{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Our goal here is to managed to do cluster our customers based on 3 main features:\n", "- Recency: when was the last time the customer bought something,\n", "- Frequency: how often a customer order products in a given timeframe,\n", "- Monetary: how much does the customer spend in a given timeframe.\n", "This will allow us to later see when our clustering model will need to be updated.\n", "\n", "We will also cluster our customers for each of those aforementioned features, assign a score to them and segment our based on their value (Customer Lifetime Value)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Importing packages\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "from datetime import date\n", "from datetime import timedelta\n", "\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.cluster import KMeans\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import classification_report\n", "\n", "from yellowbrick.cluster import KElbowVisualizer\n", "from yellowbrick.cluster import SilhouetteVisualizer" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# To remove some warnings (setting with a copy)\n", "pd.options.mode.chained_assignment = None" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Considering the fact that we do not have a lot of data, we will use every data available to us and we will not focus only on the customers based in the UK." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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InvoiceNoStockCodeDescriptionQuantityInvoiceDateUnitPriceCustomerIDCountry
053636585123AWHITE HANGING HEART T-LIGHT HOLDER612/1/2010 8:262.5517850.0United Kingdom
153636571053WHITE METAL LANTERN612/1/2010 8:263.3917850.0United Kingdom
253636584406BCREAM CUPID HEARTS COAT HANGER812/1/2010 8:262.7517850.0United Kingdom
353636584029GKNITTED UNION FLAG HOT WATER BOTTLE612/1/2010 8:263.3917850.0United Kingdom
453636584029ERED WOOLLY HOTTIE WHITE HEART.612/1/2010 8:263.3917850.0United Kingdom
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" ], "text/plain": [ " InvoiceNo StockCode Description Quantity \n", "0 536365 85123A WHITE HANGING HEART T-LIGHT HOLDER 6 \\\n", "1 536365 71053 WHITE METAL LANTERN 6 \n", "2 536365 84406B CREAM CUPID HEARTS COAT HANGER 8 \n", "3 536365 84029G KNITTED UNION FLAG HOT WATER BOTTLE 6 \n", "4 536365 84029E RED WOOLLY HOTTIE WHITE HEART. 6 \n", "\n", " InvoiceDate UnitPrice CustomerID Country \n", "0 12/1/2010 8:26 2.55 17850.0 United Kingdom \n", "1 12/1/2010 8:26 3.39 17850.0 United Kingdom \n", "2 12/1/2010 8:26 2.75 17850.0 United Kingdom \n", "3 12/1/2010 8:26 3.39 17850.0 United Kingdom \n", "4 12/1/2010 8:26 3.39 17850.0 United Kingdom " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Loading data\n", "df = pd.read_csv('static/customer_segmentation.csv', encoding='latin1')\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(541909, 8)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Checking the shape of our data\n", "df.shape" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We change our InvoiceDate column into a datetime column for easier use." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "df['InvoiceDate'] = pd.to_datetime(df['InvoiceDate'])\n", "df['InvoiceDate'] = df['InvoiceDate'].dt.to_period('D')\n", "df['InvoiceDate'] = df['InvoiceDate'].astype('datetime64[ns]')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 541909 entries, 0 to 541908\n", "Data columns (total 8 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 InvoiceNo 541909 non-null object \n", " 1 StockCode 541909 non-null object \n", " 2 Description 540455 non-null object \n", " 3 Quantity 541909 non-null int64 \n", " 4 InvoiceDate 541909 non-null datetime64[ns]\n", " 5 UnitPrice 541909 non-null float64 \n", " 6 CustomerID 406829 non-null float64 \n", " 7 Country 541909 non-null object \n", "dtypes: datetime64[ns](1), float64(2), int64(1), object(4)\n", "memory usage: 33.1+ MB\n" ] } ], "source": [ "# We check\n", "df.info()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "InvoiceNo 0\n", "StockCode 0\n", "Description 1454\n", "Quantity 0\n", "InvoiceDate 0\n", "UnitPrice 0\n", "CustomerID 135080\n", "Country 0\n", "dtype: int64" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# We check missing values\n", "df.isnull().sum()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We have no way to properly fill the missing values in our \"CustomerID\", we drop those rows." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(406829, 8)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = df[df['CustomerID'].notnull()]\n", "df.shape" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "InvoiceNo 0\n", "StockCode 0\n", "Description 0\n", "Quantity 0\n", "InvoiceDate 0\n", "UnitPrice 0\n", "CustomerID 0\n", "Country 0\n", "dtype: int64" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# We check that indeed we don't have missing values anymore\n", "df.isnull().sum()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We drop columns that we won't use." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(406829, 6)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = df.reset_index()\n", "df = df.drop(['StockCode', 'Country', 'index'], axis=1)\n", "df.shape" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Now, we remove the order amounts that have a negative value (discounts or returned orders)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "df['TotalAmount'] = df['Quantity'] * df['UnitPrice']" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CustomerIDDescriptionQuantityUnitPriceInvoiceNoInvoiceDateTotalAmount
4717850.0HAND WARMER RED POLKA DOT61.855363722010-12-0111.10
4817850.0HAND WARMER UNION JACK61.855363722010-12-0111.10
4917850.0WHITE HANGING HEART T-LIGHT HOLDER62.555363732010-12-0115.30
5017850.0WHITE METAL LANTERN63.395363732010-12-0120.34
5117850.0CREAM CUPID HEARTS COAT HANGER82.755363732010-12-0122.00
\n", "
" ], "text/plain": [ " CustomerID Description Quantity UnitPrice \n", "47 17850.0 HAND WARMER RED POLKA DOT 6 1.85 \\\n", "48 17850.0 HAND WARMER UNION JACK 6 1.85 \n", "49 17850.0 WHITE HANGING HEART T-LIGHT HOLDER 6 2.55 \n", "50 17850.0 WHITE METAL LANTERN 6 3.39 \n", "51 17850.0 CREAM CUPID HEARTS COAT HANGER 8 2.75 \n", "\n", " InvoiceNo InvoiceDate TotalAmount \n", "47 536372 2010-12-01 11.10 \n", "48 536372 2010-12-01 11.10 \n", "49 536373 2010-12-01 15.30 \n", "50 536373 2010-12-01 20.34 \n", "51 536373 2010-12-01 22.00 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_null = df[df['TotalAmount'] < 0]\n", "data_null['Quantity'] = - data_null['Quantity']\n", "data_null['TotalAmount'] = - data_null['TotalAmount']\n", "data_null = data_null[['CustomerID', 'Description', 'Quantity', 'UnitPrice', 'TotalAmount']]\n", "\n", "data_not_null = df[df['TotalAmount'] >= 0]\n", "data_not_null['Quantity'] = - data_not_null['Quantity']\n", "data_not_null['TotalAmount'] = - data_not_null['TotalAmount']\n", "data_not_null = data_not_null[['CustomerID', 'Description', 'Quantity', 'UnitPrice', 'TotalAmount']]\n", "\n", "df_concat = pd.concat([data_null, data_not_null])\n", "df_concat = df_concat.drop_duplicates()\n", "df_concat = df_concat.drop('TotalAmount', axis=1)\n", "\n", "data_concat = pd.concat([df_concat, df])\n", "null_quantity = data_concat[data_concat['Quantity'] < 0]\n", "data_concat = data_concat.drop(null_quantity.index)\n", "data_concat = data_concat.drop_duplicates(subset=['CustomerID', 'Description', 'Quantity', 'UnitPrice', 'TotalAmount'])\n", "data_concat.head()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Function for RFM" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Now, we will define several functions : a function to subset our dataframe based on dates and then functions to create our RFM features." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Subset dates" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "def data_subset(data, beginning='2010-12-01', end='2011-12-09'):\n", " \n", " beginning = pd.to_datetime(beginning)\n", " end = pd.to_datetime(end)\n", " \n", " # Subsetting\n", " data = data[(data['InvoiceDate'] >= beginning) & (data['InvoiceDate'] <= end)]\n", "\n", " return data" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Recency" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def recency(data):\n", " new_data = data.copy()\n", " last_day = new_data['InvoiceDate'].max()\n", "\n", " recency = []\n", " for value in new_data['InvoiceDate']:\n", " result = last_day - value\n", " recency.append(result.days)\n", " \n", " new_data['Recency'] = recency\n", "\n", " return new_data" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Frequency" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def frequency(data):\n", " new_data = data.copy()\n", "\n", " frequencies_series = new_data.groupby('CustomerID')['InvoiceNo'].unique()\n", "\n", " nb_orders = []\n", " for value in frequencies_series.values:\n", " nb_orders.append(len(value))\n", "\n", " indexes = frequencies_series.index\n", "\n", " df_freq = pd.DataFrame(nb_orders, columns=['NbOrder'])\n", " df_freq['CustomerID'] = indexes\n", "\n", " df_merge = new_data.merge(df_freq, on='CustomerID')\n", "\n", " df_merge['Frequency'] = df_merge['NbOrder']\n", "\n", " return df_merge" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Monetary" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "def monetary(data):\n", " new_data = data.copy()\n", " new_data['Monetary'] = new_data['Quantity'] * new_data['UnitPrice']\n", "\n", " return new_data" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## RFM function" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "def rfm(data):\n", " new_data = data.copy()\n", "\n", " new_data = recency(new_data)\n", " new_data = frequency(new_data)\n", " new_data = monetary(new_data)\n", "\n", " df_rfm = new_data[['CustomerID', 'Recency', 'Frequency', 'Monetary']]\n", "\n", " monetary_sum = df_rfm.groupby('CustomerID')['Monetary'].sum()\n", " monetary_sum = pd.DataFrame(monetary_sum)\n", " monetary_sum = monetary_sum.reset_index()\n", "\n", " df_rfm = df_rfm.drop('Monetary', axis=1)\n", " df_rfm = df_rfm.merge(monetary_sum, on='CustomerID')\n", " df_rfm = df_rfm.sort_values(['CustomerID', 'Recency'])\n", " df_rfm = df_rfm.drop_duplicates(subset='CustomerID')\n", " df_rfm = df_rfm.reset_index()\n", " df_rfm = df_rfm.drop(['index'], axis=1)\n", "\n", " return df_rfm" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Scoring of our features:" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We want to know in how many clusters we can segment our customers for each of our features. So, we apply our rfm function to our data and check the best value for each feature." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CustomerIDRecencyFrequencyMonetary
012347.0303463.41
112348.0149140.00
212352.01632160.33
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" ], "text/plain": [ " CustomerID Recency Frequency Monetary\n", "0 12347.0 30 3 463.41\n", "1 12348.0 149 1 40.00\n", "2 12352.0 163 2 160.33" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_cluster_features = data_subset(data_concat, '2010-12-01', '2011-09-01')\n", "df_cluster_features = rfm(df_cluster_features)\n", "df_cluster_features_no_prep = df_cluster_features.copy()\n", "df_cluster_features.head(3)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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RecencyFrequencyMonetary
0-0.5657540.3606970.983468
11.243642-0.963586-0.465036
21.456513-0.1280570.355885
31.198027-0.963586-0.411374
40.3465470.3606970.746318
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" ], "text/plain": [ " Recency Frequency Monetary\n", "0 -0.565754 0.360697 0.983468\n", "1 1.243642 -0.963586 -0.465036\n", "2 1.456513 -0.128057 0.355885\n", "3 1.198027 -0.963586 -0.411374\n", "4 0.346547 0.360697 0.746318" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_cluster_features['Frequency'] = np.log(df_cluster_features['Frequency'])\n", "df_cluster_features['Monetary'] = np.log(df_cluster_features['Monetary'])\n", "\n", "# Scaling\n", "scaler_ini = StandardScaler()\n", "scaler_ini.fit(df_cluster_features[['Recency', 'Frequency', 'Monetary']])\n", "\n", "df_cluster_features[['Recency', 'Frequency', 'Monetary']] = scaler_ini.transform(df_cluster_features[['Recency', 'Frequency', 'Monetary']])\n", "df_cluster_features = pd.DataFrame(df_cluster_features, columns=['Recency', 'Frequency', 'Monetary'])\n", "df_cluster_features.head()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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j0ci7775LbW3tacthCueqq6vjjTfe4NChQ+Tl5Z1xNWQhhOgJJOEXQoguMGfOHKqqqnjnnXdYu3YtOp2OpKQk3nrrLeLi4pwdnvgNV1dX1q1bh91u57HHHuvy6kdCCNGRZEiPEEIIIYQQvZiU5RRCCCGEEKIXk4RfCCGEEEKIXkwSfiGEEEIIIXqxPjtpd+/evc4OQQghhBBCnIdRo0Y5O4QeTXr4hRBCCCGE6MX6bA9/k666YzQYDKSlpTFkyJAuXwmzN5D2az9pw/aR9ms/acP2kfZrP2nD9nFG+8mIjI4hPfxC9AF1dXXs27ePtLQ06uvrnR2OEEIIIbpQn+/hF6IvOHbsGCkpKQBs3ryZoKAgJ0ckhBBCiK4iPfxCCCGEEEL0YpLwCyGEEEII0YtJwi+EEEIIIUQvJgm/EEIIIYQQvZhM2hVCiB5CURQsFgs2m83ZobSJyWRy/K1SqZwcTc8j7dd+0obt01Htp9Fo0Ol08m/QhaSHXwghegCr1UpZWRlms9nZobSZi4sLsbGxuLi4ODuUHknar/2kDduno9rPbDZTVlaG1WrtoMjEuUgPvxBCdHOKolBZWUlgYGCP7hFrejLh6uqKRqNxcjQ9j7Rf+0kbtk9Htp+HhwdlZWU9/vdaTyEJvxB9gIeHByNHjsRoNOLh4eHscEQrWSwW3Nzc5D9FIUSvoVKpcHNzw2KxyBOXLiAJfxd57OujlJaW8q8hQ5wdiuiDhgwZwubNm0lLSyM+Pt7Z4YhWstls0hsphOh1NBpNj52T1NNIwt8F/v55Kqu/SQMgKOgoj8wf7eSIhBBCCCFEXyEJfyf7++epPPRFKhHeJjxdrLy5dz86nZYHZ41wdmhCCCGEEKIPkIS/E/3981T+397t3Dy6El9Xi2N7YcWnPL61lPtmznRidKIvqaio4MsvvyQ/P5/Q0FDc3d2dHZIQQgghuogk/J2kKdlfOKQUFUqzfb6uFirrdvD4ViTpF10iMzOTW2+9FYCxY8cSHh7u5IiEEEII0VWkDn8naBrGMyW2skWy30SFQlbpHv7++YGuDU4IIUS3VV9fz+DBg3njjTecHYoQoheRhL+DNSb7B4nwNjUbxnM6fm4WXtuxm79/ntpF0QkhhHAWRTl9B9CvnThxAkVRGDhwYBdEdHovvvgi8fHxzJ8/32kx9HT19fU899xz3HTTTYwdO5b4+Hg++OCD0x578OBBHnroIebNm8eIESOYMmUKf/rTn8jKympxrNls5h//+AcTJ05k+PDhXHbZZfz444/nFdOJEye44447mD59OklJSYwbN45rrrmGr7/+ul3x79y5k/j4+NP+OXDgwHnFJjqfDOnpJJ4uv6wep1EruOvsuGltlNa7NOvz93CRclRCCHEu8fHx3Hbbbdx+++1MmzaNsWPH8vjjjzs7rPP21Vdf8fnnn/Pkk0+e9bj09HQABg0a1BVhtVBUVMRLL70k83zaqbKykjVr1tCvXz/i4+PZtWvXGY999dVX2bdvH7NnzyY+Pp7S0lLefvttFi9ezLvvvtvss3Dffffx+eefc/311xMTE8PGjRtZunQp//3vfxk9+uwVAAsKCqivr2fRokUEBwdjNBr54osv+OMf/8hDDz3EFVdc0ab4m1x33XUMGzas2baoqKhzvk50DUn4O9iDs5IAeG3HLz8cWrXi6O131dkxWn55sHLtqMHcf3FS1wYphBCiS53vEJ309HT8/PwICgrq3IDO4IknniApKQm73U5lZaVTYugoJpMJvV7vlGsHBwfzww8/EBQUxKFDh7j00kvPeOwNN9zAU0891Wzxqblz57JgwQJefvllnnrqKaDxScAnn3zCihUruOmmmwC45JJLmD9/Pk899RTr1q07a0yTJ09m8uTJzbZde+21LF68mNdff71Zwt+a+JuMHj2a2bNnn/M44RwypKcTPDgriRsvGENVgw4Ak1WNXWlcIdNN90uPfoRfECtnTj7tOYQQQvQ9x48fbzGcZ/369SQmJrJ69epOXaRo9+7dfP7559x///3tPldBQQGrVq1i+vTpDBs2jAsvvJCbb76ZnJycZscdPnyYO+64g/HjxzNs2DBmz57NCy+80OyYbdu2cd111zFy5EhGjx7N3XffTUVFRbNjfv/733PllVeyZ88err32WoYPH86jjz7q2L9z505uvvlmxo0bx5QpU/jjH/9Ibm5uu9/nmbi4uJz3TdvIkSNbrDQbExPDwIEDyczMdGz77LPP0Gg0zRJzvV7PpZdeyv79+yksLGx1nBqNhrCwMGpra9sc/6/V1dVhtVrPfaDoctLD30kenDWCx7eWUlm3AxUKBosaTxcb7lo7FUCMvyeLRsxGpVI5O1QhhHC69957jzfeeIOcnBwCAwNZsmQJy5YtO+MKwxaLhUceeYRNmzahKArTp0/n3nvvxd/f33GMzWZj3bp1rFu3jpycHPz9/Zk/fz633347er2eRYsWERoayosvvuh4zYwZM7BarXz77beObcuWLcNkMrF27drTxtLQ0MCaNWv4/PPPKSgowMXFhaSkJFasWMGQIUO47rrrHEMi4uPj+d///se4ceNOe6709HTH2Hmr1cpjjz3G+vXreeCBB1iyZAkNDQ0t2uG3ydqZ+Pr6olafvp/PZrPx8MMPc+mll7Z7Ne6ysjKWLFmCr68vl19+Of7+/hQVFbF169Zm/55bt27lz3/+M5GRkdx00024u7tz6NAh9u/f7zhm7dq1PPnkk8yYMYMVK1ZQVFTEf//7X0pLS/nf//7nOO748eN4eXmxfPlyLrvsMubPn090dDQAH3zwAatWrWLChAnccccd1NbWsn79em644Qa2bNmCq6trs/g7qk3bQ1EUysrKmt38paWlERMTg6enZ7Njhw8f7tgfFhZ2znMbDAYaGhqoq6vj66+/5rvvvmPOnDntjnnlypUYDAY0Gg2jRo1ixYoVLYb4COeRhL8T3TdzJo9vhazSPbhq7Xi62FCpFII9PVg0YhEhPrHODlEI0Qvs2bPnnMf8enyvyWTi0KFDZz3excXFkUgA1NbWcvz48fM6f2u99NJL/Otf/+Laa69l5cqVpKWl8fzzz1NYWMhjjz122td8+umnJCUl8fjjj1NRUcFTTz3FyZMnWb9+vSOpfOCBB9i0aRM333wzo0eP5ujRo6xZs4a0tDReffVVJk+ezJtvvonNZkOj0ZCfn09eXh4AeXl5REZGYrFY2L59O3fdddcZ41+xYgV79uzhrrvuIioqipycHJ599lnuvvtuPvnkEx588EH+8pe/APDggw8yYMCA056npKSEqqoqBg4cSFVVFX/60584duwYa9euZdy4caft3d+3bx/XX3/9ebXzV199RURExGn3rVu3joKCgg6pDrR582bq6+vZunVrs+T09ttvd3ydlZXFX/7yF6ZMmcLTTz/dbOiN2WwGGj/X//jHP1i+fDl33HGHY39QUBAPPfQQBw8eZPjw4ZSXl1NeXo7RaGTDhg3ExcU5jk1PT+eBBx7g9ttvZ9myZdhsNhoaGpg6dSqLFi3iu+++4+KLL24Wf0e1aXts3ryZ4uLiZu+7tLT0tL3uTdtKSkrO69yPP/447777LgBqtZqZM2fywAMPtDlWnU7HrFmzuOiii/Dz8yMjI4O1a9dyzTXXsG7dOoYOHdrmc4uOIwl/J7tv5kz+/nkQr+/cxbVJBWhU4OEWJsm+6FJ+fn4sWLCAmpoafH19nR2O6GC/TVh+S6VSUV5e7vi+tLT0nK+JjIwkNfWXCmJHjhxh7ty5Zzz+t0MszldtbS3//ve/ueKKK/jrX/8KwMSJE/H19eWvf/0rv//9709bscbPz4+1a9c6Jpf6+fmxfPlyvvvuO6ZOncrJkyfZsGEDd999N0uXLgXgwgsvJDg4mBUrVvDdd98xZcoUXnzxRQ4ePEhycjLbt28nJiaGsrIydu/eTWRkJHv37sVgMDB16tTTxm82m6mvr+evf/2ro33Gjh1LXV0djz/+OGVlZQwYMMCR+I4YMeKMbdF0Q6VSqbj00kvR6XSsX7/e0VN9OoMHD+b1118/Rys3OtMQjcrKSp577jmWLVvW7AlJW9XU1GC1Wjly5MgZn2Q899xz6PV6Hn/88Rbj7JuGt7z44ouEhISwfPnyZvtHjRoFNK4vMnz4cEe73Xrrrc2SfcAx8fTKK6+koqICu91OQ0MDwcHB6HQ6xw3er3VEm7ZHRkYGDz30EMnJySxatMixvaGhocXQH8DRfr99+nMmv/vd75g9ezYlJSV8+umn2O12LJazVxU8m5EjRzJy5EjH99OnT2fWrFmkpKTw9NNPn/HJmOhakvB3gQdnjcBisZJdaiTCtxqLIQ9FsaNSyRQK0TXi4uJ48cUXSUtLo3///s4ORwiH/fv309DQwLRp05qN/Z02bRoAP/7442kT/smTJzerJDNt2jS0Wi27d+9m6tSpjiE08+bNa/a6efPmsXLlSnbu3Mk999yDn58fP/30E8nJyezYsYNx48aRn5/P7t27Wbx4Md999x0DBw48Yy+ui4uLI6EpLi4mKyuL7OxsvvnmG+CX3urz0VSh5+GHHyYxMZGXX34Zb2/vs77Gx8eHCRMmnPc1TueZZ57Bx8eHa6+9tl3naXLJJZewYcMGrr/+ehISEpg7dy4pKSkEBwcDjW3yzTffcOmll7YYntLEaDSyY8cObrjhhhbDugwGA/DLjUFTu/32htRsNrNt2zaMRiPjx48/7XU8PDxabOuINm2r0tJSbrnlFry8vHj22WebvXdXV9fTfp5MJpNj//mIi4tz3Bhdcskl3Hjjjdx666289957HTbMODo6munTp/PFF184nqAJ55KEv4vcP20o//w8mzqqsdtN7M8/ychI55RdE0L0Ll988UWrjg8KCjrna37bk5iQkNDq65yPqqoqAEcv/G+daZjCb3tW1Wo1fn5+1NTUAFBdXX3a47RaLX5+ftTW1qJWq7nooovYvn07y5cvZ8eOHdx///3069eP9957D4Dvv//+jL37Tb7//nsee+wxMjMz8fDwYPDgwY6bkfOpvd8kPT2d8PBwIiMjOXHiBAaD4ZwJv9lsdrzXc/H392+ReGVnZ7N+/Xruv//+Zm1tMpmwWCzk5+fj6enZqieDMTExfP7552zdupWvv/6aZ599ljVr1vDqq68yatQo8vLyMBqNJCYmnvEcOTk5WK1WYmNbPg1vmmzblLQeP36coKAgIiMjmx3XdJ0//elPjicrNpsNi8WCTqdDo9EwePDgFudvb5u2VW1tLTfffDO1tbW8/fbbhISENNsfFBREcXFxi9eVlpYCOG6oWmvWrFk88MADZGVldWiHUGhoKBaLBaPReMYbO9F1JOHvQqODwthafAy1SuH7k5mS8AshOkRrx8/r9fpWv8bLy6td4/TPpCmhfeqpp4iJiWmxPzAw8LSva7pRaGKz2aisrCQgIABo7KWFxmQoPDzccZzFYqGyshI/Pz8ApkyZwooVKzh48CBlZWWMHTuWfv368a9//Yv9+/eTnp7O3/72tzPGn5uby/Lly5kxYwYvvfQSkZGRqFQq3n77bb7//vvzbQagMeEfPHgwjzzyCEuWLGH58uW88847Zy0tuX///naNNy8uLsZut/PII4/wyCOPtHjN9OnTuf7661m1alWr3ouHhweXXHIJl1xyCZmZmaSkpPDpp58yatSo8x56Ai1vPAE2bNhAeHi4oz798ePHT5u419fXA403Bk099k1j+F1dXc+YqLe3TdvCZDJx6623kp2dzeuvv37aeR6DBw9m586d1NXVNUugm4beDRkypE3Xbvr3qKura9PrzyQ/Px+9Xi9rOnQTkvB3oSA3V46WDuLbTCOjI+FPZ+80EqLDFBUV8c4771BSUsItt9xy2l4zIZwhKSkJnU5HcXExCxYscGxPS0vjySefZNmyZaetPPLjjz9itVrRahv/G/v888+xWq2OMeNjx44F4JNPPmn29OCTTz7BZrM5xoFPnDgRRVF46aWXiI2NJSgoCD8/P9zd3fnHP/6Bn58fycnJZ4z/8OHDmEwmli5d2myRoaZkv6mHX61WY7fbz3gem81GRkYGkydPxt/fn+eff56rr76av/3tb6xevfqMr2vvePOBAweyZs2aFtufeeYZ6uvrWbVqVYue87OpqKhoMQ/A1dUVm83m6IFumpOwfft2LrnkkmbHNvW+R0VFodVq2bdvHykpKY79W7ZsYffu3Tz44IOoVCpsNhsnT548bYIeHh6OSqXiiy++YNasWc32Wa1W6urqHDeGv9bVY/htNht33nknBw4c4N///vcZP2+zZ8/mtdde491333XU4TebzXzwwQckJSU1+zkxGo0UFBTg5+fn+PcoLy933BA3sVgsbNq0CVdX1xbzH87X6f7Njx07xtdff82kSZM6pYqRaD1J+LvY+OgBfHHiCNtzSimuNRLi5ebskEQfkJ+f7+i9mz9/viT8otvw8/PjD3/4A88++yx1dXWMGzeO4uJinn32WVQq1Wl7bqGx5/7222/nuuuuIzs7m3/+859ceOGFjrHaAwYMYNGiRTz33HMYjUbGjBlDWloaL7zwAuPGjWPSpElA4xOG5ORkvvzyS0d9c61Wy+jRo/nuu+9YuHDhWROWhIQEtFot//jHP7jxxhsdCVhTWc+m8ebe3t7s37+f7du3M3To0BaJZnZ2NiaTydFrnZiYyN/+9jdWrlxJQkLCGcfXt3e8ub+/PzNmzGix/b///S9Ai31FRUUUFRUxdOjQ0/a+P/LII5w4cYJp06YRERFBSUkJ69evJzQ0lMsvvxwAT09PFi9ezAcffIDZbGbs2LHU19ezc+dOpkyZwjXXXIO7uztXXHEF69atQ6vVEh8fT2pqKu+//z4LFy7k6quvbtZup/ucBAQEMG/ePD7++GPq6uq46KKLsFgsZGVl8c033/DPf/7ztE+tOmoM/1tvvUVNTY1jqNQ333xDUVER0LgqrZeXF9BYNefrr79m6tSpVFVVsWnTpmbnWbhwIdB4czx79mz++c9/Ul5eTnR0NBs3buTUqVPN1hyAxkW6rr/+esfq1NBYtaquro4xY8YQEhJCaWkpH330EZmZmdx3330t5jOcLv7CwkKsViu/+93vHMO87rzzTlxdXUlOTiYgIMBRLcvV1ZV77rmn3e0oOoYk/F1s/pB+/P3LIygKfHw0n5vGtZyMJoQQfcmdd95JUFAQ77zzDq+++io+Pj6MHz+eu+66y5EU/dbVV19NbW0ty5cvx8XFhQULFvCXv/yl2aTDRx99lOjoaN5//31eeeUVgoODuf7661m2bFmzJH7y5Mns3r27WUWZcePGOSr5nE10dDRPP/00L7zwAn/84x/x8fFhxIgRvPnmm1x33XXs2bOH+Ph4rrnmGg4fPszNN9/M6tWrmz3NgF8mnjYl/ACLFy/m0KFDPP7448THxzerhOIs7733Hi+88MIZh7JMmDCB8vJy1q9fT11dHWFhYcycOZNly5Y1mwfwwAMPEBwczGeffcaXX36Jj48PI0eOdNyIQWO5U5VKxccff8x7771HTEwMDzzwAFdeeaXjmKZ2O9PaAatXr2bQoEFs3ryZJ598EldXV8LDw1myZAkJCQkd1Cqn99prr3Hq1CnH91988YVjHkxKSorjs33s2DGgMaFumuz9a00JP8CTTz7JM888w+bNm6muriY+Pp7//Oc/jBkz5pzxzJ07lw0bNvD//t//o6qqCg8PDxISErjnnnuYPn16q+JftGiR499zxowZfPTRR7zxxhvU1dXh5+fHzJkzue22285aYUp0LZXSmhlFvcjevXuBX8p7dTaDwUBaWhqDBw9m5HNfUG8qY+FQd1647GpZfOs8NLXfkCFDZDxgG+zZs8dRhnHz5s1MnDjRyRH1PM78DBqNRgDc3Hr2E8HzGT8tzqy7tN8111zDM8880yklKTtbd2nDnqqj2+98frd1db7WW0kPfxdTqVRclaSnwVSIWqWitLaUYO+2zawXQgghutLOnTsxGo1nnEwthOieZCaFE0wZlIiiqLArCt+eOODscIQQQojzEhERwdq1a+XJtBA9jCT8TjCpfwRlhsbJMZllJ50cjRBCCHF+wsPDHSVNhRA9hyT8TqBRq/H3bJzIUm+qoNZY6eSIhBBCCCFEbyUJv5OMjx0GgMVm5/vMQ06ORgghhBBC9FaS8DvJrMGxFNc1zko/VnjcydGI3i40NJRbbrmFyy67rMVy7UIIIYTo3aRKj5N46HW46SOAE9Q2lGI01+Lmcvp600K0V0REBP/3f/9HWloa4eHhzg5HtJJarcZqtTo7DCGE6FB2u92xWrboXNLD70SjooYCYLRY2Zeb5uRohBDdlU6nw2KxODsMIYToUBaLBZ1O5+ww+gS5rXKi+QmDWLLTj4IaPb7eei4c4OyIhBDdkVqtxmazoSiKlEMUQvQKiqJgs9marXotOo8k/E4U4uWGSj2QnKpSNh8u4L7pSc4OSfRSubm5PPvss1RWVnLvvfeecRl60X35+PhQVlaGm5tbj10h1G63YzKZAOQ/+TaQ9ms/acP26aj2s9lsGI1GKfHaheTT7mQpCZEA7Mwto7DG4ORoRG9VUlLC66+/zocffkhpaamzwxFtoNVqCQwM7NGPv81mM1lZWZjNZmeH0iNJ+7WftGH7dFT76XQ6AgMDZfx+F5KWdrKUxAju+2QfGpXCR4cPs3TCWGeHJIToplQqFXq93tlhtJmiKADo9Xrc3NycHE3PI+3XftKG7SPt13M5tYffbDbz97//nTFjxjBhwgT++c9/Oj5MR48e5bLLLiMpKYklS5Zw+PDhZq/9+OOPmTFjBklJSSxfvpyKigpnvIV2iw/2YeYAhdsuyKWy9lssNul1EEIIIYQQHcepCf8jjzzCTz/9xNq1a3n66adZv3497777LgaDgaVLlzJ69Gg++OADkpOTueWWWzAYGoe8HDx4kFWrVnHbbbfx7rvvUlNTw8qVK535VtplbHQULho71UYTueWZzg5HCCGEEEL0Ik5L+Kuqqnj//fd5+OGHGT58OOPHj+fGG28kNTWVLVu2oNfrWbFiBXFxcaxatQoPDw8+++wzAN566y3mzJnDJZdcwuDBg3nyySfZtm0beXl5zno77TJr8BBqTFrsisLObFl1VwghhBBCdBynJfx79+7F09OTsWN/GbO+dOlSVq9eTWpqKqNGjXKUn1OpVIwcOZIDBw4AkJqayujRox2vCwsLo1+/fqSmpnbpe+goF8QEUVjrA0BhdS5Wu9TbFkIIIYQQHcNpCX9eXh7h4eF8+OGHzJ49m+nTp7NmzRrsdjulpaUEBwc3Oz4gIICioiKgseLI2fb3NBq1mij/OAAqjUZKqnOdHJEQQgghhOgtnFalx2AwkJOTw7p161i9ejWlpaU88MADuLm5YTQacXFxaXa8i4uLowxUQ0PDWfe3No6uYDQam/39WxNj4vguYy8e2PgpI5W5Q8O6JK6e4lztJ86uoaHB8bXJZOqyz31vIp/B9pM2bB9pv/aTNmwfab+ey2kJv1arpa6ujqeffprw8HAACgoK+H//7/8RHR3dInk3m824uroCjeWgTre/LSWi0tLS2vgO2iY7O/u02/tZ7WRXeJAQUkNW6QmOHo1EpZJlEn7rTO0nzs5oNLJ8+XKgceGUrv7c9ybyGWw/acP2kfZrP2nD9pH263mclvAHBQWh1+sdyT5AbGwshYWFjB07lrKysmbHl5WVOYbxhISEnHZ/UFBQq+MYMmRIG6JvPaPRSHZ2NjExMWe8MfE/kQccpt5qJTjKh0DPiC6JrSc4n/YTZzdy5Ehpw3aQz2D7SRu2j7Rf+0kbto8z2k86qDqG0xL+pKQkTCYTWVlZxMbGApCZmUl4eDhJSUm88sorKIqCSqVCURT27dvHrbfe6njt3r17Wbx4MQCFhYUUFhaSlJTU6jjc3d077k2dBzc3tzNec+rAYXx17CS51a6kjHAjKrhrY+sJztZ+4vxIG7aPtF/7SRu2j7Rf+0kbto+0X8/jtDEj/fv3Z8qUKaxcuZJjx47x/fff8/LLL3PVVVcxe/ZsampqePTRRzl58iSPPvooRqOROXPmAHDVVVexadMm3nvvPY4dO8aKFSuYMmUKkZGRzno7HWJ+QiTrDvXjhxw/Pj1W6exwhBBCCCFEL+DUQeJPPfUUUVFRXHXVVdx7771cc801XHfddXh6evLSSy85evFTU1N5+eWXHXeTycnJPPTQQ6xZs4arrroKHx8fVq9e7cy30iECPV25MLZxWNLmI/lOjkb0JidPnuSmm27iwQcfJDNTFncTQggh+hKnDekB8PLy4sknnzztvuHDh7Nx48Yzvnbx4sWOIT29SUpCJN9nlrAnr5y8qjoifT2dHZLoBaqqqvj8888dXwshhBCi75AyMN1MSmIE0b5GLkss4vPD76AoirNDEkIIIYQQPZhTe/hFSwMCvRkc5EaMbxHl9XaqjaX4ugef+4VCCCGEEH2c1W5hZ8YmsssOo1XrSAifRGLERac9trzuFNtPfkiloQhf9xDGD7ikWYXEzNID7M/5AoO5lnDfgUwYuARXnQcAJquRPVmfkFdxDEVRiPCPZ2z/Bei1bj/vN7AjYxN55Wm4aF1JjJjM0H4Xdn4DnIH08HdDI6MGY1NUVBnNZJefcHY4QgghhBA9wp6sLZTV5jN72M1cELeQ1LyvyC471OI4i83Ml0feIMQnhgUjbifYK4ovj7yBxda4zlNpbR4/nnifpMjpzEtahslq5If09xyv335yIxX1RcxIuIGLE2+k2lDKTyc+cOz/7vg66hoqmZe0jLH9F7A3+1NOVaZ3fgOcgST83dCChBiyK91QFIVDp47JsB4hhBBCiHOw2MycKN7N2P4LCPAMJzowkcTwi0gr+KnFsdmlqWjUOkbHzMXXPZix/Reg0+jJLjsIwLGCn4gJHMaAkFH4e4RxUfwV5Fcep7ahAovNTE7ZYS6ISyHQM4IAz3DG9p9PbvkRrHYLFfWFFFSe5KL4K/DzCCUmcBgDQ8ZQUpPdxS3yC0n4u6ExkYGUGfwAKK0tp85U4eSIhBBCCCG6t8r6Qux2O8He0Y5twd4xlNXloSj2ZseW1uYR4h2NSqUCQKVSEewdTWltrmN/qHes43gPvS8eeh9Ka3NRoWJ6wu/w9+jX7JwKdqw2M0XVmfh7hOHlGuDYd0HcQpKjL+7w93y+ZAx/N6RWqxgaNghFKaDCYOZUZSaDwwLO/UIhhBBCiD7KYK5Br3NHo/4lvXVz8cJmt2KyGnDVeTY71tcjpNnr3XReVBmKGvdbanDTe7fYbzBVo9XoiPCLb7bvaMGP+LmH4qrzoLahAk9XPw7nf8exwu2o1VoS+k0kPmxcR7/l8yY9/N3UvIT+5Fa7YrXbOXRKlpUWQgghhDgbm93SLNkH0Kg1P++ztTxW1fLYpuNstjPtt7a4blrBT2SXHWJ07FwArDYTBVUnKa7JZsrgaxgWMZldWR+fdi5BV5Ee/m5q2oBQHv3ci2hfI0U1JdSbqvHQ+zg7LNFDDRgwgNdee428vDz69+/v7HCEEEKIDqdRa1sk5E0JvFata3ms0vJYrUZ3jv0uzbYdK9zOzsyPGBs7j3C/QQCoVBoU7FwUfyU6jQuBXhFU1BeSXrSLmMBh7X+jbSA9/N2Uq05DdEAciqLiaIkGi9Xk7JBED+br68vFF1/MhAkT8PX1dXY4QgghRIdzd/HBZDFgV37pzTeaa9GodbhoXVscazTXNttmtNTi5uJ1XvsBDud/x46MTYyOmcPQ8Im/OrcXHi4+6H51c+DjFkS9qard77GtJOHvxuYMieOFnZG8vDuQ7Cp5GCOEEEIIcSb+HmGo1WpKa/Ic20pqsgn0jEClap7yBnlFUlqT66iEqCgKJTU5BHlFOfb/uqpOvamKelO1Y//J4r3syd7CmNj5Ler8B3lFUWeqxGxtcGyrNpTg6erXoe+3NSTh78bmDQ3HYm9M9DcfzjvH0UIIIYQQfZdW40Jc8Ci2Z2ykrDaPnPIjHD71nWPBK4O5FqvNAkB04DDMNiO7Mj+iylDMrsyPsNrMxAQOByA+7AIySvaTXrSbivpCvk9fT6T/YLxc/TFZDOzI3ERc8Ehig5IwmGsdf+yKnTDfAXi7BfF9+nqqDCVklaaSXryb+NALnNc2TruyOCd/dz2TYoP5NqOYzUfyeWBWkrNDEj3U0aNHufXWW2loaODFF19k1KhRzg5JCCGE6HBjY+exPeNDPjv0Ci5aV0ZEzSQ6MBGA9bse5cKBlzIwZDQuWlemD72B7Sc3kl68Cz/3MGYk3OAYhhPsHc34AYs4kLsVk8VIP7+BTBiwGIBTVSew2sxklOwjo2Rfs+svGb0CL1d/Zgy9gR0ZH/LRgedx1bkzJnYeUQFDu7YxfkUS/m4uJTGS1FP56NWZ/HDiKyYOnO7skEQPZDAYOHz4MABGo9HJ0QghhBCdQ6txYdKgy5k06PIW+26Y+Hiz74O8IklJvuOM5xoYMpqBIaNbbO8flET/oLN3wnrofZg+9HfnGXXnkyE93VxKQgSDg+qZFF3J8eJDmKySrAkhhBBCiPMnCX83FxvghUodCkBZXYNTl2UWQgghhBA9jyT8PcDUgQMpN+qoMlrILc9wdjhCCCGEEKIHkYS/B0hJjOREmQcKCidLs7DYpCa/EEIIIYQ4P5Lw9wCjIvypNgUAUF5vpLQm18kRCSGEEEKInkIS/h5ApVIxoX8cNSYt5QYzBVWZzg5JCCGEEEL0EJLw9xApCVGkl3lgs9s5UZKB1W5xdkhCCCGEEKIHkIS/h5gyIIRTtd4AlNQ1UGuscHJEoicZMmQIn3/+OS+++CKDBw92djhCCCGE6EKy8FYPoddqSArvz4dpJiz2AO6YFuzskEQP4uHhQUJCAmq1Gnd3d2eHI4QQQoguJD38PUhKYhQnyj3IrmxgX7708AshhBBCiHOThL8HmTskHK1aBcDmI3lOjkYIIYQQQvQEkvD3IL5uLkyOC0GFwk+ZxymskkW4xPk5cOAAw4YNY8mSJRw8eNDZ4QghhBCiC8kY/h4mJSESlf0IyWE17MmuZ15SLGqV3LeJs7NarVRWVjq+FkIIIUTfIZliD7MgIYKsSjcAimtrqKwvcnJEQgghhBCiO5OEv4eJ9vfExy0Mi01NWX0DJTVZzg5JCCGEEEJ0Y5Lw90DzE6LJrHSj2mghtyIDRVGcHZIQQgghhOimJOHvgVISIjle5oGCQlFNJdXGUmeHJIQQQgghuilJ+HugEeF+WJQAbHYVZfUmiqtlWI8QQgghhDg9Sfh7IJVKxZzB0WRVuVFhMFFQlSnDeoQQQgghxGlJwt9DpSRGkl7mgc2uUFBdRm2DrLwrhBBCCCFakjr8PdTkuBBK673ZW2DCohrEVeP8nB2S6MZGjBjBoUOHSE9PZ/jw4c4ORwghhBBdSHr4eyidRs20QVF8nRnAu6m1oKicHZLoxrRaLX5+fnh7e6PVyn2+EEII0ZdIwt+DpSREAlBYY2RPfrmToxFCCCGEEN2RJPw92Jwh/dBpGv8JNx/Opt5U7eSIRHdls9kwGAwYjUZsNpuzwxFCCCFEF5KEvwfzdnVhSlwIF0ZVorV/ycG8r50dkuim9u/fz6BBg0hJSSE1NdXZ4QghhBCiC0nC38MtTIzEZFXTYDFTVFOE0Vzn7JCEEEIIIUQ3Igl/D7cgIYIT5e4AlNU3UFKT7dyAhBBCCCFEtyIJfw8X4evBgKAQiuv0lNWbKKrOdHZIQgghhBCiG5GEvxdISYwkvdydaqOFktoCTFaDs0MSQgghhBDdhCT8vUBKQiQnytwBhfJ6EyU1Oc4OSQghhBBCdBOS8PcCw8J88XLzo9yoo6zeRHF1trNDEkIIIYQQ3YQk/L2ASqUiJSGS9DIPKowmSmvzsdhMzg5LCCGEEEJ0A5Lw9xIpiZGkl7lTXKuj3hYLirMjEt2JWq3G3d0dV1dX1Gr5sRdCCCH6Eq2zAxAdY1JsMBa7F2/s16Nx8eDSZL2zQxLdyMiRI0lPTyctLY0hQ4Y4OxwhhBBCdCHp6usltBo1c4eGA/Dx0XzsduniF0IIIYQQTk74t27dSnx8fLM/d9xxBwBHjx7lsssuIykpiSVLlnD48OFmr/3444+ZMWMGSUlJLF++nIqKCme8hW4lJSESgOLaBnbmlqEokvQLIYQQQvR1Tk34T548ydSpU/nhhx8cfx555BEMBgNLly5l9OjRfPDBByQnJ3PLLbdgMDTWlz948CCrVq3itttu491336WmpoaVK1c68610C7Pi++GiUZMQXMf2k5s5lP+ts0MS3YTRaOTEiRPk5ORgNBqdHY4QQgghupBTE/6MjAwGDRpEUFCQ44+3tzdbtmxBr9ezYsUK4uLiWLVqFR4eHnz22WcAvPXWW8yZM4dLLrmEwYMH8+STT7Jt2zby8vKc+XaczstVx7SBoYR5magzFVNSk43dbnN2WKIbOHLkCFOnTuUPf/gDaWlpzg5HCCGEEF3I6Ql/TExMi+2pqamMGjUKlUoFNJadHDlyJAcOHHDsHz16tOP4sLAw+vXrR2pqaleE3a01VesxmK3UNBgprz/l7JCEEEIIIYQTOS3hVxSFrKwsfvjhB2bNmsWMGTN46qmnMJvNlJaWEhwc3Oz4gIAAioqKACgpKTnr/r5swdAI8mtcabBqfl6EK8vZIQkhhBBCCCdyWlnOgoICjEYjLi4uPPPMM+Tn5/PII4/Q0NDg2P5rLi4umM1mABoaGs66vzWa5gV0tqZx0509ftpXByPD/TlZXkawZwMFlRnE+I1CrerZBZm6qv16q4aGBsfXJpOpyz73vYl8BttP2rB9pP3aT9qwfaT9ei6nJfzh4eHs3LkTHx8fVCoVQ4YMwW6385e//IWxY8e2SN7NZjOurq4A6PX60+53c3NrdRxdPZ45Ozu7068xJkDLF3keJIbUUVZdwYGjO3BT+3X6dbtCV7Rfb/TrdissLJRx/O0gn8H2kzZsH2m/9pM2bB9pv57HqQtv+fr6Nvs+Li4Ok8lEUFAQZWVlzfaVlZU5hvGEhIScdn9QUFCrY+iqRYiMRiPZ2dnExMS06cakNX7vH87La4ox29QYFQ2eQRoGBffsxZa6sv16o1/3xoSFhcniW20gn8H2kzZsH2m/9pM2bB9ntJ90UHUMpyX833//Pffccw/ffvut40OTlpaGr68vo0aN4pVXXkFRFFQqFYqisG/fPm699VYAkpKS2Lt3L4sXLwYaeywLCwtJSkpqdRzu7u4d96bOg5ubW6dfc2SMGzH+PmRWlBHmbabSeAo3NzfHJOierCvarzdqejoGjU/IpA3bTj6D7Sdt2D7Sfu0nbdg+0n49j9MGdicnJ6PX6/nrX/9KZmYm27Zt48knn+QPf/gDs2fPpqamhkcffZSTJ0/y6KOPYjQamTNnDgBXXXUVmzZt4r333uPYsWOsWLGCKVOmEBkZ6ay3062oVCpSEiNIL/egwmBBr/XGbGs49wuFEEIIIUSv47SE39PTk7Vr11JRUcGSJUtYtWoVV1xxBX/4wx/w9PTkpZdecvTip6am8vLLLzvuJpOTk3nooYdYs2YNV111FT4+PqxevdpZb6VbWpgYSUaFG89vj6DUlIxeK48u+zI3NzcGDRpEdHR0s95+IYQQQvR+Th3DP3DgQF5//fXT7hs+fDgbN24842sXL17sGNIjWpoQE4Svmxtl9SY2H85jYaI8/ejLEhIS+Prrr0lLS5Px+0IIIUQf07NrNYoz0qjVzBsaAcAnafnY7HYnRySEEEIIIZxBEv5eLCWhMeFX7LV8fnQbeeVHnRyREEIIIYToak4d0iM618xBYbhqNUzrX0FWaRXeLlFEBgx1dljCCaqrq/nxxx/Jzc2lX79+Ul1BCCGE6EMk4e/FPPQ6ZgwK43hZJYODqqlrqKTeVIWH3tfZoYkuduLECa699loAEhMTCQsLc3JEQgghhOgqMqSnl0tJjOBkhTsGi416i5Xi6mxnhySEEEIIIbqQJPy93PyhERgsWgpq9JTXmyiqyXJ2SEIIIYQQogtJwt/LhXi5MT46iPQyd8rqG6gxlmI01zk7LCGEEEL0IIqiUGUops5WQpWhGEVRnB2SaAUZw98HpCRE8tiXBdQ0VGC22imuySImcJizwxJCCCFED1BcncXxop3UGisxWA3U5WdzstyP+NBxhPjEOjs8cR6kh78PSEmMoMako7hOT5nBRHG1DOsRQgghxLkVV2exP3crBnNNs+0Gcw37c7dKTtFDSMLfB8QH+xAf5M3xMnfK6hqobSjHarM4OywhhBBCdGOKonC8aOdZjzletFOG9/QAkvD3ESmJkRwt8eR/+/0Y0/9KtBqds0MSQgghRDdWaShy9Owrih2jpQaF5sm9wVxDpaHIGeGJVpCEv49ISYig1qwlrdSNr06UOjsc0cW8vb2ZMmUKY8aMwdvb29nhCCGE6AFMlnrH11a7FZPViNle1yLpN1kMXR2aaCWZtNtHjIsOJNjTlZK6BjYfyWPx8ChnhyS60KBBg3jrrbdIS0tjwIABzg5HCCFED6DXeTi+1mlc8NT7UW+sRYXqN8fJ6u3dnfTw9xEatZr5QyMA2HI0j5KafKoMJU6OSgghhBDdlZ97KO4uvzwV1qpd0Kncmh3j7uKNn3toV4cmWkkS/j4kJbEx4Z8zMIevj31IZukB5wYkhBBCiG5JURTSCn4k2Dv6rMfFh45DpVKd9RjhfDKkpw+ZMSgMdxcN+TWulNWb8K/Nw2qzyATePqC0tJQPP/yQoqIigoKCiIqSIV1CCCFOr7E6zw5yK46iQk1s4AiKazKpNVY6jnF38ZY6/D2IJPx9iJtOy8xB/didU09ZfQkDAmyU1eUR6tPf2aGJTpaTk8O9994LwNSpUyXhF0IIcUYZJfvILjsEgJdbAHHBIxgUOobC8mxOZB5jYMRgwgJipGe/B5EhPX1MSkIkBbV6yupV1JmtsmCGEEIIIRxyyg5zsmQvAB56X0bHzEGrcUGlUuHrHoKnJhhf9xBJ9nsYSfj7mPlDw1Gr1Jwod6e8voHS2lzsdpuzwxJCCCGEk+VXHiet8CcA3Fy8GBM7Dxetq5OjEh1BEv4+JtDTlQtjg0gvc6es3oTVbqGs7pSzwxKiW1MUhSpDMXW2EqoMxbKqpBCi1ymuzuJw/jYA9Fp3xsTOw/VXZTlFzyZj+PuglIRIVnxUTGm9HZPVRnFNFsHeMqZbiNMprs7ieNFOao2VGKwG6vKzOVnuJ5PVhBC9hsFcw4G8rwDQafSMjp3brByn6Pmkh78PSkmMQEHFifLGXv6Smmzsit3ZYQnR7RRXZ7E/d6tjafkmBnMN+3O3yhwYIUSv4O7izeDQC9CqdYyKmYOXq7+zQxIdTHr4+6ABgd4MDfHhSImR/oUuLE6e1WLVPCH6usaydDvPeszxop0Ee0ulCiFEzxcdmEiobxx6rdu5DxY9jvTw91EpiZHkVbvxym4dGo2/JCxC/EaloahZz77RUkuDvQar3eLYZjDXUGkockZ4QgjRLvWmKupN1c22SbLfe0kPfx+VkhDB418dxmKz89mxAi4fEePskEQnCgoK4pprrqGqqorAwEBnh9MjmCz1v3yjNP1lp85UjlYTikat+fk4gxOiE0KItjOa69idtQW73cro2Hl4uwU4O6QOY7Vb2Jmxieyyw2jVOhLCJ5EYcdFpjy2vO8X2kx9SaSjC1z2E8QMuIdAzwrE/s/QA+3O+wGCuJdx3IBMGLnFMZDZZjezJ+oS8imMoikKEfzxj+y9ocdNkV2x8dOAFovyHkhw9s/Pe+DlID38fNSYykDDvxg/l5sONK+6arQ1Ojkp0lujoaJ544gnuvPNOWXTrPOl/XZ1CBVq1i+PbuoYKR6Uevc69q0MTQog2M1kN7M76hAZLHWZbAzXGMmeH1KH2ZG2hrDaf2cNu5oK4haTmfeVYROzXLDYzXx55gxCfGBaMuJ1gryi+PPIGFpsZgNLaPH488T5JkdOZl7QMk9XID+nvOV6//eRGKuqLmJFwAxcn3ki1oZSfTnzQ4jqH87+nsr6w897weZKEv49Sq1XMHxoBKFgte/nq6P/ILD3g7LCE6Db83EObVanQafToVI31qG12C/WmKtxdvPFzD3VWiEII0SoWq4k9WVswmBuH8sSHjiPCP97JUXUci83MieLdjO2/gADPcKIDE0kMv4i0gp9aHJtdmopGrWN0zFx83YMZ238BOo2e7LKDABwr+ImYwGEMCBmFv0cYF8VfQX7lcWobKrDYzOSUHeaCuBQCPSMI8AxnbP/55JYfaTbss8ZYRlrhj/i6B3dZG5yJJPx9WEpiJKDCardSYTBSXJMl9cWF+JlKpSI+dFyzbVqVKzpNY9Jvthrxcg2Q+S9CiB7BarOwN+dTahsqAOgflExsUJKTo+pYlfWF2O12gr2jHduCvWMoq8tD+U01wtLaPEK8ox2/w1UqFcHe0ZTW5jr2h3r/UnrZQ++Lh96H0tpcVKiYnvA7/D36NTungh3rz08IoPEpwIioGei1zl/PQBL+PmzagFA8XLSkl3lQVt+A0VxLbUO5s8MSnSA/P58nn3yS119/nYKCAmeH02OE+MQSGzgco7kWk9WAgoKHiw96nTuern4U12RRWpvn7DCFEOKsbHYr+3M+p8pQAkBUQAIDQ0Y7OaqOZzDXoNe5o1H/MkXVzcULm92KyWpocaybvvlaA246Lww/T2Q2WM68X6vREeEX3+w6Rwt+xM891DHG/0TxHmx2K4NCxnboe2wrSfj7MFedhlmD+5FR4UZpvRkUKK7JdnZYohMUFRXx3HPP8c4771BUJFVlWsNiM+Gq80SvdSdYM5TkiDnMHnYLHnpfAFJzv2pR6UIIIboLu2InNe9ryusbO3v6+Q5kSNiEXvl00ma3NEvCAUeBBZvd1vJYVctjm46z2c6039riumkFP5FddojRsXOBxknRe7M/Y/yARd2mnSXh7+NSEiJpsGpIL9NRZ7bIQkJC/IqiKJTU5KBSqQj1jsNLG4Kvewgeeh9GRM1AhQqdRo9dafkfgBBCdA+KIwkO9o4hMWJyt0lCO5pGrW2RkDcl8Fq1ruWxSstjtRrdOfa7NNt2rHA7OzM/YmzsPML9BgGwK/MjBoaMxs+j+8zxkrKcfdy8oeFo1CrHsB5PfSX1pipH76UQfVm1sQSzrbF6VaBHJGWVvzwSDvAMZ0TUDPw8wnDRujorRCGEOCu1SsPwiKn4ugUT6T8Etar39vW6u/hgshiwKzbUqsaefaO5Fo1a1+L3tLuLD0ZzbbNtRkstbi5e57Uf4HD+d+zJ3sLomLkMDZ/o2J5V1jghuGmysM1uobQ2l5zyQ1wy8q6Oe8OtIAl/H+fvrmdSbDC7cy2U1VcT4+9JUXUWccHJzg5NCKcrqckBQKVS4+fRjzJONtsf4hN7upcJIYTT2e021D8PZ1GpVEQHJjo5os7n7xGGWq2mtCaPEJ8YAEpqsgn0jED1mxudIK9IDuVvQ1EUVCqV44nu8Mipjv0lNdmOuQ5NC5UFeTWWtj5ZvJc92VsYEzufhF8l+wCLR93T7Pvvjr9LkFckCeGTOuNtn5fee5snzltKYiT1Fi3HSjU0WGwyjl+InzUl/AEe4S0eB/+WoihklOyXnx8hhNNllqayM3Nzn1tfR6txIS54FNszNlJWm0dO+REOn/qOof0uBMBgrsVqayybGR04DLPNyK7Mj6gyFLMr8yOsNjMxgcMBiA+7gIyS/aQX7aaivpDv09cT6T8YL1d/TBYDOzI3ERc8ktigJAzmWscfu2LH2y2w2R+NWouL1g1PVz/ntY3Triy6jZSECO7atIf0MndKDXqGRcQ47niF6KsMphrqTJUABHufe7GyowU/kldxFI1ax/i4S5z6i10I0XfllR8lvWgnAEdOfUdy9MVOjqhrjY2dx/aMD/ns0Cu4aF0ZETXT8XRj/a5HuXDgpQwMGY2L1pXpQ29g+8mNpBfvws89jBkJN6D7eYx+sHc04wcs4kDuVkwWI/38BjJhwGIATlWdwGozk1Gyj4ySfc2uv2T0Crxc/bv2TZ8HSfgFsQFeDAvzZW+Bgu/hMG6eKMN5hCipzXF8Hewdza/WUjmtfr4DyK88hs1uYV/O54wfsAidRt/JUQohxC8Kqk5ypOAHAFx1ngwOm+DkiLqeVuPCpEGXM2nQ5S323TDx8WbfB3lFkpJ8xxnPNTBk9GnLl/YPSqJ/K9YwmDP8lvM+trPIkB4BNFbrARXbMoqpMprPebwQvV2DpQ4Ab9dAXHWe5zzezyOUoT//52ow15Ca93WLhV6EEKKzlNTkcCjvWwBcNK6MiZ2Hm8u5f3eJvkESfgE0rboLVrvCp2mnnByN6Gj9+vVjxYoV3HDDDYSFhTk7nB5hcNh4pg25nmGRk8/7NZEBQ4nwGwxAWW0eJ4r3dFZ4QgjhUF5XwIHcL1Gwo1W7MDp2Hh56H2eHJboRGdIjABgV4U+4jzsF1fXszNpFrM9Bwv0GEek/xNmhiQ7Qr18/7rjjDtLS0iThbwUXrWurS24ODb+QOlMlVYZiMksP4OUaQJhvXCdFKITo66oMJezL+fznUpRaRsXMwdstwNlhiW5GevgF0Fiya0FCBAoqTJYcKuqLKJJFuIRoNbVKQ3LUTPTaxuXVD+Vvo8ZY7uSohBC91YmiXdjsFlQqNSOjL8bPI8TZIYl2qm0oJ6NkP4fzv+PIqe/JKk2ltqGiXeeUHn7hkJIQyX9+SudIsSuTYs1oVAVYrCZ0Wpl4KPoOu2Ijq/QgQV5ReLn6t6lalV7nTnL0THZlfoRGrcFql3kxQojOMSJ6JvuyPycmcBiBXhHODke0kV2xkVGynyOnvqfKUIJapUGvc0NRFExWAygKvu4hDA2fSFzwyFYvoCYJv3CYMiAEL72OE+XulNVX4e+up6Q2x7FUtOi5srKyeOyxx6iuruZvf/sbQ4cOdXZI3VZFfSEnindzong3o2PnEujZtv9Afd2DSYqajperP+4u3h0cpRBCNNJp9Iztv0BKafdg5XWn+D59PRq1jgHBo4j0H4K3W4BjsTBFsVNRX0hhVQZHT/3A4fxtTBp0OYFeked9DRnSIxz0Wg2zB/ejpN6F7Ao7KFBcI8N6eoPy8nLef/99vvzySyoq2vdYsLcr/XmxLY1ah797++Y7hHjHSLIvhOhQZmsDJ4r3NKsCJsl+z7Y940MuiFvIghG3kRhxET7uQc1WBlap1AR4hpMYcRELR97JuP4p7MjY3KprSA+/aCYlMZL3UnM4UKhnfLQFdW0+VpsFrebsq4wK0RsoikLxzwl/oGeEY1n6jpJfcRy1Sk0/v4Edel4hRN9gsZnZk7WFmoYy6k1VDI+c1uqhHaL7mTd8Watu2vr5DSTMd0CrriGfEtHM3CHhaNWqn4f1mLArNkprc50dlhBdos5U4ai/H+wd3aHnzijZx+FT2zh86juqDCUdem4hRO9ns1vZl/0ZNQ1lQOPCWiqkZ783OFuy32CpI7vsUItJu619qiMJv2jG182FyXEhFNTqya+2AVBSk+3coIToIiU1v6yuG+QV1aHnDvKKQq3SYlds7M/Z2jgJSwghzoNdsbE/dyuVhiIAIvwGEx86Toby9EKV9UV8sOcpiqozMVmNbNr/LN8ee4cP9/2TwqqMNp+3TQn/tm3buO6665g4cSKnTp3i+eefZ9OmTW0OQnQvTavu7jmlo8Fixy6rhYo+oinh93MPbXX9/XPxdgtkWETjIl4maz37c7ZiV2wdeg0hRO+jKHYO5n1DWW0eAKE+/UkInyjJfi+1O2sL3m4B+LgFk1Wait1u5/IxK0kMv4j9OV+0+bytTvh//PFHbrvtNsLDw6mpqcFut2O1Wlm5ciUffvhhmwMR3ceChMaqJNvzfMitm0By9EwnRyRE52uw1FNtLAUg2DumU64R5htHbFASAFWGYtIKfuqU6wghegdFUThy6geKqjMBCPSKZHjk1GYTOkXvUlqbw+jYebi5eHKq8jgR/vG4670ZEDKKivqCNp+31Z+Y559/nrvvvpvHH38cjaZxQtuf//xn/vznP7N27do2B7J06VLuu+8+x/dHjx7lsssuIykpiSVLlnD48OFmx3/88cfMmDGDpKQkli9fLpVHOlC0vycj+vlRb9ay+UiRs8MRokv8eq5KR4/f/7VBIWMI9GwspZZXkUZeRVqnXUsI0bOdLNlLfuUxoPHJY3LUTNSqji0mILobFRq1Brtio6g6kzCfxpXaLVYTGrVLm8/a6oT/+PHjTJs2rcX22bNnk5vbtsmdn3zyCdu2bXN8bzAYWLp0KaNHj+aDDz4gOTmZW265BYOhcczrwYMHWbVqFbfddhvvvvsuNTU1rFy5sk3XFqeXktiYkHyXWUKFweTkaITofP18BzIyehb9g0bgoffptOuoVGqSIqc5ynUeLfiRynq5sRZCtBTq0x+91h1vtyBGxcxGo5biir1dsHcUB/O+ZX/OVmx2KxH+g6k3VbMv53OCWlF3/7danfB7eXlRUtKywsTJkyfx8Wn9f5JVVVU8+eSTDBs2zLFty5Yt6PV6VqxYQVxcHKtWrcLDw4PPPvsMgLfeeos5c+ZwySWXMHjwYJ588km2bdtGXl5eq68vTq9xHD/Y7HY+OXKE9KJdVNYXOzkq0VaxsbE8++yz3HvvvcTExDg7nG5Jo9YS7B3NoNCxnX4tnVbPyOhZaNQ6VKgxW42dfk0hRM/j5erPuLgURsfMQatpe++u6DnG9U+hoq6A44U7GNt/Aa46Dw7lf0uVoZQxsfPafN5W3youWLCAxx57jMceewyVSkV9fT3fffcdDz/8MHPnzm11AE888QQLFy5sdhORmprKqFGjHBNSVCoVI0eO5MCBAyxevJjU1FRuvvlmx/FhYWH069eP1NRUIiPbfvcjfjEi3I8oPw9OVdVRWPENma5eWGxm/DxCnB2aaIOAgACWLFlCWloa/v7+zg5HAJ6ufoyImo5e64G3W4CzwxFCdBP1pupmTxll8b6+xdstkAXJtzfbNiJqOmP7L2jXmgutfuWdd95JbGwsl1xyCQaDgUWLFrF06VIGDRrEn//851ada/v27ezZs4dly5Y1215aWkpwcHCzbQEBARQVNT72LikpOet+0X4qlYoFQyOwKSp2n9JgVxRKarJRFMXZoQnR4epN1U6pRhXkFSXJvhDCoag6kx/S15NZmursUEQXqmuoOusfq82KwVRDXUNVm6/R6h7+wsJCnn76af70pz9x9OhR7HY7gwYNYsCA1q34ZTKZePDBB3nggQdwdW1e/s5oNOLi0vzRlYuLC2azGYCGhoaz7m+NpnkBnc1oNDb7uyeYNTCINT8e53CRKxX1Dfi52SmqyMHHLfjcL+5gPbH9uhtpw9NTFIWfMj9AQaF/4Ej6+Qw67XFd0X7l9fk0WOoJ943vtGs4k3wG20far/26cxtW1J/iUMHX2BU7J4v24q+P7PDywO3VnduvJ9uw54nzXkLtdxNXt+karU74r7nmGtasWcPw4cOJimr7wjQvvPACiYmJTJo0qcU+vV7fInk3m82OG4Mz7Xdzc2t1HGlpXVshIzs7u0uv1x6BdgVPnZqsSjcKqqrQK1YOndxFgDbOaTH1pPbrTnJycnjuuecAuOOOO4iO7rwqND1Ng72aKktjla8CYzHVBWevjd9Zn8EaWyFl1uOAimJdOW5qv065TncgP8ftI+3Xft2tDRvs1RRaUlGwo0aDn24IGSeynB3WGXW39uvpZg/7ZZh6RX0hqblfkRQ5jWDvaFQqDeV1+RzI/ZKkyOltvkarE36dTodW2/5Z4p988gllZWUkJycDOBL4zz//nPnz51NWVtbs+LKyMscwnpCQkNPuDwoKanUcQ4YMaUv4rWY0GsnOziYmJqZNNybOMudIHe8dyuNImSsJYXq0OjODYwZ3+YIfPbX9uguj0cjBgwcB8PHx6bLPfU+QUbaXqgp31CoNyXHjz1gFo7M/gwZzOHtzi7HazRg0uQyJGoabzqvDr+NM8nPcPtJ+7dcd27C2oZwD+ftx07miVmlICp+Br3uos8M6LWe0X1d3zDpDqE9/x9e7Mj9iwoDFRAcmOrYFePbDzcWLPVlbiA8b16ZrtDpzX7RoEX/4wx9YuHAh0dHRLYbjXHLJJed1njfffBOr1er4/qmnngLgnnvuYffu3bzyyisoioJKpUJRFPbt28ett94KQFJSEnv37mXx4sVA4zCjwsJCkpKSWvt2cHd3b/Vr2sPNza3Lr9kei5JieO9QHvsL9MwbbEejMWBTG/F2C3RKPD2t/bqLX/+c6vV6acNfqWooRKPREOQVhZfnuSfHddZn0N3dnZGai9mb/Sl2rBwr+Z5xcQvRqnUdfi1nk5/j9pH2a7/u0oZ1DVUcKfoGRWVHq9ExMuZigrzaPnqiq3SX9uuNqo1l+J6mQIqXawD1pqo2n7fVCf+aNWsAeP3111vsU6lU553wh4eHN/vew8MDgOjoaAICAnj66ad59NFHufLKK1m3bh1Go5E5c+YAcNVVV3HdddcxYsQIhg0bxqOPPsqUKVOkQk8nmDOkHzqNmowKN8rqK/F21VFcneW0hF+IjlRvqnb8Au3MxbbOV5BXJINCx5JetIvahgoO528jKXJ6lz9RE0J0PqO5lj3Zn2C2NQAwPHJqj0j2Refy8wglreBHxvVf6Pjdb1dsHMr7hsB21OFvdcJ/7NixNl/sfHl6evLSSy/x4IMPsn79euLj43n55Zcdd5PJyck89NBDPPfcc1RXV3PhhRfy8MMPd3pcfZG3qwtT4kLYml7I0RIN/QOgrO4UAxnj7NCEaLfS2hzH193lP9rYwCRqjGUUVWdSVJ2Jt2sg/YNHODssIUQHqzNVYvp5DY6E8EmE+TpvfpzoPsbEzOWLI69xqjIdf49+KCiU1+VjtVmYlfiHNp+3zYPxMzIySE9PR6fTERcXR2xsbJuDAHj88cebfT98+HA2btx4xuMXL17sGNIjOtfCxEi2phfyUZobN42fRFLEQGeHJESHKK5pTPh93IJw1Xk4OZpGKpWKxIjJ1JuqqG2oIL14F15u/t3mhkQI0TGCvKIYFT2bOlMlkf4yr0o0CvGJ5ZKRf/55wdMiVCoVA4JHER92QbvWZGh1wm8ymbj77rv58ssvHdtUKhVTp07lmWeeaVEuU/R8CxIiuO2DXeTXuPJtpp3kSI2zQxKi3czWBqrqG9fu6A7DeX5Nq9aRHD2L7Sc/wGoz02Cuc3ZIQohOEOgVQaBXhLPDEN2Ml6s/o2Jmd+g5W53w/+tf/+LgwYOsWbOGsWPHYrfb2b17N4888gjPP/88d999d4cGKJwvwteDURH+7M2vYPPhPP48eaizQxKi3RTFTnRgIiU1Od0u4Qdwd/FiRNQMAAI8w89xtBCiu7PZraTmfUVUQAKBnpLki9Oz2MwcPfU9JbU52O02FJoveDp72NI2nbfVCf/HH3/Mww8/zNSpUx3bZsyYgUaj4e9//7sk/L1USmIke/Mr+CGrlJLaetRU4uXqj14ns/RFz6TXuTM4bDzxoRc4O5QzkkRfiN7BrthIzfuKkpocSmvzGNc/BV/3rl/EUnR/209+QG75Ufr5DezQ0sytTvjr6+vp379/i+2xsbFUVFR0SFCi+0lJiOTBz1LRqm1sOfRfQr20DA67gJjA4c4OTZyHQYMGsWHDBnJychg4UOZg/FpPqoBTZSimylBCTOAwZ4cihDhPiqJwOP87Sn6eMxTsFSWV7sQZ5VWkMXnwVR0+r0Pd2hcMGjSIzz77rMX2Tz/9tN0Td0X3NSzMlxh/D8w2NdmVjY+XiquznRuUOG/e3t5ccMEFDB8+HC+v3rWYU19RXJPNzsyPOFa4XX72hOghFEUhreBHCqpOABDgGUFS5HTUqlanX6KPUKHCx63jn/60uof/j3/8I8uWLSMtLY2RI0cCsHfvXrZu3crTTz/d4QGK7kGlUpGSEMlz3x/j20wYG6FQaSjCZDHIsB7R4xwv3Em9uYpQnzj6+Q5wdjjnxcctEJ1Gj9lq5GD+N1ygX4iXq7+zwxJCnMWJ4t3kVhwFwNc9hOTomajVUvhCnFl0YCInS/YyMvriDj1vqxP+KVOm8Oyzz/LKK6/w7bffoigK8fHxPPPMM1x8cccGJ7qXlMTGhP9wkRuVxnoCPPQU12QTFSCTeEXPoSgKhdUZNFjqUKs0PSbhd9V5khw1k11ZH2OzW9if8wXj4xah0+qdHZoQ4jQyS1PJLD0A/FJ1pTeunC06lqvOkyOnvuNUxXF83INQq5rfIE4cdFmbztumOvwzZsxg1KhR+Ps39i4dPHiQhISENgUgeo5JscH4ublQaYT8Gg0BHkjC30McOnSI6667DrPZzH//+1/GjOm7C6fVNpTTYGkscxnsHePcYFrJzyOUoWETOFLwAwZzDal5XzMqZhYqGR4gRLdSZSghvWgnAO4uPoyOnYtOIzfn4txKa3Md664YzDUddt5WJ/y5ubncfPPNTJ8+nRUrVgCwdOlSAgMDeeWVVwgLC+uw4ET3otWomTs0nLf3ZvF9lorhoVBRV4DFapJexm7OZDKRm5vr+Lova5o4p0JFkGfblyl3lsiAodQ0lJNXkUZZXR7pxbuJDx3n7LCEEL/i6x7MoJCx5FYcZUzsPPRaGfoqzk9by26eS6u7hR577DGio6O54YYbHNu2bNlCWFgYq1ev7sjYRDeUktCYIO055UKNyYKCnZLaHCdHJcT5a/q8+nmE9dgb1SH9JuDrHgJAVmkqhVUnnRyREOK3+gePYOLAS3Fz8XR2KKKHsdhMHCvcwY6MD9mZ+RHpRbswWxvadc5WJ/x79uzhvvvuIzj4lxnE/v7+rFixgh07drQrGNH9zYrvh4tGTWm9juLaxnKGxdVZTo5KiPPTYKmjxlgGdL/VdVtDrdKQHDUTvdYDgDpTlXMDEkJQUV/YYgiGVuPipGhET1XXUMWH+/7F7qxPKKnJoagqg52ZH7Fp/zPUm6rbfN5WD+nRarXU1LQcU2Q0GlEU5TSvEL2Jl6uOaQND+exYAd9kujJraAKhPi3XZRCiOyqpyXV8HezVcxN+aFw4LDl6JkZzDWE9ZOKxEL1VlaGEvdmfoVW7MCZ2Lp6ufs4OSfRQu7M+wUPvy/yk5bi5NJbRNppr+fbYO+zJ3sLk+KvadN5W9/BfdNFFPPLII47xwAB5eXmsXr2aSZMmtSkI0bOkJDYO69mcpkOlGYKPW5CTIxLi/DQN5/HU++Gu93ZyNO3n6x4syb4QTlbbUMHe7E+x2S2YbUZMVoOzQxI9WEHVCcbGznMk+wBuLl6Mjp1LQeWJNp+31Qn/vffei9lsZtasWYwbN45x48Zx8cUXY7FYWLlyZZsDET3HgqERjq83H85zYiRCnD9FUbDazEDPHs5zNvWmKjJLU50dhhB9hsFUw56sT7DYTKhQMSJyOgGe4c4OS/RgapUajbrlUDCtWofNbm3zeVs9pCcgIICNGzfy008/ceLECbRaLQMGDGD8+PE9aol60Xb9fNwZGxXArtxyNh/O456pCVhtZtRqTYt6sUJ0FyqVigviFv5ckrP3/a6qrC9ib/anWO0W9Fo3wv0GOTskIXq1Bksdu7M+wWQ1ApAYMZkQn1gnRyV6umDvaFLzvuKiQVc4Fmmz222k5n3drs6qNtXh12g0TJo0iUmTJmGxWDh27BgGgwEPD482ByJ6lpSESHbllnOgoIjvjn+E0VJMctTMXttzKnoPV13vrJjhofdFp3HFardw5NT3eOh98XXv+OXZhRBgshrZnbUFo6UWgCFhE+QmW3SIUTFz2JL6b97f+yQBno0jKspq87HYTMxpR8nOVg/pKSws5MYbb+TgwYM0NDSwaNEiLrvsMqZNm0ZaWlqbAxE9S9M4foNZTUZZHopip7hGqvV0V8OGDWP79u28+eabskheL+WidSU5+mLUKi12xcb+nK2YLDKWWIiOZrWZ2Zv1KfU/V8caGDKG6MBE5wYleg1f92BSku8kNmgEdrsVm91K/+ARLEz+E/6e/dp83lYn/KtXr6a2thZ/f38+/fRTTp06xTvvvMPMmTP5xz/+0eZARM8yNMSHuAAvFFQcKXEFGhc0sis2J0cmTkev1xMZGUloaCh6fc+sPd8eNcZysssOduiqhd2Rt1sAwyImA2Cy1rM/d6v8TArRwdQqjaO2fmxgEv2DRjg3INHr2BUrMYHDmJHwe2Ym/B53nVe7f5e3OuHfsWMHDz30EBEREWzbto2LLrqIkSNHctNNN7F///52BSN6DpVKRUpi46OmT4/bsdkVLDYTFfWFTo5MiJYKq05yrHAHP6S/165JTz1BmG+cIwGpMhSTVvCTcwMSopdRqzUkRc1gWMQUBoWOlfmLokMVVJ1g0/5nyS0/4tiWVXaQzQeeo7g6u83nbXXCb7FY8PHxQVEUtm/fzoQJEwCw2+1otW2aEiB6qKZVd0+UuVBptAO068MoRGcpqckGINAzAo269/+eGhgymkCvxp/PvIo08sqPOjkiIXo2RbE36yxQq9SE+w2SZF90uH3Zn5MQPpGR0bMc2+YlLWNI2AT2Zn/a5vO2OuEfOnQoGzZsYN26ddTU1DB58mTMZjOvvPIKgwcPbnMgoueZEBNEgLsem6LiZLkbACU1WbIAWze0Z88eoqOjmTVrFvv27XN2OF2q3lRFvblxdcKgPjKpXKVSkxQ5DXcXHwCqf15dWAjReoqicOTU9+zJ2oLl59K+QnSWKkMxA0PGtNg+KHRMu0ZRtKkO/7p163jooYe4+eabCQ0N5bHHHuOrr77innvuaXMgoufRatTMG9pYb/jzdBuKomCyGqkylDg5MnE6NpsNu93u7DC6XElNjuPrYK8oJ0bStXQaPSOjL2ZI2AQSwmVRRCHaQlEUjhftIL/yOJWGIk4U7XJ2SKKX0+s8qKgraLG9qr4YF61rm8/b6mfbw4cP54cffqCurg5v78aVKn/3u99x55134uvr2+ZARM+UkhjJ//Zksq9AS43JjI+rhuKaTPw8QpwdmhDALwm/j1swep27k6PpWp6ufni6+jk7DCF6rIySfWSXHQLA2y2IQaFjnRyR6O0GBI9ke8aHmKxGgn4emllWl8/+nC+ICx7Z5vO2aTCrWq12JPsAsbGy0ERfdfGgMFy1GhqskFvlzqT+vnjq/Z0dlhAAmK0NVBqKgN67um5rNFjqKag8QWxQkow9FuIcsssOcbJkL9C4zsXomDloNS1XQBWiIyVFTafBYmBHxiYUxYZC45yRIf0mkBw9s83n7f2z10Sn8tDrmD4olE+OnuK1Pd7cMyNFEgnRbZTW5jq+7usJf21DBXuytmCyGlCrNcQEDnN2SEJ0W/mVxzlWuB0ANxcvxsTOa9dwCiHOl1qlYfyASxgdO4dqYylqlQZv10C0Gl37zttB8Yk+rKlaT3pZHcdKenedc9GzNA3ncXPxwlPft4e2uOk8Hb2Txwt3UF53yskRCdE9FVVncjh/GwB6rTtjYufhqvNwclSirymvO0V57Sm89P7UmSq6vg6/EL+1ICGCpk79zYfznBuMEL+SGH4RwyOnMSB4VJ9/8qTVuDAyehZatQsKCgdyv+z1C5EJ0VqKYiez5ADQOPF9TOw83F28z/4iITqQxWrik9R/89mhV9iR8SEN1jr2Zn/Gpn3PYjC1/Xe2JPyi3UK83LggKgiAT9OyyCxNZfvJD6lrqHRyZKKv02n19PMdQLjfIGeH0i146H1IipoOgMVmYn/OF1jtFidHJUT3oVKpGR07F3+PfoyOmSuT3kWX25vzGQBLRv8Fzc/DeEbFzEGj1rIne0ubz9vqMfylpaU888wz7Nu3D4vF0qLm+ldffdXmYETPlZIYwfacUvaeKudw/ilctGqKa7Lll6UQ3UyQVySDQseRXrST2oYKDudvIylyep9/AiJEExetK2Ni58nPhHCKvIo0JsdfhZfrLwVQfN2DuSBuIV+nvdnm87Y64f+///s/Dh8+zLx58/Dy8mrzhUXvkpIQycpP9mMwayg1eBDubaS4Oou44GRnhyaAUaNGkZubS1paGkOHDnV2OJ1OURRqG8rxcg2Q/7RPIzZwOLXGMgqrMyiqzsTbNZD+wSOcHZYQTlHXUEVBVToDQ8Y4fl/I7w3hLA2WetxcPFtsd9G6YbWZ2nzeVif8O3bs4NVXX2X06NFtvqjofQaH+DAoyJv00hp25WlZlAA1DWUYzLW4u8iNobOpVCrUajVqtbpP/EdW01DG9pMbcdV5kBx1MT7uQc4OqVtRqVQkRkymzlRFbUM5FYZCYhUp1Sn6HoO5lt1Zn2Cy1tNgMTAsYrL8HAinCvSMILvsEMMipvy8pfHzeKxwO/6e4W0+b6vH8Lu7uxMQENDmC4reKyUhAoCNR8zY7I1DvUpqspwZkuijmqrzmCxG3PUy4e50NGotydEXExc8klHRsyTJEX2OyWJgz8/JPoCfR4j8HAinGxUzm9Tcr/g67U3sdjsH877mk9R/k160i+Sottfhb3XCv3DhQl599VVstvaVBxK9T0piY3nOcoOaqobGFU2LqiXh7w7MZjOFhYWUlZVhNpudHU6na0r4/T1C0Wn0To6m+3J38WJgyGhUKqnfIHo/RVGoMhRTZyuhrC6PXZkfOypVxYdeQKT/ECdHKETjmjFzk5ahU7vg7RZASU0uHnof5gy/hTDfuDaft9VDeqqqqvj444/59ttviYyMxMWl+apz//vf/9ocjOjZLogOJMhTT2mdidQiPdP6G6kyFNNgqZcaxk528OBBLr74YgA2b97MxIkTnRxR5zGa66htKAcg2DvGucH0MFabmdyKo8QGyvAe0bsUV2dxvGgntcZK6q31FGbtAxTcXbwYEjaB2KDhzg5RCAd/jzAmxV/Roeds00q78+fP79AgRO+gUauZPzSC13dl8MEhE1NjFVQqFSU12UQFJDg7PNFHlNTmOL4O8o5yYiQ9i9Fcx57sLdSbqrDZrQwMkXlaoncors5if+5Wx/dmez0qlR0VKqw2M16uMkxZdB82u5Ujp74nJnAY3m6B/HhiA1mlBwn2juai+Cvb3IHa6oR/9erVbbqQ6BtSEiJ5fVcGWZVQb3HHS2/CZDU6OyzRhzQN5/Fy9ZcFc1rBReuKVt1Y8zmjZB/ergGE+MQ6OSoh2kdRFI4X7XR8bzBXY8eKBjUuWnfcXXxIL95FiE+sPNUS3cLe7E/JKNlPuN8g8iuPc7J4H8nRM8mrSGNP1hYmDrqsTedtUw9/YWEhb7/9Nunp6Wi1WgYOHMgVV1xBv3792hSE6D1mDArDTafBaLGxpyCKR+aOR6txOfcLhegAVpuZivoCAIK8op0cTc/SNIn3p5MfYLYaOZj/LRfofZrVghaip6k0FDVbUVqv9aDBbECnccVD7wMqMJhrqDQU4e8R5sRIhWiUXXaIyfFXEeAZzvaTGwn16c/wyKn08xvIl0deb/N5Wz1T6/jx46SkpLBp0yZ0Oh2KovDBBx+QkpLCiRMn2hyI6B3cXbTMHNT4S/P9QxVofu4xFKIrlNbmoSh2oHHik2idxjKmM1Gp1NjsFvbnfIHF2va6z0I4m8lS3+x7jVqLXu2Fh4tvsx59k8XQ1aEJcVomqwEf92AACqpO0M9vIAB6rTtWW9tXRm91wv/kk08ybtw4vvzyS9asWcOLL77Il19+yfjx43nqqafaHIjoPZqq9WSW13GkqMq5wYg+xUPvQ4TfYLxdA/Fxk9r7beHnEcrQfhcCjT2fqXlfOW6ihOhp9DoPbPbmSZLqNKmPXufeVSEJcVZergGU1eZRXneK2oZKwn0bE/7c8qPteuLa6iE9+/btY926dej1v5S60+v1LF++nGuvvbbNgYjeY/7QCNQqFXZFYfORPCJ8LI5Vd2V4j+hM3m6BJEZc5OwwerxI/yHUGMvIq0ijrC6f9KLdxIeNc3ZYQrRarbGc2oZKXHUeZ5zs6O7ijZ97aBdHJsTpJYZfxLbj61CpVIT5xOHv2Y/U3K84kPsVFw5c0ubztjrh9/DwwGJp+UjhdNtE3xTk6cqEmCB+yCrhu5PpjAzZATQmY+2pISuE6DpD+k2grqGSSkMRFfUF2OxWNOo2TfsSwikKq06SVvgT7i5eGMw16LVupz0uPnScTNgV3caAkFEEeIZT21BOuF88AAFeEcxMvJF+vgPafN5WD+m54IILePLJJ6mqqnJsq6io4B//+Afjx49vcyCid2ladXfrCQOK0vg0qFhW3XUaFxcXQkNDCQwMbLF2Rm+hKIqzQ+hV1CoNI6JnEBM4jLH9F0iyL3qU0to8DuZ9C4Cn3o8L4hbhofdtdoy7izfJUTOlGpVwOoOpptn3fh6hRAUkOH7vRvjFt0j2603VrbpGq3+D33PPPVx55ZVMnTqVmJgYALKzs/H19eWxxx5r7elEL5WSGMmKj/cBKvJrvYj0LqW0Nld6CZ1k+PDh7Nmzh7S0NIYM6X2rSSqKwo6MD3HX+xDlPxQ/D3k83xH0WncGh0lHjuhZKuuL2Z+zFQU7WrWO0bFz8XYLJDoggcLybE5kHmNgxGDCAmKkZ190C58ffpX+QUkM6XchLlrXsx5rNNeRVvgj2WWHWTzq7vO+Rqszr9DQUD755BM2bdrEiRMnUBSFyy+/nAULFuDp6dna04leamCQN0NCfEgrruabDLg+uXExifK6U1I9RXS4elMV1cZSqo2lBHiES8LfSex2G7kVR4gKSECt0jg7HCFaqG0oZ2/2p9gVK2qVhpExs/F2CwRApVLh6x6Cp6YCX/cQSfZFtzE/aTm7s7ewftejhPrEEeE/GD+PUNx0ntgVOyZLPeV1pyiszqCg6iT9g5KYl7SsVddoU1erh4cHV199dVteKvqQlIQI0oqr+fBwPb8b6YKimCmqzpKEX3S45qvrRjoxkt7LYjWxN+czqgzFGM21DPm5ko8Q3YXBXMOerC1Y7WZUqBgRNUNq64seQafVM2HAIhLDJ3G04EcO5n2DwVxD0y2pQmMVuij/oaQk39GmKnTnlfBPnz6dDRs24Ofnx7Rp0856V/zVV1+1OgjRO6UkRvLE10cw2RTKjL4EuJZQWpuDXbFJ72AXq62t5cCBA2RnZxMZGYm7e+8qQde0uq6vewh6be96b92FRqNz/NzmlB/ByzWQCP94J0clxC9qjGWYrQ0AJEZMls4l0eN4uwVyQdxCLohbSL2pGqO5FpVKhZuLV7tXjj+vhH/RokW4ujaOKVq8eHG7Lij6jrGRgYR6uVFUa+SnbA0LBoPFZqKivpBAzwhnh9enHD9+nIULFwKwefNmgoODnRxRxzFZjVQZigEIltV1O41apWZE1Ay2n9yI0VLLkYLv8XT1w9e993yWRM8W6tMfdbQGo7mWcL9Bzg5HiHbx0Ps0rgbdQc4r4b/tttscX48bN44RI0ag0zVfQdVkMvHtt992WGCi51OrVcxPCOfVHSdZf7CehUN02BULpTU5kvCLDlNak+v4Wnr0OpeL1pXk6IvZkbEJu2Jlf84XjB+w6Iz1zYXoavI7QFjtFnZmbCK77DBatY6E8ElnXJ+lvO4U209+SKWhCF/3EMYPuKRZfpJZeoD9OV9gMNcS7juQCQOXOH7fmaxG9mR9Ql7FMRRFIcI/nrH9FzjKv1YZStiV+RGltbnote4MCh3LsIjJqFStLpDZIVp91euvv57a2toW20+ePMlf/vKXVp0rJyeHm266ieTkZKZMmcKrr77q2JeXl8cNN9zAiBEjmDt3Lj/88EOz1/7000/Mnz+fpKQkrr/+evLy8lr7VkQXSEloHE9dYbBgYTCjY+cSH3aBk6MSvUnT+H13F+8WZfdEx/N2C2BYxGSgcQn4A7lfYrfbnByV6Ivsio3U3K+oqC90diiiG9mTtYWy2nxmD7uZC+IWkpr3Fdllh1ocZ7GZ+fLIG4T4xLBgxO0Ee0Xx5ZE3sNjMQGNp1x9PvE9S5HTmJS3DZDXyQ/p7jtdvP7mRivoiZiTcwMWJN1JtKOWnEx8AYP353O4u3sxPuo0L4hZytOAHjhXu7JpGOI3zSvjfeOMNhgwZwpAhQ1AUhQsvvNDxfdOfSy+9tFXl/ux2O0uXLsXPz4+NGzfy97//nRdffJGPPvoIRVFYvnw5gYGBvP/++yxcuJDbbruNgoICAAoKCli+fDmLFy9mw4YN+Pv7s2zZMqnD3Q1NHxiGh0vjg6StJ7UEekbI+H3RYWx2K2W1+UBjz55U3egaYb5x9A8aAUCVoZijBT/K71/RpRRF4VDetxRWZ7AnawvVhlJnhyS6AYvNzIni3Yztv4AAz3CiAxNJDL+ItIKfWhybXZqKRq1jdMxcfN2DGdt/ATqNnuyygwAcK/iJmMBhDAgZhb9HGBfFX0F+5XFqGyqw2MzklB3mgrgUAj0jCPAMZ2z/+eSWH8Fqt1BUk4XJamD8gEX4uAcR4T+Yof0mklV6oItb5BfnNaTn2muvxdfXF7vdzv3338/KlSvx8vJy7FepVLi7u3PBBeffc1tWVsaQIUP429/+hqenJzExMYwfP569e/cSGBhIXl4e69atw93dnbi4OLZv387777/P7bffznvvvUdiYiI33ngjAKtXr+bCCy9k165djBsny793J646DRfH92PjoVw2H87jXwtHS1ImOozRXIerzgODuZogGb/fpQaGjKamoZyy2jwq6guw2szotHpnhyX6AEVRSCv4kcLqDAD8Pfrh5ebv5KhEd1BZX4jdbm82tCvYO4aD+d+gKPZmw2lKa/MI+VVHkUqlItg7mtLaXAaGjKa0Ns/xNBPAQ++Lh96H0tpcovwTmJ7wO/w9+jW7voIdq82Mv0c/pg25rsW6Q2ZbQ2e87fNyXgm/VqvlkksuAaCkpITZs2e3e9JfcHAwzzzzDND4w7tv3z52797Ngw8+SGpqKkOHDm1WSWTUqFEcOHAAgNTUVEaPHu3Y5+bmRkJCAgcOHJCEvxtKSYxg46FccirrOVhYybBQHyrqCwnwDJfkX7SLp6svF8VfQb2pCjcXr3O/QHQYlUpNUuQ00ot2MShkrCT7osucLNlLbsVRoLEyV3L0THlyLIDG0qx6nXuzRNvNxQub3YrJasBV59nsWF+PkGavd9N5UWUoatxvqcFN791iv8FUjVajI8KveZWyowU/4uce6hjj7/6r/5OsNgvpRbuJ9B98Xu8jv+I4h09to9pYyrzhyzhRvAdvt0DigpPP6/Wn0+ox/K+99ho1NTXnPrAVpk2bxtVXX01ycjKzZs2itLS0xQ1FQEAARUWN/wjn2i+6l3lDItCoGxP7T48c5uu0/7Enewu1DeVOjkz0Fh56X/kP3wl0Gj0J4ZMk2RddJqfsMBkl+wDwcvVnVPRsWb1dONjslhafB41a8/M+W8tjVS2PbTrOZjvTfmuL66YV/ER22SFGx85tsU9R7Pxw4j0sNhPDIqee8z0UVJ7g67Q38dD7YrYaUbA3niP9PU4W7z3n68+k1T8lMTExpKenM2DAgDZf9Leee+45ysrK+Nvf/sbq1asxGo24uLg0O8bFxQWzuXEixbn2t4bBYGh74K1gNBqb/d2XuKlgfFQAP2SX8eHhCpKCzdgVO7mlx+gfOPK8ztGX268jNDT88hjRZDJ12ee+N5HP4LkpikJBdTqh3nGnTcKkDdunr7dfUU0GaUWNBTzcdF4MDZmCxWzDYj7/32d9vQ3bq7u3n0atbZGQNyXwWrWu5bFKy2O1Gt059jfPP48Vbmdn5keMjZ3XohysXbHxQ/p75FekcXHiH5r1+p/J/tytjIqZTUL4RHLKDwMwMmYWOq0rh099x4CQUec8x+m0OuEfPHgw99xzD6+++ioxMTHo9c17dlavXt3qIIYNGwY0JiL33HMPS5YsafFhMpvNjrUA9Hp9i+TebDbj7d36RQnS0tJa/Zr2yM7O7tLrdRej/TX8kA2782uprdGi0lRx0ngIU6lbq87TV9uvvYqLixk6dCgAVVVVXf657wx1tmLs2HFXB6BVuZz7BR1EPoOnZ1dslFiPYrCX46k+QpB28BmH7Ekbtk9fbD+zvY58y15AQYMLAS4xZJ7IOefrzqQvtmFH6q7t5+7ig8liaLbAp9Fci0atw0Xr2uJYo7l51UmjpdYxPPRc+wEO53/HnuwtjI6Zy9Dwic2OtdttfHv8HQoqTzAj4ffnXTK20lDEJP8rWmyPCRzGgdwvz+scp9PqhD8rK4tRoxrvLkpL2z4rvqysjAMHDjBjxgzHtgEDBmCxWAgKCiIzM7PF8U3DeEJCQigrK2uxvzVVgpq05TVtYTQayc7OJiYmBje31iW5vcGNIXU8s+9zAEps4cR6Nd6wRUWHnVcpxb7efu01ZMgQpkyZ0qvacHfOCQymSlzdbQyJmNnp15PP4NkpioJSWEppnRE7tXgFQaRf89+v0obt05fbT1EUvCt05FemkRw5G0+9X5vO05fbsCM4o/1a00Hl7xGGWq2mtCaPEJ8YAEpqsgn0jGhR/z7IK5JD+dtQFAWVSoWiKJTU5DD852E3QV6RlNRkMzCkcc5ovamKelM1QV5RAJws3sue7C2MiZ1Pwm+SfYCfTn5AQdUJZibc6IjlfLhoXDGaa/B2C2i2vcpQ7Kjx3xatTvjffPPNNl/s1/Lz87ntttvYtm0bISGNkyYOHz6Mv78/o0aN4rXXXqOhocHRq793717HjUZSUhJ79/4yjsloNHL06NFmC4Sdr19PDO4Kbm5uXX7N7iDB3Z3EUF8OF1Xx2QmF2y5ovPOusRQR5NfvHK/+RV9tv47UG9rQYK7FaK1Bo9HQzz+uS99Pb2i/zjIydiY7MjZRZ6okq2IfAT6hp11kT9qwffpq+yV4TGBA6Aj0uva/977ahh2lu7afVuNCXPAotmdsZOLAS6k313D41HdMHHgZ0Ph/h4vGFa1GR3TgMPbmfMauzI+IDxvH8cKdWG1mYgKHAxAfdgGfHXqZIK9oAr0i2JX5EZH+g/Fy9cdkMbAjcxNxwSOJDUrC8KsnAa46D4qqMjhZspfxAxbh5Rbg2K9WqZpNHD6d/kHJ7Mr8mAsHXYoKFRabmfzK4+zI2ETsz7G1qW3a8qL6+no2b95Meno6Wq2WgQMHMnfuXDw9z/4mfm3YsGEkJCQ4ynyeOnWKf/zjH9x6662MHTuWsLAwVq5cybJly/jmm284ePCgY7jQkiVLWLt2LS+//DJTp05lzZo1RERESIWebi4lMYLDRVV8eaKCeycHU28qobg6m7jg8xvHL0ST0ppfHuXLyprdh1bjQnL0xWw/uRGr3Uxq7leMH7AId5fWD7cUot5UjUatbbaSc0ck+6J3Gxs7j+0ZH/LZoVdw0boyImom0YGJAKzf9SgXDryUgSGjcdG6Mn3oDWw/uZH04l34uYcxI+EGdD+P0Q/2jmb8gEUcyN2KyWKkn99AJgxYDMCpqhNYbWYySvY5JpE3WTJ6Bdk/j73ffnIj29no2Oeh9+WyMfedNf6R0RfzvbmKzfufA+Cj/c+hAJH+g0mOmdXmdlEprVwtpaCggGuvvZby8nJiY2Ox2+3k5OQQEBDAO++8Q2ho6Hmfq7i4mIcffpjt27fj5ubGtddeyy233IJKpSInJ4dVq1aRmppKdHQ0999/PxMmTHC8dtu2bTz22GMUFRWRnJzMww8/TGRk5Hlfu+kJQdNTg85mMBhIS0tjyJAh3fKuuCvszi3jgmc/BeB/V/YjwLWxhvJF8VeeMyGQ9mufiooKvvjiC06dOsWVV15JeHi4s0Nql91Zn1BedwovV38uHHhpl1xTPoPnr6w2jz3ZjT/rXq7+jItbiFatkzZsp77Ufg2WenZkbEKFitGxc/HQ+3TIeftSG3YGZ7RfV+dr3UWNsYyK+kIURcHPIwRf95Bzv+gsWt3D//jjjxMaGsr69esJDAwEGsfP33nnnfzjH//g6aefPu9zhYSE8MILL5x2X3R0NG+99dYZXzt58mQmT558xv2i+xkVEUA/bzcKaoxsTVe48ucnU8XV2cQGtf0xlTi3zMxMli1bBsC4ceN6dMJvsZmpqCsEGhdUEd1PoFckg0LHkV60k9qGCg7nb2N4xDSqDMXU2UqoMvjj5hYj63CI07JYTezO+oQGSx3QuJhSRyX8QvQUOo2eQM9fOrLrGqqAxvVn2qLVCf9PP/3Ea6+95kj2AQIDA1mxYgU333xzm4IQfYNarWJBQiQvbU9n09Ey7riwP16uPgR5nf+TGSHKavNQsAMQLKvrdluxgcOpNZZRWJ1BQeUJKuoLMZrqMFgN1OVnc7Lcj/jQcYT4xDo7VNGNWG0W9mR/Sr2pCoABwaOIOM/FioToDfIrjvHDiQ2YLPXNtiuACvjdxNZXw4Q2JPwajea0M7NPVypTiN9KSYzgpe3p1DRYKDcNZWTM+U/YFQIaKy4A6LXueLsFnv1g4TQqlYrEiMnUm2uoqi/CbG1eatlgrmF/7laSo2ZK0i+AxjKG+3O3Um0sASA6IFHmeIk+Z2fmRwR5RRIfdkGLtQPao9Ur7Y4cOZJ///vfWCwWxzaLxcJ//vMfRo6UH0xxdlMHhOKlb/wAbz6S7+RoRE+jKHbK6ho/N8He0TIkpJtTqzRYbSbU6jOvgny8aCetnEomeiFFsXMw/xvKf/757uc7kMFh4+VnXPQ5RnMNo2PmEuEXT6hP/xZ/2qrVPfz33HMPV155JTNnziQxsXHW86FDh6ivrz/rmHshAPRaDbMG92NDag4fHcnjuUVjUKlUWO2WDr2TFb2TSqXmwoGXUlqTg5f07nd7lYYiDOaaZtssihGbXYdG03gTYDDXUGkowt8jzBkhim5AURSOnPqBourG9XeCvaJJjLhIkn3RJ4X6xFFedwof96AOPW+rE/64uDg2bdrE22+/zYkTJ1AUhQULFnDVVVf16ImAouukJESwITWHvCoD27NPouMElfWFTBl8TYuV8IT4LVedB5EBQ50dhjgPvx2DarIasComak0VeOCDq9YDVGCyGJwUoegOFMVOg7Xxs+LnHkpS1HTHKqlC9DXjByzi49QXOFV5HE9X/xY3viOiZpzhlWfX6oT/hRde4KabbuIvf/lLs+11dXU8+uijrFq1qk2BiL5j7pBwNGoVNrvC1+kljO7X+Ai3pCaHCP94J0cnhOgo+l/VT4fGJzQqVICCwVSNxWbCU+8rtdX7OLVaw8joi8ko3kdMUBIadZuWCBKiV0jN+xqjuY5TVelo1S6/2avq3IQ/IyODiooKANasWcPgwYPx8WleIis9PZ3169dLwi/Oyc9dz5S4EL46UcQHhyu4KMYbg7mG4posSfjFGZmsBqw2i5Tn60H83ENxd/F2DOtx0bjiovJEUZmxK1Ys1gbqqGosPyH6HEVRHL2XapWGgaFjnByREM6XVXqAiQMvZUBIx647cF4Jf15eHrfeeqvjB/O222477XFLlizpuMhEr5aSEMlXJ4pILahCq40Ccw1ldflYbWa0mt/e0Yr28vf3Z+HChVRXV+Pn5+fscNokv+I4J4p346H35cIBS846EVR0DyqVivjQcezP3erYplZpcHf1p8Fah8liQK91Y3fWxwwMGUNsUJKM2+4jiquzyatIY0TUDLQamb8lRBONWtcpK8ifV8I/ZcoUvv76a+x2OzNmzOC9997D39/fsV+lUuHu7o6vr2+HByh6pwUJEfzpw90A7C9wIc63cRxnaW0eYb5xzg2uF+rfvz9r1qwhLS2N2NieWQKxtDYXaFyMRJL9niPEJ5bkqJkcL9pJrbHy560qgryiCPSMoKDqBFa7hfTiXZhtDQwOu8Cp8YrOV153itS8r7ArNg7kfcnomDnODkmIbmNI2HgO5H7JhAGLO7QD9LwHyvXr11gv/auvvqJfv37SCyPaJdrfkxH9/DhQUMmHh2tZNdWDBks9xTVZkvCLFkxWA1WGYkBW1+2JQnxiCfaOobA8mxOZxxgYMZiwgMaVdmMCh3Mg70sMphqiAhKcHaroZNX/v737jm+jvh8//jpty3vv2BmOY2c4ISGLBDIgCRtCSsevBUoZbaG0Bb6llA2lKbO0FGjT0kILBQoJm4a9MsgicZaTOB6JHS95D8mSLN3vD8VKHOPE+yz7/Xw8/LB8d7p76x6S9b77fD7vj8PG9kMf4FU96HUGxkmdfSE6qGgsorKhiOLqXViMIZ0GsK84/Ve92m+PR8bExcXx17/+lXPPPZe0tDTuuOMO3nvvPU477TQeffTRgO0uIAbfRZNS2VFWx+eFVfz+3FRa3fuxNR3G422TQVuiA1tjif+xzK4bmBRFIcIaT4i+lghrvP+mkdUcxuwxF9PsrMNqCvVv7/V6UBQFRenxdDFiiGpx1rO16H+0ed0oio5po5YQYY3XOiwhhpT4sHTiB+DGVo//kz7yyCP885//pLm5mS+++ILXX3+d66+/npaWFh5++OF+D1AMXxdNTAXA41XJs1mPPm6jpvmIlmENS+Xl5TzzzDP897//paKiQutweqyqqRgAqylcBu0OQzqdvtOsyXnlG9hS9C6tJ5T2FIHJ4WpmS9F7uD2tAExJWUhMaIrGUQkx9EwddfZJf3qrx7dR165dy+OPP87EiRO55557mDlzJj/+8Y+ZN28e1157ba8DESPP1ORIRkUGc7iuhbfz7Fx/ehDBpnCpvzwAjhw5woMPPgjAhRdeyJgxvZ+tb7B5vG1UN/kuAmV23ZGhuqmUkto8ANbnr2ZK6kJiQ1M1jkr0lqutla3F79HqbgZgYvJ86bopxHF2HP6ISclnYtCb2HH4oy63U1DIGbW4V8foccJfX1/P2LG+D+r69ev59re/DUBERAStra29CkKMTIqicGF2Ck+t38/afWX88zuXYzWZtQ5LDDE1zUfwqm0AA1K5QAw9USGJjImdSqFtB25PK9uK/8fo2Bwy4mfIDYEAtLdsHS3OegAy4k8nNSpL24CEGGIOVm5jQuIcDHoT+ZVbj85X8k0GMeEfNWoUu3btoqamhtLSUubPnw/ARx99REqKNM+JnrloUipPrd9Ps7ONLwqrWTZBZmsWHVU1HgJ81Xmkv+/IoFP0jE+YSVRwIjtLPsXlaaXIlktdSwU5qYsIOq6vvxj6shLn0uKsJzokhTGxU7UOR4ghZ8Xpt/kff+v0X3e5nap6e32MHvfhv+aaa7j55pv53ve+x+zZs5kwYQJPPfUUDz/8MD/60Y96HYgYmc4aG0+4xVeD+c3dJafYWoxEcWFpJIaPJTFiHDoZwDmixISmMjfjMqKCfVXi6u2VbDi4hsrGYm0DEz1iNlqZNeZiMhNmSZc8IU7htS0P43TbOy1vcTbw8qbf9nq/Pb7Df8kllzBhwgRKS0s588wzAZg8eTLPPvssc+bM6XUgYmQy6nWcm5XMy9uLeXtPKY9e0EhFYwG1LeXMSF8mFToEcWFp0pVnBLMYgzl99HkUVG3nYNU23B4n+8s3ERuaKt17hihVValsLCI+bLQ/wZfJtYToWpEtlyN1BwBodtbxVcGbnaoVNjvroMuuPqfWq9qHEyZMYMKECf6/2xN/IXrjoompvLy9mPJGB5sPF+J0+ibkqrdXERmcoHF0QgitKYqOcfHTiQxOZPeRz5k6arEk+0PYgYrNFFXnkhI5gYnJ8+TGjRCnEBeWxv6KTf6/W5z1nSaYNOrNzB//rV4fo1sJ/+LFi3nttdeIjIxk0aJFJ22S+/jjj3sdjBiZzs1KwqjX4fZ4+fhgG2eOMuBV26hoKJKEf4RTVVW6AAi/6JAk5o+/vEOyr6pealrKiAmRMWRDQaFtB0XVuQA0tlbj8Xow6CXhF+Jkgs0RLJt8HQBrd61iYdYPMBuC+vUY3Ur4L730UiwWi/+xfAGL/hRmMbFgbDwfHijnrT1lXDYxhcrGYiobi5iQOFvebyOU3dXIpoK3iQsbxejYqR0mZRIj14l39gttO8iv3EpK5ASykubKpH0aKqnN40DFZgCCTeFMTz9XuvII0UPtiX9/69Z/xhtvvNH/+Gc/+9mABCJGtosnpfLhgXL2VDTgIR0optXdTGNrNeFBsVqHF/ASEhL4yU9+Qk1NDfHxgVHppqrxEM62Fkpq8xgTO03rcMQQ5PG2UVq3H4DSun3U2yuZOupsQiwy4/tgq2goZM+RLwGwGEOYMfr8fr9DKYTovW4l/G+88Ua3d3jJJZf0MhQxkl04MYUb1/juDH1ZrJIdrUNVvVQ2FEnC3w9SUlK44447yMvLIzk5MEqftpfjDLPEEGQK0TgaMRTpdQbmjl3OriOfUdV4iGZnHRsOvs7E5HkkR47XOrwRo7qplNySTwAw6i3MSD9PPrNCDDHdSvh//euONUEVRUFVVSwWCwaDgebmZvR6PZGRkZLwi15JiQhmekoU20preWt3BfPPT6a6qYSKhiIy4k/XOjwxyNxtTupaygGIDRulcTRiKDMazEwbtYTDNXvYV/EVXrWNXaWfUdN8hOykedKlZIDV26vYfvgDVNWLXmdkRvq5hFgitA5LCHGCbo2k2bdvn//n0UcfZcKECbzxxhvs2LGDrVu3snbtWiZNmsT1118/0PGKYeyiSakArCuyEWT03YW2uxr8MzSKkcPWXIKKCkB8WLq2wYghT1EU0mImMXvMxf5Jucrq89l4cA3NrXUaRzfcqegUPTpFz2lpSwi3SousEH2x4/BHtHlcnZa72lrZVPh2r/fb46Hzjz76KPfee2+Hspzp6enceeed/PWvf+11IEJcNNGX8HtVlS1HfI1POsVAU2utlmENC4cPH+aOO+7gySefpKRk6E9wZjvancdiDCbUEq1xNCJQhFtjmTvuMhLCxwDg9jgx6E0aRzW8RVjjmTnmQqaOOpvokMDoLijEUFNvr6KioZCKhkJyD39MWX2+/+/2n4Kq7f5B8b3R43IGjY2NmM3mTsu9Xi+tra29DkSIyYkRpEcFU1zbwtt7q1i14nzCrXEYdEbs9s6zzonuq6qq4vnnnwd8s2VnZmZqHFHXvKoHW5PvoiQ2NE2qNIkeMepN5KQuJjokmSBjKBZjsNYhDTte1dth1utQSxShligNIxIisDW11vLx3uf902p9kvfCN26XET+918foccI/a9Ys7r//fh5++GFSUnx1jwsKCrjvvvtYsGBBrwMRQlEULpqYyp++3McH+8uwmudhkBJ7I05dSwVtXl9zZrzMsCt6QVEUUqOyOixTVZUDlZuJDxtNhDVOo8gCn9vjYkvRu4yKyiIlasKpnyCEOKXUqAmsmHEbKl5Wb32EC3JuOOFmhYJRb8JstPb6GD3u0nPvvffS2NjIOeecw6xZs5g5cyYXXHABRqORu+66q9eBCAHH+vHbXR4+zq/QOBqhBVdbK2aDFb3OSFRwktbhiGHiSN0Bimy5bCp8i+LqXaiqqnVIAcfjbePr4rU0OmzsPvIFtUcH1gsh+i7EEkGoJYoVM35FdEgyIZbI434i+pTsQy/u8MfHx/Pmm2+yYcMG8vPzURSFCRMmMHu2TJAk+m7+6Dgig0zUOVy8tbuE87OSqLdXUVVfCsj7ayRIjBhLQvgYHO6mTlOLC9FbOp0OneKbxXtf+UZqm8uYnLIAo6FzF1XRmVf1kHv4Y+rsvhsxKZETiLTKTOhC9Id1B15l1piLMBrM7Dj80Um3nTf+W706Rq/6S+j1eubPn8/8+fN7dVAhumLQ6zgvO5kXtxXxzt5Sim3B7KvYiMvdSmhbOvX2KIKC0uXicphTFAWrKUzrMMQwkhSRQZglltySj2hqraWq6RDrD64mJ3URkcGSuJ6MqqrsLv2CqibfYPqE8DFMTJ4n/4eF6CfNzjq8eP2PB4J0kBZDzkUTU3lxWxGVTa0cqG6iwWHD43Vj97bgKC3jYE0kmQmziA8frXWoQogAEmKJYPbYS9hXvpGS2jxa3c1sLnybjPjTGR2bIwnsN1BVlX3lGymrzwcgOiSFKSkLUZQe9wgWQnQhJiQFjpainpdxOcHmsH7/jMknVgw5SzOTMOl1ZES3cLByE8rRrjwe1Q2A3dXI9sMfUtlQpGWYYgDkV2yhvP4gbo9T61DEMKXXGZiYPJ+c1MUYdEZUfIN595Vv0Dq0IanQtp1DNbsBCA+KY9qoc6SrnRD9LK98A642X6XL1VsfwtnW/5UJ5Q6/GHJCLUYWZcSTGnKYGrtKUpiFNpcLL22oqhfwfdnsr9hEXJh07xkuWt0tFNi2A5CZMJvRsVM0jkgMZ4kRYwkPimVHyUc0t9aTGjVR65CGnObWOvIrtwIQbI5gevoymblYiAEQYo7k07x/ExWchApsKngbfRdVCge1D78QA+3iiSEUVrqxu8CjhviXuzytGAy+Lxy7q5E6ewVRwYlahRkwRo0axW9/+1sqKipITU3VOpxvZGs67H8cJ+U4xSCwmsOYPeZiGltrCLFE+Jd7VS8KjPhuKyGWSHJSF5NfuZXTR5+PyWDROiQhhqX5md9mV8mnNDvrUIAWZ32/t6RJwi+GpDlpoRRW+h7X2j2EmY14PE5a3c1YTMH+SV+cbpmQqzvi4uK46qqryMvLIzY2VutwvlHV0dl1g80RBJvDNY5GjBQ6nb5TXf78yi3U26vISV004ifuSowYS3x4OjpFuvEIMVBiQlJYmPUDAF7b8hCLsq/o9/89I/v2hRiykiOiCLX47uTXtDgJMvoqtqh4sbsa/dv1tS6tGBravG5qmo8AEBcqd/eFdmpbyimy5VLXUs76/NUdWp5GgrqWSurtVR2WSbIvxOBZcfptA3KjQRJ+MSRFWhOIskYC0NDqQlX16BUTAKrqRVVVrKYwqQM9TNQ0H8GregDpziO0FWGNY0zsVADcnla2Fa9lf/km//tzOGtqrWFb8f/YUvSu/wJcCDE8SMIvhiRFUZg26gzUoxV6DlQ3U2PXE2yKJNQchaIoZCbMkgG73ZSfn88Pf/hD7rrrLgoKCrQOp5P27jxGvaVT9wohBpNO0TM+YSYz0s/FpPf1WS+qzmVz4ds4XE0aRzdw7K5Gtha9R5vXhdfbhsfbpnVIQoh+JAm/GLJmpU9i65E06hxGau1OyprbKGv0YDWHMW3UOVKHvwcaGhr48MMP+eqrr2hoaNA6nA5U1YvtaMIfFzZqxA+UFENDTGgqczMuIyo4CYB6exXr81dT2VCsbWADoNXdwpaid3G2OQCYnLJAWtqEGGZk0K4YshRFodUby9+3QUqYk2CThxaXnqtnT+DMzNG0eVyoqorRYNY6VNEHjY4aXB5f/WHpvy+GEosxmNNHn0dB1XYOVm2jzesir3wDMaEpXZbMCzTuNifbiv/nb73ISpxLUmSGxlEJIfrb8PiPJYal+97P5atD1YBCaeOxcnD3f7ALi66SmSlVxIamMSnlTO2CFH0Wbo1l/vhvU9V4iOiQFK3DEaIDRdExLn46kcGJ7Cr9jJzURcMm2fd429h2aC1NrbUAjI07jbSYSRpHJYQYCMPjv5YYdu57P5f7P9jZ5fp1hXsIN4GzzUFK1ATp9x3ggs3hMtGWGNKiQ5I4c/y3O9TGVlWVupZyokKSNIysd7yqh+2HP6Te7qt/PCoqm3Fx0zWOSggxUKSzrBhyTpXsA3xeFMkBm53i2mb2lq0/OgOvEEIMnBMnwjlcs4fNRe+wu/SLgBvkqqAjxOyrhJYYPpaspDOkCIIQw5jc4RdDSneSfYAWt4F1hyIw6WuBIlKj9pMalTXwAYp+1dRag1FvGfGTG4nA41U9HKrZA0Bp3T7q7ZVMHXU2IZZIjSPrnvZKZ+FBscSHp0uyL8QwJ3f4RcD6uiyMaruvNv+Bis242lo1jkj0VF7ZBj7b9yK7Sj/TOhQhekSn6Jkz9hJ/NZtmZx0bDr7OkboDGkd2cse3RCiKQmLEWJlYS4gRQBJ+MaTcszSHu5d0ry+3isKY2NmkR4Xg9jjJr9wywNGJ/uRuc1LXUgFAkDFU42iE6Dmjwcy0UUvISpyLoujwqm3sKv2MnSWf0uZxax1eJ4eqd7M+fzX2YTyfgBDim0nCL4ac7ib9Rp1CfHgyieHjACipzaPBbhvo8ALSuHHjeO6553jggQcYM2aM1uEAYGs+jIoKQFxYurbBCNFLiqKQFjOJ2WMuJsjku3Atq89n48E1/uo3Q0FZXT555RuwuxrYVfIpqqpqHZIQYhBJwi+GpFMl/Qrg9qpc99+vWPlZG15Vj4KORock/N8kIiKCs88+m9mzZxMREaF1OMCx2XUtxhBCLVEaRyNE34RbY5k77jISwn0X1M42x5Ap31nVeMjfbc5sCGJy6gLpsy/ECKNpwl9ZWclNN93EzJkzmT9/PitXrsTpdAJQUlLCVVddxdSpUznvvPNYt25dh+du2LCBCy64gJycHK644gpKSkq0eAliAHWV9N+9ZAqbfnEe42PDAHg1t5IHP9Xh1c8nNTp7sMMUveBVPVQ3+T6zcWFpknyIYcGoN5GTupiJyfOZnHIWVlOY1iFR21LOjsMfoaJi0JmYMfq8IRGXEGJwaZbwq6rKTTfdhMPh4MUXX+QPf/gDn376KU888QSqqnLDDTcQExPD6tWrufjii7nxxhspKysDoKysjBtuuIHly5fz2muvERUVxU9/+lNpohyGTkz6b1+YxT1Lc5ieGs3WX57HdXN8M0J+ddjABc9u5pY3t9Lq9mgVruim2uZy2ry+Ps4yu64YThRFITUqi/jw0R2WF1Rtp95eNaixNDqq+bp4LV7Vg04xMD19GaGW6EGNQQgxNGiW8BcWFrJjxw5WrlxJRkYGM2bM4KabbuKdd97hq6++oqSkhPvvv5+xY8dy/fXXM3XqVFavXg3Aq6++yqRJk7j66qvJyMhg5cqVHDlyhM2bN2v1csQAumdpDrcvzOKaSTH8ZtGxO/jBZiPPrJjN6z9cQEywGYAnvshj9h/fY0dpuUbRDk179+5lyZIlXH/99eTl5WkdDlVNvu48Bp2RqJBEjaMRYmBVNBSSX7mFTYVvUVy9a1BuTrU4G9ha9B5tXjcKOqalnU1kcMKAH1cIMTRplvDHxsby97//nZiYmA7Lm5ubyc3NJTs7G6vV6l8+ffp0duzYAUBubi4zZszwrwsKCmLixIn+9WL4+c2ibK6b8s2z6V40KZXcWy9k6YQkjDovUeZCXtryLH/+YhNer7T6ANjtdvbu3UthYSEOh0PTWFRV9fffjwlNlZKAYthTVS96nQFV9bKvfCPbD32Au805oMcstG3H5fGVKp6cuoDY0FEDejwhxNCmWcIfFhbG/Pnz/X97vV5eeOEFZs+ejc1mIy6uY3IXHR1NRYWvhN+p1ouRJyEsiHevWcSjF+VwWlITCl42F3/G+X//mPJGu9bhieOoqIyNO4240DTiw0af+glCBLjEiHHMGbvcPzi9qukQ6w+u9pelHQjZSfOID0snO+kMkiLGDdhxhBCBYWiUEAAeeeQR9u7dy2uvvcZzzz2HyWTqsN5kMuFyuQBwOBwnXd8TdvvgJIPtd1W1vrsaqLp7/q6ePp4NRfPYWLyBpFAnuRUHmPJIDU9dMp0LspIGI9QhqbX12KRkTqdz0N73XYm2jCLa4rvjqHUs3SWf4b4byedQh4kpiUs4aNtKWcN+WjwNbDz4BqOjpzEqclK3Bq739PyNjzkDRVEC5jM2GEbye7A/yPkLXEMi4X/kkUd4/vnn+cMf/sD48eMxm83U19d32MblcmGxWAAwm82dknuXy0VYWM8rDwx2f+bi4uJBPd5w053zF6EGMzEykkNN9SxIr+Pv26x89z8buWRsBL+cnkCQYeRVoz3+vJWXlw+JfvyBSj7DfTeyz2E4IZ50qtv248XD7pZ1HCotINaY2e09fNP5U1Uv9Z7DhOulm1x3jOz3YN/J+Qs8mif8DzzwAC+99BKPPPIIS5cuBSA+Pp6DBw922K66utrfjSc+Pp7q6upO67Oysnp8/N48pzccDgfFxcWkp6cTFBQ0KMccTnp6/hLtUZhLPyAuzE1ZUzNr9obzRkE9u+vbePZbMzktOXIQoh46jr8bk5iYOGjv+xOpqhqwJTjlM9x3cg7bZeFwn8ae8i9ocdYyLXV+t6rndHX+VFVlb8UXOJuqcAUpTE5ejEFnHMgXELDkPdg3Wpw/uUHVPzRN+P/85z/z8ssv8/jjj7Ns2TL/8pycHFatWkVra6v/rv62bduYPn26f/22bdv82zscDvbu3cuNN97Y4xiOHxg8GIKCggb9mMNJd8+f1ToWmz0DfUMhV0xXCbJE8+LXNRysaWbxqk+5d2kOv1o0Eb1uZNztb/8cga+FTKv3YEnNXoqqdxEXlsb4hNMD8k6kfIb7Ts4hWLEyL2w59fYqooKPVaryVfBRUZSu/zcdf/5UVWXPkS+psZeg1+sJMgcTEhwSkJ+twSTvwb6R8xd4NMt2CgoKePrpp7n22muZPn06NpvN/zNz5kwSExO5/fbbyc/PZ9WqVezcuZMVK1YAcNlll/H111+zatUq8vPzuf3220lJSWHWrFlavRwxBE1InI1eZ8CoV/jJLBd/+9Zsgk0G2rwqd/5vB4uf+ZBDtc1ahzmiVDYdwu5qwNZ0WBISMeLpFH2HZB+g0LaDLUXv0upu6dY+8iu3UFq3D4BIawI5oxbLZ0sI0YlmCf/HH3+Mx+PhmWeeYd68eR1+9Ho9Tz/9NDabjeXLl/PWW2/x1FNPkZTkG3SZkpLCk08+yerVq1mxYgX19fU89dRTAdtVQAwMizGEsXGnAdDqbuI7p8Xz9S3nM2uUrxTsl4VVTHvsHf7zdZGWYY4YbR43tc2+yfPiw9K1DUaIIajBbiO/cgu1LeWsz1+NrenkM8gX2XZSaNsBQKglmtPSl6HXad5TVwgxBGn2n+G6667juuuu63J9WloaL7zwQpfrzzrrLM4666yBCE0MI+kxk1FVlbToiRj0JsbFwOc3LuW3H+7kdx/tpqHVzQ9eXMd7e0t56rJZhAeZTr3TAJSdnc0HH3xAUVGRZv33a5pL8aq+WZBjZXZdIToJDYpiTOxUCm07cHta2Vb8P0bH5pARPwMFHfX2Spo9VdTbo6hxONlf8RUAVlMYM0afi1E/PP9/CSH6Tm4FiGFNp+gZGzetwzKjXsd9y6ayJDOJK/6zjuLaFl7aXsyGYhvPf+8M5o+J1yjagWO1WsnOzkZRFM0GqrXPrmvSW4iwxmoSgxBDmU7RMz5hJlHBiews+RSXp5UiWy5H6g4A4HA2Y2+zU3doP61tzVhNoYRaYpgx+nzMBulPLYTo2sgYsSjEUaqq0ubxlXQ9Y3Qc22+5gB/MGAPAoboWFj39IXe+tx23x6tlmMOOqnqpajwMQGxY2kkHJAox0sWEpjI34zKigpNwtTmoqC+gsqEIt8c3O6/+aAWeFmcD6TGTsZpCtQxXCBEA5FtXjBgtzga2HVrLtuK1RythQJjFxHPfPYP/fH8+EUEmvKrKyo93M//JtRywNWoc8fBRb6/C7fFN/hUXJt15hDgVizGYGenn+pN7VfVidzWgoqJTdIQFxRBqiaakdq///5kQQnRFEn4xYlQ0FFLdVEKdvYKy+vwO6749LZ0dt1zAWWN93Xm2lNQw/fF3+NtX+cPiy3T79u1MnDiR5cuXk5ubO+jHr2r0defRKXqiQ5IH/fhCBKJ6RxV6nYHQoGgURU+wKQIFX3EKnaLDoDdidzVSZ6/QOFIhxFAnCb8YMUbHTMFqCgdgf8Um3J6OszWnRgbz4Y/PZuX50zDqddhdHn786ldc9tznVDe3ahFyv/F4PDQ0NNDU1ITH4xn04yuKgkFnIjokWSYEEqKbnEdLcxr1ZiKscRi6GJTrdNsHMywhRACShF+MGDqdnuykuQC42hwcrNzWaRu9TsevFk1iw03LyIwNA+DN3SXkPPoOH+wvG9R4h5PxCTNZlP0DJqWcqXUoQgQMszHY//hkZafNRhmwK4Q4OUn4xYgSE5rqrwF/uGY3Ta0137jdaSnRbL35fK6fMx6AiiYH5676mF++sYVW9+DfIR8OdIpeKokI0QOR1gSsprCTbmM1hRFpTRikiIQQgUoSfjHiTEicg04xoKKy98j6LvvoW00Gnl4xizeuXkBsiBmAP325j1lPvMeu8rrBDFkIMQIpikJmwslnkM9MmCWTTgohTkkSfjHiBJlC/bX56+wVlDccPOn2F05MZcctF7Jsgm+m590V9cx64j3++EUeXm/gD+gdSK62VnaXfkFV42E83jatwxEi4MSHj2baqHM63em3msKYNuoc4sNHaxSZECKQSMIvRiTfAF7fF2hlQ9Ept08IC+Kdaxbxp0tPx2LQ42zzcvObWzn3bx9T1iAD5rpiazpMad0+vj60FrurQetwhAhI8eGjmT/+20xLWUacIZtpKcuYP/7bkuwLIbpNZtoVI5JOpyc7eR6trhaSI8d36zmKonDDvAksGJfAD15cR25ZHR8dKGfqo++w6vLZXDJ51ABHHXjay3EGGUMJMUdpHI0QgUtRFCKs8YToa4mwxks3HiG60OZ1s6ngTYqrd2PQGZmYPL/LghE1zUfYePAN6uwVRFjjmTPuEmJCUvzrC2072H7oA+yuJpIjMpibcRmWo4PpnW0Otha9S0ntPlRVJSUqk5ljLsRs8M1m3+puYePBNRypz8diCGZa2hJ/7wItyB1+MWLFhKSQEpXZ4y/OiQkRbPz5udyyIBuAGruTy577nOv+u5Fmp3sgQg1IHm8b1c0lAMSFjZIERQghxIDbWvQe1U2lLJt8LbPHXkxuyccUV+/qtJ3b4+KjPc8RH57OhVN/RlzoKD7a85y/ZLetqYT1+avJSV3M+Tk/xdnmYN2BV/3P33jwdWpbKjh74lUsmXQ1DXYbG/LX+NevO/AqrjYn50/5KVNSF7E+fzW2ppKBPwFdkIRfiKO8Xk+3J9kyG/Q8fOF0Prj+bJLDfZVnnt10kBmPv8uWw9UDGWavTJ06lT179vD6668zZcqUQTlmbUu5v99+3NHKSEIIIcRAcXtc5FduYeaYC4kOSSYtZhKTks8kr2xDp22LbbnodUZmpJ9HhDWOmWMuxKg3U1y9E4B9ZRtIj5nMuPjpRAUncmbmtymt209Tay1uj4tD1buZPfYiYkJSiA5JZuaYCzhcs4c2r5tGRw2ldfuYm7GcyOAExieczti4qewr3zjYp8RPEn4h8PU1X5f/KhUNBT163uLxiey49QIum+LrzpNf3cS8J9fyu4924fF6ByLUXjEYDISHhxMSEoLBMDg9+dq78xh0JiKDpWygEEKIgVXXUo7X6yUuLM2/LC4snermElS143eyramE+LA0f+uzoijEhaVhazrsX58QdmycTLA5gmBzOLamwygoLJ54JVHBSR32qeKlzeOiuqmEYHM4oZZjXVnjwtL9+9aCJPxixPOqHvaWrcfuamRf+Ve0nTAD76lEWc28csWZPPvtuYSYDbR5Ve763w4WPf0hxbXNAxT10Kaqqj/hjw1NRafoNY5ICCHEcGd3NWI2WtHrjt3YCjKF4vG24Wyzd9o2yNyx+lWQMRS701dgwu7uer1BbyQlMrPDcfaWrSfSmoDFGOzbt6nrfWtBEn4x4ukUPVmJZwDgbLNzsOrrHu9DURSumjmWr2++gNlpMQCsK6pi2mPv8OK2wn6Ntzc8Hg8tLS04HA48noGfOKyptQZnWwsAscfdaRFCCCEGisfr7pCEA+h1+qPrPJ23VTpv276dx9PV+s4lpvPKNlBcvYsZo8/r1r61IAm/EPgGlcaF+hLTQ9W7aW7t3cRaY2NC+fyGpdy9ZAo6RaGx1c0V/1nP/3vhS+odPWs56E/bt28nMzOTiy66iNzc3AE/XnXzEQAUdMSGpA748YQQQgi9ztApIW9Psg06Y+dt1c7bGvTGU6w3dVi2r3wjmwrfZubo8/1V/061by1Iwi/EUROS5qBT9Kh42VvW9Qy8p2LQ67hnaQ6f37CE0VEhALy8vZhpj73DFwWV/RnykDU6Zgpzxy1nYvJ8jAaz1uEIIYQYAaymcJxuO1712J10h6sJvc6IyWDptK3D1dRhmcPdRJAptFvrAXaXfsFXBW8yI/1cspPndXvfWpCEX4ijrKYwRsfmAFDbUkZFQ9+64swdHcfXt5zPFTPGAHC4roVFz3zAHe9tx9WmXbPeYFAUhbCgGFKiMrUORQghxAgRFZyITqfD1nis/GVVYzExISkoSseUNzY0FVvjYf/NvfaxZ7Gho/zrqxqL/du3OOtpcTb41x+s3MbW4vc4ffQFner8x4al+rc/Po7252pBEn4hjjMmdqr/Ctw3gLdvdfXDLCb++d0zeOkH84kIMqGq8PuPdzPvybXsr5KZZ4UQQoj+YtCbGBs3nY0Fr1PdVMKhmj3sPvIF2Um+cXp2V5P/ez0tZjIuj4PNhW9Tb69kc+HbtHlcpMf4SldnJs6moGo7Byq2UNtSzpcH/ktq1ARCLVE43Xa+KnyTsXGnMTo2B7uryf/jVb2EWqJJihjPlwdeobalnAMVWyi07WBC4hztzo1mRxZiCNLrDGQlzuXrQ+/jbGuhurmEhPAxfd7v5VPTmZMWy1Uvreezgkq2ldYy4w/v8thFM7h2dsawmpSqpvkIYZYY6cojhBBi0M0cfT4bC95g7a6/YTJYmDrqHNJiJgHw380PckbGCjLiZ2AyWFicfRUbD77OgcrNRFoTOXviVRiP9tGPC0tjzrhL2XH4Q5xuB0mRGcwdtxyAI/X5tHlcFFR9TcEJhT4um/ErQi1RzB9/ORsOrubd3KcIMoZxRsYKYkO1G9MmCb8QJ4gLS2N0TA7x4aOJsMb1235TI4P58Mfn8Pjne7nzfzuwuzz85LVN/C/vCKsun0NsiOXUOxni2jwuthb/D1SV7OR5pEZlaR2SEEKIEcSgNzF//OXMH395p3VXzft9h79jQ1O5aNpNXe4rI34GGfEzOi0fE5vDmKNdgLsSZAphcfaV3Yx64EmXHiG+QWbirH5N9tvpdAq3LpzIxpvOZUKcr0bvW3tKmfroO6zdd6TfjzfYqptLUVUvKiqhlmitwxFCCCEEkvAL0S0nztDXV9NSotjyy/P5yVxfCa+KJgfn/+0TfvHGFhzuzjV+A0X7ZFsmQxDhQbEaRyOEEEIIkIRfiJPyqh4KbTtYl/8abd6+DeA9kdVk4M+XzeLNHy0kNsTX3/3JL/cx64n32FnWu3kAuqLX6wkJCcFqtaLXD8yst17V6582PC40bViNSxBCCCECmST8QpxETfMRDlRspsVZT2HV9gE5xgXZKeTeeiHnZiUDsKeigVlPvMcTn+/F6+3dXAAnmjZtGvv27ePNN98kJ+fk/Q57q95eidvjBHzjIIQQQggxNEjCL8RJxISkEnN0ptii6p0daur2p/jQIN7+0UL+vHwmFoMel8fLLW9tY9mqjyhrsA/IMftbe3cenWIgOiRZ42iEEEII0U4SfiFOQlEUspLmoig6VLVvM/B251g/OSOTrTefz9SkSAA+zq8g59G3WbPz8IAcsz+1J/wxIcnodVIATAghhBgqJOEX4hSCzeGMjvF1g6lpLu0w895AyIoPZ8PPz+XWBdkoCtTaXXzr+c+59pWNNDt7N47Abrezf/9+iouLcTgc/RyxbwZCu8vX+iHdeYQQQoihRRJ+IbphbNw0LMYQAPLKN+LxDmwlHbNBz0MXTufDH59DcrgVgH9sPsj0x99l8+HqHu9v7969LF68mGuvvZa8vLz+DheD3syExNlEBSdqOnW4EEIIITqThF+IbvDNwOubErvV3UzBAA3gPdHCcQnsuPUCVuT47pofrG5i3pNrefDDnXi8/VsqtC/MhiDSY6Ywc8yFmI1WrcMRQgghxHEk4Reim+LC0okOSQGgtDZvwO/yt4uymnn5B/P5x3fmEmI24PGq3L02l4VPfUBRTdOgxCCEEEKIwCUJvxDdpCgK2UlnkByZyRnjVwzqwFRFUbjy9LF8ffMFzEnzTWi1vtjGtMfe5YVthQM2kLg7vKpHs2MLIYQQ4tQk4ReiB4LN4UxOOQuzQZtuK2NjQvnshiXcs2QKep1Ck9PNlf9Zz/97YR31DpcmMeUe/pgN+Ws4XLNHk+MLIYQQ4uQk4Reijwb77rpBr+PupTl8fsNSxkT7BhK/sqOYqY++zecFlYMai8fbRnVzKY2t1bQ4Gwf12EIIIYToHkn4heilVncLuYc/5mDVNk2OPyc9lq9vvoArTx8LQEm9ncXPfMBv3v0aV1vHbjbPbsr3P35+W1G/xVDbUuYfyxAXJtV5hBBCiKFIEn4hemlv2XrKGwoosuVi1+judqjFyD++M5dXrjiTyCATqgoPfbKHM55cy/4qX138+97P5dlNB/3PeX5bMfe9n9svx2+fbMugMxEZnNAv+xRCCCFE/5KEX4heGh8/E0XR4VU95JVv0DSWFTlp7Lj1AhaN8yXdX5fWMv3xd7nw759w/wc7UfVGPBEJeCISUPVG7v9gZ5+TflVV/Ql/bGgqOkXf59chhBBCiP4nCb8QvRRiiSA9ejIAtqbD/uRXKykRwbx//dk8fMFpGPU6HG4P7+UdAcAblUzzpbfTfOnteKOSAfqc9De2VuNsswO+kqVCCCGEGJok4ReiD8bGnYbZEAxAXvmGQavN3xWdTuGWhRP54dF+/afSl6S//QJHQUdMaGqv9iGEEEKIgScJvxB9YNAbmZA4GwCHq4kiW//0je+L+97PZdVX+afe8KjeJv3tCX9USCJGvanHzxdCCCHE4JCEX4g+SggfQ1RwEgCFth3YXUOwPKXTjqF0L4bSveC093l3XtVDkCkEnWIgLjStHwIUQgghxECRhF+IPmqfgVfBN4C3uHqXpvHcszSHu5dM6bBM31hF8Id/JfjDv6JvrOqwbsWUUdx5zuQeHUOn6DktbSmLs68gOTKzzzELIYQQYuBIwi9EPwixRDI2bhoTEmf7u/ho6ZuS/q68tvMwWb9/i2fW78fu6tkYBL3OgEFv7E2IQgghhBgkkvAL0U/GxU8nPWbKkClPeaqkf2lmImmRvgHHBTVN3LhmM+kPrOHetbnYmlsHK0whhBBCDDBJ+IUYxrpK+u9eMoX3rjubA7dfwovfn8dpKVEA1NidPPDhTtIfWMNPX9tEvq3zeARbUwn7yjdS01yGqqoD/hqEEEII0TeS8AsxAOpaKvmq4E3sriatQ+GepTn8aNY4/99XTk/nnqU5ABj0Or4zbTSbf3EeH/74bJZN8A0+bm3z8NeNB8h66E0ue+4zNhbb/M8vq8+nuHoXO0s+GdwXIoQQQoheMWgdgBDDTau7hc1Fb6OqXvaVb+S0tCVah8SPZmXwytHHV04f3Wm9oigsykhkUUYiu8vreOyzvby0vRi3x8sbu0p4Y1cJZ6THcvOCLEJ0hwGIDR2FoiiD+CqEEEII0RtD4g6/y+XiggsuYNOmTf5lJSUlXHXVVUydOpXzzjuPdevWdXjOhg0buOCCC8jJyeGKK66gpKRksMMW4htZjMGkRU8EoKqxGFvTYY0j6plJiZH887tnUHDHpdy6IJswi29Q7vpiG794/X3WF5VR1mAnwiqTbQkhhBCBQPOE3+l0cvPNN5Off2yiIFVVueGGG4iJiWH16tVcfPHF3HjjjZSVlQFQVlbGDTfcwPLly3nttdeIioripz/9qfQnFkPGuLjpmA1BAOSVbcDr9WgcUc8lh1t56MLpHLprOY9cOJ2UcCvjohw43G3sqWxm9p828+CHO6lpcWodqhBCCCFOQtOE/+DBg1x++eUcPtzxDuhXX31FSUkJ999/P2PHjuX6669n6tSprF69GoBXX32VSZMmcfXVV5ORkcHKlSs5cuQImzdv1uJlCNGJQW8i82h5TrurkaLqnZrGEx4ezqJFi5g5cybh4eE9em6YxcTNC7I5cPvF/OC0YIJNRorrLJQ3ubh7bS7pv13NTWs2U1Sj/XgFIYQQQnSmacK/efNmZs2axSuvvNJheW5uLtnZ2VitVv+y6dOns2PHDv/6GTNm+NcFBQUxceJE/3ohhoLE8HFEWhMAKKjajkPDAbwZGRn861//4sEHH2Ts2LG92ofb00R8qJfTU6O5cuZcFmf4Xpvd5eGp9fsZv/JNvvOvL9haUtOfoQshhBCijzQdtPu9733vG5fbbDbi4uI6LIuOjqaioqJb64UYChRFITv5DDbkr8GrtrGvfCPThsAA3t6qajzke6DA0qxpXDQliO2ltTz22R7+m3sIj1fl1dxDvJp7iLPGxnPLgmzOnZCMTicDe4UQQggtDckqPQ6HA5PJ1GGZyWTC5XJ1a31P2O323gfaAw6Ho8Nv0TOBev70BJEQmkFpfR5ldQUkhZYQaonWJJa+nsPK+kN4PB7Cg+LwuFTsLjuZURZWLZ/OXYuyeGpjPs9vLabZ1cbnBZV8XlDJhNhQbpo3nsunpGI2DI0JyXorUN+DQ4mcw76R89d3cg77Rs5f4BqSCb/ZbKa+vr7DMpfLhcVi8a8/Mbl3uVyEhYX1+Fh5eXm9jrM3iouLB/V4w00gnj+vGoTXbSLCMIrSoiqgatBjqKurY/369QCcccYZREZG9ngfRjWZcDUE3Oo3fm6uTDdxadJYXs+v45UDtVQ72thna+Knr2/j7rW5fHt8FMszIgk1BXbiH4jvwaFGzmHfyPnrOzmHfSPnL/AMyYQ/Pj6egwcPdlhWXV3t78YTHx9PdXV1p/VZWVk9PlZvntMbDoeD4uJi0tPTCQoKGpRjDieBfv4mMlnT43/99df88Y9/BGDevHkD+r6flQP3tXn4784S/rTuAPtsTVQ72ngqt4rn82q5ckY6N8zJIDXCeuqdDSGB/h4cCuQc9o2cv76Tc9g3Wpy/wb4xO1wNyYQ/JyeHVatW0dra6r+rv23bNqZPn+5fv23bNv/2DoeDvXv3cuONN/b4WMcPDB4MQUFBg37M4UTOX++0f47A10I20OfQClw/L5tr52bxv31HeOyzvXxeUEmzq42nNhzkL18VcHlOGrcunMjU5KgBjaW/yXuw7+Qc9o2cv76Tc9g3cv4Cj+Z1+L/JzJkzSUxM5Pbbbyc/P59Vq1axc+dOVqxYAcBll13G119/zapVq8jPz+f2228nJSWFWbNmaRy5ECenqioltXnsOfKl1qF0m8fbRlXjITzeth4/V6dTOD87hU9+uoSvfn4u38pJQ6coeLwqL20vZvrj77LkLx/ywf4ymUdDCCGEGCBDMuHX6/U8/fTT2Gw2li9fzltvvcVTTz1FUlISACkpKTz55JOsXr2aFStWUF9fz1NPPYWiSDUQMbQVVe9kz5EvKanNo7q5VOtwuqWm+QhfH3qfj/f+i6bW2l7v5/RRMbx8xZnsv/1ibpyXifVoX/6P8ys4d9XHnPbYu/x7ayFuj7e/QhdCCCEEQ6hLz/79+zv8nZaWxgsvvNDl9meddRZnnXXWQIclRL9KjZpAsS0Xl6eVvCPrOWP8CnTK0B7E2l6OU6/TE2yO6PP+xkSH8sdLZ3L3khz+smE/f163n6rmVnaW13HVS+u5873t/PzMLK6ZPY4wi+nUOxRCCCHESQ3JO/xCDFdGvdk/A2+Lq4Hi6t0aR3Ryqqpia/Il/LGho9Ap/fcvIzrYzB3nTKHozuU8s2IW42N9VbZKG+z839vbSHtgDbe9vY0jDYNTOlcIIYQYriThF2KQJUVkEGGNB6Cgahut7maNI+pag8OGs81XbzkuLG1AjmEx6rluznj2/Ooi1vxwAWekxwLQ2Orm0c/2MvbB1/nhS+vZVV43IMcXQgghhjtJ+IUYZIqikJ10BuAbELuv/CuNI+pae3ceRdERE5IyoMfS6RQunpTKFz9bxrqfLePSyaNQFHB7vPxrayFTH32H8/72MZ/kl8sAXyGEEKIHhkwffiFGkrCgGEZFT+RwzR4qGgqpaT5CdEjygB0vNjaWH/zgB9TV1RETE9Pt57V354kOTsKgH7z+9HPSY3ntqrPItzXyh8/zeH5LAa1tHt7fV8b7+8o4LSWKm8/K5ls5aRj0ct9CCCGEOBn5phRCIxnxMzDpffXx95dvGtC71mlpaaxcuZKf//znjBo1qlvPsbsa/VV5Bqo7z6lkxIbx9IpZFN15KXedM4VoqxmAr0tr+f6L6xi/8g3+9EUezU63JvEJIYQQgUASfiE0YtSbGZ8wi7jQNKamnT3kysraGg/7H8eGapPwt4sLDeLeZTkU37WcPy+fyZjoEAAO1bXwyze3kv7AGu58bzsVjQ5N4xRCCCGGIkn4hdBQcuR4TktfitUUpnUoncSEpjIubjpJERkEmUK0DgcAq8nAT87IZN+vL+aVK85k5qhoAOocLlZ+vJvRv13Dta9sJK+yQeNIhRBCiKFDEn4hNDRYd/VLS0t56KGH+Mc//kFZWVm3nhNsDmdc/HSmpC4c4Oh6Tq/TsSInjQ03nctnNyzhgmzfgGKXx8s/Nh9k0sNvcfGzn/JFQaUM8BVCCDHiyaBdIYYIt8dJfuVW4sPS+30Ab0VFBU8++SQA3/3udxk3bly/7l8riqIwf0w888fEk1fZwOOf7eWFbYW4PF7e2VvKO3tLmTkqmlsWTOTSyanodXKPQwghxMgj335CDAGqqrKp4C0O1+xhb9l6vKpH03g83jZNj98bWfHh/O3bcyi6czm3L55ERJCvqtDmwzV8+19fkPX7t3hm/X7srsB7bUIIIURfSMIvxBCgKArpMZMBaHHWc6h6j2axeFUPn+17kU2Fb1PTfESzOHorISyI3543jUN3LeeJS2aQFhkMQEFNEzeu2Uz6A2u4d20utuZWjSMVQgghBock/EIMEcmRmYQHxQFwsGobre4WTeKoa6nA7XFS11KueUtDX4SYjfxsfhYHbr+EF78/j9NSogCosTt54MOdpD+whp++tol8W2O39ve7T/ayamfVQIYshBBCDAhJ+IUYIjrOwOtmv0Yz8LbPrqvXGYgKTtIkhv5k0Ov4zrTRbP7FeXz447NZNsH3mlrbPPx14wGyHnqTy577jI3Fti73cd/7uaz8NI+/767md5/sHazQhRBCiH4hCb8QQ0i4NZbUqCwAyhsKqG3uXkWd/qKqKlVHZ9eNCUlBrxs+4/oVRWFRRiLvXruY3Fsv4IoZYzDqdagqvLGrhHlPruXMJ9fy5u4SvN5jlX3uez+X+z/Y6f975ad53Pd+rhYvQQghhOgVSfiFGGIy4k/HqPfNKDvYA3ibnXU4XE0AxIWlD9pxB9ukxEj++d0zKLjjUv5v4UTCLEYA1hfbWP7Pz5j48Fus2niAu97b3iHZb3f/Bzsl6RdCCBEwJOEXYogxGSyMT5gJ+BLw0tp9g3bs9u484Jt4a7hLDrfy+wtO49Bdy3nkwumkhFsBOGBr5CevbeJ3H+/u8rmS9AshhAgUw6e9XohhJCVyAmV1+UQGJ5Icmdnn/SUnJ/PrX/+aqqoqkpK67pffnvBHWhMwG4L6fNxAEWYxcfOCbH42fwIvby/mV29vo6obVXza7/7fszRnoEMUQgghek0SfiGGIEVRmDnmwn6biTcxMZEbb7yRvLw8EhISvnEbp9tOg8NXhSY2LK1fjhtojHodhTVN3Ur2293/wU48Xi/3nzttACMTQgghek8SfiGGqP5K9rvL5WklKjiJupZy4kdowt9bKz/ezTt7jzA5MZIpiRFMSYpkSlIk8aEjp5VECCHE0CUJvxABoKm1lkPVu8lOnodOGZihN6GWKGaOuQC3x4VRbxqQYwSC9u453zRYtyteFXLL6sgtq+uwPC7E4kv+EyOZnBRBTlIkE+LCMRv0/RqzEEIIcTKS8AsxxNW1VLK58C1UVEItUaTFTOrxPgoLC3nwwQdpbGzk3nvvZeLEiV1uO5KT/XbdTfp/Pn8Ci8cnsrOsjp3ldewqr2d/VSNe1VfWs6q5lY8OlPPRgXL/cww6hQlx4f4LAV9rQAQJoUGD3qojhBBiZJCEX4ghLsIaS6glmsbWavIrt5AQMQazwdqjfdTW1vL6668D8POf/3wgwhx2TpX0371kin+b87NT/Msd7jb2VjSws7yOnWV17Cr33fmvtbsAaPOq7K6oZ3dFPf+hyP+8mGAzOUmRTE70/eQkRZIVH47FKK0BQggh+kYSfiGGOEXRkZ18Bl8VvEmb183+8k1MSV3Yr8coqNqOV/UQHzaasKDoft13IOsq6T8+2T9RkNHA9NRopqceO4+qqlLW6PC1BPhbA+rYV9WI5+gkX9UtTj7Or+Dj/Ar/8/Q6hczYsOO6BfkuBJLCpDVACCFE90nCL0QAiLDGkxKZSWndfsrq80mNyiIy+Jur7fSUqqocqt6Fy9OKw9XU7xcTge7EpP/2hVk9LsOpKArJ4VaSw62cm5XsX97q9pBX2bk1oLrFCYDHq7K3soG9lQ28vL3Y/7woq8nfHai9NSA7IZwgo/xLF0II0Zl8OwgRIDISZlLRUESb18XesnXMGbe8XwbwNjiqcHl8ZSjjpDrPN7pnaQ5utxubzcZvFmX3234tRj3TUqKYlhLlX6aqKhVNDnaW1fsvAHaV15FX2UDb0daAWruLzwoq+ayg0v88naIwPja0Y2tAYiQpEVZpDRBCiBFOEn4hAoTZEMT4hNPZW7aeptZaSmr29moA74naJ9tSFB0xISmn2Hrk+s2ibPLy8gb8OIqikBhmJTHMytIJxyZJc7V5yKtq6HQhUNnku1jzqir7qhrZV9XIf3ccmzE5IsjkLxU6+WirwKSECKwm+fcvhBAjhfzHFyKApEZlUVq7/+gA3q0kRozDZLD0aZ/tCX90cDIGqdAzZJkMenKSoshJiuqwvLLJcbQ7UL3/ImBvZQNujxeAeoeLLwqr+KKwyv8cRYGMmPaxARH+bkGjIoMHtDXgd5/sxWaz8YesrAE7hhBCiM4k4RcigCiKjqykM8gt+YjMhNkY9eY+7c/ubKTZ6asdHxc2qj9CFIMsPjSIczKDOCfzWGuA2+NlX1VDpwuB8kYHAKoKB2yNHLA18lrusdaAMIvxuLEBR1sFEiIINhv7HOd97+ey8lNfC0ls7F5+e8GMPu9TCCFE90jCL0SAiQyO58zM76BT+l6usarpWLIn/feHD6Ne5y/veTxbc6t/cPDO8np2ltWxp6Ie19HWgMZWN+uKqlhX1LE1YGx0qL8VoP1CID0yBJ2ue60B972f26HS0cpP8zAajT0e/CyEEKJ3JOEXIgD1NNkfPXo0f/rTnygrKyM9Pd2/vL07T5glBosxpD9DFENQbIiFxeMTWTw+0b/M7fGSb2v0twK0XwgcabADvtaAg9VNHKxu4vVdh/3PCzUbmXy0O9DxXYNCLR1bA05M9tu1L5OkXwghBp4k/EIEMFVVqWwswqt6SIrI6HK76Oholi9fTl5eHlFRvj7gHm8bjY5qQO7uj2RGvY7shAiyEyL4LqP9y2tanL4LgONmEd5dXk9rmweAJqebDcU2NhTbOuxvTHSIvzUgr7KBV4/rMnQiSfqFEGJwSMIvRADbV76BQzV7MOhMRIekYDYEdfu5ep2BhVnfp7aljGBzxMAFKQJSdLCZBeMSWDDu2HwPbR4vB6ub/PMGtF8IHK5r8W9TWNNMYU0zb+4u6dZxJOkXQoiBJwm/EAEsIXwsh2r20OZ1kV+xmUkpZ/Xo+XqdgdhQGawruseg1zEhPpwJ8eFcPjXdv7zO7mRX+bFyof/LO0LZ0QHC3XH/Bzt5ev1+cpIi/ROUJYVZSQoP8j0OtxIfYsGg7/u8E0KI4a3N62ZTwZsUV+/GoDMyMXk+k1LO/MZta5qPsPHgG9TZK4iwxjNn3CUdylMX2naw/dAH2F1NJEdkMDfjMizG4A77UFWVD/f8g9GxOWTEHytGUNdSwVcFb1LTfASrOYypo85mTOzUAXnN3SEJvxABLDI4gaSIDMrq8ymt209KVBYR1rhO2+3bt49f/vKX2O12/vjHPzJ16tTBD1YMW5FWM2eOjefMsfFA1/32T6a6xcnH+RVdrtcpCgmhFpLCrSSFHbsQSAqzkhweRNLRC4Vwi1EmGhNiBNta9B7VTaUsm3wtza11rMt/lRBLJOkxkzts5/a4+GjPc4yJm8q88d9if/lXfLTnOS6b8SuMehO2phLW569mzthLiApJYlPBW6w78CpnT7zKvw9V9bKp8G3K6vMZHXusldLjbePjvc8zKjqbMzJWUNlQyLoDrxJmiSEmVJv5biThFyLAZSbOoqqxmDav2zcD79hLUE6Ygbe5uZlNmzb5Hze31uFssxMZnNAv1X6EOF5795zuJv3zx8SRERPGkUY7ZQ12yhoc1NidHbbxqipljY5TthxYTfqjFwG+C4P2C4HjLxQSw4IwGwLvfS/zGAhxcm6Pi/zKLZyd/UOiQ5KJDkmm3l5JXtmGTgl/sS0Xvc7IjPTzUBSFmWMupLRuP8XVO8mIn8G+o88ZFz8dgDMzv82rWx6iqbWWUEsULc4GvjzwCk2ttZj0HefDqbdX0uysY1raEox6M2FB0ewr/4qKhkJJ+IUQvWM2WMmIP5288g00Oqoprd1HanT2SZ9zuHYvh2v2YDGGcFbmd+WOqOh33U36714y5Rv777e6PZQ1+pL/Iw32Lh+3DyJuZ3d5/FWFTiYm2OxP/tu7ER3/OCksiJhgS7dLjw40mcdAiFOraynH6/V2KEQRF5bOztJPUVVvh5thtqYS4sPS/N9/iqIQF5aGrekwGfEzsDWVMPm4brLB5giCzeHYmg4TaomitvkIwaZwFkz4f7y948kOcZgNVgAOVGwhO2kutqYSGhxVRIUkoRVJ+IUYBlKjsymt20dTay0HKrcQHz6myxl4VVSqGn3lFcODYiXZFwPmVEl/V8k+gMWoZ0x0KGOiQ7vcv6qq1DlclDXYOXL0AqC8sfPjymYHqtrxudUtTqpbnOSW1XW5f6Ne52slOH48wQljC5LDgvplYrKTkXkMhOgeu6sRs9GKXncsvQ0yheLxtuFss3coP213NRIRHN/h+UHGUOrtvq6FdncjQeawTuvtzgbA973b1c21EEskp6UtZVvx/9ha9B4qXqaOOpukiHH98jp7QxJ+IYYB3dEZeDcXvo3b4+RAxeYuBym1YcfpbgakHKcYeF0l/SdL9rtLURSirGairGYmnTDJ2PHcHi+VTb6LgCMNjqMXAp0fNzndnZ53qK6FQ8dVIfom4RZjp7EFyUcvDNq7FPV20LHMYyBE93m87g7JPoBepz+6ztN5W6Xztu3beTxdrW87ZRxer4cGh43xCTPJiJ9BRUMhXx/6gPiw0SRGjO3x6+oPkvALMUxEBSeSFJGBw9VEWszELrdzUIcOUFCkQo8YFCcm/bcvzBrURNWo15ESEUxKRPBJt2tqdVN29AKgrNFxtOWg4+PyRgdt3o7NBQ2tbhpaG8irbOhy3zpFIT7U0nlswXEtBicOOj7V4GdJ+oXoSK8zdErI2xN4g87YeVu187YGvfEU602njONg1dfUNJdy8bRfoijK0bEEVew+8rkk/EKIvpuYPB+doj9pN51W6rCiJyI4octuP0L0t3uW5uB2u7HZbPxm0cnHmGgl1GIk0xJOZlx4l9t4vSq2llb/hcCRhmMDjU816Li80UF5Nwcdt7cunIok/T0jA5+HN6spHKfbjlf1+AtSOFxN6HXGTt93VlM4DlfHsT4OdxNBptBurT+ZmuYjRFgTOnwXR4ckUVXW9USEA00SfiGGkRObMk9kDTXjphkIJ16684hB9ptF2eTl5WkdRp/odArxoUHEhwZx2km26+ug4564/4Od/GtLAdNSookIMhIZZPb/Dg8yEmk1E2Hx/Y4MMhERZMJiDLwqRX0lA5+Hv6jgRHQ6HbbGEuLD0wGoaiwmJiSlU/W62NBUdpV+jqqqKIqCqqpUNR5iSupC//qqxmJ/bf0WZz0tzoZutYxbTaFUNRZ3WNZgtxFq6brr4UCThF+IYcrjbaO4eiepUcfupqZnHhugFBsqCb8QA6Uvg47f3F3CttLaHh2vuK6F4m60CPjjM+iJCDIRaTURYTERYTV1uiho/2nfJtLq+zvMbBwy1Yu6SwY+94+h3kJi0JsYGzedjQWvMy9jBS2uRnYf+YJ5Gd8CwO5qwqS3YNAbSYuZzLZDa9lc+DaZibPYX76JNo+L9JgpAGQmzmbtrlXEhqYRE5rC5sK3SY2aQKgl6pRxjImbxq7Sz9ha9D/GJ8zE1nSIA5WbWZR1xYC+/pORhF+IYcjtcbEhfzUOdxOt7hYyM6eyZs0aipu2EBQU5C8vJoTQTleDju84Z0qPJi+bkhjBqMgQ6h0u6h0u6o7+bnF1Pbiwtc1DRZODiqbuz4jcTqcohFuM33DBcOyiIPIkFwyDPQeCDHzuH4HSQjJz9PlsLHiDtbv+hslgYeqoc0iLmQTAfzc/yBkZK8iIn4HJYGFx9lVsPPg6Byo3E2lN5OyJV2E82kc/LiyNOeMuZcfhD3G6HSRFZjB33PJuxRBqiWLJpGvYUvQu+yo2EmKO4IxxK0iOHD9gr/tUJOEXYhgy6k1EWONwNDRRUptHckQm4yel4S6wERZmJS4iVesQhRAn0dd5DABcbR4aWt3+C4A6+/EXBE7qHW7q2n/bnb5tj25T3+rCc8Lg5Hbeoy0TdQ4XRT1riAAgyKg/5UWBf/lxvyOtJkLNPZtJWQY+949AaiEx6E3MH38588df3mndVfN+3+Hv2NBULpp2U5f7yoif4e/SczLfOv3XnZbFhaVxfs5PuxHx4JCEX4hhKjNxNlVNh3G4Gvk473kshhDsHjuuFitObxNWUyjx4aO1DlMI0YW+zGMAYDLoiQ3RExvS88H5qqrS7Gw7mtgfuyiod7g7Xyw4nDQc/V1n910s2F2eLvftcHtwuE89gPmb6BSFiCBjpwuGDn9bfY/f3VvKf74uPuU+Jek/OWkhGR4k4RdimLIYg4kJSSWvbB0AOo41o9tdjWw//CHTRp0jSb8QQ9hAzmNwMoqiEGoxEmoxMiry5OVMv4mrzdOhe9HxvxuOtja0LzuxK1K9w433xJnSjvKqKrV2F7V2V19fYgf3f7CT5zYfZHxcOGaDDrNBj1l/9LdBf2zZCetMBh0m/TesP/53h/XHHht0ypCf+FBaSIYPSfiFGKZUVaXRYUOnM+B2O6loLKX6SBOZmZmEhflmD9xfsYm4sPQh/6UjxEim9TwGvWEy6IkLDSIuNKjHz/V6VZpdbn9rwTdeHBy3ruGECwqHu+vWhZM5XG/ncL29V8/tDUXhhIuBEy8q2i8oTnUx0XGZ6RsvNDpfcPj22/EC5vjJ4bo7jkSS/sAgCb8Qw1SdvQKHu4lgczh17ipUVSU6KQSveuzL0O5qpM5eQVRwooaRCiFOJRDmMegvOp1CmMVEmMVEb2qJOY+2Lvz2g508veFAt54zMT6cjLgwnG1eXG0enG1enMf/9nRc5vJ4cXu8vYjuGFX1DZ72lWZ1n3L7waBTFMwGHV5VxdnW/dcnSf/QF9AJv9Pp5L777uODDz7AYrFw9dVXc/XVV2sdlhBDgtPtK9Fn1JvR45s5UFVVQDlhu8G7oyWE6L3hMI/BYDAb9MSHBvHkZbOICbH0aeDzyXi9Ki5P+0XA0QsCzzdcLPgvGo5t6+py3Ym/fetc7c/parujx+1qoHW3X5Oq9rqFRAxtAZ3wP/zww+zevZvnn3+esrIybrvtNpKSkli2bJnWoQmhObPxWL9bo2KluaEMV6ubmFDlhO2sgx2aEEIMir4OfD4ZnU7BotMPqUnMPF7vSS40Trg4OeEi5cSWjU/yy1lfbOvWcQd6TInou4BN+O12O6+++ip/+9vfmDhxIhMnTiQ/P58XX3xREn4hgEhrAlZTGHZXI4qi0FjT+U6+1RRGpDVBg+iEEGJwaDXwWQt6nQ6rSYfV1Pf07t5lOd3qxz8cz+NwpDv1JkPTvn37aGtrY9q0af5l06dPJzc3F6+3b/3qhBgOFEUhM2HWSbfJTJglA3aFEMPePUtzuHvJFP/fgTDweSg48bydSJL9wBGwd/htNhuRkZGYTCb/spiYGJxOJ/X19URFnXrqYyGGu/jw0UwbdQ4b9vyvw3KrKYzMhFlSklMIMWKMpIHP/WkktZAMZwGb8Dscjg7JPuD/2+Xqfn1eu31wBiw6HI4Ov0XPyPnrvVBjPDHeybz+98cJDjVzxoTlTE85B0VRBu39PxzIe7Dv5Bz2jZy/vvvlnNEUFytyDnvo/+Zn4Ha7Wfmpb9D4rfPG8X/zM+Q7JIAEbMJvNps7Jfbtf1ss3Z9VcLArHhQXFw/q8YYbOX+9c6j4EOXFtQDUlDWzb98+jSMKXPIe7Ds5h30j56/v5Bz23KWJCrZJMQBcPsokFaMCTMAm/PHx8dTV1dHW1obB4HsZNpsNi8Xin1SoO7KysgYqxA4cDgfFxcWkp6cTFNTziUhGOjl/fTNmzBhycnIoLS0lJyeHiIgIrUMKOPIe7Ds5h30j56/v5Bz2ze/S0wf9/MmFRf8I2IQ/KysLg8HAjh07mDFjBgDbtm1j8uTJ6HTdH4tstQ5uScKgoKBBP+ZwIuevd6xWq79VLCIiQs5hH8h7sO/kHPaNnL++k3PYN3L+Ak/AVukJCgrikksu4d5772Xnzp189NFH/OMf/+CKK67QOjQhhBBCCCGGjIC9ww9w++23c++993LllVcSEhLCz372M5YsWaJ1WEIIIYQQQgwZAZ3wBwUF8dBDD/HQQw9pHYoQQ9rWrVtZunQpAG+++Sbz5s3TOCIhhBBCDJaATviFEN2nqqrWIQghhBBCAwHbh18IIYQQQghxapLwCyGEEEIIMYxJwi+EEEIIIcQwJgm/EEIIIYQQw5gk/EIIIYQQQgxjkvALIYQQQggxjCnqCK3Vt23bNq1DEGLQqKqKx+MBQK/XoyiKxhEJIYQQ3Td9+nStQwhoUodfiBFAURQMBvm4CyGEECPRiL3DL4QQQgghxEggffiFEEIIIYQYxiThF0IIIYQQYhiThF8IIYQQQohhTBJ+IYQQQgghhjFJ+IUQQgghhBjGJOEXQgghhBBiGJOEXwghhBBCiGFMEn4hhBBCCCGGMUn4B1hlZSU33XQTM2fOZP78+axcuRKn06l1WAHl0KFD/OhHP2LatGksWLCAv//971qHFLCuu+46fv3rX2sdRsD58MMPyczM7PBz0003aR1WwHC5XNx3332cfvrpzJ07l8cffxyZ87H71qxZ0+n9l5mZyYQJE7QOLaCUl5dz/fXXc9ppp7Fo0SKee+45rUMKKDU1Ndx0003MmDGDc845hzVr1mgdkugBg9YBDGeqqnLTTTcRFhbGiy++SENDA7/5zW/Q6XTcdtttWocXELxeL9dddx2TJ0/m9ddf59ChQ9x8883Ex8dz4YUXah1eQHn33Xf5/PPPufTSS7UOJeAcPHiQhQsX8sADD/iXmc1mDSMKLL/97W/ZtGkTzz77LC0tLfzyl78kKSmJ73znO1qHFhDOO+885s+f7/+7ra2NK6+8kgULFmgXVAD6xS9+QVJSEmvWrOHgwYPceuutJCcnc84552gd2pCnqio33HADXq+Xf/3rX1RWVnLbbbcREhLCkiVLtA5PdIPc4R9AhYWF7Nixg5UrV5KRkcGMGTO46aabeOedd7QOLWBUV1eTlZXFvffeS3p6OmeddRZz5sxh27ZtWocWUOrr63n44YeZPHmy1qEEpIKCAsaPH09sbKz/JywsTOuwAkJ9fT2rV6/mgQceYMqUKcyZM4err76a3NxcrUMLGBaLpcN776233kJVVW699VatQwsYDQ0N7Nixg5/85Cekp6dz9tlnM3/+fDZu3Kh1aAFh9+7dbN++nccee4zs7GwWLlzINddcw7PPPqt1aKKbJOEfQLGxsfz9738nJiamw/Lm5maNIgo8cXFxPPHEE4SEhKCqKtu2bWPLli3MnDlT69ACykMPPcTFF1/MuHHjtA4lIBUUFJCenq51GAFp27ZthISEdPjMXnfddaxcuVLDqAJXfX09f/vb37jlllswmUxahxMwLBYLQUFBrFmzBrfbTWFhIV9//TVZWVlahxYQSkpKiIqKIjU11b8sMzOT3bt343a7NYxMdJck/AMoLCysQzOs1+vlhRdeYPbs2RpGFbgWLVrE9773PaZNm8bSpUu1DidgbNy4ka1bt/LTn/5U61ACkqqqFBUVsW7dOpYuXcrZZ5/No48+isvl0jq0gFBSUkJycjJvvPEGy5YtY/HixTz11FN4vV6tQwtIL730EnFxcSxbtkzrUAKK2Wzm7rvv5pVXXiEnJ4dzzz2XM888k29961tahxYQYmJiaGpqwuFw+JdVVFTQ1tZGU1OThpGJ7pKEfxA98sgj7N27l1/+8pdahxKQ/vSnP/GXv/yFvLw8uTvYTU6nk3vuuYe7774bi8WidTgBqaysDIfDgclk4oknnuC2227j7bff5uGHH9Y6tIBgt9s5dOgQL7/8MitXruS2227j3//+twyY7AVVVXn11Vf5/ve/r3UoAamgoICFCxfyyiuvsHLlStauXctbb72ldVgBIScnh7i4OB544AH/Z/qf//wngNzhDxAyaHeQPPLIIzz//PP84Q9/YPz48VqHE5Da+587nU5uvfVWfvWrX0mT9in8+c9/ZtKkSR1amkTPJCcns2nTJsLDw1EUhaysLLxeL//3f//H7bffjl6v1zrEIc1gMNDc3Mxjjz1GcnIy4LuIeumll7j66qs1ji6w7Nq1i8rKSs4//3ytQwk4Gzdu5LXXXuPzzz/HYrEwefJkKisreeaZZ7jooou0Dm/IM5vNPPHEE/ziF79g+vTpREdHc80117By5UpCQkK0Dk90gyT8g+CBBx7gpZde4pFHHpGuKD1UXV3Njh07OPvss/3Lxo0bh9vtprm5maioKA2jG/reffddqqurmTZtGoC/G8r777/P9u3btQwtoERERHT4e+zYsTidThoaGuQ9eAqxsbGYzWZ/sg8wevRoysvLNYwqMH355ZfMmDGD8PBwrUMJOLt37yYtLa1DS2d2djZ/+ctfNIwqsEyZMoVPPvkEm81GZGQk69evJzIykuDgYK1DE90gXXoG2J///GdefvllHn/8cbkr0wulpaXceOONVFZW+pft3r2bqKgoSbS64d///jdvv/02b7zxBm+88QaLFi1i0aJFvPHGG1qHFjC+/PJLZs2a1aHval5eHhEREfIe7IacnBycTidFRUX+ZYWFhR0uAET37Ny5k9NOO03rMAJSXFwchw4d6jD2prCwkJSUFA2jChz19fV897vfpa6ujtjYWAwGA5999pkU0AggkvAPoIKCAp5++mmuvfZapk+fjs1m8/+I7pk8eTITJ07kN7/5DQcPHuTzzz/nkUce4cc//rHWoQWE5ORk0tLS/D/BwcEEBweTlpamdWgBY9q0aZjNZu68804KCwv5/PPPefjhh7nmmmu0Di0gjBkzhgULFnD77bezb98+vvzyS1atWsV3v/tdrUMLOPn5+VJpq5cWLVqE0WjkzjvvpKioiE8++YS//OUv/OAHP9A6tIAQERGB3W7nkUceoaSkhFdffZXVq1fL/8EAoqgy3eGAWbVqFY899tg3rtu/f/8gRxO4KisreeCBB9i4cSNBQUF8//vf5/rrr0dRFK1DCzjts+z+/ve/1ziSwJKfn8/vfvc7duzYQXBwMN/5zne44YYb5D3YTU1NTTzwwAN8+OGHBAUF8b3vfU/OXy9MmTKFp556Ssbk9NLBgwd58MEH2blzJ1FRUfy///f/uPLKK+V92E2FhYXcc8897Nq1i5SUFG655RYWLlyodViimyThF0IIIYQQYhiTLj1CCCGEEEIMY5LwCyGEEEIIMYxJwi+EEEIIIcQwJgm/EEIIIYQQw5gk/EIIIYQQQgxjkvALIYQQQggxjEnCL4QQQgghxDAmCb8QQgS4zMxM1qxZo3UYQgghhihJ+IUQQgghhBjGJOEXQgghhBBiGJOEXwghhhGbzcayZcv44Q9/SGtrq9bhCCGEGAIk4RdCiGGitraWq666iuTkZP7yl79gsVi0DkkIIcQQIAm/EEIMA/X19Vx11VUkJSXxzDPPYDabtQ5JCCHEEGHQOgAhhBB994c//AG3282kSZMwmUxahyOEEGIIkTv8QggxDMydO5c//elPrF69mnXr1mkdjhBCiCFEEn4hhBgGli5dypIlSzjvvPO46667aG5u1jokIYQQQ4Qk/EIIMYzccccdtLS08PDDD2sdihBCiCFCEn4hhBhGYmJi+NWvfsUrr7zCxo0btQ5HCCHEEKCoqqpqHYQQQgghhBBiYMgdfiGEEEIIIYYxSfiFEEIIIYQYxiThF0IIIYQQYhiThF8IIYQQQohhTBJ+IYQQQgghhjFJ+IUQQgghhBjGJOEXQgghhBBiGJOEXwghhBBCiGFMEn4hhBBCCCGGMUn4hRBCCCGEGMYk4RdCCCGEEGIYk4RfCCGEEEKIYez/A+hHrrvvf6WiAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for col in ['Recency', 'Frequency', 'Monetary']:\n", " model = KMeans(n_init='auto', random_state=24)\n", " visualizer = KElbowVisualizer(model, k=(2, 10), title=f'Clustoring for {col}')\n", "\n", " visualizer.fit(df_cluster_features[[col]])\n", " visualizer.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can create a function to cluster each feature, assign a score to them and create a new categorical column in our dataframe representing the Customer Lifetime Value." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def scoring_cluster(data):\n", "\n", " new_data = data.copy()\n", "\n", " for col in ['Recency', 'Frequency', 'Monetary']:\n", " kmeans_col = KMeans(n_init='auto', n_clusters=4, random_state=24)\n", " kmeans_col.fit(new_data[[col]])\n", " new_data[f'Cluster{col}'] = kmeans_col.labels_\n", "\n", " rfm_values = []\n", " for i in range(4):\n", " rfm_values.append((new_data[new_data[f'Cluster{col}'] == i][col].min(), new_data[new_data[f'Cluster{col}'] == i][col].max()))\n", "\n", " if col == 'Recency':\n", "\n", " ordered_rfm_values = []\n", "\n", " for i in enumerate(sorted(rfm_values, reverse=True)):\n", " ordered_rfm_values.append(i)\n", "\n", " score_rfm_values = []\n", " for value in new_data[col]:\n", " for i in range(4):\n", " if (value >= ordered_rfm_values[i][1][0]) & (value <= ordered_rfm_values[i][1][1]):\n", " score_rfm_values.append(i)\n", "\n", " new_data[f'Score{col}'] = score_rfm_values\n", "\n", " else:\n", " ordered_rfm_values = []\n", "\n", " for i in enumerate(sorted(rfm_values)):\n", " ordered_rfm_values.append(i)\n", "\n", " score_rfm_values = []\n", " for value in new_data[col]:\n", " for i in range(4):\n", " if (value >= ordered_rfm_values[i][1][0]) & (value <= ordered_rfm_values[i][1][1]):\n", " score_rfm_values.append(i)\n", "\n", " new_data[f'Score{col}'] = score_rfm_values\n", " \n", " new_data['ScoreCluster'] = new_data['ScoreRecency'] + new_data['ScoreFrequency'] + new_data['ScoreMonetary']\n", " new_data = new_data.drop(['ScoreRecency', 'ScoreFrequency', 'ScoreMonetary', 'ClusterRecency', 'ClusterFrequency', 'ClusterMonetary'], axis=1)\n", "\n", " new_values = []\n", " for value in new_data['ScoreCluster']:\n", " if value <= 3:\n", " new_values.append('LowValue')\n", " elif (value > 3) & (value < 7):\n", " new_values.append('MidValue')\n", " elif value >= 7:\n", " new_values.append('HighValue')\n", "\n", " new_data['ScoreCluster'] = new_values\n", " \n", " return new_data" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Clustering of our customers via scoring" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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RecencyFrequencyMonetary
count1.689000e+031.689000e+031.689000e+03
mean-8.413768e-185.048261e-17-4.291022e-16
std1.000296e+001.000296e+001.000296e+00
min-1.021905e+00-9.635861e-01-3.159182e+00
25%-7.634196e-01-9.635861e-01-6.381039e-01
50%-3.528842e-01-1.280567e-012.970041e-02
75%4.681866e-017.074728e-016.712416e-01
max3.144269e+004.447080e+003.568366e+00
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" ], "text/plain": [ " Recency Frequency Monetary\n", "count 1.689000e+03 1.689000e+03 1.689000e+03\n", "mean -8.413768e-18 5.048261e-17 -4.291022e-16\n", "std 1.000296e+00 1.000296e+00 1.000296e+00\n", "min -1.021905e+00 -9.635861e-01 -3.159182e+00\n", "25% -7.634196e-01 -9.635861e-01 -6.381039e-01\n", "50% -3.528842e-01 -1.280567e-01 2.970041e-02\n", "75% 4.681866e-01 7.074728e-01 6.712416e-01\n", "max 3.144269e+00 4.447080e+00 3.568366e+00" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# We apply our new function\n", "df_cluster_features = scoring_cluster(df_cluster_features)\n", "df_cluster_features.describe()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ScoreCluster\n", "MidValue 627\n", "HighValue 534\n", "LowValue 528\n", "Name: count, dtype: int64" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_cluster_features_no_prep['ScoreCluster'] = df_cluster_features['ScoreCluster']\n", "df_cluster_features_no_prep['ScoreCluster'].value_counts()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# We get our features and our target\n", "X = df_cluster_features_no_prep.drop('ScoreCluster', axis=1)\n", "y = df_cluster_features_no_prep['ScoreCluster']" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# We split our data\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, stratify=y, random_state=24)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# We apply our preprocessing\n", "X_train[['Frequency', 'Monetary']] = np.log(X_train[['Frequency', 'Monetary']])\n", "X_test[['Frequency', 'Monetary']] = np.log(X_test[['Frequency', 'Monetary']])\n", "\n", "scaler = StandardScaler()\n", "scaler.fit(X_train)\n", "\n", "X_train = scaler.transform(X_train)\n", "X_test = scaler.transform(X_test)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " HighValue 0.95 0.95 0.95 107\n", " LowValue 0.94 0.91 0.92 106\n", " MidValue 0.88 0.91 0.90 125\n", "\n", " accuracy 0.92 338\n", " macro avg 0.93 0.92 0.92 338\n", "weighted avg 0.92 0.92 0.92 338\n", "\n" ] } ], "source": [ "# We try some models\n", "lr = LogisticRegression()\n", "\n", "lr.fit(X_train, y_train)\n", "\n", "y_pred = lr.predict(X_test)\n", "\n", "print(classification_report(y_test, y_pred))" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " HighValue 1.00 1.00 1.00 107\n", " LowValue 1.00 0.98 0.99 106\n", " MidValue 0.98 1.00 0.99 125\n", "\n", " accuracy 0.99 338\n", " macro avg 0.99 0.99 0.99 338\n", "weighted avg 0.99 0.99 0.99 338\n", "\n" ] } ], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "rfc = RandomForestClassifier()\n", "\n", "rfc.fit(X_train, y_train)\n", "\n", "y_pred = rfc.predict(X_test)\n", "\n", "print(classification_report(y_test, y_pred))" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Clustering of our customers via KMeans" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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RecencyFrequencyMonetary
0-0.5657540.3606970.983468
11.243642-0.963586-0.465036
21.456513-0.1280570.355885
31.198027-0.963586-0.411374
40.3465470.3606970.746318
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" ], "text/plain": [ " Recency Frequency Monetary\n", "0 -0.565754 0.360697 0.983468\n", "1 1.243642 -0.963586 -0.465036\n", "2 1.456513 -0.128057 0.355885\n", "3 1.198027 -0.963586 -0.411374\n", "4 0.346547 0.360697 0.746318" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# We can reuse the preprocessed dataframe from before and drop the \"ScoreCluster\" column\n", "df_cluster_features = df_cluster_features.drop('ScoreCluster', axis=1)\n", "df_cluster_features.head()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# We then apply a clustering on the whole dataset\n", "model = KMeans(n_init='auto')\n", "visualizer = KElbowVisualizer(model, k=(2, 10))\n", "\n", "visualizer.fit(df_cluster_features)\n", "visualizer.show()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([0, 1, 2, 3], dtype=int32), array([267, 585, 528, 309]))" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# We split our customers into 4 clusters and check how many customers there are in each cluster\n", "kmeans = KMeans(n_init='auto', n_clusters=4, random_state=60)\n", "kmeans.fit(df_cluster_features)\n", "np.unique(kmeans.labels_, return_counts=True)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/victorerrotaberea/.pyenv/versions/3.10.4/envs/artefact/lib/python3.10/site-packages/sklearn/base.py:439: UserWarning: X does not have valid feature names, but KMeans was fitted with feature names\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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RecencyFrequencyMonetaryCluster
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" ], "text/plain": [ " Recency Frequency Monetary Cluster\n", "0 30 3 463.41 1\n", "1 149 1 40.00 0\n", "2 163 2 160.33 0\n", "3 146 1 43.80 0\n", "4 90 3 310.30 1" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# We can reuse our dataframe from before and drop the features we won't use\n", "df_cluster_features_no_prep = df_cluster_features_no_prep.drop(['CustomerID', 'ScoreCluster'], axis=1)\n", "df_cluster_features_no_prep['Cluster'] = kmeans.labels_\n", "df_cluster_features_no_prep.head()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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RecencyFrequencyMonetaryCluster
count1689.0000001689.0000001689.0000001689.000000
mean67.2084073.448194363.6860981.520426
std65.7872525.4375881403.7994330.965503
min0.0000001.0000000.4200000.000000
25%17.0000001.00000029.8500001.000000
50%44.0000002.00000092.3500001.000000
75%98.0000004.000000273.3000002.000000
max274.00000089.00000036688.9600003.000000
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" ], "text/plain": [ " Recency Frequency Monetary Cluster\n", "count 1689.000000 1689.000000 1689.000000 1689.000000\n", "mean 67.208407 3.448194 363.686098 1.520426\n", "std 65.787252 5.437588 1403.799433 0.965503\n", "min 0.000000 1.000000 0.420000 0.000000\n", "25% 17.000000 1.000000 29.850000 1.000000\n", "50% 44.000000 2.000000 92.350000 1.000000\n", "75% 98.000000 4.000000 273.300000 2.000000\n", "max 274.000000 89.000000 36688.960000 3.000000" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_cluster_features_no_prep.describe()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We will remove the outliers to have a better understanding graphically." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "df_no_outlier = df_cluster_features_no_prep[df_cluster_features_no_prep['Monetary'] <= 5000]\n", "df_no_outlier = df_no_outlier[df_no_outlier['Frequency'] <= 15]" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "palette = ['darkblue', 'darkgreen', 'darkred', 'darkorange']\n", "sns.scatterplot(data=df_no_outlier, x='Recency', y='Frequency', hue='Cluster', palette=palette, alpha=0.2)\n", "plt.title('Recency vs Frequency')\n", "plt.xlabel('Recency')\n", "plt.ylabel('Frequency')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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tB3S9O++8k//zf/4Pd9xxBz09PbS1tfG+972PK664onLeu971Lv7yl79wySWXcMMNN3DZZZfR19fH17/+dTZt2sSyZct405vehGVZ3HHHHaRSqUppyXjOPPNMLMvS7K7IAmJ53rCGgyIiMid84AMfIBQKVfULltnx8MMPc/XVV/OrX/1qwgWGIjJ/aIZXRGQO2bRpE9u3b+fRRx/l//7f/1vr4SwqP//5z3nqqaf41re+xYUXXqiwK7KAKPCKiMwhv/zlL9m5cydXX331AS3ykpdv165d3HfffWzYsIGPfvSjtR6OiEwjlTSIiIiIyIKmtmQiIiIisqAp8IqIiIjIgqbAKyIiIiILmhatjeHPf/4znucRCARqPRQRERERGYPjOFiWNebOjyNphncMnucxm2v5PM+jUCjM6jVlanRv5i7dm7lL92bu0r2Zu3RvDtyB5DXN8I5haGZ33bp1s3K9TCbDM888wxFHHEE0Gp2Va8rU6N7MXbo3c5fuzdylezN36d4cuKeeemrK52qGV0REREQWNAVeEREREVnQFHhFREREZEFT4BURERGRBU2BV0REREQWNAVeEREREVnQFHhFREREZEFT4BURERGRBU2BV0REREQWNAVeEREREVnQFHhFREREZEFT4BURERGRWZXP5/nYxz7GKaecwqtf/WruvvvuGb2ef0ZfXWQ2OBko5cHyQTAOln6PExERmcs+//nP85e//IX77ruPPXv28K//+q8sX76cc889d0aup8Ar85eTgfRuKAwAnnnMDkGsDaKtNR2aiIjIfNHenuKWWzbT15ejsTHMhz+8gZUrEzN2vUwmw3e+8x3uuusujjvuOI477jheeOEFHnjgAQVekSpOFvq2gudUP+7mYaAdPA9iS2ozNhERkXmgWHS55JKf8vDD2+nszFQef+CBZzj//MO4665z8Pun/1PTZ599lmKxyEknnVR5bMOGDXzlK1/BdV1se/qvqc9+ZX7KdI4OuxUeDO4FtzirQxIREZlPLrnkp9x331+rwi5AZ2eG++77K5de+l8zct2uri4aGxsJBoOVx1paWsjn8ySTyRm5pgKvzD9uEfJ9E5/jFSHfPzvjERERmWfa21M8/PB2PG/s454HDz+8jfb21LRfO5vNVoVdoPJ9oVCY9uuBAq/MR26RSs3upOeJiIjISLfcsnnUzO5IHR0ZvvSlzdN+7VAoNCrYDn0fDoen/XqgwCvzke1nSn907cCMD0VERGQ+6uvLTem83t6pnXcg2tra6Ovro1jcPzHV1dVFOBwmkZiZxXIKvDL/2H4IN018jhWA0MytMBUREZnPGhunNpPa1DT9M67HHHMMfr+fLVu2VB7bvHkz69atm5EFa6DAK/NVtNW0IBuTBfFl5ZlgERERGenDH97AkiXRCc9pa4vyoQ9tmPZrRyIR/v7v/55PfOITPPnkk/z85z/n7rvv5qKLLpr2aw1R4JX5yR+GhiMg1DhsowkL/BFIrFYfXhERkQmsXJng/PMPw7LGPm5ZcN55h81YP95rrrmG4447jve85z188pOf5J//+Z953eteNyPXAvXhlfksEIaGw6GYg1LBBN9AjHH/6xUREZGKu+46B8uyePjhbXR07F/A1tYW5bzzTB/emRKJRLjxxhu58cYbZ+wawynwyvznD5svERERmTK/3+buu8+t2mmtuTnChz50MitWLKx1MAq8IiIiIovYypUJbr75rFoPY0aphldEREREFjQFXhERERFZ0BR4RURERGRBU+AVERERkQVNgVdEREREFjQFXhERERFZ0BR4RURERGRBU+AVERERkZooFApccMEF/OEPf5jR6yjwioiIiMisy+fzXHXVVbzwwgszfi3ttCYiIiKyiLX3tnPLz26hL9NHY7SRD//dh1nZtHJGr7l161b+5V/+Bc/zZvQ6QxR4RURERBahYqnIJV+/hIefepjOgc7K4w/84QHOX3c+d110F37fzETFxx9/nNNOO40Pf/jDnHjiiTNyjeEUeEVEREQWoUu+fgn3/e4+PKpnWTsHOrnvd/dhYXH3++6ekWu/853vnJHXHY9qeEVEREQWmfbedh5+6uFRYXeIh8fDf3mY9t72WR7ZzFDgFREREVlkbvnZLVVlDGPpSHXwpZ99aXYGNMMUeEVEREQWmb5M35TO6830zvBIZocCr4iIiMgi0xhtnNJ5TdGmGR7J7FDgFREREVlkPvx3H2ZJ3ZIJz2lLtPGhv/vQ7AxohinwioiIiCwyK5tWcv6687GwxjxuYXHe8efNeD/e2aK2ZCIiIiKL0F0X3YWFxcN/eZiOVEfl8bZEG+cdfx53XXTXrIzjueeem/FrKPCKiIiILEJ+n5+733d31U5rzbFmPvTaD7GiaUWthzetFHhFREREFrGVTSu5+e0313oYM0o1vCIiIiKyoCnwioiIiMiCpsArIiIiIguaAq+IiIiILGgKvCIiIiKyoCnwioiIiMiCpsArIiIiIguaAq+IiIiIzJqOjg4++MEPcuqpp3LGGWdwww03kM/nZ/Sa2nhCRERERGaF53l88IMfJJFI8MADD9Df38/HPvYxbNvmX//1X2fsugq8IiIiIotYqr2dzbfcQq6vj3BjIxs+/GESK1fOyLW2bdvGli1b+O1vf0tLSwsAH/zgB7nxxhsVeEVERERkernFIj+95BK2P/wwmc7OyuPPPPAAh51/PufcdRe2f3qjYmtrK1/96lcrYXdIOp2e1uuMpMArIiIisgj99JJL+Ot994HnVT2e6ezkr/fdh2VZnHv33dN6zUQiwRlnnFH53nVd7r//fk4//fRpvc5ICrwiIiIii0yqvZ3tDz88KuxWeB7bHn6YVHv7jJU3ANx00008/fTTfPe7352xa4C6NIiIiIgsOptvuaWqjGEsmY4ONn/pSzM2hptuuon77ruPm266ibVr187YdUAzvCIiIiKLTq6vb2rn9fbOyPU/9alP8c1vfpObbrqJc845Z0auMZwCr4iIiMgiE25snNp5TU3Tfu2NGzfyrW99i5tvvplzzz132l9/LCppEBEREVlkNnz4w0SXLJnwnGhbGxs+9KFpve6LL77IbbfdxiWXXMKGDRvo6uqqfM0kzfCKiIiILDKJlSs57Pzzx+zSAIBlcdh55037grVf/OIXlEolbr/9dm6//faqY88999y0Xms4BV4RERGRReicu+7Csiy2PfwwmY6OyuPRtjYOO+88zrnrrmm/5qWXXsqll1467a87GQVeERERkUXI9vs59+67q3ZaizQ3c/KHPkRixYpaD29aKfCKiIiILGKJlSs56+abaz2MGaVFayIiIiKyoCnwioiIiMiCpsArIiIiIgvanAm8l156Kf/7f//vyvdPP/00//AP/8D69et5y1vewl/+8peq83/4wx/y2te+lvXr13PFFVfQO2wnEM/z+MIXvsDpp5/Oqaeeyuc//3lc15219yIiIiIic8ecCLw/+tGP+NWvflX5PpPJcOmll3LKKafwve99j5NOOonLLruMTCYDwJNPPsm1117LlVdeybe//W1SqRTXXHNN5fn33HMPP/zhD9m4cSO33norP/jBD7jnnntm/X2JiIiISO3VPPAmk0k+//nPs27duspjDz/8MKFQiKuvvpo1a9Zw7bXXEovF+MlPfgLA/fffz3nnncff//3fc/TRR/P5z3+eX/3qV7S3twPw9a9/nQ9+8IOccsopnH766XzkIx/hgQceqMn7ExEREZHaqnngvfHGG3nTm97EEUccUXnsiSeeYMOGDViWBYBlWZx88sls2bKlcvyUU06pnL9s2TKWL1/OE088QUdHB3v37uUVr3hF5fiGDRvYvXs3nZ2ds/OmRERERGTOqGkf3scee4z//u//5gc/+AGf+MQnKo93dXVVBWCA5uZmXnjhBQA6OztZMmL/5+bmZvbt21fZi3n48ZaWFgD27ds36nnj8TyvUkIx07LZbNU/Ze7QvZm7dG/mLt2buUv3Zu5abPdm586dfO5zn2PLli3U19fzj//4j7znPe85oNfwPK8yOTqZmgXefD7Pxz/+ca677jrC4XDVsWw2SzAYrHosGAxSKBQAyOVy4x7P5XKV74cfAyrPnwrHcXjmmWem/oamwY4dO2b1ejJ1ujdzl+7N3KV7M3fp3sxdi+HeuK7LRz/6UQ4//HA+/elPs2/fPjZu3IjjOLzqVa86oNcamQfHU7PAu3HjRo4//njOOOOMUcdCodCocFooFCrBeLzjkUikKtyGQqHKvwNEIpEpjy8QCIyaZZ4p2WyWHTt2sHr16gMao8w83Zu5S/dm7tK9mbt0b+auWt4ba2AX/ie/DPkkhBoonvDPeHUzt7VwV1cX69at47rrriMWiwGwefNmOjs7OeaYY6b8Olu3bp3yuTULvD/60Y/o7u7mpJNOAvaH0p/+9KdccMEFdHd3V53f3d1dKUdoa2sb83hrayttbW2A+WGuKO8DPVTm0NraOuXxWZZFNBo9iHd28CKRyKxfU6ZG92bu0r2Zu3Rv5i7dm7lrVu+NW4T/ugS2PwyZ/eucAlv/Aw47H153F9jTHxVXrVrFl7/8ZcCUJfzpT3/iT3/6Ex//+McP6L1PtZwBahh4v/GNb1AsFivff+ELXwDgIx/5CH/84x+56667KrUZQz+M//k//ycA69evZ/PmzVx44YUA7N27l71797J+/Xra2tpYvnw5mzdvrgTezZs3s3z58inX74qIiIgseP91Cfz1PsCrfjzTWX7cgnPvntEhnH322ezZs4ezzjqLc845Z8auU7MuDYcccgirVq2qfMViMWKxGKtWreLcc88llUrxmc98hq1bt/KZz3yGbDbLeeedB8A73vEOvv/97/Od73yHZ599lquvvprXvOY1rFy5snL8C1/4An/4wx/4wx/+wBe/+EUuuuiiWr1VERERkbkl1W5mdkeG3QrPHE+1z+gwbr31Vr7yla/wzDPPcMMNN8zYdWrapWE88XicO+64g49//OP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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df_no_outlier, x='Recency', y='Monetary', hue='Cluster', palette=palette, alpha=0.2)\n", "plt.title('Recency vs Monetary')\n", "plt.xlabel('Recency')\n", "plt.ylabel('Monetary')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df_no_outlier, x='Frequency', y='Monetary', hue='Cluster', palette=palette, alpha=0.2)\n", "plt.title('Frequency vs Monetary')\n", "plt.xlabel('Frequency')\n", "plt.ylabel('Monetary')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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RecencyFrequencyMonetaryCluster
count267.000000267.000000267.000000267.0
mean192.0674161.32209764.0316100.0
std46.5437290.785918163.8828930.0
min126.0000001.0000000.4200000.0
25%153.0000001.0000008.5500000.0
50%182.0000001.00000019.3500000.0
75%223.0000001.00000060.0000000.0
max274.0000009.0000001715.8500000.0
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RecencyFrequencyMonetaryCluster
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" ], "text/plain": [ " Recency Frequency Monetary Cluster\n", "count 266.000000 266.000000 266.000000 266.0\n", "mean 20.800752 7.650376 825.054511 3.0\n", "std 21.279314 2.646810 679.648141 0.0\n", "min 0.000000 3.000000 101.060000 3.0\n", "25% 7.000000 6.000000 374.687500 3.0\n", "50% 14.000000 7.000000 618.525000 3.0\n", "75% 28.750000 9.000000 1028.592500 3.0\n", "max 188.000000 15.000000 4702.440000 3.0" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_no_outlier[df_no_outlier['Cluster'] == 3].describe()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We have pretty clear clusters:\n", "- Cluster 0: Customers who does not order often (low frequency, usually 1 order), for a low value (around £10 to £60 in the timeframe) and not recently (more than 125 days) ; 267 customers,\n", "\n", "- Cluster 1: Customers who order rather often (medium to high frequency, up to 4 orders), for a medium value (between £90 and £250 in the timeframe) and very recently (less than 60 days) ; 584 customers,\n", "\n", "- Cluster 2: Customers who does not order often (low frequency, usually 1 order), for a low value (around £15 to £55 in the timeframe) and recently (less than 125 days) ; 528 customers,\n", "\n", "- Cluster 3: Customers who order very often (high frequency, more than 6 orders), for a high value (between £100 and £1000 in the timeframe) and very recently (less than 50 days, most are within the month) ; 266 customers." ] } ], "metadata": { "kernelspec": { "display_name": "artefact", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.4" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }