{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "vMso8vKlC5eO" }, "source": [ "# Guided Project: Credit Card Customer Segmentation\n", "\n", "In this guided project, we’ll play the role of a data scientist working for a credit card company. We’ve been given a dataset containing information about the company’s clients and asked to help segment them into different groups in order to apply different business strategies for each type of customer. \n", "\n", "The company expects to receive a group for each client and also an explanation of the characteristics of each group and what are the main points that make them different.\n", "\n", "In a planning meeting with the Data Science coordinator, it was decided that we should use the K-means algorithm to segment the data.\n", "\n", "In order to use the algorithm properly and achieve all the goals that the company has set for us, we'll go through the following steps:\n", "\n", "* Analyze the dataset;\n", "* Prepare the data for modeling;\n", "* Find an appropriate number of clusters;\n", "* Segment the data;\n", "* Interpret and explain the results." ] }, { "cell_type": "markdown", "metadata": { "id": "nrJEcDKtuJ5D" }, "source": [ "We'll start by importing the packages we'll use." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "executionInfo": { "elapsed": 2469, "status": "ok", "timestamp": 1655403151369, "user": { "displayName": "Otavio Simões", "userId": "06135767988650517714" }, "user_tz": 180 }, "id": "vh2lXgn5GPv8" }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.cluster import KMeans\n", "\n", "np.random.seed(42)\n", "\n", "sns.set_style('whitegrid')\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": { "id": "zZ0_e9EhoFpP" }, "source": [ "# Exploratory Data Analysis" ] }, { "cell_type": "markdown", "metadata": { "id": "_pIyjlZtuxT5" }, "source": [ "After reading the data into pandas, it's time to explore it. Let's investigate the size of the dataset, what columns it contains, the type of values in each column, and also check on missing values." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 270 }, "executionInfo": { "elapsed": 11, "status": "ok", "timestamp": 1655403152437, "user": { "displayName": "Otavio Simões", "userId": "06135767988650517714" }, "user_tz": 180 }, "id": "6pYPQo8_C6qA", "outputId": "71f11f53-b250-41c6-d7b6-17287661051a" }, "outputs": [ { "data": { "text/html": [ "\n", "
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customer_idagegenderdependent_counteducation_levelmarital_statusestimated_incomemonths_on_booktotal_relationship_countmonths_inactive_12_moncredit_limittotal_trans_amounttotal_trans_countavg_utilization_ratio
076880538345M3High SchoolMarried69000395112691.01144420.061
181877000849F5GraduateSingle2400044618256.01291330.105
271398210851M3GraduateMarried9300036413418.01887200.000
376991185840F4High SchoolUnknown3700034343313.01171200.760
470910635840M3UneducatedMarried6500021514716.0816280.000
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\n", " " ], "text/plain": [ " customer_id age gender dependent_count education_level marital_status \\\n", "0 768805383 45 M 3 High School Married \n", "1 818770008 49 F 5 Graduate Single \n", "2 713982108 51 M 3 Graduate Married \n", "3 769911858 40 F 4 High School Unknown \n", "4 709106358 40 M 3 Uneducated Married \n", "\n", " estimated_income months_on_book total_relationship_count \\\n", "0 69000 39 5 \n", "1 24000 44 6 \n", "2 93000 36 4 \n", "3 37000 34 3 \n", "4 65000 21 5 \n", "\n", " months_inactive_12_mon credit_limit total_trans_amount \\\n", "0 1 12691.0 1144 \n", "1 1 8256.0 1291 \n", "2 1 3418.0 1887 \n", "3 4 3313.0 1171 \n", "4 1 4716.0 816 \n", "\n", " total_trans_count avg_utilization_ratio \n", "0 42 0.061 \n", "1 33 0.105 \n", "2 20 0.000 \n", "3 20 0.760 \n", "4 28 0.000 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "customers = pd.read_csv('customer_segmentation.csv')\n", "\n", "customers.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 10, "status": "ok", "timestamp": 1655403152439, "user": { "displayName": "Otavio Simões", "userId": "06135767988650517714" }, "user_tz": 180 }, "id": "YaLhvV-SDCVJ", "outputId": "a41980ba-5622-4a0a-b38a-706d87fd343f" }, "outputs": [ { "data": { "text/plain": [ "(10127, 14)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "customers.shape" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 5, "status": "ok", "timestamp": 1655403153283, "user": { "displayName": "Otavio Simões", "userId": "06135767988650517714" }, "user_tz": 180 }, "id": "tduML_H_DFfz", "outputId": "9395767f-f97f-4bf7-db16-4cf1eca04d31" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 10127 entries, 0 to 10126\n", "Data columns (total 14 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 customer_id 10127 non-null int64 \n", " 1 age 10127 non-null int64 \n", " 2 gender 10127 non-null object \n", " 3 dependent_count 10127 non-null int64 \n", " 4 education_level 10127 non-null object \n", " 5 marital_status 10127 non-null object \n", " 6 estimated_income 10127 non-null int64 \n", " 7 months_on_book 10127 non-null int64 \n", " 8 total_relationship_count 10127 non-null int64 \n", " 9 months_inactive_12_mon 10127 non-null int64 \n", " 10 credit_limit 10127 non-null float64\n", " 11 total_trans_amount 10127 non-null int64 \n", " 12 total_trans_count 10127 non-null int64 \n", " 13 avg_utilization_ratio 10127 non-null float64\n", "dtypes: float64(2), int64(9), object(3)\n", "memory usage: 1.1+ MB\n" ] } ], "source": [ "customers.info()" ] }, { "cell_type": "markdown", "metadata": { "id": "aOlCi7wqvn_e" }, "source": [ "There are 10127 rows and 14 columns in the dataset including a unique identifier for each client, which is not going to be needed for the segmentation. \n", "\n", "Of the 13 columns left, there are 8 columns containing integers, 2 containing floats, and 3 columns containing strings, which means we have 3 categorical columns to deal with.\n", "\n", "Also, there are no missing values." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 290, "status": "ok", "timestamp": 1655403157162, "user": { "displayName": "Otavio Simões", "userId": "06135767988650517714" }, "user_tz": 180 }, "id": "kimWNhqd02jk", "outputId": "5e84914e-5038-4d83-c8fc-7512e61a155b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "gender\n", "F 5358\n", "M 4769\n", "Name: gender, dtype: int64\n", "\n", "education_level\n", "Graduate 3685\n", "High School 2351\n", "Uneducated 1755\n", "College 1192\n", "Post-Graduate 616\n", "Doctorate 528\n", "Name: education_level, dtype: int64\n", "\n", "marital_status\n", "Married 4687\n", "Single 3943\n", "Unknown 749\n", "Divorced 748\n", "Name: marital_status, dtype: int64\n", "\n" ] } ], "source": [ "for col in ['gender', 'education_level', 'marital_status']:\n", " print(col)\n", " print(customers[col].value_counts(), end='\\n\\n')" ] }, { "cell_type": "markdown", "metadata": { "id": "ijlfReV81iaj" }, "source": [ "Here we can see how many unique categories are there in each categorical variable and how many datapoints per category." ] }, { "cell_type": "markdown", "metadata": { "id": "oobUadobwYWz" }, "source": [ "As we're working with unsupervised machine learning, there isn't a target variable on which we can measure the impacts of the other variables.\n", "\n", "But we can see the correlation between the numeric variables and their distributions. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 585 }, "executionInfo": { "elapsed": 1564, "status": "ok", "timestamp": 1655403415490, "user": { "displayName": "Otavio Simões", "userId": "06135767988650517714" }, "user_tz": 180 }, "id": "4GrOsy0VDKKI", "outputId": "0cc95d1e-1790-4b92-8c3a-b4f3c3eb5b2e" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12,8))\n", "sns.heatmap(round(customers.drop('customer_id', axis=1).corr(), 2), cmap='Blues', annot=True, ax=ax)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "VEaIgIPTxh7b" }, "source": [ "Most of the variables present weak correlations between each other, but there are some we can highlight:\n", "\n", "* Age is strongly correlated with how long the person has been a customer (months_on_book);\n", "* Credit limit is positively correlated with the estimated income and negatively correlated with the average utilization ratio;\n", "* The total number of transactions (total_trans_count) is strongly correlated with the total amount transitioned (total_trans_amount).\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 729 }, "executionInfo": { "elapsed": 4537, "status": "ok", "timestamp": 1654633550321, "user": { "displayName": "Otavio Simões", "userId": "06135767988650517714" }, "user_tz": 180 }, "id": "hDEaCfMBD0W4", "outputId": "3f132b29-df9d-4180-83b4-d2cb9c09cfd6" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 10))\n", "\n", "#Removing the customer's id before plotting the distributions\n", "customers.drop('customer_id', axis=1).hist(ax=ax)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "jvjIC_RMyULG" }, "source": [ "Regarding distributions, we have a couple of them closer to a normal distribution, but most of them are skewed." ] }, { "cell_type": "markdown", "metadata": { "id": "4hte6KIyoLhr" }, "source": [ "# Feature Engineering\n", "\n", "We're now dealing with the 3 categorical variables.\n", "\n", "The `gender` column is the easiest one. We'll use a lambda function to replace the values with ones and zeros.\n", "\n", "We'll also be able to transform the `education_level` column to numeric. We'll use the `replace()` method to perform this task. This method will assign a value to each level of education:\n", "\n", "* `Uneducated - 0`\n", "* `High School - 1`\n", "* `College - 2`\n", "* `Graduate - 3`\n", "* `Post-Graduate - 4`\n", "* `Doctorate - 5`\n", "\n", "Unfortunately, we can't do the same for this marital_status column as there is no level of magnitude between \"Single\", \"Married\" or \"Divorced\", for example. We can't say that any of them is higher or better than the others. Therefore, we'll use one-hot-encoding to create dummy variables from this column and then drop the original variable." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 270 }, "executionInfo": { "elapsed": 8, "status": "ok", "timestamp": 1655404970786, "user": { "displayName": "Otavio Simões", "userId": "06135767988650517714" }, "user_tz": 180 }, "id": "rPFZt7tBEDuk", "outputId": "438b9351-84ee-4f82-ee36-f490a8863b91" }, "outputs": [ { "data": { "text/html": [ "\n", "
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customer_idagegenderdependent_counteducation_levelmarital_statusestimated_incomemonths_on_booktotal_relationship_countmonths_inactive_12_moncredit_limittotal_trans_amounttotal_trans_countavg_utilization_ratio
07688053834513High SchoolMarried69000395112691.01144420.061
18187700084905GraduateSingle2400044618256.01291330.105
27139821085113GraduateMarried9300036413418.01887200.000
37699118584004High SchoolUnknown3700034343313.01171200.760
47091063584013UneducatedMarried6500021514716.0816280.000
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\n", " " ], "text/plain": [ " customer_id age gender dependent_count education_level marital_status \\\n", "0 768805383 45 1 3 High School Married \n", "1 818770008 49 0 5 Graduate Single \n", "2 713982108 51 1 3 Graduate Married \n", "3 769911858 40 0 4 High School Unknown \n", "4 709106358 40 1 3 Uneducated Married \n", "\n", " estimated_income months_on_book total_relationship_count \\\n", "0 69000 39 5 \n", "1 24000 44 6 \n", "2 93000 36 4 \n", "3 37000 34 3 \n", "4 65000 21 5 \n", "\n", " months_inactive_12_mon credit_limit total_trans_amount \\\n", "0 1 12691.0 1144 \n", "1 1 8256.0 1291 \n", "2 1 3418.0 1887 \n", "3 4 3313.0 1171 \n", "4 1 4716.0 816 \n", "\n", " total_trans_count avg_utilization_ratio \n", "0 42 0.061 \n", "1 33 0.105 \n", "2 20 0.000 \n", "3 20 0.760 \n", "4 28 0.000 " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "customers_modif = customers.copy()\n", "customers_modif['gender'] = customers['gender'].apply(lambda x: 1 if x == 'M' else 0)\n", "customers_modif.head()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 4, "status": "ok", "timestamp": 1655404973480, "user": { "displayName": "Otavio Simões", "userId": "06135767988650517714" }, "user_tz": 180 }, "id": "gx5VtW6m0Oo5", "outputId": "d1233ae9-9949-4139-ad92-e5f9a3b3ce2c" }, "outputs": [ { "data": { "text/plain": [ "0 1\n", "1 3\n", "2 3\n", "3 1\n", "4 0\n", "Name: education_level, dtype: int64" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "customers_modif.replace(to_replace={'Uneducated': 0, 'High School': 1, 'College':2,\n", " 'Graduate': 3, 'Post-Graduate': 4, 'Doctorate':5}, inplace=True)\n", "customers_modif['education_level'].head()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 288 }, "executionInfo": { "elapsed": 21, "status": "ok", "timestamp": 1654633550325, "user": { "displayName": "Otavio Simões", "userId": "06135767988650517714" }, "user_tz": 180 }, "id": "TS1lGyuHDLk2", "outputId": "a0d4b525-3c97-43c3-845b-87358b5d7f92" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(10127, 16)\n" ] }, { "data": { "text/html": [ "\n", "
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\n", " " ], "text/plain": [ " customer_id age gender dependent_count education_level \\\n", "0 768805383 45 1 3 1 \n", "1 818770008 49 0 5 3 \n", "2 713982108 51 1 3 3 \n", "3 769911858 40 0 4 1 \n", "4 709106358 40 1 3 0 \n", "\n", " estimated_income months_on_book total_relationship_count \\\n", "0 69000 39 5 \n", "1 24000 44 6 \n", "2 93000 36 4 \n", "3 37000 34 3 \n", "4 65000 21 5 \n", "\n", " months_inactive_12_mon credit_limit total_trans_amount \\\n", "0 1 12691.0 1144 \n", "1 1 8256.0 1291 \n", "2 1 3418.0 1887 \n", "3 4 3313.0 1171 \n", "4 1 4716.0 816 \n", "\n", " total_trans_count avg_utilization_ratio marital_status_Married \\\n", "0 42 0.061 1 \n", "1 33 0.105 0 \n", "2 20 0.000 1 \n", "3 20 0.760 0 \n", "4 28 0.000 1 \n", "\n", " marital_status_Single marital_status_Unknown \n", "0 0 0 \n", "1 1 0 \n", "2 0 0 \n", "3 0 1 \n", "4 0 0 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dummies = pd.get_dummies(customers_modif[['marital_status']], drop_first=True)\n", "\n", "customers_modif = pd.concat([customers_modif, dummies], axis=1)\n", "customers_modif.drop(['marital_status'], axis=1, inplace=True)\n", "\n", "print(customers_modif.shape)\n", "customers_modif.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "cjvRX4R_oSAd" }, "source": [ "# Scaling the Data\n", "\n", "First, we need to standardize the dataset. We'll use scikit-learn's StandardScaler() for this task." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 18, "status": "ok", "timestamp": 1654633550326, "user": { "displayName": "Otavio Simões", "userId": "06135767988650517714" }, "user_tz": 180 }, "id": "NmG81CGwGGA3", "outputId": "5e97be11-ed46-4752-b8cc-0af6485ca2a0" }, "outputs": [ { "data": { "text/plain": [ "array([[-0.16540558, 1.05995565, 0.50336813, -0.75221102, 0.1758098 ,\n", " 0.38462088, 0.76394261, -1.32713603, 0.4466219 , -0.95970657,\n", " -0.97389518, -0.77588223, 1.07733799, -0.79850685, -0.28260887],\n", " [ 0.33357038, -0.9434357 , 2.04319867, 0.66278684, -0.96716585,\n", " 1.01071482, 1.40730617, -1.32713603, -0.04136665, -0.91643261,\n", " -1.35734038, -0.61627565, -0.92821381, 1.2523374 , -0.28260887],\n", " [ 0.58305837, 1.05995565, 0.50336813, 0.66278684, 0.78539682,\n", " 0.00896451, 0.12057905, -1.32713603, -0.5736978 , -0.74098169,\n", " -1.91120566, -0.99715499, 1.07733799, -0.79850685, -0.28260887],\n", " [-0.78912553, -0.9434357 , 1.2732834 , -0.75221102, -0.63697289,\n", " -0.24147306, -0.52278451, 1.64147829, -0.58525108, -0.95175829,\n", " -1.91120566, 1.75968594, -0.92821381, -0.79850685, 3.53845931],\n", " [-0.78912553, 1.05995565, 0.50336813, -1.45970995, 0.07421197,\n", " -1.86931731, 0.76394261, -1.32713603, -0.43087725, -1.05626345,\n", " -1.57036549, -0.99715499, 1.07733799, -0.79850685, -0.28260887]])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X = customers_modif.drop('customer_id', axis=1)\n", "\n", "scaler = StandardScaler()\n", "scaler.fit(X)\n", "\n", "X_scaled = scaler.transform(X)\n", "X_scaled[:5]" ] }, { "cell_type": "markdown", "metadata": { "id": "prcoOmq07W6O" }, "source": [ "# Choosing K\n", "\n", "It's time to decide on the number of clusters. We'll run the k-means algorithm considering a range from 1 to 10 possible Ks and store the results. Then, we'll plot the elbow curve that will help us find a final K." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 585 }, "executionInfo": { "elapsed": 30898, "status": "ok", "timestamp": 1654633581208, "user": { "displayName": "Otavio Simões", "userId": "06135767988650517714" }, "user_tz": 180 }, "id": "cxDTat1CHE6-", "outputId": "67c60435-8b84-496d-ab89-a99fd4ccd64a" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "X = pd.DataFrame(X_scaled)\n", "inertias = []\n", "\n", "for k in range(1, 11):\n", " model = KMeans(n_clusters=k)\n", " y = model.fit_predict(X)\n", " inertias.append(model.inertia_)\n", " \n", "plt.figure(figsize=(12, 8))\n", "plt.plot(range(1, 11), inertias, marker='o')\n", "plt.xticks(ticks=range(1, 11), labels=range(1, 11))\n", "plt.title('Inertia vs Number of Clusters')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "fgQBLF-v7vQy" }, "source": [ "It looks like the rate of decreasing of the inertia slows down between 5 and 7 clusters. We'll use 6 clusters to move on.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 1036, "status": "ok", "timestamp": 1654633582238, "user": { "displayName": "Otavio Simões", "userId": "06135767988650517714" }, "user_tz": 180 }, "id": "rT5zBxeE42v1", "outputId": "6eae297f-dbca-49cc-909e-1f176f7d07a6" }, "outputs": [ { "data": { "text/plain": [ "array([3, 5, 3, ..., 1, 2, 1], dtype=int32)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = KMeans(n_clusters=6)\n", "y = model.fit_predict(X_scaled)\n", "\n", "y" ] }, { "cell_type": "markdown", "metadata": { "id": "rjCi09TaoWcL" }, "source": [ "# Analyzing Results\n", "\n", "Now, let's create a `CLUSTER` column in our original dataset so we can better understand the characteristics of each one." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 424 }, "executionInfo": { "elapsed": 15, "status": "ok", "timestamp": 1654633582242, "user": { "displayName": "Otavio Simões", "userId": "06135767988650517714" }, "user_tz": 180 }, "id": "BE7vxEu05G2f", "outputId": "a6a3c9c7-e334-4169-bc45-17ffb0d61376" }, "outputs": [ { "data": { "text/html": [ "\n", "
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customer_idagegenderdependent_counteducation_levelmarital_statusestimated_incomemonths_on_booktotal_relationship_countmonths_inactive_12_moncredit_limittotal_trans_amounttotal_trans_countavg_utilization_ratioCLUSTER
076880538345M3High SchoolMarried69000395112691.01144420.0614
181877000849F5GraduateSingle2400044618256.01291330.1056
271398210851M3GraduateMarried9300036413418.01887200.0004
376991185840F4High SchoolUnknown3700034343313.01171200.7603
470910635840M3UneducatedMarried6500021514716.0816280.0002
................................................
1012277236683350M2GraduateSingle5100040324003.0154761170.4621
1012371063823341M2GraduateDivorced4000025424277.08764690.5112
1012471650608344F1High SchoolMarried3300036535409.010291600.0002
1012571740698330M2GraduateUnknown4700036435281.08395620.0003
1012671433723343F2GraduateMarried36000256210388.010294610.1892
\n", "

10127 rows × 15 columns

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\n", " " ], "text/plain": [ " customer_id age gender dependent_count education_level \\\n", "0 768805383 45 M 3 High School \n", "1 818770008 49 F 5 Graduate \n", "2 713982108 51 M 3 Graduate \n", "3 769911858 40 F 4 High School \n", "4 709106358 40 M 3 Uneducated \n", "... ... ... ... ... ... \n", "10122 772366833 50 M 2 Graduate \n", "10123 710638233 41 M 2 Graduate \n", "10124 716506083 44 F 1 High School \n", "10125 717406983 30 M 2 Graduate \n", "10126 714337233 43 F 2 Graduate \n", "\n", " marital_status estimated_income months_on_book \\\n", "0 Married 69000 39 \n", "1 Single 24000 44 \n", "2 Married 93000 36 \n", "3 Unknown 37000 34 \n", "4 Married 65000 21 \n", "... ... ... ... \n", "10122 Single 51000 40 \n", "10123 Divorced 40000 25 \n", "10124 Married 33000 36 \n", "10125 Unknown 47000 36 \n", "10126 Married 36000 25 \n", "\n", " total_relationship_count months_inactive_12_mon credit_limit \\\n", "0 5 1 12691.0 \n", "1 6 1 8256.0 \n", "2 4 1 3418.0 \n", "3 3 4 3313.0 \n", "4 5 1 4716.0 \n", "... ... ... ... \n", "10122 3 2 4003.0 \n", "10123 4 2 4277.0 \n", "10124 5 3 5409.0 \n", "10125 4 3 5281.0 \n", "10126 6 2 10388.0 \n", "\n", " total_trans_amount total_trans_count avg_utilization_ratio CLUSTER \n", "0 1144 42 0.061 4 \n", "1 1291 33 0.105 6 \n", "2 1887 20 0.000 4 \n", "3 1171 20 0.760 3 \n", "4 816 28 0.000 2 \n", "... ... ... ... ... \n", "10122 15476 117 0.462 1 \n", "10123 8764 69 0.511 2 \n", "10124 10291 60 0.000 2 \n", "10125 8395 62 0.000 3 \n", "10126 10294 61 0.189 2 \n", "\n", "[10127 rows x 15 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "customers['CLUSTER'] = y + 1\n", "customers" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 14, "status": "ok", "timestamp": 1654633582243, "user": { "displayName": "Otavio Simões", "userId": "06135767988650517714" }, "user_tz": 180 }, "id": "Qvw2c2UD5t12", "outputId": "4941f2e6-4ce3-4ef1-b910-c95b7cb1a73b" }, "outputs": [ { "data": { "text/plain": [ "2 2790\n", "6 2480\n", "4 1785\n", "5 1427\n", "1 911\n", "3 734\n", "Name: CLUSTER, dtype: int64" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "customers['CLUSTER'].value_counts()" ] }, { "cell_type": "markdown", "metadata": { "id": "ySjAIot59acq" }, "source": [ "We can see that cluster 2 is the largest while cluster 3 is the smallest.\n", "\n", "Considering the numeric variable only, we'll check on the average value of each variable per cluster. We just need to group the data and plot a bar chart for each column." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "executionInfo": { "elapsed": 4183, "status": "ok", "timestamp": 1654633586416, "user": { "displayName": "Otavio Simões", "userId": "06135767988650517714" }, "user_tz": 180 }, "id": "VZrh5wuL8MrH", "outputId": "2ab65df0-5bed-4e9a-99ee-fc57b476c1ba" }, "outputs": [ { "data": { "image/png": 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W7LGg6TAkac6zwCxJkiQ1LCKWAJcABwITwGcz84JJy5wEXAb8rpz0zcx8/2zGKWnHW7dxLV//zdeaDmNOeO1hZ1lglqRZYIFZkiRJat4m4O2ZeX1ELACGIuL7mXnbpOV+nJmnNRCfJEmSNKXdmg5AkiRJ2tVl5khmXl8+XgMMAwc1G5UkSZK0bfZgliRJkrpIRBwCHANcN8XsF0bEr4H7gHdk5q1ba2v9+vUMDw/XH6R2aj0L9mN0bKzpMOaE8VaL4ZHltbbZu28vo6Oenzq0xsdZfU+9fwMHevfx/NSk1Rpn5eoVTYchqQYWmCVJkqQuERH9wDeA8zLzkUmzrwcOzsxWRJwK/Dtw2Nba6+3tZXBwcMcEq53WyNg6Fg4MNB3GnNDX38+ixfvX2uaq8QdYuNDzU4f+vj6WHrC01jbXrGp5fmrS39/HoqUHNh2GpO0wNDQ05XSHyJAkSZK6QET0UBSXv5iZ35w8PzMfycxW+fgKoCci9pvlMCVJkqTHsQezJEmS1LCImAdcCAxn5oenWeZpwAOZORERx1F0Flk9i2FKkiRV9DCwtukg5pC9gL2bDuIxFpglSZKk5p0AvAG4OSJuLKe9B3gGQGZ+GjgTeHNEbALWAa/LzIkmgpUkSdo+a4GLmg5iDnkTFpglSZIkPSYzrwXmbWOZTwCfmJ2IJEmSpJlxDGZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlcxvOoC2iFgOrAEeBTZl5vMjYh/gq8AhwHLgrMwcbShESZIkSZIkSVKHbuvB/CeZeXRmPr98/i7gysw8DLiyfC5JkiRJkiRJ6gLdVmCe7HTg4vLxxcAZDcYiSZIkSZIkSerQNUNkABPAf0bEBPCZzPwscGBmjpTz7wcO3FYj69evZ3h4eAeGKUlSd1iyYDMbRx05qg49rRYrRswfJEmSJGl7dVOB+UWZeW9EHAB8PyJu75yZmRNl8Xmrent7GRwc3GFBSpLUNcbuhoULm45ibujvZ3DxwU1HoS4zNDTUdAg7tUdHR5lojTcdxpwwr7+P3f17L0mSulTXFJgz897y96qI+BZwHPBARCzKzJGIWASsajRISZIkSTMy0Rpnzcc/0XQYc8KCt73VLxQlSVLX6ooxmCOiLyIWtB8DfwrcAlwOnF0udjZwWTMRSpIkSZIkSZIm65YezAcC34oIKGL6UmZ+NyJ+CXwtIs4F7gbOajBGSZIkSZIkSVKHrigwZ+ZdwLIppq8GXjL7EUmSJEmSJEmStqUrhsiQJEmSJEmSJO18LDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqmR+0wFIkrrXH9asZ+O6jU2HMSf07NnDUxb0Nh2GJEmSJEm1ssAsSZrWxnUbueHSW5oOY0445swjLTBLkiRJkuYch8iQJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJY7BLKlxazasYd3GtU2HMSfs2bMXC/ZY0HQYkiRJkiRpF2GBuSaPjo4y0RpvOow5YV5/H7svXNh0GJpF6zau5eu/+VrTYcwJrz3sLAvMkiRJkiRp1lhgrslEa5w1H/9E02HMCQve9lawwCxJkiRJkiR1PcdgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlXiTP0mSpB3iYWBt00HMEXsBezcdxA4VEUuAS4ADgQngs5l5waRl5gEXAKdSvLjOyczrZztWSZIkqZMFZkmSpB1iLXBR00HMEW9irheYgU3A2zPz+ohYAAxFxPcz87aOZV4BHFb+vAD4VPlbkiRJaoxDZEiSJEkNy8yRdm/kzFwDDAMHTVrsdOCSzJzIzJ8DAxGxaJZDlSRJkh7HHszaJTy8dgNrNzzadBhzwl577M7ee+3RdBiSJM1ZEXEIcAxw3aRZBwErOp6vLKeNTNfW+vXrGR4erjvEGXn6vHmMjY02su25ZrfxFvfVeB57FuzH6NhYbe3tysZbLYZHltfaZu++vYyOen7q0BofZ/U99f4NHOjdx/NTk1ZrnJWrV2x7Qc0JS5bMZ+NG3zt16elpsWJFMzneVCwwa5ewdsOjXHzNXU2HMSecfeJS9t6r6SgkSZqbIqIf+AZwXmY+8mTb6+3tZXBw8MkHVsGmFSvZPLCwkW3PNX19/QwuWVxbeyNj61g4MFBbe7uyvv5+Fi3ev9Y2V40/wMKFnp869Pf1sfSApbW2uWZVy/NTk/7+PhYtPbDpMDRrRgDfO/XpZ3Bw9i9kGxoamnK6Q2RIkiRJXSAieiiKy1/MzG9Osci9wJKO54vLaZIkSVJj7MEsSZIkNSwi5gEXAsOZ+eFpFrsceGtEfIXi5n4PZ+a0w2NIkiRJs8ECsyRJktS8E4A3ADdHxI3ltPcAzwDIzE8DVwCnAncCa4E3NhCnJEmS9DgWmCVJkqSGZea1wLxtLDMBvGV2IpIkSZJmxjGYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVElXjcEcEbsDvwLuzczTIuKZwFeAfYEh4A2ZuaHJGCVJkiRJkiRJhW7rwfx3wHDH838GPpKZhwKjwLmNRCVJkiRJkiRJeoKuKTBHxGLglcDnyufzgJOBS8tFLgbOaCY6SZIkSZIkSdJk3TRExkeBfwQWlM/3BcYyc1P5fCVw0LYaWb9+PcPDw9tarHZPnzePsbHRWd/uXLTbeIv7aj6HPQv2Y3RsrNY2d1XjrRbDI8trbbN3315GRz0/dWiNj7P6nvrePwO9+3huatJqjbNy9Ypa21yyYDMbR/3fU4eeVosVI/X+71myZD4bN/r+qUNPT4sVK2Y/v5MkSZK0bV1RYI6I04BVmTkUESc9mbZ6e3sZHBysJ7DtsGnFSjYPLJz17c5FfX39DC5ZXGubI2PrWDgwUGubu6q+/n4WLd6/1jZXjT/AwoWenzr09/Wx9ICltbW3ZlXLc1OT/v4+Fi09sN5Gx+6Ghf7vqUV/P4OLD6650RHA9089+hkcXDTrWx0aGpr1bUqSJEk7m24ZIuME4FURsZzipn4nAxcAAxHRLoIvBu5tJDpJkiRJkiRJ0hN0RYE5M9+dmYsz8xDgdcBVmfmXwA+BM8vFzgYuayhESZIkSZIkSdIkXVFg3op3Av8QEXdSjMl8YcPxSJIkSZIkSZJKXTEGc6fMvBq4unx8F3Bck/FIkiRJkiRJkqbW7T2YJUmSJEmSJEldygKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKmS+U0HIEmSJAki4iLgNGBVZh45xfyTgMuA35WTvpmZ75+9CCVJkqQnssAsSZIkdYcvAJ8ALtnKMj/OzNNmJxxJkiRp2xwiQ5IkSeoCmXkN8FDTcUiSJEnbwx7MkiRJ0s7jhRHxa+A+4B2ZeWvTAUmSJGnXZoFZkiRJ2jlcDxycma2IOBX4d+Cwra2wfv16hoeHZyW4yZ4+bx5jY6ONbHuu2W28xX01nseeBfsxOjZWW3u7svFWi+GR5bW22btvL6Ojnp86tMbHWX1PvX8DB3r38fzUpNUaZ+XqFU2HoVmyZMl8Nm70vVOXnp4WK1Y0k+NNxQKzJEmStBPIzEc6Hl8REf8rIvbLzN9Pt05vby+Dg4OzE+Akm1asZPPAwka2Pdf09fUzuGRxbe2NjK1j4cBAbe3tyvr6+1m0eP9a21w1/gALF3p+6tDf18fSA5bW2uaaVS3PT036+/tYtPTApsPQrBkBfO/Up5/BwUWzvtWhoaEppzsGsyRJkrQTiIinRcS88vFxFLn86majkiRJ0q7OHsySJElSF4iILwMnAftFxErgvUAPQGZ+GjgTeHNEbALWAa/LzImGwpUkSZIAC8ySJElSV8jM129j/ieAT8xSOJIkSdKMdEWBOSKeAlwD9FLEdGlmvjcingl8BdgXGALekJkbmotUkiRJkiRJktTWLWMwrwdOzsxlwNHAKRFxPPDPwEcy81BgFDi3wRglSZIkSZIkSR26osCcmROZ2Sqf9pQ/E8DJwKXl9IuBMxoIT5IkSZIkSZI0ha4YIgMgInanGAbjUOCTwG+BsczcVC6yEjioofAkSZIkSZIkSZN0TYE5Mx8Fjo6IAeBbwOFV2lm/fj3Dw8O1xjYTT583j7Gx0Vnf7ly023iL+2o+hz0L9mN0bKzWNndV460WwyPLa22zd99eRkc9P3VojY+z+p763j8Dvft4bmrSao2zcvWKWttcsmAzG0f931OHnlaLFSP1/u9ZsmQ+Gzf6/qlDT0+LFStmP7+TJEmStG1dU2Buy8yxiPgh8EJgICLml72YFwP3bmv93t5eBgcHd3SYT7BpxUo2Dyyc9e3ORX19/QwuWVxrmyNj61g4MFBrm7uqvv5+Fi3ev9Y2V40/wMKFnp869Pf1sfSApbW1t2ZVy3NTk/7+PhYtPbDeRsfuhoX+76lFfz+Diw+uudERwPdPPfoZHFw061sdGhqa9W1KkiRJO5uuGIM5IvYvey4TEXsCLwOGgR8CZ5aLnQ1c1kyEkiRJkiRJkqTJuqLADCwCfhgRNwG/BL6fmd8B3gn8Q0TcCewLXNhgjJIkSZIkSZKkDl0xREZm3gQcM8X0u4DjZj8iSZIkSZIkSdK2dEsPZkmSJEmSJEnSTsYCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRK5jcdgCRJkiRJkvSkrV0NG1pNRzE37NEPe+3bdBTaSVhgliRJkiRJ0s5vQwt+/IGmo5gbXvweC8yaMYfIkCRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVMr/pACRJkiRBRFwEnAasyswjp5g/D7gAOBVYC5yTmdfPbpSSJEnS49mDWZIkSeoOXwBO2cr8VwCHlT//HfjULMQkSZIkbZUFZkmSJKkLZOY1wENbWeR04JLMnMjMnwMDEbFodqKTJEmSpuYQGZIkSdLO4SBgRcfzleW0kelWWL9+PcPDwzs6rik9fd48xsZGG9n2XLPbeIv7ajyPPQv2Y3RsrLb2dmXjrRbDI8trbbN3315GRz0/dWiNj7P6nnr/Bg707uP5qUmrNc7K1Su2veB2WLJgMxtH/d9Th55WixUj9b1/liyZz8aNvnfq0tPTYsWKZnK8qVhgliRJkuao3t5eBgcHG9n2phUr2TywsJFtzzV9ff0MLllcW3sjY+tYODBQW3u7sr7+fhYt3r/WNleNP8DChZ6fOvT39bH0gKW1trlmVcvzU5P+/j4WLT2w3kbH7oaF/u+pRX8/g4sPrrHBEcD3Tn36GRyc/QvZhoaGppzuEBmSJEnSzuFeYEnH88XlNEmSJKkxXdGDOSKWAJcABwITwGcz84KI2Af4KnAIsBw4KzO91kGSJEm7osuBt0bEV4AXAA9n5rTDY0iSJEmzoVt6MG8C3p6ZRwDHA2+JiCOAdwFXZuZhwJXlc0mSJGnOiYgvAz8rHsbKiDg3Iv4mIv6mXOQK4C7gTuB/A3/bUKiSJCobnRAAACAASURBVEnSY7qiB3PZ82KkfLwmIoYpblhyOnBSudjFwNXAOxsIUZIkSdqhMvP125g/AbxllsKRJEmSZqQrCsydIuIQ4BjgOuDAjsv+7qcYQmOrmrpTtnfJrk/dd8kG75RdJ++U3d3qvlO2d8muj3fJ7m513yUbvFN2nbrtLtmSJEmStuiqAnNE9APfAM7LzEci4rF5mTkRERPbaqOpO2V7l+z61H2XbPBO2XXyTtndre47ZXuX7Pp4l+wuV/tdssE7Zdepu+6SLUmSJGmLbhmDmYjooSgufzEzv1lOfiAiFpXzFwGrmopPkiRJkiRJkvR4XVFgjoh5wIXAcGZ+uGPW5cDZ5eOzgctmOzZJkiRJkiRJ0tS6ZYiME4A3ADdHxI3ltPcA5wNfi4hzgbuBsxqKT5IkSZIkSZI0SVcUmDPzWmDeNLNfMpuxSJIkSZIkSZJmpiuGyJAkSZIkSZIk7XwsMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKmS+U0HIEmSJAki4hTgAmB34HOZef6k+ecAHwLuLSd9IjM/N6tBSpIkSZNYYJYkSZIaFhG7A58EXgasBH4ZEZdn5m2TFv1qZr511gOUJEmSpuEQGZIkSVLzjgPuzMy7MnMD8BXg9IZjkiRJkrapK3owR8RFwGnAqsw8spy2D/BV4BBgOXBWZo42FaMkSZK0Ax0ErOh4vhJ4wRTLvSYiTgTuAP4+M1dMscxj1q9fz/DwcH1Rboenz5vH2Jjpex12G29xX43nsWfBfoyOjdXW3q5svNVieGR5rW327tvL6Kjnpw6t8XFW31Pv38CB3n08PzVptcZZuXqr/8a225IFm9k46v+eOvS0WqwYqe/9s2TJfDZu9L1Tl56eFitWNJPjTaUrCszAF4BPAJd0THsXcGVmnh8R7yqfv7OB2CRJkqRu8G3gy5m5PiL+B3AxcPLWVujt7WVwcHBWgpts04qVbB5Y2Mi255q+vn4Glyyurb2RsXUsHBiorb1dWV9/P4sW719rm6vGH2DhQs9PHfr7+lh6wNJa21yzquX5qUl/fx+Llh5Yb6Njd8NC//fUor+fwcUH19jgCOB7pz79DA4umvWtDg0NTTm9K4bIyMxrgIcmTT6dImmm/H3GrAYlSZIkzZ57gSUdzxez5WZ+AGTm6sxcXz79HHDsLMUmSZIkTatbejBP5cDMHCkf3w/M6Gutpi4D9BLA+tR9CSB4GWCdvAywu9V9GaCXANbHSwC7W92XAIKXAdap2y4B3EF+CRwWEc+kKCy/DviLzgUiYlFHfvwqYM4fFEmSJHW/bi4wPyYzJyJiYibLNnUZoJcA1qfuSwDBywDr5GWA3a3uywC9BLA+XgLY5Wq/BBC8DLBO3XUJ4I6QmZsi4q3A94DdgYsy89aIeD/wq8y8HPi/I+JVwCaKq//OmbUAJUmSpGl0c4H5gXYvjYhYBKxqOiBJkiRpR8nMK4ArJk37fzoevxt492zHJUmSJG1NV4zBPI3LgbPLx2cDlzUYiyRJkiRJkiRpkq7owRwRXwZOAvaLiJXAe4Hzga9FxLnA3cBZzUUoSZIkSZIkSZqsKwrMmfn6aWa9ZFYDkSRJkiRJkiTNWDcPkSFJkiRJkiRJ6mIWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVMr/pALYlIk4BLgB2Bz6Xmec3HJIkSZJUu23lvRHRC1wCHAusBv48M5fPdpySJElSp67uwRwRuwOfBF4BHAG8PiKOaDYqSZIkqV4zzHvPBUYz81DgI8A/z26UkiRJ0hN1dYEZOA64MzPvyswNwFeA0xuOSZIkSarbTPLe04GLy8eXAi+JiHmzGKMkSZL0BPMmJiaajmFaEXEmcEpm/nX5/A3ACzLzrdOtMzQ09CBw9yyFKEmSpLnr4GOPPXb/2djQTPLeiLilXGZl+fy35TK/n65dc2NJkiTVaMr8uOvHYN5es/UhQJIkSep25saSJEna0bp9iIx7gSUdzxeX0yRJkqS5ZCZ572PLRMR8YG+Km/1JkiRJjen2Hsy/BA6LiGdSJNSvA/6i2ZAkSZKk2s0k770cOBv4GXAmcFVmdu94d5IkSdoldHUP5szcBLwV+B4wDHwtM29tNipJkiSpXtPlvRHx/oh4VbnYhcC+EXEn8A/Au5qJVpIkSdqiq2/yJ0mSJEmSJEnqXl3dg1mSJEmSJEmS1L0sMEuSJEmSJEmSKun2m/ypJhFxEXAasCozj2w6Hm0REUuAS4ADgQngs5l5QbNRqS0ingJcA/RS/M28NDPf22xU6hQRuwO/Au7NzNOajkdbRMRyYA3wKLApM5/faEB6nIgYAD4HHEnx/+dNmfmzZqOSZoe5cfcyN+5u5sY7B/Pj7mV+3N3Mj6uzB/Ou4wvAKU0HoSltAt6emUcAxwNviYgjGo5JW6wHTs7MZcDRwCkRcXzDMenx/o7ihljqTn+SmUebPHelC4DvZubhwDJ8H2nX8gXMjbuVuXF3MzfeOZgfdzfz4+5lflyRBeZdRGZeAzzUdBx6oswcyczry8drKP6AHdRsVGrLzInMbJVPe8of747aJSJiMfBKim+ZJc1QROwNnAhcCJCZGzJzrNmopNljbty9zI27m7lx9zM/lqoxP35yHCJD6iIRcQhwDHBdw6GoQ3mJ2RBwKPDJzPT8dI+PAv8ILGg6EE1pAvjPiJgAPpOZn206ID3mmcCDwOcjYhnF37i/y8zxZsOSpC3MjbuTuXHXMz/ububH3cv8+EmwB7PUJSKiH/gGcF5mPtJ0PNoiMx/NzKOBxcBxEeFYjV0gItpjZw41HYum9aLMfB7wCopLnE9sOiA9Zj7wPOBTmXkMMA68q9mQJGkLc+PuZW7cvcyPdwrmx93L/PhJsMAsdYGI6KFIoL+Ymd9sOh5Nrbw85oc4ZmO3OAF4VXmjjK8AJ0fEvzUakR4nM+8tf68CvgUc12xE6rASWNnR6+xSioRakhpnbrxzMDfuSubHXc78uKuZHz8JFpilhkXEPIoxfoYz88NNx6PHi4j9yzvJEhF7Ai8Dbm82KgFk5rszc3FmHgK8DrgqM/9rw2GpFBF9EbGg/Rj4U+CWZqNSW2beD6yIiCgnvQS4rcGQJAkwN+525sbdzfy4u5kfdzfz4yfHMZh3ERHxZeAkYL+IWAm8NzMvbDYqlU4A3gDcHBE3ltPek5lXNBiTtlgEXFyONbcb8LXM/E7DMUk7gwOBb5X52XzgS5n53WZD0iRvA74YEXsAdwFvbDgeadaYG3c1c+PuZm4sVWd+3P3MjyuaNzHhDV8lSZIkSZIkSdvPITIkSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglqQYR8ZaIOKTpOKYSEedFxNKm45jLIuLoiHhT03FIkiTt7CLijIg4uek4mrYz5fARcU5EPK/pOCQ1Z37TAUjauUTEOcDTgH/JzE0Nh/OkRMRJwIlA535szszzt7HeGcAjmXlVe1pmfnIHxXgI8OrM/PCOaL9jOycB+2TmN3fkdnZmEXEo8GJgEcVr5kHgp5mZNW7jfcDHMvOhutqUJEmzZw7myicB383Mn3dMPx44Bbg6M69+kts4GnheZl70ZNqZwXaWACcDBwETwN3A9zPzwSfZ7hnAUcCj5aTVwPcyc/mTabfbRMTuFHnwc4EFwDjwO+BHmTlW0zZm5bUgacewB7OkGYuIAeBgiqQsdkD7TfxNuiUzP9Dxs9Xisua+qV6HEXEE8Frg18CHgQ8BP2QHvA+qauj9I0mSSnM0V14NLJs0bVk5fadQFpffACTwr8BHgfuBcyNiYQ2b+ElmfgD4J+CXwJ/vrHnZVuI+i+I1/Q2K/fw0MAJ0TQ/rnfWYS3OFPZglbY9lwMryZxlwa0TMB94BXJSZqwAiog/4e+AjmTkeEc+m6DEwQNHr8zuZ+UC57HnAryi++d8vIv4n8EfAsUAf8DBwVWYOl8vvBrys3P4G4KfAqcD7M3NzRDwFeDlwGEVyfwNF74rN27OjETGvbOcoir+VDwOXAksovrmfKHtvLM/ML5X7cXlm3lX29jiAopfr4cAY8FXgCOB4ih4Ol2Xmb8ttHQOcADyVojfATzLzVxGxB/Bfgd0j4j1laB8HWuXyxwJPAe4qj+m6sr1l5fHeA/jZ9ux3x/6/D/gOxbnYC7gZuCIzJ8r5xwIvLGN+GPhmZo5ExP7AKyl67qwBftDu4Vv28NgILASeATxQHpcXAUeX+/WNzBwpl19AcW4PpjjXP8vM66aJ9wyK470PsJgi4f1Wu0dFROxXtrUIWEvxmrp10rp7A4cAXy6Pabvt9mvhmsy8vmOzy8ufybEMAOdRvibLaecAN2Xm9RGxD3B6eYweBX6XmV+PiDeWTbw5IiYoXk+3bO/7Z3tf65IkqTZzMVe+F3h6RByQmasi4gCK3PjezoXK3PAEYE/gnnIf1pTz3scUeSWwH3AaW3LdzisJ94yIv6TIAx+kyBEfmi5Hbx/babwM+HVnL2zgqoh4OkUP7W+1rxoEfl7uxwRwZWbesJV2HyczJyLiZuBVFOdmTRnviynO13zgTuA/MvMP5bEJ4KUUvYLvB/7PVL2qyxz7L8uYbp5i/vuA/6D4rNEL3EjRQ7udu7c/b/RTnLtvd+TJ76M4H8dTdEL86KS2lwLPAj6emQ+Xk/8A/GKq4zD5ysjJuXHZU/mPy2O0FriKInd/wmuhfP+cDDynPH7DFD3EN3acs1+Usd8FeDWm1BC/4ZG0PZYBN1EkhYdGRH956d8wRZLX9hyKwut4RCyiKKZ9B/ggMAS8vkwW2o4EvgScXya3o8BFFN+O/wh4dVlsBHgecCjFt+afoSjgdjoD2Ax8rFzmWeU62+tZFAntx4Hzga8D6zJzqDwGPyl7PH9pmvWfXS53PkXC9AZgHkXv1x8Bf9ax7Hi5//8EXAa8PCIWZeYG4N+ANR09rNcALyj3+/MUvTD+QFHUbSefr6RIrv6VIsl/aoX9b+/DZ4FPUZzTZ5XbeA5lMl7G/GVgXXnp3OuB31L08L0CeE1Z3G17DkUS+UGKou5fl8fng8BtFB8Y2kXdv6BItP8VuBg4vhymYjrPpTi2HyzXe3XZ1h7AX1G8bj9E8UXBK8tj1XYU8GPgAxQfijrtS1F8vm0r294eJ1Mco/MpXg/XAWTm58v5nyrP9S0V3z+SJKkZczVX/jVbejG39/ExEfFM4CUU+fK/UhR9z5zUxhPyyrKQ+h1gxRRXEh4JXE2RLz1EkT/BNDn6dIFHRA9FB5Gp8rhby/ba+imKsx+myMlPjYg9p2t7im3tRnF8Rinyeyg6URwNfAG4gKIDyKnl8vtSHKfvUuSov6E497tPancRRaeTK6YqLncYpDjGn6HobXxMuf7hFEXur1K8xu4GXjNp3cOB/w1MNezfUuDejuJyZWVe/grgi2Wv7wuB+7fyWngpRS7+aYrX7FMpitNt/RSfdz4KfPvJxiepOnswS5qRiHgGRa+KWzNzbUQ8RJEo/4wiif4z4Mpy8aMoelpA8W39UGauLJ/fGBEvpuhlurycdl1nwtLuWVq6JSJeRDFe2u0UCel1mflIGde1lJdmRUQ/RW+M8zNzI7AhIn5exvArpvacstdI2/2Z+QWKnqV7UPSsuLfC+Gz3ZOadZVy3USR815bf2t8C/FlEPCUz/5CZd3SstzwifkuROI9M0/bzKRLM9jG4Gvj7Mqk9ArgjM+8u5/0QOG47Y2+7tuxd8YeI+B1Fj9s7KT6E/CQz2z1XHiq3dTDFMbu27C3xu4i4gy0fEABuz8z7yuVvB/5LZv66fH5rR6wHAXtl5o/K56MRcX3Z1p3TxNu531cC746IvSk+VIx19EAZiYhhitdSZ1ztwvLk8RL3Kn+vmf5QbZdHKQrWC8pzOLmg3Wm73z+SJGn2zeFcGYqC8psi4iqKXOwiioJy23OBGzquQvsB8K6IGOgYn3e6vHI6w+1cMyJuouyEwPbn6HtSdPKYKo9bw5Y8D4rC+4/KIv5vImIDRXFz5RTrdvqjiDiOLfWVyzu+9H8uxVV4o+W+XAn8bUT8O8WxvKPjqsafUvTEXcKWc38wRaH4mzMY1/na8orGdeV5PQq4/v9n7+6j7CrLg/9/QzIMSSYkw6uRpEIqvRykgsUH6UP1h9BqUB6hLSK2VXxpu9qq1cd2VfTXtehqq8W+aKm19PEnFGitiFQL5UER3x5sn4I6aEWcXhURmMRAJMxAZoJ5IfP7476HnMSZTLLnJOdk8v2sNSvn3Hvve1/n7H0y11zn3vem/O3wr5PvVUR8GXjRLsfny5NXQ05hEe3Lg6GMDj8mIh6vg2em7LsOODmNMvhi8krNL1OK459r6euLeYDPdy7NBRaYJe2pU4HvZuam+vweyjf0/05JgHoiYgVlmoNnUBJcKIW0U2rSNWk+5TKwSU+07ijKFA8/TUnSoSSRk8nfEsqoiKm2XUq5MuN3ytVmQEkod+p/F/fmFDe2y8zvRcRXKKOBl9aC5Gczc/Nu+mo11vJ4K7CpJdHcWv89lJJkn0j5Jv7IGm8PsLvL/JZS5nabaGnbTvkGfwktrzczt0TEtKM69vI1HFofH04tKu9iCeXmh61xjbLzCOpd+5xuH0uBJRFxacvyQygjLqYz1eteUvs6boq+vjnVtlOYPOeXUEakzNbtlFE4vxYRP6TcKHC6yy/3+vMjSZI6Yq7mymTm47Vgfg7wWH3eusoSWgZG1DxsEyUHnCxgTpfzTWfK9Rvk6D+kFCGXAI/usmwJO/I82Dlf39M4oeRyX6gF0aOB10bEk5n5HX70eIxSjkHfrsvqFBuPs3Pu/ALKaPcH9iCO1uP4ODvOoaXA6oh4acvyeXX56BTb7moT5e+UWavnxo2U6VJeGRHDlCkvdj02UM7pHuDXdzlf57XGZnFZ6g4WmCXNqF5a9lxgXkT8bm1eABwWEc/IzIfr6NOTKZeD/VdLkvcE5RvxO3azi6cLknWOrldSpkRYU0f8/kbLumPsnHS1Pn6CMqrhT9sxVUCW+X7vijJP3qso85Z9Ybb9tqqXP15EmW4iM/OpiLh4hs2eoMzh/CMjXyNijDKiY/J5D2XkRjs9QZnreFcbgcMjYl5LkXkpzW4C8wRl1PFf7cU2T58L9fK7hTWmJ4AHM/O63Ww7sZtlGyhJ+gBlHsOZTH6B0ANMfg76Jhdm5hhwc43zx4DXRcSDmTlV0X6vPj+SJGn/O0hy5f+gTOVx0xTLNlJyvskYJwve++RL8L3J0WtBc5hyld/3dln8XFruu9GGuCaA9XV/J1KmvNjpvamPt1OO00bKfVuAp0fsLmXn9+0W4MyIWJ2Zn5khhMPZMUhlKTtGBk+eY9+ccqtid/nk/ZSp6g6fHBk/g62UPHhSX+vCepXnffVzczblfL56in421b7+Zjf7NQ+WuoQFZkl74jmUROhvKUnppFdRRmY8TBmlcTE7btQwaRC4OCLup9xQoodyI7UHpxlp0ENJFDbB0zekOKZl+b2UBOc7lBuX/MzkgszcWKeXeFm9hG8L5YZyh+/ht/5Pi4jjKN+Or6MkNtvYkcCM1X7bYT7l/+JNwPY6mvnH2ZEcjgGLJqfTqG1fA86OiH/OzNGaXK/MzP+kzC/3q7VwuRZ4CTt/y98Od1Pe44co708/5fxYQ3mvzoyIf6dc3heUueD21lpgc73k8y7KeXcU0NMyNceuTmx53WdT/uh6vE7T8bN1tM+36rrPALbsydQndTTJbcD5dVT0tynn1krglMz8l13WH4+IJ4DnRcQg5TPydEE+yhzWwzVRnjymu55bk8Xmvf38SJKk/e9gyJXvpRQqh6dYdg9wYZQb3D1KGem8pmX6hd0ZowxQmJ+ZT8208gw5+nQ+RxlV/Cjl5neHUEaAr6DMO9w2Ue498mOUubGhvDc/ExH3Ub5cOAf4Vv1i4N66bBXlKr0X1tfT+h5vptyT5ZKI+NnM/BzTOzMi1lJGXb+QHTf7/hrwkoh4OMuNGg+jzIF973QdtcpyE/PvUs7TWyjncw9lCo6nprgS7+Eay9Ia/4ta3p8+yvt+P+X4bWHnPPjpc6Hm4JN/d9xac+zDgWMmpyKU1D0sMEvaE6cA39h1ntd6edq5EXF7Zq6p85QtoXxbD0Bmfj8ibqbczOIIStL0ENNMdZCZP6jFyTdRko3/YOcka5ByidZvUhKWuyhJ+GRi8inKzSDeTLlJxwjwr7t5bSdHufFFqyvqti+jJN3bKDdl+7e6/OvAq+qUCw9k5vW76X+3MnNzRHya8gfIfOC/gGxZ/mhN1t9WRzV8iHJ3ayiJ8hJKsvotyjzC6yPiVsrcZIdSEsu2jh7JzHuj3PDkF9lxad2narH7Y5RLFl9U9/upaS55m2kf2yPiHynH4G2U31ePsvsR5PdQbj64gvJHxydrX5sj4u9rXy+j/FHyMHDbXsTz7Xp+v5hyY5JtlC8BphvR/C+U9+EcyvnSeg4/k3KZYi/l2H16cl4+ypzQP19Htv9Lfa/3+PMjSZI6Yi7nypP73co0o31rAfILwKuBw2o8N87UZ/U94AfA70bERGb+6Qzr7y5Hny72h2oueDYlN5ugvMdXZ2aTK+12dWZEnEHJMTdRcr/JOa2/Tjnmb6Dks/cBn65xPRoRn6TklodT8tOP7Vpoz8wfRsR1wOsjYntmTpcP/yfw65Rj8I26bzJzqI4qv7Cl6PtdypcGe+oGSh58ITumFvkuOwrprfF+txbPf7Ou92+UQSdQ3qOfBn6echwepozShqnPhdspUwn+akRMzgX9VXY/f7ekDpg3MeEVBZIOXHXE73mZ+YFOx6LOiYgLKPM/t3UKE0mSpAOZufLBISL+APiraaZck6R9zhHMkg4oda6u4ynfmPdRvtEe6mRMkiRJUjcwV5YkdcKMBeaIuBo4D1ifmSfXtj8D/gdlvpzvAm+YnF8pIt5FuVznKeC3M/O22r6actn5fOAjmXl5bT8BuJ5yGc8g8No6EX8vcB1wGuUGS6/e2zlUJc1ZL6FMKbGVconhFzsbzoEhIn6FMifcrr6cmV/e3/FIkiRpnzjocuWIeDM730xv0i0z3Nyuo31L0lwx4xQZEfFiymTr17UUmF8KfCEzt0XE+wAy850RcRLwMeB0yhyTnwN+onb1X8DPUW4C9VXgNXVOyxuAT2bm9RHxt8B/ZOaVEfFbwPMy8zci4mLg5zPz1e19+ZIkSZIkSZKkpg6ZaYXMvIMdd7OfbPtsZm6rT++k3FAJ4Hzg+szcnJnfo0y8fnr9uS8z78/MLZQRy+fXG1adzY4bAFwLXNDS17X18Y3AOXV9SZIkSZIkSVIXaMcczG8EPl4fH0cpOE9aU9tg5zvbrgFeSJkWY7SlWN26/nGT29SR0o/X9R/dXTB33333xLx51qElSZI0O9u3b3/0tNNOO7rTcczGN77xjYne3t5OhyFJkqQ5YNOmTVPmx7MqMEfE/wtsAz46m37aaeHChQwMDHQ6DEmSJB3gBgcHH+x0DLPV29trbixJkqS2mC4/nnGKjOlExOspN//75cycnMh5LbCyZbUVtW269g3AsohYsEv7Tn3V5Uvr+pIkSZIkSZKkLtCowBwRq4HfA16ZmZtaFt0MXBwRvRFxAnAi8BXKTf1OjIgTIuJQ4GLg5lqY/iJwYd3+EuCmlr4uqY8vpNxUcPd3JJQkSZIkSZIk7TczTpERER8DzgKOiog1wGXAu4Be4PaIALgzM38jM++NiBuAb1OmznhzZj5V+3kLcBswH7g6M++tu3gncH1E/DHwdeCq2n4V8PcRcR/lJoMXt+H1SpIkSZIkSZLaZN7ExNwaFDw0NDThPHOSJEmarcHBwcHTTjvtBZ2OYzbMjSVJktQu0+XHjedgliRJkiRJkiQd3CwwS5IkSZIkSZIascAsSZIkSZIkSWrEArMkSZIkSZIkqRELzJIkSZIkSZKkRiwwS5IkSZIkSZIaWdDpACRJ3euHGzez9cmtnQ5jTuhZ2MNhS3o7HYYkSZI0d23aAFvGOh3F3HBoHyw6stNR6ABhgVmS1iEpmgAAIABJREFUNK2tT27l6zd+q9NhzAnPv/BkC8ySJEnSvrRlDL783k5HMTe86N0WmLXHnCJDkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjSyYaYWIuBo4D1ifmSfXtiOAjwPHAw8AF2XmSETMA64AXg5sAl6fmXfXbS4Bfr92+8eZeW1tPw24BlgI3Aq8LTMnptvHrF+xJEmSJEmSJKkt9mQE8zXA6l3aLgU+n5knAp+vzwHOBU6sP78OXAlPF6QvA14InA5cFhH9dZsrgV9r2W71DPuQJEmSJEmSJHWBGUcwZ+YdEXH8Ls3nA2fVx9cCXwLeWduvy8wJ4M6IWBYRy+u6t2fmYwARcTuwOiK+BByemXfW9uuAC4BP72YfkiRJ0pwXEfOBrwFrM/O8iDgBuB44EhgEXpuZWzoZoyRJktR0DuZjM3NdffwwcGx9fBww3LLemtq2u/Y1U7Tvbh+SJEnSweBtwFDL8/cBH8jMZwMjwJs6EpUkSZLUYsYRzDOp8yVPtCOYduxj8+bNDA0NzbyiJGlGy3qPYGRktNNhzAljY+Os2TA884qSBETECuAVwHuAd9R7nZwN/FJd5VrgD6hT0kmSJEmd0rTA/EhELM/MdXUKjPW1fS2wsmW9FbVtLTumu5hs/1JtXzHF+rvbx2719vYyMDCwly9HkjSVjevH6O9f1ukw5oS+vsUsX+XFONKBZHBwsJO7/0vg94Al9fmRwGhmbqvPW6/8m5aDLyRJB5OVS7azdWSk02HMCT1jYwyvM4fQnmlaYL4ZuAS4vP57U0v7WyLiesoN/R6vBeLbgPe23NjvpcC7MvOxiHgiIs4A7gJeB3xwhn1IkiRJc1ZEnAesz8zBiDhrNn05+EKSdFAZfRD6+2deTzPr62NgxbM6HYW6zHQDMGYsMEfExyijj4+KiDXAZZSi7w0R8SbgQeCiuvqtwMuB+4BNwBsAaiH5j4Cv1vX+cPKGf8BvAdcACyk39/t0bZ9uH5IkSdJcdibwyoh4OXAYcDhwBbAsIhbUUcytV/5JkiRJHTNjgTkzXzPNonOmWHcCePM0/VwNXD1F+9eAk6do3zDVPiRJkqS5LDPfBbwLoI5g/t3M/OWI+ARwIXA9XuEnSZKkLnFIpwOQJEmStEfeSbnh332UOZmv6nA8kiRJUuM5mCVJkiTtY5n5JcrNscnM+4HTOxmPJEmStCtHMEuSJEmSJEmSGrHALEmSJEmSJElqxAKzJEmSJEmSJKkRC8ySJEmSJEmSpEYsMEuSJEmSJEmSGrHALEmSJEmSJElqxAKzJEmSJEmSJKkRC8ySJEmSJEmSpEYsMEuSJEmSJEmSGrHALEmSJEmSJElqxAKzJEmSJEmSJKkRC8ySJEmSJEmSpEYsMEuSJEmSJEmSGlnQ6QAkSZIkSZIOBD/cuJmtT27tdBhzQs/CHg5b0tvpMCS1gQVmSZIkSZKkPbD1ya18/cZvdTqMOeH5F55sgVmaI5wiQ5IkSZIkSZLUiAVmSZIkSZIkSVIjFpglSZIkSZIkSY04B7MkSZKktntqZISJsfFOhzEnzOtbzPz+/k6Hof1k45aNPLl1U6fDmBMW9ixiyaFLOh2GJM15FpglSZIktd3E2DgbP/jXnQ5jTljy1reABeaDxpNbN/GJ79zQ6TDmhFedeJEFZknaD5wiQ5IkSZIkSZLUiAVmSZIkSZIkSVIjFpglSZIkSZIkSY1YYJYkSZIkSZIkNWKBWZIkSZIkSZLUyIJOByBJkiRJkiRpLnsc2NTpIOaQRcDSTgfxNAvMkiRJkiRJkvahTcDVnQ5iDnkj3VRgdooMSZIkSZIkSVIjFpglSZIkSZIkSY04RYYkSZIkHUQe37SFTVue6nQYc8KiQ+ezdNGhnQ5DkqSOmlWBOSL+J/CrwARwD/AGYDlwPXAkMAi8NjO3REQvcB1wGrABeHVmPlD7eRfwJuAp4Lcz87bavhq4ApgPfCQzL59NvJIkSZJ0sNu05SmuveP+TocxJ1zy4lUsXdTpKCRJ6qzGU2RExHHAbwMvyMyTKUXgi4H3AR/IzGcDI5TCMfXfkdr+gboeEXFS3e65wGrgbyJifkTMBz4EnAucBLymritJkiRJkiRJ6gKznYN5AbAwIhYAi4B1wNnAjXX5tcAF9fH59Tl1+TkRMa+2X5+ZmzPze8B9wOn1577MvD8zt1BGRZ8/y3glSZIkSZIkSW3SeIqMzFwbEX8OPAQ8CXyWMiXGaGZuq6utAY6rj48Dhuu22yLicco0GscBd7Z03brN8C7tL5wprs2bNzM0NNToNUmSdras9whGRkY7HcacMDY2zpoNwzOvKEmSJEnSAaRxgTki+ikjik8ARoFPUKa46Kje3l4GBgY6HYYkzQkb14/R37+s02HMCX19i1m+6thOhyFpLwwODnY6BEmSJKnrzWaKjJ8FvpeZP8jMrcAngTOBZXXKDIAVwNr6eC2wEqAuX0q52d/T7btsM127JEmSJEmSJKkLzKbA/BBwRkQsqnMpnwN8G/gicGFd5xLgpvr45vqcuvwLmTlR2y+OiN6IOAE4EfgK8FXgxIg4ISIOpdwI8OZZxCtJkiRJkiRJaqPGBebMvItys767gXtqXx8G3gm8IyLuo8yxfFXd5CrgyNr+DuDS2s+9wA2U4vRngDdn5lN1Hue3ALcBQ8ANdV1JkiRJkiRJUhdoPAczQGZeBly2S/P9wOlTrPtD4FXT9PMe4D1TtN8K3DqbGCVJkiRJkiRJ+8ZspsiQJEmSJEmSJB3ELDBLkiRJkiRJkhqZ1RQZkiRJktovIg4D7gB6KTn7jZl5Wb0p9vWUe50MAq/NzC2di1SSJEkHO0cwS5IkSd1nM3B2Zp4CnAqsjogzgPcBH8jMZwMjwJs6GKMkSZJkgVmSJEnqNpk5kZlj9WlP/ZkAzgZurO3XAhd0IDxJkiTpaU6RIUmSJHWhiJhPmQbj2cCHgO8Co5m5ra6yBjhud31s3ryZoaGhfRrndJ45bx6joyMd2fdcc8j4GN9v43HsWXIUI6OjbevvYDY+NsbQugfa2mfvkb2MjHh82mFsfJwND7X3/8BlvUd4fNpkbGycNRuG29rnyiXb2Tri75526BkbY3hd+z4/K1cuYOtWPzvt0tMzxvBwZ3K8qVhgliRJkrpQZj4FnBoRy4BPAc/Z2z56e3sZGBhoe2x7YtvwGrYv6+/IvueaxYv7GFi5om39rRt9kv5ly9rW38FscV8fy1cc3dY+148/Qn+/x6cd+hYvZtUxq9ra58b1Yx6fNunrW8zyVce2t9PRB6Hf3z1t0dfHwIpntbHDdYCfnfbpY2Bg+X7f6+Dg4JTtTpEhSZIkdbHMHAW+CPw0sCwiJgeJrADWdiwwSZIkCQvMkiRJUteJiKPryGUiYiHwc8AQpdB8YV3tEuCmzkQoSZIkFRaYJUmSpO6zHPhiRHwT+Cpwe2beArwTeEdE3AccCVzVwRglSZIk52CWJEmSuk1mfhN4/hTt9wOn7/+IJEmSpKk5glmSJEmSJEmS1IgFZkmSJEmSJElSIxaYJUmSJEmSJEmNWGCWJEmSJEmSJDVigVmSJEmSJEmS1MiCTgcwVzw1MsLE2Hinw5gT5vUtZn5/f6fDkCRJkiRJkjQDC8xtMjE2zsYP/nWnw5gTlrz1LWCBWZIkSZIkSep6TpEhSZIkSZIkSWrEArMkSZIkSZIkqRELzJIkSZIkSZKkRiwwS5IkSZIkSZIascAsSZIkSZIkSWrEArMkSZIkSZIkqRELzJIkSZIkSZKkRiwwS5IkSZIkSZIascAsSZIkSZIkSWrEArMkSZIkSZIkqRELzJIkSZIkSZKkRiwwS5IkSZIkSZIascAsSZIkSZIkSWpkwWw2johlwEeAk4EJ4I1AAh8HjgceAC7KzJGImAdcAbwc2AS8PjPvrv1cAvx+7faPM/Pa2n4acA2wELgVeFtmTswmZkndZ+OWjTy5dVOnw5gTFvYsYsmhSzodhiRJkiRJOkjMqsBMKRh/JjMvjIhDgUXAu4HPZ+blEXEpcCnwTuBc4MT680LgSuCFEXEEcBnwAkqRejAibs7MkbrOrwF3UQrMq4FPzzJmSV3mya2b+MR3buh0GHPCq068yAKzJEmSJEnabxpPkRERS4EXA1cBZOaWzBwFzgeuratdC1xQH58PXJeZE5l5J7AsIpYDLwNuz8zHalH5dmB1XXZ4Zt5ZRy1f19KXJEmSJEmSJKnDZjOC+QTgB8DfRcQpwCDwNuDYzFxX13kYOLY+Pg4Ybtl+TW3bXfuaKdp3a/PmzQwNDe31i5mtZ86bx+joyH7f71x0yPgY3+/AMVTn9B7Zy8jIaKfDmBPGxsfZ8FD7Pj/Leo/w2LTJ2Ng4azYMz7yiJEmSJEkHkNkUmBcAPwW8NTPviogrKNNhPC0zJyJiv86Z3Nvby8DAwP7cJQDbhtewfVn/ft/vXLR4cR8DK1d0OgztR+vHH6G/f1mnw5gT+hYvZtUxq9rW38b1Yx6bNunrW8zyVcfOvKKkrjE4ONjpECRJkqSu13iKDMqI4jWZeVd9fiOl4PxInd6C+u/6unwtsLJl+xW1bXftK6ZolyRJkiRJkiR1gcYF5sx8GBiOiKhN5wDfBm4GLqltlwA31cc3A6+LiHkRcQbweJ1K4zbgpRHRHxH9wEuB2+qyJyLijIiYB7yupS9JkiRJkiRJUofNZooMgLcCH42IQ4H7gTdQitY3RMSbgAeBi+q6twIvB+4DNtV1yczHIuKPgK/W9f4wMx+rj38LuAZYCHy6/kiSJEmSJEmSusCsCsyZ+Q3gBVMsOmeKdSeAN0/Tz9XA1VO0fw04eTYxSpIkSZIkSZL2jdnMwSxJkiRJkiRJOohZYJYkSZIkSZIkNWKBWZIkSZIkSZLUiAVmSZIkSZIkSVIjFpglSZIkSZIkSY1YYJYkSZIkSZIkNWKBWZIkSZIkSZLUiAVmSZIkSZIkSVIjFpglSZIkSZIkSY1YYJYkSZIkSZIkNWKBWZIkSZIkSZLUiAVmSZIkSZIkSVIjCzodgCRJkqSdRcRK4DrgWGAC+HBmXhERRwAfB44HHgAuysyRTsUpSZIkWWCWJOlAtWkDbBnrdBRzw6F9sOjITkchtdoG/E5m3h0RS4DBiLgdeD3w+cy8PCIuBS4F3tnBOCVJknSQs8AsSdKBassYfPm9nY5ibnjRuy0wq6tk5jpgXX28MSKGgOOA84Gz6mrXAl/CArMkSZI6yAKzJEmS1MUi4njg+cBdwLG1+AzwMGUKjWlt3ryZoaGhfRvgNJ45bx6jo87e0Q6HjI/x/TYex54lRzEyOtq2/g5m42NjDK17oK199h7Zy8iIx6cdxsbH2fBQe/8PXNZ7hMenTcbGxlmzYbitfa5csp2tI/7uaYeesTGG17Xv87Ny5QK2bvWz0y49PWMMD3cmx5uKBWZJkiSpS0VEH/BPwNsz84mIeHpZZk5ExMTutu/t7WVgYGAfRzm1bcNr2L6svyP7nmsWL+5jYOWKtvW3bvRJ+pcta1t/B7PFfX0sX3F0W/tcP/4I/f0en3boW7yYVcesamufG9ePeXzapK9vMctX7fZ70r03+iD0+7unLfr6GFjxrDZ2uA7ws9M+fQwMLN/vex0cHJyy/ZD9HIckSZKkPRARPZTi8kcz85O1+ZGIWF6XLwfWdyo+SZIkCSwwS5IkSV0nIuYBVwFDmfn+lkU3A5fUx5cAN+3v2CRJkqRWTpEhSZIkdZ8zgdcC90TEN2rbu4HLgRsi4k3Ag8BFHYpPkiRJAiwwS5IkSV0nM/8VmDfN4nP2ZyySJEnS7lhgliRJ2iceBzZ1Oog5YhGwtNNBSJIkSZqCBWZJkqR9YhNwdaeDmCPeiAVmSZIkqTtZYNZB4fFNW9i05alOhzEnLDp0PksXHdrpMCRJkiRJktQFLDDroLBpy1Nce8f9nQ5jTrjkxatYuqjTUUiSJEmSJKkbHNLpACRJkiRJkiRJByYLzJIkSZIkSZKkRiwwS5IkSZIkSZIascAsSZIkSZIkSWrEArMkSZIkSZIkqRELzJIkSZIkSZKkRhbMtoOImA98DVibmedFxAnA9cCRwCDw2szcEhG9wHXAacAG4NWZ+UDt413Am4CngN/OzNtq+2rgCmA+8JHMvHy28UqSJEmSJEmS2qMdI5jfBgy1PH8f8IHMfDYwQikcU/8dqe0fqOsREScBFwPPBVYDfxMR82vh+kPAucBJwGvqupIkSZIkSZKkLjCrAnNErABeAXykPp8HnA3cWFe5FrigPj6/PqcuP6eufz5wfWZuzszvAfcBp9ef+zLz/szcQhkVff5s4pUkSZIkSZIktc9sRzD/JfB7wPb6/EhgNDO31edrgOPq4+OAYYC6/PG6/tPtu2wzXbskSZIkSZIkqQs0noM5Is4D1mfmYESc1b6QZmfz5s0MDQ3NvGKbPXPePEZHR/b7fueiQ8bH+H6bj2HPkqMYGR1ta58Hq/GxMYbWPdDWPnuP7GVkxOPTDmPj42x4qH2fn2W9R3hs2mRsbJw1G4ZnXnEvrFyyna0j/u5ph56xMYbXtfd3z8qVC9i61c9PO/T0jDE8vP/zO0mSJEkzm81N/s4EXhkRLwcOAw6n3JBvWUQsqKOUVwBr6/prgZXAmohYACyl3Oxvsn1S6zbTtU+rt7eXgYGBxi+qqW3Da9i+rH+/73cuWry4j4GVK9ra57rRJ+lftqytfR6sFvf1sXzF0W3tc/34I/T3e3zaoW/xYlYds6pt/W1cP+axaZO+vsUsX3VsezsdfRD6/d3TFn19DKx4Vps7XQf4+WmPPgYGlu/3vQ4ODu73fUqSJEkHmsZTZGTmuzJzRWYeT7lJ3xcy85eBLwIX1tUuAW6qj2+uz6nLv5CZE7X94ojojYgTgBOBrwBfBU6MiBMi4tC6j5ubxitJkiRJkiRJaq/ZzsE8lXcC74iI+yhzLF9V268Cjqzt7wAuBcjMe4EbgG8DnwHenJlP1RHQbwFuA4aAG+q6kiRJkiRJkqQuMJspMp6WmV8CvlQf3w+cPsU6PwReNc327wHeM0X7rcCt7YhRkiRJkiRJktRe+2IEsyRJkiRJkiTpIGCBWZIkSZIkSZLUiAVmSZIkSZIkSVIjFpglSZIkSZIkSY1YYJYkSZIkSZIkNWKBWZIkSZIkSZLUiAVmSZIkSZIkSVIjFpglSZIkSZIkSY1YYJYkSZIkSZIkNWKBWZIkSZIkSZLUiAVmSZIkSZIkSVIjFpglSZIkSZIkSY1YYJYkSZIkSZIkNWKBWZIkSZIkSZLUiAVmSZIkSZIkSVIjFpglSZIkSZIkSY1YYJYkSZIkSZIkNWKBWZIkSZIkSZLUiAVmSZIkSZIkSVIjFpglSZIkSZIkSY1YYJYkSZIkSZIkNWKBWZIkSZIkSZLUyIJOByBJkiRpZxFxNXAesD4zT65tRwAfB44HHgAuysyRTsUoSZIkgSOYJUmSpG50DbB6l7ZLgc9n5onA5+tzSZIkqaMsMEuSJEldJjPvAB7bpfl84Nr6+Frggv0alCRJkjQFp8iQJEmSDgzHZua6+vhh4NiZNti8eTNDQ0P7NqppPHPePEZHncGjHQ4ZH+P7bTyOPUuOYmR0tG39HczGx8YYWvdAW/vsPbKXkRGPTzuMjY+z4aH2/h+4rPcIj0+bjI2Ns2bDcFv7XLlkO1tH/N3TDj1jYwyva9/nZ+XKBWzd6menXXp6xhge7kyONxULzJIkSdIBJjMnImJipvV6e3sZGBjYHyH9iG3Da9i+rL8j+55rFi/uY2Dlirb1t270SfqXLWtbfwezxX19LF9xdFv7XD/+CP39Hp926Fu8mFXHrGprnxvXj3l82qSvbzHLV834XeneGX0Q+v3d0xZ9fQyseFYbO1wH+Nlpnz4GBpbv970ODg5O2e4UGZIkSdKB4ZGIWA5Q/13f4XgkSZIkC8ySJEnSAeJm4JL6+BLgpg7GIkmSJAFOkSFJkiR1nYj4GHAWcFRErAEuAy4HboiINwEPAhd1LkJJkiSpsMAsSZIkdZnMfM00i87Zr4FIkiRJM3CKDEmSJEmSJElSI41HMEfESuA64FhgAvhwZl4REUcAHweOBx4ALsrMkYiYB1wBvBzYBLw+M++ufV0C/H7t+o8z89rafhpwDbAQuBV4W2bOeLdsSZIkSZIkSdK+N5sRzNuA38nMk4AzgDdHxEnApcDnM/NE4PP1OcC5wIn159eBKwFqQfoy4IXA6cBlEdFft7kS+LWW7VbPIl5JkiRJkiRJUhs1LjBn5rrJEciZuREYAo4DzgeuratdC1xQH58PXJeZE5l5J7AsIpYDLwNuz8zHMnMEuB1YXZcdnpl31lHL17X0JUmSJEmSJEnqsLbc5C8ijgeeD9wFHJuZ6+qihylTaEApPg+3bLamtu2ufc0U7bu1efNmhoaG9v5FzNIz581jdHRkv+93LjpkfIzvt/kY9iw5ipHR0bb2ebAaHxtjaN0Dbe2z98heRkY8Pu0wNj7Ohofa9/lZ1nuEx6ZNxsbGWbNheOYV98LKJdvZOuLvnnboGRtjeF17f/esXLmArVv9/LRDT88Yw8P7P7+TJEmSNLNZF5gjog/4J+DtmflERDy9LDMnImK/zpnc29vLwMDA/twlANuG17B9Wf/MK2pGixf3MbByRVv7XDf6JP3LlrW1z4PV4r4+lq84uq19rh9/hP5+j0879C1ezKpjVrWtv43rxzw2bdLXt5jlq46decW9Mfog9Pu7py36+hhY8aw2d7oO8PPTHn0MDCzf73sdHBzc7/uUJEmSDjSzmYOZiOihFJc/mpmfrM2P1OktqP+ur+1rgZUtm6+obbtrXzFFuyRJkiRJkiSpCzQuMEfEPOAqYCgz39+y6Gbgkvr4EuCmlvbXRcS8iDgDeLxOpXEb8NKI6K8393spcFtd9kREnFH39bqWviRJkiRJkiRJHTabKTLOBF4L3BMR36ht7wYuB26IiDcBDwIX1WW3Ai8H7gM2AW8AyMzHIuKPgK/W9f4wMx+rj38LuAZYCHy6/kiSJEmSJEmSukDjAnNm/iswb5rF50yx/gTw5mn6uhq4eor2rwEnN41RkiRJkiRJkrTvzGoOZkmSJEmSJEnSwcsCsyRJkiRJkiSpEQvMkiRJkiRJkqRGLDBLkiRJkiRJkhqxwCxJkiRJkiRJasQCsyRJkiRJkiSpEQvMkiRJkiRJkqRGLDBLkiRJkiRJkhqxwCxJkiRJkiRJasQCsyRJkiRJkiSpEQvMkiRJkiRJkqRGLDBLkiRJkiRJkhqxwCxJkiRJkiRJasQCsyRJkiRJkiSpEQvMkiRJkiRJkqRGLDBLkiRJkiRJkhqxwCxJkiRJkiRJasQCsyRJkiRJkiSpEQvMkiRJkiRJkqRGLDBLkiRJkiRJkhqxwCxJkiRJkiRJasQCsyRJkiRJkiSpEQvMkiRJkiRJkqRGLDBLkiRJkiRJkhqxwCxJkiRJkiRJasQCsyRJkiRJkiSpEQvMkiRJkiRJkqRGLDBLkiRJkiRJkhqxwCxJkiRJkiRJasQCsyRJkiRJkiSpEQvMkiRJkiRJkqRGFnQ6gJlExGrgCmA+8JHMvLzDIUmSJEkdY34sSZKkbtLVI5gjYj7wIeBc4CTgNRFxUmejkiRJkjrD/FiSJEndpqsLzMDpwH2ZeX9mbgGuB87vcEySJElSp5gfS5IkqavMm5iY6HQM04qIC4HVmfmr9flrgRdm5lum22ZwcPAHwIP7KURJkiTNXc867bTTju50EK32Nj82N5YkSVIbTZkfd/0czHur2/4IkCRJkjrF3FiSJEn7WrdPkbEWWNnyfEVtkyRJkg5G5seSJEnqKt0+gvmrwIkRcQIlcb4Y+KXOhiRJkiR1jPmxJEmSukpXj2DOzG3AW4DbgCHghsy8t7NRSZIkSZ1hfixJkqRu09U3+ZMkSZIkSZIkda+uHsEsSZIkSZIkSepeFpglSZIkSZIkSY10+03+1CYRcTVwHrA+M0/udDzaISJWAtcBxwITwIcz84rORqVJEXEYcAfQS/k/88bMvKyzUalVRMwHvgaszczzOh2PdoiIB4CNwFPAtsx8QUcD0k4iYhnwEeBkyu+fN2bmv3c2Kmn/MDfuXubG3c3c+MBgfty9zI+7m/lxc45gPnhcA6zudBCa0jbgdzLzJOAM4M0RcVKHY9IOm4GzM/MU4FRgdUSc0eGYtLO3UW50pe70ksw81eS5K10BfCYznwOcgp8jHVyuwdy4W5kbdzdz4wOD+XF3Mz/uXubHDVlgPkhk5h3AY52OQz8qM9dl5t318UbKf2DHdTYqTcrMicwcq0976o93R+0SEbECeAXlW2ZJeygilgIvBq4CyMwtmTna2aik/cfcuHuZG3c3c+PuZ34sNWN+PDtOkSF1kYg4Hng+cFeHQ1GLeonZIPBs4EOZ6fHpHn8J/B6wpNOBaEoTwGcjYgL4X5n54U4HpKedAPwA+LuIOIXyf9zbMnO8s2FJ0g7mxt3J3LjrmR93N/Pj7mV+PAuOYJa6RET0Af8EvD0zn+h0PNohM5/KzFOBFcDpEeFcjV0gIibnzhzsdCya1s9k5k8B51IucX5xpwPS0xYAPwVcmZnPB8aBSzsbkiTtYG7cvcyNu5f58QHB/Lh7mR/PggVmqQt3lxTvAAAgAElEQVRERA8lgf5oZn6y0/FoavXymC/inI3d4kzglfVGGdcDZ0fEP3Q0Iu0kM9fWf9cDnwJO72xEarEGWNMy6uxGSkItSR1nbnxgMDfuSubHXc78uKuZH8+CBWapwyJiHmWOn6HMfH+n49HOIuLoeidZImIh8HPAf3Y2KgFk5rsyc0VmHg9cDHwhM3+lw2GpiojFEbFk8jHwUuBbnY1KkzLzYWA4IqI2nQN8u4MhSRJgbtztzI27m/lxdzM/7m7mx7PjHMwHiYj4GHAWcFRErAEuy8yrOhuVqjOB1wL3RMQ3atu7M/PWDsakHZYD19a55g4BbsjMWzock3QgOBb4VM3PFgD/mJmf6WxI2sVbgY9GxKHA/cAbOhyPtN+YG3c1c+PuZm4sNWd+3P3MjxuaNzHhDV8lSZIkSZIkSXvPKTIkSZIkSZIkSY1YYJYkSZIkSZIkNWKBWZIkSZIkSZLUiAVmSZIkSZIkSVIjFpglSZIkSZIkSY1YYJYkSZIkSZIkNWKBWZIkSZIkSZLUiAVmSZIkSZIkSVIjFpglSZIkSZIkSY1YYJYkSZIkSZIkNWKBWZIkSZIkSZLUiAVmSZIkSZIkSVIjFpglqUVEXBARZ+/D/pdFxB9ERKP/fyPiRRHxynbHtcs+3h4Rq6ZZ9qyIeOu+3P/BLiLOiohf6HQckiRJ09nXOfP+EhG/EhGndjoO7V5EnBoRb+x0HJKmt6DTAUjatyLi9cAzgD/PzG0dDqexiDgPeF59Oh+YB0y+nocy8x+m2e7twM2ZeX8bYzkeuATYWps2Av+amV9v1z5a9vMLmfn+ybbM/HI797G3MvNB4IOz7ScieoGXAAPAQmAcSOCOzNw02/53s99TgZ/KzKv31T72MI6fBH4aOArYAjxMee0Ptan/ZcDbgT/MzO3t6FOSpLliruTHUL6YBs4CPpOZd7a0nwGsBr6UmV+a5T72ef4UERcAT2TmF/bhPs4CjsjMT062Tfc3RBv3eTpwKnAscE9m/nPLshXA2cByYAJ4APh0Zm6coc8Lap/XZ+Z/trSvBs4A/jkzv9Hml7LPRcSzgRdR3o9twA+A/5uZ2cZ9/AHwV5n5WLv6lFRYYJbmsFpkehbwQyCAe9vc/yH7q3iVmbcAt9T9nsUuyWEHbMzM90fEPODZwGsiYjgzH+1gTAeEiJhPKdD/EPgH4FFgEfAC4DjgO52Lrn3quUFmTuzS/tPAz1DO5+8CT1HOoecAbSkwz9b+/GxLkrQ/zaX8uMUG4BTgzpa2U2q7OmsjcAcl19u1/rIQGATuA7YDLwfOp+THM5k85v8J5bwDngt0feF0qs9IRJxEee23AR8DNlM+p8+jDELpOPNjafcsMEtz2ynAmvpzCnBvRCwAfhe4OjPXA0TEYuB/Ah/IzPGI+AnKt+nLKN8c35KZj9R13w58DfhJ4KiIeA/w34HTgMXA48AXMnOorn8I8HN1/1uA/0tJnv4wM7dHxGHAy4ATKd/cf50y0mKPf3lHRAA/CyyhjAT935n5gzrNwFLglyJiO/B/MvPfIuIi4MeAnpb11+/NGzupFg+/ExFPUkYmPFoLi2fW9+Qw4H7Ke/jkFLE/v657OGUU779l5tci4lDgV4D5EfHuuvoHa59PF9ene+112duBr1De+2WU5PVTmbktIhYBF9T3YYJynP+upRj6jIh42RTbHU/LqOq6j0FK8reEkuTeMsNooFMox+WazNxS28aB/9PyvhwNvIIyumgj8LnJ0Qt11NE3M/Pu+nynUTV1ZMItlPNyEXAPcCtltPB5Le/p9sy8fIpj8nrKZ+aEus0DlJEgT9blKyjn7NGU8/3TmflAy7bDwPGU0Rd/Q0uiX8/3lwA3TX5GqmSK5HmqUeyto/Ij4rj6Ph1JGenxzcy8DXhDXf3Scorw95k53HK+9QFrgX/JzNGW9+1WysiXQ4C/3DUeSZLmgLmYH68FnhkRx2Tm+og4hvK3/trWlSLiNEoesJDypfYtk6NlG+ZPCyPilymFwB8A/5SZj9Vc+GX1/VhQX/+Ne5pvt1yJ9c+UvKkHuDMz76jLjwPOrbFtA74N3JaZT9Xlx1BGby+nFG7vBNZRRsfOi4jnACOZeeVkXll/Gp8D02k55s+k5Puty3YaVBERX2FHDjeTBE6JiIU1R3028AhwaEt/8+prPo1yHO6j5K0/nOk93lUdNb0NOAJYQXk/P9WSRx5FOYeXA5so5/u9u2y7lJIjf4zy91FrnC+jXM13d8tuH6g/u8byI1fqtf59EBFHUIrVz6AM5PheZn4iIibf29+MiAlKPv2tvf1sW2SWpuYczNLcdgolWboHeHZE9NXC3xDll+Sk5wIP1MRpOeUX8i3An1KKh6+pifekk4F/BC6vv2BHgKuBP6EUCX8hIpbUdX+KkvD8LfC/KKM0W11ASfz+qq7z43WbPRIRRwIXAp8B/owy+vU1ETG/FmEfB/4xM9+bmf9WN/sOpVj7Z5TkqPF8txExrxZ5F7GjkPhCyuv8O+AvKCNkXjFNF+OU9/JPgJuAl0XE8lp4/QfKSOn31p+dLpfb3WtvWe25tZ+/pBTAJ+eY++/AE3W7Pwc+v0tc0203lZ+s615BKXS+eDfrAqwC7mspLu+kxv8ayujeP6P8cfOLNXHdUz8BfBi4kvJafrwW3m8Bhuv7+SPF5RanUI7HX1DOz3NrbIcDv0wZifI+4LPAq+sfIJOeB/wL8F7K+ddqBSXBH6I9zgXuysw/obz/k6Ow/q7+e3l9rcP1j6kXAR+nfLYfBH5xl/6eA/x/wIfaFJ8kSd1mrubH/1FfW+trfFpEnACcA3yCkt88TskjW+1t/nQy8CXgckoePDkn849Tis4frMs+AfzIQIs98GPAXwPXAf9PHYAApej+Gcqx+Aglt/xv9XX2Aq+jFFP/gvIefi8z7wO+DHyrvo4rW3fUpnNgtp4F7Omgl22UgR0n1+enUM6BVqfWn2soeeKhlCJwq+ne46k8j3Iu/yllYMsvANSBMa+jfKb+DLgReMUuff0k5f1/Lz96xd6RlOLzt3ez771xNuXviMuB9wN3AWTmZH58ZT0HvtXwsy1pCo5gluaoiPgxyrew92bmpoh4jPKL/d8pv/z/BzuKij9J+WYWyjfc/z979x8lWV0feP/dM9O00jXSzU8HpoVMYD82IaKSVbJGQ3BNkHDAjb8wT4yYnE02jyQx0Wef6B/R4zmbNWbXhA1G41EiRIMxigZdjPGJukhUIo0IQvtBRKAbWkaGbpjqGZsepp8/7u2ZmqZ/zNTcqVvd/X6d02eq7v3W936qbt2pT33qe793JDPHy/u3RcSLKQpj95XLbs7MfYWz+V+nS9+JiJ+jmOrguxSJ2c2Z+XgZ100USSAR0aAYmfHuzJwFnoiIb5Qx3MLBOQu4OzO/X/b5NYoRmEMs8ot3Ge++uZIj4isUozyflpk/PshtAmyOiD+i+LV/A8WoiYly3c8AN7Q8568AfxCLXNgvM+9uuXtfRHyfIrmcWNh2EQfz3G9uGZmSFL/kQ/Fr/mbgmHIOsvsX9L3U4xbzb/Pvh4i4kSJxXW7+vKOBh5ZZv5UiAb6pHFH9g4i4m/1fYg7GTeX+/HFE/KCM/56DfCzAt1tGr3wJ+C8R8RmKxPp7LSNOvh8RD1G8j+fnurttmRE6RwO7KkxOnwSOjYijs5i7enyZtj9D8brMj3D/KvDiiBiYH30CfHWxkfaSJK0Fazw/vh34jTJvOYuiuP3SlvXPAb41n69GxP9HkQO35gGHmj+NZuaDZX+3U4xChSI/OYpihPGD87lHG75SvgY/jIgfUgx6+FFmtuaRUxFxC8XI2G9QFMmbmfm1cv0els+PWh3ue6BtEXES8PPAxw/hYd8GfjEi7qB4/p+hLLSXngN8PTMny238C/B/lzntvEVf4yW2d3cW12OZ7+ttEXEMxXePqZbvWBMRMUrxPv9Kuey7uf9aIwvPdDy6/HfZuacPwZMUBevN5TG23BR0h3xsS1qcBWZp7Xou8P3cf8G0Oyh+2f46xYdlbxSn+jcpksf5C0QcQ3G61Qta+tpIUYyc93jrhiLibIoLlg2Ui45if6KwmQNHcbY+9hiK4uxbytP4obh43wH9r+CA/jNzLiIeY8EpaC2xbqD4Vfunyhjnp4Q4mmKk8cGan4N5E8UUFT/B/nnvjqEY1do69+5eimkJFsZzBkUyeRzFc+/l4EcuHMxzb7bcnmX/fvwaxQVhXl++9iOZedNBPG4xrfvrsRXaQnHa3HJtNlNc5KX19ZtiiX26hIXxH7VUwyUsfE4bKd4jxwBnlqfSzdsI/GCJxy60Czg6qpvD7XqK0xovj4gpii8Jdy/R9hjggoj4xZZlPRSv9/wXy0M59iRJWm3WbH6cmY+VBfOXAo+W91ubbKZlAENmPhERuyjyq/k84FDzp0XbZ+YPyukefhk4piw2/nNmzqzQ30H1X57F90vAyewf7DH/3J5B+/MQ38fhvQfaUk7p8GsUF2pcOOhjSZn5QBTT3r2Eovg7u8g+b32fTVG8Vq3fSQ5ln+97D5bvn93lNo4BTikH38zbwIGj6FfKj+fjnVym3cH6IsX3vf8cET+muFDgUhdjP+RjW9LiLDBLa1BE9FIUUHsi4q3l4k3A0yLimZn5w4i4k2J0wzRFQjKf8D1OMYpx0fm3SvsKf1HMgXUxcDUwnsW8cf+lpW2TAwuDrbcfp/iF+T2HUWzbCZzYEk8PRaKwVCLw0xSnIV5DkWT1AX+0RNsVZTEv8ReB342IZ2dxJefHKebYfcqv5eXrNX97E/Aa4NNFV/lkRFx6CJs/1OfeGvcMxUU0vhDFPHVviIiHMvPeFR66mNZ9egwrjz64Fzg/Io5aYpqMncAzIqKnpch8DPsvVDNL8WVi3lMK9xVY+JyepEh+H6eY3+36ZR47t8y68bKvZ3NwpwEe8FzLH0j2TceRmTuAT5b7fhh4TUS8Z4m+5o/t25dYv1LskiStWuskP/42xen+/7jIup0UOc18jPMF7yNSPMvMm4Gby2nEXk0x9/NyZ7gdiosoCsqfysyZiDgXOLNc9zj7p404JOV+Opz3wCEr3yu/TnGtmIVTXByM2ykGq1y9yLoD9nl5ey9Pff8drH2PKd8/Ty+38Thwf2Zes8xjl8sxd1AUwocpBsGsZLb8t5fiYoDQ8n0gM5sUgzDmz1r49Yi4vzxrc6FDOrYlLc0Cs7Q2PZsiefgARYI679UUozR+SDFi41LKizC0tBkBLo2IeykuDNJLccrV/UuMOuil+NDdBfsuWndiy/o7gXMj4nsUFzH5ufkVmbmznBLil8rT+Z4ABoFnZHnRtINwJ/BzEbGNYpqHF1KcdjVWrm+Wfc47qly/q4y99dTBtpSF4a9RJHffpTiV7vyI+ExmTpWJ9VBZfG61keL/4V3A3nI080+yfwRzk2K061LTd6z03JdUjsB9hGKUwAzFPmw3eXpBOYXFLMUcv99Zof3tFNM1vCYi/okiqXw6xSlqP6QoQM8CL4qIr1OcdhcUcwJSthmOiFspRhc8nwNHXyynSVG83pjlhWCW8JyI+DbFjxC/ANxVfum4nWI0xOllnBsoTqF7dP401+VkcVGVL1PMS7eXYn64vRSnxZ6WmV9c8JAdwKZyf32f4vXdN8d2RDyHYiTWdDlCA4r9OF3+O8j+wvwtwC9ExA+zuADQ0yjmVmw9hVeSpLVqPeTHd1IUzBbLBe8AXlVOp/AIRQ483jI9xnIONn8C9l2Er4eiCDxLkZ9WWaQ7iiJ/fSKKa3T8e4rcB+BuitfuXIrcZyNwQjkFQhPYtmAQw0JVvQeAfYMD9v2VA0z2lnnlM4A3UEw3d7DTAy50M8UUEIuNfL6D4rvCPRSvz0sp5qDeu2Ck88E6oyzYPkgxQni8HCl/N/Afy1H7898Dngk8cTDTo5RnYX4BuKQcFX0Xxft+CDg7Mz+7oP10RDxOka+PUBy/x86vj4ifopgz/HH2n6E6v7/nvxvOF5vb2q+SnsoCs7Q2nU0xD+wBc0WVp6q9PCK+mJnjEfEERYFu3xWMM/OhiLieYh7dYykSwqWSFjLzR2UR8DcpPri/zYFJ7QjF9A+/Q5EI3kzxoT3/If9piikm3kQxmngSaJ2qYVmZ+UhEXEdxsbNnUHw5uLYl+b2pfM4vo7gw2y0UF1V5C8XFRr7EgXOVtetbwHlRZGvzU2W8PoqLuUxTJFsHFJjLERefp/his5EiIc4Fz+0O4PfLEarvW/D4lZ77co6j2Mf9FK/DNzPzB8s/ZEl3AK+neC8lxeu8pHLU9zUUU3T8OvA0itfouxTz9D0ZEddSnFb5YoovSp/OzEfKLr5OcUrk/0NxtezbKectPAg/oJhX7q0RMZeZS432vZ3iAjvHU7z3P1fG/lhEfJziyu+vpHgfPzi//mBk5tcioklxOuMrKY6LCRZ53cqC9P+mGAXVA/wrB440Op3iS1Qv+6/QPgv75sP+zfKLzUczc7QcbfKqKObLm6EoWltgliStB2s+Py5zgEXPRsvMe8uC9Wspcq8xiouxHYyDzZ/m9VFMYTFI8Vp9nyKHqco/U8yV/CKK/Pc7FNPVzefX11Dkx+eV2/8GxVlkd1HMS/z/RsRkZv71wo6reg+0eEkZx7znUMxL/BWKQRKDFN8h9rXJzD9Z8RXY33Y3S+xziu8nm4E3UtR+7gE+f7B9L+IOiueylSJ3va6MYSYi/pZin/8SRc76Q4qzJQ9KZt5Vvu4vodh3eygG3Sw1ovmzFN8VXkrxPFuPr5MppoXro/iO8fn5eagpXvf/VBb6P5uZd7a5XyUt0DM352h/SZ1TjtK9KDP/vO5YdPgi4s3A9W1OrdGVIuIyimkwbq07FkmStPaZH6vbRcQrKK6RUtU0J5LWGEcwSzqiypGVp1GMXGhQTCMxWmdMkiRJUl3MjyVJa40FZkmd8AsU00DMUpxq9uV6w1lZRLyYYnqGhR7IzI92Op7VxtdPkiRpWasuPz5cEfEmDrzo3LzPrXAR4q5VTjv2piVWv2/hlCyH0O+ae60krW1OkSFJkiRJkiRJasuGugOQJEmSJEmSJK1Oa26KjNtuu22ur6+v7jAkSZK0yu3ateuRc84554S64zgc5saSJEmqylL58ZorMPf19TE8PFx3GJIkSVrlRkZG7q87hsNlbixJkqSqLJUfO0WGJEmSJEmSJKkta24EsyRJkrTaRMQQcA1wEjAHfDAzr1jQ5jzgH4EflIuuy8x3dTJOSZIkaSELzJIkSVL99gBvycxbI2IzMBIRX8zMuxa0+2pmXlRDfJIkSdKinCJDkiRJqllmTmTmreXtncAocEq9UUmSJEkrcwSzJEmS1EUi4jTgecDNi6z+2Yj4NvAQ8NbMvLOTsUmSJEkLWWCWJEmSukRENIBPAW/OzMcXrL4VODUzmxFxIfAZ4Izl+puZmWF0dPTIBCtJkiRhgVmSJEnqChHRS1Fc/lhmXrdwfWvBOTNviIi/iojjM/ORpfrs6+tjeHj4yAQsSZKkdWVkZGTR5c7BLEmSJNUsInqADwOjmfneJdo8s2xHRLyAIpff0bkoJUmSpKdyBLMkSZJUvxcBrwfuiIjbymVvB54FkJkfAF4F/E5E7AF2A5dm5lwdwUqSJEnzLDBLkiRJNcvMm4CeFdpcCVzZmYgkSZKkg2OBWZKk1WrXDniiWXcUa8NRDTj6uLqjkCRJ0uEwP66O+bEOgQVmSZJWqyea8NU/qTuKteHFbzeBliRJWu3Mj6tjfqxD4EX+JEmSJEmSJEltqX0Ec0RsBG4BHszMixas6wOuAc6huEL2azPzvo4HKUmSJEmSJEl6itoLzMDvA6PAMxZZ95vAZGaeHhGXAn8KvLaTwUnSevbjnTPM7p6tO4w1offpvTxtc1/dYUiSJEmSVKlaC8wRsRX4ZeC/AX+4SJNLgHeWtz8JXBkRPZk515kIJWl9m909y7c++Z26w1gTnveqsywwS5IkSZLWnLrnYP4L4L8Ce5dYfwowBpCZe4DHAGcYlyRJkiRJkqQuUNsI5oi4CNiemSMRcV5V/c7MzDA6OlpVd5K0rg30Hcvk5FTdYawJzeY04zvGKu1zaPNeZicnK+1zveptNhmbMH+QJEnLcwq56jiFnLR21DlFxouAiyPiQuBpwDMi4qOZ+WstbR4EhoDxiNgEHENxsb8l9fX1MTw8fKRilqR1Zef2JoODA3WHsSY0Gv1s2XZStZ1O3Q+Dg9X2uV41GgxvPbXuKNRlRkZG6g5BktRlnEKuOk4hJ60dtRWYM/NtwNsAyhHMb11QXAa4HngD8HXgVcCXnH9Z7Xhs1xPseuLJusNYE44+aiPHHH1U3WFIkiRJkiSpC9R6kb/FRMS7gFsy83rgw8DfRsQ9wKPApbUGp1Vr1xNPcvWN99Ydxprwhpds45ij645CkiRJWpt2PrGT3bO76g5jTXh679FsPmpz3WFI0prXFQXmzPwK8JXy9h+3LP8x8Op6opIkSZKktcez+6pzJM7u2z27i3/43icq7XO9evUZr7HALHWNxwB/PKvO0RQzCXeHrigwS5IkrT0m0dXprgRaWu08u686nt0nSQdrF3BV3UGsIb9BN+XHFpglSZKOCJPo6nRXAi1JkiRpvw11ByBJkiRJkiRJWp0sMEuSJEmSJEmS2mKBWZIkSZIkSZLUFgvMkiRJkiRJkqS2eJE/SbXb+cROds/uqjuMNeHpvUez+ajNdYchSZIkSZLWCQvMkmq3e3YX//C9T9Qdxprw6jNeY4FZkiRJkiR1jFNkSJIkSZIkSZLaYoFZkiRJkiRJktQWC8ySJEmSJEmSpLY4B7MkSZKkyj05Oclcc7ruMNaEnkY/GwcH6w5DkiRpURaYJUmSJFVurjnNzr+8su4w1oTNv3s5WGCWJEldyikyJEmSJEmSJEltscAsSZIkSZIkSWqLBWZJkiRJkiRJUlssMEuSJEmSJEmS2mKBWZIkSZIkSZLUFgvMkiRJkiRJkqS2bKprwxHxNOBGoK+M45OZ+Y4FbS4D/gx4sFx0ZWZ+qJNxSpIkSZIkSZIWV1uBGZgBzs/MZkT0AjdFxOcz8xsL2v19Zl5eQ3ySJEmSJEmSpGXUVmDOzDmgWd7tLf/m6opHkiRJkiRJknRo6hzBTERsBEaA04H3ZebNizR7ZUS8BLgb+IPMHOtkjJIkSZIkSZKkxdVaYM7MJ4HnRsQA8OmIOCszv9PS5LPAtZk5ExG/DVwNnL9cnzMzM4yOjh65oLUq9W4+nsmpqbrDWBOmm01GJ+6rtM++4/qYnHT/VKE5Pc2OB6r7P3Cg71j3TUWazWnGd1T7G+nQ5r3MTk5W2ud61dtsMjZRbf4wNLSJ2VmPnyr09jYZGzO/kyRJkrpRrQXmeZk5FRFfBi4AvtOyfEdLsw8B71mpr76+PoaHh6sPUqvaxNRuBgcG6g5jTehvNNiy9YRK+9w+/TCDg+6fKjT6+9l24rbK+tu5vem+qUij0c+WbSdV2+nU/TA4WG2f61WjwfDWUyvudALw+KlGg+HhLR3f6sjISMe3KUmSJK02G+racEScUI5cJiKeDrwM+O6CNq3fJC4GHLoiSZIkSZIkSV2izhHMW4Cry3mYNwCfyMzPRcS7gFsy83rg9yLiYmAP8ChwWW3RSpIkSZIkSZIOUFuBOTNvB563yPI/brn9NuBtnYxLkiRJ6rSIGAKuAU4C5oAPZuYVC9r0AFcAFwK7gMsy89ZOxypJkiS1qm2KDEmSJEn77AHekplnAucCb4qIMxe0eTlwRvn3W8D7OxuiJEmS9FQWmCVJkqSaZebE/GjkzNxJce2RUxY0uwS4JjPnMvMbwMCCa5ZIkiRJHVfnHMySJEmSFoiI0yimkrt5wapTgLGW++Plsoml+pqZmWF0tJ7rZJ/c08PU1GQt215rNkw3eajC/di7+Xgmp6Yq6289m242GZ24r9I++47rY3LS/VOF5vQ0Ox6o9v/Agb5j3T8VaTanGd8xtnLDQzC0eS+zk372VKG32WRsorrjZ2hoE7OzHjtV6e1tMjZWT463GAvMkiRJUpeIiAbwKeDNmfn44fbX19fH8PDw4QfWhj1j4+wdGKxl22tNf3+D4aGtlfU3MbWbwYGByvpbz/obDbZsPaHSPrdPP8zgoPunCo3+fraduK3SPndub7p/KtJo9LNl20nVdjp1Pwz62VOJRoPhradW2OEE4LFTnQbDw50/kW1kZGTR5U6RIUmSJHWBiOilKC5/LDOvW6TJg8BQy/2t5TJJkiSpNo5gliRJkmoWET3Ah4HRzHzvEs2uBy6PiI8DLwQey8wlp8eQJEmSOsECsyRJklS/FwGvB+6IiNvKZW8HngWQmR8AbgAuBO4BdgFvrCFOSZIk6QAWmCVJkqSaZeZNQM8KbeaAN3UmIkmSJOngOAezJEmSJEmSJKktFpglSZIkSZIkSW2xwCxJkiRJkiRJaosFZkmSJEmSJElSWywwS5IkSZIkSZLaYoFZkiRJkiRJktQWC8ySJEmSJEmSpLZYYJYkSZIkSZIktcUCsyRJkiRJkiSpLRaYJUmSJEmSJEltscAsSZIkSZIkSWrLpro2HBFPA24E+so4PpmZ71jQpg+4BjgH2AG8NjPv63CokiRJkiRJkqRF1DmCeQY4PzPPBp4LXBAR5y5o85vAZGaeDvw58KcdjlGSJEmSJEmStITaCsyZOZeZzfJub/k3t6DZJcDV5e1PAi+NiJ4OhShJkiRJkiRJWkZtU2QARMRGYAQ4HXhfZt68oMkpwBhAZu6JiMeA44BHlupzZmaG0dHRIxSxVqvezcczOTVVdxhrwnSzyejEfZX22XdcH5OT7p8qNKen2fFAdf8HDvQd676pSLM5zfiOsUr7HNq8l9nJyUr7XK96m03GJqrNH4aGNjE76/FThd7eJmNj5neSJElSN6q1wJyZTwLPjYgB4NMRcVZmfudw+gGg4u4AACAASURBVOzr62N4eLiaALVmTEztZnBgoO4w1oT+RoMtW0+otM/t0w8zOOj+qUKjv59tJ26rrL+d25vum4o0Gv1s2XZStZ1O3Q+Dg9X2uV41GgxvPbXiTicAj59qNBge3tLxrY6MjHR8m5IkSdJqU+cczPtk5hTwZeCCBaseBIYAImITcAzFxf4kSZIkSZIkSTWrrcAcESeUI5eJiKcDLwO+u6DZ9cAbytuvAr6UmQvnaZYkSZIkSZIk1aDOKTK2AFeX8zBvAD6RmZ+LiHcBt2Tm9cCHgb+NiHuAR4FL6wtXkiRJkiRJktSqtgJzZt4OPG+R5X/ccvvHwKs7GZckSZIkSZIk6eB0xRzMkiRJkiRJkqTVxwKzJEmSJEmSJKktFpglSZIkSZIkSW2xwCxJkiRJkiRJaosFZkmSJEmSJElSWywwS5IkSZIkSZLaYoFZkiRJkiRJktQWC8ySJEmSJEmSpLZYYJYkSZIkSZIktcUCsyRJkiRJkiSpLRaYJUmSJEmSJEltscAsSZIkSZIkSWqLBWZJkiRJkiRJUlssMEuSJEmSJEmS2mKBWZIkSZIkSZLUFgvMkiRJkiRJkqS2WGCWJEmSJEmSJLXFArMkSZIkSZIkqS2b6g5AkiRJEkTEVcBFwPbMPGuR9ecB/wj8oFx0XWa+q3MRSpIkSU9VW4E5IoaAa4CTgDngg5l5xYI252ESLUmSpPXhI8CVFDnyUr6amRd1JhxJkiRpZXWOYN4DvCUzb42IzcBIRHwxM+9a0M4kWpIkSWteZt4YEafVHYckSZJ0KGorMGfmBDBR3t4ZEaPAKcDCArMkSZKkws9GxLeBh4C3ZuadyzWemZlhdHS0M5EtcHJPD1NTk7Vse63ZMN3koQr3Y+/m45mcmqqsv/VsutlkdOK+SvvsO66PyUn3TxWa09PseKDa/wMH+o51/1Sk2ZxmfMdYpX0Obd7L7KSfPVXobTYZm6ju+Bka2sTsrMdOVXp7m4yN1ZPjLaYr5mAuR2o8D7h5kdWrJolW9zKJro5JdHerOok2ga6OCXR3qzqBBpPoKnVbAl2jW4FTM7MZERcCnwHOWO4BfX19DA8PdyS4hfaMjbN3YLCWba81/f0Nhoe2VtbfxNRuBgcGKutvPetvNNiy9YRK+9w+/TCDg+6fKjT6+9l24rZK+9y5ven+qUij0c+WbSdV2+nU/TDoZ08lGg2Gt55aYYcTgMdOdRoMD2/p+FZHRkYWXV57gTkiGsCngDdn5uMLVq+qJFrdyyS6OibR3a3qJNoEujom0F2u8gQaTKKr1F0JdF1ac+XMvCEi/ioijs/MR+qMS5IkSevbhjo3HhG9FMXlj2XmdQvXZ+bjmdksb98A9EbE8R0OU5IkSapdRDwzInrK2y+gyOV31BuVJEmS1rvaRjCXyfGHgdHMfO8SbZ4JPJyZcybRkiRJWssi4lrgPOD4iBgH3gH0AmTmB4BXAb8TEXuA3cClmTlXU7iSJEkSUO8UGS8CXg/cERG3lcveDjwLTKIlSZK0vmTm61ZYfyVwZYfCkSRJkg5KbQXmzLwJ6FmhjUm0JEmSJEmSJHWpWudgliRJkiRJkiStXhaYJUmSJEmSJEltscAsSZIkSZIkSWqLBWZJkiRJkiRJUlssMEuSJEmSJEmS2mKBWZIkSZIkSZLUFgvMkiRJkiRJkqS2WGCWJEmSJEmSJLXFArMkSZIkSZIkqS0WmCVJkiRJkiRJbbHALEmSJEmSJElqiwVmSZIkSZIkSVJbNtUdwFrx5OQkc83pusNYE3oa/WwcHKw7DEmSJEmSJEkrsMBckbnmNDv/8sq6w1gTNv/u5WCBWZIkSZIkSep6TpEhSZIkSZIkSWqLBWZJkiRJkiRJUlssMEuSJEmSJEmS2mKBWZIkSZIkSZLUFgvMkiRJkiRJkqS2bKprwxExBFwDnATMAR/MzCsWtOkBrgAuBHYBl2XmrZ2OVZIkSZIkSZL0VHWOYN4DvCUzzwTOBd4UEWcuaPNy4Izy77eA93c2REmSJEmSJEnSUmorMGfmxPxo5MzcCYwCpyxodglwTWbOZeY3gIGI2NLhUCVJkiRJkiRJi6htioxWEXEa8Dzg5gWrTgHGWu6Pl8smluprZmaG0dHRqkNc0ck9PUxNTXZ8u2vRhukmD1W8D3s3H8/k1FSlfa5X080moxP3Vdpn33F9TE66f6rQnJ5mxwPVHT8Dfce6byrSbE4zvmNs5YaHYGjzXmYn/eypQm+zydhEtZ89Q0ObmJ31+KlCb2+TsbHO53eSJEmSVlZ7gTkiGsCngDdn5uOH219fXx/Dw8OHH9gh2jM2zt6BwY5vdy3q728wPLS10j4npnYzODBQaZ/rVX+jwZatJ1Ta5/bphxkcdP9UodHfz7YTt1XW387tTfdNRRqNfrZsO6naTqfuh0E/eyrRaDC89dSKO50APH6q0WB4uPMnsY2MjHR8m5IkSdJqU+cczEREL0Vx+WOZed0iTR4Ehlruby2XSZIkSZIkSZJqVtsI5ojoAT4MjGbme5dodj1weUR8HHgh8FhmLjk9hiRJkiRJkiSpc+qcIuNFwOuBOyLitnLZ24FnAWTmB4AbgAuBe4BdwBtriFOSJEmSJEmStIjaCsyZeRPQs0KbOeBNnYlIkiRJkiRJknQoap2DWZIkSZIkSZK0ellgliRJkiRJkiS1xQKzJEmSJEmSJKktFpglSZIkSZIkSW2xwCxJkiRJkiRJaosFZkmSJEmSJElSWywwS5IkSZIkSZLaYoFZkiRJkiRJktQWC8ySJEmSJEmSpLZsqjsASZIkSRARVwEXAdsz86xF1vcAVwAXAruAyzLz1s5GKUmSJB3IEcySJElSd/gIcMEy618OnFH+/Rbw/g7EJEmSJC3LArMkSZLUBTLzRuDRZZpcAlyTmXOZ+Q1gICK2dCY6SZIkaXFOkSFJkiStDqcAYy33x8tlE0s9YGZmhtHR0SMd16JO7ulhamqylm2vNRummzxU4X7s3Xw8k1NTlfW3nk03m4xO3Fdpn33H9TE56f6pQnN6mh0PVPt/4EDfse6fijSb04zvGFu54SEY2ryX2Uk/e6rQ22wyNlHd8TM0tInZWY+dqvT2NhkbqyfHW4wFZkmSJGmN6uvrY3h4uJZt7xkbZ+/AYC3bXmv6+xsMD22trL+Jqd0MDgxU1t961t9osGXrCZX2uX36YQYH3T9VaPT3s+3EbZX2uXN70/1TkUajny3bTqq206n7YdDPnko0GgxvPbXCDicAj53qNBge7vyJbCMjI4sud4oMSZIkaXV4EBhqub+1XCZJkiTVxhHMkiRJ0upwPXB5RHwceCHwWGYuOT2GJEmS1AkWmCVJkqQuEBHXAucBx0fEOPAOoBcgMz8A3ABcCNwD7ALeWE+kkiRJ0n4WmCVJkqQukJmvW2H9HPCmDoUjSZIkHRTnYJYkSZIkSZIktaW2EcwRcRVwEbA9M89aZP15wD8CPygXXZeZ7+pchJIkSZIkSZKk5dQ5RcZHgCuBa5Zp89XMvKgz4UiSJEmSJEmSDkVtU2Rk5o3Ao3VtX5IkSZIkSZJ0eLr9In8/GxHfBh4C3pqZd670gJmZGUZHR498ZAuc3NPD1NRkx7e7Fm2YbvJQxfuwd/PxTE5NVdrnejXdbDI6cV+lffYd18fkpPunCs3paXY8UN3xM9B3rPumIs3mNOM7xirtc2jzXmYn/eypQm+zydhEtZ89Q0ObmJ31+KlCb2+TsbHO53eSJEmSVtbNBeZbgVMzsxkRFwKfAc5Y6UF9fX0MDw8f8eAW2jM2zt6BwY5vdy3q728wPLS10j4npnYzODBQaZ/rVX+jwZatJ1Ta5/bphxkcdP9UodHfz7YTt1XW387tTfdNRRqNfrZsO6naTqfuh0E/eyrRaDC89dSKO50APH6q0WB4eEvHtzoyMtLxbUqSJEmrTW1TZKwkMx/PzGZ5+wagNyKOrzksSZIkSZIkSVKpawvMEfHMiOgpb7+AItYd9UYlSZIkSZIkSZpX2xQZEXEtcB5wfESMA+8AegEy8wPAq4DfiYg9wG7g0sycqylcSZIkSZIkSdICtRWYM/N1K6y/EriyQ+FIkiRJkiRJkg5R106RIUmSJEmSJEnqbhaYJUmSJEmSJEltscAsSZIkSZIkSWqLBWZJkiRJkiRJUlssMEuSJEmSJEmS2mKBWZIkSZIkSZLUFgvMkiRJkiRJkqS2WGCWJEmSJEmSJLXFArMkSZIkSZIkqS0WmCVJkiRJkiRJbbHALEmSJEmSJElqiwVmSZIkSZIkSVJbLDBLkiRJkiRJktpigVmSJEmSJEmS1BYLzJIkSZIkSZKktlhgliRJkiRJkiS1xQKzJEmSJEmSJKktFpglSZIkSZIkSW2xwCxJkiRJkiRJasumujYcEVcBFwHbM/OsRdb3AFcAFwK7gMsy89bORilJkiRJkiRJWkqdI5g/AlywzPqXA2eUf78FvL8DMUmSJEmSJEmSDlJtBebMvBF4dJkmlwDXZOZcZn4DGIiILZ2JTpIkSZIkSZK0ktqmyDgIpwBjLffHy2UTyz1oZmaG0dHRIxnXok7u6WFqarLj212LNkw3eajifdi7+Xgmp6Yq7XO9mm42GZ24r9I++47rY3LS/VOF5vQ0Ox6o7vgZ6DvWfVORZnOa8R1jKzc8BEOb9zI76WdPFXqbTcYmqv3sGRraxOysx08VenubjI11Pr+TJEmStLJuLjC3pa+vj+Hh4Y5vd8/YOHsHBju+3bWov7/B8NDWSvucmNrN4MBApX2uV/2NBlu2nlBpn9unH2Zw0P1ThUZ/P9tO3FZZfzu3N903FWk0+tmy7aRqO526Hwb97KlEo8Hw1lMr7nQC8PipRoPh4c6fyDYyMtLxbUqSJEmrTZ1zMK/kQWCo5f7WcpkkSZIkSZIkqQt08wjm64HLI+LjwAuBxzJz2ekxJEmSJEmSJEmdU1uBOSKuBc4Djo+IceAdQC9AZn4AuAG4ELgH2AW8sZ5IJUmSJEmSJEmLqa3AnJmvW2H9HPCmDoUjSZIkSZIkSTpE3TxFhiRJkrRuRMQFwBXARuBDmfnuBesvA/6M/dcluTIzP9TRICVJkqQFLDBLkiRJNYuIjcD7gJcB48A3I+L6zLxrQdO/z8zLOx6gJEmStIQNdQcgSZIkiRcA92TmvZn5BPBx4JKaY5IkSZJW5AhmSZIkqX6nAGMt98eBFy7S7pUR8RLgbuAPMnNskTb7zMzMMDo6Wl2Uh+Dknh6mpiZr2fZas2G6yUMV7sfezcczOTVVWX/r2XSzyejEfZX22XdcH5OT7p8qNKen2fFAtf8HDvQd6/6pSLM5zfiOZT/GDtnQ5r3MTvrZU4XeZpOxieqOn6GhTczOeuxUpbe3ydhYPTneYiwwS5IkSavDZ4FrM3MmIn4buBo4f7kH9PX1MTw83JHgFtozNs7egcFatr3W9Pc3GB7aWll/E1O7GRwYqKy/9ay/0WDL1hMq7XP79MMMDrp/qtDo72fbidsq7XPn9qb7pyKNRj9btp1UbadT98Ognz2VaDQY3npqhR1OAB471WkwPLyl41sdGRlZdLkFZkmSJKl+DwJDLfe3sv9ifgBk5o6Wux8C3tOBuCRJkqRlOQezJEmSVL9vAmdExE9ExFHApcD1rQ0ionWYysVA95wXKUmSpHXLEcySJElSzTJzT0RcDnwB2AhclZl3RsS7gFsy83rg9yLiYmAP8ChwWW0BS5IkSSULzJIkSVIXyMwbgBsWLPvjlttvA97W6bgkSZKk5ThFhiRJkiRJkiSpLRaYJUmSJEmSJEltscAsSZIkSZIkSWqLBWZJkiRJkiRJUlssMEuSJEmSJEmS2mKBWZIkSZIkSZLUFgvMkiRJkiRJkqS2WGCWJEmSJEmSJLXFArMkSZIkSZIkqS0WmCVJkiRJkiRJbdlU58Yj4gLgCmAj8KHMfPeC9ZcBfwY8WC66MjM/1NEgJUmSJEmSJEmLqq3AHBEbgfcBLwPGgW9GxPWZedeCpn+fmZd3PEBJkiRJkiRJ0rLqnCLjBcA9mXlvZj4BfBy4pMZ4JEmSJEmSJEmHoM4pMk4BxlrujwMvXKTdKyPiJcDdwB9k5tgibfaZmZlhdHS0uigP0sk9PUxNTXZ8u2vRhukmD1W8D3s3H8/k1FSlfa5X080moxP3Vdpn33F9TE66f6rQnJ5mxwPVHT8Dfce6byrSbE4zvmPZj7BDNrR5L7OTfvZUobfZZGyi2s+eoaFNzM56/FSht7fJ2Fjn8ztJkiRJK6t1DuaD8Fng2syciYjfBq4Gzl/uAX19fQwPD3ckuFZ7xsbZOzDY8e2uRf39DYaHtlba58TUbgYHBirtc73qbzTYsvWESvvcPv0wg4Punyo0+vvZduK2yvrbub3pvqlIo9HPlm0nVdvp1P0w6GdPJRoNhreeWnGnE4DHTzUaDA9v6fhWR0ZGOr5NSZIkabWps8D8IDDUcn8r+y/mB0Bm7mi5+yHgPR2IS5IkSZIkSZJ0EOqcg/mbwBkR8RMRcRRwKXB9a4OIaB2qcjHguZGSJEmSJEmS1CVqG8GcmXsi4nLgC8BG4KrMvDMi3gXckpnXA78XERcDe4BHgcvqileSJEmSJEmSdKBa52DOzBuAGxYs++OW228D3tbpuCRJkiRJkiRJK6tzigxJkiRJkiRJ0ipmgVmSJEmSJEmS1BYLzJIkSZIkSZKktlhgliRJkiRJkiS1xQKzJEmSJEmSJKktFpglSZIkSZIkSW2xwCxJkiRJkiRJaosFZkmSJEmSJElSWywwS5IkSZIkSZLaYoFZkiRJkiRJktQWC8ySJEmSJEmSpLZYYJYkSZIkSZIktcUCsyRJkiRJkiSpLRaYJUmSJEmSJEltscAsSZIkSZIkSWqLBWZJkiRJkiRJUlssMEuSJEmSJEmS2mKBWZIkSZIkSZLUFgvMkiRJkiRJkqS2bKpz4xFxAXAFsBH4UGa+e8H6PuAa4BxgB/DazLyv03FKkiRJR5q5sSRJklaj2kYwR8RG4H3Ay4EzgddFxJkLmv0mMJmZpwN/DvxpZ6OUJEmSjjxzY0mSJK1WdU6R8QLgnsy8NzOfAD4OXLKgzSXA1eXtTwIvjYieDsYoSZIkdYK5sSRJklalOqfIOAUYa7k/DrxwqTaZuSciHgOOAx5ZqtNdu3Y9MjIycn/FsR6c1766ls2uOdsfLv4q9rJTKu9yXXro+3fx0BHo91z+wxHodf0Z++44Y4xX2mf/C3sr7W+9unssD/zUq8rJv3UEOl2Hvv8Iy6QXh+GCI9DnevRQ+ddxp3ZwW2svNwbz46ocgfzY3Lga5sbd7UjkxmB+XBXz4y53RPJjc+PqdFd+XOsczEfCOeecc0LdMUiSJEndwNxYkiRJR1qdU2Q8CAy13N9aLlu0TURsAo6huKCJJEmStJaYG0uSJGlVqnME8zeBMyLiJyiS5UuBX13Q5nrgDcDXgVcBX8rMuY5GKUmSJB155saSJElalWobwZyZe4DLgS8Ao8AnMvPOiHhXRFxcNvswcFxE3AP8IfBH9UQrSZIkHTnmxpIkSVqteubmHPQgSZIkSZIkSTp0dc7BLEmSJEmSJElaxSwwS5IkSZIkSZLaUudF/tRBEXEVcBGwPTPPqjse7RcRQ8A1wEnAHPDBzLyi3qg0LyKeBtwI9FH8n/nJzHxHvVGpVURsBG4BHszMi+qOR/tFxH3ATuBJYE9m/kytAekAETEAfAg4i+Lz5zcy8+v1RiV1hrlx9zI37m7mxquD+XH3Mj/ububH7XME8/rxEeCCuoPQovYAb8nMM4FzgTdFxJk1x6T9ZoDzM/Ns4LnABRFxbs0x6UC/T3FBLHWnX8jM55o8d6UrgH/KzGcDZ+NxpPXlI5gbdytz4+5mbrw6mB93N/Pj7mV+3CYLzOtEZt4IPFp3HHqqzJzIzFvL2zsp/gM7pd6oNC8z5zKzWd7tLf+8OmqXiIitwC9T/Mos6SBFxDHAS4APA2TmE5k5VW9UUueYG3cvc+PuZm7c/cyPpfaYHx8ep8iQukhEnAY8D7i55lDUojzFbAQ4HXhfZrp/usdfAP8V2Fx3IFrUHPDPETEH/HVmfrDugLTPTwA/Av4mIs6m+D/u9zNzut6wJGk/c+PuZG7c9cyPu5v5cfcyPz4MjmCWukRENIBPAW/OzMfrjkf7ZeaTmflcYCvwgohwrsYuEBHzc2eO1B2LlvRzmfl84OUUpzi/pO6AtM8m4PnA+zPzecA08Ef1hiRJ+5kbdy9z4+5lfrwqmB93L/Pjw2CBWeoCEdFLkUB/LDOvqzseLa48PebLOGdjt3gRcHF5oYyPA+dHxEdrjUgHyMwHy3+3A58GXlBvRGoxDoy3jDr7JEVCLUm1MzdeHcyNu5L5cZczP+5q5seHwQKzVLOI6KGY42c0M99bdzw6UEScUF5Jloh4OvAy4Lv1RiWAzHxbZm7NzNOAS4EvZeav1RyWShHRHxGb528Dvwh8p96oNC8zfwiMRUSUi14K3FVjSJIEmBt3O3Pj7mZ+3N3Mj7ub+fHhcQ7mdSIirgXOA46PiHHgHZn54XqjUulFwOuBOyLitnLZ2zPzhhpj0n5bgKvLueY2AJ/IzM/VHJO0GpwEfLrMzzYBf5eZ/1RvSFrgd4GPRcRRwL3AG2uOR+oYc+OuZm7c3cyNpfaZH3c/8+M29czNecFXSZIkSZIkSdKhc4oMSZIkSZIkSVJbLDBLkiRJkiRJktpigVmSJEmSJEmS1BYLzJIkSZIkSZKktlhgliRJkiRJkiS1xQKzJEmSJEmSJKktFpglSZIkSZIkSW2xwCxJkiRJkiRJaosFZkmSJEmSJElSWywwS5IkSZIkSZLaYoFZkiRJkiRJktQWC8ySJEmSJEmSpLZYYJakVSIiLouI55e3nxMRr6+4/4si4ufbfOyLI+LiKuM5kiLitIj4w7rjkCRJWssi4hURcX7dcah+rd9lJK09m+oOQNL6FRGXAc8E/kdm7qk5nMMWEccBLwVOAzYCU8BtwM2ZubfKbWXm7cDtLdt+J/C/MvPRFWI8DfiVzHzvIn1+7jDi+WrLNgaANwPvqvp5H4qIOAU4DxgC5oBHgVsy81sVbuPNwPWZeW9VfUqSpO61VvLXiLgIeE55dyPQA8w/nwcy86NLPK7S3CcingNcVN7dUMYyO78+M/+kiu0cjog4Cngry7wudYuIVwCPZ+aXaoxhI/BiivfVZmAa+AHwfzJzqqJtPBd4fmZeVUV/kqpjgVlSLcoi5KnAj4EA7qy4/w2dLG5GxLHAfwa+Bbw/M3dGxPHAzwNHUTzP2uJbyxZ7LSNiCHg9cCPwaWA3sAV4EcU+ql1E9ABk5lzdsUiSpJWtpfy1HFjwuXK75wHHZuZ1ndj2gjj2DZpYbiBEub6u/PlM4ElgW0Q0MrNZQwxdY5n98BrgGcCngAmK70DPAbYBt3YuwqX5HUw6ciwwS6rL2cB4+Xc2cGdEbKIYHXBVZm4HiIh+4A+AP8/M6Yj4d8D5wADwI+Bzmflw2fbNwC3ATwPHR8R/A/4DcA7QDzwGfCkzR8v2G4CXldt/AvgacCHlyNuIeBrwS8AZFCNgvwV8ZYmk5DxgLDO/ML8gMx+hSLBaR/VeT1F0ngL+JiKeR1H0bAAPAp+d/4U/In4SeDnFCIBvU4wsoVy379f7iHhjufh3ImKOYlTJdw5qL7RoHfkwn+ADN5ev4RzFl5AngQuAo4GvzY9cXvDFZD6eP4oIgL/NzLEF2zoPOLHs9wxgB/CPmfnDcv1min1xKsW++Xpm3rzgsXsovtx9gacmrS8Dvp2ZN7Usewj4hyWe+ztpGQG+4LU4GngF8Kwy3h8BfwP8J+AY4FcjYi/F6Ix/jYitFO+bEyjec5/PzPvKfi8DxihGuW8B/opiZLUkSep+ay1/XVQUCdx/pMhBfwj878z8UUT8CovnPq+hyJN6W9pvP5QXdok4XkGR7x1DkTtdW77e5wODwAxwa2Z+pWw/n29/BviFMp5vZOaN5fpTgF8Gjiv7vb01d1/G2RT76HSKgunXWmJ8M/DNcvmxwHeAf2F/7jgO/ENm7i7bL/raluveydL56GkUufk3KL47zAH/kpnfiohzyu3PRcS5wH2Z+XeLvJ7vBD4PnAv0UZxp+cX5wQ4rfC95J3BD+dgNwF8s6Hsb8JPAX2bmY+XiHwP/ttgLuvBHjYVnQJbfdX6e4hjYBXyJomh9EbAxIt4O7M3Md7e8J36KosY1CnwhM2dbXrd/K2O/F+j4DynSeuAczJLqcjbFaIU7gNPL0QB7KBKCn25p91MUSdJ0RGwBLqEodL4HGAFeVyYV884C/g54d5lITwJXAf8d+D/Ar5TFS4DnUySKHwD+Gnj2ghhfAewF/lfZ5ifLxyxmG3DXQTzvU4H3AR+NiGdTnEb29+XzuR94JUBZ1HwtRTL1nvJ5DC3WYWb+TXnz/Zn5J+0Ul5fQoEjS3gt8GbiYInn9IEWB9ecjYnCRx83H8+4ynrFF2kDxet8J/CnF++DSiNhYjuz9VYqk+38CVwPnRsTpCx57F/Du8rH7REQvxWt1MPvjYPwH4HHgz4D/QfGlgTIhfgz4u/J5/mtEPAP4vyhGTv8p8M/Aa8svmvOeA3wW+JPy8ZIkaXVYa/nrU5RTvr0K+CeK3Od7ZbwbF8t9yod9D/jLsv0ERUGvKj8NfJUib3qAoqj+aYoc8GPAvy9z6lbPAq4ErqHIV08ol7+cYuq6/w5cwUGMQC8Ln6exf7+fvUizYeBvKV6Df0eRC/4Lxf7uAV5Y9rXka7tSHP8/e/cfpWddH3j/PQQYIROYgJoNJF3Imn46SCsWH2CPPx4rlQbWGnxWKbaPRKVaV6j2qXsquJ6HHpUe2m112dbStZIlnFoDxbpku9FIUR50axAGaSsMnxoQzIRAbDIDmYROfjDPH9d34M5wTzK555657gzv1zlzzKRgFwAAIABJREFU5rq/1/e6rs/9Y5LvfOZ7fb5FD1Vi+LPA7cBFEXFcZvaX+P53eV9elFyeEOsXqD47Aby2xDbp7yUNfgb4c6rfZSZaBmxpSC63rJQkuRD4UimRciPwZEnE/w3VpJ7fy8zryiG/SPVHgz+j+tyfQJWcHtcDHEeVFP+f041PUnPOYJY06yLip6hmcDyYmbsjYgfV4PG7VAO3X6Yk8Ur7fWX7bKA/MwfL4wci4o3AEuCx0nZP48AmMxsHjj+IiDcApwIPUw3+78nMZ0pc36EaHBERPVQzP67LzL3AnojYWGK4jxc7Htg5had/V2buKdd4HfCdhlkL3wbe2HD75bbMfKjs2wj82ymcv52eA75dZhH8gOp9uSczR4FtEfETYBHVL0GteKLh+X2XKpG7hGqW9PGZ+f+VfkMRcT/VL1+bStvmzHy4bO/lQMdRDean8n5MxX6qWSYnlhkljx+k788BP8zMH5bHj0TEE1SfpQdK2wPtmNUjSZJmzxwdvzZzJvBPmflIOeffUc38XNoQ7wEa17eIiLuo7mJ7WWb+S7P+h+nhzPxx2d43IYanIuIfqRLADze031We/5MR8STVePUnVGO6kyLi+MzcTTW7+FB+DniqzOAeBd4aEYszc2tDn++Nl82IiB8Du8b3R8TDwOml32G/thOMzxp/DvhhROyhSqxO5XmM+06ZTf1s+Wz8LNWdgJP+XtJQP/nb4zOxm5jq70JTNQa8MiKezsydk527TEw5m2qizfgs8W9TJcf/tuFc38ojuGa6dCQwwSypDmcBj5SBHbwwG+C7VIOrY0qZgRGqRVTGB4wnAq+JiHMazjWPKvk37pnGC0XEa6gSs72l6ViqARDluMa/sjceeyLVXR4fK2UeoEpaHnD+BrsnxDGZiddYEREXNLR1lfMsaOybmWMRMdm1Z8ruhtspx5O4jTXn9lK9nq1q9vwWUA0CF0TEVQ19j+LAxO7BXotnx88B/PM04hv3d1QlUN5TPgv9E0pvNDoROKPcCjtuHtUCJ+Nm+32UJEnTNxfHr80ccP4yRnuaalboi5SSHePlCY6nGoNRttuRYJ742iyhmrH6SqrXcR4vvmttsvHqOqrSGVdGxDBVIvqfDnH911BKsWXmMxHxWGlrTDBPvN5k1z+s17aJxrH5xHNPVePr+TQvfA4P9nvJcJNjXxQbVbJ72jJzT0TcRjX55O0RsZmq5EWzcf3xVKVQPjjhM9/V0Ge3yWVp5plgljSrSvmCVwNdEfEfS/PRwMsi4l9l5pMR8SDVX/h3Uf2Vf7T0e4bqL+d3H+QSzy+YVmYCv52qxMJgmYn7oYa+Ixw4oGvcfoZqlsMfTLFm3aNUt5wdagG5xgXdxp/PP0zsVG6hO6HhcRdTH3weKZo9v51UszOGM/O/HuTYSRfGK/XWNlO9Hz+arN8Ee6kGp+N6KIPo8vnbAGyIiFcCqyLiiWy+evozVPX81rUSuyRJ6jxzePzazE6q5O14PF1UycfJkos/S1U64WaqRGQ3cNUkfVsxcdz076nq6f5FZu6LiPG1QQ4pM7cDt5Xn1AdcEhF/MH534URRLRp9MvCGiBi/k7CbambtN1p4jQ/12k46Hm2jE4DxO+lO5IWZwZP+XtLgYGPYR6lK2p0wPrv+EJo91+dl5iZgU/nZewvVz8TqJufZXc71pwe5rmNvaRaYYJY0236GKoH4Z1QD4HHvopoN8CSlHi8vLOgwrp+qTu+jVAtPHEN1S9zjDYP4RsdQDSh2w/MLV7yyYf+DVAOhH1LVc3vD+I7M3BkRjwC/FBHfLPsXAidkWbBtgruAD5S/+v9dZo5ExElUM1/XT/Ja3Af8QkQ8mZnbolqU5d+U2yL/iaquWh+QwDlMGHhNMFLim9KCcRPq/sGB78V07aJ63RdSLd43mVMant+5VLc9DpZjR8vtoPeU2F4OHJOZW6YYwx1UM46fBr5fbmX9V8AbMvO2Jv2fBH62lP1YRvW5egKgzEb+Z6pSIKMlvvGB6vjrPu4fqD4Hr6IaaB9FdQvsjikOtiVJUueZq+PXZh6kSqguo7p7bHyMNr6mxsSxz7Fl/+4S+/lTvE6rjgWeLcnlU6kS3I9M5cCI+DmqWei7ImJ8dvXBko9nlXN/taHtGOA/UJUiycOM/VCv7aTj0SmY+L5M5vURsYXqdTyXagY+HPz3kkPKzEfLZ+/SiPib8lyOoXp/9jeWUSmeLLGcSDW+fuP4jlLqZQnVWHov1ee4cex9QlQ1wfeXWeD3U33m15f39gTglSVJLWmWmGCWNNteQ1WD9oAFICLie8CFEXFHZg6WmmILqBa/ACAzn4iIdVQrZZ9ENSD7MZPUxC210r4LXE41KPl7XhjAQTXgP5lqkDhKlcw8jRcGMF+lugXvCqrZCkNA09IImbkjIm6k+gv7FeV2wWGqGc17gJc1OWYgqkUs3tkwuHqEF2r73Uq1wMXFTWKf6C7gHSVx/D8PMRg8AfjkhLaDzRY+LGUG8d3A5eV1+IuGuoONHqaa6fMOqsT4LZm5HyAi/pJqBfSPUv1f9c8c+MvaoWLYHBFrqG6DfFNUK53vYJKVrKlW1H4HVSL/YQ6s43cy1WduPlX5jXszc3xm9HeoPrdvBe7OzL+LiLVUq7v/e6rP0haqBUkkSdKRaU6OXye5/j9HxF9TjUFPoEoEfnl8jMaEsQ9VYvJVwMeoxknfBP6PqV6vBf+LKpl4EVVpkgdpMs6exKvKscdQlYe4rdRqfpEypn418NXx+soN+/6e6jNxWAnmKby2BxuPHsr3gXeVEnOPZebaSfo9DHyQ6jV7oBx30N9LDiOGW4E3US1kuIDqjw6PUC1UeYDMfKTM+v8Ppd//plp0EKryFv+W6rUYo3qdxsfSP6Kqp/0fI2IsM/+AamLJ/wn8elQLpe8E7uWFtVskzYKusTHvFpAkgIhYDrwtMz9XdyxzXUS8GTgpq9XIJUmS1ALHr5qqiPhd4L+WRaslqa2cwSzpJavMXjiN6i/rPVR/+R6oMyZJkiRpMo5fJUmdyASzpJe6X6Cqn7eX6nbGb9UbzvRFxBtpqGPW4MeZ+RezHY8kSZLa6ogbv3bq+LTUZX5bk11PZ+bnZzseSTpSWSJDkiRJkiRJktSSo+oOQJIkSZIkSZJ0ZJpzJTIeeOCBse7u7rrDkCRJ0hFu9+7d/3z22We/ou44psOxsSRJktplsvHxnEswd3d309fXV3cYkiRJOsL19/c/XncM0+XYWJIkSe0y2fjYEhmSJEmSJEmSpJaYYJYkSZIkSZIktcQEsyRJkiRJkiSpJSaYJUmSJEmSJEktMcEsSZIkSZIkSWqJCWZJkiRJkiRJUktMMEuSJEmSJEmSWmKCWZIkSZIkSZLUkqNbPTAilgI3A4uAMeALmXl9RJwE3AKcBjwGXJKZQxHRBVwPXATsBt6bmfeXc60CPllO/ZnMXFPazwZuAo4D1gMfzcyxVmOWJEmSJEmSJLVPywlmYB/wscy8PyIWAP0RcQfwXuDOzLwuIq4CrgI+DlwILC9f5wI3AOeWhPQ1wOuoEtX9EbEuM4dKnw8A91AlmFcAX5tGzJKkw/AvO0fZ++zeusOYE4457hhetqC77jAkadbsHxpibGRX3WHMCV0985m3cGHdYUiSJDXVcoI5M7cCW8v2zogYAE4FVgJvLt3WAHdRJZhXAjeXGcgbI6I3IhaXvndk5g6AkqReERF3ASdk5sbSfjNwMSaYJWnW7H12L9+/7Qd1hzEnvPadZ5pglvSSMjayi51//Cd1hzEnLPjNK8EEsyRJ6lBtqcEcEacBr6WaabyoJJ8BnqQqoQFV8nlzw2GDpe1g7YNN2iVJkiRJkiRJHWA6JTIAiIge4CvAb2XmMxHx/L7MHIuIWa2ZPDo6ysDAwGxeUpLmrN7ukxgaGq47jDlhZGQXg9s3H7qjJEmSJElHkGklmCPiGKrk8pcy869L81MRsTgzt5YSGNtK+xZgacPhS0rbFl4oqTHefldpX9Kk/0F1d3fT19d3+E9GkvQiO7eNsHBhb91hzAk9PfNZvGzRoTtK6hj9/f11hyBJkiR1vJZLZEREF3AjMJCZn23YtQ5YVbZXAbc3tF8WEV0RcR7wdCmlsQG4ICIWRsRC4AJgQ9n3TEScV651WcO5JEmSJEmSJEk1m84M5tcD7wH+MSIeKG2fAK4Dbo2Iy4HHgUvKvvXARcAmYDfwPoDM3BERnwbuLf0+Nb7gH/Bh4CbgOKrF/VzgT5IkSZIkSZI6RMsJ5sz8DtA1ye7zm/QfA66Y5FyrgdVN2u8Dzmw1RkmSJEmSJEnSzGm5RIYkSZIkSZIk6aXNBLMkSZIkSZIkqSUmmCVJkiRJkiRJLTHBLEmSJEmSJElqiQlmSZIkSZIkSVJLTDBLkiRJkiRJklpiglmSJEmSJEmS1BITzJIkSZIkSZKklphgliRJkiRJkiS1xASzJEmSJEmSJKklJpglSZIkSZIkSS05uu4AJEmSpLkgIlYDbwO2ZeaZpe0/A78M7AEeAd6XmcNl39XA5cB+4COZuaG0rwCuB+YBX8zM60r76cBa4GSgH3hPZu6ZvWcoSZIkvZgzmCVJkqT2uAlYMaHtDuDMzPw54J+AqwEi4gzgUuDV5Zg/jYh5ETEP+DxwIXAG8O7SF+D3gc9l5quAIarktCRJklQrE8ySJElSG2Tm3cCOCW3fyMx95eFGYEnZXgmszczRzPwRsAk4p3xtysxHy+zktcDKiOgC3gLcVo5fA1w8o09IkiRJmgJLZEiSJEmz4/3ALWX7VKqE87jB0gaweUL7uVRlMYYbktWN/Sc1OjrKwMDAdGJu2SldXQwPD9Vy7bnmqF0jPFHT+yhJknQoJpglSZKkGRYR/wnYB3xpNq/b3d1NX1/fbF7yefs2D/Jc78Jarj3XzJ/fQ9/SJYfuKEmSNIP6+/ubtlsiQ5IkSZpBEfFeqsX/fi0zx0rzFmBpQ7clpW2y9u1Ab0QcPaFdkiRJqpUJZkmSJGmGRMQK4HeAt2fm7oZd64BLI6I7Ik4HlgPfA+4FlkfE6RFxLNVCgOtKYvpbwDvL8auA22freUiSJEmTMcEsSZIktUFEfBn4brUZgxFxOfAnwALgjoh4ICL+DCAzHwRuBR4Cvg5ckZn7S43lK4ENwABwa+kL8HHgtyNiE1VN5htn8elJkiRJTVmDWZIkSWqDzHx3k+ZJk8CZeS1wbZP29cD6Ju2PAudMJ0ZJkiSp3VpOMEfEaqpactsy88zSdgsQpUsv1UrXZ0XEaVQzMLLs25iZHyrHnA3cBBxHNZD+aGaORcRJVKtsnwY8BlySmS5DLUmSJEmSJEkdYjozmG+iuuXv5vGGzPyV8e2I+CPg6Yb+j2TmWU3OcwPwAeAeqgTzCuBrwFXAnZl5XURcVR5/fBrxSpIkSZIkSZLaqOUazJl5N7Cj2b6I6AIuAb58sHNExGLghMzcWBYuuRm4uOxeCawp22sa2iVJkiRJkiRJHWCmajC/EXgqM3/Y0HZ6RHwfeAb4ZGZ+GzgVGGzoM1jaABZl5tay/SSwaCoXHh0dZWBgYFrBS5Iqvd0nMTQ0XHcYc8LIyC4Gt2+uOwxJkiRJktpqphLM7+bA2ctbgZ/KzO2l5vL/iIhXT/VkpSbz2FT6dnd309fXd3jRSpKa2rlthIULe+sOY07o6ZnP4mVT+luppA7R399fdwiSJElSx2u5RMZkIuJo4P+iWqAPgMwczcztZbsfeAT4aWALsKTh8CWlDeCpUkJjvJTGtnbHKkmSJEmSJElqXdsTzMAvAg9n5vOlLyLiFRExr2wvA5YDj5YSGM9ExHmlbvNlwO3lsHXAqrK9qqFdkiRJkiRJktQBWk4wR8SXge9WmzEYEZeXXZfy4sX93gT8Q0Q8ANwGfCgzxxcI/DDwRWAT1czmr5X264C3RsQPqZLW17UaqyRJkiRJkiSp/VquwZyZ756k/b1N2r4CfGWS/vcBZzZp3w6c32p8kiRJkiRJkqSZNRMlMiRJkiRJkiRJLwEmmCVJkiRJkiRJLTHBLEmSJEmSJElqiQlmSZIkSZIkSVJLTDBLkiRJkiRJklpiglmSJEmSJEmS1BITzJIkSZIkSZKklphgliRJkiRJkiS1xASzJEmSJEmSJKklJpglSZIkSZIkSS0xwSxJkiRJkiRJaokJZkmSJEmSJElSS0wwS5IkSZIkSZJaYoJZkiRJkiRJktQSE8ySJEmSJEmSpJaYYJYkSZIkSZIktcQEsyRJkiRJkiSpJUfXHYAkSZI0F0TEauBtwLbMPLO0nQTcApwGPAZckplDEdEFXA9cBOwG3puZ95djVgGfLKf9TGauKe1nAzcBxwHrgY9m5tisPDlJkiRpEs5gliRJktrjJmDFhLargDszczlwZ3kMcCGwvHx9ELgBnk9IXwOcC5wDXBMRC8sxNwAfaDhu4rUkSZKkWTetGcyTzNL4XaqB709Kt09k5vqy72rgcmA/8JHM3FDaV1DN4JgHfDEzryvtpwNrgZOBfuA9mblnOjFLkiRJMyEz746I0yY0rwTeXLbXAHcBHy/tN5cZyBsjojciFpe+d2TmDoCIuANYERF3ASdk5sbSfjNwMfC1GXxKkiRJ0iFNt0TGTcCfADdPaP9cZv5hY0NEnAFcCrwaOAX424j46bL788BbgUHg3ohYl5kPAb9fzrU2Iv6MKjl9wzRjliRJkmbLoszcWrafBBaV7VOBzQ39BkvbwdoHm7Qf1OjoKAMDA61FPk2ndHUxPDxUy7XnmqN2jfBETe+jJEnSoUwrwTzJLI3JrATWZuYo8KOI2ER12x/Apsx8FCAi1gIrI2IAeAvwq6XPGuB3McEsSZKkI1BmjkXErNZM7u7upq+vbzYv+bx9mwd5rnfhoTvqkObP76Fv6ZK6w5AkSS9x/f39TdtnqgbzlRHxDxGxuqFm3OHO0jgZGM7MfRPaJUmSpCPFU6X0BeX7ttK+BVja0G9JaTtY+5Im7ZIkSVKtplsio5kbgE8DY+X7HwHvn4HrNFXnbYCSNNf0dp/E0NBw3WHMCSMjuxjcvvnQHSXNNeuAVcB15fvtDe1Xlrv3zgWezsytEbEB+L2GSRoXAFdn5o6IeCYizgPuAS4D/ng2n4gkSZLUTNsTzJn51Ph2RPw58Dfl4WSzMZikfTvQGxFHl1nMU5qlUedtgJI01+zcNsLChb11hzEn9PTMZ/GyRYfuKKljTHYL4GQi4stUi/S9PCIGgWuoEsu3RsTlwOPAJaX7euAiYBOwG3gfQEkkfxq4t/T71PiCf8CHqdZAOY5qcT8X+JMkSVLt2p5gjojFDQuZvAP4QdleB/xlRHyWapG/5cD3gC5geUScTpVAvhT41VKj7lvAO4G1HDjjQ5IkSeoomfnuSXad36TvGHDFJOdZDaxu0n4fcOZ0YpQkSZLabVoJ5klmabw5Is6iKpHxGPAbAJn5YETcCjwE7AOuyMz95TxXAhuAecDqzHywXOLjwNqI+AzwfeDG6cQ7k/YPDTE2sqvuMOaErp75zFvogjCSJEmSJElSp5tWgnmSWRqTJoEz81rg2ibt66luE5zY/ihwznRinC1jI7vY+cd/UncYc8KC37wSTDBLkiRJkiRJHe+ougOQJEmSJEmSJB2ZTDBLkiRJkiRJklpiglmSJEmSJEmS1BITzJIkSZIkSZKklphgliRJkiRJkiS1xASzJEmSJEmSJKklJpglSZIkSZIkSS0xwSxJkiRJkiRJaokJZkmSJEmSJElSS0wwS5IkSZIkSZJaYoJZkiRJkiRJktQSE8ySJEmSJEmSpJaYYJYkSZIkSZIktcQEsyRJkiRJkiSpJSaYJUmSJEmSJEktMcEsSZIkSZIkSWqJCWZJkiRJkiRJUktMMEuSJEmSJEmSWmKCWZIkSZIkSZLUEhPMkiRJkiRJkqSWHN3qgRGxGngbsC0zzyxt/xn4ZWAP8AjwvswcjojTgAEgy+EbM/ND5ZizgZuA44D1wEczcywiTgJuAU4DHgMuycyhVuOVJEmSJEmSJLXXdGYw3wSsmNB2B3BmZv4c8E/A1Q37HsnMs8rXhxrabwA+ACwvX+PnvAq4MzOXA3eWx5IkSZIkSZKkDtFygjkz7wZ2TGj7RmbuKw83AksOdo6IWAyckJkbM3MMuBm4uOxeCawp22sa2iVJkiRJkiRJHaDlEhlT8H6qEhfjTo+I7wPPAJ/MzG8DpwKDDX0GSxvAoszcWrafBBZN5aKjo6MMDAxMK/BWnNLVxfCwFTza4ahdIzxRw3so6cV6u09iaGi47jDmhJGRXQxu31x3GJIkSZIktdWMJJgj4j8B+4AvlaatwE9l5vZSc/l/RMSrp3q+UpN5bCp9u7u76evrO+yYp2vf5kGe610469edi+bP76Fv6UEnv0uaJTu3jbBwYW/dYcwJPT3zWbxsSn8rldQh+vv723auiPh/gF8HxoB/BN4HLAbWAicD/cB7MnNPRHRT3dl3NrAd+JXMfKyc52rgcmA/8JHM3NC2ICVJkqQWTKcGc1MR8V6qxf9+rZS9IDNHM3N72e6nWgDwp4EtHFhGY0lpA3iqlNAYL6Wxrd2xSpIkSTMtIk4FPgK8riyOPQ+4FPh94HOZ+SpgiCpxTPk+VNo/V/oREWeU415NtW7Jn0bEvNl8LpIkSdJEbU0wR8QK4HeAt2fm7ob2V4wPfiNiGdVifo+WEhjPRMR5EdEFXAbcXg5bB6wq26sa2iVJkqQjzdHAcRFxNHA81R1+bwFuK/sb1xxpXIvkNuD8MlZeCawtkzd+BGwCzpml+CVJkqSmWi6RERFfBt4MvDwiBoFrgKuBbuCOiADYmJkfAt4EfCoi9gLPAR/KzPEFAj8M3AQcB3ytfAFcB9waEZcDjwOXtBqrJEmSVJfM3BIRfwj8GHgW+AZVSYzhhgWyG9ciORXYXI7dFxFPU5XROJVqIW2aHNNUXeuTgGuUtJNrlEiSpE7WcoI5M9/dpPnGSfp+BfjKJPvuA85s0r4dOL/V+CRJkqROEBELqWYfnw4MA39FVeJixtW1Pgm4Rkk7uUaJJEnqBJOtUdL2GsySJEmSDvCLwI8y8yeZuRf4a+D1QG8pmQEHrkWyBVgKUPafSLXY3/PtTY6RJEmSamGCWZIkSZpZPwbOi4jjSy3l84GHgG8B7yx9GtccaVyL5J3AN8vi2euASyOiOyJOp1rX5Huz9BwkSZKkpkwwS5IkSTMoM++hWqzvfuAfqcbgXwA+Dvx2RGyiqrE8Xm7uRuDk0v7bwFXlPA8Ct1Ilp78OXJGZ+2fxqUiSJEkv0nINZkmSJElTk5nXUC2K3ehR4Jwmff8FeNck57kWuLbtAUqSJEktcgazJEmSJEmSJKklJpglSZIkSZIkSS0xwSxJkiRJkiRJaokJZkmSJEmSJElSS0wwS5IkSZIkSZJaYoJZkiRJkiRJktQSE8ySJEmSJEmSpJaYYJYkSZIkSZIktcQEsyRJkiRJkiSpJSaYJUmSJEmSJEktMcEsSZIkSZIkSWqJCWZJkiRJkiRJUktMMEuSJEmSJEmSWmKCWZIkSZIkSZLUEhPMkiRJkiRJkqSWmGCWJEmSJEmSJLXk6OkcHBGrgbcB2zLzzNJ2EnALcBrwGHBJZg5FRBdwPXARsBt4b2beX45ZBXyynPYzmbmmtJ8N3AQcB6wHPpqZY9OJWZIkSZIkSZLUHtOdwXwTsGJC21XAnZm5HLizPAa4EFhevj4I3ADPJ6SvAc4FzgGuiYiF5ZgbgA80HDfxWpIkSZIkSZKkmkwrwZyZdwM7JjSvBNaU7TXAxQ3tN2fmWGZuBHojYjHwS8AdmbkjM4eAO4AVZd8JmbmxzFq+ueFckiRJkiRJkqSaTatExiQWZebWsv0ksKhsnwpsbug3WNoO1j7YpP2gRkdHGRgYaC3yaTilq4vh4aFZv+5cdNSuEZ6o4T2U9GK93ScxNDRcdxhzwsjILga3bz50R0mSJEmSjiAzkWB+XmaORcSs1kzu7u6mr69vNi8JwL7NgzzXu/DQHXVI8+f30Ld0Sd1hSAJ2bhth4cLeusOYE3p65rN42aJDd5TUMfr7++sOQZIkSep4063B3MxTpbwF5fu20r4FWNrQb0lpO1j7kibtkiRJkiRJkqQOMBMJ5nXAqrK9Cri9of2yiOiKiPOAp0spjQ3ABRGxsCzudwGwoex7JiLOi4gu4LKGc0mSJEmSJEmSajatEhkR8WXgzcDLI2IQuAa4Drg1Ii4HHgcuKd3XAxcBm4DdwPsAMnNHRHwauLf0+1Rmji8c+GHgJuA44GvlS5IkSZIkSZLUAaaVYM7Md0+y6/wmfceAKyY5z2pgdZP2+4AzpxOjJEmSJEmSJGlmzOgif5IkSZIgInqBL1JNnhgD3g8kcAtwGvAYcElmDpXycNdT3f23G3hvZt5fzrMK+GQ57Wcyc80sPg1JkiTpRWaiBrMkSZKkA10PfD0zfwZ4DTAAXAXcmZnLgTvLY4ALgeXl64PADQARcRJVSbpzgXOAa8oaJpIkSVJtTDBLkiRJMygiTgTeBNwIkJl7MnMYWAmMz0BeA1xctlcCN2fmWGZuBHojYjHwS8AdmbkjM4eAO4AVs/hUJEmSpBexRIak2u3cs5Nn9+6uO4w54bhjjmfBsQvqDkOSdKDTgZ8A/z0iXgP0Ax8FFmXm1tLnSWBR2T4V2Nxw/GBpm6xdkiRJqo0JZkm1e3bvbv7qh7fWHcac8K7ll5hglqTOczTw88BvZuY9EXE9L5TDAKoFsSNirN0XHh0dZWBgoN2nnZJTuroYHh6q5dpzzVG7RniipvdRkiTpUEwwS5IkSTNrEBjMzHvK49uoEsxPRcTizNxaSmBsK/u3AEsbjl9S2rYAb57QftfBLtzd3U1fX9+0n0Ar9m0e5LleS0S3w/z5PfQtXVJ3GJIk6SWuv7+/abs1mCVJkqQZlJlPApsjIkrT+cBDwDoDJEclAAAgAElEQVRgVWlbBdxettcBl0VEV0ScBzxdSmlsAC6IiIVlcb8LSpskSZJUG2cwS5IkSTPvN4EvRcSxwKPA+6gme9waEZcDjwOXlL7rgYuATcDu0pfM3BERnwbuLf0+lZk7Zu8pSJIkSS9mglmSJEmaYZn5APC6JrvOb9J3DLhikvOsBla3NzpJkiSpdZbIkCRJkiRJkiS1xASzJEmSJEmSJKklJpglSZIkSZIkSS0xwSxJkiRJkiRJaokJZkmSJEmSJElSS0wwS5IkSZIkSZJaYoJZkiRJkiRJktQSE8ySJEmSJEmSpJaYYJYkSZIkSZIktcQEsyRJkiRJkiSpJUfPxEkjIoBbGpqWAf8v0At8APhJaf9EZq4vx1wNXA7sBz6SmRtK+wrgemAe8MXMvG4mYpYkSZIkSZIkHZ4ZSTBnZgJnAUTEPGAL8FXgfcDnMvMPG/tHxBnApcCrgVOAv42Iny67Pw+8FRgE7o2IdZn50EzELUmSJEmSJEmautkokXE+8EhmPn6QPiuBtZk5mpk/AjYB55SvTZn5aGbuAdaWvpIkSZIkSZKkms3IDOYJLgW+3PD4yoi4DLgP+FhmDgGnAhsb+gyWNoDNE9rPPdjFRkdHGRgYmHbQh+uUri6Gh4dm/bpz0VG7RniihvdQ9ek+uZuhoeG6w5gTRnbtYvuP2/fz09t9ku9Nm4yM7GJw++ZDd5QkSZIk6QgyownmiDgWeDtwdWm6Afg0MFa+/xHw/nZes7u7m76+vnaeckr2bR7kud6Fs37duWj+/B76li6pOwzNom27nmLhwt66w5gTeubPZ9krl7XtfDu3jfjetElPz3wWL1tUdxiSDkN/f3/dIUiSJEkdb6ZnMF8I3J+ZTwGMfweIiD8H/qY83AIsbThuSWnjIO2SJEmSJEmSpBrNdIL53TSUx4iIxZm5tTx8B/CDsr0O+MuI+CzVIn/Lge8BXcDyiDidKrF8KfCrMxyzJEmSJEmSJGkKZizBHBHzgbcCv9HQ/AcRcRZViYzHxvdl5oMRcSvwELAPuCIz95fzXAlsAOYBqzPzwZmKWZIkSZIkSZI0dTOWYM7MXcDJE9rec5D+1wLXNmlfD6xve4CSJEmSJEmSpGk5qu4AJEmSJEmSJElHJhPMkiRJkiRJkqSWzPQif5IkSZIkaYp27tnJs3t31x3GnHDcMcez4NgFdYchSXOeCWZJkiRJkjrEs3t381c/vLXuMOaEdy2/xASzJM0CS2RIkiRJkiRJklpiglmSJEmSJEmS1BITzJIkSZIkSZKklliDWZIkSZoFETEPuA/Ykplvi4jTgbXAyUA/8J7M3BMR3cDNwNnAduBXMvOxco6rgcuB/cBHMnPD7D8TSZIk6QXOYJYkSZJmx0eBgYbHvw98LjNfBQxRJY4p34dK++dKPyLiDOBS4NXACuBPS9JakiRJqo0JZkmSJGmGRcQS4N8BXyyPu4C3ALeVLmuAi8v2yvKYsv/80n8lsDYzRzPzR8Am4JzZeQaSJElSc5bIkCRJkmbefwF+B1hQHp8MDGfmvvJ4EDi1bJ8KbAbIzH0R8XTpfyqwseGcjcc0NTo6ysDAwMG6zJhTuroYHh6q5dpzzVG7RniipvdRs6/75G6GhobrDmNOGNm1i+0/9mdHkmaaCWZJkiRpBkXE24BtmdkfEW+ezWt3d3fT19c3m5d83r7NgzzXu7CWa8818+f30Ld0Sd1haJZs2/UUCxf21h3GnNAzfz7LXrms7jAkac7o7+9v2m6JDEmSJGlmvR54e0Q8RrWo31uA64HeiBif8LEE2FK2twBLAcr+E6kW+3u+vckxkiRJUi1MMEuSJEkzKDOvzswlmXka1SJ938zMXwO+BbyzdFsF3F6215XHlP3fzMyx0n5pRHRHxOnAcuB7s/Q0JEmSpKZMMEuSJEn1+Djw2xGxiarG8o2l/Ubg5NL+28BVAJn5IHAr8BDwdeCKzNw/61FLkiRJDazBLEmSJM2SzLwLuKtsPwqc06TPvwDvmuT4a4FrZy5CSZKkmfA0sLvuIOaQ46mqqHUGE8ySJEmSJEmSZtBuYHXdQcwh76eTEsyWyJAkSZIkSZIktcQZzJIkSZL0EvL07j3s3mP57nY4/th5nHj8sXWHIUlSrUwwS5IkSdJLyO49+1lz96N1hzEnrHrTMk48vu4oJEmq14wlmCPiMWAnsB/Yl5mvi4iTgFuA04DHgEsycygiuoDrgYuoirK8NzPvL+dZBXyynPYzmblmpmKWJEmSJEmSJE3dTNdg/oXMPCszX1ceXwXcmZnLgTvLY4ALgeXl64PADQAlIX0NcC7VCtvXRMTCGY5ZkiRJkiRJkjQFs73I30pgfAbyGuDihvabM3MsMzcCvRGxGPgl4I7M3JGZQ8AdwIpZjlmSJEmSJEmS1MRM1mAeA74REWPAf8vMLwCLMnNr2f8ksKhsnwpsbjh2sLRN1j6p0dFRBgYG2hD+4Tmlq4vh4aFZv+5cdNSuEZ6o4T1UfbpP7mZoaLjuMOaEkV272P7j9v389Haf5HvTJiMjuxjcvvnQHSVJktSx/mXnKHuf3Vt3GHPCMccdw8sWdNcdhqQ2mMkE8xsyc0tEvBK4IyIebtyZmWMl+dxW3d3d9PX1tfu0h7Rv8yDP9Vq9ox3mz++hb+mSusPQLNq26ykWLuytO4w5oWf+fJa9clnbzrdz24jvTZv09Mxn8bJFh+54OHZvhz0j7T3nS9WxPXD8yW0+6dNUS0to+o4HTpz1q/b398/6NSVJnW3vs3v5/m0/qDuMOeG17zzTBLM0R8xYgjkzt5Tv2yLiq1Q1lJ+KiMWZubWUwNhWum8BljYcvqS0bQHePKH9rpmKWZKkI8qeEfj279Udxdzwxk/MQIJ5N7C6zed8qXo/dSSYJUmSJB3ajNRgjoj5EbFgfBu4APgBsA5YVbqtAm4v2+uAyyKiKyLOA54upTQ2ABdExMKyuN8FpU2SJEmSJEmSVLOZWuRvEfCdiPh74HvA/8rMrwPXAW+NiB8Cv1geA6wHHgU2AX8OfBggM3cAnwbuLV+fKm2SJEmSJEmSpJrNSImMzHwUeE2T9u3A+U3ax4ArJjnXary/VJIkSZIkSZI6zkzNYJYkSZIkSZIkzXEztsif1Eme3r2H3Xv21x3GnHD8sfM48fhj6w5DkiRJkqQD7d5eLYSt6Tu2ZwYWwdZcZYJZLwm79+xnzd2P1h3GnLDqTcs48fi6o5AkSZIkaYI9I/Dt36s7irnhjZ8wwawps0SGJEmSJEmSJKklJpglSZIkSZIkSS0xwSxJkiRJkiRJaokJZkmSJEmSJElSS0wwS5IkSZIkSZJaYoJZkiRJkiRJktQSE8ySJEmSJEmSpJaYYJYkSZIkSZIktcQEsyRJkiRJkiSpJSaYJUmSJEmSJEktObruACRJkqS5LCKWAjcDi4Ax4AuZeX1EnATcApwGPAZckplDEdEFXA9cBOwG3puZ95dzrQI+WU79mcxcM5vPRZIkSZrIGcySJEnSzNoHfCwzzwDOA66IiDOAq4A7M3M5cGd5DHAhsLx8fRC4AaAkpK8BzgXOAa6JiIWz+UQkSZKkiUwwS5IkSTMoM7eOz0DOzJ3AAHAqsBIYn4G8Bri4bK8Ebs7MsczcCPRGxGLgl4A7MnNHZg4BdwArZvGpSJIkSS9iiQxJkiRplkTEacBrgXuARZm5tex6kqqEBlTJ580Nhw2WtsnaJzU6OsrAwMD0A2/BKV1dDA8P1XLtueaoXSM80cb38ZgFL2doeLht53sp2zUywsDWx9p6zu6Tuxka8v1ph5Fdu9j+4/b+G9jbfZLvT5uMjOxicPvmQ3c8DEsXPMfeIf/vaYdjRkbYvLV9Pz9Llx7N3r3+7LTLMceMsHlzPWO8ZkwwS5IkSbMgInqArwC/lZnPRMTz+zJzLCLG2n3N7u5u+vr62n3aKdm3eZDneq3g0Q7z5/fQt3RJ2863dfhZFvb2tu18L2Xze3pYvOQVbT3ntl1PsXCh70879Myfz7JXLmvrOXduG/H9aZOenvksXrbo0B0Px/DjsND/e9qip4e+Jf+6jSfcCviz0z499PUtnvWr9vf3N223RIYkSZI0wyLiGKrk8pcy869L81Ol9AXl+7bSvgVY2nD4ktI2WbskSZJUm7bPYD7IKtm/C3wA+Enp+onMXF+OuRq4HNgPfCQzN5T2FVQraM8DvpiZ17U7XkmSJGkmRUQXcCMwkJmfbdi1DlgFXFe+397QfmVErKVa0O/pzNwaERuA32tY2O8C4OrZeA6SJEnSZGaiRMb4Ktn3R8QCoD8i7ij7PpeZf9jYuaygfSnwauAU4G8j4qfL7s8Db6WqL3dvRKzLzIdmIGZJkiRpprweeA/wjxHxQGn7BFVi+daIuBx4HLik7FsPXARsAnYD7wPIzB0R8Wng3tLvU5m5Y3aegiRJktRc2xPMZaGSrWV7Z0SMr5I9mZXA2swcBX4UEZuAc8q+TZn5KECZwbESMMEsSZKkI0ZmfgfommT3+U36jwFXTHKu1cDq9kUnSZIkTc+MLvI3YZXs11Pd6ncZcB/VLOchquTzxobDGlfDnrhK9rmHumZdK2W7Snb7tHuVbHCl7HZypezO1u6Vsl0lu31cJbuztXuVbHCl7HbqtFWyJUmSJL1gxhLMTVbJvgH4NFVd5k8DfwS8v93XrWulbFfJbp92r5INrpTdTq6U3dnavVK2q2S3j6tkd7i2r5INrpTdTp21SrYkSZKkF8xIgrnZKtmZ+VTD/j8H/qY8PNhq2K6SLUmSJEmSJEkdqu0J5slWyY6IxaU+M8A7gB+U7XXAX0bEZ6kW+VsOfI+qTt3yiDidKrF8KfCr7Y5XkiRJkiRJktSamZjBPNkq2e+OiLOoSmQ8BvwGQGY+GBG3Ui3etw+4IjP3A0TElcAGYB6wOjMfnIF4JUmSJEmSJEktaHuC+SCrZK8/yDHXAtc2aV9/sOMkSZIkSZIkSfU5qu4AJEmSJEmSJElHJhPMkiRJkiRJkqSWmGCWJEmSJEmSJLXEBLMkSZIkSZIkqSUmmCVJkiRJkiRJLTHBLEmSJEmSJElqiQlmSZIkSZIkSVJLTDBLkiRJkiRJklpiglmSJEmSJEmS1BITzJIkSZIkSZKklphgliRJkiRJkiS1xASzJEmSJEmSJKklJpglSZIkSZIkSS0xwSxJkiRJkiRJaokJZkmSJEmSJElSS0wwS5IkSZIkSZJaYoJZkiRJkiRJktQSE8ySJEmSJEmSpJaYYJYkSZIkSZIktcQEsyRJkiRJkiSpJUfXHcChRMQK4HpgHvDFzLyu5pAkSZKk2jg+liRJUifp6BnMETEP+DxwIXAG8O6IOKPeqCRJkqR6OD6WJElSp+noBDNwDrApMx/NzD3AWmBlzTFJkiRJdXF8LEmSpI7SNTY2VncMk4qIdwIrMvPXy+P3AOdm5pWTHdPf3/8T4PFZClGSJElz178+++yzX1F3EI0Od3zs2FiSJElt1HR83PE1mA9Xp/0SIEmSJNXFsbEkSZJmWqeXyNgCLG14vKS0SZIkSS9Fjo8lSZLUUTp9BvO9wPKIOJ1q4Hwp8Kv1hiRJkiTVxvGxJEmSOkpHz2DOzH3AlcAGYAC4NTMfrDcqSZIkqR6OjyVJktRpOnqRP0mSJEmSJElS5+roGcySJEmSJEmSpM5lglmSJEmSJEmS1JJOX+RPbRIRq4G3Adsy88y649ELImIpcDOwCBgDvpCZ19cblcZFxMuAu4Fuqn8zb8vMa+qNSo0iYh5wH7AlM99Wdzx6QUQ8BuwE9gP7MvN1tQakA0REL/BF4Eyq/3/en5nfrTcqaXY4Nu5cjo07m2PjI4Pj487l+LizOT5unTOYXzpuAlbUHYSa2gd8LDPPAM4DroiIM2qOSS8YBd6Sma8BzgJWRMR5NcekA32UaqErdaZfyMyzHDx3pOuBr2fmzwCvwZ8jvbTchGPjTuXYuLM5Nj4yOD7ubI6PO5fj4xaZYH6JyMy7gR11x6EXy8ytmXl/2d5J9Q/YqfVGpXGZOZaZI+XhMeXL1VE7REQsAf4d1V+ZJU1RRJwIvAm4ESAz92TmcL1RSbPHsXHncmzc2Rwbdz7Hx1JrHB9PjyUypA4SEacBrwXuqTkUNSi3mPUDrwI+n5m+P53jvwC/AyyoOxA1NQZ8IyLGgP+WmV+oOyA973TgJ8B/j4jXUP0b99HM3FVvWJL0AsfGncmxccdzfNzZHB93LsfH0+AMZqlDREQP8BXgtzLzmbrj0Qsyc39mngUsAc6JCGs1doCIGK+d2V93LJrUGzLz54ELqW5xflPdAel5RwM/D9yQma8FdgFX1RuSJL3AsXHncmzcuRwfHxEcH3cux8fTYIJZ6gARcQzVAPpLmfnXdcej5srtMd/Cmo2d4vXA28tCGWuBt0TEX9QakQ6QmVvK923AV4Fz6o1IDQaBwYZZZ7dRDaglqXaOjY8Mjo07kuPjDuf4uKM5Pp4GE8xSzSKii6rGz0BmfrbueHSgiHhFWUmWiDgOeCvwcL1RCSAzr87MJZl5GnAp8M3M/L9rDktFRMyPiAXj28AFwA/qjUrjMvNJYHNERGk6H3ioxpAkCXBs3OkcG3c2x8edzfFxZ3N8PD3WYH6JiIgvA28GXh4Rg8A1mfn/s3f/cXbV9YH/XyGZjGYmJkNAGjIjkJq+HUTAomhr/VHBiq0LrFWKbi1V3K79irVr+/2udX3oPtjWpbprSy21dpFdXLUUsVpqUXRVqq2KMELlx/StEBMmYSAaZoA7iZMJyfePcwYuw0wyczhz783k9Xw88sg9vz7nfc+5P973PZ/zOR9rb1QqvQh4I3BbRNxaznt3Zl7Xxpj0mPXAleVYc0cAV2fm59sck3QoOAb4bJmfrQA+lZlfbG9ImuHtwCcjYiWwGXhTm+ORWsbcuKOZG3c2c2OpOvPjzmd+XNGy/fu94askSZIkSZIkaeEcIkOSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSFllEnBsRL293HKpfRJwaEW9udxySJElLSUS8LSKOLx+/LCJeUz5eExHvjohaaxkRcVxEvL3ONhdbRPx6RJza7jiqiIj/EhFHtjsOSfVZ0e4AJB16IuI3gZ8C/ntm7m1zOJVFxKuBk8vJ5cAyYPr53JOZn5hju98Frs3MzTXFcTLw6nLyiDKWqenlmfn+OvZTVUQsB15McaxWAxPAD4F/zMzxRdzv8cBrMvNDi7WPecbxTIrnv57i9fEj4JuZmTXu478Af5aZD9TVpiRJqsdSyX2blYXJc4FrMvP2Rd7Pz2bmFTPmP5pPR8S5wEOZ+dXp5Zl52WztZeaDwJPOjWfmXpm5Ffjwk213HvucAvYDk8DtwJczc988tn0ZcGRm/u30vLl+q3SCiFgNvBzYBKwEHgLuAP45M/fUtI8nvG4ktY8FZkkLEhFrgeOAnwBBkSjU2f4R80my6pCZnwc+X+73ZcxI2lolM78HfK+M43gOUFRt5fFpch7wNOAzwChFkngysBH4botjWTSzHduIOBE4B7ge+GuKHwPHUTz/2grMT0abXhOSJB0WllLuO8OpwG7gFIpCp1rjI5n5QNl7903Aj4GhNsdU2Rz581OBC4ER4PLMHI+INcDPA33A/a2P9InMoaV6WWCWtFCnANvKf6cAd0TECuD3gSsycwdARPQA/xH4k8yciIifofgr9lqKHqCfz8z7y3V/F7gZeA5wVET8EUUCchrQAzwIfDUzh8v1jwBeUe5/D/BN4JeBizNzX0Q8BXglxV/M9wO3ADcsJIGIiADOpOixex/wD5n5o/LyvDXAGyJiH0Uv3n+OiPOAZwBdTevvWMiBnSOOcyl6za4Bjgf+ujzeL6dI0CaB72bmDeX6a4HfBT4H/GIZz7cz8+vl8g3ArwDryna/l5nXH2D/G4GfBj5c9hiB4gfWd5rWWU3RA/sZFD9U/jkzh5rif7RnwcwCennuv0NxLtcCdwGfpejJ/evA8oh4d7mrD2fmw3McnyOBfooC+Gene1ZHxFEUr431wC6K19Edcx1bYHNT28soXkdfz8zmQvqW8t/MYzV97C+efq2VPZ6+l5nfLX9InEPRA+oR4IeZ+emIeFPZxG9HxH6K3jy3L/Q9Y4IsSdKiWHK5b1PR/NPAayOiNzMb5dV9ezLzS03rvh7Ykpnfioj1FLnMkRQ5235g55PpQRoRp1H84X5/RLyw3Nen5rpisDnfAjYAb2xafATQyMw/LXPeVwFHUeR7dwLXZ+Yjs+VeQIPH56hHU+TMPwU8DPzf6avXyhxyiuLcHkdxfj+zkCvRyiLzPWX708/tVcAg0A08AHwxM7c2XU23LCKeBYxl5kdm5JnLynVOo6jz3AV8ITN/MssxPx54DXAT8HMUr6mvlp1eaPqt8eyyreHy2E01bfsd4IUUufPMDjrTbf5tZu4vn++DwBdmOxbNz6OcfrTXe1M+/pwylgeBa4ABZn/drKZ4bxxXxvCtzLyxbPdlwNMpXg9B0YFkyXSWkdrNMZglLdQpFL1tbwOeWSakeykSj+c0rfdsii/6iaZk9PPAByj+Sv/6MnmZdhLwKeCSMhkeA64A/hvwj8BryoQB4GeBZwJ/CXwUeNaMGM8F9gF/Vq7z0+U28xIR64DXAl8EPgj8oIx3ednD+UHgU5n5/sz853KzH1BcVvdBiiLna+a7v3l4DvANissB76FIlj4LXAJ8Enh+mWw2ewbw58DHgZeWSTIUifaNmfnfgEs5eC+cjcD2puLybF5Lcdnb/wCuBs6IiBPm+dygeK18AvhT4Bjg1PLSuU8AD5fH+f0zi8tNTqZ4jXyAorg/PUbfSuA3KF6rH6RIRn+l6VjAE49ts3UUxec7F/BcDuTlwN0U5+1DwI0Amfm/yuUfKZ/n7RXfM5IkqX5LMfc9Bbg3M++k6EE7PWTcbcBJZVFvuifqTwO3l0OmnQ/cCvxxue7MOBas7JTwPYoOCu/PzE8tYNuR6TyxjGk7j/XG3k+Ry38AuJwip31+ud0Tcq/mdsvn+nqKvO2DwHXAr5YdF6adBNxAkdc9QJHnzVvZ1nHlttO2U5y/6eP7uohYkZl3UeSrt5fxfmSWJk8t//1vihx/JUWhdS69wCqKnPRzwL9pen5nUuTBf0nxmnoa8NIZ2z6VInf/+1na3ggMTxeXn6SfpjhOH6Y41p8Gds/2uilft2+g+D3wP4ArgReWBfppz6LI7S+hOMaSamIPZknzFhHPoPhL/R2ZuSsiHqBIrL9F8QX9b4CvlKs/h6JnBhR/SR/KzG3l9K0R8WKKHqdbynk3Nhcxp3uZlm6PiF+g6KXwrxQJ/I2Z+VAZ1z9RJDJERC9F741LMnMK2BMR3y5juJn5OQn4fmbeXbb5TYq/0A8wS8/VMt5bph9HxA3AuyLiKbP1GqjgXzNzuvi5d0YM90fEbRQ9cP+1af4N5fO/LyLuoyjc/oii5+yREbEqM3dR9MY5kFUUvTZmVV7u9gyKgvvecn/fpfjh8sN5Pr8bp4vHEZE09eSYp++X4+YREV8B/qCMawAYbzo3oxExTPH6uaGcN/PYNltV/j/n81+gRygK1qvL1+7MgnazBb9nJElSvZZw7nsKj12Ndls5/U2K3GQ/RW63FTgRGMnMhyPiOIoOajeWhcPhiNh+kEPYSq+iuLLvKwCZeW/TsvGIuJkiX/72PNrqpyjQ/lP5XH8YEd/nsaIyFAXU7QAR8T2KXrbz8R/KHuldFMXwm6YXTPcgLn0zIl5C0QP7vnm0ezJFb92xMqavAP9PRHzuAB0Rvlbm71vK5/fsiPg6xWvnI5m5u2zrG8CvAv+33G5/07azOeDvhwV6hOJcHEXR6eVHB1h3A7AqM/+xnB4rf5ecRNGjG4rX8/RvpqmZDUiqzgKzpIU4Fbi7LEzCYwnptyiS5a6I6Ke4xOyneKzguQY4JSJOb2prOcXwE9Meat5RRJxCcXnV2nLWSh4r+K2m6EU827ZrKJLf34uI6XnLZrZ/EI9rPzP3R8SDFH+9f4IySZy+jGwVRdJF+biOAvPMY9NP0bPg6RTHcTlP7GXbaHo8RXH8oLgE8BeBiyJinKIQ/f0D7HsXRQ+Guaym6EUw2TRvHDj2ANvMNDPW1XOtOIdHj09m7omI3WUba4ANEfGupnWPoBzveua2s5h+na+m6FX0ZH2Z4nXy7yPiJxQ3CrxljnUX/J6RJEm1W3K5b1PRfLrX7m3AyyPipzLzvoi4naJYvrX8fzpvWk0x7Flzr9T55CL7KJ77TMvLZU9aRDyPonj8P6fjK69IfCVFTtpFcYxG59nkbM91nMf/Fpgr1z6Yj1LklSdS5PNdlJ0cIuLnKXqer6b4PdHNY6+B+cTc/BoZp3jOvcx+nn6Sj7/Z3oNlG6vKmH5rxutpWdO6uw5QXIYih15oPj+rzPxhRHyHYriSNWVnkS/N+O0xbQ2wepbcf2vTtPmztEgsMEual4jooiigLouI3y9nrwCe0pSQ3kHxF+IJil6l01/8DwHfyHIc4Dk8msCVY6udTXFZ07ZybLm3Nq3b4PEJXvPjhyj+0v2BJzFswMMUxdvpeJZRJCxzJSTPobjc6uMUyVw38K451q1i5uVlv0rR6+QTmbk3Is5inslnZu4Erimf0yBwXkR8IOe+m/NmikvLnjbda2aGh4GnRkR30/luPlZTFEnqtN75xLlAj57/cliMp5ZxPQRszcyPH2DbA126t5Mi2R6k6NVzMNO9ILooetBA0/PNzAZFgX/6x91vRMTWOcbrW9B7RpIk1WsJ576nUBQL39pUQISimP5FisLzG3jtJ80AACAASURBVMte0huAq5pjiIhlTYXXp/H4IR5m8yBFYXBZU/G3i2Ks6fF5xHtAZc/qX6QYD7u56PhqioLyZzJzshyn98R5NvswT3yuayhywyetbPOOcoi7lwJfLJ/Hiyh+T+woO7gs5PfEw2WM09ZQFPAbs6/OUyJiZdNvgDXADori8BTwF3Pk/nDwHHQz8KyIuGGew2Qc8PdCOYbyjVGMc/46iuM027jfD1FcvfhnB9iX+bO0SCwwS5qvZ1EkKX9JkcROex1FonofRQ+I8ylvpta0zhBwfkRsphhbrIuil8HWOf763EXx5b8LICKeS1PBl2Lc4BdGxA8oxiP+hekF5SV8dwOvjIivlsv7gKdl5pZ5Ptc7gF+I4gZ3W4EXUPQsGCmXN8o2p60sl+8qYz9jnvupaiVFr+G9UdzA5DkUY8QdVEScTNETZ6LsRQsHSLQyc3N5PM+PiM9TnOeucp+PZOYtETFCMe7ylyh6O/8s8JmyifuAnysvt1tOMdTIfDWAVfMYamRTWbDdTtFDeFtmPlhe6ndm2SNoupfOT1HcvOZAl9dNP/f9EXE9cE7ZK/pOitfTAHBKZv79jPUnIuIh4OSIGKJ4Xxw5vTwink1xWd5DPNazffrYT7+mpn+kLfQ9I0mS6rXkct8oxoB+NsW4uc1XsJ1Icc+OL2XmaETsoih4392Ug42Ux+P0iLgJ+BmKAvTj9jGL7RR58i9ExLcoepSeAdzLYz1uZ+bW81IOifY6ihs8zyz+rqT4g/+eKMYWfj7FHwKmzcy9mm2jKHq+qIx5gOKmcH+10BgP4p+At5TF/JUUx3cCOKIcIqV7RrwbZxS9m91GcYzvKts4g2LM5gP90eFl5VAa/RTn82tl/vtditfTdWV++zTg6eVY0PPxLYohO/5tRHw1M8fLNn4OuDXLm102uQ8YLPe7muK3RAMevUH5Moo/FkxRvJZm5s/TtgOT5bG7keJ9exTQNT2ciaTFY4FZ0nydQpEQPG7M1/KSpVdFxJczc1tE7KFIDH4wvU5m3hsR11LcaOJIisTgHh5/uRJN6/+oTOYupEgg/oXHirtQJO3rgN+mSBxvpEjap5ONz1JccvY2isRsjCKBm5fM/HFE/C3FWG5Po0h6/jozp39c/FP5nF8BfJ1ifLtnAr8H7Kb4gfH8+e6vgn+gSPp+mSKpvwN4yjy3fWa5bRflXZjL8foO5GrgJRQ381tN8ePnboob0EBx87xXUzz/n1Akp9N3/P4XijECf5eil8qtFMnlQZXn4TbgHWWP68ty9hv93Qa8jCI5HqW8k3XZW+X/UFwe+UqK5PQ+ijtGz0tm3lm+pl9C8XrYS9G7Y64ezX9PcQnfGRR3cG9+3R4LnBUR3RSJ/xemx8mjGM/v35Y//P4+M+9YyHtGkiTVbinmvs8qY/mXpryWiLiFohfwMykKz7eV059uivGRiPgbisLzGRRj2n6fxxffZ3tueyPik8BZFDng/vI4fLqpUHoLxQ3t3kVxo8SrZm/tCU6g6Al9XlNv7Acz8zLgSxRjZL+IIv+7vVx/2g005V40FZ/L5/rXFDndiyl6xn42M388z7jmJTPvj4itZYxfpjimb6copH6Lxw95cSdF0fY/RcRYZn50RnO3ULwO30RR57kL+MIBdt+gyNt/r9zf55ue35cpela/JSKmx1O+icfGMT7Y89odER+j6PjxlvIKw4cozsFsBf1vUeTJ/y9wP8WwLBvLZd0UeXwfxWv3bmD6JutPeN1ExKfK9d9RHocfM3tvZ0k1W7Z/v1cISDq0RcQm4NWZ+SftjkWtFRHnUoyRZ+IoSZIOC52S+0bEvwduPsA9JdSBIuJ44DWZ+aF2xyJp6bAHs6RDTtn79niKv2D3UvyFfbidMUmSJEmLoVNy37Iw+WOKq9lOBo5hnr1aJUlLmwVmSYeqX6QYc22K4pLEr7U3nIOLiBdTXGY30z2Z+YlWxzOtHJf51bMsmr7EUJIkSe3VCbnvujKGLophOK4ux4DuyBy31cob9f272ZZl5vtbHI4ktZRDZEiSJEmSJEmSKjmi3QFIkiRJkiRJkg5NS26IjFtvvXV/d3d3u8OQJEnSIW7Xrl0/Pu20045udxxPhrmxJEmS6jJXfrzkCszd3d0MDg62OwxJkiQd4oaGhra2O4Yny9xYkiRJdZkrP3aIDEmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJSvaHcBS8cjYGPsbE+0OY0lY1tvD8r6+dochSZK0KCLiLOBSYDlweWZeMmP5W4G3AY8ADeC3MvPOiDgeGAayXPXbmfnWlgWuJePBXXvYteeRdoexJKxauZw1q1a2OwxJktrKAnNN9jcmePjDf97uMJaE1W+/CCwwS5KkJSgilgOXAa8AtgE3RcS1mXln02qfysy/LNc/G/gQcFa57O7MPLWVMWvp2bXnEa78+uZ2h7EkXPCSjaxZ1e4oJD1q107Y02h3FEvDyl5Yta7dUegQYYFZkiRJap3TgbsyczNARFwFnAM8WmDOzIea1u8B9rc0QkmSDlV7GvCN97c7iqXhxe+2wKx5s8AsSZIktc4GYKRpehvwgpkrRcTbgHcCK4GXNy06ISJuAR4C3pOZ3zjQziYnJxkeHn7SQWtp6Vp9FGPj4+0OY0mYaDQYHt3S7jAklQZW72NqbKzdYSwJXY0GI6PmEJofC8ySJElSh8nMy4DLIuINwHuAC4BR4BmZuTMiTgM+FxHPntHj+XG6u7sZHBxsTdA6ZIyO76Zv7dp2h7Ek9PT2sr7/6HaHIWna+FaH3KxLby+D/ce1Owp1mKGhoVnnH9HiOCRJkqTD2XZgoGm6v5w3l6uAcwEyczIzd5aPh4C7gZ9ZpDglSZKkebHALEmSJLXOTcCmiDghIlYC5wPXNq8QEZuaJn8F+EE5/+jyJoFExEZgE+Cd2iRJktRWDpEhSZIktUhm7o2Ii4DrgeXAFZl5R0RcDNycmdcCF0XEmcAUMEYxPAbAS4CLI2IK2Ae8NTMfaP2zkCRJkh5jgVmSJElqocy8Drhuxrz3Nj1+xxzbfQb4zOJGJ0mSJC2MQ2RIkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpkpaOwRwRVwCvBnZk5knlvCOBvwGOB7YA52XmWEQsAy4FfhnYBfxmZn63lfFKkiRJkiRJkubW6h7M/xs4a8a8dwFfycxNwFfKaYBXAZvKf78FfKRFMUqSJEmSJEmS5qGlBebM/DrwwIzZ5wBXlo+vBM5tmv/xzNyfmd8G1kbE+tZEKkmSJEmSJEk6mJYOkTGHYzJztHx8H3BM+XgDMNK03rZy3igHMDk5yfDwcO1BHsyxy5YxPj7W8v0uRUdMNLi3DedQkiRJkiRJ0sJ0QoH5UZm5PyL2P5k2uru7GRwcrCukeds7so19a/tavt+lqKenl8GB/naHIUmSDnNDQ0PtDkGSJGmJeJDiFmuqxypgTbuDeFQnFJjvj4j1mTlaDoGxo5y/HRhoWq+/nCdJkiRJkiTpkLELuKLdQSwhb6aTCsytvsnfbK4FLigfXwD8XdP834iIZRHxQuDBpqE0JEmSJEmSJElt1tIezBHx18DLgKMiYhvwPuAS4OqIuBDYCpxXrn4d8MvAXRR/5nhTK2OVJEmSJEmSJB1YSwvMmfn6ORadMcu6+4G3LW5EkiRJkiRJkqSqOmGIDEmSJEmSJEnSIcgCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKVrQ7AEmSJOlwEhFnAZcCy4HLM/OSGcvfCrwNeARoAL+VmXeWy/4AuLBc9juZeX0rY5ckSZJmsgezJEmS1CIRsRy4DHgVcCLw+og4ccZqn8rM52TmqcAHgA+V254InA88GzgL+IuyPUmSJKltLDBLkiRJrXM6cFdmbs7MPcBVwDnNK2TmQ02TPcD+8vE5wFWZOZmZPwTuKtuTJEmS2sYhMiRJkqTW2QCMNE1vA14wc6WIeBvwTmAl8PKmbb89Y9sNixOmJEmSND8WmCVJkqQOk5mXAZdFxBuA9wAXVGlncnKS4eHhWmPToa9r9VGMjY+3O4wlYaLRYHh0S7vDkFQaWL2PqbGxdoexJHQ1GoyM1pdDDAysYGrK7566dHU1GBnpnBzPArMkSZLUOtuBgabp/nLeXK4CPlJxW7q7uxkcHKwQppay0fHd9K1d2+4wloSe3l7W9x/d7jAkTRvfCn197Y5iaejtZbD/uBobHAX87qlPL4OD61u+16GhoVnnOwazJEmS1Do3AZsi4oSIWElx075rm1eIiE1Nk78C/KB8fC1wfkR0R8QJwCbgOy2IWZIkSZqTPZglSZKkFsnMvRFxEXA9sBy4IjPviIiLgZsz81rgoog4E5gCxiiHxyjXuxq4E9gLvC0zH2nLE5EkSZJKFpglSZKkFsrM64DrZsx7b9Pjdxxg2z8C/mjxopMkSZIWxiEyJEmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFWyot0BTIuI/wi8BdgP3Aa8CVgPXAWsA4aAN2bmnrYFKUmSJEmSJEl6VEf0YI6IDcDvAM/LzJOA5cD5wB8Df5KZzwTGgAvbF6UkSZIkSZIkqVlHFJhLK4CnRsQKYBUwCrwcuKZcfiVwbptikyRJkiRJkiTN0BFDZGTm9oj478A9wG7gSxRDYoxn5t5ytW3AhoO1NTk5yfDw8KLFOpdjly1jfHys5ftdio6YaHBvG86hJEmSJEmSpIXpiAJzRPQB5wAnAOPAp4GzqrTV3d3N4OBgjdHNz96Rbexb29fy/S5FPT29DA70tzsMSZJ0mBsaGmp3CJIkSVLH65QhMs4EfpiZP8rMKeBvgRcBa8shMwD6ge3tClCSJEmSJEmS9Hgd0YOZYmiMF0bEKoohMs4Abga+BrwWuAq4APi7tkUoSZIkSZIkSXqcjigwZ+aNEXEN8F1gL3AL8FfAPwBXRcQflvM+1r4oJUmSJElaXA/veZjdU7vaHcaS8NSuVaxeubrdYUjSktcRBWaAzHwf8L4ZszcDp7chHEmSJEmSWm731C4+/YOr2x3GkvC6TedZYJakFuiUMZglSZIkSZIkSYeYjunBLEmSJB0OIuIs4FJgOXB5Zl4yY/k7gbdQDB33I+DNmbm1XPYIcFu56j2ZeXbLApckSZJmYYFZkiRJapGIWA5cBrwC2AbcFBHXZuadTavdAjwvM3dFxG8DHwB+rVy2OzNPbWnQkiRJ0gFYYJYkSZJa53TgrszcDBARVwHnAI8WmDPza03rfxv49ZZGKEmSJC2ABWZJkiSpdTYAI03T24AXHGD9C4EvNE0/JSJuphg+45LM/NyBdjY5Ocnw8HDVWLVEda0+irHx8XaHsSRMNBoMj26ptc3udd2MjXl+6tCYmGDnPX4GHk4GVu9jamys3WEsCV2NBiOj9b1/BgZWMDXlZ1tduroajIx0zuebBWZJkiSpA0XErwPPA17aNPu4zNweERuBr0bEbZl591xtdHd3Mzg4uNih6hAzOr6bvrVr2x3GktDT28v6/qNrbXPHxP309Xl+6tDb08PGp29sdxhqpfGt0NfX7iiWht5eBvuPq7HBUcDPtvr0Mji4vuV7HRoamnX+ES2OQ5IkSTqcbQcGmqb7y3mPExFnAv8ZODszJ6fnZ+b28v/NwA3AcxczWEmSJOlg7MEsSZIktc5NwKaIOIGisHw+8IbmFSLiucBHgbMyc0fT/D5gV2ZORsRRwIsobgAoSZIktY09mCVJkqQWycy9wEXA9cAwcHVm3hERF0fE2eVqHwR6gU9HxK0RcW05fxC4OSL+BfgaxRjMdyJJkiS1kT2YJUmSpBbKzOuA62bMe2/T4zPn2O6bwHMWNzpJkiRpYezBLEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKmSFe0OQJIe3vMwu6d2tTuMJeGpXatYvXJ1u8OQJEmSJEmHCQvMktpu99QuPv2Dq9sdxpLwuk3nWWCWJEmSJEktY4FZkiRpUTwIeHVGPVYBa9odhCRJkqRZWGCWJElaFLuAK9odxBLxZiwwS5IkSZ3Jm/xJkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkipZ0e4ApFZ4cNcedu15pN1hLAmrVi5nzaqV7Q5DkiRJkiRJHaBjCswRsRa4HDgJ2A+8GUjgb4DjgS3AeZk51qYQdQjbtecRrvz65naHsSRc8JKNrFnV7igkSTp0RcRZwKXAcuDyzLxkxvJ3Am8B9gI/At6cmVvLZRcA7ylX/cPMvLJlgUuSJEmz6KQhMi4FvpiZzwJOAYaBdwFfycxNwFfKaUmSJOmQFBHLgcuAVwEnAq+PiBNnrHYL8LzMPBm4BvhAue2RwPuAFwCnA++LiL5WxS5JkiTNpiMKzBGxBngJ8DGAzNyTmePAOcB0r4wrgXPbE6EkSZJUi9OBuzJzc2buAa6iyHkflZlfy8xd5eS3gf7y8SuBL2fmA+VVfV8GzmpR3JIkSdKsOmWIjBMoLv/7XxFxCjAEvAM4JjNHy3XuA445WEOTk5MMDw8vWqBzOXbZMsbHHb2jDkdMNLi35nPYtfooxsbHa23zcDXRaDA8uqXWNrvXdTM25vmpQ2Nigp33tP4zUNITDQysYGrKz7Y6dHU1GBlZMp9tG4CRpultFD2S53Ih8IUDbLvhQDtrV26szmZuXB9z485mbnz4GVi9j6kxazN16Go0GBmt7/1jblyvTsuPO6XAvAL4WeDtmXljRFzKjOEwMnN/ROw/WEPd3d0MDg4uUphz2zuyjX1rvUKxDj09vQwO9B98xQUYHd9N39q1tbZ5uOrp7WV9/9G1trlj4n76+jw/dejt6WHj0ze2OwxJAIwCfrbVo5fBwfUt3+vQ0FDL99ksIn4deB7w0qpttCs3VmczN66PuXFnMzc+DI1vhT5rM7Xo7WWw/7gaGzQ3rldn5ccdMUQGRe+LbZl5Yzl9DUXB+f6IWA9Q/r+jTfFJkiRJddgODDRN95fzHicizgT+M3B2Zk4uZFtJkiSplTqiwJyZ9wEjERHlrDOAO4FrgQvKeRcAf9eG8CRJkqS63ARsiogTImIlcD5FzvuoiHgu8FGK4nJzB4vrgV+KiL7y5n6/VM6TJEmS2qYjCsyltwOfjIjvAacC7wcuAV4RET8AziynJUmSpENSZu4FLqIoDA8DV2fmHRFxcUScXa72QaAX+HRE3BoR15bbPgD8V4oi9U3AxeU8SZIkqW06ZQxmMvNWijHmZjqj1bFIkiRJiyUzrwOumzHvvU2PzzzAtlcAVyxedJIkSdLCdFIPZkmSJEmSJEnSIaRjejBLkjrPTx6eZGr3VLvDWBK6ntrFU1Z3tzsMSZIkSZJqZYFZkjSnqd1T3HLN7e0OY0l47mtPssAsSZIkSVpyHCJDkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlaxodwCSJKmiXTthT6PdUSwNK3th1bp2RyFJkiRJhxwLzJIkHar2NOAb7293FEvDi99tgVmSJEmSKnCIDEmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFXiGMySJEmSavfI2Bj7GxPtDmNJWNbbw/K+vnaHIUmSNCsLzJIkSZJqt78xwcMf/vN2h7EkrH77RWCBWZIkdSiHyJAkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUyYp2ByBJkiQdTiLiLOBSYDlweWZeMmP5S4A/BU4Gzs/Ma5qWPQLcVk7ek5lntyZqSZIkaXYWmCVJkqQWiYjlwGXAK4BtwE0RcW1m3tm02j3AbwK/P0sTuzPz1EUPVJIkSZonC8ySJElS65wO3JWZmwEi4irgHODRAnNmbimX7WtHgJIkSdJCWGCWJEmSWmcDMNI0vQ14wQK2f0pE3AzsBS7JzM8daOXJyUmGh4cXHmUNjl22jPHxsbbse6k5YqLBvTWex67VRzE2Pl5be4eziUaD4dEttbbZva6bsTHPTx0aExPsvKc9n4Fqj4HV+5ga87unDl2NBiOj9b1/BgZWMDXlZ1tduroajIx0zuebBWZJkiTp0HFcZm6PiI3AVyPitsy8e66Vu7u7GRwcbGF4j9k7so19a/vasu+lpqenl8GB/traGx3fTd/atbW1dzjr6e1lff/Rtba5Y+J++vo8P3Xo7elh49M3tjsMtdL4Vujzu6cWvb0M9h9XY4OjgJ9t9ellcHB9y/c6NDQ06/wjWhyHJEmSdDjbDgw0TfeX8+YlM7eX/28GbgCeW2dwkiRJ0kJZYJYkSZJa5yZgU0ScEBErgfOBa+ezYUT0RUR3+fgo4EU0jd0sSZIktYMFZkmSJKlFMnMvcBFwPTAMXJ2Zd0TExRFxNkBEPD8itgGvAz4aEXeUmw8CN0fEvwBfoxiD2QKzJEmS2soxmCVJkqQWyszrgOtmzHtv0+ObKIbOmLndN4HnLHqAkiRJ0gLYg1mSJEmSJEmSVIkFZkmSJEmSJElSJR01REZELAduBrZn5qsj4gTgKmAdMAS8MTP3tDNGSZIkSZIkSVKh03owv4PiZifT/hj4k8x8JjAGXNiWqCRJkiRJkiRJT9AxBeaI6Ad+Bbi8nF4GvBy4plzlSuDc9kQnSZIkSZIkSZqpk4bI+FPg/wNWl9PrgPHM3FtObwM2HKyRyclJhoeHD7Za7Y5dtozx8bGW73cpOmKiwb01n8Ou1UcxNj5ea5uHq4lGg+HRLbW22b2um7Exz08dGhMT7LynvvfP2u4jPTc1aTQm2LZzpNY2B1bvY2rM7546dDUajIzW+90zMLCCqSnfP3Xo6mowMtL6/E6SJEnSwXVEgTkiXg3syMyhiHjZk2mru7ubwcHBegJbgL0j29i3tq/l+12Kenp6GRzor7XN0fHd9K1dW2ubh6ue3l7W9x9da5s7Ju6nr8/zU4fenh42Pn1jbe09vKPhualJb28P6zceU2+j41uhz++eWvT2Mth/XM2NjgK+f+rRy+Dg+pbvdWhoqOX7lCRJkg41nTJExouAsyNiC8VN/V4OXAqsjYjpIng/sL0t0UmSJEmSJEmSnqAjCsyZ+QeZ2Z+ZxwPnA1/NzH8HfA14bbnaBcDftSlESZIkSZIkSdIMHVFgPoD/BLwzIu6iGJP5Y22OR5IkSZIkSZJU6ogxmJtl5g3ADeXjzcDp7YxHkiRJkiRJkjS7Tu/BLEmSJEmSJEnqUBaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJSvaHYAkSZJ0OImIs4BLgeXA5Zl5yYzlLwH+FDgZOD8zr2ladgHwnnLyDzPzytZELUmSJM3OHsySJElSi0TEcuAy4FXAicDrI+LEGavdA/wm8KkZ2x4JvA94AXA68L6I6FvsmCVJkqQDscAsSZIktc7pwF2ZuTkz9wBXAec0r5CZWzLze8C+Gdu+EvhyZj6QmWPAl4GzWhG0JEmSNBeHyJAkSZJaZwMw0jS9jaJHctVtNxxog8nJSYaHhxcUYF2OXbaM8fGxtux7qTliosG9NZ7HrtVHMTY+Xlt7h7OJRoPh0S21ttm9rpuxMc9PHRoTE+y8pz2fgWqPgdX7mBrzu6cOXY0GI6P1vX8GBlYwNeVnW126uhqMjHTO55sFZkmSJGmJ6u7uZnBwsC373juyjX1rHcGjDj09vQwO9NfW3uj4bvrWrq2tvcNZT28v6/uPrrXNHRP309fn+alDb08PG5++sd1hqJXGt0Kf3z216O1lsP+4GhscBfxsq08vg4PrW77XoaGhWec7RIYkSZLUOtuBgabp/nLeYm8rSZIkLQp7MEuSJEmtcxOwKSJOoCgOnw+8YZ7bXg+8v+nGfr8E/EH9IUqSJEnzZw9mSZIkqUUycy9wEUWxeBi4OjPviIiLI+JsgIh4fkRsA14HfDQi7ii3fQD4rxRF6puAi8t5kiRJUtvYg1mSJElqocy8Drhuxrz3Nj2+iWL4i9m2vQK4YlEDlCRJkhbAHsySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSPwTbXQAADA1JREFUKrHALEmSJEmSJEmqZEW7A5AkSZIkSToU/OThSaZ2T7U7jCWh66ldPGV1d7vDkFSDjigwR8QA8HHgGGA/8FeZeWlEHAn8DXA8sAU4LzPH2hWnJEmSJEk6fE3tnuKWa25vdxhLwnNfe5IFZmmJ6JQhMvYCv5eZJwIvBN4WEScC7wK+kpmbgK+U05IkSZIkSZKkDtARBebMHM3M75aPHwaGgQ3AOcCV5WpXAue2J0JJkiRJkiRJ0kwdUWBuFhHHA88FbgSOyczRctF9FENoSJIkSZIkSZI6QEeMwTwtInqBzwC/m5kPRcSjyzJzf0TsP1gbk5OTDA8PL2KUszt22TLGxx0eug5HTDS4t+Zz2LX6KMbGx2tt83A10WgwPLql1ja713UzNub5qUNjYoKd99T3/lnbfaTnpiaNxgTbdo7U2ubA6n1MjfndU4euRoOR0Xq/ewYGVjA15funDl1dDUZGWp/fSZIkSTq4jikwR0QXRXH5k5n5t+Xs+yNifWaORsR6YMfB2unu7mZwcHAxQ53V3pFt7Fvb1/L9LkU9Pb0MDvTX2ubo+G761q6ttc3DVU9vL+v7j661zR0T99PX5/mpQ29PDxufvrG29h7e0fDc1KS3t4f1G2u+EGd8K/T53VOL3l4G+4+rudFRwPdPPXoZHFzf8r0ODQ21fJ+SJEnSoaYjhsiIiGXAx4DhzPxQ06JrgQvKxxcAf9fq2CRJkiRJkiRJs+uUHswvAt4I3BYRt5bz3g1cAlwdERcCW4Hz2hSfJEmSJEmSJGmGjigwZ+Y/AcvmWHxGK2ORJEmSJEmSJM1PRwyRIUmSJEmSJEk69FhgliRJkiRJkiRV0hFDZEiSJEmHi4g4C7gUWA5cnpmXzFjeDXwcOA3YCfxaZm6JiOOBYSDLVb+dmW9tWeCSJEnSLCwwS5IkSS0SEcuBy4BXANuAmyLi2sy8s2m1C4GxzHxmRJwP/DHwa+WyuzPz1JYGLUmSJB2AQ2RIkiRJrXM6cFdmbs7MPcBVwDkz1jkHuLJ8fA1wRkTMdUNsSZIkqa3swSxJkiS1zgZgpGl6G/CCudbJzL0R8SCwrlx2QkTcAjwEvCczv3GgnU1OTjI8PFxL4At17LJljI+PtWXfS80REw3urfE8dq0+irHx8draO5xNNBoMj26ptc3udd2MjXl+6tCYmGDnPfV+Bq7tPtLzU5NGY4JtO0cOvuICDKzex9SY3z116Go0GBmt7/0zMLCCqSnfO3Xp6mowMtKeHG82FpglSZKkQ8Mo8IzM3BkRpwGfi4hnZ+ZDc23Q3d3N4OBg6yJssndkG/vW9rVl30tNT08vgwP9tbU3Or6bvrVra2vvcNbT28v6/qNrbXPHxP309Xl+6tDb08PGp2+stc2HdzQ8PzXp7e1h/cZj6m10fCv0+d1Ti95eBvuPq7HBUcD3Tn16GRxc3/K9Dg0NzTrfITIkSZKk1tkODDRN95fzZl0nIlYAa4CdmTmZmTsBMnMIuBv4mUWPWJIkSToAezBLkiRJrXMTsCkiTqAoJJ8PvGHGOtcCFwDfAl4LfDUz90fE0cADmflIRGwENgGbWxe6JEmS9ET2YJYkSZJaJDP3AhcB1wPDwNWZeUdEXBwRZ5erfQxYFxF3Ae8E3lXOfwnwvYi4leLmf2/NzAda+wwkSZKkx7MHsyRJktRCmXkdcN2Mee9tevwT4HWzbPcZ4DOLHqAkSZK0APZgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlaxodwAHExFnAZcCy4HLM/OSNockSZIkVXaw/DYiuoGPA6cBO4Ffy8wt5bI/AC4EHgF+JzOvb2HokiRJ0hN0dA/miFgOXAa8CjgReH1EnNjeqCRJkqRq5pnfXgiMZeYzgT8B/rjc9kTgfODZwFnAX5TtSZIkSW3T0QVm4HTgrszcnJl7gKuAc9ockyRJklTVfPLbc4Ary8fXAGdExLJy/lWZOZmZPwTuKtuTJEmS2qbTh8jYAIw0TW8DXnCgDXbt2vXjoaGhrYsa1Vx+7XVt2e2Ss+P+4l/NXrGh9iYPS/fefSf3LkK7L+TnF6HVw8/Iv25jhG21ttnzgq5a2ztcfX8kH/+NVpdjf2sRGj0M3f1j4MeL0PBZi9Dm4eje8l/LHbcIbc4nv310nczcGxEPAuvK+d+ese0BM5y25sZgflyXRciPzY3rYW7c2RYjNwbz47qYH3e4RcmPzY3r01n5cacXmBfstNNOO7rdMUiSJEmdwNxYkiRJi63Th8jYDgw0TfeX8yRJkqRD0Xzy20fXiYgVwBqKm/2ZG0uSJKnjdHoP5puATRFxAkXyfD7whvaGJEmSJFU2n/z2WuAC4FvAa4GvZub+iLgW+FREfAg4FtgEfKdlkUuSJEmz6OgezJm5F7gIuB4YBq7OzDvaG5UkSZJUzVz5bURcHBFnl6t9DFgXEXcB7wTeVW57B3A1cCfwReBtmflIq5+DJEmS1GzZ/v372x2DJEmSJEmSJOkQ1NE9mCVJkiRJkiRJncsCsyRJkiRJkiSpkk6/yZ9qEhFXAK8GdmTmSe2OR4+JiAHg48AxwH7grzLz0vZGpWkR8RTg60A3xWfmNZn5vvZGpWb/f3t38OL5HMdx/LnsKrFxIMkcVqm3NjWzm7at1caKVuTswIGrtEoJF/+B1kEim1UWCXuRNgfKRcpKEV6XbctsREnWHmi3cfh9Z38zjOI7NZ/Pr3k+aprfzOlV0/zm2Wd+v++3qi4FPgfOJLmv9R5NVdVp4CxwATif5Namg7RKVV0NvALcwuTvzyNJPm27StoYtnG/bOO+2cazwT7ul33cN/t4PF/BvHkcBQ62HqE1nQeeSLIT2As8WlU7G2/S1B/AgSTzwAJwsKr2Nt6k1Q4xuVGW+nRHkgXjuUvPAyeS3AzM4++RNpej2Ma9so37ZhvPBvu4b/Zxv+zjkTxg3iSSfAL80nqH/inJD0m+GB6fZfIEdkPbVVqWZCnJ78OX24YP747aiaqaA+5l8l9mSf9RVV0F7AeOACT5M8mvbVdJG8c27pdt3DfbuH/2sTSOfbw+XiJD6khV7QB2AZ81nqIVhreYnQRuAl5I4s+nH4eBJ4HtrYdoTUvAh1W1BLyU5OXWg3TRjcDPwKtVNc/kOe5QknNtZ0nSlG3cJ9u4e/Zx3+zjftnH6+ArmKVOVNWVwLvA40l+a71HU0kuJFkA5oA9VeW1GjtQVcvXzjzZeov+1W1JdgP3MHmL8/7Wg3TRVmA38GKSXcA54Km2kyRpyjbul23cL/t4JtjH/bKP18EDZqkDVbWNSUAfS/Je6z1a2/D2mI/xmo292AfcP9wo4y3gQFW93nSRVklyZvj8E3Ac2NN2kVZYBBZXvOrsHSZBLUnN2cazwTbukn3cOfu4a/bxOnjALDVWVVuYXOPn2yTPtd6j1arq2uFOslTV5cBdwHdtVwkgydNJ5pLsAB4APkryYONZGlTVFVW1ffkxcDfwddtVWpbkR+D7qqrhW3cC3zScJEmAbdw727hv9nHf7OO+2cfr4zWYN4mqehO4HbimqhaBZ5McabtKg33AQ8BXVfXl8L1nknzQcJOmrgdeG641dwnwdpL3G2+SZsF1wPGhz7YCbyQ50XaS/uYx4FhVXQacAh5uvEfaMLZx12zjvtnG0nj2cf/s45G2LC15w1dJkiRJkiRJ0v/nJTIkSZIkSZIkSaN4wCxJkiRJkiRJGsUDZkmSJEmSJEnSKB4wS5IkSZIkSZJG8YBZkiRJkiRJkjSKB8ySJEmSJEmSpFE8YJYkSZIkSZIkjfIXUx5uMQtqYE4AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "numeric_columns = customers.select_dtypes(include=np.number).drop(['customer_id', 'CLUSTER'], axis=1).columns\n", "\n", "fig = plt.figure(figsize=(20, 20))\n", "for i, column in enumerate(numeric_columns):\n", " df_plot = customers.groupby('CLUSTER')[column].mean()\n", " ax = fig.add_subplot(5, 2, i+1)\n", " ax.bar(df_plot.index, df_plot, color=sns.color_palette('Set1'), alpha=0.6)\n", " ax.set_title(f'Average {column.title()} per Cluster', alpha=0.5)\n", " ax.xaxis.grid(False)\n", " \n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "zJ07Ppz-Bpzy" }, "source": [ "For those numerical variables with higher correlations we saw earlier, we can also use a scatter plot to visualize this correlation grouped by clusters and analyze how the clusters change between each area of the chart." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 585 }, "executionInfo": { "elapsed": 3524, "status": "ok", "timestamp": 1654633589925, "user": { "displayName": "Otavio Simões", "userId": "06135767988650517714" }, "user_tz": 180 }, "id": "Pmd24-rc545R", "outputId": "80ff571f-eff8-4bd2-bdd3-c6394015e158" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(16, 8))\n", "sns.scatterplot(x='age', y='months_on_book', hue='CLUSTER', data=customers, palette='tab10', alpha=0.4, ax=ax1)\n", "sns.scatterplot(x='estimated_income', y='credit_limit', hue='CLUSTER', data=customers, palette='tab10', alpha=0.4, ax=ax2, legend=False)\n", "sns.scatterplot(x='credit_limit', y='avg_utilization_ratio', hue='CLUSTER', data=customers, palette='tab10', alpha=0.4, ax=ax3)\n", "sns.scatterplot(x='total_trans_count', y='total_trans_amount', hue='CLUSTER', data=customers, palette='tab10', alpha=0.4, ax=ax4, legend=False)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "XxN-Km3l_BfP" }, "source": [ "We can draw some early conclusions considering only the numeric variables.\n", "\n", "For instance, Cluster 1 has the highest amount of money transitioned, while Cluster 2 has the lowest credit limit and estimated income and the highest utilization rate. Cluster 4 has the highest credit limit. Older clients are grouped in Cluster 5.\n", "\n", "For the categorical columns, we'll plot the percentual distribution of each variable in each cluster. This will allow us to verify if a particular cluster is mostly composed of men, or of married people only, for example." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 441 }, "executionInfo": { "elapsed": 540, "status": "ok", "timestamp": 1654633590458, "user": { "displayName": "Otavio Simões", "userId": "06135767988650517714" }, "user_tz": 180 }, "id": "f1SxOQrDIJNP", "outputId": "82a9e867-958b-4724-bc8c-2238f0bc716e" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cat_columns = customers.select_dtypes(include=['object'])\n", "\n", "fig = plt.figure(figsize=(18, 6))\n", "for i, col in enumerate(cat_columns):\n", " plot_df = pd.crosstab(index=customers['CLUSTER'], columns=customers[col], values=customers[col], aggfunc='size', normalize='index')\n", " ax = fig.add_subplot(1, 3, i+1)\n", " plot_df.plot.bar(stacked=True, ax=ax, alpha=0.6)\n", " ax.set_title(f'% {col.title()} per Cluster', alpha=0.5)\n", "\n", " ax.set_ylim(0, 1.4)\n", " ax.legend(frameon=False)\n", " ax.xaxis.grid(False)\n", " \n", " labels = [0, 0.2, 0.4, 0.6, 0.8, 1]\n", " ax.set_yticklabels(labels)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "1kJVlq-oHdaK" }, "source": [ "Considering the categorical variables, we notice that the education level is well divided between clusters. \n", "\n", "In other highlights, Cluster 2 is composed almost entirely of married people, while we don't know the marital status of anybody in Cluster 3. Cluster 4 is almost completely male and Cluster 6 is 100% made of single people." ] }, { "cell_type": "markdown", "metadata": { "id": "CKXWjM9e_3xK" }, "source": [ "#Conclusion\n", "\n", "As demanded by the company, we now have listed the most important characteristics of each cluster. We could also some suggestions and insights into each one of them.\n", "\n", "In the end, we have the list of customers with a cluster assigned to each one.\n", "\n", "###Cluster 1 \n", "\n", "**Characteristics**: Mostly men; high credit limit; high amount transitioned; high number of transactions; low utilization rate. \n", "\n", "**Insight**: People with high volume spent on the card, but do not use it on a daily basis. Could be incentivised to spend more. \n", "\n", "###Cluster 2 \n", "\n", "**Characteristics**: Mostly women; mostly married; low estimated income; low credit limit; low amount transitioned; high utilization rate.\n", "\n", "**Insight**: Married people (majority women) with low income and limit but utilize too much of their credit with a few larger purchases\n", "\n", "###Cluster 3\n", "\n", "**Cluster 3**: Gender well divided; low credit limit, high utilization rate; marital status 100% unknown; smaller cluster.\n", "\n", "**Insight**: Men and women with low credit limits but do have high balances.\n", "\n", "###Cluster 4\n", "\n", "**Cluster 4**: Mostly men, mostly single and married, high estimated income, high credit limit; low amount transitioned; low utilization rate.\n", "\n", "**Insight**: People (majority men) with high income and credit limits, but don't use the card. Could be incentivized to use it.\n", "\n", "###Cluster 5\n", "\n", "**Cluster 5**: Mostly married, high age, low dependent count, long time customers, low credit limit, low amount transitioned, high utilization rate.\n", "\n", "**Insight**: Older people and long-time customers. Low credit limit and transactions, but use the card very often. Could receive benefits to spend more money.\n", "\n", "###Cluster 6\n", "\n", "**Cluster 6**: Mostly women; 100% single people, low estimated income, low credit limit, low amount transitioned, high utilization rate.\n", "\n", "**Insight**: Single (mostly women) people that use their card a lot but have low credit limits and income. Could be given a bit more credit limit." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 424 }, "executionInfo": { "elapsed": 12, "status": "ok", "timestamp": 1654633590459, "user": { "displayName": "Otavio Simões", "userId": "06135767988650517714" }, "user_tz": 180 }, "id": "o7mRFJFN9LJv", "outputId": "3475b4f2-b61f-46aa-a31f-b3086a731cec" }, "outputs": [ { "data": { "text/html": [ "\n", "
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\n", " " ], "text/plain": [ " customer_id CLUSTER\n", "0 768805383 4\n", "1 818770008 6\n", "2 713982108 4\n", "3 769911858 3\n", "4 709106358 2\n", "... ... ...\n", "10122 772366833 1\n", "10123 710638233 2\n", "10124 716506083 2\n", "10125 717406983 3\n", "10126 714337233 2\n", "\n", "[10127 rows x 2 columns]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# List of customers and clusters\n", "customers[['customer_id', 'CLUSTER']]" ] } ], "metadata": { "colab": { "authorship_tag": "ABX9TyPb2RDrLeEWzW3XVZQMdg/4", "collapsed_sections": [], "name": "Guided Project: Credit Card Customer Segmentation.ipynb", "provenance": [] }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.2" } }, "nbformat": 4, "nbformat_minor": 1 }