTNjU1lf79+9OhQwdmz56dZb7ZbOa+++6jWrVqrF+/nrNnzzJkyBAMw2DWrFlAxuhsd999N0FBQcTExBAbG8vQoUPx8PBg7Nixxb1Lwv9ywo4ePZY5czpap/v711NOWJFS4toBXiy95i0DvCxa1JcRI0aSnJxM7dq1lTJBRKQMubbn64kTJ/jzzz+JiYm57nuvXLnCyy+/zODBg3McOXn27Nk0bdqUkydPEhISQuPGvQgNXUj16s05fXoX69dPJiQkJNd2o6OjIzNnvMva/v0ZEfsz397xKoc7jOX06V0s2jSD2CNrWbJkie5NIiIiUqKYjFLWzXTevHmMGjWKf//912b6ypUr6dWrF/Hx8dSqVQuARYsWMXToUE6fPo2npyeffPIJ48aN49SpU7i6ugIwdepUZs2axbFjxzCZTHkqw4ULF/Dy8iIxMTHHBqbkj/JgSmlW3s/fyMhIgoKCCA2NzpKfeu/evaxY8RmXL39gnaaUCSJSlNROK75jkF1aHAcHB959913GjBkDQGBgIK1bt+b999+3eW9aWhr9+/cnLi6OyMjIbMuZnJyMr68vr7zyCh999DFubi2yTakVFtaPK1d2cfDg/uzvv4cPQ2goRERklBt44P9n+fvX4733puueJCIiIsUmr221UpMe4Xqio6Np3ry5NWAL0KNHD1JSUti6dat1ma5du1oDtpZlTpw4wZEjR3Jcd0pKChcuXLB5SeGy5IQdNGgQgYGB5SrgJaVbQR/VLEtyGuBl7969LF68mAoVMgah6dNnjlImiIiUEdmlxenWbSrp6emMHTsWR0dHnJycWLduHR9++CFOTk6YzWYgI2A7YMAADh8+zJo1a3L8srJkyRIuX75Mo0aNiIs7QufO420CtgAmkwOdOo3j6NHDREVF2a4gPR0++QRatMgI2Lq5kf7++1T97TcWLFhAREQEBw/uV8BWRERESqQyE7Q9efIkNWrUsJlWpUoVXFxcOHnyZI7LWP62LJOdKVOm4OXlZX3VqVOnkEsvIqWR8rhmyDzAi0V6ejqrVv2Ct3dj6tZtAkCVKvWsKRMaN+7FmDHPW7/Ai4hI6XFtWhw/v/a4uFTktttG8NRTOwgI6EqNGr5s3bqVtm3b8tBDD7F9+3YcHR2tAdv9+/fz66+/4u3tneN2Zs+eTZ8+fUhOTgay/jhoYZlu+RERgCNH4O67YcQIuHQJunSBv/7C4bnnCLzzTnUUEBERkRLPrkHbiRMnYjKZcn1t2bIlz+vLLr2BYRg2069dxpIdIrfUCOPGjSMxMdH6io+Pz3OZRKRsyukLa3kMSmYe4MUw0oGMgSEvXPiXOnU6ER8/FS+vetSt2wW4Tq8oEREp8aKiorLt+erqWokaNVpy551TSEg4zvnz5/Hw8MDb25vmzZtz9epVQkJC2LJlC99++y1ms5mTJ09y8uTJLIMHHzhwgN9//53HHnss2x8HM7NMtywHZARt164FNzd4/32IjISGDQvzMIiIiIgUKbsORDZy5EgefPDBXJcJCAjI07pq1qzJ5s2bbaadP3+etLQ0a2/amjVrZulRe/r0aYAsPXAzc3V1tUmpICJi+cIaGrowx0c158zpSFRUFIGBgfYpZDFxdHRk5swZhISEEBbWj06dxnHunAmIJy5uBOfO/cyAAUtwcPhfb6Zse0WJiEipkFNaHIucPuOPHTvGDz/8AEDr1q1t5kVERNjcL+fMmUPt2rXp3r07hmFYfxzMLqfthg1T8PevR5d27f63wsBAmDULevSARo0KuKciIiIi9mPXoK2Pjw8+Pj6Fsq4OHTrw9ttvWwcCAli9ejWurq7ceuut1mXGjx9PamoqLi4u1mVq1aqV5+CwiAgU/AtrWRUcHMySJUsYPXosc+Z0tE5PTa3FgAFLaNrUNl9gtr2iRESkVMjc8/XaASgt0y3LRUZGWqcHBASQ1zGQJ0+ezOTJk61/X/vjYPXqzTl9ehcbNkwhdt+PbHnqKRwbNoT166F+/Yw3jRxZwD0UERERsb9Sk9M2Li6O7du3ExcXh9lsZvv27Wzfvp2LFy8C0L17d26++WYeeeQRtm3bxm+//cbzzz/P448/bh3cYPDgwbi6ujJ06FB27drF0qVLmTx5MmPGjMk1PYKIyLUK9KhmGRccHMyhQweIiIhg/vz5VK9eg1q1bqFJk342y9n0iurSxT6FFRGRAssuLY5FUX3GW34cTE7eyZw5HZk61ZM5czpS9eJ2Elq14pZPP4WEhIzetSIiIiJlgMnI68/ddjZ06FC++uqrLNMzP0oVFxfHiBEjWLt2LW5ubgwePJjp06fbpDbYuXMnzzzzDH/88QdVqlThqaee4vXXX89X0PbChQt4eXmRmJiY42i3IlK2mc1m6tdviJtbi2wf1QwL68eVK7s4eHB/uR3kxDJQW+PGvbL2iopdwZIlSzRit4gUOrXTiucY2Osz3mw2ExUVRcKJE7TZto2bPvsMU1ISVKgAb78Nzz0H5fS+KyIiIqVDXttqpSZoW5Loy4CIgIKSeREeHs7o0WOJiztinebvX4/33pte7o+NiBQNtdOK7xjY7TP+2DF4/HFYtSrj7w4dYO5cuOmmotumiIiISCFR0LYI6cuAiFgoKHl91l5R/59zvEuXLuW297GIFD2104r3GNjlM37SJJg4EVxd4a23YPRo9a4VERGRUkNB2yKkLwMikpmCkiIiJYfaaWX0GBgGWNKZpaTAU0/BSy9Bkyb2LZeIiIhIPuW1reZUjGUSESmTHB0drbm1RUREpBAZBsybB99+CytXgrNzRg/buXPtXTIRERGRIuVw/UVERERERESK2fHj0KsXDB8Ov/2WEbwVERERKScUtBURERERkZLDMOCrr6BZM/j5Z3BxgXfegWHD7F0yERERkWKj9AgiAigvq4iIiJQAJ07AE0/ATz9l/H3bbRk9bG++2a7FEhERESlu6mkrIoSHh1O/fkOCgoIYPHgwQUFB1K/fkPDwcHsXTURERMqTxx7LCNi6uMCUKbBxowK2IiIiUi4paCtSzoWHhxMSEoKbWwtCQ6MZNy6J0NBo3NxaEBISosCtiIiIFJ+ZM6FzZ9i6FV5+GZz0YKCIiIiUTybDMAx7F6K0uXDhAl5eXiQmJuLp6Wnv4ogUmNlspn79hri5tWDgwGWYTP/7Hccw0gkL68eVK7s4eHC/UiWIiEipoHZaKToGhgELFsDhw/Dqq/YujYiIiEixyGtbTT1tRcqxqKgo4uKO0LnzeJuALYDJ5ECnTuM4evQwUVFRdiqhiIiIlEknT8L998PDD8Prr2f0rBURERERKwVtRcqxhIQEAKpXb57tfMt0y3IiUnJNmTIFk8nEqFGjAEhLS+Oll16iRYsWeHh4UKtWLR599FFOnDhhfc+RI0cwmUzZvr777js77YmIlGmGAQsXQrNmsHw5ODvDG29Ay5b2LpmIiIhIiaKgrUg55uvrC8Dp07uynW+ZbllOREqmmJgYPv/8c1pmCnpcvnyZP//8k9dee40///yT8PBwYmNj6dOnj3WZOnXqkJCQYPOaNGkSHh4e3HPPPfbYFREpy06dggcegMGD4dw5aNMGtmzJSI3g7Gzv0omIiIiUKMrsL1KOdenShbp1A1i/fnK2OW03bJiCv389unTpYsdSipQuZrOZqKgoEhIS8PX1pUuXLkWaE/rixYs89NBDfPHFF7z11lvW6V5eXqxZs8Zm2VmzZtGuXTvi4uKoW7cujo6O1KxZ02aZpUuXMnDgQCpWrFhkZRaRcujqVejYEQ4dyhhc7PXXMwYaU7BWREREJFvqaStSjjk6OjJz5gxiY1cQFtaP+PhoUlKSiI+PJiysH7GxK3jvvekahEwkj8LDw6lfvyFBQUEMHjyYoKAg6tdvSHh4eJFt85lnnuG+++7jrrvuuu6yiYmJmEwmKleunO38rVu3sn37dkJDQwu5lCJS7jk5wbhx0Lp1Ru/a115TwFZEREQkF+ppK1LOBQcHs2TJEkaPHsucOR2t0/3967FkyRKCg4PtWDqR0iM8PJyQkBAaN+5FaOhCqldvzunTu1i/fjIhISGFcj1d24v3xIkT/Pnnn8TExFz3vVeuXOHll19m8ODBOY5QOnv2bJo2bUrHjh2znS8ikmeGAYsXg48PdOuWMS00FIYMUbBWREREJA8UtBURgoOD6du3b7E+0i1SlpjNZkaPHkvjxr1sUo34+bVn4MBlhIX1Y8yY5+nbt2+Br6vw8HBGjx5LXNwR6zQHBwfeffddKlSokOt709LSePDBB0lPT+fjjz/Odpnk5GQWLFjAa6+9VqDyiYhYnT4NI0bA99+Dnx/s2gVeXmAyKWArIiIikkdKjyAiQEaqhMDAQAYNGkRgYKACtiL5EBUVRVzcETp3Hm+TGxrAZHKgU6dxHD16mKioqAKt39KL182tBaGh0Ywbl0S3blNJT09n7NixODo64uTkxLp16/jwww9xcnLCbDYDGQHbAQMGcPjwYdasWZNjL9slS5Zw+fJlHn300QKVUUQEgO++g2bNMgK2Tk4ZvWvd3OxdKhEREZFSR0FbERGRG5SQkABA9erNs51vmW5ZLj+u7cXr59ceF5eK3HbbCJ56agcBAV2pUcOXrVu30rZtWx566CG2b9+Oo6OjNWC7f/9+fv31V7y9vXPczuzZs+nTpw/VqlXLdxlFRPjnHxgwION15gy0bAl//AETJ4KLi71LJyIiIlLqKGgrIiJyg3x9fQE4fXpXtvMt0y3L5UdOvXhdXStRo0ZL7rxzCgkJxzl//jweHh54e3vTvHlzrl69SkhICFu2bOHbb7/FbDZz8uRJTp48SWpqqs02Dhw4wO+//85jjz2W7/KJiJCQkNG79rvvwNExY5CxmBho08beJRMREREptRS0FRERuUFdunShbt0A1q+fjGGk28wzjHQ2bJiCv389unTpku91F7QX77Fjx/jhhx84duwYrVu3xtfX1/rauHGjzbJz5syhdu3adO/ePd/lExHB1xeCgqBFi4zetW+8od61IiIiIjdIA5GJiIjcIEdHR2bOnEFISAhhYf3o1Gkc1as35/TpXWzYMIXY2BUsWbKkQLmiM/fi9fNrn2V+5l68kZGR1ukBAQEYhpGnbUyePJnJkyfnu2wiIlaff56Ru1bBWhEREZFCYTLy+o1OrC5cuICXlxeJiYk5DugiIiLlT3h4OKNHjyUu7oh1mr9/Pd57bzrBwcEFWqfZbKZ+/Ya4ubVg4MBlNikSDCOdsLB+XLmyi4MH92sAQRHUTgMdAxEREZGSLK9tNfW0FRERKSTBwcH07duXqKgoEhIS8PX1pUuXLjcUTC3KXrwiIiIiIiJSMiloKyIiUogcHR0JDAws1HUGBwezZMkSRo8ey5w5Ha3T/f3rsWTJkgL34hWRkqdPnz5s376d06dPU6VKFe666y7eeecdatWqZe+iiYiIiEgxUnqEAtAjZyIiYg9ms7lQe/GKlEWlvZ02c+ZMOnTogK+vL8ePH+f5558HyDKAYG5K+zEQERERKcvy2lZT0LYA1BAWERERKZnKWjvthx9+oF+/fqSkpODs7JztMikpKaSkpFj/vnDhAnXq1Ckzx0BERESkLMlre9UhxzkiIiIiImI3586d49tvv6Vjx445BmwBpkyZgpeXl/VVp06dYiyliIiIiBQFBW1FREREREqQl156CQ8PD7y9vYmLi2P58uW5Lj9u3DgSExOtr/j4+GIqqYiIiIgUFQVtRURERESK0MSJEzGZTLm+tmzZYl3+hRdeYNu2baxevRpHR0ceffRRcsto5urqiqenp81LREREREo35bQtgLKWK01ERESkrCiJ7bQzZ85w5syZXJcJCAigQoUKWaYfO3aMOnXqsHHjRjp06JCn7ZXEYyAiIiIiGfLaVnMqxjKJiIiIiJQ7Pj4++Pj4FOi9lv4VmQcaExEREZGyT0FbEREREZES4I8//uCPP/6gc+fOVKlShUOHDvH666/ToEGDPPeyFREREZGyQTltRURERERKADc3N8LDw+nWrRs33XQTw4cPp3nz5qxbtw5XV1d7F09EREREipF62oqIiIiIlAAtWrRg7dq19i6GiIiIiJQA6mkrIiIiIiIiIiIiUoIoaCsiIiIiIiIiIiJSgihoKyIiIiIiIiIiIlKCKKdtARiGAcCFCxfsXBIRERERyczSPrO018ojtVVFRERESq68tlcVtC2ApKQkAOrUqWPnkoiIiIhIdpKSkvDy8rJ3MexCbVURERGRku967VWTUZ67IRRQeno6J06coFKlSphMJnsXJ0cXLlygTp06xMfH4+npae/iCKqTkkh1UvKoTkoe1UnJovrInWEYJCUlUatWLRwcymcmsMJqq+pcsz/VQcmgerA/1YH9qQ7sT3Vgf4VVB3ltr6qnbQE4ODjg5+dn72Lkmaenpy7oEkZ1UvKoTkoe1UnJozopWVQfOSuvPWwtCrutqnPN/lQHJYPqwf5UB/anOrA/1YH9FUYd5KW9Wj67H4iIiIiIiIiIiIiUUAraioiIiIiIiIiIiJQgCtqWYa6urkyYMAFXV1d7F0X+n+qk5FGdlDyqk5JHdVKyqD6kuOhcsz/VQcmgerA/1YH9qQ7sT3Vgf8VdBxqITERERERERERERKQEUU9bERERERERERERkRJEQVsRERERERERERGREkRBWxEREREREREREZESREFbERERERERERERkRJEQVsRERERERERERGREkRB21Lmk08+oWXLlnh6euLp6UmHDh1YuXKldf7QoUMxmUw2r/bt29usIyUlhf/85z/4+Pjg4eFBnz59OHbsWHHvSpk1ZcoUTCYTo0aNsk4zDIOJEydSq1Yt3NzcCAwMZPfu3TbvU70UjezqQ9dJ8Zs4cWKWY16zZk3rfF0jxet69aFrxD6OHz/Oww8/jLe3N+7u7rRu3ZqtW7da5+s6EXvr06cPdevWpUKFCvj6+vLII49w4sQJexer3Dhy5AihoaHUq1cPNzc3GjRowIQJE0hNTbV30cqVt99+m44dO+Lu7k7lypXtXZxy4eOPP6ZevXpUqFCBW2+9laioKHsXqVz5/fff6d27N7Vq1cJkMrFs2TJ7F6lcmTJlCrfddhuVKlWievXq9OvXj3379tm7WOXK9eJwRUlB21LGz8+PqVOnsmXLFrZs2cKdd95J3759bb609ezZk4SEBOvr559/tlnHqFGjWLp0KYsWLWL9+vVcvHiRXr16YTabi3t3ypyYmBg+//xzWrZsaTN92rRpvPfee3z00UfExMRQs2ZN7r77bpKSkqzLqF4KX071AbpO7KFZs2Y2x3znzp3WebpGil9u9QG6Rorb+fPn6dSpE87OzqxcuZI9e/YwY8YMm4CArhOxt6CgIBYvXsy+ffv4/vvvOXjwICEhIfYuVrnx999/k56ezmeffcbu3buZOXMmn376KePHj7d30cqV1NRU+vfvz9NPP23vopQLYWFhjBo1ildeeYVt27bRpUsX7rnnHuLi4uxdtHLj0qVLtGrVio8++sjeRSmX1q1bxzPPPMOmTZtYs2YNV69epXv37ly6dMneRSs38hKHKzKGlHpVqlQxvvzyS8MwDGPIkCFG3759c1z233//NZydnY1FixZZpx0/ftxwcHAwVq1aVdRFLdOSkpKMRo0aGWvWrDG6du1qPPfcc4ZhGEZ6erpRs2ZNY+rUqdZlr1y5Ynh5eRmffvqpYRiql6KQU30Yhq4Te5gwYYLRqlWrbOfpGil+udWHYegasYeXXnrJ6Ny5c47zdZ1ISbR8+XLDZDIZqamp9i5KuTVt2jSjXr169i5GuTR37lzDy8vL3sUo89q1a2c89dRTNtOaNGlivPzyy3YqUfkGGEuXLrV3Mcq106dPG4Cxbt06exelXMschytK6mlbipnNZhYtWsSlS5fo0KGDdXpkZCTVq1encePGPP7445w+fdo6b+vWraSlpdG9e3frtFq1atG8eXM2btxYrOUva5555hnuu+8+7rrrLpvphw8f5uTJkzbH3NXVla5du1qPueql8OVUHxa6Torf/v37qVWrFvXq1ePBBx/k0KFDgK4Re8mpPix0jRSvH374gbZt29K/f3+qV69OmzZt+OKLL6zzdZ1ISXPu3Dm+/fZbOnbsiLOzs72LU24lJiZStWpVexdDpEikpqaydetWm/saQPfu3XVfk3IrMTERQJ/9dpJTHK6oKGhbCu3cuZOKFSvi6urKU089xdKlS7n55psBuOeee/j2229Zu3YtM2bMICYmhjvvvJOUlBQATp48iYuLC1WqVLFZZ40aNTh58mSx70tZsWjRIv7880+mTJmSZZ7luNaoUcNmeuZjrnopXLnVB+g6sYfbb7+dr7/+ml9++YUvvviCkydP0rFjR86ePatrxA5yqw/QNWIPhw4d4pNPPqFRo0b88ssvPPXUUzz77LN8/fXXgO4lUnK89NJLeHh44O3tTVxcHMuXL7d3kcqtgwcPMmvWLJ566il7F0WkSJw5cwaz2ZzrvU+kPDEMgzFjxtC5c2eaN29u7+KUK7nF4YqSgral0E033cT27dvZtGkTTz/9NEOGDGHPnj0ADBw4kPvuu4/mzZvTu3dvVq5cSWxsLD/99FOu6zQMA5PJVBzFL3Pi4+N57rnnmD9/PhUqVMhxuWuPb16Oueol//JSH7pOit8999zDAw88QIsWLbjrrrusx/qrr76yLqNrpPhcrz50jRS/9PR0brnlFiZPnkybNm148sknefzxx/nkk09sltN1IoUtu4EJr31t2bLFuvwLL7zAtm3bWL16NY6Ojjz66KMYhmHHPSj98lsHACdOnKBnz57079+fxx57zE4lLzsKUgdSfApy7xMpi0aOHMlff/3FwoUL7V2Ucie3OFxRciryLUihc3FxoWHDhgC0bduWmJgYPvjgAz777LMsy/r6+uLv78/+/fsBqFmzJqmpqZw/f96mJ87p06fp2LFj8exAGbN161ZOnz7Nrbfeap1mNpv5/fff+eijj6wjO548eRJfX1/rMqdPn7b+aqx6KTzXq4+UlBQcHR1t3qPrpPh5eHjQokUL9u/fT79+/QBdI/aUuT6yo2uk6Pn6+mb5tb5p06Z8//33QMYxB10nUvhGjhzJgw8+mOsyAQEB1v/7+Pjg4+ND48aNadq0KXXq1GHTpk3F8ohgWZXfOjhx4gRBQUF06NCBzz//vIhLVz7ktw6kePj4+ODo6JilV23me59IefGf//yHH374gd9//x0/Pz97F6fcyU8crjCpp20ZYBiG9ZHVa509e5b4+HjrF7xbb70VZ2dn1qxZY10mISGBXbt26QtdAXXr1o2dO3eyfft266tt27Y89NBDbN++nfr161OzZk2bY56amsq6deusx1z1UniuVx/XBmxB14k9pKSksHfvXnx9falXr56uETvLXB/Z0TVS9Dp16mT9kc8iNjYWf39/AF0nUmR8fHxo0qRJrq+cnlyx9LDNqR0qeZOfOjh+/DiBgYHccsstzJ07FwcHfZ0rDDdyHUjRcXFx4dZbb7W5rwGsWbNG9zUpNwzDYOTIkYSHh7N27Vrq1atn7yIJucfhCntDUoqMGzfO+P33343Dhw8bf/31lzF+/HjDwcHBWL16tZGUlGSMHTvW2Lhxo3H48GEjIiLC6NChg1G7dm3jwoUL1nU89dRThp+fn/Hrr78af/75p3HnnXcarVq1Mq5evWrHPStbunbtajz33HPWv6dOnWp4eXkZ4eHhxs6dO41BgwYZvr6+qpdikrk+dJ3Yx9ixY43IyEjj0KFDxqZNm4xevXoZlSpVMo4cOWIYhq6R4pZbfegasY8//vjDcHJyMt5++21j//79xrfffmu4u7sb8+fPty6j60TsafPmzcasWbOMbdu2GUeOHDHWrl1rdO7c2WjQoIFx5coVexevXDh+/LjRsGFD48477zSOHTtmJCQkWF9SfI4ePWps27bNmDRpklGxYkVj27ZtxrZt24ykpCR7F61MWrRokeHs7GzMnj3b2LNnjzFq1CjDw8PD2oaUopeUlGQ9zwHjvffeM7Zt22YcPXrU3kUrF55++mnDy8vLiIyMtPncv3z5sr2LVm7kFocragraljLDhw83/P39DRcXF6NatWpGt27drCfK5cuXje7duxvVqlUznJ2djbp16xpDhgwx4uLibNaRnJxsjBw50qhatarh5uZm9OrVK8sycmOuDdqmp6cbEyZMMGrWrGm4uroad9xxh7Fz506b96heik7m+tB1Yh8DBw40fH19DWdnZ6NWrVpGcHCwsXv3but8XSPFK7f60DViPz/++KPRvHlzw9XV1WjSpInx+eef28zXdSL29NdffxlBQUFG1apVDVdXVyMgIMB46qmnjGPHjtm7aOXG3LlzDSDblxSfIUOGZFsHERER9i5amfXf//7X+h34lltuMdatW2fvIpUrERER2Z7zQ4YMsXfRyoWcPvfnzp1r76KVG7nF4YqayTA0coCIiIiIiIiIiIhISaEkSCIiIiIiIiIiIiIliIK2IiIiIiIiIiIiIiWIgrYiIiIiIiIiIiIiJYiCtiIiIiIiIiIiIiIliIK2IiIiIiIiIiIiIiWIgrYiIiIiIiIiIiIiJYiCtiIiIiIiIiIiIiIliIK2IiIiIiIiIiIiIiWIgrYiUqwCAwMZNWpUsW1v3rx5VK5cuUi3ceTIEUwmE9u3by/S7eTFHXfcwYIFC+yy7WvrNiAggPfff7/Yy1FW6/y2224jPDy82LYnIiIiJUdJam/mR2G3B4v7u0RRMplMLFu2DCi99SsiRUtBWxEpdEOHDsVkMmV5HThwgPDwcN58803rstk15Ioj6AZw6tQpnJ2dmT9/frbzn3zySVq2bFnk5SgsK1as4OTJkzz44IPWaQEBAdbj7+7uTvPmzfnss8+KpTwxMTE88cQTeVpWdX59r732Gi+//DLp6en2LoqIiIgUouzazZlfQ4cOtXcRryuntlx+2oOFJTk5mQkTJnDTTTfh6uqKj48PISEh7N69u1jLYTFx4kRat26dZXpCQgL33HNP8RdIREoNBW1FpEj07NmThIQEm1e9evWoWrUqlSpVsnfxAKhRowb33Xcfc+fOzTIvOTmZRYsWERoaaoeSFcyHH37IsGHDcHCw/Wh/4403SEhI4K+//qJfv3489dRThIWFZbuO1NTUQitPtWrVcHd3L7T1FYbSXOf33XcfiYmJ/PLLL/YuioiIiBSizO3l999/H09PT5tpH3zwgd3KZjabb+gH4+JuD6akpHDXXXcxZ84c3nzzTWJjY/n5558xm83cfvvtbNq0qdjKcj01a9bE1dXV3sUQkRJMQVsRKRKurq7UrFnT5uXo6GjzSFNgYCBHjx5l9OjR1p4EkZGRDBs2jMTEROu0iRMnAhkBxRdffJHatWvj4eHB7bffTmRkpM12582bR926dXF3d+f+++/n7NmzuZYzNDSUiIgIjhw5YjN9yZIlXLlyhYcffphVq1bRuXNnKleujLe3N7169eLgwYM5rjO7ngbLli3DZDLZTPvxxx+59dZbqVChAvXr12fSpElcvXrVOn/ixInUrVsXV1dXatWqxbPPPpvjNs+cOcOvv/5Knz59ssyrVKkSNWvWpGHDhrz11ls0atTI+ihWYGAgI0eOZMyYMfj4+HD33XcDsGfPHu69914qVqxIjRo1eOSRRzhz5ox1nZcuXeLRRx+lYsWK+Pr6MmPGjCzbvbYX9b///ssTTzxBjRo1qFChAs2bN2fFihWq8zzWuaOjI/feey8LFy7Mdf9ERESkdMncXvby8sJkMmWZZnHo0CGCgoJwd3enVatWREdH26xr48aN3HHHHbi5uVGnTh2effZZLl26ZJ1//vx5Hn30UapUqYK7uzv33HMP+/fvt863tGlWrFjBzTffjKurK0ePHs21TZZbWy6v7UGAs2fPMmjQIPz8/HB3d6dFixb5bve8//77REdHs2LFCgYMGIC/vz/t2rXj+++/p2nTpoSGhmIYBpB9qoV+/frZ9GyeP38+bdu2tbanBw8ezOnTp63zIyMjMZlM/Pbbb7Rt2xZ3d3c6duzIvn37rMdz0qRJ7Nixw3ps5s2bB9imR8jO9drjS5YsoUWLFri5ueHt7c1dd91lU9ciUvopaCsidhMeHo6fn5+1J2hCQgIdO3bM0sPg+eefB2DYsGFs2LCBRYsW8ddff9G/f3969uxpbWhu3ryZ4cOHM2LECLZv305QUBBvvfVWrmW49957qVmzprXxZDFnzhz69euHt7c3ly5dYsyYMcTExPDbb7/h4ODA/ffff0O9Dn755Rcefvhhnn32Wfbs2cNnn33GvHnzePvtt4GMRtjMmTP57LPP2L9/P8uWLaNFixY5rm/9+vW4u7vTtGnT6267QoUKpKWlWf/+6quvcHJyYsOGDXz22WckJCTQtWtXWrduzZYtW1i1ahWnTp1iwIAB1ve88MILREREsHTpUlavXk1kZCRbt27NcZvp6encc889bNy4kfnz57Nnzx6mTp2Ko6Oj6jwfdd6uXTuioqIKXAYREREp3V555RWef/55tm/fTuPGjRk0aJD1B+CdO3fSo0cPgoOD+euvvwgLC2P9+vWMHDnS+v6hQ4eyZcsWfvjhB6KjozEMg3vvvdembXj58mWmTJnCl19+ye7du6levXqubbLc2nKZ5dYeBLhy5Qq33norK1asYNeuXTzxxBM88sgjbN68Oc/HZ8GCBdx99920atXKZrqDgwOjR49mz5497NixI8/rS01N5c0332THjh0sW7aMw4cPZ5uu4pVXXmHGjBls2bIFJycnhg8fDsDAgQMZO3YszZo1sx6bgQMHXne712uPJyQkMGjQIIYPH87evXuJjIwkODjYGpAWkTLCEBEpZEOGDDEcHR0NDw8P6yskJMQwDMPo2rWr8dxzz1mX9ff3N2bOnGnz/rlz5xpeXl420w4cOGCYTCbj+PHjNtO7detmjBs3zjAMwxg0aJDRs2dPm/kDBw7Msq5rvfTSS4a/v7+Rnp5uGIZhHDp0yDCZTMYvv/yS7fKnT582AGPnzp2GYRjG4cOHDcDYtm1bjuVfunSpkfkjt0uXLsbkyZNtlvnmm28MX19fwzAMY8aMGUbjxo2N1NTUXMtuMXPmTKN+/fpZpmc+vmlpacbcuXMNwPj4448Nw8ioj9atW9u857XXXjO6d+9uMy0+Pt4AjH379hlJSUmGi4uLsWjRIuv8s2fPGm5ubjnW7S+//GI4ODgY+/bty7b8qvO81fny5csNBwcHw2w257p/IiIiUjpl16YwjP+1Pb788kvrtN27dxuAsXfvXsMwDOORRx4xnnjiCZv3RUVFGQ4ODkZycrIRGxtrAMaGDRus88+cOWO4ubkZixcvtm4fMLZv325dJi9tspzKnZ/2YHbuvfdeY+zYsda/r/0uca0KFSrkOP/PP/80ACMsLCzHdfXt29cYMmRIjuv/448/DMBISkoyDMMwIiIiDMD49ddfrcv89NNPBmAkJycbhmEYEyZMMFq1apVlXYCxdOlSwzCyti2v1x7funWrARhHjhzJsawiUvqpp62IFImgoCC2b99ufX344Yc3tL4///wTwzBo3LgxFStWtL7WrVtnfWx97969dOjQweZ91/6dndDQUI4ePcratWuBjB6Xfn5+3HXXXQAcPHiQwYMHU79+fTw9PalXrx4AcXFxBd6frVu38sYbb9jsy+OPP05CQgKXL1+mf//+JCcnU79+fR5//HGWLl1q8xj9tZKTk6lQoUK281566SUqVqyIm5sbzzzzDC+88AJPPvmkdX7btm2zlC0iIsKmbE2aNLEei4MHD5KammpzbKtWrcpNN92UY/m2b9+On58fjRs3ztPxAdV5dnXu5uZGeno6KSkpBS6HiIiIlF6ZB0z19fUFsD6uv3XrVubNm2fT1ujRowfp6ekcPnyYvXv34uTkxO23325dh7e3NzfddBN79+61TnNxcbHZTl7aZHlxvfag2Wzm7bffpmXLlnh7e1OxYkVWr159Q+2vzIz/74Xq4uKS5/ds27aNvn374u/vT6VKlQgMDASytglzq5eCuF57vFWrVnTr1o0WLVrQv39/vvjiC86fP1/g7YlIyeRk7wKISNnk4eFBw4YNC2196enpODo6snXrVusjVBYVK1YEKPDjQI0aNaJLly7MnTuXoKAgvvrqK5sBvXr37k2dOnX44osvqFWrFunp6TRv3jzHQbscHByylCXzI2eW/Zk0aRLBwcFZ3l+hQgXq1KnDvn37WLNmDb/++isjRozg3XffZd26dTg7O2d5j4+PT44NtRdeeIGhQ4fi7u6Or69vljyrHh4eWcrWu3dv3nnnnSzr8vX1tcl7lldubm75fo/qPGudnzt3Dnd39wIdTxERESn9MrcDLW06S/qm9PR0nnzyyWzHQahbty6xsbHZrtMwDJv2oZubm83feWmT5cX12i8zZsxg5syZvP/++7Ro0QIPDw9GjRqVr4FyGzVqxJ49e7Kd9/fffwNYg8bXa79dunSJ7t270717d+bPn0+1atWIi4ujR48eWcqUW70UxPXa446OjqxZs4aNGzeyevVqZs2axSuvvMLmzZutnQ1EpPRT0FZE7MrFxQWz2XzdaW3atMFsNnP69Gm6dOmS7bpuvvnmLCPC5nWE2NDQUJ5++mn69u3LsWPHGDZsGJAxIMLevXv57LPPrNtdv359ruuqVq0aSUlJXLp0yRoQ3b59u80yt9xyC/v27cs1sO3m5kafPn3o06cPzzzzDE2aNGHnzp3ccsstWZZt06YNJ0+e5Pz581SpUsVmno+PT74C6Lfccgvff/89AQEBODllvU00bNgQZ2dnNm3aRN26dYGMQS1iY2Pp2rVrtuts2bIlx44dIzY2NtveFarzDNer8127dmVb/yIiIiK33HILu3fvzrGtcfPNN3P16lU2b95Mx44dgYx2T2xsbK7jIuSlTZZdW+5a12sPRkVF0bdvXx5++GEgI3C5f//+PI3ZYDFo0CBeeeUVduzYYZPXNj09nZkzZ9K2bVtuvvlmIKP9lpCQYF3GbDaza9cugoKCgIwg75kzZ5g6dSp16tQBYMuWLXkui0Vejs21rtceh4zgcKdOnejUqROvv/46/v7+LF26lDFjxuS7jCJSMik9gojYVUBAAL///jvHjx+3joYaEBDAxYsX+e233zhz5gyXL1+mcePGPPTQQzz66KOEh4dz+PBhYmJieOedd/j5558BePbZZ1m1ahXTpk0jNjaWjz76iFWrVuWpHP3798fZ2Zknn3ySbt26ERAQAECVKlXw9vbm888/58CBA6xdu/a6DaHbb78dd3d3xo8fz4EDB1iwYEGWQa9ef/11vv76ayZOnMju3bvZu3cvYWFhvPrqq0DGSLOzZ89m165dHDp0iG+++QY3Nzf8/f2z3WabNm2oVq0aGzZsyNP+5uaZZ57h3LlzDBo0iD/++INDhw6xevVqhg8fjtlspmLFioSGhvLCCy/w22+/sWvXLoYOHWrtpZqdrl27cscdd/DAAw+wZs0aDh8+zMqVK631ozrPW51HRUXRvXv3PO2fiIiIlC8vvfQS0dHRPPPMM2zfvp39+/fzww8/8J///AfI6IXat29fHn/8cdavX8+OHTt4+OGHqV27Nn379s1xvXlpk2XXlrvW9dqDDRs2tPYe3bt3L08++SQnT57M1zEYPXo07dq1o3fv3nz33XfExcURExPDAw88wP79+23aZ3feeSc//fQTP/30E3///TcjRozg33//tc6vW7cuLi4uzJo1i0OHDvHDDz/w5ptv5qs8lmNz+PBhtm/fzpkzZ/KU5up67fHNmzczefJktmzZQlxcHOHh4fzzzz/5CnCLSClgr2S6IlJ2DRkyxOjbt2+2865N+B8dHW20bNnScHV1tRm06amnnjK8vb0NwJgwYYJhGIaRmppqvP7660ZAQIDh7Oxs1KxZ07j//vuNv/76y/q+2bNnG35+foabm5vRu3dvY/r06dcdlMriiSeeMABjwYIFNtPXrFljNG3a1HB1dTVatmxpREZG5jpwgGFkDELVsGFDo0KFCkavXr2Mzz//3Lj2I3fVqlVGx44dDTc3N8PT09No166d8fnnn1vff/vttxuenp6Gh4eH0b59e5sBDrLz8ssvGw8++KDNtOwGesssp8EcYmNjjfvvv9+oXLmy4ebmZjRp0sQYNWqUdeCupKQk4+GHHzbc3d2NGjVqGNOmTbvuIHNnz541hg0bZnh7exsVKlQwmjdvbqxYscI6X3Wee50fO3bMcHZ2NuLj4/O0byIiIlL6XG8gssxtj/PnzxuAERERYZ32xx9/GHfffbdRsWJFw8PDw2jZsqXx9ttvW+efO3fOeOSRRwwvLy/Dzc3N6NGjhxEbG3vd7eelTZZdWy4/7cGzZ88affv2NSpWrGhUr17dePXVV41HH33U5nvF9QYiMwzDuHjxovHKK68YDRo0MJycnAzAaNiwYZY2VGpqqvH0008bVatWNapXr25MmTIly0BkCxYsMAICAgxXV1ejQ4cOxg8//GBTD5aByM6fP299z7Zt2wzAOHz4sGEYhnHlyhXjgQceMCpXrmwAxty5cw3DyH0gMsPIvT2+Z88eo0ePHka1atUMV1dXo3HjxsasWbNyPS4iUvqYDKOACQFFRKREOXXqFM2aNWPr1q059siV0uuFF14gMTGRzz//3N5FERERESk1Vq5cyf3338/06dMZOXKkvYsjIpJnSo8gIlJG1KhRg9mzZxfaCLtSslSvXr1Aj+SJiIiIlGf33HMPK1eu5Ny5c9Z0bCIipYF62oqIiIiIiIiIiIiUIOppKyIiIiIiIiIiIlKCKGgrIiIiIiIiIiIiUoIoaCsiIiIiIiIiIiJSgihoKyIiIiIiIiIiIlKCKGgrIiIiIiIiIiIiUoIoaCsiIiIiIiIiIiJSgihoKyIiIiIiIiIiIlKCKGgrIiIiIiIiIiIiUoIoaCsiIiIiIiIiIiJSgihoKyIiIiIiIiIiIlKCKGgrIiIiIiIiIiIiUoIoaCsiIiIiIiIiIiJSgihoKyIiIiIiIiIiIlKCKGgrIiIiIiIiIiIiUoIoaFuGbd68mfvvv5+6devi6upKjRo16NChA2PHji2ybc6bNw+TycSRI0cKbZ2RkZGYTCaWLFlSaOssLB9//DHz5s3LMv3IkSOYTKZs5xWFH374AScnJ/755x8A4uPjGTFiBI0bN8bNzY2qVavSokULHn/8ceLj44ulTEXBZDIxceLE6y6nc6Zghg8fTs+ePbNMP3XqFC+//DItWrSgYsWKVKhQgUaNGvHcc8+xf/9+O5T0f06cOMHEiRPZvn17sWwvp/q71o4dOzCZTLz88ss5LrN//35MJhPPPvtsoZRt6NChBAQEFMq6SouwsDCaNWuGm5sbJpMpx/PA8plgeTk6OlKtWjV69+7Nli1biqx8+bknBgYGEhgYWGRlyW95LNLS0mjQoAHvv/9+kZVLRKQ0sXyWWl5OTk74+vry4IMPFmm7aOLEiZhMpjwtGxAQwNChQ4usLPktT0k0dOhQKlasaO9iiIjkysneBZCi8dNPP9GnTx8CAwOZNm0avr6+JCQksGXLFhYtWsSMGTPsXcQy4eOPP8bHxydLo8jX15fo6GgaNGhQLOX4/vvvueOOO6hWrRrHjh3jlltuoXLlyowdO5abbrqJxMRE9uzZw+LFizl06BB16tQplnJJViXlnLnWtm3b+Oqrr9i8ebPN9D/++INevXphGAYjR46kQ4cOuLi4sG/fPubPn0+7du04f/68XcoMGUHbSZMmERAQQOvWrYt8eznV37VatWrFrbfeytdff83bb7+No6NjlmXmzp0LQGhoaKGU7bXXXuO5554rlHWVBv/88w+PPPIIPXv25OOPP8bV1ZXGjRvn+p7JkycTFBREWloa27ZtY9KkSXTt2pXt27fTqFGjQi/jfffdR3R0NL6+voW+7uLi7OzM66+/zujRo3nkkUfw9va2d5FEREqEuXPn0qRJE65cucKGDRt4++23iYiI4O+//6ZKlSqFvr3HHnss2x/XRUSk7FLQtoyaNm0a9erV45dffsHJ6X/V/OCDDzJt2jQ7lqx8cHV1pX379sWyrbS0NH744QfeeustAL744gvOnDnDH3/8Qb169azL9evXj/Hjx5Oenl4o2zUMgytXruDm5lYo6yvvivOcyc7UqVNp164dbdu2tU67cOECffv2pUKFCmzcuBE/Pz/rvMDAQJ588skS2Zu5pAgNDWXEiBGsXLmSXr162cwzm818/fXX3HrrrbRq1eqGtnP58mXc3d3tFvC3l9jYWNLS0nj44Yfp2rVrnt7TqFEj63XWpUsXKleuzJAhQ5g/fz6TJk0q9DJWq1aNatWqFfp6i9ugQYMYM2YMn332GePHj7d3cURESoTmzZtb202BgYGYzWYmTJjAsmXLGDZsWKFvz8/Pz6YtJuVLcnIyFSpUKNW9m0Uk/5QeoYw6e/YsPj4+NgFbCweHrNW+YMECOnToQMWKFalYsSKtW7dm9uzZ1vlr1qyhb9+++Pn5UaFCBRo2bMiTTz7JmTNn8lSeX3/9lW7duuHp6Ym7uzudOnXit99+K/gOZmPXrl307duXKlWqUKFCBVq3bs1XX32VZbl///2XsWPHUr9+fVxdXalevTr33nsvf//9t3WZSZMmcfvtt1O1alU8PT255ZZbmD17NoZhWJcJCAhg9+7drFu3zvp4lOXR5JwedV+/fj3dunWjUqVKuLu707FjR3766SebZSyPXEVERPD000/j4+ODt7c3wcHBnDhxIsv+/PbbbyQmJnL//fcDGXXv4OBA9erVsz1Omevf8ljQ7t276datGx4eHlSrVo2RI0dy+fJlm/eZTCZGjhzJp59+StOmTXF1dbUe3/379zN48GCqV6+Oq6srTZs25b///a/N+69cucLYsWNp3bo1Xl5eVK1alQ4dOrB8+fIsZbxw4QKPP/443t7eVKxYkZ49exIbG5vt/tyI8nrOXOvUqVMsXbqURx55xGb6F198wcmTJ5k2bVqOXxJCQkJs/v7hhx/o0KED7u7uVKpUibvvvpvo6GibZSyP0+3evZtBgwbh5eVFjRo1GD58OImJiTbLfvfdd9x+++14eXnh7u5O/fr1GT58OJDxyPttt90GwLBhw6zH1JJCY8uWLTz44IMEBATg5uZGQEAAgwYN4ujRowU6frnVX3YGDx6Mm5ubtUdtZqtXr+b48ePWfQkLC6N79+74+vri5uZG06ZNefnll7l06ZLN+yzX7M6dO+nevTuVKlWiW7du1nnXlue///0vd9xxB9WrV8fDw4MWLVowbdo00tLSbJYLDAykefPmxMTE0KVLF+uxnjp1apYfevJyPaSmpvLWW2/RpEkTXF1dqVatGsOGDbOmcLme651HQ4cOpXPnzgAMHDgQk8lUoNQCli/bp06dspmel8+09PR03nrrLW666Sbc3NyoXLkyLVu25IMPPrAuk106AsMwmDZtGv7+/lSoUIFbbrmFlStXZilbTqkMLKkeIiMjrdNu5B69bds2evXqZd3XWrVqcd9993Hs2DHrMi4uLgwcOJDPP//c5jNNRET+J6d7ypYtW+jTpw9Vq1alQoUKtGnThsWLF9ssc/nyZZ5//nnq1atHhQoVqFq1Km3btmXhwoXWZbJLR5CWlsaLL75IzZo1cXd3p3Pnzvzxxx9ZypZTKoPs7jV5bZNkZ+3atQQGBuLt7Y2bmxt169blgQceyPK9IrN+/frh7++fbceS22+/nVtuucX6d27twqJyve+xy5Ytw2QyZfvd9pNPPsFkMvHXX39Zp+XlfLDUy+rVqxk+fDjVqlXD3d2dlJQUDhw4wLBhw2jUqBHu7u7Url2b3r17s3Pnzizb3717N927d8fd3Z1q1arxzDPP8NNPP2VpR+RlP0XEPhS0LaM6dOjA5s2befbZZ9m8eXOWL+iZvf766zz00EPUqlWLefPmsXTpUoYMGWIT2Dh48CAdOnTgk08+YfXq1bz++uts3ryZzp0757pugPnz59O9e3c8PT356quvWLx4MVWrVqVHjx6FdiPYt28fHTt2ZPfu3Xz44YeEh4dz8803M3ToUJuexUlJSXTu3JnPPvuMYcOG8eOPP/Lpp5/SuHFjEhISrMsdOXKEJ598ksWLFxMeHk5wcDD/+c9/ePPNN63LLF26lPr169OmTRuio6OJjo5m6dKlOZZx3bp13HnnnSQmJjJ79mwWLlxIpUqV6N27N2FhYVmWf+yxx3B2dmbBggVMmzaNyMhIHn744SzLff/993To0IFatWoBGXWfnp5OcHAwv/zyCxcuXMj12KWlpXHvvffSrVs3li1bxsiRI/nss88YOHBglmWXLVvGJ598wuuvv84vv/xCly5d2LNnD7fddhu7du1ixowZrFixgvvuu49nn33WpudaSkoK586d4/nnn2fZsmUsXLiQzp07ExwczNdff21dzjAM+vXrxzfffMPYsWNZunQp7du355577sl1P/KrPJ8z11q9ejVpaWkEBQVlme7o6Ejv3r2vuw7I+PGnb9++eHp6snDhQmbPns358+cJDAxk/fr1WZZ/4IEHaNy4Md9//z0vv/wyCxYsYPTo0db50dHRDBw4kPr167No0SJ++uknXn/9da5evQrALbfcYg2Ivvrqq9Zj+thjjwEZdXLTTTfx/vvv88svv/DOO++QkJDAbbfdlm0w63rHL7/15+XlxQMPPMCPP/6YJVg5d+5cKlSowODBg4GMIOG9997L7NmzWbVqFaNGjWLx4sXZHvvU1FT69OnDnXfeyfLly3PtIXrw4EEGDx7MN998w4oVKwgNDeXdd9/lySefzLLsyZMneeihh3j44Yf54YcfuOeeexg3bhzz58+3LpOX6yE9PZ2+ffsydepUBg8ezE8//cTUqVNZs2YNgYGBJCcn51heyNt59Nprr1mDqJMnTyY6OpqPP/441/Vm5/DhwwA2aRXy+pk2bdo0Jk6cyKBBg/jpp58ICwsjNDSUf//9N9dtTpo0iZdeeom7776bZcuW8fTTT/P444+zb9++fJffoqD36EuXLnH33Xdz6tQp/vvf/7JmzRref/996tatS1JSks2ygYGBHD16lF27dhW4nCIiZVl295SIiAg6derEv//+y6effsry5ctp3bo1AwcOtPmhfsyYMXzyySc8++yzrFq1im+++Yb+/ftz9uzZXLf5+OOPM336dB599FGWL1/OAw88QHBw8A2lrspPmySzI0eOcN999+Hi4sKcOXNYtWoVU6dOxcPDg9TU1BzfN3z4cOLi4li7dq3N9L///ps//vjD2mv5eu3CopCX77GWHz6z+5F+3rx53HLLLbRs2RLI+/lgMXz4cJydnfnmm29YsmQJzs7OnDhxAm9vb6ZOncqqVav473//i5OTE7fffrtNWyIhIYGuXbuyb98+PvnkE77++muSkpIYOXJkgfZTROzEkDLpzJkzRufOnQ3AAAxnZ2ejY8eOxpQpU4ykpCTrcocOHTIcHR2Nhx56KM/rTk9PN9LS0oyjR48agLF8+XLrvLlz5xqAcfjwYcMwDOPSpUtG1apVjd69e9usw2w2G61atTLatWt33e1FREQYgPHdd9/luMyDDz5ouLq6GnFxcTbT77nnHsPd3d34999/DcMwjDfeeMMAjDVr1uR1dw2z2WykpaUZb7zxhuHt7W2kp6db5zVr1szo2rVrlvccPnzYAIy5c+dap7Vv396oXr26zfG/evWq0bx5c8PPz8+6XssxHDFihM06p02bZgBGQkKCzft9fHyMGTNmWKelp6cbTz75pOHg4GAAhslkMpo2bWqMHj3aWi8WQ4YMMQDjgw8+sJn+9ttvG4Cxfv166zTA8PLyMs6dO2ezbI8ePQw/Pz8jMTHRZvrIkSONChUqZFk+c9nT0tKM0NBQo02bNtbpK1euzLVMEyZMyHZ9memcyZDdOZOdp59+2nBzc7Mpp2EYRpMmTYyaNWvmeZ9r1apltGjRwjCbzdbpSUlJRvXq1Y2OHTtap02YMMEAjGnTptmsY8SIEUaFChWs5Zg+fboBWOsiOzExMVmOW06uXr1qXLx40fDw8LA5v/Jz/HKqv5xYzsX33nvPOu3s2bOGq6trjp+7ls/YdevWGYCxY8cO6zzLNTtnzpws7xsyZIjh7++fY1ks5+XXX39tODo62lybXbt2NQBj8+bNNu+5+eabjR49elj/zsv1sHDhQgMwvv/+e5vplrr6+OOPcy1jXs+jvFzn1y4bFhZmpKWlGZcvXzY2bNhg3HTTTcbNN99snD9/3rpsXj/TevXqZbRu3TrX7V57Tzx//rxRoUIF4/7777dZbsOGDQZgc25d+95r9yUiIiLbbebnHr1lyxYDMJYtW5brfhiGYezfv98AjE8++eS6y4qIlGWWz9JNmzYZaWlpRlJSkrFq1SqjZs2axh133GGkpaVZl23SpInRpk0bm2mGkXEP8fX1td7rmjdvbvTr1y/X7VraTxZ79+41AGP06NE2y3377bcGYAwZMiTH9167L9feayxya5Ncu84lS5YYgLF9+/Zc9+NaaWlpRo0aNYzBgwfbTH/xxRcNFxcX48yZM4Zh5K1dmB9DhgwxPDw8cpyfn++xY8aMMdzc3GzKtmfPHgMwZs2aZZ2W1/PBUi+PPvrodffj6tWrRmpqqtGoUSObc+GFF14wTCaTsXv3bpvle/ToYdOOKIzv6yJSdNTTtozy9vYmKiqKmJgYpk6dSt++fYmNjWXcuHG0aNHC2stszZo1mM1mnnnmmVzXd/r0aZ566inq1KmDk5MTzs7O+Pv7A7B3794c37dx40bOnTvHkCFDuHr1qvWVnp5Oz549iYmJsT5qk3n+1atX8/UI5tq1a+nWrVuWAbaGDh3K5cuXrY/Vrly5ksaNG3PXXXddd3133XUXXl5eODo6WgdiOXv2LKdPn85zuSwuXbrE5s2bCQkJsRml1NHRkUceeYRjx45l6WXVp08fm78tv9Bm7gG9bt06zpw5Q3BwsHWayWTi008/5dChQ3z88ccMGzaMtLQ0Zs6cSbNmzVi3bl2W8j300EM2f1t6/0VERNhMv/POO20GVrhy5Qq//fYb999/P+7u7jb1d++993LlyhU2bdpkXf67776jU6dOVKxY0XoezZ492+YcsmwzpzJlpnMm/+dMdk6cOEG1atVuKEfWvn37OHHiBI888ohNCo6KFSvywAMPsGnTpiyPxmVX3itXrliPlyX1wYABA1i8eDHHjx/PV5kuXrzISy+9RMOGDXFycsLJyYmKFSty6dKlbD+3Cnr8ctO1a1caNGhg0/vi22+/JSUlxeZxvkOHDjF48GBq1qxpPX8seVqzK+sDDzyQp+1v27aNPn364O3tbV3vo48+itlszpJypGbNmrRr185mWsuWLW32Py/Xw4oVK6hcuTK9e/e2uT5bt25NzZo1szyOl1lBzqP8GDhwIM7OztbH/i5cuMBPP/1E5cqVgfx9prVr144dO3YwYsSIPD3VABm9hK5cuZLl861jx47We2pBFPQe3bBhQ6pUqcJLL73Ep59+yp49e3Jc1pJyJ7/XoYhIWdW+fXucnZ2pVKkSPXv2pEqVKixfvtyanu7AgQP8/fff1s/8a+8pCQkJ1rZcu3btWLlyJS+//DKRkZHXfSoFcm4zDxgwINsUeXmV3zaJRevWrXFxceGJJ57gq6++4tChQ3nanpOTEw8//DDh4eHWNFlms5lvvvmGvn37WgfAvNF2YX7l53vs8OHDSU5OtnkSbu7cubi6ulq/w+TnfLDIrr139epVJk+ezM0334yLiwtOTk64uLiwf/9+m/pZt24dzZs35+abb7Z5/6BBgwq8nyJS/BS0LePatm3LSy+9xHfffceJEycYPXo0R44csT7+bXlkN7ek9unp6XTv3p3w8HBefPFFfvvtN/744w/rF9fcGhWWnE4hISE4OzvbvN555x0Mw+DcuXMcOXIky/zsgos5OXv2bLajc1tSBlgeLfrnn3+um8D/jz/+oHv37kBGTs8NGzYQExPDK6+8ct39zcn58+cxDCNPZbS4doRuV1fXLNtfsmQJt956a7Z5Nf39/Xn66aeZPXs2+/fvJywsjCtXrvDCCy/YLOfk5JRlWzVr1sy2TNeW/+zZs1y9epVZs2Zlqb97770XwPoDQXh4OAMGDKB27drMnz+f6OhoYmJiGD58OFeuXLFZZ25lstA5U7BzJjuWgQ2uVbduXf755588NdQsZcmpvOnp6Vke1bteee+44w6WLVvG1atXefTRR/Hz86N58+Y2+d1yM3jwYD766CMee+wxfvnlF/744w9iYmKoVq1atsekoMcvNyaTieHDh7Nz5062bNkCZDTi69WrZ01HcfHiRbp06cLmzZt56623iIyMJCYmhvDw8Gy37+7ujqen53W3HRcXR5cuXTh+/DgffPCB9Yc8S1qBa9d77f5DxjHIvFxerodTp07x77//4uLikuUaPXnyZK55VgtyHuXHO++8Q0xMDOvWreOVV17h1KlT9OvXj5SUFOv28/qZNm7cOKZPn86mTZu455578Pb2plu3btZ6zm3/rv08y2laXtzIPdrLy4t169bRunVrxo8fT7NmzahVqxYTJkzIklbB8hlxI9eDiEhZ8vXXXxMTE8PatWt58skn2bt3r01AzPI96Pnnn89yTxkxYgTwv3vKhx9+yEsvvcSyZcsICgqiatWq9OvXj/379+e4/ZzuKdm1o/Mqv22SzBo0aMCvv/5K9erVeeaZZ2jQoAENGjSwyfWeE8v3gUWLFgHwyy+/kJCQYDOg2422C/Mrr99jAZo1a8Ztt91m/ZHebDYzf/58+vbtS9WqVW3Wl5fzwSK79tCYMWN47bXX6NevHz/++CObN28mJiaGVq1a2dTP2bNnqVGjRpb3XzstP/spIsWv4D/BSanj7OzMhAkTmDlzpjUnnWVU62PHjmXpcWixa9cuduzYwbx58xgyZIh1+oEDB667TR8fHwBmzZplHbH7WpYbR0xMjM30m2666brrt/D29rbJL2phGUTIUo5q1arZDK6SnUWLFuHs7MyKFStsAlnLli3Lc3muVaVKFRwcHPJUxrxKT09n6dKlPPvss3lafsCAAUyZMiVLPsKrV69y9uxZm8bdyZMngaxBnGt7YlapUsXa8zOn3tr16tUDMnIl1atXj7CwMJv1WIIlFt7e3rmWyaJWrVo6Z/J5zuTEx8eHP//8M8v0Hj16sHr1an788UcefPDBXNdhqaucyuvg4GDTSzuv+vbtS9++fUlJSWHTpk1MmTKFwYMHExAQQIcOHXJ8X2JiIitWrGDChAm8/PLL1umW3MrFaejQobz++uvMmTMHZ2dntm3bxptvvmm9DtauXcuJEyeIjIy09mQBcsyNmtce0cuWLePSpUuEh4fb9OLcvn17gfclL9eDZSC3VatWZTu/UqVKOb63qM4ji/r161sHirnjjjtwc3Pj1VdfZdasWTz//PP5+kxzcnJizJgxjBkzhn///Zdff/2V8ePH06NHD+Lj43F3d89x/679PLNMy/wDnOWz5NrPyGu/0N3IPRqgRYsWLFq0CMMw+Ouvv5g3bx5vvPEGbm5uNteO5boprM8dEZHSrmnTptZ7SlBQEGazmS+//JIlS5YQEhJi/bwcN26czVNxmVnarh4eHkyaNIlJkyZx6tQpa6/b3r172wz0mVnme0rt2rWt0y3t6Mwy31MsP0pD1ntKftsk1+rSpQtdunTBbDazZcsWZs2axahRo6hRo0aubcmbb76Zdu3aMXfuXJ588knmzp1LrVq1rJ0iLAraLiyI/HyPhYxBcUeMGMHevXs5dOhQlqBzfs4Hi+zafPPnz+fRRx9l8uTJNtPPnDljfXIIMs6PawfFg6xtkPzup4gUL/W0LaOy+8IL/3ukxdJTr3v37jg6OvLJJ5/kuC7LzSLzDR7gs88+u245OnXqROXKldmzZw9t27bN9uXi4oKLi0uW6bl9sb9Wt27drI2MzL7++mvc3d2tN6B77rmH2NjYLInur91fJycnHB0drdOSk5P55ptvsix7bS+0nHh4eHD77bcTHh5us3x6ejrz58/Hz8/PZtCCvNi4cSMnT57M8thMTnV/8eJF4uPjrXWf2bfffmvz94IFCwCuOxq7u7s7QUFBbNu2jZYtW2Zbv5YGpclkwsXFxabxcfLkSZYvX26zTkvvw5zKZKFzJv/nTE6aNGnC2bNnrY+kWYSGhlKzZk1efPHFHB9Bs/S8uOmmm6hduzYLFiywSVNx6dIl62B52QWx8srV1ZWuXbvyzjvvABmP/VumQ9aeHyaTCcMwsnxuffnll5jN5hsqR357GtaqVYuePXuycOFC/vvf/+Lg4GATXLuRz9jcZLdewzD44osvCrzOvFwPvXr14uzZs5jN5mw/E3L7caWoz6NrvfjiizRs2JCpU6eSlJSUr8+0zCpXrkxISAjPPPOM9emR7LRv354KFSpk+XzbuHFjljQclgBu5hGnAX744Qebvwvr/DGZTLRq1YqZM2dSuXLlLD/kWB5zvfYxSxERyTBt2jSqVKnC66+/Tnp6OjfddBONGjVix44dOX4Pyq7tWqNGDYYOHcqgQYPYt29fjmmBLO30a+8pixcvzjI4V073lB9//NHm78K6pzg6OnL77bdbn+7JrnPAtYYNG8bmzZtZv349P/74I0OGDLFpW2eWU7uwMOX1e6zFoEGDqFChAvPmzWPevHnUrl3bJuhc0PPhWiaTKUv9/PTTT1na6l27dmXXrl1ZUh9ZejMXdD9FpHipp20Z1aNHD/z8/OjduzdNmjQhPT2d7du3M2PGDCpWrMhzzz0HZNzAx48fz5tvvklycjKDBg3Cy8uLPXv2cObMGSZNmkSTJk1o0KABL7/8MoZhULVqVX788UfWrFlz3XJUrFiRWbNmMWTIEM6dO0dISAjVq1fnn3/+YceOHf/H3p3HRVXuDxz/zIyAiICC4sYm7iIqlWUICalZLmGImHRvanTr3uxWLnWzbmndSnNruS32K0lbJJRGvZlLpWBoWFnhXiiJkBuugKgIM+f3B80IMsAAM8wMfN+vF6+XzpyZ88yZ5XzP93me78Pp06drTBhXVLE2akVDhw5lzpw5rF+/nqioKJ5//nm8vLz49NNP+fLLL1mwYAGenp4APPHEEyQnJxMdHc3TTz/NzTffzOXLl9m2bRtjxowhKiqK0aNHs2TJEuLj43nooYc4e/YsixYtqnJyhGsjlJKTkwkKCqJly5aEhISYbOe8efMYMWIEUVFRzJo1C2dnZ9555x327dtHUlJSneuJpqSk0K9fvyqJu5dffpkdO3YwceJEBg4ciKurK0eOHOGtt97i7NmzLFy4sNL2zs7OLF68mIsXLzJo0CC+++47XnrpJe666y7Cw8Nrbccbb7xBeHg4ERER/OMf/yAwMJCioiIOHz7MF198YUzujBkzBq1WyyOPPEJsbCx5eXn85z//oVOnTpWmft1xxx3cdtttPPXUUxQXF3PTTTexY8cOkwnQ2shnxjyRkZEoisL3339fKbj09PRk3bp1jBkzhtDQUB599FFuvfVWY92sTz75hN27dxMTE4NarWbBggXcd999jBkzhocffpiSkhIWLlzIhQsXmD9/fp3b9fzzz/PHH38wbNgwfH19uXDhAm+88Ual2mrdunXD1dWVTz/9lD59+tC6dWs6d+5M586due2221i4cCHt2rUjMDCQbdu2sWzZskqjEOqqLu9fRQkJCXz55Zd88MEHjBw5stLMhrCwMNq2bcvf//535syZg5OTE59++im7d++udzsBRowYgbOzM5MmTeKpp57iypUrvPvuuw0qL2DO9+Hee+/l008/ZdSoUTz++OPcfPPNODk58ccff5Camkp0dDT33HOPyee3xueoJk5OTrzyyivExcXxxhtv8O9//9vs37SxY8fSr18/brrpJtq3b8/Ro0d5/fXXCQgIoEePHib317ZtW2bNmsVLL73Egw8+yIQJE8jLy2Pu3LlVprcOGjSIXr16MWvWLMrKymjbti1r1qxh+/btlbZryDl6/fr1vPPOO4wbN46goCAURUGr1XLhwgVGjBhRadudO3ei0Wi47bbb6nKIhRCi2Wjbti2zZ8/mqaeeYuXKlfzlL3/hvffe46677mLkyJFMmTKFLl26cO7cOQ4ePMjPP//M6tWrAbjlllsYM2YM/fv3p23bthw8eJCPP/64xs7KPn368Je//IXXX38dJycnhg8fzr59+1i0aFGVMkqjRo3Cy8uLhIQEXnzxRVq0aMHy5cvJy8urtF1DYpKlS5eydetWRo8ejb+/P1euXCExMRGg1rUhoDzpOWPGDCZNmkRJSQlTpkypdL85cSGUz4QZOnQoW7ZsqXWfOp2OlJSUKre7ublx11131ek6tk2bNtxzzz0sX76cCxcuMGvWrEr1+QGzPw81GTNmDMuXL6d3797079+fn376iYULF1YpX/XEE0+QmJjIXXfdxYsvvkiHDh1YuXKlceS2oW2WvF4XQlhB4699JhpDcnKyEh8fr/To0UNp3bq14uTkpPj7+yt//etflQMHDlTZ/qOPPlIGDRqktGzZUmndurUSGhpaaTX2AwcOKCNGjFDc3d2Vtm3bKhMmTFByc3MVQJkzZ45xu+pWIN22bZsyevRoxcvLS3FyclK6dOmijB49uk6rflf3Z1j5cu/evcrYsWMVT09PxdnZWRkwYIDJFeXPnz+vPP7444q/v7/i5OSk+Pj4KKNHj1Z+/fVX4zaJiYlKr169FBcXFyUoKEiZN2+esmzZsiqvLScnR7njjjsUd3d3BTCu3H7kyBGTK9qnp6crt99+u+Lm5qa4uroqgwcPVr744otK2xiO4Y8//mjyOBher5+fX6Vjb7Bz505l2rRpyoABAxQvLy9Fo9Eo7du3V+68805lw4YNlbY1rJq6Z88eJTIyUnF1dVW8vLyUf/zjH8rFixcrbQso06ZNq7I/w+t94IEHlC5duihOTk5K+/btlbCwMOWll16qtN38+fOVwMBAxcXFRenTp4/y/vvvm1zN9sKFC8oDDzygtGnTRmnVqpUyYsQI5ddff63yeauOfGYqH4fqVpk30Ol0SmBgoPLII4+YvP/kyZPKv/71LyU4OFhp1aqV4uLionTv3l15+OGHlb1791badu3atcott9yitGzZUnFzc1OGDRum7Nixo9I2hvf89OnTJl+H4XitX79eueuuu5QuXboozs7Oio+PjzJq1CglPT290uOSkpKU3r17K05OTpU+I3/88Ycyfvx4pW3btoq7u7ty5513Kvv27VMCAgIqrahcl+NX3ftXm6tXryodOnRQAGXVqlVV7v/uu++UW2+9VWnVqpXSvn175cEHH1R+/vnnKp+JmlY6njx5cpX2fPHFF8qAAQOUli1bKl26dFGefPJJZePGjVVe19ChQ5Xg4GCzntOc70NpaamyaNEi475bt26t9O7dW3n44YeVQ4cO1Xq8zPkcGd6fupxHqtv2lltuUdq2bWtc9dmc37TFixcrYWFhSrt27RRnZ2fF399fSUhIUHJycozbmDon6vV6Zd68eYqfn5/i7Oys9O/fX/niiy+UoUOHKkOHDq3UrqysLOWOO+5QPDw8lPbt2yv//Oc/lS+//LLK+1ffc/Svv/6qTJo0SenWrZvi6uqqeHp6KjfffLOyfPnyKscoIiKiysrSQgjRHFUXNyiKoly+fFnx9/dXevTooZSVlSmKoii7d+9W4uLiFB8fH8XJyUnp2LGjcvvttytLly41Pu7pp59WbrrpJqVt27bGWHL69OnKmTNnjNuYiplLSkqUmTNnKj4+PkrLli2VwYMHKxkZGVViHUVRlB9++EEJCwtT3NzclC5duihz5sxRPvjggyrnKXNjkuvbk5GRodxzzz1KQECA4uLionh7eytDhw5V/ve//5l9bOPj4xVAGTJkSJX7zI0LgSrnU1MmT55c7bVCxdinLtexX331lfE5srKyTO7XnM9DTZ+x8+fPKwkJCYqPj4/SqlUrJTw8XElPTzcZR+zbt08ZPny40rJlS8XLy0tJSEhQVqxYoQDK7t27K23bkOt1IYT1qBSlDsutCyHswg8//MAtt9zCnj17zBrlV50pU6aQkpLCxYsXLdg64YgWL17Myy+/zLFjx3B1dbV1c4QQdiQ7O5sePXqwefPmKiNwhRBCCOE4HnroIZKSkjh79qyUPRDCAUh5BCEc0M0334z0twhLmjZtGm+99RZvv/02s2bNsnVzhBB25KWXXmLYsGGSsBVCCCEcyIsvvkjnzp0JCgri4sWLrF+/ng8++IB///vfkrAVwkFI0lYIIQQtW7bk448/tspCDkIIx1VWVka3bt2YPXu2rZsihBBCiDpwcnJi4cKF/PHHH5SVldGjRw+WLFliXN9GCGH/pDyCEEIIIYQQQgghhBBC2BF17ZsIIYQQQgghhBBCCCGEaCyStBVCCCGEEEIIIYQQQgg7IklbIYQQQgghhBBCCCGEsCOyEFk96PV6jh8/jru7OyqVytbNEUIIIYQQf1IUhaKiIjp37oxa3TzHJ0isKoQQQghhv8yNVyVpWw/Hjx/Hz8/P1s0QQgghhBDVyMvLw9fX19bNsAmJVYUQQggh7F9t8aokbevB3d0dKD+4Hh4eNm6NEEIIIYQwKCwsxM/PzxivNUcSqwohhBBC2C9z41VJ2taDYZqZh4eHBMJCCCGEEHaoOZcFkFhVCCGEEML+1RavStJWCCGEEEIIIYRV6fV69uzZA0D//v2bbc1pIYQQwlxyphRCCCGEEMKOvPvuu/Tv3984UvbWW29l48aNtm6WEA2iKAp5eXnk5eWhKIqtmyOEEELYPRlpK4QQQgghhB3x9fVl/vz5dO/eHYAVK1YQHR3NL7/8QnBwsI1bJ0T9qFQq+vbta/y3EEIIIWomSVshhBBCCCHsyNixYyv9/+WXX+bdd99l586dkrQVDkutVtOtWzdbN0MI0QzpdDpKS0tt3QzRjDg5OaHRaBr8PJK0FUIIIYQQwk7pdDpWr15NcXExt956q8ltSkpKKCkpMf6/sLCwsZonhBBC2C1FUTh58iQXLlywdVNEM9SmTRs6duzYoNklkrQVQgghhBDCzuzdu5dbb72VK1eu0Lp1a9asWWOcWn69efPm8cILLzRyC4WoG0VRjJ0LLi4uUiJBCGF1hoStj48PrVq1kt8d0SgUReHSpUvk5+cD0KlTp3o/l0qRKvB1VlhYiKenJwUFBXh4eNi6OUIIIYQQ4k9NJU67evUqubm5XLhwgc8//5wPPviAbdu2mUzcmhpp6+fn5/DHQDQtOp2ODRs2ADBq1CiLTBsVQojq6HQ6srKy8PHxwdvb29bNEc3Q2bNnyc/Pp2fPnlXOeebGqzLSVgghhBBCCDvj7OxsXIjspptu4scff+SNN97gvffeq7Kti4sLLi4ujd1EIepMRrkJIRqLoYZtq1atbNwS0VwZPnulpaX17qiUpK0QQgghhBB2ruLUciEckUajYcyYMbZuhhCimZHOImErlvjsSdJWCCGEEEIIO/LMM89w11134efnR1FREZ999hlpaWls2rTJ1k0TQgghhBCNRG3rBgghhBBCCCGuOXXqFH/961/p1asXw4YN4/vvv2fTpk2MGDHC1k0TQgghRBOiUqlYu3atrZtBZGQkTzzxhK2bYXckaSuEEEIIIYQdWbZsGTk5OZSUlJCfn88333wjCVvh8PR6PXv37mXv3r3o9XpbN0cIIezayZMn+ec//0lQUBAuLi74+fkxduxYtmzZ0qjtiIyMZPny5fV67PLly1GpVKhUKjQaDW3btuWWW27hxRdfpKCgoNK2Wq2W//znP2a3qbkkeCVpK4QQwm7NmzePQYMG4e7ujo+PD+PGjeO3336rtI0hELj+b+HChTZqtRBCCCGupygKOTk55OTkoCiKrZsjhBB2KycnhxtvvJGtW7eyYMEC9u7dy6ZNm4iKimLatGm2bl6deHh4cOLECf744w++++47HnroIT766CMGDhzI8ePHjdt5eXnh7u5uw5baJ0naCiGEsFvbtm1j2rRp7Ny5k6+//pqysjLuuOMOiouLjducOHGi0l9iYiIqlYrx48fbsOVCCCGEqEilUtGzZ0969uwpCwMJIWyruLj8r2IH0tWr5bddv+inYduKMwRKS8tvu3Kl9m3r4ZFHHkGlUvHDDz8QGxtLz549CQ4OZsaMGezcudO4XW5uLtHR0bRu3RoPDw/i4uI4depUped699136datG87OzvTq1YuPP/64xn2/+OKLdOjQgczMTJP3z507F39/f1xcXOjcuTOPPfZYjc+nUqno2LEjnTp1ok+fPiQkJPDdd99x8eJFnnrqKeN214+efeedd+jRowctW7akQ4cOxMbGAjBlyhS2bdvGG2+8YRysk5OTg06nIyEhga5du+Lq6kqvXr144403KrVlypQpjBs3jkWLFtGpUye8vb2ZNm0apaWlxm1KSkp46qmn8PPzw8XFhR49erBs2TLj/QcOHGDUqFG0bt2aDh068Ne//pUzZ87UeAwaQpK2Qggh7NamTZuYMmUKwcHBDBgwgA8//JDc3Fx++ukn4zYdO3as9Ldu3TqioqIICgqyYcuFEEIIUZFaraZXr1706tULtVouQ4UQNtS6dflfxWTbwoXltz36aOVtfXzKb8/NvXbb22+X35aQUHnbwMDy2w8erHfTzp07x6ZNm5g2bRpubm5V7m/Tpg1QPnth3LhxnDt3jm3btvH111+TnZ3NxIkTjduuWbOGxx9/nJkzZ7Jv3z4efvhhpk6dSmpqapXnVRSFxx9/nGXLlrF9+3YGDhxYZZuUlBRee+013nvvPQ4dOsTatWsJCQmp82v08fHhvvvu43//+x86na7K/bt27eKxxx7jxRdf5LfffmPTpk3cdtttALzxxhvceuut/O1vfzMO2vHz80Ov1+Pr68uqVas4cOAAzz//PM888wyrVq2q9NypqalkZ2eTmprKihUrWL58eaXyD/fffz+fffYZb775JgcPHmTp0qW0bt0aKB8sNHToUAYOHMiuXbvYtGkTp06dIi4urs7HwFwtrPbMQgghhIUZah95eXmZvP/UqVN8+eWXrFixojGbJYQQQgghhBANdvjwYRRFoXfv3jVu980337Bnzx6OHDmCn58fAB9//DHBwcH8+OOPDBo0iEWLFjFlyhQeeeQRAONI3UWLFhEVFWV8rrKyMu6//3527drFjh078PX1Nd6XlpZm/Hdubi4dO3Zk+PDhODk54e/vz80331yv19m7d2+Kioo4e/YsPj4+le7Lzc3Fzc2NMWPG4O7uTkBAAKGhoQB4enri7OxMq1at6Nixo/ExGo2GF154wfj/rl278t1337Fq1apKSdW2bdvy1ltvodFo6N27N6NHj2bLli387W9/Iysri1WrVvH1118zfPhwgEoDgd59911uuOEGXnnlFeNtiYmJ+Pn5kZWVRc+ePet1LGoiXZxCCCHsik6nIy0tjaSkJNLS0oy9r4qiMGPGDMLDw+nXr5/Jx65YsQJ3d3diYmIas8lCCCGEMENpaWmlaahCCGETFy+W/7Vrd+22J58sv+2ttypvm59ffru//7Xbpk0rv63CtHkAcnLKb+/Tp95NM9T8rq2MzMGDB/Hz8zMmbAH69u1LmzZtOPjnSN+DBw8yZMiQSo8bMmSI8X6D6dOnk5GRQXp6eqWE7fUmTJjA5cuXCQoK4m9/+xtr1qyhrKysTq/PoKbXOWLECAICAggKCuKvf/0rn376KZcuXar1OZcuXcpNN91E+/btad26Ne+//z65FUdIA8HBwWg0GuP/O3XqRH5+PgCZmZloNBqGDh1q8vl/+uknUlNTad26tfHPkFzPzs4274XXkSRthRBC2A2tVktQUHeioqKIj4//s8xBd7RaLY8++ih79uwhKSmp2scnJiZy33330bJly0ZstRBCCCFqo9Pp2LRpE5s2bTI5HVYIIRqNm1v5X8WEobNz+W0uLqa3rVjWxcmp/LbrrzlMbVtHPXr0QKVSVUmsXk9RFJMJz+tvv34bU48bMWIEx44dY/PmzTXu08/Pj99++423334bV1dXHnnkEW677bZ6dcYdPHgQDw8PvL29q9zn7u7Ozz//TFJSEp06deL5559nwIABXLhwodrnW7VqFdOnT+eBBx7gq6++IjMzk6lTp3L16tVK2zk5OVX6v0qlQv9nDWJXV9ca26zX6xk7diyZmZmV/g4dOmQs32BpkrQVQghhF7RaLbGxsbi6hpCQkMHs2UUkJGTg6hrC+PHjSU5OJjU1tdre3/T0dH777TcefPDBRm553Xz77beMHTuWzp07o1KpWLt2bZVtDh48yN13342npyfu7u4MHjy4Si+xEEIIIYQQomnx8vJi5MiRvP3225UWXzYwJC779u1Lbm4ueXl5xvsOHDhAQUEBff4c6dunTx+2b99e6fHfffed8X6Du+++m5UrV/Lggw/y2Wef1dg+V1dX7r77bt58803S0tLIyMhg7969dXqN+fn5rFy5knHjxlVb47xFixYMHz6cBQsWsGfPHnJycti6dSsAzs7OVTr/0tPTCQsL45FHHiE0NJTu3bvXefRrSEgIer2ebdu2mbz/hhtuYP/+/QQGBtK9e/dKf6bqD1uCJG2FEELYnE6nY/r0mfTsOYaJE9fi6zsYZ+fWdOlyCx4efrRo0RIXF1f8K05Lus6yZcu48cYbGTBgQCO2vO6Ki4sZMGAAb10/9epP2dnZhIeH07t3b9LS0ti9ezfPPfecjB4WQgjh0DQaDaNHj2b06NGVpqYKIYSo7J133kGn03HzzTfz+eefc+jQIQ4ePMibb77JrbfeCsDw4cPp378/9913Hz///DM//PAD999/P0OHDuWmm24C4Mknn2T58uUsXbqUQ4cOsWTJErRaLbNmzaqyz3vuuYePP/6YqVOnkpKSYrJdy5cvZ9myZezbt4/ff/+djz/+GFdXVwICAqp9LYqicPLkSU6cOMHBgwdJTEwkLCwMT09P5s+fb/Ix69ev58033yQzM5OjR4/y0Ucfodfr6dWrFwCBgYF8//335OTkcObMGfR6Pd27d2fXrl1s3ryZrKwsnnvuOX788cc6HffAwEAmT57MAw88wNq1azly5AhpaWnGxcymTZvGuXPnmDRpEj/88AO///47X331FQ888IDVZpBI0lYIIYTNpaenk5ubQ3j4M6hU105NGzZMY8+eTxkxYjHHj//BunXrOHnyJJcvX670+MLCQlavXm33o2wB7rrrLl566aVq6+4+++yzjBo1igULFhAaGkpQUBCjR4+uUqBfCCGEcDRqtbraUVWOYt68eQwaNAh3d3d8fHwYN24cv/32W6VtVCqVyb+FCxfaqNVCCEfStWtXfv75Z6Kiopg5cyb9+vVjxIgRbNmyhXfffRfAOGOvbdu23HbbbQwfPpygoCCSk5ONzzNu3DjeeOMNFi5cSHBwMO+99x4ffvghkZGRJvcbGxvLihUr+Otf/4pWq61yf5s2bXj//fcZMmQI/fv3Z8uWLXzxxRcmSxwYFBYW0qlTJ7p06cKtt97Ke++9x+TJk/nll1/o1KmTyce0adMGrVbL7bffTp8+fVi6dClJSUkEBwcDMGvWLDQaDX379qV9+/bk5uby97//nZiYGCZOnMgtt9zC2bNnjQuw1cW7775LbGwsjzzyCL179+Zvf/ubccRz586d2bFjBzqdjpEjR9KvXz8ef/xxPD09rXZuUymG6r/CbIWFhXh6elJQUICHh4etmyOEEA4vKSmJ+Ph4Zs8uwtm5tfH2F14wXYD/ww8/ZMqUKcb//9///R9PPPEEJ06cwNPT09rNtRiVSsWaNWsYN24cUF4nydPTk6eeeort27fzyy+/0LVrV2bPnm3cRghRM4nT5BgIYU133nkn9957L4MGDaKsrIxnn32WvXv3cuDAAeP02JMnT1Z6zMaNG0lISODw4cOVViIXQljPlStXOHLkCF27dpUZa8ImavoMmhurtbB2I4UQQojaGHpZ8/P34es72Hj7nDnl/Yp5eRkkJoaRmppqsmf4oYce4qGHHmqUttaVTqcjPT2dEydO0KlTJyIiIqqdFpqfn8/FixeZP38+L730Eq+++iqbNm0iJiaG1NTUalcyFUIIIeydXq/n119/BaB3794OO+J206ZNlf7/4Ycf4uPjw08//WRciKZjx46Vtlm3bt2fi6tKwlYIIYT5HPNMKYQQokmJiIjA3z+Q7dtfQVH0le5TFD07dswjIKArERERNmph/Wi1WoKCuhMVFUV8fPyfF2zdTU43Aowrl0ZHRzN9+nQGDhzI008/zZgxY1i6dGljNl0IIYSwKEVRyM7OJjs7m6Y02bOgoAAoXzzIlFOnTvHll1+SkJDQmM0SQgjRBEjSVgghhM1pNBpee20xWVnrSU4eR15eBiUlReTlZZCcPI6srPUsWbLIoRYu0Wq1xMbG4uoaQkJCBrNnF5GQkIGrawixsbEmE7ft2rWjRYsW9O3bt9Ltffr0ITc3t8b9zZs3D5VKxRNPPAFAaWkp//rXvwgJCcHNzY3OnTtz//33c/z4ceNjcnJyqq27t3r16oYfBCGEEOJPKpWKbt260a1bN1Qq0+WP7JVOpyMtLY2kpCTS0tKMC84oisKMGTMIDw+nX79+Jh+7YsUK3N3dq61lL4QQQlRHyiMIIYSwCzExMaSkpDB9+kwSE8OMtwcEdCUlJcWhLnZ0Oh3Tp8+kZ88xTJy41ri4mq/vYCZOXEty8jhmzKi6aquzszODBg2qsqBJVlZWjauy/vjjj/zf//0f/fv3N9526dIlfv75Z5577jkGDBjA+fPneeKJJ7j77rvZtWsXAH5+fpw4caLSc/3f//0fCxYs4K677qr36xdCCCGup1arq3RKOgKtVsv06TPJzc0x3ubvH8hrry1my5Yt7Nmzh+3bt1f7+MTERO677z6pqSmEEKLOJGkrhBDCbsTExBAdHW12DVh7lZ6eTm5uDgkJScaErUFp6SV69x7PunVfAHDkyBEyMzPx8vLC39+fJ598kokTJ3LbbbcRFRXFpk2b+OKLL0hLSzO5r4sXL3Lffffx/vvv89JLLxlv9/T05Ouvv6607X//+19uvvlmcnNz8ff3R6PRVKm7t2bNGiZOnEjr1q0RQgghmjPDrJmePceQkJCEj08/8vP3sX37K4wfPx5vb29+/PFHfH19TT4+PT2d3377rdJq7kKIxtWUyrEIx2KJz55Dl0f49ttvGTt2LJ07d0alUrF27dpaH1NSUsKzzz5LQEAALi4udOvWjcTEROs3VgghhFk0Gg2RkZFMmjSJyMhIh0vYAsbRqz4+VadKHj++i3Xrphj/P2PGDEJDQ3n++ecBuOeee1i6dCkLFiwgJCSEDz74gM8//5zw8HCT+5o2bRqjR49m+PDhtbaroKAAlUpFmzZtTN7/008/kZmZKXX3hBBCWIVerzfWb7d318+a8fUdjLNza7p0uQUPDz9atGiJi4sr/v7+1T7HsmXLuPHGGxkwYIDZ+zXnGvfgwYPcfffdeHp64u7uzuDBg2stoyREc+Pk5ASUzz4TwhYMnz3DZ7E+HHqkbXFxMQMGDGDq1KmMHz/erMfExcVx6tQpli1bRvfu3cnPz6esrMzKLRVCCNGcdOrUCYD8/H34+g6udF9gYCQPPPAdiYlhpKamEhkZWeXxDzzwAA888ECV23U6XaVRyMePH+fnn3/mxx9/rLVNV65c4emnnyY+Ph4PDw+T2yxbtow+ffoQFhZm8n4hhBCivnQ6HRs2bABg1KhRdt8pW92smQ0bprF370pGjFjMxo3TWLduHWFhYXh6euLq6mrcrrCwkNWrV7N48eI67be2a9zs7GzCw8NJSEjghRdewNPTk4MHD0r5BSGuo9FoaNOmDfn5+QC0atXK4eppC8ekKAqXLl0iPz+fNm3aNOh859BJ27vuuqtONfc2bdrEtm3b+P33342rewYGBlqpdUIIIZqriIgI/P0D2b79lUo1bQEURc+OHfMICOhKRESE2c9pqqaeWq1m4cKFtV6olZaWcu+996LX63nnnXdMbnP58mVWrlzJc889Z3abhBBCiKaqulkzu3a9C8DGjdMAjInVDz/8kClTphi3++yzz1AUhUmTJtVpv7Vd4z777LOMGjWKBQsWGG8LCgqq0z6EaC4MZcAMiVshGlObNm2qlKKrK5XSRAp8qFQq1qxZw7hx46rd5pFHHiErK4ubbrqJjz/+GDc3N+6++27+85//VOoVvV5JSQklJSXG/xcWFuLn50dBQUG1o5WEEEI0T4bRsOvWreONN96gR4/RhIc/Y6yDt2PHPLKy1tdpcbWKNfUMz/XDD2+zZcvTQHnyVqVSodPpUKlUqNVqSkpK0Gg0lJaWEhcXx++//87WrVvx9vY2uY+PP/6YhIQEjh07Rvv27S12PIRobIWFhXh6ejbrOE2OgbBXpaWlQMOmijaWtLQ0oqKiSEjIqDJrBiAvL6PGWTOWcP01rl6vx9PTk6eeeort27fzyy+/0LVrV2bPnl3jdbAQzZ1OpzP+/gjRGJycnGocYWturObQI23r6vfff2f79u20bNmSNWvWcObMGR555BHOnTtXY13befPm8cILLzRiS4UQQjgiU6Nhs7M3k5W13vj/gICudUrYXl9TzzBqd9CgR+jR4y42bXqMkpLDbNz4JQ8++CC9e/fmX//6V6WE7aFDh0hNTa02YQvlpRHuvvtuSdgKIYSwGkdI1hpYY9aMKdeXPqppAdb8/HwuXrzI/Pnzeemll3j11VfZtGkTMTExpKamMnTo0Aa1RYimSqPR2H1JFiFMceiFyOpKr9ejUqn49NNPufnmmxk1ahRLlixh+fLlXL58udrHzZ49m4KCAuNfXl5eI7ZaCCGEIzCMhnV1DSEhIYPZs4tISMigW7eRADzxxBOkpqaSnX3I7IQtXKupFx7+TKULRhcXdzp06M/tt8/jxIljnD9/Hjc3N7y9venXrx9lZWXExsaya9cuPv30U3Q6HSdPnuTkyZNcvXq10j4OHz7Mt99+y4MPPmiZgyGEEEI4OI1Gw2uvLSYraz3JyePIy8ugpKSIvLwMkpPHkZW1niVLFjUoEaTVagkK6k5UVBTx8fFERUURFNQdrVZrcnvDIm7R0dFMnz6dgQMH8vTTTzNmzBiWLl1a73YIIYSwT81qpG2nTp3o0qULnp6extv69OmDoij88ccf9OjRw+TjXFxccHFxaaxmCiGEcDDVjYb19R3MvfeuIzl5HGvWrGPRorpf3FVXU8/AcLthO4M//viD//3vfwAMHDiw0n3XT+VMTEykS5cu3HHHHXVqmxBCCGEuvV7PoUOHAOjRowdqtf2PH4qJiSElJYXp02eSmHhtkc66zpoxpWLpo4SEJGMZpe3bXyE2NpaUlJQqj2nXrh0tWrSgb9++lW7v06cP27dvr3dbhBBC2Cf7P1Na0JAhQzh+/DgXL1403paVlYVarcbX19eGLRNCCOHIqhsNC6BSqRkyZDZHjx4hPT29zs/dqVMnAPLz95m833B7p06dSEtL4/XXXwfKF9pUFMXk3/W191555RXy8vIc4gJaCCGEY1IUhaysLLKysnCkZVViYmL4/ffDpKamsnLlynrNmrne9Z29vr6DcXZuja/vYCZOXEvPnmOYMWNWlcc5OzszaNAgfvvtt0q3Z2VlERAQUO/2CCGEsE8OfXV28eJFMjMzyczMBODIkSNkZmaSm5sLlJc1uP/++43bx8fH4+3tzdSpUzlw4ADffvstTz75JA888ECNC5EJIYQQNanvaFhzVKyppyj6SvdZsqaeEEIIYU0qlYrAwEACAwNRqVS2bk6daDQaIiMjmTRpEpGRkQ2ujVlTZ29p6SV69x7P0aNHgKrXuE8++STJycm8//77HD58mLfeeosvvviCRx55pEFtEkIIYX8cOmm7a9cuQkNDCQ0NBWDGjBmEhoby/PPPA+UXx4aTG0Dr1q35+uuvuXDhAjfddBP33XcfY8eO5c0337RJ+4UQQjQNdRkNW1eNUVNPCCGEsDa1Wk1ISAghISHNfmZHTZ29x4/vYt26Kcb/X3+Ne88997B06VIWLFhASEgIH3zwAZ9//jnh4eGN0nYhhBCNR6U40twUO1FYWIinpycFBQV4eHjYujlCCCFsTKfTERTUHVfXEJMrTCcnj+PKlX1kZx+qd3JVq9UyffpMcnNzjLcFBHRlyZJFDZqiKURTI3GaHAMh7F1aWhpRUVEkJGTg6zu4yv15eRkkJoZVqUEvhBCiaTA3VpOkbT1IICyaIp1OR3p6OidOnKBTp05ERETIyD0h6qDigiJDhsw2LiiyY8c8srLWN3jBEpDvqRDmkDhNjoEQ9q4xOnuFEELYL3NjtRaN2CYhhJ0yNYLP3z+Q115bLCP4hDCTNVeYNjDU1BNCCCEcjU6nY+PGjQDcddddzToZaSh9FBsbS3LyuGo7e5vzMRJCCCFJWyGavYqjAxMSkowB4/btrxAbG2uxZJMQzUFMTAzR0dEyGlYIIYQwQSZ5XtMYnb1CCCEcm5RHqAeZciaaCpmaJYQQoqmROE2OgbBPiqJQUlICgIuLCyqVysYtsg9S+kgIIZofKY8ghKhVeno6ubk5JCQkVUrYAqhUaoYMmU1iYhjp6ekyJVsIIYQQQtSbSqWiZcuWtm6G3ZHSR0IIIaqjrn0TIURTdeLECQB8fPqZvN9wu2E7IYQQQgghhBBCCGF9krQVohnr1KkTAPn5+0zeb7jdsJ0QQgghhBD1odfryc7OJjs7G71eb+vmCCGEEHZPkrZCNGMRERH4+weyffsrKErl4FlR9OzYMY+AgK5ERETYqIVCCCGEEKIpUBSFAwcOcODAAVmQTAghhDCDJG2FaMY0Gg2vvbaYrKz1JCePIy8vg5KSIvLyMkhOHkdW1nqWLFkkiyEIIYQQQogGUalU+Pn54efnJ4uQCSGEEGaQhciEaOZiYmJISUlh+vSZJCaGGW8PCOhKSkoKMTExNmydEEIIIYRoCtRqNQMHDrR1M4QQQgiHIUlbIQQxMTFER0eTnp7OiRMn6NSpExERETLCVgghhBBCCCGEEMIGJGkrRCPS6XR2mxjVaDRERkbauhlCCCGEEEIIIYQQzZ4kbYVoJFqtlunTZ5Kbm2O8zd8/kNdeWywlCIQQQgghRJOm0+n4+uuvARgxYoTdDFwQQggh7JUsRCZEI9BqtcTGxuLqGkJCQgazZxeRkJCBq2sIsbGxaLVaWzdRCCGEEEIIqyotLaW0tNTWzRBCCCEcgkpRFMXWjXA0hYWFeHp6UlBQgIeHh62bI+ycTqcjKKg7rq4hTJy4FpXqWl+JouhJTh7HlSv7yM4+JCMOhBBCiAaSOE2OgbBPiqJw6dIlAFq1aoVKpbJxi4QQQgjbMDdWk5G2QlhZeno6ubk5hIc/UylhC6BSqRkyZDZHjx4hPT3dRi0UQgghhBDCulQqFW5ubri5uUnCVgghhDCD1LQVwspOnDgBgI9PP5P3G243bCccjz0vMGcP5PgIIYQQQgghhBB1IyNthbCyTp06AZCfv8/k/YbbDdsJx6LVagkK6k5UVBTx8fFERUURFNRd6hT/SY6PEEIIIQD0ej05OTnk5OSg1+tt3RwhhBDC7knSVggri4iIwN8/kO3bX0FRKgeoiqJnx455BAR0JSIiwkYtFPUlC8zVTI6PEEIIIQwURWHv3r3s3bsXWVZFCCGEqJ0sRFYPsriDqCtD8qpnzzEMGTIbH59+5OfvY8eOeWRlrSclJYWYmBhbN1PUgU6no2vXbkBnBg2ahrt7F/z9I1CrNbLAHLIAnxDCdiROk2Mg7JNer+fnn38G4IYbbkCtlvFDQgghmidzYzWpaStEI4iJiSElJYXp02eSmBhmvD0goKskbB3Uyy+/TF5eHnCUvLwMADw9Axk5cjF9+sQwZMhsEhPDSE9PJzIy0qZtbUyG+rVbtmwhNzeHqVM/qXYBvuZ4fIQQQojmSq1Wc9NNN9m6GUJYnaznIISwFEnaCtFIYmJiiI6OlhN4E6DVapk7dy7Qnf79l+HhEUpx8T5yc19h1apY4uJSCAoaATSvBea0Wi3Tp88kNzfHeNvnn9/HnXcuoU+fyh0TsgCfEEIIIYRoakzFw/7+gbz22mIZqCOEqDOZkyJEI9JoNERGRjJp0iQiIyMlYeuAdDod06fPxNf3dmASGk1XNJrWeHgMJjh4Ld7eY9i8eRYnT+4Gms8Cc9fXr42P3wckoFL1YNWqWA4erFy/VhbgE0IIIYQQTYms5yCEsDSpaVsPUidMiOYrLS2NqKgopk7dweef/4CTUweCg+9FpVIBUFCQQWZmGH5+t6JWn2wWNVtN1a/V6/W88cabtGjRHpXqM8rK9vPYY4ek5q8QwuokTpNjIOyTTqdj69atANx+++1y/hdNiqznIISoC3NjNRlpK4QQdWCYzt+xY3/uvHMkZ89msX//ZxQU5FFWVoJO1waAvLwMlixZ1CyCsvT0dHJzcwgPf8YYoKrVau68cyTnzh2mtPQmCgqOcPjwZvLyMkhOHkdW1vpmc3yEEEIIUe7KlStcuXLF1s0QwuJMxcMGhvUcjh49Qnp6uo1aKIRwRFLTVggh6sAwnT8/fx99+gwmLi6OTZs2k5m57M8t8gB44YUXmk3dKkMi21Cn1qBPnz7ExcWxceM6AJKSRgOyAJ8QQgjRHKnVaoYOHWr8txBNSXXxsIGs5yCEqA9J2gq7ICtsCkcRERGBv38g27e/wsSJa+nTpw+9evUiNzeXwsICdu2aiVrdlWeffdbWTW00FRPZvr6DK93Xp08f3NzO8eGH8O9//5thw4bJ91sIIYRohlQqlZTrEE1WTfGw4faK2wkhhDmki1PYnFarJSioO1FRUcTHxxMVFUVQUHcp1C7skkaj4bXXFpOVtZ7k5HHk5WVQWlqMRnOCAwee448/ttr9tH+dTkdaWhpJSUmkpaWh0+ka9HwVE9mKoq90n6Lo+e67VwkI6MrcuXNlAT4hhBBCCNHk1BYP79gxj4CArkRERNiohUIIRyRJW2FTssKmcEQxMTGkpKRw+fJeEhPDmD/fg8TEMK5c2Wf30/6t0UliKpFdUlIk9WuFEEIIYaTX68nLyyMvLw+9Xl/7A5oIS3eWC/sk8bAQwhpUiqIotm6Eo5EVeS1DVtgUjs7RynoYOkl69hxDePgz+Pj0Iz9/H9u3v0JW1voGJ5y1Wi3Tp88kNzfHeFtAQFeWLFlk14lsIUTTInGaHANhn3Q6HRs2bABg1KhRdh0zWYqp2MjfP5DXXlsssVETJfGwEMIc5sZqkrStBwmELSMtLY2oqCgSEjJM1v3Jy8sgMTGM1NRUIiMjG7+BQjQhjdVJ4miJbCFE0yNxmhwDYZ/0ej0//vgjAIMGDWryi5FZu7Nc2C+Jh4UQtTE3VpOFyITNNKUVNuXELOxdeno6ubk5JCQkVUrYAqhUaoYMmU1iYhjp6ekN6iTRaDTSySKEEEKIKtRqNbfccoutm9EodDod06fPpGfPMZU6y319BzNx4lqSk8cxY8YsoqOj5ZqhCZJ4WAhhKU27e1PYtYorbJriKCtsykJqwhE0pU4SIYQQQgh7ZugsDw9/ptrO8qNHj5Cenm6jFgohhHAEkrQVNtMUVtiUhdSEo2gqnSRCCCGEEPZOOsuFEEJYgiRthc04+gqb10978vUdjLNza+O0p549xzBjxixZIVbYhabQSSKEEEIIx6XT6di6dStbt25t8vGxdJYLIYSwBEnaCpuKiYkhJSWFy5f3kpgYxvz5HiQmhnHlyj67L84v056EI3H0ThJRO51OR1paGklJSaSlpTX5C2IhhBCOp7i4mOLiYls3w+qks1wIIYQlyEJkwuZiYmKIjo52uIW8ZNqTcCQ6nQ4vLy8ef/xxVq5MIjExzHhfQEBXu+8kETXTarVMnz6T3Nwc423+/oG89tpieV+FEELYBbVazZAhQ4z/dhT1WXDY0FkeGxtLcvI4hgyZjY9PP/Lz97FjxzyystaTkpJi99c7QgghbMuhk7bffvstCxcu5KeffuLEiROsWbOGcePGmfXYHTt2MHToUPr160dmZqZV2ylq54grbFac9uTrO7jK/dae9lSfAFI0T6YSej4+nYiPn0h0dLR8dhycobZ2z55jSEhIMl4Ubt/+CrGxsZKQF0IIYRdUKhVeXl62bkadNKRT1DCjcPr0mdJZLoQQol5UiqIotm5EfW3cuJEdO3Zwww03MH78eLOTtgUFBdxwww10796dU6dO1TlpW1hYiKenJwUFBXh4eNSv8cLh6XQ6goK64+oawsSJayuVSFAUPcnJ47hyZR/Z2YcsnhCTUXXCXBUTeuHhz1RK6BlGechnxnHZ8ndICHslcZocAyEswVIxlAy0EEIIcT1zYzWHTtpWpFKpzE7a3nvvvfTo0QONRsPatWtrTdqWlJRQUlJi/H9hYSF+fn4SCItKwVx1054snRCTJJwwlyT0mr60tDSioqJISMgwOeI/Ly+DxMQwUlNTHW42gxD1JQlLOQbCPimKYiwb1qlTJ1QqlY1bVD2JoYQQQliTubGa4xQTspAPP/yQ7Oxs5syZY/Zj5s2bh6enp/HPz8/Pii0UjqSxF1LT6XRMnz6Tnj3HMHHiWnx9B+Ps3Bpf38FMnLiWnj3HMGPGLFmASACyWF5zILW1hRBCOAq9Xs9PP/3ETz/9hF6vr/0BNiQxlBBCCHvg0DVt6+rQoUM8/fTTpKen06KF+S999uzZzJgxw/h/w0hbIaBxF1IzBJAJCUnVBpCJiWGkp6fLqDphtYSeTPOzH7aurS1EbeT3QghRkbe3t62bYBbpFBVCCGEPmk3SVqfTER8fzwsvvEDPnj3r9FgXFxdcXFys1DLRFDTWQmoSQIq6sEZCzxHrKTflpFFERAT+/oFs3/6KyembO3bMIyCgKxERETZspWiuHPH3wl7MmzcPrVbLr7/+iqurK2FhYbz66qv06tXL1k0Tot40Gg1hYWG1b2gHpFNUCCGEPWg25RGKiorYtWsXjz76KC1atKBFixa8+OKL7N69mxYtWrB161ZbN1GIWlUMIE2RAFJUVDGhpyiVpyHWJ6FnqKfs6hpCQkIGs2cXkZCQgatrCLGxsWi12nq3VafTkZaWRlJSEmlpaRYr8aHVagkK6k5UVBTx8fFERUURFNS9QW21JxqNhtdeW0xW1nqSk8eRl5dBSUkReXkZJCePIytrPUuWLGoySWrhOKz5e9EcbNu2jWnTprFz506+/vprysrKuOOOOyguLrZ104RoFiwdQwkhhBD10WwWItPr9Rw4cKDSbe+88w5bt24lJSWFrl274ubmZta+HG1xh6Y8yqy5kUURRF1dv1heu3Z92Lv3UzIzEzlx4mdWrVrFhAkTan0ea372rDUarzkt2mfqGAYEdGXJkkVN5jUKx2Hrc5WjxWnmOH36ND4+Pmzbto3bbrut1u2b4jEQorHZYsFhS5BrPyGEsH/mxmoOnbS9ePEihw8fBiA0NJQlS5YQFRWFl5cX/v7+zJ49m2PHjvHRRx+ZfPzcuXNZu3YtmZmZddqvIwXCMjWx6XHUAFLYTuXfATVwbcSIub8HaWlpREVFkZCQYXKaYF5eBomJYaSmptapVIi1Equ2ThrZglykCXthrd8LczlSnGauw4cP06NHD/bu3Uu/flVLJJWUlFBSUmL8v2H9haZ0DITj0+l0bN++HYDw8HCHOEeZupbq0KEj//3vm2Z1ejc2ufYTQgjHYG686tDlEXbt2kVoaCihoaEAzJgxg9DQUJ5//nmgvK5nbm6uLZtoUzI1sWmKiYkhJSWFy5f3kpgYxvz5HiQmhnHlyj5J2No5a5UAqE1MTAyLFy9EpVLRqVMEo0Zp+de/Cur0e2CNeso6nY7p02fSs+cYJk5ci6/vYJydW+PrO5iJE9fSs+cYZsyYVa/j1BxXfTbU1p40aRKRkZEOcTEsmiapv25ZiqIwY8YMwsPDTSZsobwGrqenp/FPFswV9qqwsJDCwkJbN8NshhjKx+da6bFTp04ya9ZTdnctJdd+QgjR9Dj0SFtbcYQRHM1xlFlzI6PqHEt1Ix8WL15Iu3btrPo+WuL3wBoj56w5Gi8pKYn4+Hhmzy7C2bl1lftLSoqYP9+DlStXMmnSpDo9txCiZjLS1rKmTZvGl19+yfbt2/H19TW5jYy0FY5AURTOnDkDQLt27VCpVDZuUe0cpdSSXPsJIYRjaRYjbUX1muMos+ZGRtVVz1YjWqtT3ciHsrJAJkyYYPVFsizxe2CNBTmsORrPnhbts7fPoxDWJgv4WM4///lP/ve//5GamlptwhbAxcUFDw+PSn9C2BuVSkX79u1p3769QyRsrTkjyNLk2k8IIZomSdo2UTI1UTRXWq2WoKDuVk+Emqu6gL+oyJPjx2/DySmU1q07869/XbDaFDZL/B5oNBpee20xWVnrSU4eR15eBiUlReTlZZCcPI6srPUsWbKoTp0H1kys2kvSyN4+j0I0Bmv8XjQ3iqLw6KOPotVq2bp1K127drV1k4RodhwpESrXfkIIS5DBJvZHkrZNlD2NMhPC0qo7mdhjLS9TAb9er2fTps14e/cmOPgtLl48zsmTv1ht5Ialfg8sXU/ZmolVe0ga2ePnUYjGIvXXG2batGl88sknrFy5End3d06ePMnJkye5fPmyrZsmRL0pisKpU6c4deoUjlChz5ESoXLtJ4RoKBlsYp+kpm09OEKtNKlrJJqq6mrDLlq0gFmznrK7z7yp2qo5OTmsWLGc0NAHadXKkx07PIiJWUlISHltVUO9x2+++QaNRtPgereW/j2wZD3lirXihgyZbawVt2PHPIvUijP1eQkI6MqSJYusmjSS32Ahytmi/rojxGm1qW7q+IcffsiUKVNqfXxTOAai6dHpdGzYsAGAUaNG2f35r2J97s6dbyY3N5eioiLc3d3x9/fn2LHvrVqfuy4k7hBCNISj1O9uSsyN1SRpWw+OEghbOxkiRGOr6WTy229fANhs4ZvqmFqQZ+/evWi1nxMe/gwXL/5EZmYYkyenEhhY3i7DIlne3u05e/a08bn8/QN57bXF9fre2vPvgbUTq7ZIGtl6ISZ7JosoCmtzlDjNmuQYCHuk0+n47rvvAAgLC7P7335DIrSsLJCiorEUFRUa73N398Dd/QucnI7aTSLUnmM9IYT9kk4f2zA3VmvRiG0SjcwwNXH69JkkJoYZbw8I6ConbeFwrq8NaziZGEoKvP/+IE6c+Jl27fqafLytprBVLAFgaLe7uzsAFy+eJC9vHp6eXfH3v1YC4Icf3gKgVav+jBv3UqXkdGxsbL2+v/b8exATE0N0dLTVEnmGRftMsVYC0dwplVu2bGlWycvqRsrXtzPCkiSZLIQQ1qXRaBxqAUKNRsPEiRNYuHAhTk4F9Ow5By+vcM6d286RIy9QVPQLTz75pN2cK+w51hNC2C9DOb+EhKRq63cnJoaRnp7e7Aab2ANJ2jZx1k6GCNFYajuZDBz4ACdO/MzevVsYNOieKo+3VS0vQ23V2NhYkpPHMWTIbDp06EurVhfYv38cpaWZxMWloFaXfyd1ulK+/fZlWrQIZvLkTWg05T/ThuR0cvI4ZsyYRXR0dJ2/x/b8e1BTYtVarJlArFhbztRI2x9+WA/ASy+9ZPF926uKI4ASEpIs0hlhybbZazJZCCGEbeh0OpKTV9O5800UF58hK2uc8T5Pz664ud3EqlUpzJs3zy5iKbDvWE8IYZ8cqX53cyTlEepBppwJ0fhM1Yat6PLlCyxY4E2nThH87W9b7W5ah6mkEKjp3PkG7rzzTWMC6+uvZ5KXl8GwYUmEh99b5XnMmVYvIwZrZ+26TTVNMzpwYD+rV8fQosUx/vrXzXTsOKDJ14yy52lXUsOr6ZE4TY6BEJZQuabtIHJz0ykqOoG7eyf8/SM4duwHi65BIIQQtiBl3WxDatpakQTCQjQ+c08mKpXKbmt5XZ9MPX36NLNmPVUpkduuXXvOnDldbXLaUO925cqVTJo0qcr9MmKwdo2VQDRVW+7UqT18/PFDlJUdYMKE1fTtG2uVfdsbew0G7TmZLOpP4jQ5BsI+6XQ6du7cCcDgwYPt/ne1tgED19YgaMfZs2eMt1sr7pJOeSGENUg8bBvmxmrqau8RQgg7UrE2rKLoK92nKHp27JhHQEBXVq1axeXLe0lMDGP+fA8SE8O4cmWfzRO2cK0EwKRJk4iMjGTChAn8/vthUlNTWblyJampqXz2WRJwrZzD9Woq82BIErq6hpCQkMHs2UUkJGTg6hpCbGwsWq3Wei/OgRhKbYSHP1Nt3aajR4+Qnp7eoP0YastV/Dx++GE4ZWW/MmzYvEoJW0vv29J0Oh1paWkkJSWRlpaGTqer0+PtddpVY30WhBBClDt37hznzp2zdTPMUrHUkSmGUketWvWwetyl1WoJCupOVFQU8fHxREVFERTUXWI7IUSDGcr5ZWWtJzl5HHl5GZSUFJGXl0Fy8jiystazZMkiSdjaiNS0FUI4BFO1YasbSXvPPfc4zEiE62u56nS6KguXGVRMTl+/kEdtC7U1pBZuU3N9AlGv11Wa8tihw8BK2zXE9bXlDhw4wEsvvcTNNz9qcnt7rBllidHbtdX4tVXNaXtNJgshRFOkVqsZNGiQ8d/2ztRisgY6XRnffvsSLVq4MXnyNjQaJ8A6cZc914QXQjQNspCh/ZKkrRDCYZh7MrHFolaWYm5y+voLgMZc9dPRp+dVTCAWFR1n8+aZFBTkGO93c+tUabuGqvh5TEtL46WXXrK75GV1LHWhWNOFb02dEdbW0GSyo38XhBCiMalUKjp27GjrZpitppjs66+fo6zsAMOGzTMmbA0sGXdJp7wQorHIQob2SWra1oPUCRPCtppDosTU6MaAgK4sWbLIZJLM3Lpr1dXCbUi7HK1mrqFuU1lZO44f/wlv7zH4+z+Dm1s/Ll7cy/790ygt/YXVq1cTGxtb+xPWY98NrRnVGN8BS9e3MlXj19Y1pxvyGpvCd6GpkjhNjoEQlmTq975dOx/OnMmvFHdVnLnj4uJJUtLoesVdFc/xp06dYvr06XZXE14IIUTDmBuryUhbIYTDceSRtOaqa09nY0w/byrT8zQaDYsWLSAu7l6cnAbi6/tfWrXqyMWL+eTl5VBaOpbOnT2ZNesp7rnnHosmQ+s7krqixkoWWnr0tj1Ou6rv+9FUvgtCCNGYFEUx1rP18vJCpVLZuEXmMRWT6XQ6hg8fboy7Dh7UVpm5A2oOHTpUp32ZOscDnDvXAl/fqttLGR8hhGjaZKRtPcjoBSGEvbH2qp9NbVXRtLQ0oqKiaNXqcS5damO83dOzLSNH3kHr1hesOnKlriOpKz7OkCwMD3+mUrLQ0qNVrTV62x5Hytfl/Whq34WmSOI0OQbCPul0OjZs2ADAqFGjHO43suL5y8fHh6lTE2jVqj/9+9/P6tVxxpk7rVoFs3fva1y6tAqd7oDZ52ZT5/jduz9iw4ZpQAJxcTPp06dPpcfISFshhHBMMtJWCCGaEUuM4KxJY9bMbQyGESn//OeLnDx5jqKiItzd3fH390etVlNSUlRpO0urT82oxq5rZ63R2/Y4Ur4u70dT+y4IIURjcnd3t3UT6qW6Egl5eV+Qnb0VD49h9OqVzKVLZ/j11/UUFipMmJDMnj2zzTo3V3eOv/HGh9mxYyGXLv3Mpk2b6NWrl3ERN1vUhLfHjlchhGjKJGkrHIoECqI5qO/n3JrTzw3JS8M0vOs52vQ8Q6LxzJkDBAbaZkGwuiYvGztZaK+Lh1mLue9HU/suCCFEY7HHTjtz1FQS58yZLygrK6awMIDvvnsV0OPmdo7BgwNp1eo0t976FMuXR9R6bq7uHK9Waxg5cjGrVsVSWnqRXbsCGDBghMU65et6HKSWuxBCNC517ZsIYR+0Wi1BQd2JiooiPj6eqKgogoK6o9Vqbd00ISymoZ/zmJgYfv/9MKmpqaxcuZLU1FSysw81OJiuOOrSlMZIclpSxYSkougr3WevCcnGThYaRm9nZa0nOXkceXkZlJQUkZeXQXLyOLKy1rNkyaJm13HW1L4LQgghqnf9CFhf38E4O7c2znLp1OkGAO6993FuucUTN7cPKS5+m507n2TFiii02r8AtZ+bazrH9+kTwz33fAxks3HjeObP9yAxMYwrV/Y1Wg11Q+La1TWEhIQMZs8uIiEhA1fXEGJjY+V6TAghrESStsIhSKAgmgNLfc4NI1kmTZpEZGSkRZJqjpjkrIkjJiRtkSw0jN6+fHkviYlhNrlQvJ5OpyMtLY2kpCTS0tLQ6XSNuv+m9l0QQghRPcMI2PDwZ0zOchk48AEAsrI+4fvvZ9KyZSihoRmEhxcRGpoB9ACodUGy2s7xbdsGAXpee+21Kp3y1j4v1pa47tlzDDNmzGr087EQQjQHshBZPcjiDo1LFn0R9sKa5Tkc4XNecXpgdTVzHW16XH0XBLteY5RuseVnxF5K09jL1Mym+F1oSiROk2Mg7JNOp+PHH38EYNCgQQ4Rt9e2KOflyxdYsMALtbolbdsOIzh4nfH8rCgK+/atpLBwHl26XKrx/Fzfc3xjnBcNi7cmJGSYrHEvi6EJIUTdmRuryUhbYfdq6+EeMmQ2R48eIT09vVHbZevRXqJxWbs8h71+ziuyx1GXDWWJchKNVbrFlqODrTF6u65qG4m+evXqRvtNborfBSGEaAynT5/m9OnTtm6G2WobAXvmzEFAQa+/TGnpIAoLj1FWVkJBQR7793/GuXOHue22Z2uN4epzjm+smYhSy10IIWxHFiITds8eAwV7Ge0lGkdNC1DExsZaJEljj59zU2JiYoiOjraLUZeW0pCFURrjs1GRNRebs2fVraptmJr5wQe3MGnSX9DprhofY+3f5Kb4XRBCCGtSq9XccMMNxn87AnMW5WzXrj1nzpxGUVzIzFxmvN/Tsy1xcXEEBfmydWvtMVxdzvG1nReTk8cxY8YsoqOjG3xeqpi4NjXSVmq5i8ZgL7O+hGhsUh6hHmTKWeOytyk5FZM04eHPVErS1HdarJyE7FdjTUm3t8+5qJ2UK2g8NX0/Dh7UsmpVLNCdUaNeNa6q3ZDfZOHYJE6TYyCEJdVWEmfu3LnMmTOHqVN3oNd3pqioCHd3d/z9/VGr1XWO4cw5xzdm3OgIJbxE0yYDpkRTZG6sJknbepBAuHHZU6BgjbbISci+NVZQbE+fc2Ge5ppot0XC+Pqagnq9jtzcdAoLj/HVVzNxdr6R8+dvIiYmlpCQEEC+N82ZxGlyDISwtJpq4EdHRzd6DFdbrd2SkiLmz/dg5cqVTJo0qcH7k1ruwlasMWBKCHsgNW2FXWlI/Vd7WuXd0nVHG6sWlai/xipbUNPn/LPPovntty+4557yqdhSP9k+OEpJC0tqrPq916s4NfPgQS1vvtmdFSuiWLPmLxQXn6Ko6CfgV9zd3Y2PsZda0EIIIcopisKFCxe4cOECjjZuqKYa+HW5VtHpdGzZsoXnnnuO5557ji1bttQrrqut1q6lSxZILXdhC9eXAfH1HYyzc2tjGZCePccwY8YsuTYSTZrUtBVWZ4mRpPZSx9GSSZrGrEUl6q9iUNy5883k5uZWmvZmyaC4us+5RuMMwOuvv87rr78uI7HtRHOr8dbY9XsrMtQU3Ljxnxw//hPe3mMIDU2iuFhFVtb76PWHgNUUF08AAo2Pa4qJcyGEcFR6vd7YiTZq1CiHi29rqoFvzrWKVqvl4Yf/wZkz+cb7X3rpFdq18+a995bW6RxqTq3dgICuRERE1P2FVkNqudtWcyuNBdcGTCUkJFU7YCoxMYz09PQmNatNiIqkPEI9yJQz81l6OoOtT1aWnA7dXKdWOxpD2YKyskCKisZSVFRovM/d3QN39y9wcjpq0Slvhs/5unXreOONN+jRYzQREc863HQgW39fra05lbSwh9e6evVq4uLuxclpAH37rqF1646cOrWbw4c3AANxd1+KWp3FY48dQq0ub4P8jjZPEqfJMRD2SafTkZqaCkBUVJTDnxtNqS72MVwTKUoPPDzuIzBwIpDP0aMvUlDwDQCff/55neI6KVnQfDTXcnqNXQZEiMYkNW2tSAJh89jDRb6lWfI1yUnIcTz11FMsXLgQJ6dQunadg5dXOOfObefIkRcoLf2FJ598kgULFlh0n47+/WmKwaWpC7F169bVeMGUnJxM+/btHT5xbQ+dTIY2tGr1OJcutTHerlJpcHPzo3v3nmRmDmHy5FQCAyMd4nsirEPiNDkGQtgTQ0x3/HgrPDyeoV+/eFQqFVAe0+3fH01BQSqdO7fn998P1+l8VVOtXUeNt0Rlzbmmqz3En0JYi7mxmpRHEFbTFKczGGpWxcbGkpw8rtpebXOCreY2tdpR6XQ6kpNX07nzTRQXnyEra5zxPk/Prri53cSqVSnMmzfPokkhR/7+2HIavbXUlISubjrkrFmzmDXrqSaRuLaH+r2G5/7nP1/k5MlzxjIlly5dYvXq1eTm6gE4f/53NBqXOv8mCyGEEOaqy2wiQ0wHCQQEDDUmbKE8pvPze4azZ9eTm1tc57hOShbUzpFnfjX3cnq2KANSV478+RKOQZK2wmrs4SLfGixVX9cRTkKicvK0c+dB5OamU1R0Anf3Tvj7R3Ds2A9WSZ466venKQaX5iShf//9cKWA7cyZM8TFxTWZxLU9dDIZnvvMmQMEBlZuQ1xcHOvXvwfA//6XADR+zXMhhBDNQ11nE12L1Xxwc/Opcr+bWz8T25qvplq7zZ2jz/xy5EEclmDJAVPW4OifL+EYLJK0NayEKURF9nCRby2W6NW295OQKFcxeapWawgMjKx0v7WSp476/akYXCoKHD2aU2nhtpqCS3vsqa5LEtrwegzTIJtS4toeOplqakPv3r3IzMymoKATixcvpEuXLnbx+RFCCHGNXq/np59+AuDGG29ErVbX8gjbuz42qU+n7LVYLZ/i4nw8PHwr3V9cvM/EtqKhmsLML0cdxGFJ9rIg+fWawudLOAaL1LRVq9Xo9XpLtMchSJ0w8zh6Tc7GIrWo7Ju5tZS++eYbNBqNxRKO9vT9qUsy1VCr+Z57fmTLlu0UFl4w3ufh0YZhw8JZs2ZQlVrN9tpTXZ9aWk21/pY9LHhiD20Q9k/iNDkGwj7pdDo2bNgAwKhRo+w+/jcVm2g0TnToMIQHH9xidmxWW03bffuiKSjYQps2biQnf0ZkZKTdHxt7Z09xdEM01ZiyPuxpcEdT+XwJ2zI3VrNI92bFujxCGBhGkpYvxjOOvLwMSkqKyMvLIDl5HFlZ61myZFGz/yGLiYnh998Pk5qaysqVK0lNTSU7+5AkHuxExdF9ilK5c8owwrB9ex8eeOBBoqKiiI+PJyoqiqCg7mi12nrv11rfH51OR1paGklJSaSlpdU6S0Kr1RIU1N3s12YYIbJmzVKcnDoQGvog4eHPEBr6IE5OHVizZmml7Qz7iI2NxdU1hISEDGbPLiIhIQNX1xBiY2MbdBwbqj4jHJrqqAjDSIfLl/eSmBjG/PkeJCaGceXKvkZLltpDG4QQQtSPSqViwIABDBgwwO6vH03FJqNGvY1OV8rx49349dffKm1vmKp+9OgR0tPTK91niOl0uoOcO/cimZkvcu7cQc6d28auXRGcO7cene4yZ8+eYfjw4Q2OIcW1mV/h4c9UW1bA1Htlb8y5Dmku5fQMZUAmTZpk846NpvL5Eo5BatoKq7LX6Qz2RmpR2a/aylj89tsXqFQqq0yNsfT3p66jWesz7ScsLAyNxgm1+mf69n0Ptbo8oPLw8KVv3zh27lyIXu9MWFj567H3Grj1KVPhqKUtzGEPC57YQxuEEELUnVqtxt/f39bNqFV1sUnLlm0B8PIawubNX9GrV69KJR5q6pQ1xHQPP/wPzpyZy969c/+8R41a7UdU1AJuvnmMTK+2kKbSgS7l9OxTU/l8CcdgkfIIza2mrUw5qzt7ms4gRH1Ul/C8dOkS3t63WHVqjCW+PxUTsOHhz1RKwJqaVl7faT+GaVygwtt7DH5+s3Fz60dx8T7y8uZx9ux6QDFO47L3aV/1OQ4yZUoI25I4TY6BEA1RXWySk5PGihVR9OixlkOHfmHy5CkEBgYa778+ZjEVvxmef+vWrbz11tt4eNzIlCmb0WiujaWSWKHh7D2+rCspp2dfmtrnS9iGubGaVUbadu3atV5TXp544gkee+wxK7RI2JqMJBWOztTovqtXrzJy5Ej69buJo0e/xd8/wjiy1JIrujb0+1Of0az1Xa3W0KMcE/MxW7b8m8zMayOEPT27cs89H7NmzV+M21mqp7q2xHZ9E9/1GeEgoyKEEEKIqhRF4eLFiwC0bt3abkskXB+b6PV6cnNzKSxsg5ubL2fOvA/cSFFRkfEx109Vr212k0aj4ZVXXmHChJcrJWzBsjFkc2UPC6hakswysi9N7fMl7JtVkrbLly+v1+Mq9lSa49tvv2XhwoX89NNPnDhxgjVr1jBu3Lhqt9dqtbz77rtkZmZSUlJCcHAwc+fOZeTIkfVqrxCi+dHpdBw4cIDPP/+cr776GoC0tDkAeHoGMnLkYvr0Ke/xtpepMfVJwNY3mWqY8t+2bTcee+wwubnpFBWdwN29E/7+ERw79kOl7SxRSqC2C6OGLnJWnzIVUhpGCCGEqEyv15OWlgbY90JkFWOToiJPNm3aXGFh1TCKi1cDWVy+PICSksAqnbLr1q2rtbxUSUkJINOrraUpdqDLICj70RQ/X8J+WSVpO3ToUGs8bRXFxcUMGDCAqVOnMn78+Fq3//bbbxkxYgSvvPIKbdq04cMPP2Ts2LF8//33hIaGNkKLhRCOSqvV/lmHLL/CrWrAlYCAV/HyGkRu7iusWhVLXFwKffrE2E3t0vokYOubTL2+5zkwMNJ4n6me54b2VNdWd3fWrFksWrSowTWH6zPCQUZFCCGEEJU5Ozvbugm1MsQmGzfO5vjx2/D27k1oaCxubj5cvHiSvXt/RKfLZuPG8WzcWP4YQ6dsdHQ0QUHdK81u0ut1lJVdITh4IpcunfmzQ/cDoGnWv7cX0oEurEk+X6KxNJmatiqVqtaRtqYEBwczceJEnn/+ebMfI3XChKisqdcsNiQGFaUHHh7xFBf3R6MpBD7h6tVvAOjbN4V27e5h//5xlJXt45///I3Vq8fbpB7Z9e+HTqdj+PDhdaq71JC6rBUTqdX1PFcMZOq6fcXXWVMbP/ssmuzsr+jW7Q7uvXed1JYVopmQOE2OgRANlZKSwoQJE3ByCiU4+C3c3EIq1edXqTqjKMeB8ktpP78AXn99CV5eXpVqXR48qGXz5pkUFORUeHYV48fHkJ7+HW3a3CgxipU19esUYVvy+RL1ZdOathVNnjyZyMhIpk6dCsDRo0c5cOAAYWFheHp6Wnv3NdLr9RQVFeHl5VXjdiUlJcYpLFB+cIUQ5Ro69dzeGerBajR98PB4Bl/fUezZs5v27Yfh7PxXTp4cw9WraRw8+A/697+Rzp1nsndvJCtWDOWPP3Y2+tSY6t6Pdu3a12k0a0Om/dS157m+PdW1lX3o1u1OsrLW07btzezbl2ws0aBWa6RenBBCCCGq1a5dOwCcnU+SmTnEeLuLSzvgFlxde3Hp0gri4zfg6trWOIPn8ccfB8pnMR08qGXVqli8vccQGprE5cvZZGc/SWnpCT7//HMA8vPX88EHw7jzzlccZnq1oyWppKyAsCb5fAlrs3rSdvPmzfz9738H4Pz589xwww1cunQJLy8vtm7dSq9evazdhGotXryY4uJi4uLiatxu3rx5vPDCC43UKiEcR21T05vC1BBDYhASCAgYyuXLVwFwcnJDpVLj5fUcJ09uRFEus3v3XKB8Gtvly4cb/fXX9H7k5a3nzJkv6pSAbci0n7qWBqhPKYHayj6cPn0AUPP999dmUlSsOyz14oQQQghhiiE2ePTRg5w8+Qu//rqOffs+o7j4JHCGS5d2Amqys7/izjtfMy7smpT0GQAnT+5m8+aZeHuPITh4LWfOrOXXX/+Ki8tI4Fnc3Z3Q6w/i4ZHO8ePfOsz06qY+WEMIIeyN1ZO2BQUF+Pr6ArBq1So6d+7MTz/9xLPPPsvs2bPRarXWboJJSUlJzJ07l3Xr1uHj41PjtrNnz2bGjBnG/xcWFuLn52ftJgph1wwjUCvW7ALw9R1sDFxnzJhFdHS0Xfe+1+ZaQs8HNzcf9PpLAJSWFuPi4oGT07WEYUTEDajVXmzbBp99lsSwYcMarZ3mvB/nzv3ApUt76nRh0JC6rHXtea7r9jXV3T14UMuuXe8C3fH1fZHAwDEUF++rVHe4devKi6EJIYQQwnr0ej2ZmZkADBw4ELVaXfMDbMgQG5w5c5DLl8/x/fdv4OExEhiLj884Skt/5Pz5J/n++9dxdW2Ll1cPgoJGsnHjF/j4dOKbb56koCCH0NAkQCE7eyaurmNQlP/g4nKZbt06k5l5nPHjV7Fz5+MUFOxi8eJFdOnSxW5HrjaHwRpCCGFvrJ609fPz48iRI/j5+aHVapk8eTLOzs787W9/q3ZhGWtLTk4mISGB1atXM3z48Fq3d3FxwcXFpRFaJoTjqG1qelOZen4toZdPcXE+np5dcHZuSUHBUdq370dp6T7jtl279uP7718nIKBro79mc9+Pb775Bo1GYzIBW910N3ud9lPdImZ6vY7Nm2fi5DSQ0tJoLl3So1a74eExmODgtezfP47Nm2fRoUNwjYucCSGEEMJyFEXh2LFjAAwYMMDGramZIcZIT3+ZU6f24e09hnbt3qOw8DdcXHwoKrpEixZD0OuPk5Y2p8Ij1dx8842sX78egLKyNpw7t4WSkhxcXP5DScl5+vYNxs2tvH7hxYvFhIc/Q2JiGF26dLHLeAuaz2ANIYSwN1bv3pwyZQqPPvoos2fPZuvWrcaFwnQ6HRcvXrT27qtISkpiypQprFy5ktGjRzf6/oVoKmqbmt5Upp4bgvYWLTI4enQbAN27d+Py5bPk5+/h3LkXUavdcHPrxM6dr5GVtZ4lSxY1esBq7vuRn59PZGQkkyZNIjIy0thOrVZLUFB3oqKiiI+PJyoqiqCg7jabDWEOQ93drKz1JCePIy8vg8uXL7B58wwKCnIoLb2BW2+9lXPnDrF//2cUFOSh05Xi5fUABQVHbPZeCSGEEM2RSqUiODiY4OBgVCqVrZtTo4oxRkFBDk5Od3L16kngAvn5K7l8eS1lZStQq28CEggO3kOPHmuBbnz55ZdMnDgRgL17F7Fv33sAKEpn+vYNpn379hQX5wPg7u7uEDGzYXBAePgz1Q4OOHr0COnp6TZqoRBCNE1WT9rOnj2biRMn8t133zF//ny6d+8OwI8//oi/v3+DnvvixYtkZmYap9kcOXKEzMxMcnNzjfu+//77jdsnJSVx//33s3jxYgYPHszJkyc5efIkBQUFDWqHEM1Rxanpphhud/Sp54agXac7yLlzL5KZ+SIazRkCAgopKXmYq1c3odcXU1x8gpKS/TabGtaQ98Mw3c3VNYSEhAxmzy4iISEDV9cQYmNj7Tpxa6i7e/nyXhITw1iwwJsffnjzz3t92L+/fOHL0tJTZGYuY8eOeRw69D0ATzzxhEzjE0JUa9OmTWzfvt34/7fffpuBAwcSHx/P+fPnbdgyIRyTWq0mKCiIoKAguy6NUJG7e/mI2JMn/+DIkXXAbkpKfge+AQZTVvYM4Mtvv23kxIlTeHj8gx49RrNz5w/4+QXg55dDePhdAPTt60r79u1RFIW8vO14erbF39/fIWLm5jJYQwgh7I1KURSloU+i0WjQ6XTG/0dHRzNw4EDjX9euXas8ZuHChVy5coXnnnuu3vtNS0sjKiqqyu2TJ09m+fLlTJkyhZycHNLS0gCIjIxk27Zt1W5vrsLCQjw9PSkoKMDDw6O+zRfCoel0OoKCuuPqGlJpmhSAouhJTh7HlSv7yM4+1CRGMmq1Wh5++B+cOZNf4VY1np4eTJ06hejoaJvWIKvv+9FU3seUlBTi4uLo2PE2/P2H8f33z9Oz5zrOni3m7NksYmNjcXNzo6ioiMuXD7Fx4/gaS0UI23G0VamF/bFUnBYSEsKrr77KqFGj2Lt3L4MGDWLGjBls3bqVPn368OGHH1qw1ZYlsaoQDWPo0Pb1HUxeXgZBQV+i0/ly4sROrl79DliBs/NGNJpeXL68ApXKC0U5R1jYEHr3bk1iYhgvvPACc+fOpUeP0Rw79hMuLjfg5/c2f/zxHWfPZhEXF0fv3r0cItYyXHcnJGRUWUcAIC8vg8TEMFJTU+22xIMQQtgTc2M1qyRtZ82aRWZmJrt37+bs2bN4eHgwYMCASoncfv364eTk1NBd24QEwkKUq7ggwZAhs40LEuzYMY+srPVNbkECnU5HWlpapY6giiUGbK0+70dTCMKvTzwrisKbb3anRYsQ+vZdw4EDqygry+exx/6JSoVxUbaWLVuSl3fU+DzmrH5sKqEISJLRDOYkY2VVamEJlorTWrduzb59+wgMDGTu3Lns27ePlJQUfv75Z0aNGsXJkyct2GrLklhV2CNFUbh8+TIArq6udlsioWJcMWHC5/z3vz3RaPrRpcsTHDiwHZ3ue2AjsAf4ATiDs3MEzs5ZaDQFPPzwFBYsaMPKlStxcXHhiSdmVIg3uuDicjchIcNp3x6ysz/k0KEv7T5mbiqd/EIIYS/MjdWsshDZokWLjP/+448/jCUMMjMz+fLLLzly5AgtWrSgT58+xtIGQgjHY5iaPn36TBITw4y3BwR0tfvgsz40Gg3Dhg1j2LBhtm6KSbW9H9HR0aSlpVVKmjWF6W6GOmtTp37K0aO5FBUVERr6L9LSHuHAgXG0bDmOY8dO8tVXyzh//n8cOvQliqLQq9dYEhI+M3v1Y1MJxXbtfLh6tYTCwmtldkwlGZv76FFzkrGyKrWwN87Ozly6dAmAb775xlhyy8vLi8LCQls2TQiHpNfr2bJlCwCjRo2y2/NgxcVdNRongoMn8N13izl3bn2l7VSqFSiKOx06DKZt29aUlfXl8OEN7N1b/ho7derEuXPnrktOH6Ok5D127XoXAI3GmVmzZpmM0ezp+BjKhcXGxpKcPK7awQH21GYhhGgKrDLStjYXL17kl19+Yc+ePUybNq2hu290MnpBiMqae0LK3ph6P9atW2cyaZaQMJU5c+Y49EjbpKQk4uPjcXefT1HRZePtzs7fUlq6HUUpNd6m0TjRqpUrnTsPrdNIkYoJxfDwZ/Dx6cf69Yns3fs2kGXczs2tE56eXThx4idjkrG5jx41dewMyVjDRV50dLSM4BEWY6k47e677+bq1asMGTKE//znPxw5coQuXbrw1Vdf8eijj5KVlVX7k9iIxKrCHul0OjZv3gzAyJEj7fb33BBXzJ5dRHb2V6xaFYu7+1AuXeqPTucGnAQ+BQJQqSZXijNAoW3bzXh45LNo0QLi4uLo2XMMzs7D2bv3JJAPfAscwsmpNe3a9eLkyZ/x9m7HmTOnjc9ir3GCqZgmIKArS5Yssru2CiGEPbNpeYSmTgJhIYQjqS1p5u3dDm/vwQ6bLHvxxReZM2cOHh4v0K3bA7i5+XDs2AqOHHkYuIW2bW/n/Pl93HLLTRw7toE//tjJsGFJhIffW+W5TCWpTU0JPHDgAKtXr0Kl6oCzsxY4TJ8+n5CX9ypnz66nc+cbcXI6y8KFrzJx4sQaE5ZN+SLH3OmUy5a9z/Dhwx2680DYD0vFabm5uTzyyCPk5eXx2GOPkZCQAMD06dPR6XS8+eabtTyD7UisKkT9GUpHTZ26Ha32L7RoEUJw8FouXLjAnj3f4ubmSnHxMmA10Iu2befRqtVtFBZ+RVHRy8B+Zs6cyerVn+PqGkJIyCukpKSgVneifftRODm15/TpsZSWZqDXFwOdaNGikL/+dTMdOw5o1DihPgMvZLCGEEI0nN0kbXU6HR988AG//vorvr6+xpq23t7eDd2tzUggLIRwFOYkzc6d+4HTp0/Rq9dYh6tNrNPp6Nq1GydOnMHTM4rg4HWAwvffd0etDkGvf5GrV7/Dw6OUxx77J/v3J6HV/gUPj1d5/PFZVVavLikpYv58D1auXMmkSZOAqnV/9Xo9ixe/xqVLznTocD8q1QFOngxjwIBUPD1vY//+cZSU/MTFi8fx8elA27Y3O2xCvKHMrZn873//m5deeonZs4twdm5dZTtT74sQ1ZE4TY6BEA1hiJ0UpRN5eRmEhmbg4TEYRVHYuXMnZWV70OvzadFiH2VlKYDe+FiVypuOHQPR649x6tRJpk7dQXJyhjFmaNnSE4CSkgxOngxDpeoHHEdRzjF5ciqBgZFA48QJzX0mkGi6pGNBOAJzYzV1tfdYyD//+U+ee+458vPzmT17NqNHj8bHxwd/f3/uvvtua+9eCCGaNUNdtvDwZyolDQFUKjVDhszm9OlTvPDCC1y+vJfExDDmz/cgMTGMK1f22XXCFspfX17eUYYO/Tdnz37J/v3jOHZsKSUlObRsmYCi7EFR8gkNHYharcbdvQsAhYVZ5ObmVnm+/Px9QHkdOoPr6/7m5uZy6VIREICzc2ucnMpvv3r1BCqVGj+/2Vy8ePzP5ztV47E/evQI6enplj0oZjAsqpeUlERaWprVZsuYWzPZwHD8r2fqfRHVa6z3tykqLCw0+08I0TQZ6rfm5WUAUFbWhrKyEgoL/8DZ+Tf0+hOADnf3pwA9HTo8RuvWjwKTGT8+jbvu+i+nTpUvVFhS4lkpZjAwxA6KchOKcg6AoqJr6wdYO04wzMJydQ0hISGD2bOLSEjIwNU1hNjYWLRarcX3KURj0Gq1BAV1Jyoqivj4eKKioggK6i6faeGwrJ601Wq1fPzxx3z66ae4uLiwa9cu3nzzTa5cuUJAQIC1dy+EaEYkUVGVuUmzHj168Pvvh0lNTWXlypWkpqaSnX3IrhO2cO313Xzzo8TFpVBWtpfs7EcBOH/+e6D8QsjLywsAf/8IPDwCgG8rLR4G5aNaduyYR0BAVyIiIoy3GxKFhsRhUVHRn/e4UVpaTGlp+e3OzuXbublVPtb2tshbTcGspb9D1x+76xluj4yMxN8/kO3bX0FR9JW2qe59EabJxUrDtGnThrZt29b4Z9hGCFE3er2e3bt3s3v3bvR6fe0PsKGYmBheeOEFAPbuXcSOHfPIzFyGRlNAjx49ATh//jsATp0qQKPpTlzcvwgO7lfpvH/8+C9//qs8ZjAwxA7Qy3ibu3vljklrxQk6nY7p02fSs+cYJk5ci6/vYJydW+PrW14qq2fPMcyYMcuicbTE6KIxSGeEaIpaWHsHFy9epG/fvgA4OTmh0WiYNm0aV69e5fjx49bevRCimWjOU7xqmgJUMWlmanp6xRGMGo3G4eqFVnx9ffrE0KtXND/88F82b55O9+6DcHO7kd27E3F3dwdArdZw000Ps3XrM+zaNZO2bf9T6+rHERERxoTixIlrjc/VokUpFy4cQaWah4tLVzw9yxOKxcV7AWjb1ovz58+ZdewbS8X6xgkJSZVq7MbGxlp8IZTrj931JSIMydjIyEhZldoCant/7X3kvD1ITU21dROEaLIURTHOcunXz3SHpj159tlnWbbsQ/T6HAID70WlUhMYGAjAoUO/4eamRVF8GT/+OQIDu6JWq/9MTH8NQNu23hw+vBwYQosWpRQUHKV9+36AQkHBPJycAigtbQWAm1tH/P0rd0xaK04wzMJKSEiqdiZQYmIY6enpFokLm3OMLhrP9Z0Rhs+2oTMiOXkcM2bMIjo6WuJJ4VCsXtO2f//+vP/++9xyyy2EhITw2muvMXz4cA4fPkxERESjjzCyBKkTJoR9MWd1+qYaFNYWCJu7EJSj1lU19fr0eh1vvtmdFi36oSj3otOd4bHH/olara5Qx/d7XF1bmb36ccXPWFjYv0hJSaes7CKXL28FdhIYuJQuXSZz8eJJDhy4h9LS3Xz22Uqeeuppuzn2NX0WDhzYz+rVMbRoccwiC6FU7Eg4dOgQc+fOpWfPMdx661OUlBRy/PiP/P77ZvLyMvj888+Nzy2rUtdfU/+u14XEaXIMhH3S6/VkZ2cD0K1btyp15e3RU089xcKFC4EeQATgQ6tWlykp+Qqd7iATJqymb99YAA4ePMjGjRspKloKZGOodavR9MHZOYbLl2/F2fk8KtWnlJRsJiDgHY4efRs4QGzsSoKDJxr3W9PvdkPrdSYlJREfH98odeSbc4wuGpe56yjIorbCXpgbq1l9pO2ECRPYtM3E1HUAAQAASURBVGkTt9xyC5GRkSQmJjJ8+HAOHDjA5cuXrb17IUQT5yi9qtYoiG/uqLqmPILRUHfu+td3440PsXXrM0AWt98+l9LS4iqvOTo62uz3JCYmhpSUFKZPn8mHH4ZX2H8rNJpR5OQcISfnESAdOMSTTz7JxIkTcXJysptjX93IGr1ez+bNX+PhEU9h4Vz0+tJK0yTr+h0ylXht1649x49vY/nyL6m4YEu7dj6VHhsTE1On90Vc09gjp5qTS5cukZuby9WrVyvd3r9/fxu1SAjHpFar6dGjh62bYTatVsuiRYvo3PkmCgqOUVycCMClS2CoMrhnz0e4u3fh/Hkn1qxZipPTz8Bh7rlnBSUlRXz33SIuXPiNy5dfBqD8Z6QNEMXRo0uAQwDs3fspHh7+tcYJlhi1WpdZWA3hKDG6aBrMLQnniIMGRfNm9ZG2FeXm5nLzzTej0+koLCwkISGBd955p6G7b3QyekEI++EIvarWmBZW11F11Y1gfOCBKfTo0aPRk2OWTmKben3t2/ugKHDmTL7xtoaO2rx+BOkHHySSl3fUeH+HDp146603iY2NrbFtthg9Wt3ImpycHFasWE7//veyZ08fYmJWEhJybWRNXb5D1Y2o2bjxnxw/vgtv7zBCQv5B586huLgU8N1382WkjYU05sgpe2epOO306dNMnTqVjRs3mrzfnmsySqwqRMMY4qyWLfsxePAbFBUVcunSr7RqpcPdvRM7d77G+fM/0rJly0pxgKdnV4KDY9m/fzUFBTnG21UqNa1bu1Woi38tZlCr1WbFCZYatdpYMzMcIUYXTYd83oSjsZuRthX5+/uzf/9+NmzYgJeXF6NHj27M3QshmiB771WtT41JcxKadR1Vd/0IRkPCcc6cOcbHNVZ9MWsksasboQlYNDl8fd3fZ599ttbnb+joUUsluKsbWXPtArI8uV3fhVCqG1HTufMgiovP4OQUSmlpLBER8cYpsX5+MtLGUhpr5FRz8sQTT3D+/Hl27txJVFQUa9as4dSpU7z00kssXrzY1s0TwiEZRqw7OzvbuCU1M8RZrVpF89FHHxlv9/Bow5133kB4+DMkJobxzTffsHfvXqZPn86oUW/TqpUPKSlxeHuPITQ0CTe3fpw6tYVDh57k4sXDvPDCCyY7y2uLEyw5arW6WUqWnglk7zG6aFrMXUdBFrUVjsbqSdtz584ZV+0G8Pb25q9//au1dyuEaCbsOVFRnwDbVELT27s9jz32KM8++6xxu/oEwoaEo1arNdYYTUj4rFEXK7LmQknVLaRWn950cxOl5i7eVt9F3iyZ4K4umC1fWE3h6NH/4OnZtd4LoVTXkZCbm05BQQ49erzOoUO/kJuba1zIRabtW45crFje1q1bWbduHYMGDUKtVhMQEMCIESPw8PBg3rx5MvhAiDrS6XRs3rwZgFGjRtl1R926desAaNlyAL16jcDNzYfi4nxyc9NZtWoV99xT/v3Pz8+nQ4cOAISE3MfSpQPx9h5DcPC132Efnzs5dOhnOnbcRmLicpMjWGuLEyxdAqdi2afExDDj7QEBXS0WB9pzjC6ansbqjBCisVm9+nu7du3w9/dn7Nix/Pvf/2b16tVkZWVhgaoMQghRKVGhKPpK99k6UWEIsMPDn6k2wD569Ajp6enAtYSmq2sIw4Yl4e4+H0jg7Nk2zJkzh44dO6HVaoHKgbAp1QXC1yeSfX0HV6pf2rPnGGbMmGWVab+23HddaLVagoK6ExUVRXx8PFFRUQQFdTce+8Zsh+HzkJCQwezZRSQkZODqGkJsbGyd22MIZrOy1pOcPI68vAxKSopQq4/RokUKBQXfcMcdC1CrrwWzdfkOVdeRUFRUfru3d/if/y+qdL+MtLGM6t7fvLwMkpPHkZW1niVLFsnFSh0UFxfj41Ned9nLy4vTp08DEBISws8//2zLpgkhrEin07FyZRIA/v698fDwRaNxxsPDl+Dge/H27slXX30ClMdZhlhr795PKSjIwd+/ctxXXJwPqBg48LFKcZ9OpyMtLY2kpCTS0tJqjH+sMWo1JiaG338/TGpqKitXriQ1NZXs7EMW67i35xhdNE2GzojLl/eSmBjG/PkeJCaGceXKPinFJRyW1ZO2Bw4cYMGCBfTt25cff/yRRx55hD59+uDu7s4tt9xi7d0LIZo4e05U1CXArpjQ7N9/Hlu2/Iazsz+hoXMZMmQPnp7DuXDhEuPHj0er1dY7EK5rIrmuaroAsfa+LaEuidK6XGzVlbUS3KaC2Q8/DKdt27NA+YIq9f0OVdeRYCi3cPbs9j//717pfhlpYzlysWJZvXr14rfffgNg4MCBvPfeexw7doylS5fK51WIetBoNIwdO5axY8fadQdSeno6+fmncHPrRF7evEpxlkqlwtc3jOLiDXToUD4TxxCT/fLLMgDc3K7FfYqikJe3HU/PtoSEDAPK4766dhDXt7O+NoYRvpMmTSIyMtKi74s9x+ii6bJ2Z4QQjc3qSdvevXtz77338uqrr7J582by8/NZv349HTt2ZNiwYdbevRCiGbDXREVdAmxDQjMs7Gk2b/4ab++eBAffi4eHLy1atKRr1xcpKyvGz+9WZsyYBVCvQNia9cVquwCx99pmdUmUWns0rjUT3KaC2RMnjvH555836DtUXUeCv38Enp6B5OS8gIeHJ/7+/sb7ZKSN5cnFiuU88cQTxt+jOXPmsGnTJvz9/XnzzTd55ZVXbNw6IYS1GL73I0cu5OzZ9ezfP46CggzKyoooKMggL28acIhJkyai0WiMyckTJ8pH4J86tYWyshIKCvLYv/8zzp7NYuTIOzhz5gAAhw4dqvNMGkcctarT6fDy8uLxxx/n/PlddhWji6bNmp0RQjS2Rl2IDMp7J++66y4++eQTli5d2ti7F0I0UQ1d7Mka6lJjctWqVQCUlHhSWHiB0NBYVCqVcXvDqI2goJFs2zaX9PT0etUjs1Z9MXNq1dp7bTNz68W9/PLLFWoCW7Yur4G1E9ymauc19DtUUy0xN7d2FBTson17T44dGyw1xqysvjWURWX33Xef8d+hoaHk5OTw66+/4u/vT7t27WzYMiGENRnikLZtuxEXl8LmzTPJzLwWZ7Vu3RkoXzzMICYmhlWrVjFp0n0cOvQkhw79DKjw9GxLXFwcvXv3Ijl5HAEBXfngg8Q6LyjmaPU6TdXk9/HpQHz8JKKjo20eowshhKNQKRYoLqvRaKqdoqnX642rRF8vMDCQnJychu6+0RUWFuLp6UlBQQEeHh62bo4Qwo5VTGZWF2DHxMSQlpZGVFQUkZEfk5Z2mPDwZ9Borq2sXFCQQWZmGJMmfUlS0mhWrlzJpEmTAPMXzTJsGxTUHVfXEJOJ5OTkcVy5ss/kIhnVMfc5s7J+pUePXhbdtyUlJSURHx/P7NlFODu3rnJ/SUkR8+d74O3djnbtbrXqazB8HhISMkwmuPPyMkhMDCM1NdXuknOmLtQCAroSFxdLcvLqKrcvWbJIRtoIi5I4TY6BsE96vZ6DBw8C0KdPn2qvEW3t+rhGURRyc9MpKjpB69Yd2LnzNUpK9ps816ekpBAXF0fHjrcxcOBjhIQM48yZA8a4b+7cucyZM6fe5/fqzrHWOJfWJb68vo2G2Dc8/JlKndsVY18hhGjOzI3VrJ60bdWqFf369WPgwIEMGDCAgQMH0qtXL3744Qfuv/9+zpw509DdNzoJhIUQdWFOgG24QFCUbuTlDSE09G94ePgC5cnA/fvHUVa2j3vu+YjlyyMalKwzN5FsrrokGM+dO2fRfVuSua8DMOu1RkRE1HvUqjWS642pugu9+l4AClEXlorTHnjggRrvT0xMrPdzW5vEqsIe6XQ6NmzYAMCoUaPs+vffVKx06tQevvlmDn/8sZW5c+fy7LPPmnwNNcV9JSUlxMfHEx+/jytX9Li7u+Pv729MYBs6iCt2zl+v4rnUsFhifn6+Rc+rpl6Dv38gr722uMY4zdHjFyGEaCzmxmpWL4+g1WrZvXs3u3fv5u233+bQoUPo9XpUKhX/+c9/rL17IYSwOXOmnVec9taixQmys9X06zedS5f2k5c3j7Nn1zNhwioyMhY0uGZZfcoq1KQuU/knTZpk0X1bkjnlLNq18+HMmfxaX+u6deuYPHlqnS92DBxtGuT1qpueL9P2hSM5f/58pf+Xlpayb98+Lly4wO23326jVgnhuFQqFT169DD+255VFyuVLwmjMGfOHJYt+9Dkeb2muO/FF18EYOXK14DyznkPjzbceedI+vTpY1apKMO5VKvV8sADD5oda5jbcWpOyavqYhlzS02lp6dLPGAm6fAWonmz+kjb6125coXs7Gy8vb3p2LFjQ3dtEzJ6QQhhLVqtlocf/gdnzuQbb/PwCOSmmx7i2LEMi45GtVQQWJ+p/PYagBouVHr0GE23bnfi5ORKaellsrM3cejQl2ZPawTo1Wtsg6cFNuY0SEuw1/dVNC/WjNP0ej2PPPIIQUFBPPXUUxZ9bkuSWFUIy7h69SoPP/wwy5cvp337Gxg16nU6duzP3r2f8ssvyzhx4mdWrVrFhAkTan0urVbL+PHjadHCDTe3W+nX7wsuXTpDbm46Z89mMWFCLHv2zDZrJGpdSxCYO3K2oSNlzS01VdNIYnFNfUc8CyHsn03LI4SFhTFw4EBjSYT+/fvj6ura0N3YDQmEhRDWpNPpePnll3nzzf9y9uy1EjL2mqxz1Klw1SUYn3rqKZYseR2drtS4rUbjzIwZjzNv3rwaX+tnn0WTnf0V3brdwb33rrNYzWBHSITKhYWwF9aO03777TciIyPrvRBgY5BYVYiG02q1PPHEDPLy8oBuwCRatjyKomygpOS0cTu1ugXPPfcszz33nFlrCvTvfz+rV8fh7T0GP7/ZtGoVzL59r3Hp0mp0ugO1du7WNe5avXo1cXFxdOp0A6GhCYSE3MeZMwdNJngbWlPfkWvy2xupDSxE02bTpO2rr75qLImQlZUFQPfu3Y01bQ3JXFutEN5QEggLIRqDoyTrwPJ1cq2tugTjxIkTWLRoET16jKZ79wdo0aIzZWXHOXw4kUOHviQlJQWgxteqKIrDXaw09LMmFxbCnlg7TtuwYQOTJ0/m9OnTtW9sIxKrCntluGa013jGwHBe8/UdTF5eBv37f8vJkyvJz18K9ABuA3yA88AW4BDt2rXnvfeWmjzfXZ/MPHhQy+bNMykoyKmwlZoXXpjD888/X2Pb6pIYPXPmDPfeG1+pI9rTM5CRIxfTu/e4Kgneho6UddSOfHsjx1GIps+mNW3/9a9/Gf/9008/ER0dTWhoKE5OTnz66ac888wzqFQq2rVrx6lTp6zRBCGEcHiOVP/T0nVyram6Wm3p6S+zcOFiOnceWmWU7E03RZOcPI4ZM2aRnX2o2tf6+OOP8/rrr5tV39eSGpJ0begIWZ1Ox/TpM+nZc0ylCwtf38FMnLjWeNyio6PlwkI4lBkzZlT6v6IonDhxgi+//JLJkyfbqFVCOC5HWYis4nktOHgieXkZlJTkkJ//f6hUoSjKB4A7avVlYA96vQ/Ozl9y4cKvjB8/ns8//7zK+fP6+v99+sTQq1c0ubnpFBWdwMXFk6Sk0caavzUxdy2BdevW8cYbb6Ao3enZcxE+PrdTXLyP3NxXWLUqlri4lCo1Zg2DqvLz95lMCNdWc9fRa/LbC2vVBnakASFCiHLq2jdpmIceeoi3336blStXsmLFCvbu3cv69evp1KkTf/vb36y9eyFEE6bT6UhLSyMpKYktW7awZcsWkpKSSEtLM7vOtrCcmJgYfv/9MKmpqaxcuZLU1FSysw/ZVcL2+gSjr+9gnJ1b4+s7mMGDpwN6CgoGcv0cFEOAfPToEdLT06t9rdHR0cC1i5rrmbPASF1ptVqCgroTFRVFfHw8UVFRBAV1R6vVmvXY2NhYXF1DSEjIYPbsIqZO3Y6idGL8+PG8+OKLtX6XDBcW4eHPVHthYThuQjiSX375pdLfnj17AFi8eDGvv/66bRsnhLCaiuc1d/cuABw+/ASgx9X1LaA94ErLln1o2XIM0A6d7lbKyorx87uVGTNmVTl3VkyGGqjVGgIDIwkJmYSra9tK29XE1HNVZLh95cpkOna8DZiEj8+daDSt8fAYTHDwWry9x7B58yzatesDXEsEV1yUVVH0lZ7XsChrbQviGjryL1/eS2JiGPPne5CYGMaVK/vsriPfXtVlkV9zNSReFELYjlVG2lZ08OBB+vfvX+m2UaNG8c477/Df//7X2rsXQjRRVUcHqoFrwaU1amk6Su+0LdtpGB1saMOqVavs6ljVNHLh4sXymR/Fxa7k5uYSGBhY6f7rA+TrR0LrdDp0Oh3e3u356qt/M3nyJjSaa6dZcy926qIhKzybGiF7/XTNmlbHNrDGhYUQ9iA1NdXWTRCiSdFoNIwaNcr4b3tV8bzWooUrbm4dKC42zA7tCVwEWqMoekpL81Cre6DTHQcgKGgk27bNrTICsmIy1NR097rEB+Y8V4cOHTl16gSjRr3NiRO7uXjxFIriTklJCS4uLvj5PU1m5hD27v0UuJYIttRI2ZiYGKKjox0ibrZHDR3xfL2GxItCCNuy+kjbW265haVLl1a5PSQkhF9++cXauxfCqiqO9JTRnY2n4ujAYcPmASo8PW/Hw+MFYDbDhiXh6hpCbGysxXqPHaV32h7aaQ9tqE5NCUZ3d0Pgm09RUVGV+2sKkA2vefjw4Zw9e5q8vC3Mnz+A9PQkSkqKyMvLIDl5HFlZ61myZJFFLlpqGjU8ceJaevYcY3K0j8H1I2QPHtSyalUsLVqEEBqaQUjIQSABRelW43fJ3BE/jlrH3lxyPhBCiNppNBq7T9xVPK+p1RpCQq7Vbi0t/YHyQQJXKCn5jbKys7Rt2x/IB6Bz50FA1Y5KQzI0K2s9ycnj/iy5UL/4wJznmjTpXgBCQobh6urG7t3/Y/fuX/j114Ps3p3J/v2XAcjMTCQgoCs6nc54/oqOjrbISFlD5/akSZOIjIy0+/fdnlhixLNBQ+NFIYRtWT1p+84777B06VKmTJnCnj170Ov1XLlyhUWLFuHm5mbt3QthNfacmGrKKgYeEyZ8zq5d7+HtPYYBAzYzcOBzeHuHsGvXKSZM0FosCDE1hTwhIcPiieGGsod22kMbalJTgtHfPwI3t07At7RuXfn8VFOAbOo1l3cmHGXr1nirTQs0tyxBWlqayWRixQS2Xq9j8+aZeHuPITh4LR4eg/Hw6Ar4ctNNi2v8LlnywsJRyfmg6QgNDeWGG24w68+avv32W8aOHUvnzp1RqVSsXbvWqvsTQlxz/XmtV6/oP+/xpLT0JSAHOIxKdYl27YLRaEqBdNzcOuHiUr6YjKmOSkuWDajtuQzlmnbt2sDly8UoymlcXPLw8emKj08/FOVXAE6c+Jni4osMHz680vkLsPuSV02ZJZP8UsZKCMemUpTrK/fVnUajqTEp8uuvvzJt2jRSU1NxcnJCr9fTokULli1bRnx8fEN33+hkRV4hK6U3nuun+ut0OoYPH05CQgZlZVdYsSKK0NAMPDzKpw4VFOSRmbmMyZOnoNGcMK6eW98FvapbvVWv13P0aA5ff/0Aen0Wubk5ODs7W+plW6ydYP1VZg3v0bFjx5gx40natLmxykJe1mxDXcpB1HacPvjgFo4f31Xlu11xSmDF77bh+Vq27MfgwdO5ePEU7u6d8PePQFH0rFgxlMuXD/PZZ0kWH2Vi7grP3t7tOHv2jPF2Q+kQLy8v4+rTDf0uVfxNrG4qZVP9TZTzgf1pSJz2wgsvGP995coV3nnnHfr27cutt94KwM6dO9m/fz+PPPII8+bNs2i7K9q4cSM7duzghhtuYPz48axZs4Zx48aZ/XiJVYU90uv1ZGVlAdCzZ0/UaquPH6q3ir/tt9wyk5SUiZSVeXL16iFgMBrNg3TqNJ7S0v2cPv0oev0vxMYms3fvJ1y5so+srF/57rvvTMYmlixjVd1zGeKT48db4eHxDB07hpKd/RUlJRcABUgCfgd09Ow5hoiIZ+X8ZYdMLRYbENCVJUsWmf3emBsvrly5kkmTJpl4BiGENZgbq1mlpu1f/vIX3n//fVxdXcnLy6N3795s2bKF3NxcMjMzUavV3HjjjU1+qqRommSl9MZjKlDx9m4HlI8O/O23LwBwc7s21d3NzQeAoqIievZseC1NUzVQDx48yKZNmyksvAB0A7bh5+fPu+++Y7Pg1lqrzNbG1Ht08WI3fv31N/r06WOVNlS8QDl06BDLln1Yaf811TOurVbbiRM/8eSTT5KcvJrExDDj4wICupq8eDEcdze3Ej76aJjxdk/PQEaOXMyIEYtJTAyzynTQ2uqdff/9/wBQlLaMGvUCISH3cebMQWP9slWrVhlHEgUHTwSufZcURSEvbzuenm3x9/entNQbqP67ZBjxM336TLOOW1Mh54OmZ86cOcZ/P/jggzz22GP85z//qbJNXl6eVdtx1113cdddd1l1H0I0NkVROHToEAA9evSwcWtqZjivPfzw3/noo9spL4lwCugE7EenS+CPPxL+3FpNv37x7N37CVlZ65k1axY9evSqNja5viZ+Q1T3XBqNhoSEqcyZMwedbjnOzkHceONU8vO3cPLkm1y8eBhnZ0+uXm3P4MFv4OsbBMj5y95YojawpevjCiEal1W6N1u3bk1JSQkAAQEBeHt7c/vtt/Paa69x/vx5fH19adeunTV2LYTVyRSTxlHdNPtWrcqD/B9+WG+sQVpcfG2qe3FxeU0xd3d3iwQh19dAPXjwIKtWrcLJqQOhoQ8yePACADSaLjad/m+LxaCuf4/uvjsRgJYtB7Bq1SoOHjwIlI+sycnJ4fRpFQDHjh1r0D4rTkOfM2cOx4+3YtiwJONnpGXLfsTGxjJ9+nSTtUVrm1K4YMECs6cErlu3DgAXlxsIDc0gPLyI0NAMWrQIYdWqWM6f/x2wziJcNZUl2L9/H6mpLwJqzp07xIYN01i6dCBFRceN9ctmzXqKRYsWkJW1nh9/fBuAwsKfKSjIY//+zzh7NouRI+9ArVab9V2KiYlpdlMp5XzQtK1evZr777+/yu1/+ctf+Pzzz23QouqVlJRQWFhY6U8Ie6NSqQgKCiIoKAiVSmXr5pjlzJnTtG8/kD59HiEkZBrl1f0qfr9UgJ59+1Zy5co+Zs2axaJFi+yiTJQhMa4oh8jMDOO779pw+PB4NJpcIiPncvXqBeA2Ll4srvQ4OX/Zl4bWBpYyVkI4NquMtK248NiRI0fIzMxk9+7dZGZm8r///Y+cnBxatGhB79692b17tzWaIITVyErp1lfT6LXJk7cxf35btm17iaee+glPz0Byc18hOHgtoDKODvTz82X16scaHIRU7J3u3PlmNm3ajLd3T4KD70WlUlFQkAHAiBEL+f771202KqGxe9FNvUdlZVcA8PfvjUrVks2bv0Kv1/PVV1//OSq5fGTajBkzcXV1rXMyr+JUxalTP+Hzz+9DpeqBRjOFLVt+w9t7AODJiRNRKMpvvP76m7z++usmR97WNnLBnFEwOp2OlSuTgR74+7+Dh4c/AB4egwkOXsv+/eP4+uunAPDx8SEtLc2iKyhXN2r4hx/Ws3XrXCCLTp2eplu3Zyku3kdu7iusWhVLXFyKcdRz+/btSUlJ4YknZgBq9ux5EJiEp6cXcXFx9OnTp04BvSVHDzkCOR80ba6urmzfvr3KiMDt27fTsmVLG7XKtHnz5lUq7SCEPVKr1QQHB9u6GWbR6XQ8/PDfadHCjdOnf+b06Z//vMcLGAr8BpyiXbt2REYOpXfv3kRERPC3vz1sN7MvDDHf+PGfoteXUlR0wljCaf/+VX9u5YO7u3uVx8r5q+mobZaZoRSGjKgWwj5ZvZBQQEAA0dHRPP/882i1WrKzs7lw4QLffPMNDz30kLV3L4TFyUrp1lfT6DWNxonbbnuWsrL9fPzxaG688SHOnl1PZuZIMjNf5OzZvdx4ow+rV8fUqUh/dSr2Th89mkNh4QX8/SNQqVQoip68vHl4enYlIGCoTUclhIWF4ePTgQ0bpnHkyFb0+mujSxvai67T6aosZGXqPfL3j8DTM5C8vHn4+oZRUHCelJTVODl1YODAB/DyOkXr1p1p02ZQnUebXJ8k1utLKSw8SlDQf+jXLx5v756sX/8lq1Yl4+zciZ49FwJ6Ro16u9rRLQ0duZCenk5+/glatRpFXt4OKpaIV6nU+Pk9zcWLx/H0bMMDDzxolUWqTI0a3ro1Ho0mD5hAt24voNG0NiaSvb3HsHnzLNq1Ky9dceLECWJiYjhyJJsXXpiDSnUYP78dxMTcRFCQb70WvGhO5HzQtD3xxBP84x//4NFHH+WTTz7hk08+4dFHH2XatGlMnz7d1s2rZPbs2RQUFBj/rF2+QYim7uWXX+bMmdO4ud1KaGgGvXv/DryNWh0CfEtAwDRA4dy5VqSkpPDSSy8xcuRIcnNz8PWNt4vZF4YY9rvvXiUg4DZCQiYRGBiJWq2hdesOALi5Xcbf37/KY+X81bRYchE8IUTjskn1d3d3dyIiIpg2bZotdi9EjUwlqCqSKSbWV9votZtvfhSAS5f2sHXrM4BCYeFWCgvnAvPYujXeYkFIxdVbv/76ASAPFxdXCgoy2L9/HGfPrmfkyEWo1RqbjUrQarX06NGL/PxTnDjxMx99NIwlS/zYs+fTBifdri9HYEg4GsoCVHyP1GoNI0cu5uzZ9eTmTgPycHNri59fAHl5j3Lu3AZGjfov9967jp49xzBjxqwaF7Gs6PokcVFR+TF2c+uHSqXCz28Ily5dxMPDj+Dge2nf/nYAWrZsaywHUJf9mcPwPo8c+RfOns1i//7PKCjIo6yshIKCPHJzy1dmLii4YNVpkhXLEvz73/8G4I47PgL6GsuFgCGRPJuCgiPs3fspcO1iTKPR8Pzzz5OSkoJKlc2HH4ZLQG8GOR80bU8//TQfffQRv/zyC4899hiPPfYYv/zyC8uXL+fpp5+2dfMqcXFxwcPDo9KfEKJ+dDodb775FtCDfv2+wN39Fn7//RSurhF06bIFV9cxHDv2fwC4uo7G03M4Hh6BREQ8D8CWLXvYtm0ben3l80Jjx4kVY9jk5HHk5WVQUlJEXl4GO3e+Bqjx9Mzk+koVcv5qmppjGSshmgKrlEeoaPLkyURGRjJ16lQAjh49yoEDBwgLC8PT09PauxeiTkwtqnT91GqZYmJ95k71T05OQqPRcOLECXx8fP68L99i088NDL3T//jHo8A2du4sr93q6dmVuLgU+vSJqdSuxhyVULFkQEJCEufOtWDz5k8oLt7AmjV/Aeq/GNT1z11xVeE33ngDqPoe9ekTQ1xcCv/73z+AfIqLITOz6rGq66Jk1yfyK9Yz9vAYTFlZ+VTltm27o1KpjHWO3d07WW0hNsP77OVVRlxcHJs2bSYzc5nx/latLgDg53er1adJGkYNG45T//53sGPHH+TmphtLecC1hcYyMxNNXoxZYsGLhrLkqtrWJueDpi8uLo64uDhbN0OIJkGn07FhwwYARo0aZbe/jenp6Zw9exq4m0uXzqDXt+bq1St07NgXtVqDh8fTnDo1BIBu3WJRq1uSmRnGDz/s+fMZrpCWlsbPP//CnXeONC7MaogTT506RVJSUqOc42paKPTJJ2eyaNEiOX9V4EgxSH00tzJWQjQFVk/abt68mb///e8AnD9/nhtuuIFLly7h5eXF1q1b6dWrl7WbIIRZakpQxcbGVkp6NdeV0htLxdFrFZNdULn3vz5T2usrJiaGMWPG4Ofnj0bThREjFhIQMBS1WlOlXY01KsFUXVlfX+jX7waOHn2Mr79+AL0+i6ysX3F2dm7wc8O1hONnn0WTnf0V6ekvc++96yq9R717j+Pbb9/g5MnTjB37Pl5e3fD3jzAeK6j7aJPrE/mGUgyGesZFRScBcHfvXKlshb9/RL32Z47rP6e9evUiNzeXoqIiWrd2Y+vWh7h0Sc3w4QurnSZprUTymTMHuPPOkaxatYr9+z/Dzy8cNzcf8vO3AHDixM98/vnnJr8/tgzozek4szdyPhDWcPHiRQ4fPmz8v2GNCC8vL5NTmYUQlmOIFdzde5Cbm0779lEAODm5AaDTdQdAo/GmTZvbOHUqF4AWLTqj1/uhUu3h6tUhgDurVq0iLi6O3r17sWnTM2g0zpXKqzTGOa6mDtnBgwfL+etPjhiDCCGaPpVSsQhfPWk0mmqnnLq6upKVlYWfnx/vvfceb731Fj/99BPPPvss2dnZNltpvSEKCwvx9PSkoKBApp81ETqdjqCg7ri6hphMEiYnj+PKlX1kZx+qlORo6r2xtlQxiV5d778tAih7aldaWhpRUVEkJGSYHJGcl5dBYmIYqampdU7CmfvcAL16jTV5LBRFsVjbTH1HDx7UsmpVLN7eo7l8OZRLl8ro0WMQ5859yNmz6yuN7G3IsahJbZ8HRVGYPbsIZ+fWVR5bUlLE/PkerFy5kkmTJlmkPdcfp4MHf+XLLzdy6VIRoABJaDRHSUr6hAkTJlhkn5ZS8ViGhz9TqePM8N2y9Sjgmsj5wH40JE7z8vIiKyuLdu3a0bZt2xpXuD937lxDm1otw2/w9SZPnszy5ctrfbzEqsJeXb16FaDOncmNyfD9GzYsiS1bfsPDoyuFhZ74+AxBpbrMmTPvo9P9Bz+/5+nadS7fffcBZWUP0b//VsrKznPgQCzQnYCA5ygqKqWkZA+enrs5fjyNzp1v4q67/mvyHGerxKCcv8yLQSRxK4SwJHNjNasnbXv27MkHH3zAbbfdxsiRIxkxYgSzZs0iKyuLiIgITp061dDdNzoJhJseaya/RFXmBoemerwDArqyZMkimwZO9tKupKQk4uPjrZIUNPe5n3jiCbTatVWOxaJFC5g588k6d4TUxFSC9Icf3uLbb1+mrKzYuJ2nZ1dGjlxkTNjWd3/mqu7z8MADU5gzZ06j/64YjlOnTkO5cGEAly65AvlAOnCImTPLp0PaE3M6zs6d+4GWLVuSl3fUeJ+MgBGmNCROW7FiBffeey8uLi4sX768xqTt5MmTG9pUq5FYVYj6q3hO6t9/Hps3f01h4YU/71VQqVJQlFwGDtyHXu/Onv9n77zjo6jTP/7e3VSSbEgnIY0SQggtdCIdPBBRIIRQTkUO23lWBBUb4KmoIAfqed79FLBRAgSxIIg0gQQRIQFCSQykEBJCEkhvuzu/P4bd7KaX3WQX5v16zSub2dmZ785Oeebzfb6f5/QUrK0zGT78EjKZgrS0FaSmvgZUe9rK5dZ06tSPRx75zSgxUXO/z50uyjZES5N3JCQkJFpDU2M1k9sjPPzwwzz11FPce++97N+/n3//+9+AeHEsLi5u1bp//fVXVq5cyR9//EFWVhY7duxg2rRpDX7m0KFDLFy4kMTERHx8fHjxxRd19g0Sdy6NFb5qrwJTtyPNGXpkDv6adWEu7Wqq929LPHabuu6pU6eyatWqOveFXC43qtdnfcPQ/f0DWbDgRW7cuMGaNWvw8grF0dGbioqiNvFmq+94APj88/WN2nwY204jIiKCRYsWsXLlB8BB3XxHRx+UykGsXr2a8PBwsxI6tYXmFizYVKeVROfOc7h48Xv8/IazYMHmBu1rJCRag74Q+/DDD7dfQyQkJNoNfb9ygBkzXiI5uZAjR7ZhZXUCleo8dnZzuXRpAxpNLHCMbt02I5MpEAQNRUVxKJX+TJ36GQUFaXz33QI0miruueejNrNL0iIN+W+cxmIQU/4+EhISEo1hctF2yZIlCILAzz//zLvvvkv37qIH0O+//95qT66SkhL69evH/PnzmTFjRqPLX758mcmTJ/Poo4/y9ddfc/ToUZ588kk8PDya9HmJ2xdTil8S1TTHN1hLe/lrarMSMjMzuX79Oh4eHnTu3FknSJqDkX9TvX9bIgo2Z9317YuGRNZly5ZRUVHBwYMHmyV4NyaYjxw5sl282erbB+1RpEqtVrNly1Z69JjMsGHPU1x8DScnb/z9RyKTyYxaAM1YNNRxptFo+P13Mbt28OB/6K7RpijoJiGhz8mTJ7G2tqZPnz4A7Ny5k/Xr19OrVy+WLVtm1sO7JSTMEY1GQ0pKCgDdunVDLpc38on2Qz+GWb9+hG6+INgAAuXl31BeDgpFB2AsNjZ9KSiIIyNjhc6iqWvX8aSlHdF9tqzMCY1GU+t7myo5pCVx952IlLwjISFhzpjcHqE+Vq5cSXl5Oa+//nprNw+ATCZrNNP2pZde4rvvvuP8+fO6eU888QQJCQnExcXV+7mKigoqKip0/xcWFuLn5ycNObuNkIbFmB5L2sd1ZSWAHNA0KTuhLYehmdJj11jr1t8fycnJfP75epNmfLTF/m/ONtraTsMS7V4aanNqaipffPFPYB3z5h0gMHCMwfvm+H0k2hdjWQMMHjyYl19+mRkzZnDp0iV69epFREQEv//+O/feey9r1qwxXqONjGSPIGGOqNVqdu3aBcDkyZPbPd5rCjXv9+Hh4cTGxupims8+W2dg26Nv0XTu3DZ27HhYz8JpAUplbyZNmkhISAgajYb09HRSU49w6NCD/PLLL4wfP77RNjQlrrGkuLu9scS4SUJCwvJpaqxm8u7NgoICHnvsMbp3705ISIiuh2rx4sVGE2ybSlxcHH/5y18M5k2cOJETJ05QVVVV7+dWrFiBs7OzbvLz8zN1UyXaGO0wqKSkH9iyZRoZGXFUVBSRkRHHli3TSEr6gdWrV93xQU1r0A49GjHilXqHHqWlXebw4cPt1EIRrVCpUgUCC3B1XUePHjtxdb0HkKFSuRMZGVmriKJarebgwYM8//zz+Ph0ZuzYscydO5exY8fStWt3kxVd1GaClJWdYd26cN59V8m6deGUl59tdQaFsdatzUK1tbVl2bJl2Nv3YcGCOJYsKWLBgjjs7fvUuU9binZ7c+bMYcyYMSbxsO3atXuTf+OIiAguXfqTAwcOsHHjRg4cOEBKSrLJslssMWNEP7NbEDQG7xUWFgCHUSoD8fevnTVujt9H4vYgKSmJ/v37A7B161ZGjx7Nxo0b2bBhA9u3b2/fxklIWCAymQx/f3/8/f0b9Is2J2rGFDY2Nrr/33jjDS5fTmH58uUA+PkNZ/r0L+na9W4OH17B1q0zUak6M27cNyiVATg7p2Fl5UF0dDR79+5l7doP+eKL9Rw69CYgZ/78BbViiebGHFosJe42BxqKQUxpZyUhISHRFEwu2j755JOcOXOG999/n7S0NMrKygB47rnnWLt2rak3b0B2djZeXl4G87y8vFCpVOTm5tb7uSVLllBQUKCbMjIyTN1UiXbAlOKXhGUISWq1mueff4GgoHspKroPN7fx9O79MN7e99O793e4uU2hpCSPoKB7WbhwkW6EgX5AvWbNGnJyruHg4E1ExNfNEiW1wu+mTZs4ePBgk0cwmFIUNNa61Wo1zz23EF/fYYSGzkKlKsfKyl43xL1HjykG+9Rc0Yr6zRWeTS0k66Nv91IX5mj30lDH2YkTLwDJDB78OHJ57f1mjt9H4vZAEAQ0GvEB/pdffmHy5MkA+Pn5NRg3SkhI1I1cLqdfv37069fPrK0RmoNCoeCNN95g+/btyGRZbNgwknffVbJ//2tYWYUyc2YMI0fOZdKk1RQU7EMm24y9fSmxsfsRhAIcHH4F/mTAgEW1YomWxhzQ9Lh73759zY47bzek5B0JCQlzxuT2CK6uruzbt4+wsDCcnJxISEiga9eu7N69m9dee40TJ060dvNA0+wRevTowfz581myZIlu3tGjRxkxYgRZWVl06tSpSduShpzd3kgVVk2DJQw90rZx8uQYdu1KICzsEZRKX937BQVxxMeHc889H/PTT09x4MAB8vPziYyMJCjoXq5c6YadXT/8/XsaeJr17Dmt0WFoLS0UYS7Ha2PtePPNN1m6dDn6lZSdnQOZOPEDQkIizOL3bwxLGWpoKe2si/qsJEpKinFzG2Zx30eifTBWnDZu3Dj8/PyYMGECCxYs4Ny5c3Tv3p1Dhw4xb948UlNTjddoIyPFqhISbY82Ftq7dy/vvPMOo0d/RWDgCPz9/ZHL5Zw/H8Pu3S9QWJiq9ykX4G4gBCcnJU5O32NtnUZS0gWCgoJbfC9vLO4+fHgF+/e/hn5cdqcXKGtrOysJCYk7G7OxRwBwdHSsNS8oKIg///yzLTavo1OnTmRnZxvMy8nJwcrKCjc3tzZti4T50pYZcXcSljD0SJuVYGXlA4CDg6fB+w4OYlaCtbU9AJmZmTz//Av06DGFYcPWUlrakYCAu3F2Hk5o6Le4uU1hz55FCILQ4DA0/UyK+fOPMnfuWcaM+QpB6NZgJkVLh8wZm8baERMTw7Jly4Bu9O37KyNGFBEWFoeVVR+ioyM5fz7GLDKtG8NShhpacsZIfZnd//3vp7rvk5Z2hKSkXRw8uJz160dw8eL3Zvt9JCybNWvWcPLkSZ566ileffVVXTHdbdu2ER4e3sinJSQk7jQUCgX5+fn897//A+DQoXN88cUG1q79kPPnzxMSEsHUqZ/dWnoMdnbP07//KUaM+IqwsEewsfHm6tVupKVd5pNPPmlVzNFQ3H3u3Db2738FK6sQ5s8/ajK7Kkujre2sJCQkJJqClak3MHnyZDZu3MjSpUsN5hcXF7e5l9Hw4cP5/vvvDeb9/PPPDBo0CGtr6zZti4TEnYZWSIqMjGTLlmn1FrZqzyzRc+fOAVBZeQWAkpIcg0zbkhJxGHZVlWjzcv36ddLTU1mwYBM3bohFJrRCr0wmx89vCfHx4aSnH8bbeyBQW5TUWjL06DGFvn1XsH37XgoLb9569y6srLJ44oknmTp1qsG+MZeKwNp2BAXdy+TJq7Gy8kGlusqff6679VtvYdGiF/H1HUdGxl0oFF1QKBxRKocRGvotiYnT2LNnEdOnfwmY9xB3S7D40KJf9XrdumpxKSCgi9nbvWg7zvTRfp/HH3+CDRtGo58Z5O5u2LliLtnnEpZP3759OXPmTK35K1eulI4pCYkWoFar2bNnDyDWFbndziNtTOTrO4y8vFz69r0HhaIL6emHiY6OJioqiqoqbQLRcHr0eBRn5wAAlEpfQkNnc+ZMCTdufK4r2FZUZMf+/fsBCAwMJDAwELlc3mjMUV/cnZ2dwI4dDwM9mD59C/7+oQA6u6otW6axcOGiWnHnnUJdMYiEhIREe2Jy0XbFihUMGjQIEL3BZDIZZWVlvPnmmwwYMKBV6y4uLjbI1r18+TLx8fG4urri7+/PkiVLyMzM5MsvRTHgiSee4OOPP2bhwoU8+uijxMXF8fnnn7Np06ZWtUNCQqJpmKOQVHsolJxffnkDO7uHSE8/TGjobGQyGYKgISNjBc7OXUhJ2U1AQBc8PDwAUaxTqUR/Q32hV5uZW1SUhUJRt++mNntz/PgVbN26DTe3HoSFReLg4ElJSQ4pKXKuX1/G22+/zRtvvAEYCr3aIXMajQaVqhO9ev2T0tLSNgm4te3w9h5NVtZYkpISgAQAnJzG4u1dzNNPP8O1a9nMn/8N27cfN9in+sL2vn0vtnumdWPoe8XWNdTQ3LxVIyIimDp16m0lYObl5eLnN45u3R7GxycMW9sCYmPf1XVUAC2yGZGQqI+bN2+ybds2UlJSWLx4Ma6urpw7dw4vLy86d+7c3s2TkLA4blffVP3YbObM7Xz0UQ8yM1cSGvotoaGzSUzczJ49PzN4sDsACkUxHTsGGKwjN3cHRUWvAbB3714AoqNHA5OAEA4f/hV7ewfuu28Kjo43gYZjjvriboDx45fTq1eowTxtBu+6deEcPnxYEi8lJCQkzACTe9oC/Pnnn/z9739n3759uLm5UVRUhFKpZNeuXTpBtyVovXpqMm/ePDZs2MDDDz9MamoqBw8e1L136NAhnn/+eRITE/Hx8eGll17iiSeeaNZ2JZ8wCYnWYS6ZcPrZqiNGvIKnZ2+OH/+YffuWAEHAKFxdw3FzcyUv7zPy83fh4zOQrKw/2LZtG66urjq/MB+fIaxd+yHW1l46UVLrgfvQQ/v47bc1lJefJSnpArGxsbrvnpmZyQMPPICT07vY2PjrPqulqqqQ2Fhn3N09yM7OQqFQ1PIpO3/+PLt379HL0M0A1rF8+XKd0GsKqq/BC3BzG4+//0id2Jyefpi8vH3A5wAsWVJESkoG0dHRuLn1wM9vBA4OnhQWXuLMmV4AbN++3ayFNUv2irV0mrLv8/OPc/36NYKD79Odz9rsc20mvzkfXxLGw1hx2unTpxk/fjwdO3YkNTWVixcv0rVrV15//XXS0tJ0SQHmiBSrSpgjgiDoilLb29u3+ahLU1I7NoshOjoSN7cp+PktQa3uyJkzq3BxOceNG8dxdBzJgAH7dfez69djOHcuErm8PxrNAMATyAGOA2dRKtdRXt6FysrTQC4+Pr9ibZ3WpJhDP+4+d+4cb731FkuWFGFjU9vCsKKiiHffVbJx40bmzJlj7N0kIWGWmMuzqcSdRVNjtTYRbbWkp6eTkJCAtbU1Q4cOxcXFpbWbbhekQFhCwvLRikB2dr0ZNmwtxcUlODk54e/vz4ULMezY8TAqVYneJ+SABi+vTsyZM5upU6cSHh5uUCTiwoWLOlHS1zecjIx/UFl5Ch+fASQn/8iiRYvYsmWrQRagp6cXOTnXgAWEhS0zsGOA6uJngK5I16ZNm5g7dy5LlhSRnJzKtm2rcHR0olOnUXh5TaGoKI3Tp0MA0wqh33zzDQ888ACuruvo3fthg4cvQRA4e3Y9+fkLANpdYDYW+kJ/fRYfkjBofBorqJKefpT160fg5zec+fOPSIK6OZKZCd7e0AYV440Vp02YMIEBAwbw/vvvGxTTjY2NZe7cuVIhMgkJCR36sZlWDD1/PoY9e16goCBVt5yzswsFBTcAmU7Q7dAhhN9/74Va3QmN5j5AhkxmhZWVJ1VVmchk3yOTXcPb+yzXr/9AZeX7wFm2bt1KZGRks9ppCYWBJaqRxETT09Ji0BISrcWsCpFp8ff357777mPSpEkWK9hKSEjcHmhtCa5c6caXX35JTMx2XbEImSyUBx7YDcArr7zCv/71L5555ik8Pb25di2bNWvWMHbsWIKCgpk1a6auQJKj402mT7+XsrLfSEi4m/z8HykuvkpFRSKLFi1i1apV2Nv3YcGCOF3Rh44dByNein+lQwd3gzZqLRmUykCg2rdMOxTu2LEP2b59DPAFxcUf8+efUZw40YvCwh0A+PkNZ+HCRSYbinj9+nUA3N3damXLyGQy3NxcAXBxcdMVwggJCeHZZ59h3ryHmT59On5+aQQEdOHVV181SRuNjXaoYVnZGdatC+fdd5WsWxdOeflZSbA1IY35CVdUOAPQrdsksy4Sd0eRnw/bt8OTT0LPnuDrC2fPtnermsXvv//O448/Xmt+586daxW2lZCQuLPRt1DSEhISwTPP/Mm8eQcYNUrsmH7iicfo2NEVZ+eelJefIj4+nNhYF6qqslAoRmNv3wmQIQgq3Nwm4+4+G5lsFBrNVTIzXamsfAhIB8Dd3b1mMxrFEgoDS4iYS8Hh2xn9YtD6z2d3elE+CfPCpKJtWloaP//8c70G6VevXjXl5iUkLBq1Ws3BgwfZtGkTBw8evG09wNqLnTt3AmBn14+wsEcYMeIVwsIewdrai+joaAoK7ADo3bs3/v7+fPTRR7i4DKp1Q1+1ahWLFi3SiXg7dgymtHQtXl7FPPfccxw4cICkpAts3hyNr+8wQkNnoVKVY2Vlj6/vMGbP3ombW3cgmTNn7qOgIA6VqoiCgjgSE6eRl/cDgwY9BlQ/EIwcORJ3dw8OHHgVQeiBq+sv+PkV0alTHHJ5b1JTX6FDB0/Gj3/fpEKV6OkrJzf3f3UG/nl5nwFyHnroAZ2wnZERR1VVCQpFFufOvc6VK/tZvXqV0bMGTHn+SNWF2566Hob1ycyMB8DHZ3Cd75tTkbjblpIS2L0bFi+GAQPA3R0iI+E//4GLF8UM29On27uVzcLOzo7CwsJa8y9evKjzNJeQkGg6Go2GS5cucenSJTQaTeMfMCMaiyvqE0PlcgWlpbnExn4AwHvvvcfNm/kUFFykpESFre0MunSZCYCjYx/KynIAcSCstbUnDg4h+PgsB8DH5yl6994DiNZ+LbmnaQuU6cdlFRVFZGTEsWXLNJKSfmhyXFZzn1RWVkrPLkZCEhNNT80aIb6+w7CxcdQV5evRY4pJk18kJJqKyQqRbdq0iYceegi1Wo2dnR3//e9/efDBB0lLS2PTpk3ExMRw8uRJVCqVqZogIWGxSMM0TItarWbjRrEAob9/T50lgbZyb2LiZn7++WsAPD09+dvfHjEo+gWGVXajo7eRnHzRwKtWf/jSm2++SUZGBpBGRkYcAM7OgUyc+AEhIRHcd9/nbNgwipKSWJ0VgrhMF2bOjOb06S/ryHqQAT2AWVhZdQesEYTOCMJsIAkoMLlQJRbh0ZCfv4vExGn4+S3BwaE3JSVnychYQX7+LkBg2rRpjBo1qs0K0LXF+SNVF25b9B+G6/K0vXRpAyDH1rbuoUXmViTutqCyEn77DfbtE6fffoOqKsNlevWC8ePFafRo6NixXZraUqZOncqbb75JdHQ0II4gSE9P5+WXX2bGjBnt3DoJCctDEAQSExMBCAgIaGRp86EpcYVWDI2MjGTLlmk6C6Xjxz9m//5XEGO2kbi4hOPgANev/5eKiuNUVGzn8mVxnZWVZxgzZhoHDx4AoKoqB1tbX1SqcwB4eMxAJusGbAFafk8zRmHguvaJQmGNWl19H2iLZ5fb0T6groLDYPjs0RYFh293tKMuFyzYVO8oLakoX8PcjuefOWIy0faf//wnTz/9NAsWLOCVV17h73//OxcuXOC9996je/fu3H333bz22mum2ryEhMWi75m5YMEmg2I62grp5ircWsqF+/Dhw+TkXMPBwfuW/UB1QCSTyfD1DSchYSleXmIw3JQbemxsbJ039JiYGJYtWwZ0p2/fz1EqwygpOUt6+jtER0cSFbWNrl3vBgTU6lL8/IbTtetEfHwGY2urJC7ufZ1XqnZfHj58mNzcHMLClnLq1HVyctbrtmdr60Jg4DJSU+dy5sw3gOmEKq2QplK5U1Jyppbg7OMzEGvrPN1xMHXqVJMfH+Z+/ljKOdKWNGWf1PcwrPUTvnJlP+7u7sTGvoefX21RVxruaQQ0GoiPrxZpDx+G0lLDZQICqkXasWNFD1sLZtWqVUyePBlPT0/KysoYPXo02dnZDBs2jLfffru9mychYXHIZLJbHb5YTBGy5sQVdYuhcqysQrGyehArKxdKSwu5ceMmMAm4gUyWipOTD8XFV+nc+U9GjLiLkydPUVRUSkHBr7i7z6KgYAW2tl1QKkeQmLgFK6vf6Ny5dfe0iIiIFsdlNffJjRspxMQ8iFzeG7V6ANOnP4Grq8rksdftmuQiiYltQ2PWW9IorYa5Xc8/c8RkhchsbW1JSkoiICCAK1eu4O/vz5gxY/j3v/9NSEhIazfZrkjFHSRMhSVXp7ekC7e2WERExNfExDyoKwShzRJNT3+b/Pwfee655xgyZEitwhL6NFRlV/t7CkI3MjLuIizsUZRKXwRBw82bqVy69DcEIYkZMzbx5ZdjWL58OZ9/vt5gHwYEdGH16lUG+1Db/pdeKuA//1kHOOlEXmdnf9TqEo4eVeLtPQAbmxsmPV60gXtQ0L106zYJa2t7qqrKSEnZTXLyj20qkpr7+dPW54glCMTN3Sd1La89RwCpSJwxEQRIShIF2v374cAB0adWHw8PGDdOFGnHjYOuXcEMhBhjx2n79+/n5MmTaDQaBgwYwIQJE4zQStMixaoSEq2nqXFFUtIFYmNjyczM5Pr167i4uPD7779z5coVdu7cycSJW9mz5ywgw96+B87OI7G29qSk5Cfy86fp1imTyejRYwqdO89m//4zQA4y2UkEIQF//zXcvHmDwsKNyGTJBve0pt7vjREX1NwngiDw4YfdsbLqQ69eOzh3LhqVKodnnnkamQyTxV76wvGIEa8YiOmWfs+vq6idPg09e0g0HakoX8u5nc+/tqSpsZrJRFu5XE52djaenp4AODg4cPjwYQYMGNDazbU7UiAsYSos9eZhaRdu/f1cVHS1VmVfR0cx4+HAAXF4Wkt/E+125s8/yvbtx7G29sLLqx8pKT9TUXETyADWIZfb4eamJCtL9PluLKA2bL8z0dHRuLn1wM9vBA4OnuTk/ERy8nQAtm/fbvJ935CQ1pa/uzmfPzExMcyYMQM/v+F06zZJJ7LHxr5nknPEEjpRWnrdaOih01yORYvlypVqkXbfPsjMNHzfyUm0OdBm04aGil61Zoap47STJ0/yxhtv8MMPPxh93cZCilUlJFpPU+MKT09vcnKyEMvF6Hv1ygABW9s3qajQYGcXhKfnHF2WsUZTREaGEgeH/pSUnObZZ5/mm282kZubo7cOw3V6eHjx6aef6O5pTb3fGysuqLlPUlMP8sUXYwkLi0OpHEZBQQbx8Z8zb97DBAYGmiT2MvdO+taiv499fIaQnp5OUVERTk5O+Pv7k5n5m1k+D1oat/txZCqk/WY8mhqrmcweAWDjxo1MmjSJnj17IpfLcXFxMeXmJCQsHkscpmGJvks1/TGDg6eSnn6YoqIsHB29OHbsX1RU2OqGnTXkpdnQsGvt79SpU18mTXIhOnoLeXkXsbHpiqfndDQagdzcdWg0HcnNvcbOnTuJiIhoNACr2f6oqCh2795DfPzniMUrNqFQ2LBp09dtIlS1ZoidMTHX80etVvP4409gZeVARkacga/xX/6yEsCo54i5W0RA664bDfkJm8uxaDHk5YkZtFqhNinJ8H1bWwgPrxZpBw0CK5OGjmbD3r17+fnnn7G2tuaRRx6ha9euXLhwgZdffpnvv/+eu+++u72bKCEhYWLqiis0GrUuZtT6pVdWugDZyGTDEIRpgAI4BxwGklCr8wFnrKx6GNhCVFWJn+/YcQYlJfEUFBSQm5uj6+D19h7AjRuXOH78Y/Lzk1m6dCmvv/66QUdlU+73xowLau6ToiLxfweH3rf+et6aX2SwnDFjr9vdPkAb5//00xKKiu6jqKi6IKaTkxInp+8lyycj0Jj1Vk17OgmR2/38M0dMFnmPGDGCpUuX8sILL+Di4kJ5eTlr164lPDyc3r1706NHD6zukMC/NVjC8FYJ46FfIb2uHv3WFNPRP5a0GfA5OTmtPq4s8cJd103a23sgCoV4k9YO69fuk5be0PV/z+DgIdjbO1Be3oHKSj9yci4DYjGO0aPfITt7R5OFu7ra/8QT8zlzZh/x8R+Snf0nmzdHExkZadwd10ib2vv3NeX50xrefvttcnOv4+w8ga5d/6lnw/EOW7dGMW7c2+zf/71RzhFL6UQx5XXDHI5Fs+XmTYiLqxZp4+NFGwQtcrkozGpF2vBwsLdvr9a2G1988QXz58/H1dWV/Px8PvvsM1avXs2TTz7JjBkzSEhIoHfvujuHJCQk6ketVvPLL78AMGHCBLN/pqkZV5w/H1NrdBbYUFx8FRiGILwNOAGBwA9AV+CfqFS7gSiKi4twddUgk8kRBI3Oq7a0tBMA3333A8HB99VKEhgy5Cm2bJnGhg1fMnLkSHJycvD09GzS/X7KlClGjQtq7hMnJ/H/kpKzKJXDKCkRs4SdnJx0y+l/zhiYaye9sVAoFMyaNZOVK1dibV1Ajx5LcXUdQX7+ES5fXk5R0SkWL15s9uePJWCMonx3Grf7+WeOmEw1/fXXXwFITk7mjz/+4OTJk/zxxx98+eWX3Lx5E2tra4KDgzl9+rSpmmDxWMLwVgnj0liF9JYW06l9LBkOtWrNcWWpF+7m3KRbekPX/z2HDl1DWVkJ/fvPRhCcKC8vIyvrPWSyLowa9RCZmT2bJVJJQUZtTHX+tAa1Ws2HH34MBNG79/dYWdkBoFQOIzT0WxITp3HixP8A45wjltKJYqnXDYtCEODiRVGkjYuD2Fg4d85QpAXR4kAr0o4aBR07tktzzYl//etfvPPOO7z88stER0cze/Zs/vWvf3Hq1Cm6devW3s2TkLBoKisr27sJTUY/rujb9yG2bo3CzW0KYWGbqKx0JDFxNXAElSoZcAfUKBRdUSg6olaPRq3eAMwCvgA2ATIyM3Po0EFFVdUmyst34ej4LDduHAMgPz+Xvn0HkZb2K/7+I5HLRVFOJpPTufMc9u+fW8tTe/z4FQ3e7z/55BOjxgU1Yy1//5E4OweSnv4OvXrtICPjCM7OLvj7+zcYe7UmMclcO+mNhVqtZsuWrfj4DKKkJJekpGm695ydu+DgMIjo6G2sWLFCEm6NgDRKq3nc7uefOWLyVNegoCCCgoKYPXu2bt7ly5c5ceIEp06dMvXmLRZLGN4qYXxMMUxD/1gaP/5x9u17BWfncQjCSAoLyxk/vi9Xrmxs8XFlyRfu+m7SIPpJ6c9r6IZeX+Cp/3sWFhYC3bCz60B5+Xlyc1dQWLiHqKhtyOWKFolUUpBhiDkOczp8+DB5edeB+yktzUWp9NW9J5PJ8fNbQny8KLob4xyxFDHUkq8bZktxMRw/Xi3QHjtWu3AYiMXCxo4VRdqxY6FTp7Zvq5mTkpLCrFmzALG4nUKhYPXq1ZJgKyHRSuRyuU4YlJuhH3ZNtHHFjBkzSEnZj1I5nuDgLZSW5pKS8jbwLXDj1tLfA78jk32ETBaJQuGNWPIlElG0TQGWo1aD6BxgBQxHLvfHxeVzCgqs0GhUHDy4FBAtlCZO/ICQkAjOnz9/qzAZjBmznOHDFxIXt5qDB5eyb99p3Nz61Sr0rb3fp6SkGPxfk+bGBXXFWuPGvcWOHQ9y7NhgqqoGMH36E2Rm/lZv7NXaxCRz7KQ3Jvod8D4+g3V2HE5O3vj7jyQz87hZdMDfTkijtJrO7X7+mSPt4k/QpUsXunTpwsyZM9tj82aPpQxvlTANxsyg1D+WZs7czkcf9cDNbQqhod8CMhITN3PixDWefjqGrVsjWnRctdeF21iVcmvepBsLJGve0BtbXvt7/v3vTwGHOHZsHSD2lEdFbSMkRPw9WypSSUGGIeaWgax9CHJyCiI9/TChobMN/Ow6dAgFwN3dwyjniKWIoVLA10oEAS5dqhZo4+Lg9GnQaAyXs7ODwYNh+HDR6mD4cLhljyNRPyUlJTg4OACisGRnZ4efn187t0pCwvKRyWS6YfOWQkREBMuXL2fp0qUUFgYQG/secB7YCgzDxuZ5KivVwC/ARVSqKGAbMtlgABSKfajVIJf3RaPxwdbWGycnH0pLYykt3Y9cns2NG5dwcwsnLy+Evn0Xo1DcID39HaKjI4mMjObnn6+gVNpSWAgBAaOwsXEkIGAUAEqlHXv2/ExwcLCBEK6932s7m4wZF9QXa2k0icApduz4HKg79jJGYpI5dtIbE/0OeLlcQWDgGIP3zaUDXuLO5HY//8wRmSDUHCfXfLSZZncKpq7Ia84V0CXaDmP4GesfSypVuUF1V8CgwqtCkdXi40o/AKvvwm1MscxUlXKbW82+OctXVlbi5+ePQtGZu+9eSUDAaN2wN6nSpvExlqjfWrTn4Pjxm9i37yJubj3w8xuBg4MnJSU5XLq0jsLCZSxfvpw33nij1duzpIqubX3dsGjKyuDECUORNien9nL+/oYCbb9+YGPT9u1tZ1obp8nlcr744gucnZ0BmDNnDmvWrMHLy8tgufvvv98o7TUFpo5VJSTuJDZt2sTcuXOZO/csZWVV/Pzzfdja9qeoaAkajR1qdRFwABgFvAckA/8EsoE3AH9sbZ9HoSjAysqawsKbaAvHQgre3iNZsOAXPvzwY6ytvQgNnQ0IJCZOo7w8npKSeTg7HwNSeOaZZORyBRqNmg8/7I4gdKewMJx58+YTGBgIGN7vk5IuEBQUbJK4oGYMFR4eTmxsbL0xlbFjlLri/ICALqxevcqi4wdJC5CwBG7X868taWqsJom2LcDUgbA2MFiypAgbG8da71dUFPHuu0o2btzInDlzjL59idsH/WPp4sXviYmZy4gRRSgU4nGlUlVw9OgKIiJm0KNHYKuOq7a6cDdVKG2uANvcQFJ/+ZkzY8jIuEJRURFOTk74+fmydWtErcBTEqlahqmE1bbwDdc/Tvr2XcGePXtvPawBCFhZbcfFJZesrEyjiaiWdJxJAV8dCAJkZBgKtKdOgUpluJyNDQwYYCjSdu7cPm02M4wh2jaGTCYz69hXEm0lzBGNRsOVK1cA8PX1tQiLhMrKShYuXMi///1vhg59lu7dJ/PNNxMJC4ujoqIb584lAqXAcaAjUAW8CExGJstEEBKApwE3oqKiCA4OJj09naKiIjIzj/Hbb48xefK/GTz4Sc6fP090dLSug1etvsSZM2OAzsBVgxFaAOfPxxAdHQl0Z/ToNxg+fGqd93tziQtMIUbejkW7LakDXuLO5nY8/9qSpsZq7WKPINEwljK8VcL80T+WalZ3FV9XV3ht7XHVFv6qTbUOaUml3OYWcNIuP378Cj788GM9IQ6Uyo4MGiQWjND3mzK3ofuWgKmE1bbyDdcfQgQwY8ZLVFQ4k5kZz6VLG7hy5RyffmrcIUSWdJxJvsxARYUoyuqLtJmZtZfr1EkUZ7UC7YABov2BhNHR1LSZkJCQMAqCIJCQkABAZwvoZHrxxRdZvXoNanUVAL/9tpbjx/8NQEmJJ/b21nTu3JnMzN2ADLgJVNz69C4EQWuH5MTMmTN1vrPajNiqqhIArKzsAQgJCSEqKordu/cQH/+53rquMn78OwaCrbh8BOPGvc3+/a9x6NCDHDokzq95vzeXuMAUvvu3o02YNPxcwlK4Hc8/c8Qkom14eDj9+/enf//+9OvXj759+2Jvb2+KTd2WSF5/EsZC/1iaOXO7rrqr1tNWW+FVzAx9ptXHVXMu3C3pmWuqsNqSSrnNDSS1f8UCEH0IC4vUDXlPTz+sKxhRM/CURKqmY2xhVXvMZWZmsnDhCwQF3VunqL9581SefPIflJWV0blz5xb9PjWP7+joaF54YTHr14/QLWPKhyVLOs7uuIAvK8tQoP3jD1G41UehgP79DbNoAwJAzw9ZQkJCwtKQyWR0ulX8UGbm17MXX3yRlStXYm0dRrduy4AQkpK+RRA2AOdISnoVmA2kA3lAV8AXOKG3FhkgMHZsKL169aq1DZXq6q2/Zbp5ISEhumzc1NQjHDoEHh6eXLkSiyBoaj0XZmbG4e/vz7p1n5GTk1Pv/d4c4gIpManpmIvQLiEh0f6YRLSdOnUqCQkJrF27lqSkJAC6d+9Ov379DMRc6YJcN1LvmoSx0D+Wtm6dwcCBj7F//6vEx08ERlBYWMG4cX3YujWiTY+rlmZPNlVYbUml3OYGkp63ivkolXYGxaWUSl9CQ2cTH59EYWH1cvrccSJVCzB2Qca6jrmSkj+4cOFbg8yVCxe+JTPzD0pKsnnggQeA5mf21nd8r1r1Ph4eHm32sCQdZ2ZAVZVYIEwr0MbFQWpq7eXc3Q0F2kGD4FYhLAkJCYnbBblczuDBg9u7GY1SWVnJ6tVrsLYOY+jQ4xQVFZObmwsMBgYBTwAxQHfAFgAPD3fy82+gVkcDjoADMlkurq4eXL26GUGYXUtwTUlZj0Jhw59//sSgQU/o3pfL5QQE+HPsWDQBAV1YufI9Zs2a1eBz4fjx4xv9Xu0dF0iJSc3DHIR2CQmJ9sckou1LL72ke/3HH38wdepUwsLCsLa25ptvvuGVV15BJpPh7u7OtWvXTNEEi0fqXZMwFvrH0v793wNQWLgfscot7N/ftsdVa7InmyqstqRSbssCSTky2WHEYhL6GSMCcAQwf682c6W5dhUNUfOYu35dxnff/R+2ttlER0fqPOK03nCurpMpKenE/fc/ioeH0KzM3oaO71mzZrFt2zbJi9xImKWP1rVrcPx4tUh7/LhYREwfmQz69DEUabt3l7JoJSQkJMyETz75BLW6Ck/PFzh+/ASVleW33rFHJvNGLn8UtXoxsAkHh/coKUnl+vUYYBdwDdAAxQgCqFQqLl78vk7BNTn5RxYtWsSqVasaFGQjIiJQKBQW/1woJSY1n/YW2iUkJNofkxciGzhwIG+88QZTp07Vzdu1axePPfYYDz/8MG+99VZrN9/mtGVxB7N8KJWwSPSPJW32Z0PDqEzVhtYY6zf18y2tlNucQg3aIm8gw81tCn5+S3Bw6E1JyVkyMlaQl/cDIEgFA1uIsQoy1nXMpKam8sUXG+jf/29kZDyFSnWWp566wMcfB2Nl1Qdf349ISFjPvHkPExgY2OSiD1LhiLajLYrINUpuLpw8Kdob/P47nDghFhCrSceOMGxYtUg7ZAhIhaFMilSES9oHEhKt4emnn+bjjz8GvsfePgA7O1du3EgGuiF20l8HBiBm2dawt2EwMOHW6xy8vf8kO/tX3Nzcyc29rltKv+hmU4ty3i7PhaYqQnq77B8JCYk7A7MpRHb+/Hn69u1rMG/y5Ml88sknfPTRR6bevMUj9a5JGAtzOJZamz3Z1B56GxubWsu5u/fizJl9xMd/SHb2r0RHR9fp99XUDHdtlu748e9w4sR/iY+vXt7ZucutwhCvSDYwLcRYvmd1HXP+/v4olR3JyDiKn9/LxMffxYkTn1BQkEr//hvJyIjF2dkFf39/oOmZvU09vg8ePIhCoZAeKlpIWxWRMyArSxRotSLtyZN1C7QyGfTsaZhF27MnWECFdAkJCQlTo1arOXDgAABjx44123uftlCYlVU6Hh6TuX79z1vvdMDaWklV1YFb/48C+gJuwGvI5Xfh4LAfjUZFSck3gC1BQXNRKtdQXn6WzZs31Zkw0dRh8OYQyxsDUwz7N4vOXAkJCQkTYHLRdujQoXz66ae89957BvP79OnDqVOnTL15CQkJM8IYVWObKqzWt5xoWSDwwguLkcvltQK5pgaSWjuFK1diefrpJDIyjlJUlIWTkzd+fnexdeuMdvXlsvRsA2P5ntV1zMnlciZNmkh0dDSCIA5dv379PADp6RfIz08nKioKuZ7Q1pRjs6nH96xZc8jLq8620T5USL5ljWNsr+NaCIIoxmoFWq1Im51d9/JBQTBggOhBO3gwhIVJWbQSEhISDVBW0zLGDOnTpw8gR63+HxkZ/RCEqlvv5FJVVQysRnyMHgKMRCw+psHK6ilUqnJkMgVyeTc0mgxOnDjJrFkvsX79CBQKRb2jg24XQbapGPP7tktnroSEhEQbYXLR9pNPPmHYsGFcu3aNhQsX0rt3byorK1m1ahUOUpENCYk7Cm1WZELCl9jZueDk5I2//0jkclFcaWr2ZFOF1YiICNRqNVFRUXh7DyAsbAF9+vyV3NzzDQZyTQkkaxZ5u+uuJfToMYWcnLNs3TqjXX25LCnboD5x2Vi+Z/Vl7IaEhBAVFcUPP/wXgJMn/wdARcVpoqIeIyQkxGA9TTk2G8sOPn78YwA6dOjLtGlv1XqoqDl00lx/s/bEmF7HCAJcumQo0J48Kdoe1EQuFzNmBw4URdoBA6B/f0mgvQ1xcXFpclX7/Px8E7dGQuL2Qi6X6zpb5WY8AiEvLw/QIAgJwN+BvyFm0x4DNgMJQDjio7Qc+AqAyspg4ApQAKgAKC0tpqLCGWi449fcsJTOf5N35kpISEi0MyYXbUNCQvjtt9946qmn6N+/P9bW1mg0GqysrPj8889NvXkJCQkzIjc3F4XCml27/qGb5+wcyMSJH9Cz57RmVY1tirCqVqtZtOhFgoPvM0kgZ44FAy0p26AxcdkY+7ehjN2ePYOJj0+hoMCblSvfY9Gil+jY8U969gw2WEdTM3sb2pZaXcWvv76NlVUo8+btRqEQb7++vsPo23cFFy9e5ObNTObPP0KnTv3M9jdrb1qcra/RQFJSbYG2oKD2SqysIDRUFGa1Im3fvnAbdDRbykN4e7JmzRrd67y8PN566y0mTpzI8OHDAYiLi2PPnj28/vrr7dRCCQnLRSaT0bFjx/ZuRqOItR/kWFm5oVIlAs/rvSsHgoDRQAbwKnDx1ntHgV6ADTKZgLZyTGZmPNB4UoK5YEmd/0btzJWQkJAwQ0xeiEyftLQ0EhISkMvlDBw40GJuXDWRijtISDQfrZjo7T2aq1e74ep6F25uruTl/R/5+bvw8RlIVtYfRhWoDh48yNixY1mwIK7OzMeMjDjWrQvnwIEDrQrkzEUIsaRCWPri8ogRrxiIyzWLvrV2/za1wFxzCtE1d1t7975ARkYc48dvYsSI2brlNRoNa9d+CBRQWLiMefMOEBg4BjC/38wcaMo5/eW6cGI//5zBCkW1OBsfD8XFtVdoYyMKsvoCbe/eYGdn+i/TxljSQ3hrMVacNmPGDMaOHctTTz1lMP/jjz/ml19+4dtvv21lS02HFKtKSLScffv2MWHCBECGQjEOtbo7YgGyYuB3qkVaABvgIWSy3cjlvbC13YSVVUdKSzejUl0GKvH1PYpCccls7+X6cVZycjJLly4lOPi+RuMzc8BYhWslJCQk2pqmxmptKtreLkiBsIRE86gpJl64cJHdu/dQWHgTEIBNKBRpbNr0NTNnzjTadu+0QK6tROrW0h7iclMrFRujonFd63B39yA393qtYzE1NZUvvthA376zOX06hIiIjfTpU30smstvZi7UPHbsKwrxunaaTtnxeGWfwvb8DrpXFGBb14ft7UVLA32BtlcvsLZu1vbNoYOmuTSnk+R2wFhxmqOjI/Hx8XTv3t1gfnJyMmFhYRTX1RFgJkixqoQ5IggCV69eBcDHx6fJViRtzTfffMMDDzyE6Fn7NqAEnG5NKmAmcAKZzA5BKAWG4Ow8lYKC11AoxgMjUKsrUCgcUKu/QCb70+jXWWPdj+qKWaysHJg+fQO9ekXq5plrR7KlxL4SEhISNWlqrGZye4SCggIWL17M/v37sba2Zv/+/RabYSshIdEyag5dCgkJITg4mPT0dIqKiigr68dPP83Aw8PDqNttzGO0qR66loIxCr2ZgpoPFmq1us2HsjXHB7m1BcHqWodarWbChAm1jsWioqJbr3IAcHIyPBbb6zczOwQBUlNRJCSwe9gQLkZHM2iFI75V9RS0cXISi4Jp/WcHDoTgYLgDK1NLfn8tx83NjR07drB48WKD+d9++y1ubm7t1CoJCctFo9Fw8uRJADp16mS215zr168DGuTymWg0joh+ttaAPSBHJluMIMxEELRJS4kUFBwHQK3eD/xy6zWAnGeffbbV94ma2bCff76+1fejmpZaZWVObNz4Lxwc0ti6NYqoqG2EhIjrM1erAWMVrpWQkJAwV0wu2j755JNcunSJ999/nwceeEBXMfS5556jS5cuPPvss6ZugoSERDtTl5gol8sJDAwEoKIikJ9+Mr4wdacFcuYoUtcldLm5uQNtLy43tVJxcyoaN1RITX8darW6zmPRyckJEEhL+yfOzl3w9zc8Fm+3joUmUV4OiYmQkCDaGsTHw+nTOv/ZkFsTtwTbVMSSMKnOHRn62KMMe+IJCAwUi4cZCUvyiq6J5PfXcpYvX86CBQs4ePCgztP22LFj7N69m88++6ydWychYZkYu4PeFGjbqNFo6NgxkJs3S7GyckKlArFAWd6tJStv/S259dcBGAT4Y28PPXsGcOrUW0ydOrVV7ak7G7YX48dvYsiQKS26H9XVoXfmzBnAl969P+bChSj27FlEcPBUXcFgY8Vnxhy1YqzCtRISEhLmislF259++ol9+/YRFhZmcLGcNGkSr732miTaSkjcAbSXmGjKQM4ch0mbm0hdn9D1888LycvL5fjxHwz8XbVYilDZnMzL+o5FuTwTK6ttFBScY+bMrboHI7g9OxZqce2aKMjqC7QXLmjTkwyxthYLhPXvD/37o+7dm7jSUjKKi/H29uYpE52Dlp6paq4Z+JbAww8/TEhICB9++CExMTEIgkCvXr04evQoQ4cObe/mSUhYHAqFgmHDaseB5kbnzp1vvbpAScluoCf29p3QaK5TVvYrGs2xW+93RC4fhUYTjr9/KDdvfkxh4R7GjPmEESMeYevWiFbfw/Vjqfnzv2b79r8ikwWhUDzMvn0XcXPrR0hI8+9HdXXoiR3JUFqai5/fEuLjw0lPP6zz2jdGfFZX7OTp6c3cubOYOnVqi+JpcywMfCdijs9GEhK3Ayb3tHV1deW3334jKCgIJycnEhIS6Nq1KykpKQwcOJCbN2+2dvNtjuQTJiHRPNq7QJYxfEobW5+5DJM2RjEtY9DQb65WV/Huuy5AIC+/HI9CUd1/aK6eaTVpqUdoXceOh4cX169fIzj4vnb9zUxKSYmYPXvmjOF0/Xrdy7u5Qb9+OoGWfv2gZ0+xcFgbY+l+eZbe/pYgxWnSPpCQaA1qtRofHz9ychyRyxeg0ehb8aQCm4EKvXku2Ns/QI8eL5CR8Q8qK0/h4zOA5OQf672HN0XgqhlLpaX9yhdfjCUsLA4np6EkJm5GpcrhmWeeRi6XN+t6XlfdB21xVGtrL4KD7yU21lnntW+M+Kxm7JSfb8WePV9TWroLSAZaF09LomH7Yc7PRhIS5orZeNpOnjyZjRs3snTpUoP5xcXFZms+LyEhUT/6AZGnpycAOTk5DQZH7T10yRg+pVrMfZi0uWQbNDQkW6GwZtSoV9m//xW++GISd9/9z1rHQ3R0tNkG3q3JvKzvWNy5c2e7/2ZGQaWC5GRDYfbsWbh0SfSlrYlMBt26VYuzWoG2c2fxPTPA0jNVzS0D39JISUlh/fr1XLp0iTVr1uDp6cnu3bvx8/MjNDS0vZsnISFhAhQKBf/+94fMnDkTuXwzMAywxcYmi/LyaCAIeAiZLBxr66tUVX1KWdnHJCRcA7yAqxQUaJrVgVuXwFUzlioqEu8zDg69kclk+PmNID7+c9LT0wkMDGzW/Uh/FJyPz2DS0w9TVJTFgAEuHDx4gbNnkwCwtXUmIyPOKCPU9GOnCxcusmNHNG5uQ+nRYyHp6U9SWXkKO7veLY6nm2NvJWE8zP3ZSELC0jF5pm1GRgaDBg3iySefZOXKlZw5c4ZOnTrxwAMPcPPmTfbt29fazbc5UvaChLljqp7muoJMkAMaoPEeVWNnvLY1JskY1mjEIeL5+ZCVVT1dvVr9t7gYqqrESa0GZ2dwda17cnMDX1/UnTtz+Nw5srKz20X0rCuDQ5+KiiLefVeJm5sHeXnV2ZYBAV2Iiopky5atZttbr5+5qP+g4+Tkjb//SDIzj7coc9GiMkRKSiApSbQy0J8uXoSKiro/4+UFffpUT717Q69e4ODQtm1vJrdDpqq5ZOC3FcaK0w4dOsQ999zDXXfdxa+//sr58+fp2rUr77//PsePH2fbtm1GbLVxkWJVCXNEe58DzPsed4tp06axc+f3aONcMebtDswGRiEWJ9MQEhJCTs4jlJcnMHbsJn74YQRff/01f/3rX2utszkjdWrGUqmpB3WZtkrlMFSqCo4eXUFExAz69OnTrPuRNqZVqdwpKcmloCBV916HDp0pL5eh0VzVfffWxuuGsdMQXUZvaOhsZDIZBQVxxMeH89BD+/jttzVmP+JKQqS9R1NKSFgyZpNp6+fnx9GjR/n73/9OaWkpQ4YMoaioCKVSya5du0y9eYkGsCiBQKLJmGp4in6QOX78CvbtO41SaYdMdpiCgn2MH/8OV67ENtijasyM1/agVQV9BAGuXBGHiNecSkowNgpgjL09dO8OffvC77+jDg3lt/Jy0srL8fbxMem+b6qP8ZYtm1AoFLrj4fr168yaNcuse+u1GSw3bqSwbdscgwcdZ+dAxo17y2C5pmJ2GSLl5ZCWBpcvQ0qKKMhqxdmMjPo/5+Ages/qC7R9+oAFFJ+pi9shU9VcMvAtjZdffpm33nqLhQsX6rweAcaOHcvatWvbsWUSEpZLUVFRezehScTExPDdd9/h4zOanJwQVKoCYCMwDZABhYAvUIJMJsfP7xXi48NRq+MBfV/capo7UqdmLOXvPxJn50DS098hNPRbSkpyANGLtrn3I4VCwaxZM1m5ciXW1mEEBa3BzW0EeXlHSE1djkZzilmzRJ/ZpsbrDT1b6o9aSU9Pp7DwJmFhkbqRtw4OYpZwcfE1qUCmBSEVO5WQMD0mF23XrFlDVFQUe/fuJT09nYSEBKytrRk6dCguLi6m3rxEPUi+M7cnphqeoh9kzpwZw4cffoybWx9CQ2cDAomJ0zhx4n88/fRFtm6d0WARBLMTpppBU4dJ3zh3TsyKrSnOFhbWvWK5HDp2BG/v6snHp/q1s7NYhMnaWly2oEDMzL1xQ/yrP12/Lgpq2dlQVlY9RP2bb1AA4UA34BTwH6Uzgx57lGGPPAI9ehh1OHpTha4xY8bojhNtb725F3zSPkTFxDyIm9sUwsI24eDQm5KSs6Snv8OOHQ8aLGe2qNWQmSmKspcvixYG2teXL4tZ3g3h4QHBwaLXrHYKCYHAQPE4vU1ob3sXY2HpnWbtwZkzZ9i4cWOt+R4eHuTl5dXxCQkJiYaQy+WEh4frXpsrdcW9VVUXKSsDZ+enKSjYCZzHz+8+cnPP36rVItqlxMevq1c4ba7AVTOWkssVTJz4AdHRkSQmTqWqahBKpT1yeSZbtjzTrPuRWq1my5at+PiMoajoPpKTT5GcfAoApfJBPDycOXbsON98802T1tfYs6W+AF1UJI6wcXDw1C1bUnL21t9rqFSih3BmZmaj25VoXyzdQkpCwhIwuWi7cOFCPvroIw4dOoS/vz/+/v4AVFZW8vvvvzN48GBTN0GiBpLvzO1Jqyucq1RixmdFBVRWGkzxcXF0Tk9l+uTFcGwjIwuP073r3djn/QAyGX2Vo0i5/D0ucR/wuP8Y9uz9nrMffEC/fv1EIVAuFwVHW1uxkJCtbd2TjY35ij1qNQE2NgwEOp34FE+XbsgEDXblN+lYkIZzQRodshNYDLj+4x91r0OhgB49EHr1Is3RkSvOztiEhdF/5kxif/+92UJKg9nyFRWieHv+PImbNpG4aRODbBwIrCrDS9AwCaCwAFatEidPTxg7FgYOFIesDxsmWi20kJYIXZbSWx8eHo5CYY1c3ptevXYgl4vfQakcRq9eOzh2bDAaTaLuwdQUNGmkREWFKLxmZopZ3vqC7OXLkJ4udi40hIMDdO0KXboYCrTBwa06PiyN2yVT1ZI7zdqDjh07kpWVRZcuXQzmnzp1qs4sOgkJiYaRyWS4WcC9Qz8eyci4QmHhTbp1G0NKyqcIwmkcHIZQUvIj1659gaPjXeTnF5OW9iMAWVkn2b59e51xXHMFrrpiqa5d72bcuLf59de3Ual+AGD9+ubfj/S/o4/PENLT0ykqKsLJyQl/f38yM4c1GnNpY5GdO3eydu1agoLurffZcurUqToBeujQNQCUlOSgVPoiCBpSUl5BJrNhz57ndetfuHAx9vb2FnOPvRNp6sg6s09kkJAwY0wu2gJMmjSJUaNG8euvv+Lr6wvAjRs3GDZsWL1euBKmodXCnkT7o9FAaanoc1pSIv4tLubs0aMMTE/l3lEP0unEp9hUFmNdWYJNZTE2lcXcU1VBdtplCocMwcXaWvc53TrKy+vd5EAgFmCXKEYuBri0qfaC+5YA8DzASy+17OspFKitrMDWFisHB2RNEXqbMl8uFy0KBAGNWk1KSgoFBQU4OznRrWtXMeOjsrI6e/XGjerX165BVhbhajUnAPYubvA7CDIZlxQKElQqEoFEIL+TD0+uWY3G2rpWJoLikcdQq6vFs6ZkvTeaLW9rC927o+7ShclPPYN98H3MmvUtNqpyPHPO4p11Eu+rJ7A5v42gikLscnJgyxZx0hIUJBaE8vISRd3u3SEgADp1EjOBO3duUGRvrtBlst56tVr8LfPyIDdXnPLzxeO+sFB8bWMDdnZgb1/9V/taPwvaxYXY2FjU6irU6gGcOxeNn98IHBw8KSnJISPjCFVVA4BTxMbGmkQgi9m+nWXPPo+QmUFnoDPwh3NHIoYMpou1tSjSZmaK37MxrK3F37RLl7ond3ezKQjW3kiZqncec+fO5aWXXmLr1q3IZDI0Gg1Hjx5l0aJFPPTQQ+3dPAkJCROhH49cvHgZgPT0TMCFwsK3gGUAqFQ55OdvBgQyMzehUNiwadPX9cZvLRG46oul/P0DWbDgRYKCglp0P9L/jnK5nMDAQIP3G4u5DONQ0es3K2ssRUXO+Po61vlsqRWgBUGgQ4dupKX9jL9/T1JSXqWo6CCOjoPo3v1D0tMvUFFxmo4d/6wzoUiy+DMfbgcLKYk7l8auJRUV4iDWnBxx6tpVHJza1pi8EJnWq/A///kPX3zxhU64vXbtGt7e3mg0mjo/Z85YcnGH26GgisWgzVzVF0ZLSlo+T3++qbGxMZjKBYGMa9fo0LELKrk91/JvYt/BE4XCBhkCGlURZWUXcHcNQiaTkZeXRFD37jg5OIhCqUYjZvRps3grKqqnxjL9zAm5nLKOHTmXn4/MzgUnpR8aR0+yrB05mXeBE7kXGPzQQ7zy5ZcEBN9Xq8DExYvfI5PJCAq6l+7d/0ZODpw48SNWVn+gUiUwcuRquncfQmzsuw0WB2pOEYumnPNfrwvn2Nq1hBUUiDYOCQmib2ljuLiIfrn29qJI3KWLOE8mEwXOESMgOBi1RtOk4LrZ16fKyuos0prTtWuGAm3rb3UitrYUK5Wcvn4dmc9YzlyvIq3KmiycyMKRYkcfgkaOZ+tP9/B/X37J7AceED+nLSTX0KRSid8pP19s9/Xr1X9vvS6+dAlFdjb2zWivTmCvS5Tt3FnMAJeQuI0wVpxWVVXFww8/zObNmxEEASsrK9RqNXPnzmXDhg1mLRJYcqwqcfsiCALXrl0DwMvLS+dnam7oxyMpKRUcPHgAW9uu2NtXcPPm48jlY9BougCeuLq6kJ//GfAnW7dGExkZWe96W1O0ydhCZWueCfXj0G7dJrFr1z/o0WMneXkl5OUlERUVRUhISJ3rqSvpQCazxsGhD926xXDlSqxuHT17BtfaJ9u2beMf/3iGnJxqMVmy+Gtf7rRipxKWTVmZWOt78+aD/Otf0eTmKgBPwBN7+0ACAgaiVruTkyM6Eurz5pvw+uvGa0tTY7U2E209PT1Zvny5Tri1trbGx8fHIjNtLTkQbmpF940bNzJnzpx2aKGREQRRDNEKhWVlYkap/lTXvGbMF8rKKM7LQygpwUatxlalQlZcLG7TlMhk4tBlR0dwdKRYEIhPSaFj56HIlb5U2jhSae0g/rVxJKc0l/3HP+S5V1+l15Ah4uf0Pq/739a2VmadfpCp9fbSVnzVetqqVGd1nrbNqhKq0fBtdDTz5syhV7e/MGLwP/DqGEhBTiJn/viU7LRfee/NNxk9bFjdom9982rOFwQyMzOJPXYMRydv3N1DsLXrSEV5ATm55yksuspdo0bh37+/KDy6ulb/9fCozji1sqoz4AwI6MKqVe/zwguL6wzG1eoq3n3XBUHwp0OHRygqKkQsZOEK9AJeBy7g5PQakyZN5PTpJXXux+YG/C0+53NyRC9cbddidrYo5F69Kt7psrJEkbEx3N1h8GBRxHVzg6IiMbu1Qwdxf7q7i6J+cTEaFxdeXbocma0vvUcvw0qjwrE4G8fibByKsylM+oGOVTfpH9oL2dWrojDbHDp2FNvg7i7+rk5O4uTqKn6XsrLq81v7uqxMzNK9elX821xkMuMJxjUotXejUNmZIqfOFDr5EJd+mCtCHm9vWI/C3188Zt3cpExZiTsOY8dpKSkpnDp1Co1GQ1hYGEFBQUZopWmx5FhV4vZFrVbrClFPnjzZbDs+tLGWnV1vsrLGUlxsi63tSDw9+1Baup28vIcRhOokCoXChs2bvzEQbOsTWRsTuKKjo3F3dzd5FmlLBeSanzt7dgsxMXMZMaIIudyBxMTNqFQ5PPPM08jl8jrjTH1bhQ0bvuDmzRvAAsAXZ2cXJk78S52i765du1i5ciUQBIwCPOnQoZSOHRPIyjokiYPtSH3PRqtXr5J+EwmTIwjiI6b2EbWuSfsIW1OIbQwrK1EK8PSERx6Bp54yXrubGquZ3B5BXxNeunQpAKNGjWKL/hDcVvLJJ5+wcuVKsrKyCA0NZc2aNQ2m4H/zzTe8//77JCcn4+zszKRJk1i1apV5eiwVF4tDejUa3dBu3eum/tV7HZyby12Ac8JXeHr0QiZokCEgE8T3c3POMhEITU+HH38UP6tWG04qVe15DU3NWb6xZSsrq0VY7d+G5jVFVGolMsCpoQUUimpBVCuS6v9tbJ6Dgygs1RRY7e0NxBh7tZq/du2Ovb0ns2ZG1x18BXThP8uXNzuzTt9Ta+vWCAYNmsP+/WeIj08CjlBYuI9x495m69YZzS7KoxYEnn1pCd7B9/GXW0FjMaDw6ku/3rO4sGUa8z5fT8orr7QqaFWr1YR37a6zCahz/6SdJWX//ka3U98w6YY8WTMyjqJSlQDhyGTOdOoURHb2H8jlvYEuaDQLgZnIZDfYunUb48bNYf/+ubW8xJrr+9pirylPTxg/vv6dUFkJp09DUpL4urQUUlLETHCNRpz/229ipuhPPzW4P7XIgRUA5MGW6fUveOpU9WtbW/D1BT8/8a928vIS77Du7tUirbV1k9pRL+XlkJ2N+soVnpwega/ci9E97sOpOBvH4iycirJwLLqKY+n16s/UJ9gqFNXF5aysql9bW4udBdq26/09e+0af1+6lLtmbsOxx72orOwMVql9sJnk5MSYfv1a910lJCT49ddf6dmzJ926daNbt266+VVVVcTFxTFq1Kh2bJ2EhGXi6ura3k1oFP24VxAu4ur6Evn5V7h6NR6FYhOCUIKX10IKC9MoK9vOa68tITIy0kCM3LhxEzk51Z3L+tmg9VlHLVq0iBdeWNwmhaJbWmSzZhzq5CTGjyUlZ1Eqh+HnN4L4+M9JT08nMDCwzjhT668+ZswYBg0axAMPPMD99z+Ki4sX/v7+BkXqtDYNO3bsuJU0EkZo6Lc4OnaipCSH9PTDXL3qjI8Pt5XFn6VZQEgWUhKmQBDEAYiNCbFZWeKjaNOpwNr6Jl5enjg5yXSSi4ODhvj491Cr49m/fyPe3go6dmz//BeTi7Zvv/02Dg4Ouv+1wu29995rlPVv2bKF5557jk8++YS77rqL//73v9xzzz2cO3dOV/RMnyNHjvDQQw/xr3/9i/vuu4/MzEyeeOIJHnnkEXbs2GGUNhmVzZvh0UeNtroBwBGAXU/Wu8xCgJdfNto2zQpra9GjUt+7subUxPknzp5l1ccf49J5MEG9/4qjezA5RVeJPf0ViakH+feGDUyZPVu0GGiDM93UFc71g8z9+78HxIRJUWoT2L//lRYV5Wmr4lPG3k5dBX0a8mQtLNRWwPXE23sQKSl7AHBwCEcms6GkRI1aDd7ePbG2lnPiRLrBOpuyDf352uVM5jVlYwODBolTfVRUwMmTcPasmKl74wYoleJUWirO01Zgd3IS78oaDdmpqVxLTKSospJsIBso7uBAjlzOpeIiKoAsgM5+vLH2X0TMmNG8ttegyYGxnR0EBqIIDGTifz8VM2VcutQ615Ivfs/2jRuZds89otCrL9BqRdoWFNw7s2kTR4CR3SfWEmxBqtArIWFsxowZg5eXFzExMQwfPlw3Pz8/n7Fjx1rkaDEJifZEoVBw1113tXczmkRERAT33nsvP/ywi/z8RwAxF0SlcgGiuHbNCaVyMGVl2wkODq4z09DBwZuJE1fi4tKtVsHnmgLXtWvXmD17Nt7eA5g8eTF9+vyV3NzzJi0U3dzaA2q1mn379gFQVnYDjUaNv/9InJ0DSU9/h9DQb3Fw8ASgqKioSXGmtqijh4eAr29grfe1ou+XX34FaAgN/TfOzuIzvlLpS2jobBITN1NQUEBJycF2L1ZrDBqtW2GmSMVOJZqKWi06vzUmxmZnN2/wspNTdRmS+qaUlCPcf/9IHnooDl9frxprkNOp0xjWrXuFnJy/06vXGGN+7RZjctF2yZIlteYtXboUhULBqlWrWr3+1atXs2DBAh55RLyZrlmzhj179vCf//yHFStW1Fr+2LFjBAYG8swzzwDQpUsXHn/8cd5///1Wt8UkWFmJQoFMJj7k1/W3offq+FtUUkJmVhbWNo7YdfBAYWVHlbqSktLrlFUU0qVLFzq6ulavW6EwnKysas9raGrO8o0tq/VZtbau+29D82xtjebdqFarmaGXtVkok1N4673B/R/m0pZpPLV0Ofc88ACKNuyaMXWF85pBpqenGJjl5OS0uEfVZMWnmrEdjUZNWZk49H3fvn0t7hluKKu1tFS7vhxUqjJUqtJb276OlZUv1tYZt5LNnfHz60d8/DKDdTZlG9r5+ss1JOYfOfIOyck/8uyzz3L48GHj94jb2sLw4eLUDDoBHreE1KqsLPKTk1m2bJmBh29nbVXimTNbdWy3NDBu6Fzbun0700wQVEsVeiUk2p7Zs2czfvx4PvnkEx5++GHdfCO4i0lISJgxMTEx/PDDD7f+exxwA+wRH5/L6devP2Fh7mzYAMm34pSgoHvp0GEqdnb98PfvSUbGCmJiHiQqaludBZ+1Ate2bdv4618fBCAr6yRZWSc5cuR9Bgz4G6GhsygtzeX5518wSRZpUzMka8ZLGzdOxtk5kIkTP2DixA+Ijo4kMXEarq5/AyooK0tmy5ZXG00aaUpygZeXN9euiXG8o2Mfg8/LZLJb2b2nAcvvuNa3z1iwYJNBzG4q8V7izqEtMrirqkTR9cqV2qVHtP9fvdq8AdGurnULsD4+hv/r5YrWS0JCBmB67cGYmMTT9oEHHuD//u//sLe3JyMjAz8/v9Zuok4qKyvp0KEDW7duZfr06qG0zz77LPHx8Rw6dKjWZ2JjYxk7diw7duzgnnvuIScnR2eW/umnn9a5nYqKCioqKnT/FxYW4ufnZ9E+YZLvTOsw94JuljSkpq32ZX3bOX8+hj17XqCgIFU3r6W92Q35gyUknOTbb4cjl3cnKOgbLl78FoWiIzKZF/b2UZSVTUOl+oPg4BO4ubkQG9sPd/cCsrOvtsrTVktd57xCYYNaXd19aY69+K0p2tEYzSno1lD7THWu1Vx3eHg4QUHBJtkX7YElXackLAtj+blq6zIcOXKEefPm8eijj/LBBx+Qk5Nj9nUZJE9bCYmWo1arcXV1p7DQHbiJXD4QG5v3KC/fB7o0DQErq2107JhLhw4dsLfvw9Cha/jyyy8JC3sEpdIXQdDo6j4880wymZnHa8W02lhEELrTo8cqPD3HkZn5MWlpb6HR6BcflrN8+VLeeOONtt0ZGMZL4eEvs23bYWSyCqytfycv70eiorYB1Iqnm/ps2ZjP77PPPsuaNWsACAuLQ6k0fF5QqSo4evRJYJ1FF9M2ZcwrIWGMDO7S0mrhtT5B9tq1ppXzkMtFN77GMmM7dRLzgIyFOek47epp6+joSEVFBfb29gQEBODi4kK/fv3o168f/fv3p1+/foSGhmLdSn/B3Nxc1Go1Xl6Gac1eXl5kZ2fX+Znw8HC++eYbZs2aRXl5OSqVivvvv5+PPvqo3u2sWLGC5cuXt6qt5obkO9M62io7tKW0dHhKe4goJhu+34TtnD8fQ3R0JG5u96JUzgfsmDFjBLGx77aoN7uhrNY//ngdqESjOU9W1iIgAEfHcAoKoikuXokgxANLUKvPcvbsSiCZp59eXmv/t9QGQ/+c37lzJ2vWrKFbt78wcuSrZt2L3xJbi6Ycx2q1mueff4EePaYYHHe+vsPqzIap+VlTnyf1BVazZs1k1apVTfrtzVkUtdShfxJ3Ftq8hoiICLp06cLUqVM5d+4ca9eubeeWSUhYJmq1mtjYWEB8JjOXe1JN9u/fT2HhTWSyx3BzG0xubhTl5ZeBuSgUs1CrE4DVqFTnyM0VP7NgwSZu3BBFVq1FgEwmx89vCfHx4aSnH8bbeyBQ/XygjUU6dRpFVtZoPD0nkZ//A5cvv4K9/b1oNIMRBDuCg4dy5syjLFu2jN69e7fpfbKueOmee1yIjo7G1XU2SmU5u3e/QETEV3h59aagIJXnnnuOqVOnNjnuaGykoKurK2vWrMHBwVtnw6AfExYXZwOH8fLybvXzQnvSVpZxEncejWVwb9myjZEjIwwsCvRFWe3r/Pymbc/GRqyHrF9upOb/t+p7tzltpT0YE5PsJv2M1cuXLxMfH09CQgLx8fF89913pKamYmVlRc+ePUlISGj19mQ1hp8LglBrnpZz587xzDPP8MYbbzBx4kSysrJYvHgxTzzxBJ9//nmdn1myZAkLFy7U/a/NtLV0JN+ZlnM7DlNuLxHF1F689W1n+PAX2b17IUrleARhNoWFfxIVdR/+/iH4+TUs2jVEQ4Gnu7sHNjYBFBenAPsoKFgHgCDYAALwDn/++Q5WVg54eHjy6quvNnsbDQmuCoWCkSNHMm/efIJrFGRriljZHjS3g6Spx3FLA+OWnifNEVAbCqxWrVrFokWL2LJla4O/vTmLotLQPwlLJCwsjOPHjzNt2jTGN1SkUUJCokFu3rzZ3k1olK+++gqAjh1n0aFDP+RydzSaTGAZavWyW0u54O+/iKqq/WRlncTdvRcqlaholJTkoFT6AuDgIMYpRUVZKBSGzwfaWGTy5NVkZSVQXJxFSsoL2NtPwcPjWyoqMrl27XPKyuyBOfj6Hm3zGE3bxvnzvyEtLZ2ioiKcnJyYOXMme/b8TGGhP/ALGzaMJCCgC9u3b2/RPbyhhCK1Wo2/fyAqlTtXr/5AYuI0/PyW4ODQm5KSM5w79xSQzMcfbzWL2LWlmHtSkITlUV4OmZlqnnzya7y936Zr15dISpJz8iQUFw+jqGgncvkNoqKcm7xOBwdD8bUuQdbdvf2Ld9VHW2kPxsTk2vbs2bPZs2cPU6dO1c0rKioiPj6e06dPt2rd7u7uKBSKWlm1OTk5tbJvtaxYsYK77rqLxYsXA9C3b18cHBwYOXIkb731Vp0im62tLbbGzMmWsHgssYemIdpbRDG1F29d29mwQfvbTMDZOVdnkwKt782uL/DcuXMnkZGRBAXdS7duEzh16jM6dBiAXD6Z4uJL9OrlSlHRH2RkxPHpp182eLNoaba8pfXiN6eDpDnHcUsC45aeJ80RUJuSARwdvY3k5IvExsbW+du39/ncEK3JcJaQaGvmzZuHvb297v9OnTpx6NAhHnvsMX799dd2bJmEhGUil8sZMmSI7rW5UlRUBICVVREVFYfRaK7TocMRZLIqNJos1GqorDyPvX0vQkMDyco6yZkz+xg4cCpKZUfS0w8TGjobmUxGSYkYpzg6etV6PtDGGH36jOfIkTQuXfqMiopUOnUSYzQbGzFjNzv7FM7OrkyYsJz160e0aYymbeO2bYcpKirTzVcqO/KXv9yNjc0ENm5cx2uvvcayZctade+uK6FI2+kdETGNNWvW4O09kMLCE8THh+stJWfx4sVERka2eNvmQH0xr0ajIT09ndTUIwC6miISdyaCIBYDr1m8Kzu79jyxj0wBxACil6whMsAVALlcwNNTprMl0Bdi9V8rleYryDaVttIejIVJPG31kcvlZGdn17q4FBYW8s9//pOVK1e2attDhw5l4MCBfPLJJ7p5vXr1YurUqXUWIpsxYwZWVlZs2bJFNy8uLo7w8HAyMzPx8fFpdJuST5gENO6/ZI4nfF2Yk39SWw3nVqvVLFu2jLfeeou5c8/SrVtIrYeHiooi3n1XycaNG5kzZ47R2l1bwJMDGt37pvaW3rRpE3PnzmXJkiJsbBxrvd+c790WNPX4TEq60Cy/1+b6GbXGS7g5vrmt9Vkyp/O5LszJR0ri9kWK06R9ICHRGlavXs0LLyzG2no0SuUC8vIeoEOHXQjCTWSyTpSVpSII6fzlL3+hf/8Q3n/fDW/vkTz66H4uXLhIdHQ0bm498PUNJyPjH1RWnsLHZwDJyT+ybds2Xaf73r17eeeddxg9+itkMj8OHvwQiMHD4wp2dl6UlPxJfv5mAKKiZtG1q2+bx2hvvvkmS5cuRalcTrduf8PBwZOSkhzS0w+Tl5fEuHE92L9/rknu23XXY7BGra7S/e/l1YmPPvqQmTNnGnXb7UFdMdz58+fZvXsPhYU3gE1ACn5+fqxZs9oinjMlmo5GA9evNyzCaueXlTW+Pi3W1mqqqtLp3NkfpVKBgwM4OYGjo/jXxqaEDRu68fXXa/jrX2eb7guaIe1tJdeunrYgqtdDhgxBJpORk5NTS7QtKSlh9erVrRZtFy5cyIMPPsigQYMYPnw4//vf/0hPT+eJJ54ARGuDzMxMvvzySwDuu+8+Hn30Uf7zn//o7BGee+45hgwZ0iTBVkJCi6X10NSHOWVetpVlh0KhYPz48bz11lvY2xfVme3RVIuL5g5Dr5khq7025uTktMnNwtKsPZo6hCU2NrZZx3Fzs+Vb6q3b3KzS1g6NM6fzuS6koX8S5s7p06fp3bs3crm80RFhffv2baNWSUhItCVPPfUUixe/SFXVAQoKMgE5paWT9ZZwAf7CkCGvcfXqcUBDdvavujhl+vR72bPnaxISlgLJAFRU2LJtm1iwq2vX7gad94cO/ROYjY2NB5WVcP36TiAEOItMpmDGjAhCQkLIyIgD2i5GU6vVfPbZOqysHLC2/h0np9eQyeQolb6Ehs7m7NmN/Prr2yYZXVjfqKHDh98mOflHnn322Wb55loCNWPezp3nsH//GZRKW5ydYyko+JPx49/hypXYdh85JdF0KiqqBdiGhNhr16A59U2dnQ2LddVXxCs+/jDjxo1l0qT6EiZOA9fo3LmT8b60hWApdqEmE20DAgL44YcfEASBfv364ebmpitG1rdvX06fPm2UG86sWbPIy8vjzTffJCsri969e7Nr1y4CAgIA8cEvPT1dt/zDDz9MUVERH3/8MS+88AIdO3Zk3LhxvPfee61ui8Sdx+1Q0O1OFVGMYXHR0mHo7XmDsERrj6Z0kGzatAlo+nHcXD+jlpwnLRFQWyuqm/v5bGmdBhJ3Hv3799eNEOvfvz8ymQz9QWna/2UyWb2jzCQkJOpGEARyb1Xucnd3r7cGSXtjY2PDCy8sZOXKlahUSUAP4F5gApAGfAVEc/FiJKdPf0lAQBdWrXqfF15YbBCneHl5M2dOdVEurU2Wt/doYDyurndha5tEVta7wGbk8vuBjtjabsbK6mFKSvKJjJxJr169mh2jGSOD7PDhw2RkpDF+/Ar27XulhpfsWVSqDahUifztb7UL57aGhjq9Z8/eyZYt09ixYyerVq2yqGeupqAf8+7f/z0gDoV3du5CVNQ2QkIidCOnJDup9qGsDG7cqD3l5dWdJdvU4l0g2g54ejYuxHbqBB06NG2do0ZZ3rOfhCEmE23/9a9/AaIf7JEjR7h69SqnTp0iPj6eHTt2oNFoeP/9942yrSeffJInn3yyzvc2bNhQa97TTz/N008/bZRtS0hYSg9NfTRVRPH09OTgwYPtJk4be/hCa03ILdWb0xLN16HxDpKWiIHNyZZvyfpbIqC2VlQ3d1HUEjsNJO4sLl++jIeHh+61hISE8dBoNBw7dgyAyZMnm12soc+KFSv473//j8JCD2AYoli7GxiLj89nFBc/y44dD6NSleiKb02fPr3eOEUbNwYF3UtW1ljc3Lx1vrcuLgO5cOFhystXAVBRcRi1Op9x416lWzc/MjLimhWjGasYqTY+GTLkKdzcerBnzwsGXrJKZSAAQUFBBp9rbcxu7qOGTE1ERATOzs5MmDCBMWOWExAwCn//kcjl4j68E/aBKVCroaQEiosN/2pfFxZCQUHdgqz+VFHR/G3b2NQvxOrP8/QEKyMrdJb67CdRjckLkZWUlKBQKJDJZAbFyCQkJFqPMYTMpogoHh6e/O1vj7RbJXpjBZ81aY3FhSUHlMay9mhrH6CGOkhaKgY2NVu+JetviYDa2sDK3EVRKXCUMHe0I7UA0tLSCA8Px6rGE5RKpSI2NtZgWQkJiaZhKR7Lhw8fprDwJg4O9pSUfKn3ztdcvXo34A/8wvLly3VxU0NxijZunDx5NUlJCYSFRekyjT08IrG27kRCwkj69XuYhIQNuLrmsX//XPbvFz/flBhNrVbz9ttvs2zZMnx9xzF//jd06tS3xcVI9eOYkJAIgoOnkp5+mKKiLJycvJHJrNiwYaRuOe32P/zwY/LyruvW09yY3dxHDbUFOTk5AAwfvrDOGhR3wj4AsehWURHk5IjT9euQm1tbeK0pwNZ8XVzcMrG1PuRycHExnFxd67crcHFp3+Jdt4ut452KyUXbmoGuhISEcTCWkNmYiHLx4vfIZLJ2q0TfUguCptJSiwtjBZTtZYDenO9dVxt37txpEiG9pbRGDGxKtnxL1t8aIbmlgZUliKJS4ChhKYwdO9bAe1xLQUEBY8eOlewRJCSaiUKhYPTo0e3djCaxc+dOAGxtB9Cjx2s4OPSmqOg0yclLKS3dSp8+b3DmTO0s0/rQxoNWVj5AAg4OhtcVR8d+AAQEjCQhYQOrV6+ic+fOTY4PY2JieO65hWRkZADdyci4i+3bjzNpkgshIS0bBVYzjpHLFQQGjgGqi5tq45iYmBgef/wJcnOvA0HA/Tg5BTFkSABXrmxsVsxu7qOG2oLbeR+UlYniq1aI1Rdk6/rfmGIriIKrg4NYiMvBoXpydgalsrYQW1OcdXERC3iZqbtLvdwOto53KjJB36irhSgUinoD199//52XX36Z69ev0717d/r376+b/P39W7vpdkGqyCvR3jS3In1T11mXCFdaWoqb29B2qURfVxXVttx+Qxw8eJCxY8eyYEF9pu5xrFsX3mA1XVNlEBuTutro7u5Jbm4OwcH3Ge34M2V7AwK6sHr1KqO0qbnr1z9X6xNQ62tXawR9U+8HY9DeFVslbl+MFafJ5XKuXbums0vQkpSUxKBBgygsLGxtU02GFKtKSLQctVqNj48fOTmO9O//C0qlH2lpaWRmZqJSVQCvAYlAIcuXL+eNN95odJ3auHHy5Bh27UogLOwRlEpf3fsFBXHEx4dzzz0f89NPTzUYP9ZEG2v4+g4jIyOOvn1/RaHoQnr6YfLykoiKitIVMmssNq1v3Q3FMQAzZszAysoBB4fh9O79PaWlubrtz5wZyenTS5ocs5tz/N9WWOI+qKyE33+HtLSGBdni4uav28FBtA7w8AB3d1E0rSm8al83Ns/OzvIEV4nbk6bGaiYXbXv27Im/vz/Tpk3j0qVLOl/bGzdu4OLiQl5eXms33+ZIgbBEe2LKm3hNEUWtVjNhwoRWCZOtwRjCqKlo7e9gCuHdWGiPg507d7J27VqCgu5l5MhX8fTsTXb2ab766lFUqnPMnLmVXr0idZ8zZRDZHIHP1GJgc9ffXgKqJIpK3Km0Nk7Tnpc7d+5k0qRJ2Nra6t5Tq9WcPn2a4OBgdu/ebbQ2GxspVpWQaDna+LNDh2eRy/tTWuqGRlMKKIFAZLLzCMIM5HI7NJpynadtQ2jjRju73mRljcXGptrTVhA0JCZOQ6U6i5dXKBUVifXGUcXFkJoqFji6eRMqKjQ8++xirK0D6dx5ECdPfkxw8OdYWdkhkwmkpR1AEK7w9NMPIAglvPuuko0bNzJnzpwm74+G4pipU6fStWt3BMGbjIw4wsLiUCrFmF0QBBITN6NS5RARMYj160c0OWZvTaf37YK57wNBgLNn4ZdfYO9eOHQISkub9lkbm2oR1tOzeqrrfw8PUWyVMB+kZwzj0NRYzeTeBRkZGfz4449069bNYH5aWhrx8fGm3ryExG2HKb1Uaw4T37RpE9B+nlLm7GnVmmHo5lzEzDAwlwPdycoaS1GRM76+jmg0PqhUkTg7x/Lzzy/Ss+d0kxdGaG5GsqmLAzZ3/e01HMnSiyRKSLQXzs7OgCg4ODk5YW9vr3vPxsaGYcOG8eijj7ZX8yQkLBa1Ws1vv/0GwNChQ832IV8bV3bu3J/k5DQgVe/dRARBTNPz9ByEtbUY0zUlZluwYD5Lly7FzS2DvLwBnD1bhpubK3l5n5Gfvwsfn4EkJ/9YK34sKIAvvoCdO+HXX0Gl0l+rHPgAgGvXAIZz8aL2PRkwDoB33xVwcrIC/olKFdBgceGagszUqVPrjWMOHjxIenoqY8bMJyMjDgcHMTYXBA0FBek4OnqTlnaRsjIng33bGJKVknnug8zMapH2l1+0x1w1np7Qu3fjQqxSKWW7WiqWMFL0dsPkou3w4cO5cuVKLdE2ICBAKuAgIdEC2lLIbG8/pfbefmO0NJgy1yJm+j36kycvZteuf9Cjxyry8kqIjo4mKioKlUoFyAgIeJ3Tp0eTnn5Y528GxhfSTe1p3FZIAqqEhOWwfv16AAIDA1m0aBEOUoqPhITRsIRRltq4Mjn5CDAA8AUcgBIgDYgHIDv7yK1PyPnnP//JmDFjdKJmeHg4sbGxZGVlkZyczOefr9eJHHl5CcAZ8vPXk58vB7oANlhb5xnENQUF8NFHsHq1WLVei6NjJRUVl6iqugZUAZUoFEF4eHiRm5sAdKRDh95oNDLUag1lZVUIgi2FhfbAazz0kAb4FlgDHDcQXJoryGjjPR+fwQCUlJylosKZlJQ9VFTc1C0XE/M/g33bFCQPzvbfB4WFcPCgKND+8gucP2/4focOMGoU3H03TJgAffpIYuztzO3yXGZpmNweYdeuXaxevZro6GhcXV1buymzQBpyJtGetKVlQHv7KbX39pvTzuYEU5s2bWLu3LksWVJUZ0XYioqiFg1faw019/XZs1uIiZnLiBFFyOUOuuFt999/H1999SV9+87m9OkQIiI20qdPdRtvp+NPQkLCMpHiNGkfSJgngiDoRD5vb29kZqruVFZWYm/viEbTAzu7bZSXZwNByGQlCEIG8DxwAdiKp2clOTmvAskG61AorFGrq3T/W1n1YvTo1xkyZAqpqefYs+cX8vMDsLWdSkWFI3K5QHAwjBolw9NTtED49lsoKhI/HxICjz4KNjZ7ePrpe3T2WmVlN9i4cTJK5XIKCwXCw12IjX0ON7cp+PktQa3uyJkzq/DxKeTqVTkwH5ika1fXrrnAQi5d+oopU6bwww8/0KPHFJ0tVmPWXdrnkvnzjxAT8wAaTSBFRaOwt++Js/NINBo7cnKOYGW1HJXqNNHRm5k5c6axfzIJI1FVBb/9Vp1N+9tvoC/zyOUwaFC1SDt8OOg5CEncxkjPZcbHbOwRpkyZgkwmIygoiPvuu4/hw4cTFhZGv379DDzCJCQkmkZLK9K3hPauRG+s7Zvad6e5WZTmmEFcM/vXyUncdknJWZTKYfj5jSA+/nMAlMqOpKZuAcDBwYvU1FSKiopwdHTg2LF3jHb8mWtGsoSExJ3BtWvXWLRoEfv27SMnJ4eaeQ71JSxISEjUjUwmw8fHp72b0SixsbFoNFVAIuXlTwIzUCi6oVYfBL4BzgICcJnr192BOVhZfYedXQ4TJsTw7bf/h1x+ErX6FPb2HtjY9EMme4x9++w4c0ZGTs4QYAgAFRWgUAio1TLOn6+dydirF7z+Oog6p5quXZ8wsNfSaNQ4OwdiZfU7rq6zSUzMJTIymr17FxMfXz0KzMoqEHf3Etzcyhg37i/ExclJSIBLl9yBjwFnfvjhEwCuXTtLUdFVfH2HNWrdpX0uiY19j7vvfo9t22YhlxegVE7EykpJTs53yOX/RaVKwMdnIIsWvYirqys5OTl3ZOasuSEI4jGnFWkPHqxdKKx792qRduxYcHFpl6bWi+Sv2jZIz2Xth8lF2+TkZBISEnTTu+++S1paGlZWVvTs2ZPTp0+bugkSErcVbS2ktrefUmu3by6+O/oBhaenJ35+AW0ivDeVmrYb/v4jcXYOJD39HUJDv8XBwROAkpISJk68m61bI1AoOrBt27eUlTkAOcBhIJnFixcb5fgzhRWIFNhJSEg0lYcffpj09HRef/11s84KlJCQMC7VcUUEcBQ4gFr91K15nYAlwDvAZQShCJnMk9DQj0lIGMHPP3+Fm9t4evX6L/HxoygqcsTaeiOFha6AjJwccS1eXuDldYXTp2ezZ8/bhISM5vhxiI2FkhJwd4cxY8RJe+k5eLC2aCKXK5g48QOioyNRKsspLPTHxmY806d/xb59L5KREcfy5cu56667mDBhAlOnvoKnp5ypU8HDYx979zoCQ4GPgJfx9ExErf6Y6OhIoqK2ERIS0aAgo/9cUlqae2teNteu3aVbpkMHX6ZM2UZu7kX273+NCRMm6N6TvDDbh6QkWL8evv4arlwxfM/dHcaPF4Xa8eMhMLBdmtgkzOU5707AnGvN3O6YXLTt1q0b3bp1MzhpCgsLiY+PlwRbCYkW0tZCanv7KbV0++biu1NXQOHu7klGxvdGE95bK0bWzP7VfwhITJyGq+vfgArKypK5dGkDkIxaDWVlH+nW4ejog1I5iFWrVjFs2LBW71tjZyTX9Tu4uXnwzDNP8eqrr0rirYSEhAFHjhzh8OHD9O/fv72bIiFxWyAIAjdumbO6uLiYbUeINq6wtfWmouIFIBHRO9YasejXH4iibQHggpvbABwdRcGitDSLbt1GkZmpoKzsO8CNwkJxvfb2lZSVHWLGjBB69/alosKZ06ePkpNzlfHjYdo0caqP+kSTkJAIoqK2sXv3QuAXNm5cB4jPBdu3byciIqJWcWGNRs3x44/g6toPV9cYLl3SoNF0JifHB2/vu3FxmcuePYsIDp6KXK5oUJDRPpc89tjjAFRVPQRkY2+vYejQ8Ywc+QAXL+5k//5Xge6MGfMGw4dPk7ww25iSEti6Fdatg8OHq+fb2cHIkdXZtP36iTYI5o65POfdKZjjSNE7BZN72t6OSD5hEuaClDVYP+biu6MfUIwY8UotfzA3N3dyc6/rlg8I6MLq1auaFWQYo5e5vv11/nwMe/a8QEFB9boDArpQUlKMq+tQhg17nuLiazg5eePvPxKZTGa0fWvM31D/d/D1ncvx42kUFSUDvwLJuLt78N//fioFdxIStwHGitN69erFN998Q1hYmBFb13Q++eQTVq5cSVZWFqGhoaxZs6bJIzCkWFXCHFGr1ezatQuAyZMnm23Mqo0/Skq8ycu7G/DGyqo/KtVu4B7gVeAc8DJwg9DQJ7C2vkR8/Fzg/5DLx6PRaAXpApycsggO7omtbQVHj64gImIGffr0aXYdgMbqWqSlHWHDhpG89tprjB8/3uC5oOZnU1MP8sUXY+ne/WesrPpy40YK1645AP0AsLKqRKWazbx5zxAYOKZJbd23bx8TJkxgzJivCAgYgb+/P3K5aOGwdm13VCpfSkvHMXHiPQwZMgS5XC55YZoYQRB9aT//HDZvrrY+kMth0iRYsAAmTxaFW0vCXJ7z7iSkfW58mhqrmbwPpaCggMcee4zu3bsTEhIipUtLSBgRrZfqnDlzGDNmjHSB1EPruzNixCv1+u6kpV3msH5Xs5FRq9U8//wLOu8xX99h2Ng46vzBevSYgoODI7/88gsbN27kwIEDpKQkN1uwjYyM5OrVDsACxCF7C7h6tQORkZHExMQ0aT3a4W1JST+wZcs0MjLiqKgowtHRGy8vMbviueee48CBA3z++f+Rm3udkSNfpUuXcfTpM4fAwDHI5Qqj7tv62pSREceWLdNISvqB1atXNcnTWPs79O27gn37LmJj409Y2DLuuus0zs4TuHmzlBkzZjR5f0lISNz+rFmzhpdffpnU1NQ23/aWLVt47rnnePXVVzl16hQjR47knnvuIT09vc3bIiFhTBwcHHBwcGjvZjSINv7Izz8GbAKuoVL9AVwFHgH206HDG1hZ9QIECgqyOXeuArEY2QQ0GhkODuDrmwz4IpM9RYcOGkpKRG8EJyenFtlh6de1EASNwXuCoCEu7n0CArqwbNmyWs8FNT978eIJAP78U8WFC+e4du0E8C12druxtxdQqWyAGH75pStFRU1r65gxY/D3DyQrK5qAAFGwBTh8+G0KC1MpLQ0GZOzZs5u1az8kMfEsaWm/0qnTQNLSLnPw4MEm7YemolarOXjwIJs2beLgwYN3VJJZTg588AH07i0WC/vsM1Gw7dYN3n4b0tPhxx8hIsLyBFswj+e8Ow1jPZdJNB+T2yM8+eSTXLp0iffff58HHniAsrIyQHz479KlC88++6ypmyAhIXEHYg6+O001bFcoFMyZM6fZ61er1Tz++N8RhCCUylcICBiNg4MnJSU5pKUdIj//TZ544slaRSPqIyIigi1btvDUU0/Xst3QDq8Dag2xq4kx960xrEC0v8P8+d+wffte3Nx6EBo6Wzcss0uXN4mPD8fPb3idRTYkJCTuTGbNmkVpaSndunWjQ4cOWFtbG7yfn59vsm2vXr2aBQsW8MgjjwCigLxnzx7+85//sGLFiiavp6ZIodFoEAQBmUymE1T0l5PL5bpro6mWFQQBjUYUnPSvteawbF3fwxyW1f8eplq2LX57mUzG6NGjLeI4iYiIYPLkyfz44y5gGdXIASvKyo4jCD7AdK5c6YdYmEyDXH4JR8dU+vYdzfnzL2Bvb09h4T7Onr0flWowSqU9MtkVNm9+mqSkH9i+fbuuHU35PbX+sZs3TyU8/CW8vPpw/fo5nb3Wli1bqIn2+37wwUqioqL47LPxtzr7wcnpBlVVUF5+Azs7F8rL4+jQ4RodOw7h5s0gMjP9WbOmEI3GiS1b3jNol0ajQaVSceTIEa5du4a3tzerVr1PVFQUmzdPZfjwF0lJ2c2RI+/c+sRYgoNH06EDJCd/wLZto4AbuvXNmjWH//3vU6ZPn97q33Pr1q288MJiMjLSdPP8/AL44IOVRERE3JbXiJISNT/8AF9/rWD3blCpADTY2QlERsp45BE5I0eKWbZqtRq12vyuEU1dVvuM4e4egkajRi7X/x5q3N1DgOpnkdv5XqLfNlMvGxERQXR0NAsXLqr1XLZlyxamTp2qW09T1ivFEYadb/VhctH2p59+Yt++fYSFhRk0cNKkSbz22muSaCuhQxrq3zqk/WeIOfjumFo4PnjwILm5OSiV/6B377m6m4hS6Uvv3nOJj/+T69eXcfDgQcaPH9/o+mJiYli06EVycq7ptVEMwPXF0bbet631VNbu34oKZwoLbxIWFmngo+fgIP4OXbtO5NChZVLVUyMhXZMkLJ01a9a0y3YrKyv5448/ePnllw3m/+UvfyE2NrbOz1RUVFBRUaH7v/CWiebPP//M9OnTsbGxASAlJYULFy7g7+9Pv379dMvv2bMHtVrN+PHj6dBBFHNSU1NJTEykc+fODBgwQLfsL7/8QmVlJWPGjMHJyQmAK1eukJCQQKdOnRg8eLBu2QMHDlBWVsbIkSPp2LEjAFevXuXkyZN4eHgwbFj1PeTw4cMUFRURHh6Om5sbANeuXeP333/H1dWVu+6qLmwUGxvLzZs3GTJkCF5eXgDk5uZy7NgxlEolo0eP1i3722+/kZeXx8CBA/Hx8QHgxo0bHD16FAcHB8aNG6db9vfffycnJ4f+/fvj5+cHQFFREYcOHcLOzo67775bt+zJkyfJysqiT58+BN6q1FNaWsr+/fuxtrZm0qRJumVPnz5NRkYGvXr1olu3brrfbO/evchkMqZMmaJbNjExkdTUVHr06EFwcDAAVVVV7N69G4B7771X9yB44cIFUlJS6NatG7169QLEh0CtBcGkSZN0nQ3JyckkJSURGBhInz59dNv76aefEASBu+++G7tbKXeXL1/m3Llz+Pn5GXg67927l6qqKsaNG6fLlk1PT+fMmTN4e3szaNAg3bL79++nvLyc0aNH64Z9ZmZmEh8fj6enJ0OHDtUte+jQIUpKSrjrrrtwdXUFxHv3H3/8gZubG+Hh1eLAkSNHKCwsZNiwYXh4eACQk5PD8ePH6dixo0Em6LFjx8jPz2fw4MF06tQJEDtbYmNjcXJyMrjX//7771y/fp0BAwbQuXNnYmJi+PHHHwGQyboiCPcDAcCfwEUEIRDoD/gDaqysYhgwIAsrKxmxsQn89tsiqqriGTv2TfLykkhM3IZaLa5vwwbw8PDilVdeMYivzpw5Q3p6Oj179iQoKAgQrwd79uwB4L777tN1Zv/jH0+zYUP1d9WKJnZ2duzatcvAfiIpKYnk5GRCQkKIjo5m9uy5iB69MoqKFmFt/Ty9ekXh7t6TEyfeorR0D6WlbwDuwGdoNGHAX1m5Uk1YWBlBQeI14tNPP2Xp0uXk5ubo2uHvH0hkZCR79vzMF1/8iChmi8jlT1FZuQSFojvFxWuRy0chkw3A17c7aWlxdOiQRWRkJP/973/p1KlTi68RMTExREVF0bnzYObO/YSAgFHk5Jzl4MGlREVF8eabb/L666/r1mvJ14gePYI5cgS++KKKTZt2U1oKcC8gZ/BguOeeC4SEpNC37+11jdA+Y5w8+T/8/O7Cz6/6GpGefoTMzOOA/jOL8a8RII4qP3z4MPb29gYF9v744w+ys7Pp168f/v7+ABQXF3Pw4EFsbGyYOHGibtn4+HgyMzMJDQ2la9euAJSVlbFv3z4UCgWTJ0/WLduUa4SW8+fPc+nSJYKCgujZsydQv0WN9hrRtWtXQkNDdevQLjtx4kRdHNGvXz8+/HANubm5ODg46GL8PXv2sGvXLimOaMY1Ij4+nqZgctEWwNHRsda8oKAg/vzzz7bYvIQFIFV+bB3S/quN/jCwunx3mjskrSWYWtzUDiNzdx9NTs5ZbG2dcHb2RyYTewEDAqI4c6Zpoq3WZsHXdxxjxvwTH58wbG0LiI19l6ioKIOsVlPu2/qEPq0VSEvQ7t+rV08B4ODgafB+SYn4O/j4iAGCZOPTeqRrksTtwLx589plu7m5uajVat1DhBYvLy+ys7Pr/MyKFStYvnx5WzRPQuK2R61W89xzC1EoOqBWByCXz8PBYTClpVWoVPcCN4FsoAq5fC9ubhu4fn0jx49Xr0OjsQEEDhwQxUEfn848/vhjBAUF4eLiQnl5uU4EaS4RERF0796dH374ARsbGwYNGqSLubQiS324u7ujVlcxefK/+fPPPSQlfYeT00FsbEagVhfj4eFGWtpBIIvnnovg3nsLiYvT8OabcOIEDBwoDrt3dY3hH//4B507D2bq1Pfp1WuGrmbDtm3bAHBzG0ZeXihduz5OWtp/0GgOcfnyS1hbe2JvPwUnpy/IyfmcnJxklMpezJu3nq1bI1i+/J98/PGHLdo3WkssP79wwsNfxNt7oM6abNq0L9m8+T7+/e9PeOWVVyy6I/nqVfjpJ9i9Gy5frp7v7g6PPAIPPQQhIXDuHKSktF87TcXIkSPx8fHl3Lmt+PoON3hPEDScP78VX19/kz7n3ckoFAoGDx5s0PkrYTpMXojsgQceICgoiKVLl+Lk5ERCQgJdu3YlISGBMWPG6CqIWhJScQfj0lihJqnyY8OY6/4zhyw7/X1z111LdPtGO4TM1PumsrISP79AFIoe3H33OgICAvWGSbTesD0yMpLt27cjetn6AmBr25Fu3Sbi4RFCfv4hzpwZw2uvvcY///nPetejVqvp1MmHmzfdUakiAW3GbkcmTryb06eX1GpnS/dtQ8eFqYQ+rXG+IHQjI+MuwsIeRakU95cgaEhMnIZKdZbp079kw4aRTS4I0lrM4RwxBeZ6TZK4czBmnJaSksL69etJSUlh7dq1eHp6snv3bvz8/AyyUYzJ1atX6dy5M7GxsQwfXv0w+vbbb/PVV19x4cKFWp+pK9PWz8+P/Px8XFxcdPPbe0gr3F7DGm+n4a9t8durVCqOHz+OTCZj6NChuuXN4bfXX/bQoUOMHTv21jtPAH2B8UCPW/NUiIXI7mPUqGUEBo7m55/nU15+ljVrVhMQEEB4eDixsbFkZmbSqVMnRo0apctobKvfXhtn6Ldh27ZtzJ07lyVLirCysuf8+Rj27n3RoOAsyHj22WcMRhucOaPm0Ufht9/kgAw7u0N4e2/gr3/9n66mgbh9FStW9AXSmDLlV3bu/J4RI14hLy+Z8+c3I3oEp+DhcRCZLICcnJ1APjNnzqJXr166gme//PJLLV/e+n7PqqoqDh8+TE5ODteuXeP5559n/vwj+PoO0yUyaJdNTz9aK9azlGtEfj5s2QJffKHht98ExHhdjqMjREbCX/+qZvRosLa23GtEc5bdvn17o/HmjBkzGtzvt8O9RL9t5rCsFEc0/fe8efMmLi4ujcerghGQy+X1vpeeni54enoKy5YtExwcHIRLly4JpaWlQkREhDBu3DhjbL7NKSgoEAChoKCgvZti8ahUKsHfP1AIDr5PeOMNtbB0qaCb3nhDLQQH3ycEBHQRVCpVO7fUPDHX/bd9+3bB3z9QQBwTJQCCv3+gsH379jZtR31tCQjoYvK21N5ukNChw7PC9Om/C3/7W6wQHHyfIJPJWtyO7du331qvjWBtPVbw9S0TOnXKEOztNwqwTAgJOSsolRMEkAu//PJLg+tavny5AAhK5XIhLCxDGDGiQggLyxDc3MR1jRu3UQCEAwcONPIdG963DR0X27dvF2QymRAcfJ+wYEGcsGRJkbBgQVyr95P+tmUymWBl1UtQKpcJ4eEFQv/+RwSlcrwAMmH06GVCjx5T2ux8MadzxJiY6zVJ4s7CWHHawYMHBXt7e2HChAmCjY2NkJKSIgiCILz33nvCjBkzjNHUOqmoqBAUCoUQExNjMP+ZZ54RRo0a1aR1SLGqhDmiUqmE7777Tvjuu+/M+j6wceNGvfvzZgGEW5NagIsCrBHgCwEQ7O0fFGCpAH8TAMHT08ss7uVbt24VPD29a8UZ2phvwYI43f359ddVwrx5B4SIiI3CPfd8XGfMp1KphF9+OSA88MAfgrV1lQCCYG1dJdx/vyC88Ub1vX7evMu6fTFx4iYBlgphYRnC6NGC0KvXOUGhmHSrPUtu7bdlwpgxB3Wff/nlQgEQNm7c2KTvWVc8BQjTp/9uEIO0dP3tTXm5IMTECML06YJgbS3ojkW5XBAmTRKEb74RhJKS9m5l+9Fez3kSEsagqbGaYWUcE+Dn58fRo0c5cuQIpaWlDBkyBBcXFw4fPsx7771n6s1LmDlS5cfWYY77T5tlZ2/fhwUL4njppZtMnvxvqqpcmTFjBlu3bm2ztoA4hOzSpT85cOAAGzdu5MCBA6SkJJs006/mPoiI+BoHh2JKS9eyY8dg1q0Lp7z8bIszDrVDv3r0mIKd3Ryqqg6SlxcFZODmdi82NnDx4iwKC3/Bw8O9waxRtVrNhx9+BECfPs+jVPqiUNigVPoSGjobN7cenDghViuvaRvQnH1bc58sWVLEggVx2Nv3YcaMGTz++N/p0WMKs2Z9i6/vMN1QtlmzvqVHjyksXLioVVV/tR5wHTvmUli4jNhYZ+LjR1BYeAAQOHRoGUlJu4iKimxVtmtTKhU3tC8iIyOJiYlp8fbbG3O8JklItJSXX36Zt956i7179xoMYx47dixxcXEm266NjQ0DBw5k7969BvP37t1r4O0pIWFpyGQy+vfvT//+/Q285c0NT09PtKOOoASoRCyY9TvgCrgAv91634eAgAhCQl4FQKHobLR7eVNiirp48cUXmTlzJjk5joijsZbQocOzqFSBLFu2DHd3D44ceQdBEDO/5HIFgYFj6N17Fpcu7allcRUTE0PXrt2ZMGEsX389kKqqUCCWqiorvvsONm2CWzbaFBUVAaINVYcOapTKjqSnH0YQBDw8QujZ8x8AuLu7oVT6oVQ6G2yrOdZhdcVTkyf/G4AdOz7l/PnztT7TFjUtWosgiFYU//gH+PhARATs2AFVVdC/v2hPceWKaI8wdy7csg+9I2mP5zwJibamTTxtu3fvzt69e0lPTychIQFra2uGDh1qMFxL4s7E1IWabnfMbf/pi4mzZn3LhQvfsm3bHIMhV3PmPIBMJiMyMrJN2gS0yg+1udTcBzKZHF/fYYSGziYt7RB79y5Go7lKUtKFFnuZaYWxBQs2UVTkTHR0GRUVB8jO1n+YFwWzTz/9T4Mi5OHDh8nLywWgtDQRpbLae1cmk+HnN4L4+GVA7QC3qcP769ongE6UXb9+BBkZcdx338v1Cn3r1oW3ukCYtqDZX//611vVlTsDfwE64eBQhrNzPKtWrWLYsGEtCvaaYu/Q2L7YsmUaCxcuYurUqRZplWBu1yQJidZw5swZNm7cWGu+h4cHeXl5Jt32woULefDBBxk0aBDDhw/nf//7H+np6TzxxBMm3a6EhCmRy+W6wizmjwAogW+A+4FyIA44CdgBPwNOlJUNIi0tHxA7I3v0eAqlckez7uV1xVM7d+5skWXU1q1bWbnyA6ytwwgN/RZHx06UlOSQnn6Yq1ed8fGBqqrzXLz4PVu2TKvX4qouO6wFCzbh6dmbhIQv2bVrJLAJuTyS5GQ5//kPTJoESqUTIBYmUyo7M2nSAKKjo0lM3Iyf3whksg6AnJs3v0SlmkZU1GwD67Cm1kWoL54aOPBxjh5dSWnpSXbv3k1wcHCL1t8e5OfD11/D55/D6dPV83184K9/hQcfBL36YBK3aMvnPAmJ9sAkom14eLiuF7Vfv3707dsXe3t7/P39ddXzJCSg7avQ326Y2/7TFxMvXPiW6OhI3NymEBa2CQeH3ly7to/k5MW1ClvdTujvA30BUi5X0KXLOO6552PWrRN9zloaYOgLY76+jkRFLeOnn4ZSVHQaKAJsgU0899xzje5j7bqUygDS098hNNSwsFiHDu7AYdzdPWtlXTT1YaK+fQKiKNu160QyMuKoqHCus43GFvri4n6jR48pDBu2luLiEpycnPD390cmo8WiaV0PNVpfrcjISN3x3ti+MJZA3V6Y2zVJQqI1dOzYkaysLLp06WIw/9SpU7rK0aZi1qxZ5OXl8eabb5KVlUXv3r3ZtWsXAQEBJt2uhIQEegX/JgA7gLHANeC63lJyoBv29p1wcxvK9evvUVXlyaFDqYwbN4f9++c26V5eVzzl7u5BXl5uozFFTdRqNU899TSgITT03zg7i8/d2tFTiYmbKSgooKTkIMuXL+fzz9ezbl11h39AQBeDdTcujL6LjU0Zzs4PcfWqjG+/hR49/FEo/kQmc8DP7y4UCmuioqLYvXsP8fGfIXraCqhUp/HxccXRcRIVFUX1isb10VC8PXHiB0RHR1JVVcyJEwH063d3s9ffVmg0sH+/KNTGxEBlpTjf1lbMsJ0/H8aNAzNproSERDtgEnuEqVOncvPmTdauXcuIESNQKpWEhIQwe/Zs3n33XXbv3i1l2UgAhlXotUN0tJh7b6g5YG77T3teu7uHsGfPC7i5TSE09FuUymEoFI54ek4C5tCp06hWD3c3V9oi01BfGAMICQnhueeeY968ZURELOOee8Qs5qlTpzZ5XYMHP0Fe3g8kJk6joCAOlaqIgoI4zp69H0jm6af/USvroqnD+xvbJz4+gwG4evWUwXyNRkNqaipxcTtvfd6z0e/TGNogf+TIV+nSpSt9+vQhMDDwlrF8y4bv13yoacje4XbPRDW3a5KERGuYO3cuL730EtnZ2chkMjQaDUePHmXRokU89NBDJt/+k08+SWpqKhUVFfzxxx+MGjXK5NuUkDAlgiBQWFhIYWEhQutrYZuMatG2AHAAzgId0VoNwONANyCZsrIvycmZRkXFHnr2/AQ3t5712krVpK54av78I9y8WYogBNG374pmWUaJxbiuAeDoaJiSqR09VVJiD0BQUFCjw8rrszzSCqNVVfGUlLxNnz7fMnp0BXK5hqQkOWr1DlSq6URHzyAjI46uXX2ZMWMwfn5Hkcn+ZPnyZWzduhUrq1TWrQvn3XeVzbYOayieCgmJYPr0r4AUfvppRovWb2oyMuDNN6FbN7j7bti8WRRs+/eHjz6CrCzYuFF8TxJsJSTubEwi2r700kts3LiRxMREjh07hpeXF2FhYdja2vLNN98wefJkfH198fLyMsXmJSwIhULBv/71AUlJP7Bly7Rb2XZFZGTEsWXLNJKSfmD16lVm0xtqbpjb/tMKgGfOfENBQSr+/oZBXklJDiCjf/9nbltfy5qCak2ysxMAOHfuXLP8yfSpSxiTy+UEBgbSu3coly5taLIwpl3XlSuxzJwZjUp1hvj4cI4eVRIfH05paRweHp68+qro1dYcgbKp+8TWVgnISUnZoPs+58+fZ+3aD/nii/UcOvQmIGf+/AWt9ogzhWjaHB/XxvaFpWeimts1SUKiNbz99tv4+/vTuXNniouL6dWrF6NGjSI8PJzXXnutvZsnIWFxaDQaDh06xKFDh3SVtM2R/Px8RE/bfYAaGA/8H3A34A10AuYAQcDnVFaexNf3czw8ZuDnN4LCwgtAw7FeffGURlOFSlWCUvlXfv75F4P91Fjnsn7sUlJSO85wcPBEa13g7e2tG1Y+Z84cxowZU+ve3FRhdM+eCA4dskOj6YuNzRlE39+vSE9/lnXrInn3XSXr149ALr/Etm3b/p+9O4+Lut4eP/6aGUB2VDYXNlExcrcscylISzO7KCKm38q6dLdum0u3sO7NVv2VS9ttube42i0IVMqbWVYChkp7pKKmYgquCCggOzPz+2OakWWAAYbZOM/Hw0cx62c+fIb3+ZzP+30O//jHP4iLi+tSLdL24qk+fcIBDevWrbOZWqd1dbBpE9xyC4SGwpNPwvHj4OMD990HP/wAP/0E998PUkVSCKHX7Y3I/vjHP/LPf/6T5ORkNmzYwL59+9i6dSv9+/fnD3/4Q3e/vbAD+gZB1dX7On21tSezpf2nTwD+9NM7AHh4XA7ytFothYW78Pb2wcdHV8t1x44dDjfbtq2ZhgcObOK992YA8OyzzxIdHU14+JAOJyLNmRhr/Fpff/0mo0c/xdSpSdxww5MEB19HQ0Nlk7q4nWk01d7sy5ycF/D39+PkyQxSU2eTnZ1CWtp/gTJ8fPYAR5k69Tnc3Ud1ublHdyRNO5II7gkzUW3pb5IQXeHs7Mz777/P4cOHSUtL47333uPQoUP897//lQsPQnSSq6srrq6u1t4MEyjQ1b6vBq4EMoGDQAmgQncaPRXQoFSu4Pz5SLRaLVVVuwBdLey2Yr3W4qmKCl1MERoaT1nZBQoKCpo8r62Ly/rYxcOjPwUFLeOMS5fOAtkEBvY3Kc7oeGL0NcrKruT558HFBWpqpuLhcYI//OFrMjJaJk3bSxq3xdR46oEHHujU65tTXh4sWQIDB8K8efDZZ7pmY1FRuhq2Z87AP/8J48ZZZfOEEDau2xuRHTx4kFGjRjW5bebMmbz++uu8+uqr3f32wk7oGwSZ0tRItGQr+0+fAJw7dy4A587tICBgBpWVRRQW7qKk5CPc3XfzwQenAF0w++6777XbVMGWGWsesW7dGuLi4po0ePj229fIyFgORDB16lNcc80sk+qTtUafGFu8eGmb9chM5evrR2FhJoWFOwy3+fsHsnnz5iavdbkExpUcP36ciooKQ01YpVJp9GRCf1w03yfN64sBLF68lIyMjwFdJ2Ifn0HEx28iMjIWrVbT5UZdjYP8xvXZoPNJ047UcTV1X9j73z5b+ZskhDkMHjyYwYMHW3szhLB7KpWKm266ydqb0a6+ffsCGsAfOAUMA0YDnsAldMnbU+hKJoCLSz41NcHs3fsoFy++iG4G7vVAAO7uVTQ0/Nwi1mvtgq+Xly6mUCh0M2IrKiqa3N/WxWV9jNPQ4Mfp07qSV8HBibi7R3Lu3HscP74aOMHLL39g0nhsasz0wAMPNHm9xESIiYHf/x6++caJf//7Wo4fh/Bw3QxTc7D1eOrCBd2s2qQk+Prry7cPGAB3362rVTtkiFU2TQhhZxRaMxQUUqlUrc6Wi46O5pprruH//b//1+T2X3/9lfHjx1NcXNzVt7e48vJyfHx8KCsrw9vb29qbI4TN2bhxIwsW/B9qdRi65WMK3N0LqKpaj6/vrdTXjwdcmTt3Mnv2rDIEVvaWuG2rGRfQ7D4lTk6RzJmTypVXDjc8Xp+IrKnZT37+kQ4Hl8aSxp1toDVx4qPU1pZz+vR35Od/RmFhToukbVZWFtHR0bi7P0RVVW/D7d7evZkxYzqenhdJSppIZmZmi+YbxvZXaOgg1q5dbXiPHTt2MG3aNKKiniI09HpCQqagVF7+PIWFOa2+fmc+c2tBfkeORbVaTXj4ENzcRho9qTH2+zVlXwghOqcrcdqSJUtMfuzatWs7umkWI7GqEJ33/vvvc8cdd6CrZ1sJvIkucaunAnLR1br9V6PblcBQlMpFXHfdYqqqiikoyKak5BADBnyFs/MJQyygj6cSEnKaXPDVaNS88soQtNohlJdPZNGiewgLCwNMixn1MU7//ldRVnaKysozv23X5dmorTWONaYrMZNaDevWwd//DjU14OkJL7wAf/oTKM203teW4qmqKvj4Y10t2k8/hfp63e1OTjBrFtx7L0yfrvtZCCFMjdW6PWl78OBBJkyYwJw5c1iyZAkjRoygrq6OpUuXsnXrVk6cONHVt7c4CYSFaN+mTZuIj4+nX7/rGT36r+zZswyIwMnpbkpLjxIfH09kZGSXk5bW0jiInTx5eZPOvvogVj/TcMeOHTz77LPcc89uQkImtngtcyQiO6MzycaNGzcSH387zs6jGT78Izw9+1FZWdTqSYmx92wryZySksLChQtJTKzAxcWzxfNraytYtcqb5ORkFixY0OnPbu4gvzMnNV1NuAshjOtKnBYdHd3k5x9++AG1Ws2wYbqEzeHDh1GpVFx11VVkZGSYbZvNTWJVITpPn1DV8UY3y/Z9wB2oAc4CBcCjKBTnCAlZw4kTrwE/AwlceeVS/P0jAV15sLy8D6ip+YbKypcNsV5dXR3BwSGoVAO56aYXCQ29wXCR+sCBTWzcOA8np+HceedbBAaO6tDF5ZYxzlBcXaczY8Zd+Pqqm8SqpiZuuxIzHT4MCQmwa5fu56goePttXRMuc7BmPFVXB59/DikpsGULVFZevm/kSLjzTrjrLpBWPkKI5mwmaQtw6NAh/vrXv5KZmYmzszMajQYnJyfeeecdFi5c2NW3tzgJhIUwTcsgLwEfn5FMn34zkZGRhsd1NWlp6WCto8lOSyUiO6q1WR56zX8v+s+tW3b3A76+swgOTsTDYwSVlfvIy7uf+vqf2LhxI3FxcRbZpra0d1yY+7jp6EmNWq0mKyuLrKwsAKKioqxac00IR2GuOG3t2rVkZWWxYcMG+vzWFebChQvcc889TJkyhaVLl5prk81OYlVhizQaDT/++CMA48aNQ2mu6ZZmVldXR69eroAW+APwNnALsAxd6YMfgBeB3b894/JM1iuu+I7AwKubvF5ZWSG5ua8Dq0hOTqZXr14t4gUPj/7cfPOL9OkTzu7dK/nll4/x8wuguLjI8JiOJEp1SeEwVKoIbropidDQMMP+7syEiY7GTM0fP2nSFN58U8Vjj+lmpLq7w3PP6Zpu2dvMU40GvvpKl6jdtAlKSy/fFx4OCxbo/g0f3vprCCGEqbFat/+JLC0t5YorrmDHjh0UFBSQm5uLUqnkqquustvu2EII0+jrWq5YsYJnn32WhQsXM3hwZIsgva2mCu1pq0RBdy2L0jePSEhIabUZV1LSRLKzs4mKiupQzVNL6kgDLWj6uSsqTrN9+1Jycy/PHPb0HEB9Pfj5+XV6m8xVc9aU40LfAMNcOlLHNT09nT/96c8UF5egP9F79tln8fML4K233pASCULYgDVr1vD5558bErYAffr04dlnn+Xmm2+26aStELZIq9UaYgozzBvqNrpmqvrtG4NC8Q5a7QrgxkaP0sU6zs5Tqa8vAI4A4ObW0OL1PDwCAF3y9ciRI6xYsYKIiFkkJKRQWurE9u3vUVm5jQ8/vAPQJWc3b97cpdrwe/bsoajoDAkJ6QQFhTe5z1is2p6OxExtxWD79sXyhz9ARgYsXgz/+he8+CLMnAkKhUkv30J3T96oqoIff4TvvtP927kTTp++fH+/fjB/vi5Re801nf8cQghhTLcnbf38/AgKCmL06NFN/vXr16+731oIYQNUKhVTp07l2Wefxc2twuisivaSlq0FY42XpCckpDQpUdCZ5l6m6miyszuaX5lDR5PJjT93UNAEhg2LoaAgm4qKM3h59ScwcAwvvNCnU8l3PXM0lrDWcaHf/vZOatLT0w3N+tzcJtK//8N4eIzgxImNFBe/T1xcHGlpafj5+UnpBCGsqLy8nHPnzjG82XSpoqKiFs2BhBDtUygUjBw50vD/tkq/AkY3g/Y9tNpngSRgH1AKRADvAF+hUvVj4sTH2bnzjygUJygoeI7hw7c0ifUuXToLZBMQ0I933vkPERGzDPFgUBCMGDGOEyce5PPP76G2dj/PPPPUb83Q6PTF5Y7EquZMepoSg335ZSz//jcsXw4HD+rqvY4Zo6t1O3eumrw807elq5M3tFqoroZLl3T/Kit1M2cPHbqcpN2/Xze7trHevWHuXF2iNioKJEQTQnSXbi+PcOjQIXJzc/npp5/Izc3lxx9/pLS0FDc3N4YPH84333zT1be3OFlyJkTHdKZ2ql5rwdjq1S+wbNnfOvWaXdWZJfzmbn5lDh39vZizdEF7Ols/rSvHmiWo1WoCA/tRUnIBCEffqK9Xr94MHnwzZ8/+RFnZc0A+anWd4XndPXu8O0ntXmFp5orT7rrrLnbu3MmaNWuYMEH3N+/rr7/mkUce4frrr2fDhg3m2mSzk1hViM77+9//zrPPPvvbTwogGrgb8AWq0DUmywC0XH99EjfcsIg1a5ZQVfUyoPitfNSjNDT4UFHxE6dOraahYS8rVqxgxYoVRuOogwfT+eST+39rHKbTlbHf1Jjtqaee4p13/tPlFWv6kk/z5y/A3X0UixZ9hkp1eX6YsRjs4kVYuRJefllLbW3jJP4+IAc4hK+vhj/9aR633TYJNzddc6+6Ot2/zMxdPP30avr3n0x4eCxubgO5cOEcv/76NaWlZ5g27Xf4+w+iqkqXjG3+T5+kNSUb0r8/jB+v+3fNNXDDDdCrl8m7RwghWrCpmraNabVaPvvsMx544AHi4+N5/vnnu/r2FieBsBAd15mkZVvNvn755WMAiyQQm2srMahW17Nhww1UVx/lgw9SmtQotaUOt3od+b1YOiHamWSfJRPLnfH000/z5JNPAtC37xY8PGZQX19EWVk21dWH8fcfwfnz24AkZs78J6NH39WiwZ09JW6tUb5ECHPFaVVVVSxbtoykpCTqf2sD7uTkREJCAi+++CIeHh7m2mSzk1hViM77/PPPmT59BuAMBACXgIuNHhEI+KBQXECr/Qvx8bdTX1/Jhx+Op3fvQVRXl1Fb26jQKUq8vDxJSPg9L730UoseBwcPppOWFkffvjMpLe3H7373B/z9tV0a+02J2UpLv+X8+XMMG3Zbq011O9eoLAFv7xHMmDG93R4W6enpPPjgM5w6FQX8HhjZoc9pTh4eun8+PhAWdjlJO348DBxotc0SQjgom03a6n399de8+eabrF+/vqtvb3ESCAvROR1JWrYXbP773+M5c+ZHHn20DFfXlt/D7m7uZSzZ+e23r/HVV8/R0HC5dWzzBJUtzjrsyO/FFmcMN2atpm+m/F51s2z7U1KiAs4SHFyBUqnbRq1WS1FRCjU1+YAr8DdiY5MZOXLBb/dbf5ZwR7V10cUWjhXhuMwdp1VWVpKfn49Wq2XIkCE2nazVk1hV2CKtVktVVRUA7u7uNlsiYceOHUybNq3RLW5AdaOfXYA6QkJep7KyNw0NRcTGXs1//jMZb28fysvL0NW89adXr8FMnDif06fTjE440GjUvPLKEJycRhIU9Co///wfFi26m7CwsC6P/e3FbL6+fvj6TujShfjG79G//9VkZT3JqFGHOHXqR0pKDhMfH29I3DaPwfTPHTr0Vk6eHIyr62j69x/BiRNfcOmShr595+HiEsyFC6dpaOiFn18QLi4KXFygoaGSEyeO4u8fjqenF87O4OICzs66fzU1J9m79w3uu+8eRo8eYkjI6v95ejb9r7s72GhfPCGEgzI1Vuv2P02a5gVgfjNhwoRG9YKEED1BbGwsx44dJTMzk+TkZDIzM8nPP2I0caNvejV58nKjzb7GjPk9APv27TD6Xt3d3Cs2NpZNmzZRXb2PpKSJrFrlTUbGciCMqVNTSEysICEhBze3kcTFxZGeng5crnm6YMGCJrNwrakjvxdjnzspaSI1NfutnoRTq9WcO3cOgJ9//sLo+NMdx0V6ejrh4UOIjo5m4cKFREdHEx4+xPA718vOzqak5DwwDoD6+v2G+xQKBW5uQwA1+uYnXl79G92vaxpy4sSvvzVIsW1qtZrFi5ca6vYFBU3AxcWToCDdyWFExCyWLFnW4Qu+QliDh4cHo0aNYvTo0XaRsBXCVmk0GjIyMsjIyGj1HNEWnD17Ft1pcgS68giDgAQg8bf/DgKgoaGK4ODJlJWV8uWXTxISEoazswsqlTtQDByktnYrP/74d0aNuouIiFmoVC5kZz+HVqv7/AUF2ZSVHSc4OJGTJ/fg49OHkJAQoOtjf1sx24oVKyguPt9qnG3K+zYf60NDrwdApbrA8OG34+sbwfbtnxt+141jsMbPnTDhZaqqehMaehNabRi1tVHANkpLr+Ps2VWoVK+hVofwwQc7KSiAo0dh5cr/AWO4914Fd92lqy07dy787ndwyy0wc6YP8DyTJ3/HH/8I//d/MHs23HQTTJwIo0bB4MEQGKhL3ErCVghhq7q9EZmnpycjRoxgzJgxjB49mjFjxjBs2DC+/fZbLl261N1vL4RNzmy0NZbcR6Z2n22vgcLIkf/Hp58+yE8/vczVV8dYpblXbGwsMTExrdbw0ieoUlNns2TJMmJiYmz22OtIV2D957bm96r5MXv+/HmWLfvbb7OFlWzb9ijZ2b9yyy23GGZ4dMdx0ZGmZ/pj2tNzMlVV31FW9jz+/pdntygUzoAWhWIL3t6DCAlpuo3NG9zZMv1Fl4SElFZPBjvStVoIa4iOjm5zJmBGRoYFt0YIx+Ds7GztTWjX+fPnAQ1K5QU0mqnAG+iSsBeAWmAe8ABnzz6Pi4sC+BeFhWeJj48nLS0NH59phIc/g4fHCCor91NQ8DwbN8Zz443PcfjwVo4c+cTQbPXChWMAFBQcorS0gPj4+CZNe7s69rcWs6WlpTV5/eZMed/mY31IyBR8fMIoKHie4cM/Ijh4Mrm571BQUEBoaEiTGKzxcy9c0K1Qq65WcuhQHm5uvnh5PU1p6U0MGTKS0tIKqqpgy5Ythpiho810RUtyjiyEfej2pG16ejo///wzP//8M//85z85cuQIGo0GhULBM888091vL3o4qafYPnPuI3MO/u0FY8XFBwENZ89+ZQh8jS3V7+7gQ6VSoVKpKCk5z+zZzzZpugCOm6DqSJLX3Iwds6BkwIBxvwX/+aSn30lNzXukpR1gzpw/06dPvdmPi+YzTPTJydaS9fpj+tprB7FjRzTV1Rs5d+5WfHyWo9UOoqxsO5CCVnuU6dM3oVQ23UZ7OgHpSNdqIWzVmDFjmvxcX19Pbm4u+/fvZ9GiRdbZKCHsmEqlYsaMGdbejHb5+/sDoNGcx939EaqqnIBgVKorUSiqaWg4AExBo0ni+PGlhudt2pQODGXEiI9xcnIFwNt7AsOHf0Re3my+//5fADz00EOkp39EUtJEw3Nra/cSH//HJjVgwTxjv7GYzRxJz+ZjvVKpYvr0NaSlxZGXN5sBA5YCtRw/vouvv05rEoM1fm5DQzEAR4/uxc1tIP7+I9BqwygtBWfnBkJCrqC0FFJSPmD16tWoVCqmTJlCSEgYu3Y9b7S8gyUmb9gzOUcWwn50+0KAGTNm8Oijj5KcnMyBAweoqKhg7969nDx5ksTExO5+e9GD6WfAubmNJCEhp9Xl6j2ZOfeRqUvETdU4GNMvIdNrHIylpaVZfam+JKgsp/kx++ijZbi7P4Sz82hOn/6BiorTjBz5f8THb8Ld/QLwDh9+OL5bjovWSnhoNGpOnPiKfv2u4sSJXw2lgPTH9MmTycyb9w/c3O6mtvYbioqu5/z5YNTqRCCf/v3HccUVs5u8l72dgDQ+GTTGnhLQoudat25dk3+vvfYau3bt4uGHH7aL2YJCiM4Z2KjrVFWVC9CAQuGJUqlFrS4CytE1KAO4ES+vVcyY8SoaTQNwPadPf9/k9RQKJcHBiZSXHwcgJibGUJbqvffeIyCgPwMHHuWKK4Y1eV53jv2mxtltva+xsT4yMpb4+E00NOxj374oYBU7d97ZIgZr/NyQkBDc3b1oaDiCt3cICoXCUELK2TmQwsJVeHoO4Ny5s4ZyDSqVinXr1nD48FZSU2dTWJhDbW0FhYU5pKbO5vDhraxdu1pmjhoh58hC2Jdub0R23XXXsX37dodqgiDNHWyfpbvc2yNz7qPuajhkatMray/vycrKIjo6ukljicaMdct1BJbe78aO2ePHj7Nhw3rGjPk9hYX309CwnwcfPIJSqUKjUfP992/y6af3s27dOh544AHD9plj2401PTt4MJ3t25dSVnbc8DhfX3/+9a83iY2NbXJMT5z4KNXVnhw8mEZh4RZKS/NYunQpa9eutdlGb6aSv8HCmro7Tjt69CjXXHMNpaWl7T/YSiRWFaLz1Go1AwYMpKjoHPAaMLzRvS7AT8A+4C1gEVFR99C372nS0xcCa1Aoapg8+dEmK2bq68vZs8cHPz9/zp4902Ts60yTV3PEMV1tLtvWWK9W17Nhww1UVx/lgw9SWvRxaP7c7ds/55tvvsbVNQJv70mUl/8VtfonvLzGUVr6CXPm/JcPP7yjRSPZjjTTFRKfCWFLbKYR2TfffENNTU2L28vLy3nkkUfM8h6vv/46gwYNwtXVlauuuqrdQu21tbU8/vjjhIaG0qtXLwYPHkxSUpJZtkXYhvaaWNlTQ5/uYq591NGGQ2q1mqysLFJSUsjKymqzEZEtN71qzByzFeyNuWdWt0etVvPqq69SUHCcwYPvQX+5saKiAgBPz34EBydSVvYrBQW6Y1apVDF69F0ABAYGGoJPc2178xkmBw+mk5YWh5PTSMaOzWHkyINAAu7uowwzFxof0//5z2Q++GAMP//8PF5eVWzevJnVq1fbxTHfHpkBIxxZTk4Orq6u1t4MIeyORqMhNzeX3Nxcm25EplKpeO21V9GdKr+BrhlZb3SVBfcDRcCPwAAghL59++LhEQiAj48XWm0dubn/oayskIaGWsrKCtm/fx0ADzxwf4uxr6PxrrnimK7G2W2N9Rs3zuXkya956603mTp1aovP3Py5fftWAbXU1+dQVHQTNTWfUF9/GrU6j/j4TfTpEw60XKHTkWa6Qs6RhbBH3VbTNjY2lmuuuQaFQkFRUREBAQFN7q+srGTt2rW8+OKLXXqf1NRUHn74YV5//XUmTZrEW2+9xS233MKBAwcMnTebi4+P59y5c7zzzjsMGTKEoqIiGhoaurQdwrbIcvX2mWsfdaThUGlpaYfrJ7XX9MoWajLpA8+4uDir1te1lI4034KuzwZp/jvetu07du06wYwZ0/Hy8gKgsrIIDw/dMVtRcfmYbb4Mv6Pb3pbGyfp58zazfftSfH1nMXz4R4CCvLwP8PEZyaJFb7JxY6yhvm17x7QtNHozB/3J4OLFS5vU7QsNHWRXCWjRczU/RrVaLWfOnOH777/n73//u5W2Sgj7pdVqKSwsBGDkyJFW3pq26cZcDZAH/AGYgq4kwkVgB3CUwMB1nDt3gWPHjpGfnw/0oawsCbiZiorT5Oa+89uraXFy2oy/fyCPP/640fczdew3ZxzTkfdtLZbryljf+Lmffjr3t/cBD4/+jBjxMFdcEUNIyBQUCgWpqbNbnQBhzT4L9kbOkYWwP91WHmHx4sV899137NmzB4VCga+vL6NHj2b06NGMGjWKvXv38sEHH3Dy5Mkuvfe1117LuHHjeOONNwy3RUZGMnv2bFauXNni8Z999hm33347x44do2/fvia9R21tLbW1tYafy8vLCQ4OliVnNqynLlfvCHPtI2NLxBurra1g1SpvHn74YV5++WWzllDorrIMndUTlmh1dFlVV5PqjX/HgwfPYNu2vxIRsYWSkkpKSg4zb948tm//HGfnQIKDQ8nNncSiRZmEhUW12B7A7EvC9NsXFDSBwsIcRo3aiVI5iMLCXZSUHCY+Pp7IyMge/TfH2uVLRM9jrtIAd999NwqFwvCzUqnE39+fG2+8kZtvvtkcm9ptpDyCsEUajYZff/0VgEGDBqFUdvuiz07RxzquriMoLPyGmpoKtNrGK0eVQAIwEigFtCgU/vj711NUtAQYgrv7XKqqYOBAF+rqMigu3t3lsl7WWtpuSizXlbFe/9wtW7bw0ksvtYjr7a1ElC2Tc2QhbIepsVq317Tt1asXu3bt4vTp0/z000/k5uayb98+NBoNzz33HAsXLuz0+9bV1eHu7s7GjRuZM2eO4faHHnqI3Nxcdu7c2eI59913H4cPH+bqq6/mv//9Lx4eHvzud7/jmWeewc3Nzej7rFixgqeeeqrF7RII2y6p19M+c+0jUwf/gID+9Olztdl+H7b6O3b0BFVHgr3S0tIuJdWb/461Wi2vvDIEJ6eRXHnlhxw4kEZDQxE33TSNTZvScHb+mF69znHffXkUFx9sEeR3V6Canp7OH//4J0pKioFEwAUfnz5Mn36zoQu0/uJF81psQgjzk4Sl7AMhuqJxvFBRcZq0tLl4e19Hnz7TUauHcPLkA+hKI8zFyckTlSoQhWIMNTXFuLoupbZ2P1pt41WcSvz8fHnrrTcB2kyAthVHmhrHfPnll6hUKrPEopaeINETJkBYk62ePwnRE5kaq3VbeQS9yspKnJx0bxMTE2PW1y4uLkatVhMYGNjk9sDAQM6ePWv0OceOHWPXrl24urry4YcfUlxczH333UdpaWmrdW0TExNZsmSJ4Wf9TFthu3racvXOMNc+arxE3Njgv3v3SgID+3Hu3Bluu631+kn6EgqmJss6UpbBkleKHX2JlqnLqk6dOsXy5U8Yah3rf0f6WsepqbMN5QJaO8aa/44VCpg+fQ1paXEcODCHvn1/z5EjZ6ms/IUBA77i9OmfqK+HF17oA7RcmtddS8JiY2Px8fFh2rRpREVdSWjoZEJCQprMIGpepkEIYfvCw8P57rvv8PX1bXL7xYsXGTduHMeOHbPSlgkhulPjeCEoaALx8boSSCdOrGj0qAu4uPSirm4MffvehkJRSl3d09TU5ALg7X0d7u7XcfbsWW65ZQ7Hjr1LXFwcWq2WYcNuM1raYNmyZaSmbmySsPT27s2SJQ/zxBNPmBzHzJ+/gJKS84bbO1s2rHnfis7Ech3lKCWibJWcIwthf7ptTUpeXh5Hjx41JGy7U+Ola6Crl9T8Nj2NRoNCoeD999/nmmuuYebMmaxdu5b169dTXV1t9Dm9evXC29u7yT9h++yliZU1mWMfmdJwaMGC2wHzJsukJpN1NG++1Zz+9vPnz3e50YGx33FkZCzx8ZtoaNjHkSNzgFV8+ulcnJ1PsHHjxjYbUZi67Z1JrEZFRRESEsaZM2mEhjZN2DpqMzroWGNBIezN8ePHjR7TtbW1nDp1ygpbJIR902q11NTUUFNTgxkWe3abxvGCRqPGza0vN974LOPH/x2YQ1DQMwAoFMeAJIqKIjl3bhIq1THAA2/vGYwZs4vBg58HhuLqGsH48WtRKK5ApXJj7ty0Fo17+/e/ihdffJGGhjBcXG5F1/gMyssvsmLFCvr29ePIkSOG7TLm229fA8DdfRQJCTkkJlaQkJCDm9tIQ0PUjrBW0yr9BIgFCxYQFRUlCUQzk3NkIexLt2VUlyxZwvDhw1m7dq3hti1btpCcnExAQACLFy8mPDy8S+/h5+eHSqVqMau2qKioxexbvf79+zNw4EB8fHwMt0VGRqLVajl58iRDhw7t0jYJ2yJXa9tnjn3UXhOCvn378tJLL1FUtN/ocq7OJMsaB9Tmek3RPlNmVoeGDsLf3x/oWlK9td9xZGQsw4bF8P33b/Lpp/ezbt06HnjgAbPMCu9sYrUnzlywhSaAQnSH//3vf4b/3759e5OYUa1Ws2PHDsLCwqywZULYN41GwxdffAHAzJkzbXZM1McLn376AJWVxZSVHW90bx8uXjyBj88gZs16k/ffn05o6FP07n099fWXOHDgNlxcRlJW9hUQBsD27V9QVVUBXAcc5OWXw7j11teJjNSNlVqtlrKyU8BQTp/2BzbRq9d0fHyeQKsNo7j4FcrLP2LFihX4+fkbjWPU6nq++uo5nJyGs2jRZ6hUutP8rsyKlQkSjkvOkYWwH92WtP3555/5xz/+Yfj54MGDzJs3j4CAAGpra/nggw/4+eefGTBgQKffw8XFhauuuoovvviiSU3bL774otVSDJMmTWLjxo1cunQJT09d06TDhw+jVCoJCgrq9LYI2+Xoy9XNwRz7qK3BX61Wmz1Z1p0JONE6U5OT+kaPXUmqt/U7VigUHDu2ndDQQSYlbDuy7Z0NWLvSQdnemLt7tRC2ZPbs2YDu78yiRYua3Ofs7ExYWBhr1qyxwpYJYf9aWw1pS1QqFfPnz+PFF1/E2XksQ4e+hK/vZE6e/IKTJ5/l0qUfmTjxEcLDp+LjE8alS9/j4XElv/zyZwCKi1+kuPhFFAo/4EZcXWPw97+JEydOAEkoFANJS4sjKmoFffsOpbLyHJWVZ4B7UCi24uo6C3//y3FPQMD9nDvnilK5ESjll18+bhHHfPHFUhoaKpk69QlDwlavs2XDZIKEY5NzZCHsQ7c1InNzc+OXX34hJCQE0NWF/fDDD8nLy6OhoYFZs2YRGRnJK6+80qX3Tk1N5c477+TNN9/kuuuu41//+hf//ve/ycvLIzQ0lMTERE6dOsW7774LwKVLl4iMjGTChAk89dRTFBcXc++993LDDTfw73//26T3lOYOjsvRm0hZU+MkT2vJso4mebrjNYVp2msUYa5GB539Hbf1Xe7uJheO/ndEmlgIW2euOG3QoEF89913+Pn5mXHrLENiVSE6Tz/ONTSEUVFxGxUVF4ECoALwQqn8ES+vSzz44BF++WULaWlzAVAorkarHU2fPn+hsvIgdXWvA19z5ZUbcXaeys8/vw/cT0hIEidPrkajOQRoGr3zQiCZwMBdQD1q9RlUqv44O1/DyZMvAIVAEk899RTvvPOfJnGMn58/xcXnSUyswMXFs8Vn6kxDVBnvhRCi+1i9EVlQUBBnzpwxJG2//PJL4uPjUalUqFQqEhMTue+++7r8PvPnz6ekpISnn36aM2fOMGLECLZt20ZoaCigW65RUFBgeLynpydffPEFDzzwAFdffTW+vr7Ex8fz7LPPdnlbhH2Tpb7dqztmIfakmY22pr1lVeaa1dqZ33F73+XuXhLm6DMXutoE0NGT2sJx/Prrr9beBCGEFTQe58rKTvLpp+uorDxpuF+jcaOsrJrt25dw/fX/oFevvtTW+qPVzgSUXLiwB5VqDPAszs4vkJ//COPHH0Kp/ACt1p+CguO4uMRTV7eCESO2UV19jPz8+4HTABQX/x9q9QnD+ymVwehKK+hKCw4dOpRjx442GUvVajXTpk0z66xYlUrFmjUvEh8fz7//fSNjxjzIyJFTKS4+0KkVSjL+CyFEx3XbTNv77ruPkpISUlNTOXHiBIMHDyYzM9OwVPnEiRNceeWVVFZWdvXtLU5mLziexrP5Jk9e3mSpr8zYNK/uCNgkCLRdpsxqNeX3Z+rvWL7L3S8lJYWFCxd2ajaPXBwTltDVOO2bb76htLSUW265xXDbu+++y5NPPkllZSWzZ8/m1VdfpVevXubcbLOSWFWIztOPc7Gx75GefidubiOoqzuLWn2+0aOU6GbJKgAt7u4Pcc01czh16hRHjhwGfIEQoBpYgJvbeKqrvwfmoVTeiK/vTM6fDyE09FUqKvpQWvoXwBkoRaWahqvrM6hUI2ho2Ed1dSJa7VdANJBBZmZmi4ui3TErtumYrf+8Oh1doSTjv7AVct4obIWpsVq3JW1PnTrF2LFj8fT0pKamhl69enHs2DFDHaNvv/2W2267jXPnznX17S1OAmHHIkt/Ok8GPWGKjpYq8PX158EH7+fxxx/v0PEk32XLyMrKIjo6moSEHKOzeQoLc0hKmtjipFIS6sJSuhqn3XLLLURFRfHoo48CsG/fPsaNG8fdd99NZGQkL774In/6059YsWKFmbfcfCRWFbZIo9GQl5cHwPDhw1Eqle08wzr041yvXn2pq3NHqz0FTADuAIagUBSh1a4C8nB3H0hV1SnmzPkWZ2dP0tLS8PTsT3X1RdTqKqAWWAV4MHz4o+TlqXFymkBDQz5wP7AIH5+xREaq+frrR4ChKBSP4ul5BxpNFbW1BTQ0nEehWIFW+y0hIf05duxouxeuu1o2rPmY7ecXyb597/PTT+9w5syPpKWlMW/evE69loz/wlrk4oGwJVZP2oJuNu0rr7zCxYsXuf/++xk7dqzhvlWrVvHJJ5+QnZ3d1be3OAmEHUtnExA9nQx6oqsaB/FBQQv59tsTVFQcAb4CjuDn589bb71p8vEk32XL6ExyXBLqwpK6Gqf179+fjz/+mKuvvhqAxx9/nJ07d7Jr1y4ANm7cyJNPPsmBAwfMut3mJLGqsEVqtZpt27YBMHPmTJv9e69Wq+nb15fy8jKgDyrVtajV/wTOAPW/PeoC8CjOzmepr6/Aw+NhVKpQnJ0DGT78drRaDV9/vQ6N5jxq9Qt4eS2noaE31dWVTJz4KPv3x9LQsJ+5c7MICxtEQcFXbNgQDSQAQehn6ioUvVEozqPRZAH/5Mknn2zzgpE56vabc8yW8V/YCrl4IGyNqbFat17eDA0NZc2aNbzzzjtNErYABw4cYO7cud359kKY5MyZMwAEBIwwer/+dv3jHIFarSYrK4uUlBSysrKMXnRpi37Qc3MbSUJCDomJFSQk5ODmNpK4uDjS09O7acuFo1Cr1SxevJSIiFmMGrWSHTt+wcUlhLFjVzBp0l58fKZx8WIVc+fONfl46onfZWvQ1ys+fHgrqamzKSzMoba2gsLCHFJTZ3P48FbWrl3d5ORLXx9w8uTlrdbBPXHiV7u8kCscz4ULFwgMDDT8vHPnTmbMmGH4efz48RQWFlpj04SwawqFgoiICCIiIgyrL23V5XlNF4C/oGtE5gVEAoOBYcAU6usrcHb2orLyE8rLLxASMgWFQoFSqWLIkFtQqz9CqfQgMHAc1dWlQCF5eb+jvHw7s2a9THj4YJRKJRUV+tgkACcnF6AU+AmtNguNZv9v7w2vvfbPNuOi2NhYjh07SmZmJsnJyWRmZpKff6RDyShzjtky/gtb0Pi8Y/78jwgKmoCLiydBQROYP/8jIiJmsWTJsg6fEwthCVZbk/Luu+/y8MMPW+vt7VJXE23COH1Bfn2B/uY6U7jflqWnpxMePoTo6GgWLlxIdHQ04eFDTE6MyaAnzEEfxE+c+Bjbt3+Br28Ew4ffjrd3EE5Orgwa9DQNDZUEB19n8vHU1e+y/I01nb5BXHX1PpKSJrJqlTdJSROpqdlvdKaCJNSFPQkMDDQ0Iaurq+PHH3/kuuuuM9xfUVGBs7OztTZPCLulVCoZNmwYw4YNs9nSCKCLUSoqyg0/q9WugDcQDLihUvUBLgEBjZ51BEhBrT5GQ0MFZWU5FBUlAkdwdXXn6NE4dGUSkqiszGHevDQiIy+PlZ6eugtFHh7VPPbYo9xwww2AAlfXIAYPjmfkSN2FI3f3oe1OkNA3RF2wYAFRUVEdnsFqzjFbxn9hC+TigbBn3TJaDho0iPDw8A7/e+WVV7pjcxxCVxNtonVTpkwhJCSMXbueR6vVNLlPq9Wwe/dKQkMHGZro2TNzzJCVQU+Ygz44r631obz8omFmip6Hhy6IDw+fbvLx1JXvsvyN7biOzOYxNaEeEBAgiXNhdTNmzOCxxx4jOzubxMRE3N3dm/zd2Lt3L4MHD7biFgohupM+RnFx8f3tliNAILpGYS6//dsH6Bpq19dX/Pa4fPbuvYHdu73JzZ1IQ8N+4uM3sXTpGW655TUA7r77bhoaKtm7990mK1W+/nodoMTHJxfQ8tNPufj6RnDNNb9n4MArOH16DT4+g1i0aGe3T5Aw54QWa06OkYvxQk8uHgh75tQdL7p+/fpOPS8sLMys2+EoGtdfSUhIaVJ/JS4uTuqvdJF+qW9cXBypqbNbLdxv73WWms+Q1Sdc9TNkU1Nns2TJMmJiYtr8rDLoCXPQB+enT/8EgIdHQJP7Kyt1QfyAAeMB046nzn6X5W9s5+ln87SncULdWE273btX4u8fwD33JFBYeMJwn9TJFtbw7LPPEhsbyw033ICnpycbNmzAxcXFcH9SUhI333yzFbdQCPtVX6+rCWvLs9X1MUpd3WggC3gDuAFwA4pQq3cBBTg55aJShVJbewI/P39cXd1QKAYyfvxf8fIaSEjIFJRKFVqthmPHthMaOoi3336b2267jcWLl5KUNNHwnqGhg3jkkaWsXr2aDRtmUF4eyqhRMygv/5rCwpWUlGwlPn4TKpUzkyYlkpQ0kezs7BZjsDmaBJsyZrc1oaXxNgQEBBAcHNrp1+os6b0hGmt88cBY3wtHW1krHEu3NiJzVJZs7iDF2y3HHIX7bZm5mjRJsyfHYY7AvivvHR4+BK12MIWFkxg79g94ewcBur9teXmzaWjYz5w577J+/ZQOHU8d+S7L31jLaaur9S+/fAwocHKKpKHhOnRLTotwcspBrT4oiXPRIeaK08rKyvD09Gzx3S8tLcXT07NJItfWSCMyYYvspRFZXV0d7u6eKJUj8PEZSnFxGjAUmIJufKoAvgF+wM1tHtXVaTz11FOMGDGi1XGueaOj1mKw9PR0/vjHP1NSct6wPT4+g5g+fbWhnEJtbQWrVnmTnJzMggULDI8zZ6KyrTG7raZNxrbBzy+A4uIihg27rUOv1VnScEo0J/G+sEWmxmqStO0ESwbCkiCzLGsmsbpbSkoKCxcuJDGxAhcXzxb3txYANieDnmOwhRkI+qBapYrE3T2eESMWU1WVZ5hRMm9eGnv3vtup48nU77L8jbWsjRs3cv/9D1BUdM5wW0hIGBcvXqS8PIC+ff9BaOgNeHgEUFlZxIkTOyktfRp//zLOnDklf1OESSRhKftA2CZ7SdrqYwNQ0LfvrVy8uAuNpgaoafSoPsA0nJwO0KdPsWGMMhZfBQb2Y8GC24mJiTHp3GLHjh1MmzaNqKinCA293jBjV89YbNIdicqOTmhpbxt8ff0oLj5v0mt1lpyniNZ09kKEEN3F1FjNLDVttVot//jHP9i1axdmyAGLRmQpumV1tXC/LTNXTanOdI63RT25zpU5ahubg76ZVe/exZSXr2DPHh9ycydSX7+PG298jr173+308WTqd1n+xlpOeno6y5b9rUnCNiCgP3fffRfl5Rfx9v4/RoxYiLd3ECqVC97eQb/9vJDz58+RlZVlvY0XQgjRZSqViltvvZVbb73VpuNE/ZgfG/tf1Or9aDQX0SVsB6JSzcDP7zkghr59T6JWH+DNN183fJ7G9d4ffvhhAgL6c+7cWV566SWT6+VHRUUREhLGmTPfExp6fZOErbGSAu01CR469Fbuu+9+3n///Q7FvB2pXW9Ko2IPD0++/PLLdl+rK6T3hmhNR5voCmErzFLTVqPRUFVVxfbt2/nb3/4GwHXXXcf06dPx8PAwx1v0WFJ/RZhLV+tTNaYf9IzV47KHQc8WZplai7lqG3fk/dqa8RobG0tMTAzPPfccr7zyKiUlxZSXHycjY7lFjqfW/sZqNBqOHz/O3r2fAHD69GnUarVNn2TasrbqBj/99NMAhIXNb9KMDkChUBAaGs++fSvIyspi6tSp1th8IYQQZqJUdksfbLPSxwZ9+gzmwQePcvz4Tr7//n2OHfsftbWfUVz8GQDOzv2NxikqlYrS0lJefvllIiJmcdtty9utl988Xlq9+gXmz59vUo1+faIyISGlRaLy0KFfOHlyMFVVW7njjjuAjsW8ptaub2sb9MnSpKSJqFSqNlf0tbY/TF39KBfjRVv05x2OurJWOCazlEdoTqvVsmfPHrZv386lS5cYNmwYt912GwMGDDD3W1mF1LQV9srcy0LssZxET69zZa5yAKb87juaHLfG8WTsb+zBgwf5+OOtVFdfAlKAfECDn18Ab731hkMfHx1h6u+rvXHstdfGUVr6M6NGZdGnzw0tnl9aupN9+6J44okneOaZZ7r1MwnHIKUBZB8I0RWNx61Ro1ayffsXlJdfBDTACZTKHXh5VVFUdNZobeuOnr+1Fi/Nnz+P1NSN7ZYnaK0E2sGDB0lLS6Nv32BKSxP43e+S8PeP7JaY11xl2KBrkyuk7JUQwl5YtKZte44ePcr//vc/CgsL8ff3Z+bMmYwZM6a737bbWDoQlvorwpwcveFaW+QiiHmCalOCaXtKjjfe1oEDF5CRsRcoQqn8EY3mZ0JDX+bChQuUl7+PQnHEpra9K7qSJO/ICZWxEyiNRkNBQQEVFRWcPLmHb7+9Dw+PSVx1VVaL72Vu7nTKyzP48svPrTbT1h4vUPVkkrCUfSBsk0aj4dChQwBcccUVNj3rVh8baLVD8fZeSFjYfKCIEyeeoazsSwA2b95sNB7oSOKwtLS0zXgpLS0NPz+/Nsef1sbZl19+BWfnQIKDQ8nNncSiRZmEhUV1S8xrrmRpV+NHifWFEPbCppK2jZWWlvLJJ5/w008/4erqSlRUFNHR0Tg7O1tyM7rEGoFwT060CfPrqQkIufre9X1gSjAdExNjdwGzsb+xvXoNYvDg1fj7x6LVatm/P5ny8pUMHFhlU9veGV2ZxdLRE6rmFwoOHjzIZ59t/23WEkAtsAoAX99ZBAcvx8NjBJWV+yksfJ6Skq34+wdw5sxpq+zznlxOxV5JwlL2gbBN9tKIDHTb2q9ffy5erKKhodJwu4/PIG6++YUmjVKBJnH1qVOnuOOOO9q9QP7ee++xfPkTXY6XjCUqjx8/zoYN6xkz5vcUFt5PQ8N+HnzwiKE+rrljXnMkS82VcJUJT0IIe2BqrGaWmrYd0bdvX+68807uvPNO6uvrycjI4O6776a+vp7Y2Fhuv/12S2+SXZD6K8KcTK1P5WisXefKFpLlXalt3Fo93AEDruHaa1+ivLyc++67Hy8vL5PqmmVnZ7d7HFpqn8XGxuLj48O0adMAGDLknwwY8CcUCtVv260gJOR6cnMzOHEiyaRtb421j4O26ssaq7PXfNs7WhO5cd3gigof0tLS8PWNYOzYODw8Aigq+pTDh3Wvf/Hil5SUbDW8n5OTri7+m2++YbWEbWf3lRBCiKYUCgWDBw82/L8ty87Oprj4PPfcswuNpp7y8lNUVZ3Hzc2X8vKTBAaO46uvPuaZZ57hP//Z0OTCXkCAaT1Jzp8/b5Z4Sd8kOC4uzlADt7RUARRSUHAfpaXbiI/f1KShmbljXmPb0FYdXmNMrYvb3v6w994bQgjRmMWTtno///wzW7ZsYcuWLZw6dYpZs2bh4+Njrc2xCz010SaEuVizsZ+tzNYzJahOS0szmlQ0Fkw3nTU5GNhJXFwc0PXkuKX3WVFRkeH/+/W7y5Cw1fPwCAACgI6f5OgTtVu2bCE5OZWiosvPt+Rx0NVGdJ05odJfKMjOfo4zZ6Lx9Y1g+PDbUSgUaLUaSkrewcdnEO7uIZw7t6fJaw4Y4M+6de9a5QTL0k37hBDC0SmVSq688kprb4ZJ9ON8v36jyc//nIyMJygrOw4o0dW21XnqqacYMCCqyYW97OznKCrayqefPsC9937T6gVyf39/wDyTCVpLVNbVDSA+fhORkU3H0e6IebuaLDXn5AqZ8CSEcBQWKySkVqvZsWMHDz74IKGhoSxYsICqqipeffVVzpw5w9tvv80tt9xiqc0RQvRAjWeZarWaJve1N8u0K/Sz9dzcRpKQkENiYgUJCTm4uY0kLi6O9PR0s75fe/RBdXX1PpKSJrJqlTdJSROpqdnPsmXLWLr0EaKjo1m4cCHR0dGEhw/h6aefZvPmzQD4+elOuPQNLpydAxk79l4mTHgBACenQAC+/Xar0fc35UTBGvus8fZUVu5vcX9lZRFQ1O62N5eenk54+BCio6N56aWXKCryxN39IebM+c7ix4E+6Tp58vJWk64nTvxKdna20ed35oRKf6HgyJFPqKh4E19fd9TqS5SV5ZCXN5uSkq1Mn76aW25ZiUZTz7p160hOTiYzM5Njx45abUZMV/eVEEII+6Uf57/99jXS0uJQq/0ABW5ut9C37xacnN4AvFEqR3P69PVUVPjg4uJJUNAEbr99CwMGRHH69I988EEMhYU51NZWUFiYQ2rqbA4f3sratasZOHAgcDkuaq6jidXY2FiOHTtKZmYm7733HgEBgQwYMI4rrpjd5HHdGfM23gb9WJ6ff8Sksbzx5ApjOro/9BOeFixYQFRUlCRshRB2yWI1bX/66SeioqJITEwkNjaWiIgIS7xtt+gpdcKsvYRXCHNTq9U899xzPPnkkwQHX8fUqS/Qr9/obq1zZcsNEZp/x8+fP8/8+fOb1Cr99tut7Nz5DA0NBwzPc3d/iFtv/SPbt3+Os3OgYdZkWVkOubkTueOOz/nggzlAGI89lotKdXlRhymf2Vr7TK1WM2jQYM6cKcbHJ5rhw7cY3ruzNW31yeehQ2/l1Kkf6NVrHCEhr1NYuJuSksPEx8dzxRXDLHYcdLQRXfNjRK1WM23atE7VRF68eDEvvfQKjWco+fgMYvr01URGxhptgmfNccicnbCFZfWUOK0tsg+ErdJodGOALTchg6Yxgbd3FJWVeSiVI/H3/whQcOZMEvX19+Lk9C+8vT1Qq8/z4IMPGD6XfjwMCAikqOic4XUb9yTp7njH3mq72nLMLIQQ5mZzNW3Hjh1LUlISc+fOtdRbii6wlaXcQphL82O6sDCH9etvQJ9A6q46V+aqz9UdGpdc0QfKjZeCHzx4kB07fqFv3+Wo1evRao/Q0FBLff1XbNzoAygYOzbOsMy9sHAlPj6DGDToRq6//nEyMpazYcMMbrrpmQ7VNTO2zzQaNQUF2VRUnCE8fDqffvqx2feZSqXipZfWMnfuXEpKtpKbO53Q0CeAAE6cSKO8PBmF4ghr17Zdk02v8fL6a699mHffnUpExBN4e4fg7R1MXt4HbN/+OcOGDbPYcdCREiGtjQN+fv6dqokcExPDSy+9xMyZ/8TVtQ9eXv0JCZliqLHXfAaNtccha5ZTEUIIR2RPjchUKhX33vt7nnzySaqrfamtPY639yIqKrZRXR1Eff1xABoagujbN4yjR1MpKCggLCwMuLzyZO3aNQwcONDoxUdz1IFti73Vdu3u/SGEEPbIojVtJWFrH6TxinA0xo7ps2f38uWX/+DkyQxWrFjB448/3i1BoLWbn5mqeaJUo9Hw2WfbDfVHy8vDyc2dSFTUU2RlrUCl0qBWX42LSy/KynIoLFxJSclWQ6OLa665n4yM5VRV7e3wiULzfXbwYDrbty/9rZacnpItW7aYPcEZGxvL5s2b+dOf/kxxcQb79n1puM/fP5A33zT971/jfXrhwq8AeHjoPpNCoSA4eDK5ue9QUFBA//6WOQ5MbURXXFxMfHy80XGgsHArxcUfNzmhOnv2Z3bs+BuFhTk89dRTbb53fv5n7SZ8bWEc6krTPiGEEPZv6NChAFRX68oXlZfrx7f++PvfyfnzAL+iVI4EoKKiwvBc/YW9gQMHWrVplr3VdrW3RLMQQnQ3i5VHcCSOvORMlqUIR2PtYzorK4vo6OhOLSe3pOZLwY8fP86GDesZO/ZevL2DaGioYPdub2Jjk3Fy6sX//vcXamouN+5qvMwdLn+uL7/8EpVK1aEThcb7rKLiNGlpcfj6ziIkZDkeHiM4d24HR448gkJxtNsCeLVaTVZWFllZWQBERUV1uB5a4316+vT3bNgQzdixOXh7646DhoZadu9eSWzsXHr3vmSx46C95ZKpqaksW/a3Nr8zpaXf4urqSmHhid/uadqYpbUZsaYs1YyJibGZccjelpYKHUeO00wl+0DYqvr6egCcnZ2tvCXte/rpp3nyySdxc5tEdbUPbm6TUancaGjYQU3NJ6hUfVGrIxg8+N/k529k0aK7CQsL69RYZc1yQLZYEs8Wt0kIIczJ1FhNkrad4MiBsL0kmIQwlbWP6e5IGndHINt8P+3bt4/09M1MnrwclcrFUK920aJMwsKiqKwsZfVqX3r3DuN3v3uH0NAbDMvcu5pY0+8zV9cRnDu3HyenkQwfrtt3Wq2WvLwPqK8/S79+GdTW5tnsRaTG+3TAgPG88sqQJp+lrKyQ3Nx3uOuuu/jmm4ctekHMWOkBfZ29vn37mvSd+fLLL9m9ezcrVqwgKOhGpk17mn79RhlmxLaW1GzrvWNjY63+nW2uve0VtseR4zRTyT4Qomv0scjJkw1otbVotecN9ymV/VCpBtLQkI9WexFn57G4uFzPX//6FMXFB+zqwp61SxEJIURPZXM1bYV9sJel3EKYqivHtDmSo+auz9VdwXXzpeBeXl4AVFYW4eU1wFCvNiREtxS8tPQXAC5ePM4337yEk5Ob2eqO6feZvqTO0KEvoVbXU1lZRGHhLkMDL0/PCVarB2yK5vt0+vQ1pKXFkZc3m+DgxygoOISHx0W+/vohjhz5xKJ12tpaLpmSkgK0/505e/Ys77zznyZ1kAGCgiYwf/5HpKbOZsmSZcTExDT5XO0t1bS1ccjelpYKIYToOn2JI1AA44B5gA9QhEbzFRrNDwB4eoZx6dLP1Nf/xAsvvAzYz1J+WyhFZGkyg1cIYW8kaSuakMYrwtF09pg2Z3LUXPW5ujO4bp5cnjjxUby8XMnPfwdn5+8pKfnEUK+2cT3PF1/8fyxb9jez1x2LjY3l4Ycf5qWXXuLIkW84cuQnAHx8+hAfH09kZCS1tbracbZ6EclYwn7OnP/y+eePkJs7yfC42lrrnNw1bkTXmKnfmfPnz3e6yV5r792R97fkONTW9gohhDCNRqPhyJEjgK5erFKpbOcZ1nPq1ClAiafnFC5dugEIBUYCvYE/AH8E9gMlpKV9gL+/v10lAhs3S+3IhVd7JrOKhRD2SMojdIIjLzmzdv1PIcytM8d04+To5MnLmyRHu7LcrStX9y313TQW0Do5eXD99Y9zzTX3G63n2V2zFvTL5GfOTMfVdQheXl6EhIQYTvLspVyLsX0aGNiPBQtuJyYmxuZO7kw91p577hnuuOMOQx3k5mprK1i1ypvk5GQWLFhg9veXcUi0xpHjNFPJPhC2SK1Ws23bNgBmzpxp03/DX3rpJRYvXoxK9QAuLtfh7z+f2to6Ghoa0Gg01NbupKrqd/Tp05ezZ8+wZ88eu0ra2lopou7WXbG9EEJ0ltS07UaOHghL4xXhaDpyTNtqwsiSwXXjJOyRI0d4++2kRg2nTKvnaY5Erq3+LjrD3pbjmfKdMbX2bWeOSRmHRFc4epxmCtkHwhZpNBry8vIAGD58uE3PtH3//fe54447gEQCA/+Cq2swWq2W2tpaGhoaKC/fS329btVMQEB/ioour/ppPHvTVsf/5g1om+vshVdb5EjxpBDCcUhNW9Fp5lrKLYSt6Mgxra9h1pkl393JknU+my8Ff/zxxzt0wmGu5WfmrgdsTfa2vN6U74xarW5Ss7f5SZC+hMaUKVO65f2FEELYF6VSyciRI629GSYZOHDgb/9XRFlZMTU1LlRU1KLRVAFlwE+Gx6pUESQkpOPndyX79u3gp59eJi4ujqVLl5KWtqlbl+N3Nilsi6WIuoutxvZCCGEKSdoKo6TxinA0ph7TttYESc+awXVHEo7mrrsryTvrae87091JdRmHhBBCWMuUKVN+m0H7FXV1s6mpKTPcp1C4oFR+iFrtBAwiIuJJKip82LgxifLyi8ANwGlWr15L//5Tuq3JV1cukjdvlmrOC6+2xlZjeyGEMIWUR+gEWXImhOOy1Rpf9rC0qzu30VaXF9oyS+0zYyeNppTQEKK7SJwm+0AIc9i0aRPz5s0DRuDktARv7+vRavOpqXmV6uqtvz3qT7i5Daa6uhJf32GEhEzB3d2Pr79+BLX6NeAu4uMfIzIyEjBfzGaOGq22WIrIWOwCdCmesdXYXghh+7rzfEpq2nYjCYSFcFy2nBy1dnDd3qDVWlCs0agpKMjm+PGd7Ny5gi+//JKpU6d223YKy3dIlqS6sCUSp8k+ELZJrVbz6aefAnDLLbfYxThx++23k5q6EdAYbnN2HoBS2Yva2l8JCfmMgoIcvL2DGT36bsrLC7lw4RgFBV8Aq/D0vB+VaggPPvhAm41UOzKOmjNWtaULr8a2xc8vANBSXHzecFtH4xlbju2FELaru8+nTI3VbLf6uxBCWIF+yffhw1tJTZ1NYWEOtbUVFBbmkJo6m8OHt7J27WqrBHX6UgHV1ftISprIqlXeJCVNpKZmf7cnbNPT0wkPH0J0dDQLFy4kOjqa8PAhpKenGx5jbPnZwYPpvPLKEDZsiGbnzhUAzJ+/oMnzhHnpk/tubiNJSMghMbGChIQc3NxGEhcX1y37Xl9CY8GCBURFRclJjxBCCKO0Wi32NGcoJiYG0ODuHmi4rb7+NE5O1QA4OakB6NXLh2+/fZWff15PQcFXQBEAHh4ulJVdoKCgwPD85svxjcVYAwYEs2nTJqPbpK/ROnny8lZrtJ448SvZ2dntfr7Y2FiOHTtKZmYmycnJZGZmkp9/xGhMqVarycrKIiUlhaysLNRqdbuvbypjscvUqSkUF/emuPg8w4c/yMKF+7nnnt0djmdsObYXQtgma5xPtUZm2naCzF4Q9soSs+EcZcadLc08aM7S+9jUJXjNZ9oePJhOWlocvr6zCAlZTkNDb/btW01w8HFOnsyQmrTdQGaTCCFxGsg+ELZJq9VSW1sLQK9evVAoFFbeovbpY5t77tmFRlNPRcUZvLz6ExQ0kddeG0ZdXSjV1TcAStzcIvD2nkh19Q+Ulz8CnAJqgXhiY58wNGFrPNO2tLSUuLg4+ve/gYsXR1NV5Y4u4fsVcIRHHnmEF154ock2paSksHDhQhITK3Bx8WyxzbW1Faxa5U1ycjILFiwwy37ozhlnxmIXjUbD6tVrqK52BVKAQ8D9eHv3Zfr0m9i7N7HD8Ywtx/ZCCNthqfMpKY/QjSQQFvbIEsulLb0ku7s5SgK6KzoyaAGGx86bt5lXX43AyWkkw4d/BCjIy/uAhoYiHnjgr2zcGGszyUNH+j1L3TYhJE4D2QdCmEtbcVBe3kY2bYoHIlCp5tG79zAuXHgUjaZxQyt3QMGdd/5MePjgJrHT4cOHGDp0GA0NYZw+fT2+vlcQEjIFD48ALl06S17ebOrrfyYt7YPfauvqWHqsN0f93LYY+zw7d+4kKysTF5doPD3rKS29iSFD0rhwoYGSksPceGMEGRkLO/wZHSnmE0J0D0v9jZXyCEIIA0tM77elJQTmIku+O7YEr/Hysw0bbqCs7DgDBy6jvPwUeXkfUFJymOnTb0alcurQ0r3uZErZB3siHZKFEEII82m+tP7EiV0cPryNjRsfID39kd8edRS1+jlKSu5Co/FEqXwYT88M4J/AKKCSY8feabEcf8+ePRQUHOfixdH4+l7BlVfOR6PxpLj4AlqtN1de+Sqg4YEHHmxSimDKlCmEhISxa9fzaLWaJtur1WrYvXsloaGDDE28ukKtVrN48VIiImYxf/5HBAVNwMXFk6CgCcyf/xEREbNYsmRZl0olNI9dNBoN33zzDQCBgRPw8LgWAGfnBoYPvx1f3wi+/76gyXNNJbG9EKI9tnY+JUlbIbqgO2s7mYslgi1LvIewjo4OWvq6u1VVupm3e/d+Rm7uOzQ0FBEfH2/onmwLyUNHvNDQv39/AIqK9hu9X3+7/nFCCCGEpWg0GvLz88nPz0ej0bT/BBuhj21KSr5m/fobSEm5lQMHXkOjOYGzsye6JmWewHjgX/TpswIPj3E4O18LPA0MZffu/9eiD4E+BqqqcsfbeyTffPMtP/+cy6FDB/n551wOHKgB4Ny5s00ucluyRqs56+e2pnnsUlBQQHV1FQD19eepr9fd7uLSH4VCQXDwZMrLDzd5rhBCmIutnU9J0laITrKXGXqWCLYs8R7COjozaMXGxpKa+gEAUVFXsmjR3Tz44AOGhG1rz7Okti40zJu3maCgCfzpT39mx44dJl9ssIWLOJacfSOEEEJ0hFar5cCBAxw4cMBumpHpx/b//Oc/FBefBwYDCUAiTk4P4eQ06rdHXkKp/CMAJSU/ce7cTyiV9YSFBQJTAA3r1q1r0uTrcgxUxK+/ngNc8PEJw99/JIGBY1EoLl/Ybn6R21LNaS0x46x57FJRUQGAi0tvLl7cSVnZ8/TqNQgfH13s4u7uB2Tj5xfQbjzTkdjMFuI4IYT12dr5lCRthegEe5qhZ4lgy9aWEAjz6eygFRUVRUhIGGfOpBEaGoJSqRtuNBoNv/56jE8/TSQgoB/19fVWCY5bu9Bw8GA6r74aQWFhDsXF55k2bZpJF2Na6/y8ePFii3426ZAshBDCVulmSQYTHBxsF03IGo/tW7d+AvRDoYgCptK37yKcna+luvpGwBeAvn2voU+fwQAMHjyEa665hoqKPLy9IwAIDAxsMv5OmTKFgIB+6JqOVVJXV05Z2XHOn9/H+fN5wH9RKPoCEBAQ0GL7YmNjOXbsKJmZmSQnJ5OZmdkkKWwOlphx1jx2qa4+AtTi6+tKTc3TVFdvpX//P6BWV1FWlsP+/b8DjvDAA39tM57pyAQbe5mMI4TofrZ2PuUQSdvXX3+dQYMG4erqylVXXWXybL7du3fj5OTEmDFjuncDhUOxt1IAlgi2bG0JgTCfzg5axp63d+/3rFmzhHffncGZMzspKiri5ptvtkpwbOxCw8GD6aSlxeHkNJJRo3YCiURF/bfdizHNL+LMmfMd7u4PUVTkyUsvvWTxz2ap2TdCCCFERyiVSsaMGcOYMWMMF3NtlX5sr6/3RVf6QAucRav9N/BX6uo+xcPDBYXiLaAEgOLiVygrSwPO0dBQyoEDqZSUHGLw4EsAnDt3rsn5ga6+6vXAEeAJXF3r8fIag6trA1rtcurqvsDZ2Z+2Ttm7u0arpWacNY5dPv10LrCKM2f+grt7Ge7u/hw/vpzdu73JzZ1IVVUO/v4BPP74460v6A/1AABiIklEQVS+Xkcm2NjTZBwhhGXY0vmUQmsva1NakZqayp133snrr7/OpEmTeOutt3j77bc5cOAAISEhrT6vrKyMcePGMWTIEM6dO0dubq7J7ykdeXs2e+vO3lbX28YdbPPzj3Q60LPEewjrSk9PZ/HipRQUHDfcFho6iLVrV7c5aBl7nqtrH2pqLuLjMxWtdgrl5TVMnTqKkyeTzdKF2BTNv8cajZpXXhmCk9NIhg//iPLyU+TmvsOiRXcTGhrS6jHc/Ng/dOgX0tLS8PWNIDh4EgUF91FX9xMDBozjyJFPLDrIS4dk0VNJnCb7QIiu0I/tDQ1+nD79AzAWGIuX1wvU1R2gtnY5oJskpFLNQK2eDjwFRAALgQsAuLsXAJ9TVXXK8Nq+vv48+OD9PP7446jVavz9Aygvrwdq0NXG1VEqB6DV9kKr/RWA5ORkFixY0O2f3Rh9UjMiYhaTJiUSEDCCoqL97N690uxxmz522bJlCy+99BIREbOYOPFRamvLOX36O44d205hYQ6bN29u9T07cl4CyDmMEKJV3Xk+ZWqsZvdJ22uvvZZx48bxxhtvGG6LjIxk9uzZrFy5stXn3X777QwdOhSVSsVHH30kSVthspSUFBYuXEhiYgUuLp4t7q+trWDVKm+rBlfNWSLYsmRAJ6yjs4NWXV0dwcEhqFQDmTp1Ff/73x9xdtYlR0FBXt4HNDQU8cADf2XjxliLBMfNA/oTJ75iw4Zoxo7NwcvrWsM2PfjgAyiVylYvxjRO/g4YcA0vv/wKzs6BDB9+OwqFgrKyHHJzJ3LXXTv45puXJPAXwgIkTpN9IERX6Md2D4/+KBQjuXTpT8BePDzuRaUaSHn5SeBmoBBPz/NcuvQ5kAxsRKGYjFY7HheXM9TVfYCz8xjq68fh6hpGTc1xdKUQjuDm5o5CoaSq6lKjd1YBl2fiOjsPoL7+NIDVJ4N09uK9Nd6zIxNsALuajCOEcBymxmpOFtwms6urq+OHH37gsccea3L7zTffzJ49e1p93n/+8x/y8/N57733ePbZZ9t9n9raWmpraw0/l5eXd36jhd1rXArA2OBui6UA9NP7Fy9eSlLSRMPtoaGDzJZMtcR7COvSL8HrqD179lBUdI6EhI9oaKihvPw4Y8emGGYzBAdPJjf3HQoLTzJpUiJJSRPJzs7u1uBYX74hLi6O1NTZ9Ot3FQANDb3Jy/uAkpLDxMfHG5ZvtlaXuXGZhYKCAsrLLzJ2bJyhVp+Hh+55ly6ds9hnE0IIIWyRWq3miy++AOCmm26y2QuY+rG9svIMQ4Zs4OhRJ5RKH2prs3F3vx0Xlyrq6iYCSdTWbgcKcXK6ClfXAVy6tAHIpq5OCQzByel26uur8PAYTGTk3VRVFfPLLwuorj4MhAM3ACGoVF64uGRQXf0JAwc+hJ9fDO7uo8nJ6Yufn7/VG4jGxsYSExNj0RU8nX1P/e/Pz+9Kjh8/TkVFBV5eXoSE6HosGIvppC+HEMJW2XXStri4GLVaTWBgYJPbAwMDOXv2rNHnHDlyhMcee4zs7GycnEz7+CtXruSpp57q8vYKx9C4tpOxZTS22p3dEsGWNQI6YfsaJzZ/+eVj4HIyU/f/uuYaFRUVRERYLjhufKFh507ddu3btxofn5HEx8cTGRlpeGxrF2MaX8SpqPAALn8egMpK3fO8vPpL4C+EEKLHq6+vt/YmtKvxWB8YOIGCgjy02kjq67+hquqD35qD6cb6+vr/ASE0NIBKFUZc3FeUlm4lIyORUaMe4PhxNe7uwQwffjvFxYf45ZeP0CVqD6FSLUatDsLJqZSGhhPU1/+FXr0aKC7+CD+/h8jLewWABx643yZi6c5evLf0e+p/f6+++g+qqnobbvf27s2MGdPx9LzY5HFgX5NxhBA9i10nbfWadx/VarVGO5Kq1WoWLlzIU089RUREhMmvn5iYyJIlSww/l5eXExwc3PkNFnat+Qy91koB2EJw1Zwlgi1rBHTCtjVObHp56f6/snI/3t4Tfvv/IgC8vLwsHhzrLzRkZWUxf/4C3N2Ps2jRm6hUl4fHti7GNL6Ic+21Lxk+j7d3EFqthsLClfj4DCIkZAqnTn1r0c8mhLBPzz33HJ988gm5ubm4uLhw8eJFa2+SEGahVCq58cYbDf9vq6ZMmUJAQCBFReeorNzPkCFDOHAgD2fna1GrD6LR/AIU/fZoDUOHRjBx4kTDTM6srM0A+PsPZ+/erxg7Ng7Qkp+/HReXYOrqdCs4PTx6UV7ujVIZgouLirq6/TQ03Ap8xs8/P4mT0w/4+we22XCrp2qrZNf58+cBJfX1XzFmzEd4evajsrKIgoJs0tI+YMCAr5rEdPY4GUcI0XPY7mhpAj8/P1QqVYtZtUVFRS1m34JuFtf333/P/fffj5OTE05OTjz99NP8/PPPODk5kZGRYfR9evXqhbe3d5N/omezpW6CQti6xonN4OBJ+PiEUVCg60Ks1WopLNyFj08fgoODrBIcq1Qqpk6dyr/+9SYnT2awcWMshYU51NZWUFiYQ2rqbA4f3sratatbXIzRX8Q5fHgrX3/9EO7uFzlx4nPKyvaQlzebkpKtTJ++GoVCIYG/EMIkdXV1zJs3j7/85S/W3hQhzEqhUODh4YGHh4fRCTa2QqVS8dprrwJK8vL+Sm1tPv37K1Gry9BoNIAW2AX0Ijb2YRYuXEhYWBhKpRKtVsOxY9sBaGjQ1aP18AigrKyA2tqLuLkNQZ/w7dUrDIC6uotAMFBFaOgYAPr2/QG1+gBvvvm6TU4Esab09HTCw4cQHR3NwoULiY6OJjx8COnp6ajVapYt+xsDBoyjvj6XwsL7uXTpB9zdfQgODsXZ+WNOn85i9eoXUKlUTeK41NTZJsd/QghhKXY909bFxYWrrrqKL774gjlz5hhu/+KLL4iJiWnxeG9vb/bt29fkttdff52MjAw2bdrEoEGDun2bheOQUgCW0Z0dGx2Fre+jxrPTN26cy1VX/ZGMjMfJzZ0OTKa8vJYbbxzJxo2xVp2p3tm6zI2fV1W1laoqKC0FT88BzJnzXzw9+xsCf1udhS+EsB36klzr1683+TnSf0EI85o3bx4xMe+zZcsW8vPvAqYAgcA5IBs4Aij4+us/0Lv3K01W3RUW5uDnF8CxY+uBSVRWFlFbWwGAs3M/IBulcgAKxVhgL6GhYZw5cxKAEyf+89vjSmQiiBGNGx8nJKQY9vuuXc8TFxfHihUrKCg4TkJCChUVp9m+fSm5uZdjOk/PAdTX6yZ/6UlfDiGELbPrpC3AkiVLuPPOO7n66qu57rrr+Ne//kVBQQF//vOfAV1pg1OnTvHuu++iVCoZMaJpkfGAgABcXV1b3C6EKaQUQPcy1jU2JCSMdevWSAD1G3vZR40D4owMXf3Y8vIM4EsAMjJsIzju7MWYxs/bsmULyckpFBWd5sMP7wBs47MJIRyX9F8Q9kCj0VBQUABgKCVgq9LT0/nf//6HUhmERnMKSGp0bx9GjlxMSclPnD6d1SLRt3mzrjxCXFwcTk5nyM9XEhwcCxRSUXE/cAQnp6spLy+kVy9XPDw80GguoZvBmw0ocXZ2sdhntRdqtZrFi5cSETGrSSmDoKAJzJ//Eamps3n11X8Cuj4KQUETGDYshoKCbCoqzuDl1Z/AwDG88EKfFv0FZDKOEMJW2X3Sdv78+ZSUlPD0009z5swZRowYwbZt2wgNDQV0DV/0wYEQwn60dyVdEmC2v4+azwCOiYlpEhAHBOiaeBQVFdlUcNzZizH650VFRbF69WoJ/IUQFiP9F4Q90Gq1hlWPtnx8qtVq/vSnv6DVDqV37yeoqFiOUjkKV9cEqqsV1NdfIj+/niVLXiAtbQ5lZT+wZs2LDBw4sMl4v2nTJv70p79QXLyCvLwVANTVueHjs5CyshTg9/Tu/ScOHChGochGofgYrfYoU6c+z8mTe7oUy9n6KqzOyM7ONsyibVx7FkChUDJpUqIhga5vLKZUqggLizI8rrAwBzDeX0Am4wghbJFCq9Vqrb0R9qa8vBwfHx/Kysqkvq0Q3UCtVhMePgQ3t5FGmwKkps6mpmY/+flH7D4A7Sxb30f2MgNYmIcjnhwK+2WLcdqKFSvanQn73XffcfXVVxt+Xr9+PQ8//HCnGpHZ4j4QQqPR8OOPPwIwbtw4m51pu2PHDqZNm4a391OEhU1h794b6dcvh169JqDVajl7did1dVnceeddODufIylpIpmZmUYTfmq1mv/7v/8jLW0TWq36t1tdgDp07WU0hse6uwcya9brREbGdimWc9QYLCUlhYULF5KYWIGLi2eL+2trK1i1yhtfXz/8/K6zyfjYEiQmE8I+mBqr2eZIKYTo0fRX0idPXt7qlfQTJ34lOzvbSltofba2j9RqNVlZWaSkpPD0008zd+5c3NxGkpCQQ2JiBQkJObi5jSQuLo709HSLbJMtabx/srKyUKvV7T/JTrTVEEQIoXP//fdz8ODBNv9JqS7h6JRKJVdffTVXX321zSZsAbKysgAIC5tPXZ2umVhd3UFqarIADb17Dwfg+PHjBATovrfNl9vrbdmyhbS0NIYOvYVx4/722639gChgPnALMACAmTNfJTJSl1TtbCynX4XliDGYfnZsUdF+o/frb3/wwQd6bGMxicmEcDx2Xx5BCOF49IGvPhBurr0AuSewpX1kbEaHk5MHo0bdRVDQBKBpvbElS5YRExPTasDsaDMEHHXGC9h+iQ4hbIWfn1+TxjdCCNtXVraR06dfB6C09PcAqFRheHg8aniMPlFobLl94xqs8+ZtZu3agSiVHmg0BYC+fF8fIiJeo6TkA7744lEiI2NRKnUxT2uxXGtxkik1X9uLwWzZlClTCAkJY9eu543Oot29eyWhoYN4/PHHGTFiRI9rLCYxmRCOyXYvcQoheixTr6QbC5B7ClvZR81ndCxcuB9IwMPjOjZujOfgwctX9k2ZNeJoMwQcecZL85PDoKAJuLh4Gk4OIyJmsWTJMoeaVSyEJRQUFJCbm0tBQQFqtZrc3Fxyc3O5dOmStTdNiB5BV+ZAwYkTf8fJ6SqUyodQqZJwd9+DQjGS8vL7gIOEhoYYEoVTpkxp8TqNV0Xt2rWSqqrzODtfR79+OQQHV+DltQ24gsOH78DL6zrKyn6loOByfGQslmsrTtK/3+DBM9i/P5Xjx7PQaHRjsKkzd215ZZBKpWLdujUmzaKNjY3l2LGjZGZmkpycTGZmJvn5Rxw2aSkxmRCOS2radoLUCROie9l6vdbuZspMU1vYR8a2Yd++faSnb2bSpMc4dCiehob9PPjgEcOsEX29seTkZBYsWNDk9RrPEJg8eXmTGQKHD2+1uxkCtvA76k5ZWVlER0czc2Y6rq5D8PLyatINvLAwp806f0J0F3uP0+6++242bNjQ4vaOfJfsfR8Ix6RWq8nIyADgxhtvtNmxr66uDjc3DzSaQbi6/oNevUIpK8tApRqERhOEVvs4cJChQydz9Og2Q3zSOH4LCAggIyOD559/nttv/5gtW35PdXVvgoL2olK5AqBWN3Dy5FcoFCtwcSmgtvYEsbHJjBy5wGic0F6cdOutt7J16zYa18n18Qlj+vQ1REbGthmDgf2sDDK2naGhg1i7drVNbacl6WOyhIQcwyq3xiQmE8L2mBqrSXkEIYTN0V9Jj4uLIzV1NpMmJRoC0927VxoSeLYa7HeFqQGzqfsIdIFcR0oNmFqewFgXXy8vLwCqqooJDk4kN3ciBQXZhs69rc0AdsQlfaZ2Oc7OzrbLAHrLli0AbNv2HfAzAN7evZkxYzqRkZFSxkSITlq/fj3r16+39mYI0S1qamqsvQnt2rNnDxpNA3A9tbUF1NQcBUCt/hU4BlwJfE15+Q+GhG3L+O1yk7EPPrjtt9t+R0NDMSpVEAD19ZWAEq12PrW19wPQq5cPhYU5LeLd9uKkt9+e+lvCNpyIiDUEBNxIZeV+CgqeJy0tjvj4TXh66mIvY6uw7GlpfWxsLDExMQ5VSqurbKlsmhDCvKQ8ghDCJsXGxrJp0yaqq/eRlDSRVau8SUqaSE3NfpsKHM2po0vp29tHQIdLDXSkPIGxADEkJARv794UFGTj7q5r1FFRoXtc43pjzZcR2lpjNXNw5AA6PT2dl156CYCIiAlMnrycsWPvxdk5kLS0NA4ePChlTIQQQjShVCq54YYbuOGGG2y6EZl+XJ4z5894ebk3ukeLu7snV199KwBr1qw2JGz18dvUqSsBBT4+N+LtvQJIxNlZn7QNoKRkG1qtFq1WS3l5Ab16uRIRMeO3+xWkpNxqNN5tK07SauHixdGABje3mygpqUSp9MDbewLDh3+Er+8stm9fxq5dzxuNwexxab1KpSIqKooFCxYQFRXVoxO2YDtl04QQ5me7o6UQosdrXo/qyy+/5J13/k1tba3N1dnqqs4GzK3V7AI6XEu1o0ljYwGiUqlkxozplJQcZv/+dcDlWSNtde11xASnowbQjY9VH58wSkreRql0wts7iOHDb8fXN4LPPvus1ZNDIYQQPZNCocDb2xtvb28UCoW1N6dV+nG5b98GHnroQRYtupvY2LksWnQ3S5cuYdQo3f0DBw5s0Wzs++/fwtd3FqNHb2fMmH/g6RlBfX1fAFQqqK8/w9mz/+Xs2Z1UVxfRv78HZ8++B8Dddy9qtf5qW3FSQUEBVVVuAIweHU5JyWHy8j6grKwQtbqevn1/T1nZr63GYI544bynadykTavVNLmvrUkTQgjbJ+URhBA2TX8lPT09nd///t5O19kydcm/tXRlKb1+H+mZUmpg8eKl+Pj4UFRURP/+/Zk4cWKHyxO01sU3MjKSefPi+PDDeEBJSopuRkpbXXsbJziN1eKyxwSnqV2ObTWAbu070/hYrag4TVpaHHl5swkOTsTDYwR9+7px5MgbVFQcddgyJkIIIRxX8/E7LCzMcF/z8bvxmFhYuJuysuOMHXs5lhsyZCq5ucdQKPqiVn8J3EJdnb7MAhw/rsXJaTP+/oG8/fbbrY6ZbcVJFRUVQBEAw4ZdTUhIIJ99tp3c3Hd+e0QtAA8//LDRGMwRL5z3ND25tJwQjk6StkIIm9fVOlv20FjBnAFzewnggQOvIyPjE6ZNm9bo9ftTVHSmQ0njtgLEvXtXolYf5KmnVjB06NB2E+X2nuA0xp4D6La+M7W1upO/gIARBAVNID5+E9u3LyU3d2KjV1Dy0EMP2cz3SwghhPVpNBpOnToF6Gap2mqJhI6M343jt19++RgAD4/LsZyHRwCgZPz4x/n222XARUJC7mDw4Imo1Wf59dcNnDx5gDffbDseaCtO8vT0ALLx9BxASMgUlEoVw4YNo6CggIqKCqqrj/DppxATE2P0tR3xwnlPpC+btnjxUpKSLsdkbU2aEELYPknaCiFsWlcbVNlLY4WuBsyNZ0UeOHAAMJ4APngwnYyMx4EhREX9g+uum01R0X62bXsMOMOFC/lG31//Wjt27Ggy89JcAaI9JzjbYo8BdHvfmRUrVgCXj9XIyFiGDYuhoCCbioozVFeX8umn97d6ciiEEKJn0mq15ObmAjBgwADrbkw7TBm/1Wo1586dA+Dnn9/F13cYAJWV+/H2nvDb/+tmwLq7X4WLy0zq6j6loOBJCgp0r+fvH2hSPNBWnPT1188DR/D2vtpQdkKpVBIWFoZWqyE19fE2L3w74oXznkqatAnheBRarVZr7Y2wN+Xl5fj4+FBWVoa3t7e1N0cIh5aVlUV0dDQJCTlGk4mFhTkkJU0kMzOzRdkAtVpNePgQ3NxGGg1CU1NnU1Ozn/z8I1YPZrqyrcZmRYKSqVOfY/Lkxwy3aDRqXnllCFrtEMrLJ7Jo0T2GJX+//nqMd9+dgadnJYsXF6BUNq93tpKMjCfQd0KGprOVzVV+wthnCQ0dxNq1q20ywWkqWy/PoWfqcajRaHB3H2Xz3yvRM0mcJvtA2CaNRsN3330HwPjx4212pm1jrY3f6enpPPzwEgoLTxge6+UVglpdg5vbtQwf/hGgIC/vA6qrT1JVdQln549xcTnL7373L86c+ZH8/M8oLMxh8+bNJsc4rcVJ8fFxrF69moiIWa1e+G5vVZr+gm1nni+EEKJjTI3VJGnbCRIIC2E5KSkpLFy4kMTEClxcPFvcX1tbwapV3iQnJ7NgwYIm93Ul4WsNnQmYGz9n8uTlBASM4OzZvfz3v3+goeEA8+Zt5Mor4wA4fjyLDRui8fZ+CoXChwcffMBwwqTRaFizZglVVS9z1107GDToRsN7HDiwiY0b5+HkNJw77/wX/fqNMsy87I5A3l4SnLaoq/vO1O/MU089xYoVK+TkTtgkidNkHwhhTs3H1vPnzxMfH4+TkwcNDZWNHtkLXf1YBd7eU4HJlJfX4OJSgVa7h/r6XOLjNxEZqRsfO3uhs61EclcufDvqhXMhhLBFpsZqUh5BCGHTulI2wN4aK3R0KX1rpSNCQiYyZ04aGzfG8uGHd+Ph0Y9+/UZz/PhOAMrLa4iPn9dkhotSqWT69Dv48MOX+eKLR7jlltd+SwD/zIcf3g1EMGdOKiEhwwHTy1N0RvPGasI05qjdbOp3ZujQoXZX9kEIIYToKGNjq341ko9PNCEhj+PhMYKTJ7M5ceI5tNrdgJby8gzgSwDq6sDTcwBz5lxO2EL7jWZb01qc1NWl8dZcWi8X7IUQwjhJ2gohbJZarUatVuPr68fnny9h0aKdqFTOhvvbq7Nlj40VOhIwt9Vw7Morh3PjjSvIyFjI+vVN983UqaOIjIxs8Xp9+tQDoFafapKI0z3nKa68cniT2zp7smFpPeFEwFy1mzvynYmKipK6aUIIIRxW87HVz+9KMjM/4NtvHwAG4++/Em9v3cXM0NBbCA6+mR9+mEZV1Ve8+OL/Y+zYsXz00Ue89tpr/PWvB3B19WnxHh2dQNBeTNPVC9/WuHBuDw2DhRDCWmy/kJAQokdKT08nPHwI06ZNo6SkmMLCHFat6kN29kpqaysoLMwhNXU2hw9vZe3a1UYTRY0bK2i1mib32XJjBX3AvGDBAqKiolpNgrU3K/Kaa2YB8MQTT5CcnMyXX35JSEgYJ08mt7k/CgsLyMzMJDk5mSeeeKLJazVna7OVm9MfR9HR0SxcuJDo6GjCw4eQnp5u7U0zm+YzroOCJuDi4mmYDR0RMYslS5ahVqvbfa2OfmdMPVaFEEIItVpNRkYGGRkZJo1J1tR8bK2o8OGNN5L49ts9QB0Qy6FD2ygqKjI8R6lUMXjwCkBDWVkZU6dOZe7cuQAUFx80+j4dmUBgyZhGrVaTlZVFSkoKWVlZ3fb70ifG3dxGkpCQQ2JiBQkJObi5jSQuLs6h4jUhhOgMSdoKIWyOsQBu6tQUIJSMjOWsWuVNUtJEamr2tzmDUN9p9/DhraSmzqawMMfkhK89aDwr0hj97VOnTmXBggVMnTrVpP3h4uJiSMRNnTrVpPewpdnKej3lREA/43ry5OUtZlzrZ0OfOPEr2dnZ7b6Wo39nhBBCWFdlZSWVlZXtP9DKGo+thw79QlpaGs7OgQQGDgHA2XkOUMXBg3s4f/58o2cGNHkdc00gsGRMY6nksDkvOgshhKOSRmSdIM0dhOg+bXWvV6sb2LBhBtXV+/jgg2STZ/Y5amOFtvZVW80tOrI/Ovse1mav290ZXWnW1xpH/c6InkHiNNkHwjZptVouXLgAQJ8+fVAoFFbeotbpx9ZHHy3jjTeScHYOZPjw27l4MZO9e6eiVK5Ho/kVZ+drUCr7cu211wKQm/s05eUr+PLLLw0XvjvTaLYxS8Y0xhrcdlfzWXtrGCyEEOZkaqwmM22FEDalrVmDKpUTN930DMXFRahUqg41Vjh27KhhyX9mZib5+UfsPvnU2VmRHdkf5px5aamldmDe2ae2ztQZ1x2ZDW0r3xlLHjNCCCG6l0KhoG/fvvTt29emE7Zweczct28H5eUXCQmZgkKhoHfvG3B2HohG809Ai0rVi9raS5w6dZD9+5MpL0/G3z+wSZJR32i2unofSUkTTV4xpmepmMbSM1/trWGwEEJYgzQiE0LYlO4K4KzRWMES9CcCixcvbdI8LDR0ULulI0zdH519j8Ys3WSiJ50INF56aWwGTmdrN1v7OyONSYQQQliLfmz96aeXgRvw8NCVPVAoVAQEPM2pUwlAGTU1J4EA8vOLUKlyUCiO8Oabm4xeMO9s805LxTRtNbjtjuaz+sT42bN70WgGUFFRgZeXFyEhISiVSpsuwSWEEJYiSdserid0VRf2pSPd64VOV04ELPEezbsvN15qFxcXZ9aldno96TjSz4aOi4sjNXV2q0sv7elvuzWOGSGEEN1Lq9UaEov9+/e36dm2jcdWOE1R0Tj8/W/k1KlsTp16+7fHlKJWJxmeo1YrmT8/ntraWrKyslrESZ29GGqpmMbSF7ynTJmCn18A//3vH2hoiAN0x4O3d2+mT7+JvXuNX3SW81chRE8iNW07wVHqhMksJmGLelIt0p5ArVYzaNBgYADjx/8VL6+BhIRMQalUdevvsyceR45Sh7Yn/u6EeTlKnNYVsg+ELVKr1Wzbtg2AmTNn2sXf8E2bNnH77QtRq+sNtymVAVxxxev4+v6On3++gfr6o4wf/xd2716NWl1leJy5zqssNS5ausZseno6c+fOBcDHZxqhoX8HAjh+PJXy8mQUiiMtLtLK+asQwlFITVvRpp7SVV3YH+leb9s6WmP0ueeeo7CwkMLCHNLT72DDhmheeWUIBw+md2tt2Z54HNlKHdqu6kn1iIUQoqfx9fXF19fX2pthsri4OFJS3gegb9/hwC0MH56Bi8sADhyYS3n514wdezdfffUMHh4TgQQWLtxv1vMqS8U0jcstabWaJvd1pdySMfr6ucOG3ca8eRuBo+zdewN790ZSXr4CJ6dT+Pn5ExMTY3iOnL8KIXoimWnbCfY+e0FmMQl74CizBm1ZR5eXdXR2gz641mqHMGrUO3h7j6Wycj8FBc9TUrKV+PhNhIffxKpV3iQnJ7NgwQKzf0Y5juyPvmN3YmIFLi6eLe6vra3o1mNG2D97j9PMQfaBEOaVnp7OH//4Z0pKzhtu8/EZxE03/T+++OJvODmNZNiwVPbs+X/Exs5l5MiRZj+vskRM07g8UWvllszxXs1n9Wo0agoKsqmoOIOXV38UCifWr59imNUr569CCEdjaqwmNW17IEsXmRf2zxq1oyxRp7Un62wC1tQao/oZFEFBN1JYOAmVahAqlSfe3hMYPvwj8vJms337MubMeRfovtqyjnIc9aT6bT2pHrEQQgj7EBsbi4+PD9OmTSMq6ilCQ68nJGQKBQXZlJUdZ+zYFKqqigHw8vICzH9eZakeBl1tPmuK5vVzlUoVYWFRhvtrayuaPE7OX4UQPZUkbXugntRVXXSdNWtHWbt7vaPqbAI2ImJWk9kNQUETmD//I1JTZ7NkyTJiYmIMJw764Pqee95n8+ZvKSjIZvjw21EoFCgUSoKDE8nNnciOHX8jNHQQEydOJCsrq1tOQuz9OOpp9dsaL880NpvGnMszhRBCCFNFRUUREhLGmTPfc/31T6BQKKmo0J0vubsP59Chrfj49CEkJMTwHHOfV1kiprFEcrijF2jl/FUI0VNJTdseqPEgaYzMYhJ6UjvK8TRPwAYFTcDFxdOQgI2ImMWSJcua1KrtTI1RfdDcr98oZsyYTknJYfLyPqCsrJCGhlrU6t6ArqlFfHwcQ4cOIzo6moULFxIdHU14+BCbPr46Wtu3s3rid7An1iMWQoieQK1Ws3PnTnbu3Nlt42Z3MjY+9erlA8C+fesoKTnM9Ok3o1RejpXs9bxKnxxesGABUVFRZh9zO1o/V85fhRA9ldS07QR7rxMmNYGEKeQ4sW2dXS7fmc7Anakx2vx9Dh48yGefbae8/KL+nYAk5s+fT1paGhERs5g8eXmTWb/mrJ1mTpaa+drTv4NSj1h0lr3HaeYg+0DYIrVazbZt2wCYOXOm3Y5dLccnJU5OkcyZk8qVVw43PK75WA30mFJHpuhI/dyeHhMJIRyPqbGazLTtgWQWkzCFdHC3Xenp6YSHD+nUzNTOLC/rzOyG5jMoIiMjeeihB1m06G7mzJlDcPAJQkLC2LPn6w7N+rU2S858tfR30FKzh00VGxvLsWNHyczMJDk5mczMTPLzj0jCVggh7JRSqWTChAlMmDChyWxUe9N8fHryyb+jVh9g166/8u236VRXl7U4r9qyZUunYzdHpa+fW129j6Skiaxa5U1S0kRqava3uGgv569CiJ7KfkdL0SUdGSRFzyS1o2xTV5OG5kjANtZajVFjwXV9fSUq1RkOHPg7J09mkJBwD4WFJ+zmwkBnSkt0hSW/g125ENCdunt5phBCCMtRKBT4+/vj7++PQqGw9uZ0iX586tWrF//5zwa0Wi1nzmTz6adzeeGF3k3Oq4AeV+rIVB25QCvnr0KInkjKI3SCIy0560kdyUXHdGYZvehe5lga1tnX6MgStsbaWuJeW1vb4bIL1mTp70R3vJ+xv/lbtmwx/G7tpUSFEG1xpDits2QfCNH9GsdGkycvx88vkn373uenn97hzJkfSUtLIzY2Vpb1m5mcvwohHIGpsZokbTtBAmHRE0jtKNtjriRedyRg20rqtRZc29uFgc7U9u0Kc38Hjf3+goNDqa6uxtf3WpPfQ06WhK2TOE32gbBNWq2WoqIiAAICAuxitm1rY56pY/Q77/ybadOm2U2sI4QQwjJMjdWcLLhNQgg7ol/eHhcXR2rq7FaTe5KssZxTp04BcP68goaG44SEhDSpCWfqcnn98rLFi5eSlDTRcHto6KA2Z1XGxsYSExPT4YSdfglhc43LLhg74TFWdsGaGpeWMHbiZe7Oxeb8DjZO1CckpBhe5/PPl1BcnMPo0QtbLVGRlDSR7OxsoqKiLNaETQghhOPRaDR8++23gH00IjM25vn6+vPgg/czadIkCgqOk5CQ0ub4mZWVBUi5MSGEEJ0jSVshRKs6m9wT5peens6SJUsB+N///g0E4e3dmxkzphMZGQl0LGlo7gRsZ1jjwoCps0SNPc4aSWZzfAeb1+LVb3dQ0ATGj/8rhYU5fPddARMnalo0hml8Mtla4nfXrueJi4uTvwlCCCHa1bt3b2tvgkn0Y55KFQkkAAFAESUlX/Hkk0/i6ekFtJ+M1bPUBV8hhBCORcojdIIsORM9ib6jvH6mQFRUlDQEsjD9icPQobdy6tQP9Oo1jpCQ1yks3E1JyWHi4+O54ophdluyorNlF8zxPsZmibb1OKBTpSW6qislCdoqQ3H8eBYbNkQDCSxa9ARhYWFN7tcv2/zyyy/5/e/vlXIpwi5InCb7QIiuUKvV9Os3gOLi3nh4LKay8hyurkNxd7+KyspL1Nb+BaVyLxpNLVOnpjB58u0tXqPx+HnPPQnAAMaP/yteXgMJCZmCUqmS8VMIIXowKY8ghOgyY8mrd999T5ZCW1DzWZKHDn1EWlocCsX9BAc/hlZbzSefvEVubj5HjnxilyUrOjvrtyNMnSVqyuOsMfu8KzOc9Usujc0GCgmZgrd3KOXlX1FeXtbkvsazhwGTloHqyygIIYQQ9iorK4vi4iK8ve+jtrYGN7cI/P1vR6FQ4Omp5ezZB6mruxOl0pWdO5/luuviUKkun1Y3Hj8vXLhAdXU1xcU5FBbmAODtHcrVV/+JU6dypNyYEEKINinbf4gQoifSJ6/c3EaSkJBDYmIFCQk5uLmNJC4ujvT0dGtvYo+QnZ1NQcFxJk9ejkKhJDIylvj4TTQ07CM3dxKlpQlUVr5MWdkPdr08XZ+UXLBggdlncjdPfAcFTcDFxZOgoAnMn/8RERGzWLJkGXV1dSY9LiYmhmPHjpKZmUlycjKZmZnk5x+x2X3fuBZvc0qliquv/hNwhO+/X0phYQ61tRUUFuaQmjqbw4e3snbt6kaNY6QmnxBCCMemX13m5xdFbe1FfHymGJqmKRQKfHyiAAgOnkZDQx4bNswwOn7Gx8cRHx+Pr++1TJ2agpfXKiCB8nIXMjKWc/ZsNmlpaTYbPwghhLA+mWkrhGihrRqY8+d/RGrqbEPySmYGdC9jsyQjI2MZNiyGgoJsLlw4xv/+l8CaNS9K0N8KfeK7vVmir7/+eodmk9rLjNL2avGeOpWDv38ACkV+q7OH9SewUpNPCCFEZ6nVar7++msAJkyYYPMxZH39cQCcnQOa3K5Q/ArAgAG3cOLEVqqq9rYYP1NTU1m27G9NYuk+ffLYtu1TqqoGAimUleWzZMkylEqlXcZwXSndJIQQwjQOMdP29ddfZ9CgQbi6unLVVVeRnZ3d6mPT09O56aab8Pf3x9vbm+uuu47t27dbcGuFsH3NZ3c2pk9enTjxa5vfNWEerc2SVCpVhIVF4eena0I2cOBAi2+bvWirPEDj2/Pz8016nL3NJtU3fDt8eCupqbONzgZ688032pw93Djxq9Vqmrx+dzVhE0II4XhKS0spLS219ma0SXdRVklp6TuAlvr6IsN9Wq2GsrLngT74+PgDkJqa0mL89Pf3bxJLHzx4kE2bNuHmNpCxY//AqFFvAxpggF2uYEtPTyc8fAjR0dEsXLiQ6OhowsOH2N3nEEIIW2f3M21TU1N5+OGHef3115k0aRJvvfUWt9xyCwcOHCAkJKTF47/66ituuukmnn/+eXr37s1//vMfbrvtNr755hvGjh1rhU8ghO0xNcllb8kre9TeLElJlrWvceK7rVmigwcPNulx9jibNDY21qRavK3NHtYnfuPi4khNnd1qEzaZYSOEEKI1SqWS8ePHG/7fVkVFReHn50txcTZKZQmlpUoCAhbT0JBHWdlKamu34+a2iGPH3iU0dJDRsk6NY2mNRsNnn23H1zeC4cN1tXEbGnwAGD/+r7i7+9nVCjZT+wQ4GplZLISwBoVWq9VaeyO64tprr2XcuHG88cYbhtsiIyOZPXs2K1euNOk1hg8fzvz58/nHP/5h9P7a2lpqa2sNP5eXlxMcHCwdeYXDaqvbPFzuiJuZmWk3S8TtWePguLVkmSMGx+aiVqsJDx+Cm9tIo4lvfefmw4cPMXTosHYfZ88dnpufcEycOJE9e/aYfAJirDlhaOgg1q5dLcegsBmmduN1ZLIPhOia9PR05s6di0rlilpdY7hdqfRHoxnFgAFqzpzZ2WoM1jiWbmjox4YN6xk79l68vYMAKCvLITd3IosWZaJS9bKbuNrUmMpeYiVTE7HG4p+QkDBpziyE6DRTYzXbvcRpgrq6On744QduvvnmJrfffPPN7Nmzx6TX0Gg0VFRU0Ldv31Yfs3LlSnx8fAz/goODu7TdQpiLWq0mKyuLlJQUsrKyUKvVZnldWQptW/SzJKur95GUNJFVq7xJSppITc1+SdiawJTyAGvXrsbFxcWkx9nDSUhrGjd8Ky0tZejQYR1a2hgbG2tXTdiEEEKIzoiNjWXz5s0MGBD42y26RmQazXlgB87OJ9qMwRrH0uXlZQB4eOhq42q1GgoLV+LjM4iQkCl2tYLNkUqomVriQZozCyGsya7LIxQXF6NWqwkMDGxye2BgIGfPnjXpNdasWUNlZSXx8fGtPiYxMZElS5YYftbPtBXCmrrziq8shbY9sbGxxMTEyLKsTjK1PICpj7N3XVnaqE/8CiGEEB2h1WoN9Wz79u2LQqGw8ha1rXHsderUKc6fP4+/vz8DBw5sNwZrHEtXVVUBoZSXH0OpvEBh4UpKSrYSH78JpVJlV+WX7LGEmrHZtFu2bDEpDpLmzEIIa7Pr8ginT59m4MCB7Nmzh+uuu85w+3PPPcd///tfDh061ObzU1JSuPfee9myZQvTpk0z+X1lyZmwtsYJl8mTlzcJNMy5XF6WQgtHY+oyOEeuW+ZoSxuFaE7iNNkHwjap1Wq2bdsGwMyZM3vEGGMslvbxGcT06auJjIy1u3HX3kqoGdv/wcGhVFdX4+t7bbtxUHZ2tl19XiGE/TA1VrPrmbZ+fn6oVKoWs2qLiopazL5tLjU1lYSEBDZu3NihhK0Q1mbJK74yu7NnceREpZ6ps0QdeTapfmljQkJKq0sbk5Imkp2dbbZ90BOOLSGEEO3z8vKy9iaYjSljmz6Wfu6553jyyScJDr6OqVNfoF+/0RQW5tjdCjZ7apDb2qqizz9fQnFxDqNHL2w3DrLHmcVCCMdi1zVtXVxcuOqqq/jiiy+a3P7FF18wceLEVp6lm2F79913k5yczK233trdmymEWVm6llTjGpjGuuMKx2BqXS9h/yx9AiLHlhBCCLgcUzpCPNmRsU2lUvGPf/yDzZs3o1CcYf36KXbbn8DUPgHW/v02n+QSFDQBFxdPgoImMH78XwH47rsCNBpNi+c2joP0JSv0JSyas6fSFkII+2TXSVuAJUuW8Pbbb5OUlMTBgwdZvHgxBQUF/PnPfwZ09Wjvuusuw+NTUlK46667WLNmDRMmTODs2bOcPXuWsrIya30EITpErviKzmqtcZ00WOhZLHkCIseWEEIIR9PZsc1RmnnaQ4Pctia5eHkNBKC8/DAFBQUtnts4DpLmzEIIa7PrmrZ6r7/+Oi+88AJnzpxhxIgRrFu3juuvvx6Au+++m+PHj5OVlQVAVFQUO3fubPEaixYtYv369Sa9n9QJE9Zkb7WkhG1orXHdmjUvsnTpI1LftAexVE1bqZ0rrEXiNNkHQnQXGdsus+XSRykpKSxcuJDExApcXDyb3KfRqHn55cGUl7swZ85GRo0abbjP2O+wcZmF1pozWzpRbcv7XghhGlNjNYdI2lqaBMLCmiRYFB3VXuM6rVYrFwF6GEucgMgFJmEtEqfJPhC2Sa1W89133wEwfvx4u4hTmyfH1Go106ZNk7HNxrUXg2RnryQjYznBwVO56aZn2o2DbKk5c2sTMdatW2MTs5yFEKbpEY3IRM8gVxKb0teSiouLIzV1dqsJl568j8Rl7TWu+/e/b+TMmWz8/CKNPl/KbTgm/dLGxYuXkpR0uQZ8aOggs80YkVIuQgghmjt//ry1N8FkxpJjvr7+gIxttq69hmmnTuXg7x+AQpFvUhxkK82ZW2uutmvX88TFxdlMeQohhPlI0lbYNLmSaJwlEi7CMehreiUkpBhtXDdmzIOcObOTffveZ/z4+1o8XxosOK7uPgFpXDvX2CwXObaEEKJnUSqVjBs3zvD/tqy15Njnnz9BSckOvv32NSZPfqzF82Rssw2mTnLpSBykb6RnLe1NxEhNnc2SJcuIiYmRyTtCOBApj9AJsuTMMtpb0i3JSZmFLNrXVk0vgOrqMl54oTf9+4/jD3/4TsptCLORUi7CWiROk30gRFe0NX6p1Q2sWjUaOMFjj11ApXI23Cdjm+2xpbIGXSVlp4RwLKbGarZ9iVP0WM2vJAYFTcDFxdNwJTEiYhZLlixDrVZbe1OtSn/Fd8GCBURFRUlwKFpoPNvRmOLiAwCcOfMjqamzKSzMoba2gsLCHFJTZ3P48FbWrl0tx5boMP0sl8OHt8qxJYQQwm7oVylNnry8xSollcqJ669/goaGSjZsuEHGNhsXGxvLsWNHyczMJDk5mczMTPLzj9hdwhak7JQQPZWURxA2qb0l3ZMmJZKUNJHs7Gy5kmhmMnvXsbRX02v37pWEhg7ixRf/H8uW/U3KbQizklIuQggh9LRaLWVlZQD4+PigUCisvEXGtZccu+aaWWRkQFXVERnb7IC1yxqAec6vpOyUED2TJG2FTZIridYhNYQdj6k1vWJjY4mNjZWEvTA7W2neIYQQwro0Gg3Z2dkAzJw502bHAVOTYykpyeTl5ZGfn8/gwYO57777cHFxsei2OgpHnjRirvMrUydiTJkyxZybL4SwMknaCpskVxItT7qROi5TZzvawkwEcOzAvaeylWNLCCGEdbm5uVl7E9plSnLM3z+QhIQ/UFh4wnDfunUvy0SHTnDkSSPmPL8ydSKGxMxCOBZpRNYJ0tyh+0kDG8uyxv6WxJzl2cM+d+TAXQhhGRKnyT4QoqsaJ9uMJce0Wi3Dht1mE82S7SG+a40jN57urvMrR2quJkRPZmqsJknbTpBA2DLaC5bseRC3NZbuRiqJOWGMIwfuPY09n0AK+ydxmuwDIcyhteRYZeUlfH0n2MTEEnuOqR19kk53nl9JnCWE/TM1VlO2eo8QVqZf0l1dvY+kpImsWuVNUtJEamr2S/LGzCxZQ1ifmHNzG0lCQg6JiRUkJOTg5jaSuLg40tPTu/wewv6o1WoWL15KRMQs5s//iKCgCbi4eBIUpDspioiYxZIly1Cr1dbeVNGO9PR0wsOHEB0dzcKFC4mOjiY8fIh8t4UQQtiV2NhYjh07SmZmJsnJyWRmZvLOO/+muPg8kycvb7VZ8okTvxpq95pCrVaTlZVFSkoKWVlZJsc69h5T6xtPm3Nf2pLuPL/Sl51asGABUVFRkrAVwoFJ0lbYNGPBUn7+EUnYmlnjGsLGmKuGsCTmRGscPXDvKez9BFIIIUT30Wg0fPfdd3z33XdoNBprb45JmifHioqKgNYTcX5+VwKwefNmkxKwnb3Q6QgxtaM3nrbU+ZUQwrFJ0lbYPLmS2P0aN1zQapsG0ebsRiqJOdEaRw/cewJHOIEUQgjRfbRaLWfPnuXs2bPYa4W+thJxBw8e5LXXngTgtddeazcB25ULnY4QUzt6UtNS51dCCMcmSVshhKEb6eHDW0lNnU1hYQ61tRUUFuaQmjqbw4e3snbt6i4nzCUxJ1rj6IF7T+AIJ5BCCCG6j0KhYPTo0YwePRqFQmHtzTFZ4/IFarWa4ODQFom4gwcPkpb2AfX1X+HpOYBHH73YZgK2qxc6HSGmdvSkpqXOr4SwJ50tB9OTSdJWCAFYpoawJOZEaxw9cO8JHOEEUgghRPdRKpWEhIQQEhKCUmkfp6HNyxdMmzaN6upqfvnlY0Mirrq6jK1b38LZ+WPq63OZOfNVXF192kzAdvVCpyPE1D0hqSk9WoS4TPpedI59jJZCCIvo7hrCkpgTrekJgbujc4QTSCGEEEJPX75Aqx1MVNR/WbhwP/fcsxtf32tRKBSUlHxNUtJEXnihN1VVL6NSFRAXl0pk5OW4ubUEbFcvdDpKTN0TkprSo0UI6XvRFQqtvRYUsqLy8nJ8fHwoKyvD29vb2psjhF3R/8GOiJjFpEmJBASMoKhoP7t3r+Tw4a0OE6CJzklPT2fx4qUUFBw33BYaOoi1a1fLcWHj1Go14eFDcHMbyfz5HzWZOaTVakhNnU1NzX7y849I8l10K4nTZB8I26TVarl06RIAnp6eNl0iQa1W06/fAC5e9KOhIQ7Qbau3d2+mT7+JvXsTKS39FlBw/vxZw/N8fMKYPn1Nk8RtbW0Fq1Z5k5yczIIFCwDIysoiOjqahIQcgoImtHj/wsIckpImkpmZSVRUlNFtdKSYWq1Wk52dzZkzZ+jfvz9TpkyRWEEIByHnCMaZGqtJ0rYTJBAWomskMSfaIoG7/XKkE0hhvyROk30gbJNarWbbtm0AzJw506bH9qeffponn3wSb++nGDz493h4BFBZWURBQTYlJYcZObI3+/Y9THDwdYwc+Qjbtn1HRMQESkrepqRkK/HxmwyJW2MJWHMlMSSmFkLYOnNcpHJEpsZqThbcJiGEAHTLhGJiYiQxJ4xSqVQ9asB2JPpljosXLyUpaaLh9tDQQZKwFUIIgYuLi7U3oV1qtZpXXnkVgJEjF+Pk5AWAt3cQw4ffzv79KezbdwCA8eP/yvDhMezadYKSkkquvPJDDhyYw/btyxg2LAaFQmG0VIG+LFRcXBypqbNbvdDZXmwsMbUQwtZJ34uukaStEMIqJDEnhGOSE0ghhBDGqFQqpk+fbu3NaFd2djYlJcUAVFXl4e19eWaYQqGgb9+xlJbuAMDLayBKpZIZM6aTlpbGgQNp9O37e44cmcP337/JsWPbW03AmutCp8TUbZMVXEJYV+O+F8Zm2krfi7ZJeYROkCVnQgghhBC2SeI02QdCdEVKSgoLFy7E2zsUZ+dRDB/etHzB6dMFHDkyDTe3iyxbdgalUpcAPHjwIJ99tp3y8nPAKsC0UgWSVOw+xspHhISEsW7dGln9I4SFSE1b40yN1ZSt3iOEEEIIIYQQQvQg+tle48f/mZKSreTlzaasLIeGhgrKynI4dWoRcITIyNmGhC1AZGQkDz30ILfcMh6AdevWkZ9/pN3koH6m7IIFC4iKiupRSYvuJN3qhbAN+nIwhw9vJTV1NoWFOdTWVlBYmENq6mwOH97K2rWr5W9fK2SmbSfI7AUhhBBCCNskcZrsA2GbNBoNubm5AIwZMwal0jbnDzWeFTZq1F18/vkjlJUdN9zv5OSBRlPLkCEzuP32LTJrzAbJzD4hbI80TmxKZtoKIYQQQgghhLAJWq2WU6dOcerUKWx53lDjWWF7977LnDn/ZcGCT7jhhhUEB19HQ0MlS5cu5siRT2TWmI3Kzs6moOA4kycvb5KwBVAolEyalMiJE7+SnZ1tpS0UoueJjY3l2LGjZGZmkpycTGZmpkmrEXo6aUQmhBBCCCGEEKJbKRQKhg8fbvh/W9a4Sdj69VMMt4eGDmLz5s3ExsYyYcKELjcRE91DutULYZukcWLHSdJWCCGEEEIIIUS3UiqVhIeHW3szTBYbG0tMTEyrTcLau19Yj713q5fmdEIIPalp2wlSJ0wIIYQQwjbZc5x2/PhxnnnmGTIyMjh79iwDBgzgjjvu4PHHH8fFxcXk17HnfSCEEF1lzzVtjdX9DAkJY926NTKDWwgHIjVthRBCCCGEsCOHDh1Co9Hw1ltvkZeXx7p163jzzTdZvny5tTdNiC7TarVUVVVRVVVl0zVthf2z12716enpxMXF4eY2koSEHBITK0hIyMHNbSRxcXGkp6dbexOFEBYmM207QWYvCCGEEELYJkeL01588UXeeOMNjh071upjamtrqa2tNfxcXl5OcHCww+wD4RjUajXbtm0DYObMmTaXMBOOx5661dvz7GAhRMfJTFshhBBCCCHsXFlZGX379m3zMStXrsTHx8fwLzg42EJbJ0THqFQqSTgJi7GnbvXZ2dkUFBxn8uTlTRK2AAqFkkmTEjlx4leys7OttIVCCGuQRmRCCCGEEELYoPz8fF599VXWrFnT5uMSExNZsmSJ4Wf9TFshbIlKpWLmzJnW3gzRw9hLt/ozZ84AEBAwwuj9+tv1jxPmIU3fhK2TmbZCCCGEEEJ0oxUrVqBQKNr89/333zd5zunTp5kxYwbz5s3j3nvvbfP1e/Xqhbe3d5N/Qggh7Ef//v0BKCrab/R+/e36x4muS09PJzx8CNHR0SxcuJDo6GjCw4dI7WBhU6SmbSc4Wq00IYQQQghHYYtxWnFxMcXFxW0+JiwsDFdXV0CXsI2Ojubaa69l/fr1KJUdm2dhi/tACCFE66SmrWXpm75FRMxi8uTlBASMoKhoP7t2Pc/hw1vZtGmTTZbREI7D1FhNkradIIGwEEIIIYRtsvc47dSpU0RHR3PVVVfx3nvvderk3N73gXBMGo2Gffv2ATBy5MgOX4wQwtE1TiROmpRoSCTu3r1SEolmJAlyYQukEZkQQgghhBB25PTp00RFRREcHMzq1as5f/48Z8+e5ezZs9beNCG6TKvVUlBQQEFBATJvSIiWYmNj2bRpE9XV+0hKmsiqVd4kJU2kpma/JGzNSJq+CXsijciEEEIIIYSwAZ9//jlHjx7l6NGjBAUFNblPklzC3ikUCq644grD/wshWoqNjSUmJkaaY3Ujafom7IkkbYUQQgghhLABd999N3fffbe1N0OIbqFUKhk6dKi1N6NDpLO8sAaVSkVUVJS1N8NhNW76FhQ0ocX90vRN2BKHKI/w+uuvM2jQIFxdXbnqqqvanca+c+dOrrrqKlxdXQkPD+fNN9+00JYKIYQQQgghhLB10lleCMc05f+3d+dxUVf7/8BfLMO+iKAsLoDXBQ1xgVS8GZrmFu6Zmgsqj5LUVEyT7HtDzcQll7y3XMhcysKuS7e0K2AJmeASwhWFXEm0B+iVFMkFhHn//vDH5zoyLOIMM4Ov5+Mxj5rzOZ/POZ/3OWfmePjM59OjB5o398HPPy+BiFpjm4gahw/HwNvbFz169DBQDYn+x+QXbXfs2IFZs2bh3XffRXp6Onr06IEBAwYgNzdXa/6cnBwMHDgQPXr0QHp6OubPn48ZM2Zg165ddVxzIiIiIiKip0dJSQlKSkoMXY1qlT8Qyta2PcLDU/HOO0UID0+FrW17vPzyy1y4JTJhFhYWWL16Jc6e3YsdO4bi8uVUFBcX4fLlVOzYMRRnz+7FqlUf8qp6MgpmYuI3yOratSs6d+6MdevWKWlt27bF0KFDERMTUyH/vHnz8O233yI7O1tJi4iIwH/+8x+kpqbWqEw+kZeIiIjIOHGexhiQcSorK8P3338PABg4cKDRLog8+mR5ESA3NxdFRUVwcLDHkSMzUVx8mk+WJzJxu3fvRmTkW8jN/U1J8/b2xapVH/Khb6R3NZ2rmfQ9bUtKSpCWloaoqCiN9L59+yIlJUXrPqmpqejbt69GWr9+/bBp0ybcv38fKpWqwj7FxcUoLi5W3hcWFgJ4EGQiIiIiMh7l8zMTvy7hiZSfO+eqZEzKyspw584dAA/6prEueJY/WX78+E+RmZmGAwd+QFFRobLd1rYp7t7di/3791f78+mysjKkpKQgPz8fHh4e6N69u9GeN9HTpk+fPsjIOKF1jPL7k/StpvNVk160vX79OsrKyuDu7q6R7u7ujvz8fK375Ofna81fWlqK69eva73ZdExMDBYuXFghvVmzZk9QeyIiIiLSl6KiIjg7Oxu6GgZRUFAAgHNVoifx+ed9tKbfvfvgv6GhoXVYGyIiqo+qm6+a9KJtOTMzM433IlIhrbr82tLLvfPOO5g9e7byXq1W448//oCrq2uV5RjarVu30KxZM1y+fJk/jTMSbBPjwzYxPmwT48M2MS5sj6qJCIqKiuDl5WXoqhhMw4YNATz4SffTunCtKxxvusV46g5jqTuMpW4xnrrDWOqOscWypvNVk160dXNzg4WFRYWraq9du1bhatpyHh4eWvNbWlrC1dVV6z7W1tawtrbWSGvQoEHtK17HnJycjKJT0v+wTYwP28T4sE2MD9vEuLA9Kve0L1Samz941rCzszP7iI5wvOkW46k7jKXuMJa6xXjqDmOpO8YUy5rMV83roB56Y2VlhcDAQCQmJmqkJyYmonv37lr3CQ4OrpA/ISEBQUFBWu9nS0RERERERERERFSXTHrRFgBmz56NTz/9FJ999hmys7MRGRmJ3NxcREREAHhwa4MJEyYo+SMiInDp0iXMnj0b2dnZ+Oyzz7Bp0ybMmTPHUKdAREREREREREREpDDp2yMAwKhRo1BQUIBFixYhLy8P/v7++P777+Ht7Q0AyMvLQ25urpLf19cX33//PSIjI/Hxxx/Dy8sLa9euxYgRIwx1CnpjbW2N6OjoCrd2IMNhmxgftonxYZsYH7aJcWF7UHXYR3SHsdQtxlN3GEvdYSx1i/HUHcZSd0w1lmZS/hQuIiIiIiIiIiIiIjI4k789AhEREREREREREVF9wkVbIiIiIiIiIiIiIiPCRVsiIiIiIiIiIiIiI8JFWyIiIiIiIiIiIiIjwkVbE7Nu3ToEBATAyckJTk5OCA4Oxr///W9l+8SJE2FmZqbx6tatm8YxiouL8eabb8LNzQ329vYYPHgwrly5UtenUm/FxMTAzMwMs2bNUtJEBAsWLICXlxdsbW3Rs2dPnD59WmM/tot+aGsPjpO6t2DBggox9/DwULZzjNSt6tqDY8Qwfv/9d4wbNw6urq6ws7NDx44dkZaWpmznOHl63bhxA+PHj4ezszOcnZ0xfvx43Lx5s8p9atJfNm7ciJ49e8LJyQlmZmZaj1mbso2ZvmJZk7Hn4+NT4bM1KipK16eoV5988gl8fX1hY2ODwMBAHDp0qMr8ycnJCAwMhI2NDVq0aIH169dXyLNr1y60a9cO1tbWaNeuHfbs2fPE5ZoCQ8Syuu9/U6XrWJ4+fRojRoxQxuyaNWt0Uq6pMEQ82TcfqC6WsbGx6NGjB1xcXODi4oI+ffrg2LFjT1yuKTBELI2iXwqZlG+//Vb27dsnZ86ckTNnzsj8+fNFpVLJqVOnREQkLCxM+vfvL3l5ecqroKBA4xgRERHSpEkTSUxMlBMnTkivXr2kQ4cOUlpaaohTqleOHTsmPj4+EhAQIDNnzlTSly5dKo6OjrJr1y7JzMyUUaNGiaenp9y6dUvJw3bRvcrag+Ok7kVHR8szzzyjEfNr164p2zlG6lZ17cExUvf++OMP8fb2lokTJ8rRo0clJydHDhw4IOfPn1fycJw8vfr37y/+/v6SkpIiKSkp4u/vL6GhoVXuU5P+snr1aomJiZGYmBgBIDdu3NBJ2cZMX7Gsydjz9vaWRYsWaXy2FhUV6e1cdS0uLk5UKpXExsZKVlaWzJw5U+zt7eXSpUta81+8eFHs7Oxk5syZkpWVJbGxsaJSqWTnzp1KnpSUFLGwsJAlS5ZIdna2LFmyRCwtLeXIkSO1LtcUGCqW1X3/myJ9xPLYsWMyZ84c+eqrr8TDw0NWr179xOWaCkPFk32zZrF89dVX5eOPP5b09HTJzs6WSZMmibOzs1y5cqXW5ZoCQ8XSGPolF23rARcXF/n0009F5ME/tIcMGVJp3ps3b4pKpZK4uDgl7ffffxdzc3PZv3+/vqtarxUVFUmrVq0kMTFRQkJClEVCtVotHh4esnTpUiXvvXv3xNnZWdavXy8ibBd9qKw9RDhODCE6Olo6dOigdRvHSN2rqj1EOEYMYd68efLcc89Vup3j5OmVlZUlADQWXlJTUwWA/Prrr1r3qUl/edjBgwe1LtrWpmxjpq9Y1nTseXt7a12sMBVdunSRiIgIjTQ/Pz+JiorSmv/tt98WPz8/jbQpU6ZIt27dlPevvPKK9O/fXyNPv379ZPTo0bUu1xQYKpbVff+bIn3E8mGVjdv62C9FDBdP9s3Hj6WISGlpqTg6OsrWrVtrXa4pMFQsjaFf8vYIJqysrAxxcXG4ffs2goODlfSkpCQ0btwYrVu3xmuvvYZr164p29LS0nD//n307dtXSfPy8oK/vz9SUlLqtP71zbRp0/DSSy+hT58+Guk5OTnIz8/XiLm1tTVCQkKUmLNddK+y9ijHcVL3zp07By8vL/j6+mL06NG4ePEiAI4RQ6msPcpxjNStb7/9FkFBQRg5ciQaN26MTp06ITY2VtnOcfL0Sk1NhbOzM7p27aqkdevWDc7OzpW2a036i77KNmb6iuXjjL1ly5bB1dUVHTt2xAcffICSkhJdnqLelJSUIC0tTeMcAaBv376Vxi41NbVC/n79+uGXX37B/fv3q8xTfszalGvsDBXLctV9/5sSfcVSH+WaAkPFsxz75uPH8s6dO7h//z4aNmxY63KNnaFiWc7Q/ZKLtiYoMzMTDg4OsLa2RkREBPbs2YN27doBAAYMGIDt27fjxx9/xMqVK3H8+HG88MILKC4uBgDk5+fDysoKLi4uGsd0d3dHfn5+nZ9LfREXF4cTJ04gJiamwrbyuLq7u2ukPxxztotuVdUeAMeJIXTt2hXbtm1DfHw8YmNjkZ+fj+7du6OgoIBjxACqag+AY8QQLl68iHXr1qFVq1aIj49HREQEZsyYgW3btgHgd8nTLD8/H40bN66Q3rhx40rbtSb9RV9lGzN9xbKmY2/mzJmIi4vDwYMHMX36dKxZswZTp059onOqK9evX0dZWdlj9an8/Hyt+UtLS3H9+vUq85QfszblGjtDxRKo/vvf1Ogrlvoo1xQYKp4A+yZQu1hGRUWhSZMmyoVK9bFvGiqWgHH0S8s6K4l0pk2bNsjIyMDNmzexa9cuhIWFITk5Ge3atcOoUaOUfP7+/ggKCoK3tzf27duH4cOHV3pMEYGZmVldVL/euXz5MmbOnImEhATY2NhUmu/R+NYk5myXx1eT9uA4qXsDBgxQ/r99+/YIDg7GX/7yF2zdulV5wBXHSN2pqj1mz57NMWIAarUaQUFBWLJkCQCgU6dOOH36NNatW4cJEyYo+ThO6o8FCxZg4cKFVeY5fvw4gIrtDtSsXWvTX6o7Rm2Po0/GGstH80RGRir/HxAQABcXF7z88svK1bem4HHjoC3/o+k1OaYu+rKxMUQsq/v+N1X6iKU+yjUVhogn+2bl+bWlA8Dy5cvx1VdfISkpqcK/e+tj3zRELI2hX/JKWxNkZWWFli1bIigoCDExMejQoQM++ugjrXk9PT3h7e2Nc+fOAQA8PDxQUlKCGzduaOS7du1ahb9EUM2kpaXh2rVrCAwMhKWlJSwtLZGcnIy1a9fC0tJSieujfwV6OOZsF92prj3Kysoq7MNxUvfs7e3Rvn17nDt3TnkCJ8eI4TzcHtpwjOifp6en8quZcm3btkVubi4AcJzUQ9OnT0d2dnaVL39/f3h4eODq1asV9v/vf/9babvWpL/URG3KNgRDx7K2Y6/8j5bnz5+v+ckaiJubGywsLB6rT3l4eGjNb2lpqSxSV5an/Ji1KdfYGSqW2lT3/W/s9BVLfZRrCgwVT23YN/+XX1ssP/zwQyxZsgQJCQkICAh4onKNnaFiqY0h+iUXbesBEVF+svqogoICXL58GZ6engCAwMBAqFQqJCYmKnny8vJw6tQpdO/evU7qW9/07t0bmZmZyMjIUF5BQUEYO3YsMjIy0KJFC3h4eGjEvKSkBMnJyUrM2S66U117WFhYVNiH46TuFRcXIzs7G56envD19eUYMbCH20MbjhH9++tf/4ozZ85opJ09exbe3t4AwHFSD7m5ucHPz6/Kl42NDYKDg1FYWIhjx44p+x49ehSFhYWVtmtN+ktN1KZsQzB0LGs79tLT0wGg0s9eY2JlZYXAwECNcwSAxMTESs8xODi4Qv6EhAQEBQVBpVJVmaf8mLUp19gZKpbaVPf9b+z0FUt9lGsKDBVPbdg3H9AWyxUrVuD999/H/v37ERQU9MTlGjtDxVIbg/RLvT/qjHTqnXfekZ9++klycnLk5MmTMn/+fDE3N5eEhAQpKiqSt956S1JSUiQnJ0cOHjwowcHB0qRJE7l165ZyjIiICGnatKkcOHBATpw4IS+88IJ06NBBSktLDXhm9UtISIjMnDlTeb906VJxdnaW3bt3S2ZmpowZM0Y8PT3ZLnXk4fbgODGMt956S5KSkuTixYty5MgRCQ0NFUdHR/ntt99EhGOkrlXVHhwjhnHs2DGxtLSUDz74QM6dOyfbt28XOzs7+eKLL5Q8HCdPr/79+0tAQICkpqZKamqqtG/fXkJDQzXytGnTRnbv3q28r0l/ycvLk/T0dImNjRUA8tNPP0l6eroUFBQ8VtmmRF+xrG7spaSkyKpVqyQ9PV0uXrwoO3bsEC8vLxk8eHDdnLgOxMXFiUqlkk2bNklWVpbMmjVL7O3tle/yqKgoGT9+vJL/4sWLYmdnJ5GRkZKVlSWbNm0SlUolO3fuVPIcPnxYLCwsZOnSpZKdnS1Lly4VS0tLOXLkSI3LNUWGimV18zFTpI9YFhcXS3p6uqSnp4unp6fMmTNH0tPT5dy5czUu11QZKp7smzWL5bJly8TKykp27twpeXl5yquoqKjG5ZoiQ8XSGPolF21NzOTJk8Xb21usrKykUaNG0rt3b0lISBARkTt37kjfvn2lUaNGolKppHnz5hIWFia5ubkax7h7965Mnz5dGjZsKLa2thIaGlohDz2ZRxdt1Wq1REdHi4eHh1hbW8vzzz8vmZmZGvuwXfTn4fbgODGMUaNGiaenp6hUKvHy8pLhw4fL6dOnle0cI3WrqvbgGDGc7777Tvz9/cXa2lr8/Pxk48aNGts5Tp5eBQUFMnbsWHF0dBRHR0cZO3as3LhxQyMPANm8ebPyvib9JTo6WgBUeD18nJqUbUr0Fcvqxl5aWpp07dpVnJ2dxcbGRtq0aSPR0dFy+/ZtfZ6uzn388cfKv0U6d+4sycnJyrawsDAJCQnRyJ+UlCSdOnUSKysr8fHxkXXr1lU45j//+U9p06aNqFQq8fPzk127dj1WuabKELGsbj5mqnQdy5ycHK2fjY8epz72SxHDxJN984HqYunt7a01ltHR0TUu11QZIpbG0C/NRP7/3XiJiIiIiIiIiIiIyOB4T1siIiIiIiIiIiIiI8JFWyIiIiIiIiIiIiIjwkVbIiIiIiIiIiIiIiPCRVsiIiIiIiIiIiIiI8JFWyIiIiIiIiIiIiIjwkVbIiIiIiIiIiIiIiPCRVsiIiIiIiIiIiIiI8JFWyIiIiIiIiIiIiIjwkVbIqpTPXv2xKxZs+qsvC1btqBBgwZ6LeO3336DmZkZMjIy9FpOTTz//PP48ssvDVL2o23r4+ODNWvW1Hk96mubP/vss9i9e3edlUdERERERESGw0VbItK5iRMnwszMrMLr/Pnz2L17N95//30lr7aFvbpYdAOAq1evQqVS4YsvvtC6fcqUKQgICNB7PXRl7969yM/Px+jRo5U0Hx8fJf52dnbw9/fHhg0b6qQ+x48fx+uvv16jvGzz6v3tb39DVFQU1Gq1oatCRERET6mJEydi6NChhq4GEdFTgYu2RKQX/fv3R15ensbL19cXDRs2hKOjo6GrBwBwd3fHSy+9hM2bN1fYdvfuXcTFxSE8PNwANaudtWvXYtKkSTA31/xoX7RoEfLy8nDy5EkMHToUERER2LFjh9ZjlJSU6Kw+jRo1gp2dnc6Opwum3OYvvfQSCgsLER8fb+iqEBERERmF+/fvG7oKRER6w0VbItILa2treHh4aLwsLCw0fkLfs2dPXLp0CZGRkcrVoElJSZg0aRIKCwuVtAULFgB4sKD49ttvo0mTJrC3t0fXrl2RlJSkUe6WLVvQvHlz2NnZYdiwYSgoKKiynuHh4Th48CB+++03jfSdO3fi3r17GDduHPbv34/nnnsODRo0gKurK0JDQ3HhwoVKj6ntqtFvvvkGZmZmGmnfffcdAgMDYWNjgxYtWmDhwoUoLS1Vti9YsADNmzeHtbU1vLy8MGPGjErLvH79Og4cOIDBgwdX2Obo6AgPDw+0bNkSixcvRqtWrfDNN98AeNAG06dPx+zZs+Hm5oYXX3wRAJCVlYWBAwfCwcEB7u7uGD9+PK5fv64c8/bt25gwYQIcHBzg6emJlStXVij30auob968iddffx3u7u6wsbGBv78/9u7dyzavYZtbWFhg4MCB+Oqrr6o8PyIiIiJDqGr+uGHDBjRp0qTCL4YGDx6MsLAw5X11cyUzMzOsX78eQ4YMgb29PRYvXoyysjKEh4fD19cXtra2aNOmDT766CONckpLSzFjxgxlbjdv3jyEhYVpXDUsIli+fDlatGgBW1tbdOjQATt37tRDpIiIaoaLtkRkMLt370bTpk2VK0Hz8vLQvXt3rFmzBk5OTkranDlzAACTJk3C4cOHERcXh5MnT2LkyJHo378/zp07BwA4evQoJk+ejKlTpyIjIwO9evXC4sWLq6zDwIED4eHhgS1btmikf/bZZxg6dChcXV1x+/ZtzJ49G8ePH8cPP/wAc3NzDBs27Il+ph4fH49x48ZhxowZyMrKwoYNG7BlyxZ88MEHAB4sIK5evRobNmzAuXPn8M0336B9+/aVHu/nn3+GnZ0d2rZtW23ZNjY2GlclbN26FZaWljh8+DA2bNiAvLw8hISEoGPHjvjll1+wf/9+XL16Fa+88oqyz9y5c3Hw4EHs2bMHCQkJSEpKQlpaWqVlqtVqDBgwACkpKfjiiy+QlZWFpUuXwsLCgm3+GG3epUsXHDp0qNZ1ICIiItKH6uaPI0eOxPXr13Hw4EFlnxs3biA+Ph5jx44FUP1cqVx0dDSGDBmCzMxMTJ48GWq1Gk2bNsXXX3+NrKwsvPfee5g/fz6+/vprZZ9ly5Zh+/bt2Lx5Mw4fPoxbt24pFzGU+7//+z9s3rwZ69atw+nTpxEZGYlx48YhOTlZT1EjIqqGEBHpWFhYmFhYWIi9vb3yevnll0VEJCQkRGbOnKnk9fb2ltWrV2vsv3nzZnF2dtZIO3/+vJiZmcnvv/+ukd67d2955513RERkzJgx0r9/f43to0aNqnCsR82bN0+8vb1FrVaLiMjFixfFzMxM4uPjtea/du2aAJDMzEwREcnJyREAkp6eXmn99+zZIw9/5Pbo0UOWLFmikefzzz8XT09PERFZuXKltG7dWkpKSqqse7nVq1dLixYtKqQ/HN/79+/L5s2bBYB88sknIvKgPTp27Kixz9/+9jfp27evRtrly5cFgJw5c0aKiorEyspK4uLilO0FBQVia2tbadvGx8eLubm5nDlzRmv92eY1a/N//etfYm5uLmVlZVWeHxEREZE+hIWFyZAhQyqkVzd/FBEZPHiwTJ48Wdm+YcMG8fDwkNLSUhGpfq4kIgJAZs2aVW09p06dKiNGjFDeu7u7y4oVK5T3paWl0rx5c+Vc/vzzT7GxsZGUlBSN44SHh8uYMWOqLY+ISB94pS0R6UWvXr2QkZGhvNauXftExztx4gREBK1bt4aDg4PySk5OVn62np2djeDgYI39Hn2vTXh4OC5duoQff/wRwIMrLps2bYo+ffoAAC5cuIBXX30VLVq0gJOTE3x9fQEAubm5tT6ftLQ0LFq0SONcXnvtNeTl5eHOnTsYOXIk7t69ixYtWuC1117Dnj17NH4a9qi7d+/CxsZG67Z58+bBwcEBtra2mDZtGubOnYspU6Yo24OCgirU7eDBgxp18/PzU2Jx4cIFlJSUaMS2YcOGaNOmTaX1y8jIQNOmTdG6desaxQdgm2trc1tbW6jVahQXF9e6HkRERES6Vt38EQDGjh2LXbt2KfOY7du3Y/To0bCwsFCOUdVcqdyjc1cAWL9+PYKCgtCoUSM4ODggNjZWmbcVFhbi6tWr6NKli5LfwsICgYGByvusrCzcu3cPL774okb527Ztq/IWWURE+mRp6AoQUf1kb2+Pli1b6ux4arUaFhYWSEtLUyZ25RwcHAA8uA9VbbRq1Qo9evTA5s2b0atXL2zdulXjgV6DBg1Cs2bNEBsbCy8vL6jVavj7+1f60C5zc/MKdXn0IQlqtRoLFy7E8OHDK+xvY2ODZs2a4cyZM0hMTMSBAwcwdepUrFixAsnJyVCpVBX2cXNzw40bN7TWZ+7cuZg4cSLs7Ozg6elZ4T6r9vb2Feo2aNAgLFu2rMKxPD09lVsTPA5bW9vH3odtXrHN//jjD9jZ2dUqnkRERET6Ut38EXgwv1Kr1di3bx+effZZHDp0CKtWrdI4RlVzpXKPzl2//vprREZGYuXKlQgODoajoyNWrFiBo0ePauR7dA788Nyt/BZY+/btQ5MmTTTyWVtbV3nuRET6wkVbIjIoKysrlJWVVZvWqVMnlJWV4dq1a+jRo4fWY7Vr1w5HjhzRSHv0fWXCw8PxxhtvYMiQIbhy5QomTZoEACgoKEB2djY2bNiglPvzzz9XeaxGjRqhqKgIt2/fViaVGRkZGnk6d+6MM2fOVLmwbWtri8GDB2Pw4MGYNm0a/Pz8kJmZic6dO1fI26lTJ+Tn5+PGjRtwcXHR2Obm5vZYC+idO3fGrl274OPjA0vLil8TLVu2hEqlwpEjR9C8eXMAD+5JdvbsWYSEhGg9ZkBAAK5cuYKzZ89qvdqWbf5AdW1+6tQpre1PREREZEjVzR+BB/Oc4cOHY/v27Th//jxat26tcbVrTeZK2hw6dAjdu3fH1KlTlbSHr451dnaGu7s7jh07psztysrKkJ6ejo4dOwJ4MKe0trZGbm5upfNZIqK6xkVbIjIoHx8f/PTTTxg9ejSsra3h5uYGHx8f/Pnnn/jhhx/QoUMH2NnZoXXr1hg7diwmTJiAlStXolOnTrh+/Tp+/PFHtG/fHgMHDsSMGTPQvXt3LF++HEOHDkVCQgL2799fo3qMHDkSM2bMwJQpU9C7d2/4+PgAAFxcXODq6oqNGzfC09MTubm5iIqKqvJYXbt2hZ2dHebPn48333wTx44dq/DQq/feew+hoaFo1qwZRo4cCXNzc5w8eRKZmZlYvHgxtmzZgrKyMuVYn3/+OWxtbeHt7a21zE6dOqFRo0Y4fPgwQkNDa3TOlZk2bRpiY2MxZswYzJ07F25ubjh//jzi4uIQGxsLBwcHhIeHY+7cuXB1dYW7uzveffdd5SpVbUJCQvD8889jxIgRWLVqFVq2bIlff/0VZmZm6N+/P9u8hm1+6NAh9O3bt0bnR0RERKQPhYWFFf44PWXKlCrnj+W/mho7diwGDRqE06dPY9y4cRrHqG6uVJmWLVti27ZtiI+Ph6+vLz7//HMcP35cub0VALz55puIiYlBy5Yt4efnh7///e+4ceOGcvWto6Mj5syZg8jISKjVajz33HO4desWUlJS4ODggLCwMB1Fj4joMRjwfrpEVE9V9oACkYoPIktNTZWAgACxtrbWeGhTRESEuLq6CgCJjo4WEZGSkhJ57733xMfHR1QqlXh4eMiwYcPk5MmTyn6bNm2Spk2biq2trQwaNEg+/PDDah9KVe71118XAPLll19qpCcmJkrbtm3F2tpaAgICJCkpSQDInj17RKTiQ6lEHjyEqmXLlmJjYyOhoaGyceNGefQjd//+/dK9e3extbUVJycn6dKli2zcuFHZv2vXruLk5CT29vbSrVs3OXDgQJX1j4qKktGjR2ukaXvQ28MebY9yZ8+elWHDhkmDBg3E1tZW/Pz8ZNasWcqDu4qKimTcuHFiZ2cn7u7usnz58mofMldQUCCTJk0SV1dXsbGxEX9/f9m7d6+ynW1edZtfuXJFVCqVXL58uUbnRkRERKRrYWFhAqDCKywsrNr5o8iDB4B5enoKALlw4UKF41c1VxIRjflYuXv37snEiRPF2dlZGjRoIG+88YZERUVJhw4dlDz379+X6dOni5OTk7i4uMi8efNk5MiRGnNntVotH330kbRp00ZUKpU0atRI+vXrJ8nJyboLIBHRYzATqeUNAYmIyKhcvXoVzzzzDNLS0iq9IpdM19y5c1FYWIiNGzcauipEREREJk2tVqNt27Z45ZVX8P777xu6OkREWvH2CERE9YS7uzs2bdqE3NxcLtrWQ40bN8acOXMMXQ0iIiIik3Pp0iUkJCQgJCQExcXF+Mc//oGcnBy8+uqrhq4aEVGleKUtEREREREREdVbly9fxujRo3Hq1CmICPz9/bF06VI8//zzhq4aEVGluGhLREREREREREREZEQqf9Q3EREREREREREREdU5LtoSERERERERERERGREu2hIREREREREREREZES7aEhERERERERERERkRLtoSERERERERERERGREu2hIREREREREREREZES7aEhERERERERERERkRLtoSERERERERERERGZH/B5+xWphTNlwwAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "residual_plots(reg_without_influencers_stdScaler) #Get residual plots" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 89 }, "id": "1oBS3kZ4AaKI", "outputId": "cd33092c-ace1-4005-ab6e-04a8ed784757", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ModelMAE_TrainMSE_TrainRMSE_TrainMAPE_TrainMAE_TestMSE_TestRMSE_TestMAPE_TestR2
0LR_after_standardization (without outliers)37.4143232157.18648746.4455227.89739838.4663692621.86050851.2041068.0475630.537711
\n", "
" ], "text/plain": [ " Model MAE_Train MSE_Train \\\n", "0 LR_after_standardization (without outliers) 37.414323 2157.186487 \n", "\n", " RMSE_Train MAPE_Train MAE_Test MSE_Test RMSE_Test MAPE_Test \\\n", "0 46.445522 7.897398 38.466369 2621.860508 51.204106 8.047563 \n", "\n", " R2 \n", "0 0.537711 " ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#get error metrics\n", "scores = get_metrics(y_train,reg_without_influencers_stdScaler.predict( X_train),y_test,reg_without_influencers_stdScaler.predict(X_test),\"LR_after_standardization (without outliers)\",scores)\n", "scores" ] }, { "cell_type": "code", "execution_count": 92, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 125 }, "id": "gRkyKq4kAaKI", "outputId": "af0c3695-c74d-41f7-d283-0572b322a04c", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Simple_Linear_RegressionLR_after_standardization
const933.708077489.059946
Length of Membership-107.07057450.091190
\n", "
" ], "text/plain": [ " Simple_Linear_Regression LR_after_standardization\n", "const 933.708077 489.059946\n", "Length of Membership -107.070574 50.091190" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#get coefficients\n", "coefficients=coeff(\"LR_after_standardization\",reg_without_influencers_stdScaler.params)\n", "coefficients" ] }, { "cell_type": "markdown", "metadata": { "id": "w8k9zvbsGKTB" }, "source": [ "\n", "\n", "| Model | MAE_Train | MSE_Train | RMSE_Train | MAPE_Train | MAE_Test | MSE_Test | RMSE_Test | MAPE_Test | R2 |\n", "|------------------------|---------------|----------------|-------------|-------------|-------------|-------------|-------------|-------------|-----------|\n", "| Simple_Linear_Regression| 205.397756 | 1.492664e+06 | 1221.74626 | 32.38977 | 126.830032 | 27432.983292| 165.629053 | 27.523445 | 0.007571 |\n", "| LR_without_outliers | 37.414323 | 2157.186487 | 46.445522 | 7.897398 | 38.466369 | 2621.860508 | 51.204106 | 8.047563 | 0.537711 |\n", "| LR_Std (without outliers)| 37.414323 | 2157.186487 | 46.445522 | 7.897398 | 38.466369 | 2621.860508 | 51.204106 | 8.047563 | 0.537711 |\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "GwRQFrfvGKTC", "tags": [] }, "source": [ "#### Data Transformations: sqrt(X) and log(X)\n", "##### Square root (sqrt(x)) and logarithmic (log(x)) data transformations are commonly used in regression to help meet assumptions of linearity, homoscedasticity, and normality of residuals, which can improve model performance.\n", "\n", "#### When to Apply Transformations:\n", "- Square Root Transformation (sqrt(x)): Often used when data is skewed, particularly when the variable has values close to zero and no negative values\n", "\n", "- Logarithmic Transformation (log(x)): Commonly used for highly skewed data, especially when the variable has a long right tail. It can handle\n", "only positive values and is useful when the relationship between variables is multiplicative rather than additive." ] }, { "cell_type": "markdown", "metadata": { "id": "lSjjaDZMGKTC" }, "source": [ "Perform log transformations on the data:" ] }, { "cell_type": "code", "execution_count": 92, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "elJhofLFGKTC", "outputId": "cfec9495-f8d8-47fe-ec6c-e30f8a5a9668" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: y R-squared: 0.228\n", "Model: OLS Adj. R-squared: 0.224\n", "Method: Least Squares F-statistic: 57.23\n", "Date: Thu, 12 Sep 2024 Prob (F-statistic): 1.52e-12\n", "Time: 12:16:38 Log-Likelihood: -1037.9\n", "No. Observations: 196 AIC: 2080.\n", "Df Residuals: 194 BIC: 2086.\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 468.1914 8.867 52.804 0.000 450.704 485.679\n", "x1 77.8122 10.286 7.565 0.000 57.525 98.099\n", "==============================================================================\n", "Omnibus: 0.232 Durbin-Watson: 1.868\n", "Prob(Omnibus): 0.890 Jarque-Bera (JB): 0.318\n", "Skew: 0.078 Prob(JB): 0.853\n", "Kurtosis: 2.880 Cond. No. 4.98\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "import numpy as np\n", "import statsmodels.api as sm\n", "import pandas as pd\n", "\n", "# Assume X_train and y are already defined as your predictor and response variables.\n", "# Ensure that X_train and y have the same number of rows\n", "\n", "# Step 1: Data Transformation (Choose square root)\n", "# Apply the square root transformation\n", "X_sqrt_train = np.sqrt(X_train)\n", "X_sqrt_test= np.sqrt(X_test)\n", "\n", "# Ensure X_sqrt_train and y are NumPy arrays\n", "X_sqrt_train = np.array(X_sqrt_train)\n", "yTrain = np.array(y_train)\n", "y_test = np.array(y_test)\n", "\n", "# Check for NaN or infinite values in the transformed data\n", "# Create a mask to filter out rows with NaN or infinite values\n", "mask = (~np.isnan(X_sqrt_train).any(axis=1)) & (~np.isinf(X_sqrt_train).any(axis=1))\n", "\n", "# Apply the mask to both X_sqrt_train and y to remove problematic rows\n", "X_sqrt_train = X_sqrt_train[mask]\n", "yTrain = yTrain[mask]\n", "\n", "# Add a constant term for the intercept\n", "X_sqrt_const_train = sm.add_constant(X_sqrt_train)\n", "\n", "# Rebuild the model with square root transformation\n", "model_sqrt = sm.OLS(yTrain, X_sqrt_const_train).fit()\n", "print(model_sqrt.summary())\n" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "LvOetk1UGKTD", "outputId": "9061e92f-44ac-43c5-fbfa-9ca642943c18" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Square Root Transformation Model Evaluation Metrics:\n", "R-squared: 0.2277862312476766\n", "RMSE: 48.49307925923579\n", "MAE: 38.42660304801908\n" ] } ], "source": [ "# Error Metrics\n", "print(\"\\nSquare Root Transformation Model Evaluation Metrics:\")\n", "print(f\"R-squared: {model_sqrt.rsquared}\")\n", "print(f\"RMSE: {np.sqrt(model_sqrt.mse_resid)}\")\n", "print(f\"MAE: {np.mean(np.abs(model_sqrt.resid))}\")\n" ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "bmkKb4mNGKTD", "outputId": "f52f8feb-f72c-4197-f266-02d1b1b80115" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: y R-squared: 0.228\n", "Model: OLS Adj. R-squared: 0.224\n", "Method: Least Squares F-statistic: 57.23\n", "Date: Thu, 12 Sep 2024 Prob (F-statistic): 1.52e-12\n", "Time: 12:16:38 Log-Likelihood: -1037.9\n", "No. Observations: 196 AIC: 2080.\n", "Df Residuals: 194 BIC: 2086.\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 468.1914 8.867 52.804 0.000 450.704 485.679\n", "x1 77.8122 10.286 7.565 0.000 57.525 98.099\n", "==============================================================================\n", "Omnibus: 0.232 Durbin-Watson: 1.868\n", "Prob(Omnibus): 0.890 Jarque-Bera (JB): 0.318\n", "Skew: 0.078 Prob(JB): 0.853\n", "Kurtosis: 2.880 Cond. No. 4.98\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "# Rebuild the model with log transformation\n", "X_log_train = np.log1p(X_train)\n", "\n", "# Ensure X_sqrt_train and y are NumPy arrays\n", "X_log_train = np.array(X_log_train)\n", "yTrain = np.array(y_train)\n", "\n", "# Check for NaN or infinite values in the transformed data\n", "# Create a mask to filter out rows with NaN or infinite values\n", "mask = (~np.isnan(X_log_train).any(axis=1)) & (~np.isinf(X_log_train).any(axis=1))\n", "\n", "# Apply the mask to both X_sqrt_train and y to remove problematic rows\n", "X_log_train = X_log_train[mask]\n", "yTrain = yTrain[mask]\n", "\n", "X_log_const_train = sm.add_constant(X_log_train) # Add a constant term for the intercept\n", "model_log= sm.OLS(yTrain, X_log_const_train).fit()\n", "print(model_sqrt.summary())" ] }, { "cell_type": "code", "execution_count": 95, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "MRtJK-o_GKTE", "outputId": "dfc312cd-4368-4830-ec89-1183d6c26572" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Log Transformation Model Evaluation Metrics:\n", "R-squared: 0.3224879838492939\n", "RMSE: 51.05257028336282\n", "MAE: 41.157480443656475\n" ] } ], "source": [ "# Print evaluation metrics\n", "print(\"Log Transformation Model Evaluation Metrics:\")\n", "print(f\"R-squared: {model_log.rsquared}\")\n", "print(f\"RMSE: {np.sqrt(model_log.mse_resid)}\")\n", "print(f\"MAE: {np.mean(np.abs(model_log.resid))}\")\n" ] }, { "cell_type": "markdown", "metadata": { "id": "5Mcv4h3QGKTE" }, "source": [ "\n", "\n", "| Transformation Model | R-squared | RMSE | MAE |\n", "|------------------------|---------------|----------------|----------------|\n", "| Square Root | 0.2173 | 46.7109 | 37.1443 |\n", "| Log | 0.3146 | 49.7773 | 40.3885 |\n", "\n", "\n" ] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.5" } }, "nbformat": 4, "nbformat_minor": 4 }