{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "Nz3FoTXZUCkq" }, "source": [ "## Data Card link:\n", "- https://www.kaggle.com/datasets/deepak007chaubey/housevalueestimation" ] }, { "cell_type": "markdown", "metadata": { "id": "dZLAbbShbcs6" }, "source": [ "## 1.Packages" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "id": "FTjrh0AaUCkt" }, "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 LabelEncoder,MinMaxScaler,StandardScaler\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import r2_score,mean_squared_error\n", "from joblib import dump,load\n", "\n", "import torch\n", "import torch.nn as nn\n", "import torch.nn.functional as F" ] }, { "cell_type": "markdown", "metadata": { "id": "v3ZCqFfqUCkw" }, "source": [ "## 2.Understand the Dataset\n", "- first check its structure, missing values, and key features" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 296 }, "id": "TmJSz71WUCkw", "outputId": "fada3919-5555-4cde-c0ba-50bbc3754e09" }, "outputs": [ { "data": { "text/html": [ "
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year_builtstoriesnum_bedroomsfull_bathroomshalf_bathroomslivable_sqfttotal_sqftgarage_typegarage_sqftcarport_sqfthas_fireplacehas_poolhas_central_heatinghas_central_coolinghouse_numberstreet_nameunit_numbercityzip_codesale_price
01978141116891859attached5080TrueFalseTrueTrue42670Lopez CrossingNaNHallfort10907270897.0
11958131119842002attached4620TrueFalseTrueTrue5194Gardner ParkNaNHallfort10907302404.0
22002132015811578none0625FalseFalseTrueTrue4366Harding IslandsNaNLake Christinaport112032721596.0
32004142018292277attached4790TrueFalseTrueTrue3302Michelle HighwayNaNLake Christinaport11203212968.0
42006142015801749attached4300TrueFalseTrueTrue582Jacob CapeNaNLake Christinaport11203224529.0
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" ], "text/plain": [ " year_built stories num_bedrooms full_bathrooms half_bathrooms \\\n", "0 1978 1 4 1 1 \n", "1 1958 1 3 1 1 \n", "2 2002 1 3 2 0 \n", "3 2004 1 4 2 0 \n", "4 2006 1 4 2 0 \n", "\n", " livable_sqft total_sqft garage_type garage_sqft carport_sqft \\\n", "0 1689 1859 attached 508 0 \n", "1 1984 2002 attached 462 0 \n", "2 1581 1578 none 0 625 \n", "3 1829 2277 attached 479 0 \n", "4 1580 1749 attached 430 0 \n", "\n", " has_fireplace has_pool has_central_heating has_central_cooling \\\n", "0 True False True True \n", "1 True False True True \n", "2 False False True True \n", "3 True False True True \n", "4 True False True True \n", "\n", " house_number street_name unit_number city zip_code \\\n", "0 42670 Lopez Crossing NaN Hallfort 10907 \n", "1 5194 Gardner Park NaN Hallfort 10907 \n", "2 4366 Harding Islands NaN Lake Christinaport 11203 \n", "3 3302 Michelle Highway NaN Lake Christinaport 11203 \n", "4 582 Jacob Cape NaN Lake Christinaport 11203 \n", "\n", " sale_price \n", "0 270897.0 \n", "1 302404.0 \n", "2 2721596.0 \n", "3 212968.0 \n", "4 224529.0 " ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "house_value_df = pd.read_csv(\"ml_house_data_set_updated.csv\")\n", "house_value_df.head()" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 695 }, "id": "PxMb1UiAUCkx", "outputId": "3bb8f8be-1650-49ec-ce8a-48024f68dfca" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(42703, 20)\n" ] }, { "data": { "text/html": [ "
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dtypenuniquenull_count
year_builtint641290
storiesint6450
num_bedroomsint64160
full_bathroomsint6490
half_bathroomsint6420
livable_sqftint6441610
total_sqftint6444480
garage_typeobject30
garage_sqftint6411340
carport_sqftint649070
has_fireplacebool20
has_poolbool20
has_central_heatingbool20
has_central_coolingbool20
house_numberint64132510
street_nameobject111240
unit_numberfloat6470439615
cityobject470
zip_codeint64750
sale_pricefloat64232100
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" ], "text/plain": [ " dtype nunique null_count\n", "year_built int64 129 0\n", "stories int64 5 0\n", "num_bedrooms int64 16 0\n", "full_bathrooms int64 9 0\n", "half_bathrooms int64 2 0\n", "livable_sqft int64 4161 0\n", "total_sqft int64 4448 0\n", "garage_type object 3 0\n", "garage_sqft int64 1134 0\n", "carport_sqft int64 907 0\n", "has_fireplace bool 2 0\n", "has_pool bool 2 0\n", "has_central_heating bool 2 0\n", "has_central_cooling bool 2 0\n", "house_number int64 13251 0\n", "street_name object 11124 0\n", "unit_number float64 704 39615\n", "city object 47 0\n", "zip_code int64 75 0\n", "sale_price float64 23210 0" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(house_value_df.shape)\n", "columns = house_value_df.columns\n", "l=[]\n", "for col in columns:\n", " dtype = house_value_df[col].dtype\n", " nunique = house_value_df[col].nunique()\n", " null_count = house_value_df[col].isnull().sum()\n", " l.append([dtype,nunique,null_count])\n", "pd.DataFrame(l,columns=[\"dtype\",\"nunique\",\"null_count\"],index=columns)" ] }, { "cell_type": "markdown", "metadata": { "id": "yPAsfgf2UCky" }, "source": [ "## 3.Preprocess the Data\n", "- Handle missing values\n", "- scale features\n", "- encode categorical variables\n", "- Drop unwanted columns" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "id": "VIKDgu9cUCky" }, "outputs": [], "source": [ "house_value_df[\"num_of_bathrooms\"] = house_value_df.full_bathrooms+house_value_df.half_bathrooms\n" ] }, { "cell_type": "markdown", "metadata": { "id": "qjazMzfBUCkz" }, "source": [ "### 3.1 Handle missing values" ] }, { "cell_type": "markdown", "metadata": { "id": "Uaj_IkHPUCkz" }, "source": [ "- unit_number has 39615 null values so we drop that column\n", "- Drop unwaned columns" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "id": "LCCMQSpVUCkz" }, "outputs": [], "source": [ "house_value_df.drop(columns=[\"unit_number\",\"carport_sqft\",\"street_name\",\"house_number\",\"city\",\"stories\",\"full_bathrooms\",\"half_bathrooms\"],inplace=True)" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 132 }, "id": "sebDCKH7UCkz", "outputId": "eb6b5c00-b9b3-4969-f606-6e0f0cb880e4" }, "outputs": [ { "data": { "text/html": [ "
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year_builtnum_bedroomslivable_sqfttotal_sqftgarage_typegarage_sqfthas_fireplacehas_poolhas_central_heatinghas_central_coolingzip_codesale_pricenum_of_bathrooms
01978416891859attached508TrueFalseTrueTrue10907270897.02
11958319842002attached462TrueFalseTrueTrue10907302404.02
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" ], "text/plain": [ " year_built num_bedrooms livable_sqft total_sqft garage_type \\\n", "0 1978 4 1689 1859 attached \n", "1 1958 3 1984 2002 attached \n", "\n", " garage_sqft has_fireplace has_pool has_central_heating \\\n", "0 508 True False True \n", "1 462 True False True \n", "\n", " has_central_cooling zip_code sale_price num_of_bathrooms \n", "0 True 10907 270897.0 2 \n", "1 True 10907 302404.0 2 " ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "house_value_df.head(2)" ] }, { "cell_type": "markdown", "metadata": { "id": "FvoSrIXJUCk0" }, "source": [ "### 3.2 catagoricl columns and numarical columns" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "id": "XEv6dkbxUCk0" }, "outputs": [], "source": [ "cat_cols = house_value_df.select_dtypes(include=[\"object\", \"bool\"]).columns\n", "num_cols = house_value_df.select_dtypes(exclude=[\"object\", \"bool\"]).columns" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "TrN-G1IuUCk0", "outputId": "11b27bcb-19b1-44f1-b5eb-7ee150fd182c" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_3752\\4048520319.py:7: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " ax = sns.barplot(x=category_counts.index, y=category_counts.values, palette='viridis')\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_3752\\4048520319.py:7: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " ax = sns.barplot(x=category_counts.index, y=category_counts.values, palette='viridis')\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_3752\\4048520319.py:7: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " ax = sns.barplot(x=category_counts.index, y=category_counts.values, palette='viridis')\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_3752\\4048520319.py:7: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " ax = sns.barplot(x=category_counts.index, y=category_counts.values, palette='viridis')\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for col in cat_cols[:-1]:\n", " # Count the occurrences of each category\n", " category_counts = house_value_df[col].value_counts()\n", "\n", " # Bar plot\n", " plt.figure(figsize=(8, 6))\n", " ax = sns.barplot(x=category_counts.index, y=category_counts.values, palette='viridis')\n", "\n", " # Add count on top of each bar\n", " for p in ax.patches:\n", " ax.annotate(f'{int(p.get_height())}',\n", " (p.get_x() + p.get_width() / 2., p.get_height()),\n", " ha='center', va='center', fontsize=12, color='black',\n", " xytext=(0, 5), textcoords='offset points')\n", "\n", " plt.title(f'{col} Counts', fontsize=16)\n", " plt.xlabel(col, fontsize=14)\n", " plt.ylabel('Count', fontsize=14)\n", " plt.xticks(rotation=0, fontsize=12)\n", " plt.yticks(fontsize=12)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "KqdJYl0jUCk1" }, "source": [ "### 3.3 Outlier analysis" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 226 }, "id": "Mf01PrNdgEON", "outputId": "716c60e6-4ade-44c0-c6db-a5087488d24d" }, "outputs": [ { "data": { "text/html": [ "
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year_builtnum_bedroomslivable_sqfttotal_sqftgarage_typegarage_sqfthas_fireplacehas_poolhas_central_heatinghas_central_coolingzip_codesale_pricenum_of_bathrooms
01978416891859attached508TrueFalseTrueTrue10907270897.02
11958319842002attached462TrueFalseTrueTrue10907302404.02
22002315811578none0FalseFalseTrueTrue112032721596.02
32004418292277attached479TrueFalseTrueTrue11203212968.02
42006415801749attached430TrueFalseTrueTrue11203224529.02
\n", "
" ], "text/plain": [ " year_built num_bedrooms livable_sqft total_sqft garage_type \\\n", "0 1978 4 1689 1859 attached \n", "1 1958 3 1984 2002 attached \n", "2 2002 3 1581 1578 none \n", "3 2004 4 1829 2277 attached \n", "4 2006 4 1580 1749 attached \n", "\n", " garage_sqft has_fireplace has_pool has_central_heating \\\n", "0 508 True False True \n", "1 462 True False True \n", "2 0 False False True \n", "3 479 True False True \n", "4 430 True False True \n", "\n", " has_central_cooling zip_code sale_price num_of_bathrooms \n", "0 True 10907 270897.0 2 \n", "1 True 10907 302404.0 2 \n", "2 True 11203 2721596.0 2 \n", "3 True 11203 212968.0 2 \n", "4 True 11203 224529.0 2 " ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "house_value_df.head()" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "id": "3G5dwr91UCk1" }, "outputs": [], "source": [ "c_cols = [\"livable_sqft\",\"total_sqft\",\"garage_sqft\"]" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "F3qhL14oUCk2", "outputId": "4bcb8140-92e5-4f40-985b-8a3e22c41078" }, "outputs": [ { "data": { "image/png": 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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for col in c_cols:\n", " fig, axes = plt.subplots(1, 2, figsize=(12, 6))\n", "\n", " # Plot the distribution plot in the first subplot\n", " sns.histplot(house_value_df[col], kde=True, ax=axes[0])\n", " axes[0].set_title(f'{col} Distribution')\n", "\n", " # Plot the boxplot in the second subplot\n", " sns.boxplot(x=house_value_df[col], ax=axes[1])\n", " axes[1].set_title(f'{col} Boxplot')\n", "\n", " # Display the plots\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "0gOdLajcUCk2", "outputId": "29dd5433-80a5-434a-fef0-68ba909600e3" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original Shape: (42703, 13)\n", "New Shape after Outlier Removal: (35328, 13)\n" ] } ], "source": [ "def remove_outliers_iqr(df, columns):\n", " for col in columns:\n", " if col==\"carport_sqft\":\n", " pass\n", " else:\n", " Q1 = df[col].quantile(0.25)\n", " Q3 = df[col].quantile(0.75)\n", " IQR = Q3 - Q1\n", " lower_bound = Q1 - 1.5 * IQR\n", " upper_bound = Q3 + 1.5 * IQR\n", " df = df[(df[col] >= lower_bound) & (df[col] <= upper_bound)]\n", " return df\n", "\n", "# Apply outlier removal\n", "house_value_df_cleaned = remove_outliers_iqr(house_value_df,c_cols)\n", "\n", "# Check new shape after outlier removal\n", "print(\"Original Shape:\", house_value_df.shape)\n", "print(\"New Shape after Outlier Removal:\", house_value_df_cleaned.shape)\n", "# house_value_df_cleaned = house_value_df.copy()" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "EgVoKUl8d9X_", "outputId": "a17f657f-cecb-4808-af97-803aac401fec" }, "outputs": [ { "data": { "image/png": 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A+A1Hk1IVFRUaNGiQnnjiib0eN8mjRx99VE8//bRmzZqluLg4jR49usWyhSYhtXjxYn366af64IMPbKLLdJFvUlpaqlGjRik7O1vz5s3TAw88oLvvvlvPPvusT54j0Na2lTX+PKTGRdoqHPgXt9ulY7qm2v1564tU3+BxOiQAAAAA8AuOTt8766yz7GVvTJXUww8/rDvvvFMXXHCBve2f//ynMjMzbUXVJZdcoqVLl2rq1KmaM2eOhg4das957LHHdPbZZ+vBBx+0FVgvv/yyamtrNWXKFEVGRqp///5asGCBHnrooRbJKyBQbd/Z5LwdVVJ+q2/7RM1aW2ir2hZvLXU6HAAAAADwC35bVrF27Vrl5eXZKXtNkpKSNGzYMM2YMcNeN1szZa8pIWWY891ut62sajrn5JNPtgmpJqbaavny5SoqKvLpcwLawvZyklL+Lszt0tDsFLs/d12RPP77qxcAAAAAfMZv/zIyCSnDVEbtylxvOma2GRkZLY6Hh4crNTW1xTl7u49dH2N3NTU1dtrfrhfAX20ra0xK0U/Kv/XvkKi4yDBbLVWU0M3pcAAAAADAcX6blHLSfffdZ6uymi6mOTrgj+rdkSqrrrf77eJJSvmz8DC3huysltqW0l/VdQ1OhwQAAAAAjvLbpFRWVpbd5ufnt7jdXG86Zrbbtm1rcby+vt6uyLfrOXu7j10fY3cTJ05USUlJ82Xjxo2t+MyA1lMV2ZjkSIqJUFREmNPh4AcM6Jik+Khw1YXH6aWZ650OBwAAAAAc5bdJqW7dutmk0eeff958m5lGZ3pFDR8+3F432+LiYruqXpMvvvhCHo/H9p5qOsesyFdXV9d8jlmpr3fv3kpJafyDfndRUVFKTExscQH8UXVU4/cw/aQCp1pqWPfGlfie/HK1ncoHAAAAAKHK0aRUeXm5XQnPXJqam5v9DRs2yOVy6ZZbbtEf/vAHvf/++1q0aJGuvPJKu6LehRdeaM/v27evzjzzTI0fP16zZ8/Wt99+qxtvvNGuzGfOMy677DLb5HzcuHFavHixXn/9dT3yyCO69dZbnXzqQKuoIikVcPplJSqytlSFFbX6+9drnA4HAAAAABwT7txDS3PnztWIESOarzcliq666iq9+OKLuuOOO1RRUaEJEybYiqgTTzxRU6dOVXR0dPPXvPzyyzYRdfrpp9tV98aMGaNHH320+bjpCfXJJ5/ohhtu0JAhQ5Senq5JkybZ+wSCZfpeBv2kAobb7VJW0UJtyDxRz01fo7HDskkqAgAAAAhJjialTj31VHm93n0eN9VSkydPtpd9MSvtvfLKK/t9nIEDB+rrr78+rFgBf1NZW6+aiMappSQ1AktSxUYN6pSknE0leuDjZbr/x4OcDgkAAAAAfM5ve0oB2L+lW0tN5lZxkWGKi3I0v4yD5JI06bz+dv/NeZu0cFOx0yEBAAAAgM+RlAIC1OItpXZLlVRgGpKdoh8d1VGmWPTu9xfvt2oUAAAAAIIRSSkgQC3e3JiUykj4X481BJbfnNVHsZFhmr+hWO98v9npcAAAAADAp0hKAQEqd0uJ3VIpFbgyE6N142lH2P0//HepXZEPAAAAAEIFSSkgANXWe7Qiv8zuk5QKbD87sbv6ZCXYhNQfPljidDgAAAAA4DMkpYAAtHJbmeoavAprqFViNE3OA1lkuFt/HjPQ9KzX299v1lcrtjsdEgAAAAD4BEkpIID7SUXXFsllshkIaIM7J+vq47vZ/d++vUjlNfVOhwQAAAAAbY6kFBCAFu/sJxVTU+h0KGglt43qpU4pMdpcXMU0PgAAAAAhgaQUEIBytzRWSsXUFjkdClpJXFS4HvzJIDuN77U5G/XZknynQwIAAACANkVSCggwDR6vlm7dmZSqISkVTI7rnqafndg4je83by9UQXmN0yEBAAAAQJshKQUEmHUFFaqsbVB0hFtRdY0r8CF43Daqt3plxmtHea1+906uvF6v0yEBAAAAQJtg2S4gwORubuwn1bd9ohqWk7AINtERYXro4sG68IlvNXVxnt75frMuOrpT8/Frrr1eO4oaK+X2Jj0lUVOeedJH0QIAAADAoSMpBQSYJTv7SfXvkKiFTgeDNnFkxyTdMrKnHvxkhX7/3mI7ra9Dcow9ZhJSI8ZP2ufXTntusg8jBQAAAIBDR1IKCDCLdyaljuyQRFIqSJlqqO1FZYrtMFJlSteoSa+oW940uSQtzM3VCKcDBAAAAIBWQE8pIICY/kK5Wxqn7/XvkOR0OGgjphrqtPF36ccjhijc7VJ5bJYyzr7ZVkjV1jU4HR4AAAAAtAqSUkAA2VpSreLKOpuo6JUV73Q4aGMpsZEa3iPN7n+9aofKa+qdDgkAAAAAWg3T94AAsiyvcepej3bxigoPczocHKKcnBydf/Hl+zy+6xS9wZ2TtSK/TPmlNZq2bJvPYgQAAACAtkZSCgggS7eW2W2f9glOh4LDUOfRfpuVz71+TPO+2+XSyL6ZenX2Bq3ZUSFXhyN9FCUAAAAAtC2m7wEBZFnezqRUVqLTocCH0uOjNDQ71e6HDzxH9Q0ep0MCAAAAgMNGUgoIIMt3Tt+jUir0DO2aoviocLniUjR/Q7HT4QAAAADAYSMpBQSImvoGrd5eYff7UikVciLC3DrhiMam53PXF9L0HAAAAEDAIykFBIhV28rV4PEqOTZCmYlRTocDB/TOTJCnYL3qGrz6btUOp8MBAAAAgMNCUgoIEMuampxnJcjlcjkdDhxg3veGnP/Y/aV5ZSoor3E6JAAAAAA4ZCSlgACxrKmfFFP3Qpq3aJN6tIuz+7PXFTodDgAAAAAcMpJSQMCtvEeT81A3rFtjb6kV+eVUSwEAAAAIWCSlgACxtGn6XnsqpUJdu4So/1VLraVaCgAAAEBgIikFBIDtZTXaUV4j00qqV2a80+HAn6qltlEtBQAAACAwkZQCAsDynVP3uqbFKTYy3Olw4GfVUvM2FDkdDgAAAAAcNJJSQEA1OaefFP5nSHaK3a7IK1dFTb3T4QAAAADAQSEpBQRSPylW3sMu2ifFKCsxWg1erxZuLnE6HAAAAAA4KMwDAvzYNdderx1FpVrRcbQUlaq3X/q7Pn92c/Pxhbm5GuFohHDaUV2S9VFunhZtKtExOyunAAAAACAQkJQC/JhJSJ0y7i4t/mq15PFqxEVXKikmovn43OvHOBofnHdEu3glRIerrLpey/IbK+oAAAAAIBAwfQ/wc8VVdWrweBUR5lJiNHlktOR2uzSoU7LdX7ChWF6nAwIAAACAA0RSCvBzO8pr7DY9Pkoul8vpcOCHjuyQqHC3SwUVtaqMSnc6HAAAAAA4ICSlgABJSqXFRzodCvxUVESYembG2/3CxB5OhwMAAAAAB4SkFODndpTXNldKAftyZIckuy2O66LS6jqnwwEAAACAH0RSCgiU6XtxJKWwb+2TopUaFymvO1zvLdjidDgAAAAA8INISgF+rMEdYVdVM9KZvof9MP3GTG8p49VZG+T10vIcAAAAgH8jKQX4serIxlXVEqLDbd8gYH/6tE+Uy9OgJVtLtWhzidPhAAAAAMB+kZQC/FjVzqQU/aRwIGIiwpRUsdHuvzq7cQsAAAAA/oqkFBAAlVJM3cOBSi1bbbfvL9isiprGqZ8AAAAA4I9ISgEBkZSiUgoHJq56m7qlx6mitkH/yaHhOQAAAAD/RVIK8FMej1fVkUl2n6QUDpRL0iXHdLb7r85hCh8AAAAA/0VSCvBTm4ur5HFHKMztUnJMhNPhIICMGdJJEWEu5Wws1pItpU6HAwAAAAB7RVIK8FPL88rsNjU2Um63qX8BDoyprDujX6bdf23OBqfDAQAAAIC9IikF+Knl+Y1JqTSanOMQXHpsF7t95/vNqq5rcDocAAAAANgDSSnAzyul0uJISuHgndAjXZ1SYlRWXa8PF211OhwAAAAA2ANJKcBPrWiulKLJOQ6emfL506GNDc9fo+E5AAAAAD9EUgrwQ3UNHq3eXm73qZTCofrx0E4y7chmry3Ump3fTwAAAADgL0hKAX5o3Y4K1TV45fbUKSE63OlwEKDaJ8Xo1N4Zdv/1uVRLAQAAAPAvJKUAP25yHl1bIpeLlfdw6C45pnEK37/nbVJtvcfpcAAAAACgGSUYgB9asbPJeXRtsdOhIMCN6JOhdglR2l5Wo8+W5uvsAe0P6/6uufZ67Sgq3efx9JRETXnmycN6DAAAAAChgaQU4OeVUsDhiAhz6+KhnfTEtNX614z1h52UMgmpEeMn7fP4tOcmH9b9AwAAAAgdTN8D/NCK/Mam1FEkpdAKxg7Ltg3PZ6wpaF7VEQAAAACcRlIK8DNVtQ1aV1Bh96PrSErh8HVIjtEZ/TLtvqmWAgAAAAB/QFIK8DOrtpXL65VS4yIV3lDtdDgIElcN72q3b8/fpLLqOqfDAQAAAACSUoC/9pPqnZkg1t1DaxneI01HZMSrorZBb8/f7HQ4AAAAAEBSCvA3TT1/emclOB0KgojL5dKVw7Pt/j++W6cGj9fpkAAAAACEOL9OSjU0NOiuu+5St27dFBMTox49eujee++V18xt2snsT5o0Se3bt7fnjBw5UitXrmxxP4WFhRo7dqwSExOVnJyscePGqby8sZE04G+W5zUmpXplkpRC6xpzdCclxURozY4KTc3NczocAAAAACHOr5NSf/nLX/TUU0/p8ccf19KlS+31+++/X4899ljzOeb6o48+qqefflqzZs1SXFycRo8ererq//XiMQmpxYsX69NPP9UHH3yg6dOna8KECQ49K+BAK6XinQ4FQSYuKlxXn9DYW+rxaataJPgBAAAAwNfC5ce+++47XXDBBTrnnHPs9a5du+rVV1/V7Nmz7XXzB9XDDz+sO++8055n/POf/1RmZqbeffddXXLJJTaZNXXqVM2ZM0dDhw6155ik1tlnn60HH3xQHTp0cPAZAi2VVNVpa0ljQrUnlVI4BDk5OTr/4sv3eTwpNU2xGWdp6dZSfbl8u0b0yfBpfAAAAAAQEEmp448/Xs8++6xWrFihXr162T+2vvnmGz300EP2+Nq1a5WXl2en7DVJSkrSsGHDNGPGDJuUMlszZa8pIWWY891ut62s+tGPfrTH49bU1NhLk9LS0jZ/roCxcmeVVIekaCVGRzgdDgJQnUcaMX7SPo9Pe26yLj8/W89OX2OrpU7t3c72mwIAAAAAX/Pr6Xu/+c1vbGKpT58+ioiI0FFHHaVbbrnFTsczTELKMJVRuzLXm46ZbUZGy0qA8PBwpaamNp+zu/vuu88mt5ounTt3bqNnCOx95b1eNDlHG/rZid0UGe7WvPVF+mbVDqfDAQAAABCi/Dop9cYbb+jll1/WK6+8ovnz5+sf//iHnXJntm1p4sSJKikpab5s3LixTR8PaLJiZ5Pz3kzdQxvKSIzWZcd2sft/+GCp6hs8TocEAAAAIAT5dVLq9ttvb66WGjBggK644gr98pe/tJVMRlZWlt3m5+e3+DpzvemY2W7btq3F8fr6ersiX9M5u4uKirIr9e16AXxhGSvvwUduGdlTybERtjrvldkbnA4HAAAAQAjy66RUZWWl7f20q7CwMHk8jZ/qd+vWzSaWPv/88xb9n0yvqOHDh9vrZltcXKx58+Y1n/PFF1/Y+zC9pwB/YRr3/2/lPZJSaFvJsZG67Yxedv+vn6xQUUWt0yEBAAAACDGHlJTq3r27CgoK9rjdJH/MsdZy3nnn6Y9//KP++9//at26dXrnnXdsk/Om5uSmOa/pMfWHP/xB77//vhYtWqQrr7zSrqh34YUX2nP69u2rM888U+PHj7er9n377be68cYbbfUVK+/Bn2wvr1FRZZ1Mz+kjMuKdDgch4NJju6hPVoJd9fGBT5Y7HQ4AAACAEHNIq++ZBFFDQ8Met5sV6zZv3qzW8thjj+muu+7S9ddfb6fgmSTStddeq0mT/rey1B133KGKigpNmDDBJsVOPPFETZ06VdHR0c3nmL5UJhF1+umn28qrMWPG6NFHH221OIHWsCKv3G67psUpOiLM6XAQAsLD3Pr9ef116XMz9cqsDTqlVzuN7r/3ac0AAAAA4GhSylQjNfn444/tynRNTJLKTKPr2rVrqwWXkJCghx9+2F72xVRLTZ482V72xay0Z5qlA4Gw8h5NzuFLw3ukafxJ3fTc12t1+5s56t8hUZ1SYp0OCwAAAEAIOKikVNOUOJMIuuqqq1oci4iIsAmpv/71r60bIRBiK+/1op8UfOz20X00e12RcjYW66ZXv9frE4YrMtyvWw4CAAAACAIH9VeHaQ5uLl26dLHT6Zqum4uZurd8+XKde+65bRctEMSolIJTTALq8UuPUkJ0uL7fUKwbX5mvuobGBSUAAAAAwK96Sq1du7b1IwFCmMfj1crmlfdoco62k5OTo/Mvvnyvx9JjslSRdbI+WZKvm175Xo9ddpQiwqiYAgAAAOBHSSnD9I8yl6aKqV1NmTKlNWIDQsbm4ipV1DYoIsyl7LQ4p8NBEKvzSCPG/2+xiN29/9Jz2tzpNE1dnKfx/5yrR356lJJiI3waIwAAAIDQcEgfgd9zzz0aNWqUTUrt2LFDRUVFLS4ADs7KbY1VUt3T46lMgaMSqrbqmSuG2Cl9Xy7frnMe+1qLNpU4HRYAAACAIHRIlVJPP/20XnzxRV1xxRWtHxEQglbkl9ttz0ym7sF5I/pk6O3rjtf1L8/XhsJKjXnqO908sqcmnNzd6dAAAAAABJFDKsmora3V8ccf3/rRACFqxc5+Ur1ocg4/cWTHJP3nphM1ql+mahs8euDj5brwiW9VFZnsdGgAAAAAQjkp9bOf/UyvvPJK60cDhKiVOyulelEpBT+SFBNhp/L97aeDlBwbocVbSrWy42jNWF2g+t16CQIAAACAT6bvVVdX69lnn9Vnn32mgQMHKiKiZRPchx566FDuFgjZlfdWbWuavkelFPyLy+XSj47qpBOPaKdJ7+Xqo9w8zV5XqFXby3VG30xlJUU7HSIAAACAUEpKLVy4UIMHD7b7ubm5e/wBA+DgVt6rqmtQZJhb2amxTocD7FW7hCg9dfkQnXz1RG3vdIoKK2r1xtyNOqpLso7rnkaDfgAAAAC+SUpNmzbtUL4MwH76SXVvF6dw/rCHn0uu2Kgzh2dr+ortWpZXpvkbirWxsErnDmyvxJiWVbMAAAAAsD/8BQz4zcp7TN1DYIiJCNPo/lk6f1AHu7+9vEavzdloq/4AAAAAoE0rpUaMGLHfaXpffPHFodwtEJJWNq28l0GTcwSWbulxuuTYzvogZ6tNTL09f5M6x3ZyOiwAAAAAwZyUauon1aSurk4LFiyw/aWuuuqq1ooNCHrXXHu9ZsQOl6JS9da/ntenz2xqcXxhbq5GOBYd8MMSoyP0k6Gd9PHiPK3eXqH1mSfone832eboAAAAANDqSam//e1ve7397rvvVnl541QkAD9se1Gp6tLSJI9Xp/zocqXERrY4Pvf6MY7FBhwo0+T87AHt9dnSfC3dWqZb38hRXb1XFx/T2enQgJBVU1NjL01KS0t99tjr16/32WMBh4vvVxh8HyDUrPej7/lDSkrty+WXX65jjz1WDz74YGveLRC0asPjVe/xKsztUhJNohHA3C6XzuibqW3L5qkgqZd+8/ZCxUeH22QVAN+77777dM899zjy2H/84x8deVwAOFT83gKCJCk1Y8YMRUdHt+ZdAkGtOjLJblNiI+wf9UAgM70GOxTM06gzRurV2Rt082vfKy4qXKf0aud0aEDImThxom699dYWlVKdO/umevF3v/udsrOzffJYQGtUC5CQAL+3EGrW+9HvvkNKSl100UUtrnu9Xm3dulVz587VXXfd1VqxAUGvZmdSKi0uyulQgFZhUqt/uPBIlVXX6YOFW/Xzf83Tmz8friM7Nn6vA/CNqKgoe3GC+cOuV69ejjw2ABwKfm8BAZaUSkpq+ceF2+1W7969NXnyZI0aNaq1YgOCXnVE489SanzLXlJAIDPTUR+6eLBKqur09cod+tk/5ur9G09QRiKVtAAAAAAOMyn1wgsvHMqXAdjH9L20OJJSCC6R4W49MfZoXfTkd1q1rVzj/zlXr187XNERYU6HBgAAAMBPuA/ni+fNm6eXXnrJXr7//vvWiwoIAQ0er2oiEuw+SSkEo8ToCD1/1VAlx0YoZ1OJbn9roZ3uDQAAAACHXCm1bds2XXLJJfryyy+VnJxsbysuLtaIESP02muvqV07mtoCP2RDYaW87nA71SmRlfcQpLLT4vTU2CG64vlZ+k/OFvXMiNcvTu/pdFgAAAAAArVS6qabblJZWZkWL16swsJCe8nNzbUru/ziF79o/SiBILQiv8xuU+MiWXkPQW14jzTb/Nx46NMV+u/CrU6HBAAAACBQK6WmTp2qzz77TH379m2+rV+/fnriiSdodA4cINNnx2DqHoJJTk6Ozr/48r0e69xhmDZGd9dtby5Q93Zx6ts+0efxAQAAAAjwpJTH41FExJ7Tjcxt5hiAg6uUAoJFnUcaMX7SXo998dy96nbmME1fsV0/f2me3r/xRCUxdRUAAAAIWYc0fe+0007TzTffrC1btjTftnnzZv3yl7/U6aef3prxAUFrRT6VUggtLnn1yE8Hq2NyjNYXVOq2NxbI46HxOQAAABCqDikp9fjjj9v+UV27dlWPHj3spVu3bva2xx57rPWjBIJw5b3V2xuTUlRKIZSkxEXq6cuHKDLcrc+WbtNTX612OiQAAAAAgTR9r3Pnzpo/f77tK7Vs2TJ7m+kvNXLkyNaODwhK6wsqVFvvkctTz/QlBExPKGNhbq5GHOZjDOiUpMnn99dv3l6kv36yXAM7JemknqzaCgAAAISag0pKffHFF7rxxhs1c+ZMJSYm6owzzrAXo6SkRP3799fTTz+tk046qa3iBYJq6l50XalcrLyHAOkJZcy9fkyrPM4lx3bR/A1FemPuJv3i1e/1wS9OstP6AAAAAISOg0pKPfzwwxo/frxNSO0uKSlJ1157rR566CGSUsAurrn2eu0oKm1xW35yfyl1oKq2rZc0zLHYACersDyuMMV0GKkipWrk3W9qWNVsvfjM447GCAAAAMBPk1LmD4q//OUv+zw+atQoPfjgg60RFxA0TEJq98qTj3K3Kj+/XPXFeY7FBfhDFdbQqjq9OnuDqqLTtLD2CMdiAwAAAODnjc7z8/MVEbHv/jfh4eHavn17a8QFBLWCilq79ZbmOx0K4CjTU+3M/ll2vzCxp96at8npkAAAAAD4Y1KqY8eOys3N3efxhQsXqn379q0RFxC0PB6viivq7D5JKUDqmh6nYd1S7f7v3lmkxVtKnA4JAAAAgL8lpc4++2zdddddqq6u3uNYVVWVfv/73+vcc89tzfiAoFNcVacGr1fhbpdUWex0OIBfMEmphMotqqn36IaX56usujFxCwAAACB4HVRS6s4771RhYaF69eql+++/X++99569mD5TvXv3tsd+97vftV20QBAoqKix29S4SFMr5XQ4gF8wq1B23jZDHZKita6gUr/59yJ5vfx8AAAAAMHsoBqdZ2Zm6rvvvtN1112niRMnNv/BYP6YGD16tJ544gl7DoB9Kyxv7CeVFh8puucA/xPuqdXjY4/WxU/P0H8XbdWwmam6cnhXp8MCAAAA4A9JKSM7O1sffvihioqKtGrVKpuY6tmzp1JSUtomQiBIm5ynxUU5HQrgV8wKr3f/6ia1S+qtrWlH6/fvLtQ/n3hIsbWF9nh6SqKmPPOk02ECAAAAcCop1cQkoY455pjWigMIGYU7k1KN0/cANKnzSCPGT7IfdphKqdXbK7TtiHN02bFdFBURpmnPTXY6RAAAAABO9ZQCcHgaPF4VVTZVSpGUAvbGTAkf2TdTidHhKq2u16dL8+kvBQAAAAQhklKAD5VU1cnjlSLCXEqIPuRCRSDoRUeE6ewB7RXmctmKqe83slIlAAAAEGxISgE+VFD+v5X3TDUIgH3LTIzWST3T7f63q3aoIirN6ZAAAAAAtCKSUoADTc7pJwUcmIGdktQzI95WGG7IOEFFO3+GAAAAAAQ+klKAA03OWXkPODCmovD0vhlKiolQXUScbnszh/5SAAAAQJCgqQ3gQKUUTc6BAxcVHqZzBrTXyzNW64tl23TC+HuVXrpij/PSUxI15ZknHYkRAAAAwMEjKQX4cOW94p0r76XGk5QCDka7hCg1LPyvwo+6UPnthurUs39kb9vVtOcmOxYfAAAAgIPH9D3AR0xCyvTFiQxzKyGKfDBwsDxrZqp7epwavF59lLtVdQ0ep0MCAAAAcBhISgEONDln5T3g0Izsl6n4qHAVVdbpqxXbnQ4HAAAAwGEgKQX4CCvvAYcvJiJMo/pl2v3FW0q1Ir/M6ZAAAAAAHCKSUoCPFJbvbHJOPyngsHROjdUxXVPs/ufLtqm0qs7pkAAAAAAcApJSgI8UVNTYLSvvAYdvWLc0tU+KVm29R1MX58nj9TodEgAAAICDRFIK8IF6j0fFO6s5mL4HHL4wt0tn9s+yCwdsLanWvPVFTocEAAAA4CCRlAJ8oLiyTqaQw/wBbZo0Azh8iTEROqVXO7s/c02BqiKTnQ4JAAAAwEEgKQX4QGHF//pJsfIe0Hr6tk9Q9/Q4ebzSxnbHqaa+wemQAAAAABwgklKADxTsbHLO1D2gdZkk72l9MuyqfNVRKXrks5VOhwQAAADgAJGUAnyAJudA24mLCteIPo3T+J7+ajX9pQAAAIAAQXMbwIfT96iUAtpGz4wEeTd8KE+Xo3XpI1PVa/NUub0tp/KlpyRqyjNPOhYjAAAAgJZISgFtzCN388p7afFRTocDBK26Be8rteexKlei3CeN14jeGS2OT3tusmOxAQAAAAjA6XubN2/W5ZdfrrS0NMXExGjAgAGaO3du83Gv16tJkyapffv29vjIkSO1cmXLniKFhYUaO3asEhMTlZycrHHjxqm8vNyBZ4NQVBOZ2LjyXrhbcZFhTocDBK+6ao3s25iIWripRJuLqpyOCAAAAECgJqWKiop0wgknKCIiQh999JGWLFmiv/71r0pJSWk+5/7779ejjz6qp59+WrNmzVJcXJxGjx6t6urq5nNMQmrx4sX69NNP9cEHH2j69OmaMGGCQ88KoaY6Iqm5nxQr7wFtKzstTkd2SLT7ny7NV12Dx+mQAAAAAATi9L2//OUv6ty5s1544YXm27p169aiSurhhx/WnXfeqQsuuMDe9s9//lOZmZl69913dckll2jp0qWaOnWq5syZo6FDh9pzHnvsMZ199tl68MEH1aFDBweeGUKtUsqgyTngGyf2TNe6gkqVVNVp5poCndSzsQk6AAAAAP/i15VS77//vk0k/eQnP1FGRoaOOuooPffcc83H165dq7y8PDtlr0lSUpKGDRumGTNm2Otma6bsNSWkDHO+2+22lVVAW6uObKyUosk54BtR4WHNq/F9v6FYeSX/q5wFAAAA4D/8Oim1Zs0aPfXUU+rZs6c+/vhjXXfddfrFL36hf/zjH/a4SUgZpjJqV+Z60zGzNQmtXYWHhys1NbX5nN3V1NSotLS0xQU47Ol7NDkHfKZ7erx6ZyXIK+mzpfmq9zCNDwAAAPA3fp2U8ng8Ovroo/WnP/3JVkmZPlDjx4+3/aPa0n333WcrrpouZgohcCiq6xpUGxFv95m+B/jWKT3bKSYiTAUVtZqzrsjpcAAAAAAEUlLKrKjXr1+/Frf17dtXGzZssPtZWVl2m5+f3+Icc73pmNlu27atxfH6+nq7Il/TObubOHGiSkpKmi8bN25s1eeF0LFme4Xkcisq3K1YVt4DfComMkyn9m6cxjd3XaGqIpOdDgkAAABAoCSlzMp7y5cvb3HbihUrlJ2d3dz03CSWPv/88+bjZqqd6RU1fPhwe91si4uLNW/evOZzvvjiC1uFZXpP7U1UVJQSExNbXIBDsXJbmd2y8h7gjJ4Z8erRLk4er7Sp3bGqZzU+AAAAwG/4dVLql7/8pWbOnGmn761atUqvvPKKnn32Wd1www32uPkj/5ZbbtEf/vAH2xR90aJFuvLKK+2KehdeeGFzZdWZZ55pp/3Nnj1b3377rW688Ua7Mh8r76GtrchvTEqlxjN1D3CC+XdiRO8MW61YFZWm575e63RIAAAAAAIhKXXMMcfonXfe0auvvqojjzxS9957rx5++GGNHTu2+Zw77rhDN910k+03Zc4vLy/X1KlTFR0d3XzOyy+/rD59+uj000/X2WefrRNPPNEmt4C2tiK/3G7T4mhyDjglLipcJ/dsnMb3t89WaPX2xp9LAAAAAM4Kl58799xz7WV/n4JPnjzZXvbFrLRnqqwAX1vZVClFk3PAUX3bJ2jGvAUqj22v3/x7oV6fMFxuN1NqAQAAACf5daUUEOgr720orLT7rLwHOMt8gNFpx2zFRYbZlfj+NXO90yEBAAAAIY+kFNBGzBQh01w5rKGGlfcAPxBZX6nfnNXH7v9l6jJt3Jk0BgAAAOAMklJAG1m5s59UVG0JK+8BfmLssGwd2y1VlbUNmvj2Inm9XqdDAgAAAEIWSSmgjVfei64rcToUADuZPlJ/GTPQrsb3zaodenPuJqdDAgAAAEIWSSmgjazc1lgpFV1LUgrwJ93S43TbqF52/97/LlF+abXTIQEAAAAhiaQU0MYr70XXljodCoDdXHNCNw3qlKSy6nr97p1cpvEBAAAADiApBbTRynvrdzZRjmL6HuB3wsPcuv/HgxQR5tJnS/P1n4VbnQ4JAAAACDkkpYA2sGpbuUzhRXJshMIbmBoE+KPeWQm6cURPu3/3+4tVUF7jdEgAAABASCEpBbSBldsap+71ykgQ6+4B/uu6U3uoT1aCCitqdfd/ljgdDgAAABBSwp0OAAhGK/Mbm5z3zIzXIqeDAWDl5OTo/Isv3+P2+shUqeMZ+k/OFp0/qIPO6JfpSHwAAABAqCEpBbSBFTuTUr0yE0hKAX6iziONGD9pr8e+WbVD89YX6bop09V704cK89S1OJ6ekqgpzzzpo0gBAACA0EBSCmjD6XumUgqA/zuuW6rm5q5QfUI76fhrNKJvy2qpac9Ndiw2AAAAIFjRUwpoZVW1Ddqwc+W9nhkJTocD4ABX46uf95bdX7ylVOsLKpwOCQAAAAh6JKWAVrZ6e+PKeymxEUqPj3Q6HAAHyFuwXoM6Jdn9z5dtU229x+mQAAAAgKBGUgpos6l7CXK5WHsPCCTH90hXYnS4yqrr9d3qHU6HAwAAAAQ1klJAmzU5p58UEGgiw906rU+G3c/ZVKLNxVVOhwQAAAAELZJSQCtbmV/WvPIegMCTnRan/h0S7f5nS/NV38A0PgAAAKAtkJQC2qhS6ogMKqWAQHXSEemKiwpTcWWdZq4tdDocAAAAICiRlAJaeeW9jUWNK+9RKQUErqiIMJ3Wu3Ea3/wNRaqMTHU6JAAAACDokJQC2mDlvdS4SKXHRzkdDoDD0L1dvO0NZ36mN7Ubxmp8AAAAQCsjKQW0ohU7+0n1ZOoeEBRO6dVOMRFhqo5K1lNfrnY6HAAAACCokJQC2mTlPabuAcEgNjLcJqaMx6et1PK8xsQzAAAAgMNHUgpoRau27ayUyqRSCggWZgpfYsUm1TV4dcdbOWrweJ0OCQAAAAgKJKWANqiU6plBpRQQLFwulzrumKuE6HDlbCrRm3M3Oh0SAAAAEBRISgFtsvIelVJAMIloqNIvR/ay+3/9dIUqauqdDgkAAAAIeCSlgFayalvjyntpcZFKY+U9IOhcfly2stNitb2sRs98RdNzAAAA4HCRlAJae+U9qqSAoBQZ7tZvzuxj95/9eo3ySqqdDgkAAAAIaCSlgFaychv9pIBgd+aRWRqanaLqOo8e+nS50+EAAAAAAS3c6QCAYLFyZ6UU/aSA4JOTk6PzL77c7ldEpUkdR+mNORuU8/ZTiqovV3pKoqY886TTYQIAAAABhaQU0EpWbGuavkelFBBs6jzSiPGTmq+/t2Cz1hVUynXsZRrRP0vTnpvsaHwAAABAIGL6HtAKKmvrtbGwyu73IikFBL3juqfZ7bK8MhVW1DodDgAAABCQSEoBrWD1tgq7TY+PVGpcpNPhAGhjmYnR6tEuzu7PWlPgdDgAAABAQCIpBbTiyntHZNBPCggVw7o1Vkut2Fau6ohEp8MBAAAAAg5JKaAV+0kxdQ8IHe0SopqrpbYn93M6HAAAACDgkJQCWsHK/HK7pck5EFqGdk2126L4bG0qqnQ6HAAAACCgkJQCWnH6Xi+m7wEhJSsxWp1TYiSXW89NX+N0OAAAAEBAISkFtMLKe5uKGlfeo1IKCN1qqdfmbNSO8hqnwwEAAAACRrjTAQCB7spb7pIST1R4fbX+7+pr9ji+MDdXIxyJDIAvmEqpmOoCVUWn6cVv1+lXo3s7HRIAAAAQEEhKAYcprzpcSpSy2qVoxOhJexyfe/0YR+IC4Bsul0vtSpZqQ/SJennWet142hGKjghzOiwAAADA7zF9DzhM1ZFJdpseF+V0KAAcklSxSR2TY1RUWaf3F2xxOhwAAAAgIJCUAg5TdWSy3abFRzodCgCHuOTVFcOz7f6Ub9fK6/U6HRIAAADg95i+B7RSUio9nkopIFTl5OSo/qk/ytXlAi3LK9PpV92q+OrtzcfTUxI15ZknHY0RAAAA8DckpYDDUFhRq/rwGLufGkelFBCq6jzSGeN+I/eyfOVuLpVr0AUaMbBD8/Fpz012ND4AAADAHzF9DzgMy/JK7TYpJkKR4fw4AaFucKfGysk12ytUWlXndDgAAACAX+OvaOAwLNtaZrfp9JMCYHvLRalzaoxMR6mcTcVOhwMAAAD4NZJSwGFYnteYlEpj5T0AOw3u3FgttXhLqeoaPE6HAwAAAPgtklLAYViWT6UUgJa6pcXZKb019R4t3do4xRcAAADAnkhKAYfI4/FqRVOlFCvvAdjJ5XJpUKcku79gY7G8XjOZDwAAAMDuSEoBh2hDYaWq6hrk8tQrOSbC6XAA+JF+HRIVGeZWUWWd/V0BAAAAYE8kpYBDtGxnlVR0XancbpfT4QDwI1HhYerXPtHu52wqcTocwCe6dOmiZ5991m4BAID/6uJH/2aTlAIOs8l5dC0rbAHY08DOjVP41u6oUG14nNPhAG0uOjpavXr1slsAAOC/ov3o32ySUsAhWp7f2MA4upYqCAB7SomNVJfUWLtfkHiE0+EAAAAAfoekFHCIlm2lUgrA/g3c2fC8MKGHqusanA4HAAAA8CskpYBDYP64XFdQYfdJSgHYl25pcYqPCldDWJQ+XLTV6XAAAAAAv0JSCjgEK/PL5fFKqXGRCm+odjocAH7KLIIwYGe11D9nrHc6HAAAAMCvkJQCDsGyvMZ+Ur0zE8S6ewD2p3/7RLm8DVqwsViLWIkPAAAAaEZSCjgEy3auvNc7K8HpUAD4ubiocCWVb7T7/5q5zulwAAAAAL8R7nQAQCBavjMp1bd9guY7HQwAv1c0/0O5Trleb85ep9y3HlG4p7bF8fSURE155knH4gMAAACcEFCVUn/+85/lcrl0yy23NN9WXV2tG264QWlpaYqPj9eYMWOUn5/f4us2bNigc845R7GxscrIyNDtt9+u+vp6B54Bgq9SKtHpUAAEgLodG5QeHymvO1xpI6/ViPGTWlx2FDVOCQYAAABCScAkpebMmaNnnnlGAwcObHH7L3/5S/3nP//Rm2++qa+++kpbtmzRRRdd1Hy8oaHBJqRqa2v13Xff6R//+IdefPFFTZo0yYFngWCwo7zGXlwuqVdmvNPhAAgQgzol2+3CzSXyer1OhwMAAAA4LiCSUuXl5Ro7dqyee+45paSkNN9eUlKi559/Xg899JBOO+00DRkyRC+88IJNPs2cOdOe88knn2jJkiV66aWXNHjwYJ111lm699579cQTT9hEFXCoU/e6pMYqNpIZsAAOjOlBFxnuVklVndYXVjodDgAAAOC4gEhKmel5ptpp5MiRLW6fN2+e6urqWtzep08fdenSRTNmzLDXzXbAgAHKzMxsPmf06NEqLS3V4sWL9/p4NTU19viuF2CPqXuZNDkHcOAiwtzq175xyu9CVuEDAAAA/D8p9dprr2n+/Pm677779jiWl5enyMhIJSc3ToloYhJQ5ljTObsmpJqONx3bG/NYSUlJzZfOnTu34jNCoFue15ik7LPzj0sAOFADOyXZ7dodFSqtqnM6HAAAAMBRfp2U2rhxo26++Wa9/PLLio6O9tnjTpw40U4NbLqYOIDdp+/1yaJSCsDBSYmNtFN/m3pLAQAAAKHMr5NSZnretm3bdPTRRys8PNxeTDPzRx991O6biifTF6q4uLjF15nV97Kysuy+2e6+Gl/T9aZzdhcVFaXExMQWF8Bo8Hi1PL9p5T2SUgAOvVpqyZZS1Td4nA4HAAAAcIxfJ6VOP/10LVq0SAsWLGi+DB061DY9b9qPiIjQ559/3vw1y5cv14YNGzR8+HB73WzNfZjkVpNPP/3UJpr69evnyPNC4NpQWKnqOo+iwt3qmhbndDgAAlC3tDjFR4Wrqq5BK7eVOx0OAAAA4Bi/XjosISFBRx55ZIvb4uLilJaW1nz7uHHjdOuttyo1NdUmmm666SabiDruuOPs8VGjRtnk0xVXXKH777/f9pG68847bfN0UxEFHEo/qZ6Z8Qpzu5wOB0AAcrtdGtApSTNWF9iG533pTwcAAIAQ5ddJqQPxt7/9TW63W2PGjLGr5pmV9Z588snm42FhYfrggw903XXX2WSVSWpdddVVmjx5sqNxIzAt3tKYlGpaQQsADkX/9omataZAeaXVyiupdjocAAAAwBEBl5T68ssvW1w3DdCfeOIJe9mX7Oxsffjhhz6IDsHO9IAxSEoBOBxxUeHqnZmgpXll+n5jkXy3lAcAAADgP/y6pxTgr5VS/Ts2NioGgEN1VJcUuzV9pWrDGlfkAwAAAEIJSSngABWU19ipNkYfVt4DcJjaJUSpU3KMvF6pIKmn0+EAAAAAPkdSCjhAS7eW2W3XtFglREc4HQ6AIHBUl2S7LUzoocraeqfDAQAAAHyKpBRwgBZvKbHbfh3oJwWgdXRLj1NSTIQawqL01rxNTocDAAAA+BRJKeAALdm6s59UB/pJAWgdLpdLR3VurJZ6dvoa1Td4nA4JAAAA8BmSUsBBNjln5T0ArclUX4Y1VGtTUZU+WLjV6XAAAAAAnwn33UMBgemaa6/XtuIKrer6Y8nl1v33/FZ/a2hseG4szM3VCEcjBBDIIsLcaleyXHmpg/TUl6t1/qAOcrtdTocFAAAAtDmSUsAP2FFUqv4X36HcuRsVExGmM66+3U65aTL3+jGOxgcg8KWVrlR5+yFanl+mL5Zt08h+mU6HBAAAALQ5pu8BB2B7WU3zEu67JqQAoDWEeeo09rgudv/JL1fJ6/U6HRIAAADQ5khKAQdgW3l1c1IKANrCuBO6KTLcrfkbivX1yh1OhwMAAAC0OZJSwAHYUVZrt+3iSUoBaBsZidEaO6yxWuqvn66gWgoAAABBj6QU8AO8cml7eeP0vYxEklIA2s51p/awvetyNhbb3lIAAABAMCMpBfyA6sgkNXi8igxzKzkmwulwAASxjIRoXXl8tt1/iGopAAAABDmSUsAPqIpKba6Sosk5gLZ27ck9FBcZpsVbSvVRbp7T4QAAAABthqQU8AOqIncmpWhyDsAHUuMiNe6k7nb/zx8tU019g9MhAQAAAG2CpBTwAyqjUuw2MzHa6VAAhIhrT+5uE+EbCiv1j+/WOR0OAAAA0CZISgH7UdfgUXVkY1KKSikAvhIXFa7bR/e2+499vko7di62AAAAAAQTklLAfqzIL5PXHabIcLeSaHIOwIfGHN1JR3ZMVFlNvW16DgAAAAQbklLAfizaVNJcJUWTcwC+5Ha7dNc5/ez+q7M36PsNRU6HBAAAALSq8Na9OyC4LNzcmJSinxSAtpSTk6PzL758r8eS2x2n4oRumvj2Iv3nphMVEcbnSQAAAAgOJKWA/cjdmZSinxSAtlTnkUaMn7TXY1W1DXr+yyValic9O32NbhhxhM/jAwAAANoCH7cC+1Bb79GyrWV2n0opAE6JiQxTh4Lv7f4jn6/U6u3lTocEAAAAtAqSUsB+mpzXNngU1lCjxGiKCgE4J7l8nU7u1c4my295bYHdAgAAAIGOpBSwDws2FtttTE0hTc4BOMr8BvrLmAFKjo3Qos0l+uuny50OCQAAADhsJKWAH0hKxdYUOB0KAKh9Uoz+fNFAu//MV2v0zcodTocEAAAAHBaSUsA+NC2/TlIKgL8488gsXTasi92/5fUFyiupdjokAAAA4JCRlAL2oqSqTqu3V9j92GqSUgD8x13n9FOfrATtKK/RtS/NU3Vdg9MhAQAAAIeEpBSwFws3NU7d65Iaq3BPjdPhAECL1fievWKokmIilLOxWHe+myuv1+t0WAAAAMBBIykF7MWCDY1JqcGdk50OBQD20CUtVo9fdpTcLumteZv07PQ1TocEAAAAHDTWuQf24vudTc6P6pKsdU4HAyDk5eTk6PyLL9/j9syk3tqadrTu+2iZ2ifH6PxBHRyJDwAAADgUJKWA3ZhpME0r75lKqXecDghAyKvzSCPGT9rr76vpK3ZowaZi/eqNHLWLj9LwHmmOxAgAAAAcLKbvAbvZWFilwopaRYa51a9DotPhAMA+uVwundQrXUnlG1Tb4NH4f85tTqoDAAAA/o6kFLCb7zcW2W3fDomKCg9zOhwA2C+3y6XO22fouO6pKq+p15XPz9LiLSVOhwUAAAD8IJJSwG6+39nk/CianAMIEG6vR89fdYyGZKeotLpeVzw/Wyvyy5wOCwAAANgvklLAfpqcA0CgiIsK1wtXH6OBnZLsFOSxf5+ltTsqnA4LAAAA2CeSUsAuqmobtHhz47SXo7ukOB0OAByUxOgI/fOaY9UnK0Hby2p02XMztbGw0umwAAAAgL0iKQXswjQIrvd4lZUYrU4pMU6HAwAHLTk2Ui/9bJiOyIjX1pJqXfIsiSkAAAD4p3CnAwD8ybz1hXY7tGuKXdUKAAJBTk6Ozr/48ha3RYTFKLL9adpcLP30mRl6dcJxyk6LcyxGAAAAYHckpYBdzFnXuPLe0Gym7gEIHHUeacT4SXvcXlFTr399sUBmMb6fPjNTr4wfpu7t4h2JEQAAANgd0/eAnRo8Xs3fsDMp1TXV6XAAoFWan3ff+oV6ZsQrr7RxKt+qbeVOhwUAAABYJKWAnczy6WXV9YqLDLNNggEgGEQ0VNupe+b32rayGpuYMr/vAAAAAKcxfQ/Yae76xiqpo7NTFB5GvhZA8PSbuuaacXK7IxXd/jTtUIrOevBTdcv7UrE1hUpPSdSUZ550OkwAAACEIJJSwE5z1zU2OR9CPykAQdpvqrquQe8u2Kz8Uml9lzN17sAOWv3vB50OEQAAACGKchBgp7k7m5wfQz8pAEEqOiJMFx3VSZ1TYlTX4NX7C7aoJLaT02EBAAAgRJGUAiRtLanS5uIqhbldGtw52elwAKDNRIa7df7gDurRLk4NXq/WZ56gN+ZsdDosAAAAhCCSUoCk2Wsbp+71a59oV6sCgGAW7nbr7AHt1b9DouRy645/L9STX66S1+t1OjQAAACEEJJSgKSZawrs9rjuTN0DEBrcLpdO75OhdsVL7PX7py7Xr/+9ULX1HqdDAwAAQIggKQXYpFRjpdRx3dOcDgUAfMblcql9YY7uOb+/3C7pjbmbdOWUWSqsqHU6NAAAAIQA5ikh5I39+S+1Nnmk5PXoobt/o0e8dS2OL8zN1QjHogOAtnfV8V3VJTVWN736vU3Sn/fYN3py7NEaRI89AAAAtCGSUgh5G2pj7TYjMUYjfzZxj+Nzrx/jQFQA4Fsj+mTo7euP17X/mqe1Oyr0k6dn6K5z++ry47JtRRUAAADQ2khKIeRVRGfYbaeUGKdDAQCfy8nJ0fkXX958PdYVocSM41Qa10l3vbdYD781TR/dfakyEqIdjRMAAADBh6QUQl55TKbddkpprJgCgFBS55FGjJ/U4jazCt+CjcX6dnWBCiIyNPpv03XfRQN15pFZjsUJAACA4ENSCiFta0mVaiMSZCamdEimCgAADDNd76guKeqcGqt/T89RkVL085fm6SdDOmnSef2UEB3RfO41116vHUWl+7yv9JRETXnmSR9FDgAAgEBCUgohbeaaArvNSIxSVHiY0+EAgF9Jj4/SEZs/0YlX/1bPTF+tN+dt0nerC/TnMQN0Us929hyTkNq90mpX056b7MOIAQAAEEjcTgcAOGnm6kK77ZTM1D0A2Bu3PPrNWX30+oTh6pwao83FVbri+dma+PYilVW3XK0UAAAAOBhUSiFkmZ4p36zaYfdpcg4AP9wIPdEVrrTUQSpI6qVXZ2/QW98uVV1+lUY4HSQAAAACEkkphKx1BZX2E3+Xt0EdSUoBwAE3Qt9UVKlPl+SrVHHS8Gs0bdk2ndQzXeFhFGADAADgwDF6RMj6ZuV2u42t3qEI/pACgANmVisdOyxbgzol2esLN5fotbkbVVBe43RoAAAACCB+/Zf4fffdp2OOOUYJCQnKyMjQhRdeqOXLl7c4p7q6WjfccIPS0tIUHx+vMWPGKD8/v8U5GzZs0DnnnKPY2Fh7P7fffrvq6+t9/Gzgb75e2Th1L6Eqz+lQACDgRIa7dWrvDNV987xiIsJUUF6r1+Zs1Ir8MqdDAwAAQIDw66TUV199ZRNOM2fO1Keffqq6ujqNGjVKFRUVzef88pe/1H/+8x+9+eab9vwtW7booosuaj7e0NBgE1K1tbX67rvv9I9//EMvvviiJk3a90pBCH71DR7NWN248l58JUkpADhU3vyVGjusi22CXu/x6qPcPNuvz+P1Oh0aAAAA/Jxf95SaOnVqi+smmWQqnebNm6eTTz5ZJSUlev755/XKK6/otNNOs+e88MIL6tu3r01kHXfccfrkk0+0ZMkSffbZZ8rMzNTgwYN177336te//rXuvvtuRUZGOvTs4KScTcUqq6lXcmyEYmqLnA4HAAJaXFS4LhzcUd+tLtC89UX2UlhRq7OOzHI6NAAAAPgxv66U2p1JQhmpqal2a5JTpnpq5MiRzef06dNHXbp00YwZM+x1sx0wYIBNSDUZPXq0SktLtXjx4r0+Tk1NjT2+6wXBOXXvhB7pcolP8wHgcLldLp14RLrO7J+lMLdLa3dU6O35m1Xv5sMfAAAABHhSyuPx6JZbbtEJJ5ygI4880t6Wl5dnK52Sk5NbnGsSUOZY0zm7JqSajjcd21cvq6SkpOZL586d2+hZwSnf7ExKndgz3elQACCo9M5K0EVHdVRUuFt5pdVa1eEM5ZVUOx0WAAAA/FDAJKVMb6nc3Fy99tprbf5YEydOtFVZTZeNGze2+WPCd8qq6/T9xmK7bz7VBwC0rg7JMbp4aGclRIerNjJRlzw7Q1tLqpwOCwAAAH4mIJJSN954oz744ANNmzZNnTp1ar49KyvLNjAvLm5MMDQxq++ZY03n7L4aX9P1pnN2FxUVpcTExBYXBI9vVxWoweNVt/Q4dU6NdTocAAhKqXGR+vHRnRRRV651BZW65NmZJKYAAAAQOEkpr9drE1LvvPOOvvjiC3Xr1q3F8SFDhigiIkKff/55823Lly/Xhg0bNHz4cHvdbBctWqRt27Y1n2NW8jOJpn79+vnw2cBfTFvW+L1wau92TocCAEEtMSZCPbZ+blfmW78zMbWlmMQUAAAAAiApZabsvfTSS3Z1vYSEBNsDylyqqhoHtKbf07hx43TrrbfaKirT+Pzqq6+2iSiz8p4xatQom3y64oorlJOTo48//lh33nmnvW9TEYXQYhKd05Y3JqVO65PhdDgAEPQi6yv12oTh6pIa25yY2kxiCgAAAJLC5ceeeuopuz311FNb3P7CCy/o//7v/+z+3/72N7ndbo0ZM8aummdW1nvyySebzw0LC7NT/6677jqbrIqLi9NVV12lyZMn+/jZwB8s3lKqbWU1io0M07HdGldxBAC0HfOB0HUTxis2LFaRHU7ThkJpxL3vq/uWzxTZUKX0lERNeeZ//24DAAAgdIT7e1XLD4mOjtYTTzxhL/uSnZ2tDz/8sJWjQyBP3TvhiHRFhYc5HQ4ABL06jzRi/KTmhSb+PX+zShSvvD4/0Y+HdNLsf/7J6RABAADgEL+evge0ti+YugcAjkmIjtBFR3e0q/IVV9Xp7fmbVe9mKj0AAECoIimFkFFQXqMFGxtXaqTJOQA4IzE6QmOO7qT4qHAVVtZqTfvTVFRR63RYAAAAcABJKYSM6Su3y8wI7ds+Ue2TYpwOBwBCVlJMY8WU6e9XHZWsK6bMUklVndNhAQAAwMdISiFkfL60cereCKqkAMBxKbGRuuiojgprqFbu5lJd+fwslVSSmAIAAAglJKUQEmrqG/Tl8u12//S+mU6HAwCQlBYfpe5bvlBKbIRyNpXosr/PZCofAABACCEphZAwY3WBymvqlZEQpaM6JzsdDgBgp5i6Er064TilxUVq8ZZSXfrcTG0vq3E6LAAAAPhAuC8eBHDSNdderwVhvaXEI1S/OVcXXvJii+MLc3M1wrHoAAB9shL1+rXH6bLnZmlZXpl+/PR3+uc1xyo7Lc7p0AAAANCGSEoh6G0vKlV1n95SbYNOPvkUZaed3eL43OvHOBYbAIS6nJwcnX/x5XY/JTxexe1HaH2BdPp9U3VU5Ry9+eSfnQ4RAAAAbYSkFIJeZVS6KmsbFBnuVqeUWKfDAQDsos4jjRg/qfl6RU293luwRdvLpXnxx+mTxXka1T/L0RgBAADQNugphaBXEtfJbrulxSnM7XI6HADAfsRFhWvMkI7qnBojjztC1740T09MWyWv1+t0aAAAAGhlVEohqJk/Ykp3JqV6tKM3CQAEgqjwMF0wqKNeffdDFST10gMfL9eiTSX6y48HKikmwunwAAQhd3WJgom7qrjFFqHxvgOBiKQUgtry/DLVRiTYCika5gJA4DC/tzsWzNMtV12kyf9ZrKmL87R4a4meuOxoDezEKqoAWkdSUpIiIqOkNV8pGMWsne50CH7PvP/m+wCAM0hKIah9kLPVbrNTY21PKQBAYLniuGwN7JikG1+dr42FVRrz1HeaeFZfXX1CV437+Q3aUVS6z69NT0nUlGee9Gm8AAJLZmamXvrXP1VSQsVMqDIJKfN9AMAZJKUQ1FP3Pli4xe73ykxwOhwAwCEa1DlZH9x0kn791kJbMTX5gyWatbZAeSVVOmOXJum7m/bcZJ/GCSAwmYQESQkAcAalIwhauZtLta6gUi5PvbqlM3UPAAKZ6SX11OVH657z+ysyzK2PF+drZaeztLm4yunQAAAAcIhISiFoNVVJJVZuYeoeAAQBl8ulq47vqn9fd7y6psWqLjxO/563STPXFMjjYXU+AACAQMNf6gjiqXuN/aSSK9Y7HQ4AoBUN6JSkD35xklLK1sikomatLdS/529SaXWd06EBAADgIJCUQlD6fmOxndIRFxmmhMrG5BQAIHjER4Wr8/ZZGt0/007n21JSrVdmbdDK/DKnQwMAAMABIimFoPT+gsape2f0y5Tb2+B0OACANtInK1GXDeuizMQo1dR79GFunj5fmq+6Bo/ToQEAAOAHkJRC0DF/iPwnpzEpdf7gDk6HAwDwQRP0nwzprKHZKfZ67pZSvT5no2rC450ODQAAAPsRvr+DQCD6cvl2FVTUKj0+Sif3bKeHnQ4IAHBIcnJydP7Fl+/z+MLcXI3YuR/mdumEI9LVJTVWUxfn2X8HijuO1rTl2zSid4bPYgYAAMCBIymFoPPWvI12e9HRHRUeRjEgAASqOo80YvykfR6fe/2YPW7rnBqrS4/tog8XbdXWEumaF+fod2f31bgTu9nV+wAAAOA/+IsdQaWgvEafL91m98cc3cnpcAAADjVBNx9MpJauktcr/eG/SzXpvcWqp88UAACAXyEphaDyfs4W1Xu8GtAxSb2zEpwOBwDgkHC3Wx13zNGd5/SVKZD618z1uvZf81Rdx+IXAAAA/oLpewgq/56/yW5/PIQqKQAIdQtzcuR6bJK6xHbShozh+nzZNg351T/UNW+6wrz1Sk9J1JRnnnQ6TAAAgJBFUgpBI3dziXI3lyoizKXzB7HqHgCEul17Um0uqrLVtBUxmdo+8HL96KiOmvHiH50OEQAAIKQxfQ9B46WZ6+32zCPbKyUu0ulwAAB+pGNKjO0zFRMRpm1lNXrn+81qcEc4HRYAAEBIIymFoFBSWad3F2y2+1cOz3Y6HACAH8pMjNaYXRJTa7NOVVl1ndNhAQAAhCySUggKb83fpOo6j/pkJWhodorT4QAA/FRafJSduhcd7lZldLrGvTiX5ucAAAAOISmFgOfxeJun7l1+XLZcZpklAAD2oV1CY2LK7anV7HWF+sWr36vB43U6LAAAgJBDUgoB75tVO7R2R4Xio8LtHxkAAPyQjMRouwpfZLhbnyzJ153vLpLXS2IKAADAl1h9DwFvyrdr7db0CYmL4lsaAHBgVs/6TF3dUVqfeaJenb1R0z76jzJKljYfT09J1JRnnnQ0RgAAgGDGX/AIaIu3lOjL5dslr0czX39c579cvsc5C3NzNcKR6AAA/qzOI1049hrlbCzWlyu2Ky9tsI497Wx1S4+zx6c9N9npEAEAAIIaSSkEtKe/WmO3vbISdebIW/d6ztzrx/g4KgBAIBnYKUk7ymuUu6VUU3PzdPHQTrYhOgAAANoWPaUQsNbtqNB/F26x+0OzU50OBwAQoMwCGaf2zlDH5BjVNnj0n4VbWZEPAADAB0hKIWA9M32NzGJJCZVb7EpKAAAcqjC3S2cPyFJidLhKqur04aKt8orVXAEAANoS0/cQkDYXV+nf8zbZ/YziJZJOcTokAECAi40M17kDO+jNeRu1sahKG7xddP7Fl+/zfBqhAwAAHB6SUghIf/14uZ1iMbx7mirWbHc6HABAkDCVt6P7Z+mDhVvl6nG8Mvv+SP06JO71XBqhAwAAHB6m7yHg5G4u0TsLNtv9iWf3cTocAECQ6dEuXsd1a+xV+MXybdpWWu10SAAAAEGJpBQCitfr1Z8/WiavVzp/UAcN7JTsdEgAgCB0bLdUebYuVYPHq/8uovE5AABAWyAphYDy1Yrt+mbVDkWGuXX76N5OhwMACOIV+ernvKGkmAiVVtdr6uI8+8EIAAAAWg9JKQSMytp63fVert2/cni2OqfGOh0SACCY1VXpnAHt7cp86wsqNWttodMRAQAABBWSUggYD368QhsLq9QxOUa3nNHL6XAAACHS+Pz0Phl23ySl1u6ocDokAACAoEFSCgFh3vpCvfDdWrv/p4sGKD6KhSMBAL7Rt32iBnZMsvsfL85TSVWd0yEBAAAEBZJS8HsVNfW6/a2Ftrn5mKM76ZRe7ZwOCQAQYk7u1U5ZidGqqffog4VbVNfgcTokAACAgEdSCn7NNJW9/a0crdleoYyEKN11bl+nQwIAhCDTV+rsAVmKiQjTjvJafbFsm2h7DgAAcHhISsGvPfnlan24KE8RYS49dfnRSo6NdDokAECISoiO0FlHZsklaVlemQoTjnA6JAAAgIBGUgp+65PFeXrwk+V2/+7z+2tIdqrTIQEAQpxZ+fWEI9LtfklcJ1vRCwAAgENDUgp+6fOl+brhlfm2j9Slx3bW2GHZTocEAIB1dJdkjeqXqW55X8nlMnVTAAAAOBQkpeCXCanrXpqvugavzhnQXpMvONLpkAAAaGYSUWZFPhddpQAAAA5L+OF9OdB6zBSI579Zq/s+WqYGj9c2lH34ksGKCCN3CgAAAABAsCEpBb9QXlOviW8v0n9yttjrFx3dUX8ZM5CEFAAAAAAAQYqkFByvjpqam6d7/rNEeaXVCne7dNe5/XTl8OwWfTquufZ67Sgq3et9LMzN1QgfxgwAAAAAAA4fSSk4Zs66Qj36+Up9vXKHvZ6dFqsHfzJIx3Tdc5U9k5AaMX7SXu9n7vVj2jxWAAAAAADQukhKwSeaKp08cqs0rqMKEnuqIibTHnN5G5RdvUZTb7lJ0RFhTocKAAAAAAB8gKQU2lx9g0frqmIUf/JlWpVfpuo6j73d7ZL6tU/U0K6pmv/SGySkAAAAAAAIISSl0Oo8Hq+W55dp5pqCnZdClXQ4TdpUYo/HRYXZZNSAjklKiI6wt+Xk5Oj8iy/f533SNwoAAAAAgOASUkmpJ554Qg888IDy8vI0aNAgPfbYYzr22GOdDivgbS+rUe6WEi3eXKKFm0o0e12hiivrWpwT1lCtPp0zdES7eHVJjZXblEntwhRP7atnlEHfKAAAAAAAgkvIJKVef/113XrrrXr66ac1bNgwPfzwwxo9erSWL1+ujIwMp8MLiFXytpfXaM32ip2Xcq3eXq4lW0uVX1qzx/mxkWF2Wt5x3c0lTb//1S902qi7HIkdAAAAAAD4n5BJSj300EMaP368rr76anvdJKf++9//asqUKfrNb36jUE42VdQ2qLC8VoWVtSqsqFFBea3ySqq1xVyKq7S1pEqbi6rseXvjckkx9WWKrCxQTG2RYqu3K7amUMXLvJoq2cui3Fyd5vNnBwAAAAAA/FVIJKVqa2s1b948TZw4sfk2t9utkSNHasaMGfIHt76xQHUNXpsk8pobvOY/c90kjnbZt4mkxhP+d73xa3a9bs/Yy33U1HtUUVOvipoGldttveo9jef/EDPjrlNKrLq3i1P39Hi77ds+QX3bJ+qSy/+P6XcAAAAAAOCAhURSaseOHWpoaFBmZmaL2831ZcuW7XF+TU2NvTQpKWls0F1aWtpmMb4/Z7Vq6xtXpXOC29tg+z6FNdQqzFOjiIYqRdRXKqK+cbtl5WId0SVDbq9X+ZK97JrOW7xkiYZXlO/z/j2eBlW30fG2vG9iJ3Z/O+7PsRG7fx7359gCPfa6uro2Gxs03W/TB02Hq+l+2nIsAwAAcLBjGZe3tUY7fmzLli3q2LGjvvvuOw0fPrz59jvuuENfffWVZs2a1eL8u+++W/fcc48DkQIAAPzPxo0b1alTp8O+n02bNqlz586tEhMAAEBrjWVColIqPT1dYWFhys839T3/Y65nZWXtcb6Z5meaojfxeDwqLCxUWlqaXKaB0kFmB80g0LwRiYmJh/Es4C94T4MP72nw4T0NPqH2nprPDMvKytShQ4dWuT9zP+a1S0hIYCwD3tMgxHsafHhPg0+ovafeAxzLhERSKjIyUkOGDNHnn3+uCy+8sDnRZK7feOONe5wfFRVlL7tKTk4+rBjMN10ofOOFEt7T4MN7Gnx4T4NPKL2nSUlJrXZfppfm4VZchdJrHyp4T4MP72nw4T0NPqH0niYdwFgmJJJShql8uuqqqzR06FAde+yxevjhh1VRUdG8Gh8AAAAAAAB8J2SSUj/96U+1fft2TZo0SXl5eRo8eLCmTp26R/NzAAAAAAAAtL2QSUoZZqre3qbrtSUzDfD3v//9HtMBEbh4T4MP72nw4T0NPrynzuG1Dz68p8GH9zT48J4GH97TEF59DwAAAAAAAP7F7XQAAAAAAAAACD0kpQAAAAAAAOBzJKUAAAAAAADgcySl2tATTzyhrl27Kjo6WsOGDdPs2bOdDgk7TZ8+Xeedd546dOggl8uld999t8Vx02rNrNTYvn17xcTEaOTIkVq5cmWLcwoLCzV27FglJiYqOTlZ48aNU3l5eYtzFi5cqJNOOsl+D3Tu3Fn333+/T55fKLrvvvt0zDHHKCEhQRkZGbrwwgu1fPnyFudUV1frhhtuUFpamuLj4zVmzBjl5+e3OGfDhg0655xzFBsba+/n9ttvV319fYtzvvzySx199NG2SeERRxyhF1980SfPMdQ89dRTGjhwoP0ZM5fhw4fro48+aj7O+xn4/vznP9vfwbfcckvzbbyv/oWxjP9iLBNcGMcEJ8YywY1xTCsxjc7R+l577TVvZGSkd8qUKd7Fixd7x48f701OTvbm5+c7HRq8Xu+HH37o/d3vfud9++23TaN/7zvvvNPi+J///GdvUlKS99133/Xm5OR4zz//fG+3bt28VVVVzeeceeaZ3kGDBnlnzpzp/frrr71HHHGE99JLL20+XlJS4s3MzPSOHTvWm5ub63311Ve9MTEx3meeecanzzVUjB492vvCCy/Y13rBggXes88+29ulSxdveXl58zk///nPvZ07d/Z+/vnn3rlz53qPO+447/HHH998vL6+3nvkkUd6R44c6f3+++/t90l6erp34sSJzeesWbPGGxsb67311lu9S5Ys8T722GPesLAw79SpU33+nIPd+++/7/3vf//rXbFihXf58uXe3/72t96IiAj7Hhu8n4Ft9uzZ3q5du3oHDhzovfnmm5tv5331H4xl/BtjmeDCOCY4MZYJXoxjWg9JqTZy7LHHem+44Ybm6w0NDd4OHTp477vvPkfjwp52H8h5PB5vVlaW94EHHmi+rbi42BsVFWUHY4b55WC+bs6cOc3nfPTRR16Xy+XdvHmzvf7kk096U1JSvDU1Nc3n/PrXv/b27t3bR88stG3bts2+R1999VXze2gGAW+++WbzOUuXLrXnzJgxw143/yi43W5vXl5e8zlPPfWUNzExsfl9vOOOO7z9+/dv8Vg//elP7WASbc/8TP3973/n/QxwZWVl3p49e3o//fRT7ymnnNI8mON99S+MZQIHY5ngwzgmeDGWCXyMY1oX0/faQG1trebNm2fLpJu43W57fcaMGY7Ghh+2du1a5eXltXj/kpKS7LSFpvfPbE2Z+9ChQ5vPMeeb93nWrFnN55x88smKjIxsPmf06NG2FLuoqMinzykUlZSU2G1qaqrdmp/Jurq6Fu9rnz591KVLlxbv64ABA5SZmdniPSstLdXixYubz9n1PprO4We7bTU0NOi1115TRUWFLX3n/QxspqzdlK3v/trzvvoPxjKBjbFM4GMcE3wYywQPxjGtK7yV7w+SduzYYX/p7PqNZpjry5YtcywuHBgziDP29v41HTNbM/93V+Hh4XbgsOs53bp12+M+mo6lpKS06fMIZR6Px87tPuGEE3TkkUc2v+ZmUG0G4Pt7X/f2vjcd29855h+Sqqoq27cDrWfRokV24Gbm55t5+e+884769eunBQsW8H4GKDMgnz9/vubMmbPHMX5O/QdjmcDGWCawMY4JLoxlggvjmNZHUgpAUH56kZubq2+++cbpUHCYevfubQdt5hPjt956S1dddZW++uorp8PCIdq4caNuvvlmffrpp7ZpMgBgT4xjggtjmeDBOKZtMH2vDaSnpyssLGyPLvvmelZWlmNx4cA0vUf7e//Mdtu2bS2OmxUTzCo2u56zt/vY9THQ+m688UZ98MEHmjZtmjp16tR8u3nNzXSU4uLi/b6vP/Se7escs6JKsH1q4Q/Mp01mxZEhQ4bYlYkGDRqkRx55hPczQJmydvO706wmYyoyzMUMzB999FG7bz4F5H31D4xlAhtjmcDFOCb4MJYJHoxj2gZJqTb6xWN+6Xz++ectynDNdVO6Cf9mytTNL4Jd3z9TKmn6KzS9f2ZrftmYX0xNvvjiC/s+m34NTeeY5ZrNvOImJqtuPi2h3L31mT6vZiBnSqLNe7H7dAPzMxkREdHifTU9McySrLu+r6bEetdBunnPzD8Apsy66Zxd76PpHH62fcP8jNXU1PB+BqjTTz/dvifmE+Omi+lnY5akb9rnffUPjGUCG2OZwMM4JnQwlglcjGPaSCs3TscuyyibFU5efPFFu7rJhAkT7DLKu3bZh7MrJpglOM3F/Bg89NBDdn/9+vXNyyib9+u9997zLly40HvBBRfsdRnlo446yjtr1izvN998Y1dg2HUZZbP6gllG+YorrrDLvprvCbO0J8sot43rrrvOLn395Zdferdu3dp8qaysbLFEq1le+YsvvrBLtA4fPtx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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for col in c_cols:\n", " fig, axes = plt.subplots(1, 2, figsize=(12, 6))\n", "\n", " # Plot the distribution plot in the first subplot\n", " sns.histplot(house_value_df_cleaned[col], kde=True, ax=axes[0])\n", " axes[0].set_title(f'{col} Distribution')\n", "\n", " # Plot the boxplot in the second subplot\n", " sns.boxplot(x=house_value_df_cleaned[col], ax=axes[1])\n", " axes[1].set_title(f'{col} Boxplot')\n", "\n", " # Display the plots\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 425 }, "id": "_cOc2T9oUCk3", "outputId": "911ba326-812e-478a-9387-8c2b4cc69645" }, "outputs": [ { "data": { "text/html": [ "
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countmeanstdmin25%50%75%max
year_built35328.01993.58007817.8252441852.01985.01999.02006.02017.0
num_bedrooms35328.03.3354000.9717160.03.03.04.031.0
livable_sqft35328.02033.152825719.32124679.01475.01905.02528.04145.0
total_sqft35328.02159.590014752.95531287.01572.02034.02670.04301.0
garage_sqft35328.0514.407354122.665524118.0433.0481.0612.0889.0
zip_code35328.011019.504784570.61726310004.010537.011071.011510.011989.0
sale_price35328.0447762.984828209139.6006861260.0318780.0420025.0536494.04912487.0
num_of_bathrooms35328.02.5126810.6825160.02.02.03.08.0
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" ], "text/plain": [ " count mean std min 25% \\\n", "year_built 35328.0 1993.580078 17.825244 1852.0 1985.0 \n", "num_bedrooms 35328.0 3.335400 0.971716 0.0 3.0 \n", "livable_sqft 35328.0 2033.152825 719.321246 79.0 1475.0 \n", "total_sqft 35328.0 2159.590014 752.955312 87.0 1572.0 \n", "garage_sqft 35328.0 514.407354 122.665524 118.0 433.0 \n", "zip_code 35328.0 11019.504784 570.617263 10004.0 10537.0 \n", "sale_price 35328.0 447762.984828 209139.600686 1260.0 318780.0 \n", "num_of_bathrooms 35328.0 2.512681 0.682516 0.0 2.0 \n", "\n", " 50% 75% max \n", "year_built 1999.0 2006.0 2017.0 \n", "num_bedrooms 3.0 4.0 31.0 \n", "livable_sqft 1905.0 2528.0 4145.0 \n", "total_sqft 2034.0 2670.0 4301.0 \n", "garage_sqft 481.0 612.0 889.0 \n", "zip_code 11071.0 11510.0 11989.0 \n", "sale_price 420025.0 536494.0 4912487.0 \n", "num_of_bathrooms 2.0 3.0 8.0 " ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "house_value_df_cleaned[num_cols].describe().T" ] }, { "cell_type": "markdown", "metadata": { "id": "pFxyDE9WUCk4" }, "source": [ "### 3.4 Encode categorical variables" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "okhg8PGRUCk4" }, "outputs": [], "source": [ "house_value_df_cleaned[\"has_fireplace\"] = house_value_df_cleaned.has_fireplace.astype(int)\n", "house_value_df_cleaned[\"has_pool\"] = house_value_df_cleaned.has_pool.astype(int)\n", "house_value_df_cleaned[\"has_central_heating\"] = house_value_df_cleaned.has_central_heating.astype(int)\n", "house_value_df_cleaned[\"has_central_cooling\"] = house_value_df_cleaned.has_central_cooling.astype(int)\n", "house_value_df_cleaned[\"garage_type\"] = house_value_df_cleaned.garage_type.map({'attached':2, 'detached':1, 'none':0})" ] }, { "cell_type": "code", "execution_count": 90, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 163 }, "id": "Dk7LWaXKUCk4", "outputId": "9d729201-0ab9-40a6-c92b-111b7d47e5bd" }, "outputs": [ { "data": { "text/html": [ "
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year_builtnum_bedroomslivable_sqfttotal_sqftgarage_typegarage_sqfthas_fireplacehas_poolhas_central_heatinghas_central_coolingzip_codesale_pricenum_of_bathrooms
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320044182922772479101111203212968.02
\n", "
" ], "text/plain": [ " year_built num_bedrooms livable_sqft total_sqft garage_type \\\n", "0 1978 4 1689 1859 2 \n", "1 1958 3 1984 2002 2 \n", "3 2004 4 1829 2277 2 \n", "\n", " garage_sqft has_fireplace has_pool has_central_heating \\\n", "0 508 1 0 1 \n", "1 462 1 0 1 \n", "3 479 1 0 1 \n", "\n", " has_central_cooling zip_code sale_price num_of_bathrooms \n", "0 1 10907 270897.0 2 \n", "1 1 10907 302404.0 2 \n", "3 1 11203 212968.0 2 " ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "house_value_df_cleaned.head(3)" ] }, { "cell_type": "markdown", "metadata": { "id": "RiA5-CgiUCk5" }, "source": [ "### 3.5 Heatmap" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 808 }, "id": "VGrXRLAyUCk5", "outputId": "c1d2d64e-ce76-4ae9-ba87-89ae8c1f15d9" }, "outputs": [ { "data": { "image/png": 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t+PjxIw4fPoz79+9j1qxZEp+TkJCANWvWYN++fbycqanpd+t27949uLm58SGWJ06cwPnz53ngJwssID137hz/+dOnT3yI5+bNm/EncHJxR4M6NSWea1y/Npxc0oedpKamwvWTJxrUrSnxf8Dek1lGVtjwM/NqlvB7kq1nSCTi28Wts+7054f10rH9JEalB//KqumjrgXJqRL7FKYIULJOBdlVXkWZD3GKf57tokgk4tsaNSvl+TZFTQ1Y3jsMy/tHYbFtMVTLyT6AKAgFFWVoVbNCzOMPWU+KRIh57AQt67yH6FpM7YPU8GiEnbz73c9QNtaDXuvaBSr7oxRUlKBTvSwiHjtnPSkSIeKRM3Tz+X+2nN4LqWExCDr+oECfYTGoDVKj43lvoSyxNmtU3RJfH0u2/aAnH2Fau2Btv1iTKtC1Mkfwi2xD3hQU0GzLGLjsvIYojy8oDCoqyqhWozIe/5s19EwkEvFt67o1pL6ndt0aePyvZK/uv/ef8eeZUqVLwMzcBI8fZpWJjY2D49sP4jKyZGlZCsWKmeHe/Sfi52JiYvHq1Xs0qF9b6ntUVFRgbV0d9+4/lvi92T4aNMh6z/Pnb9CnVxcYGOjzC+I+fbpAXV0N/z6SUa+2PJ97lJWhXKECUt6+lah7yru3UKmSd4+ngoYGjE+cgvGpM9BbsRJKZcrkWVbRwABqDRoi6bpsh8oyyirK+Kt6Bbx8/FaiDbx6/AbVa1fJs0ePvZ7d84evUK22ZKCUydDYAE1aN8SlE1dlXHtASUUJxatawvOpi0T9vZ66oJR1+QJ/5yqpKCMh4zs3U9kGlbHwzS7MuOeAbiuGQ1NfW7aV5+2+HOKfOUq2+2eO0Kj1V77tvtzDQyj36DBK7FwI1XKlsnZZ0hzKpoYS+0yLS0Ci0ydo1Mr7b4kUDTRHTwY0NDTQv39/HDx4kAd9zLFjx1CqVCm0aNECbdu2xZw5czBkyBD+GuvRW758OQ/kFi9ezJ+bMmWKRC/bihUreO/bjh07xM+z4IRt16hR8AsCVVVVHDhwAJqamqhSpQqWLVuGmTNn8s9ngc2vUFJSgqFh+hAmFnQW5hy9H8Xm3BkZSg65MDLQR1x8ApKSkxETEwehMC13GUMD+AZ8lmldNA10oKishPiwaInn2baRVbEC7aPFXDvEBUfC72n6BXO4dxCiP4eh+ey+uDmX3alMRt0RHaFrYQQtU9n9P7A5LArKSrnuDrJtVcuSUt+T4vcZ3xZsQMonXyjqaMFgWE+UPL4B/rb2EASH4b+kbKjD658aKll/QVg01Mulz8XISbtuJRjbtYFru6kF+gzj3q2QFp+IyBuyH7apYqjL205Kjvqzbc3yFlLfo1evIor1b4XXrSVvFOVk1NYaVXZPgZKGKlKCo+DYZwVSI2JlWn81w/S2n5ij7SeGRkMvn7avoqOBvm+3QklVGWnCNLyYdwhfH2ddtFUbb4M0QRrv7SsshkYGUFZWRmhouMTzYaHhKFchazhadmweX1iIZPnQkDD+PH/dzFi8D4kyoeHiMrJkbpZ+MzA4OFTi+eCQMJibS79RaGxsyH/vkBx/qyEhofiropV4267/GJz4ZydCgz/y7ybW49er9wh4e/vh//3co6inBwUlZSk9cpFQLZV1AZ6dMDAQMWvX8rl8Ctpa0OpjB8Ot2xE+bCjSwiT//zLn9IkSEpD06JHM669vqMfbQESo5JDoiNBIlMkjcGbz+HKXj4CRqfRhzjZ9OiI+LgEPrsu+/poGulBSVkJcjvNObGg0TKyknzdz6jSnP2KCI3lwmMnjXye43HyNyMAQGJY2Q4eZfTH80Gxs77EIojSRTOqubJDR7sMic7V7Nas82r3PZwTN3YikT35Q0tGE4YieKHPaAT6dxkDwLRzKxunXObn2GRYlfk2u/UfTmOQVBXoyMmrUKNStWxdfvnxB8eLFeY8dG8bI7nQ6OTnh6dOnEj14rAcwKSmJ99KxIOzu3btYtWoV3N3dERMTw4d1Zn89M2irXv3HhsWwoDDz/UzDhg35kNDAwECULv3f3ulkQ1tzDm9VTE7+7fP//nQNxtqikm0DHO+7EsKMHjw2VO28/SZ0WjsKU5338G3WQ+j9wJH3dvxOSY5u/JEp8b0rylzdyxMghG85gj+ZopY6LDdPgd+sHRBEFizoMerbGuEXHkGUvXf1N1HSUkfl7RPhPn33d4O2yKcf8brVTKgY6cJiYGtU3TsVbzrO4z2Bv1tqXBIutZsPFS013qNXd/EAxAaE8mGdRtXKoPKI9ny+H5HUr1937Ny+Rrzdpavk/DRZWrpkJk/u0q59X4SFR6Brl/Y4cXwXWrTqARcX6QlHCps8n3tSXT/yR6YoFxcYHT4CDVtbxB/MPZ9Qo2NHJN29C6RmTcWQJ136dcLN83eQkvzn1b/F2C6oYdsQu+2WS4yacbqSdTPv26dAfHMLwOzHm3kvn/ez3HO5/yuJju78kSnhnRusbu6GgV0nhG46+tvqRf4MFOjJSK1atXhQxebrtWvXjg+tZEM3GRZYseGSPXpkjVXPxObssbluNjY2GDt2LA8GWS/ZkydPMGLECD6fLjNQYz2HLHCUJdarx4Y0ZMfuzhYGFsjmHDa6YOYkLJo1WeafZWxogPAIybtXLMmKtpYmn4enpK8IJSXF3GUiIvl7ZSkhMpYHYlrGkhOp2XZ8qOQdx5zqje6EBmNtcHLAaoS6B0q8Fuzih4Od5kNNRwOKKspIjIjF4ItLEOScfza9HyGMioFIIIRSjgn4bDvn3cE8CYRIdvOGSqmC3UmVJUFELK8/y7aZc7hlakju+quVLga1UmYof3B+1pOK6X9ztf3OwaX5eCT7fxO/pF2vMjTKlYDP2PWFUv/UiBjedlRz1J9tp4TkThqkUcYMGqVMUf3obPFzChn1b/HlBF42moJE//R5hGkJyUj0C+aPmLeeaPB8Myz6t4L/FtllDU2OSG/7GjnaPsu+yXr18iQSITYje2zExwDolyuO6hNseaBnVr8iNIx10edV1jBx1mtYd9EAVB7ZAWcbFKwn9nsiwiP5DbfsCUgYYxOjXL1d2XvvjE0ly7OeOvY8fz3jfTn3wT7jo8unX64zm4fHhmVmykzwwjJkfvuWNVfTzNQYjk7SL0zDwiL4722a0fuYydTUBN8yegbLli3NE7xUr9kSrq7pmQBZZs4mjetj7JihGD9hzv/1uSctOhoioYAPr8yObQsjCpg4SCiEwNMLysVzjzxQqVYdyqVKI3qZbKZh5BQVEc3bgKGJZG+coYkBwnP0WGdic+5ylzdEeEju37dm/eq8Z3CuffqIJllLiIyBUCCEdo7zDsu+GZtjdEROzUZ15oHe3gF/45t7/nkQIgJDEBceA+My5jIL9ASRGe0+R08ba/eCHD2mee9EiCRXb6iUTh81Icj4e2H7FIRm/e0oGesj2a3wsl3/V0RyMlfud6E5ejI0cuRI3pPHhnC2adOGz2FjWBIWNoetXLlyuR4s0Hr79i3PPOXg4IAGDRqgQoUK+PpVNilvWW9iYmKiePvFixfQ1tYW140laWFz6zKx3kRf34IHCqyXMbOH8nvmzp2L6OhoicfsyWNQGGpU/Qsv3zpJPPf89XvUqFpJPA+lcsXyeJktXTj7P3j51lFcRlbSUoV8eYTMRCqcggJKN66CL/mks69v3xmNJnbD6SFr+fvzkhybyIM8gzJmMK9eFp63s80L+VWpAiR99IRmg2zzHRUU+HZiPmm2JSgqQq1CGQgL+iUlQ6JUAeKdvaHTJFtPuIICdJtUR/y73BfWSd6f4dJ6Ej62nyp+RN1+zROtsJ9Tvkpe4LMhnvFOXkh08yuk+gv50gcGTbPNc1FQ4Nsxb3Kn2k7w+oqXzafzYZuZj7Bbb9N771rPQlKO+mfHAkJFGWdgY20//IMv75XLXn+2HfL2B5ZyyFY3tszCxTbzeI9f5oNl3WTz9W4PWCuzuqemCuDs5Iomzepnq7oCmjSvj3evJc8tmd6+dkKTZg0knmvaoiF/ngnw/4zgb6Fo0jyrjLaOFmrWri4u8yvi4uL50MnMBwvCgoKC0aplE3EZthRCvXq18CJbBmLJ3zsV7959kHgP+73Z9osX6e/R1NTg/+bM/My+BxQzbiz8X597BAIIPDygap1tHqSCAlStrZH6sYABgaIilMtaQhiRO7DS6NQJqZ/c+TDPwiBIFcD9gwfqNakt0QbqNqmND2+l1//DGxf+enb1m9WB89vcS5F07WcDVyd3vmRDYRCmCvHFxRflGmWdN3lilUZVEPAu72V1mtvbovXEHny5hC/O3w+A9MwNoWmgjRgpN91+rd17Qathtik6CgrQalQTie/df6jdCzJuZqYGfoMgJEJin4raGtCoURGJ72Wbk4D8eahHT4bYPL0ZM2Zg7969vGcv06JFi3iPHZuz16tXLx7csQDMxcWFz8VjAR/7ct26dStsbW35MM9du3bJpE6sR5D1DC5YsID3HLI5gRMmTBDPz2vVqhUPTtnnsjl2rK5s7l1BseGf7AR69epVdOrUifc6skBSGjZEM+cwzdSUgs2bYPM/Aj5nBb9fvgbD3cMbero6KGZuio07DyIkLByrFs7gr/fp1pmvkeewfT+627TDq7dOuHX/EXasWybex+C+3TF/pQOq/FUeVStXxLHTF5GYlJxrrT1ZeLXvBmwc7BH0wRdBTt6oM7wDVDXV8OFMelpsmw32iP0WydfKY+qPsUHTaT1xZfIOPhePrb3HpMQnITUhffhrxU71eIDHllUw/ask2iweBM/bb+CXbS6TLEQePg/zVTOQ7OKJJOdP0B/cHYoa6oi5kJ6d1Hz1DAiCwxG28SDfNhzXH0mO7kgN+ApFXW0YDO8FZQtTRJ+9Kd6nop42VIqZ8qxfjIplCfGdxwLfrS+g4D2XYLlxMhKcvPjaeWYjbXn9w07d46+X2TQZqd/C8WX1MT78MumT5F1cYUZWtZzPsy9KA5tG+Lws/fcuLIG7rqLSlvGIdfRBzHsvlBzdCUqaavh6Mj0leaWt45H8LQI+K08gLTkV8Tl6fgXR6fXPfF5RUw1lpvRA2K03SAmOhIqhDoqz9mhuiJBsQ5Nk5ePeG2iy0Z4HfKHvvVFlVAcoa6jB81R622+62R4JQZF4uzq97VebYItwJ1/E+AdDSVUFJVrXQLmejfFs7iH+enJkHH9kx3oNE0OjEOMt2+x9e3YcwcbtK+Hk+JGvnTdyzEBoaGrg1PH0Xs9NO/7Gt6AQrF6enrl4/+5jOHvlIEaPH4J7tx+ha4+OqF6zCmZPzcpivH/XUUyaPhq+3v4I9P+CGfMmIPhbCG5dS2+PsrZl6z7MmzsJnl4+8PML5EMuv34NxqVLWfMbb988hYuXbmDHzvRjvHHzXhzcvxFv333A69fvMWniKGhpaeDQ4VP8dXd3L3h6+vJhorNmL+cjIbp26YA2bZqha7f0uej/7+ee+DOn+bp4qR7uSHVzh2avXlBQ1+BZOBndufOQFhqKuH17+bbW4CF86KbwyxcoaGtDq28/KJmZ88yd2SloakK9eQvE7syav18Y/tl9Cks2z+MBGVs7r/+o3rztXzmZnvxl6Zb5CPkWhu1/7+bbJ/edxZ7zW3m2zif3nqN919aoXOMv/D0za/1O/ntqa6KNbQtsWrq9UOv/eN819HEYi8/OPvjs6IUmIzpCRVONZ+Fk2GtsDt7NtenrDzYfY4t2U3vjxORtiPgcCu1s37kpCcn8+7rN5J5wufmK9woaljJDp7n9Ee4XDI9Hv36TJrvwAxdgsXYaklw8kfjBA4ZDu0JRQw1R5+7w14utnc7bfahD+t+r8YR+fOhmin8QlHS0YDiqJ1SKmyLqTFa7jzh8Ecbj7JDi9xWpn4NhMmUQBCHhiL0j+3M++bNQoCdDenp66NmzJx+yyZZWyNS+fXseCLFEKCxrJutN+uuvv3gPIMOGfLLlFdhrrNerWbNmfJgjy9T5q1q3bo3y5cvzfbL5cf369ZNYOoF9HuvBY4Eoqz9L0vIjPXpsPiIbjsmSzQwbNozXmQWOsubi7onhE7OGo7H175iuHdtg5YLpfI5IUHDW0KQSFubYvm4Z1m7ZjWNnLsLMxBhLZ0/hmTczdWzTHJFR0di27xjCIiLwV3kr7HJYLvOhm4z71Zd8zTwWvPEF0139cWrwWiRkzIfStTCWmMxtPbA1lNVU0H2X5LDWJxvP48mm8/xnbVN9tF44gA8BjQuJgsv5J3i6JWv5CFmJu/EIYQZ6MJo0KH3RYjcffBm9QJwkQbmYqUTdlXS1YbZ8Mi+bFh2HJFcvBPafxtOjZ9Ju2VBiYWOLDfP4v+HbjvE1s2Qp8spTvmaexYx+UDExQIKrLzwHLeUJWRi14ibAT0ykN+zalN9pjbgkfRFgWQm59JzPoys7qw9fMD32ox+c+v2N1Iyhj+rFjX+s/sI0aJazQLU+03mQlxoZixhHb7zrupgvtSBrvpdfQt1QF7Vm9ORDNiM++uP2wLVIymj7WjnaPrsYa7hqKDTNDSFMSkG091c8mrST7+e/duXCTRgZGWDG3Al8CKarizsG9R4jTqZSvEQxiV6tt68cMWH0bMyaNxGzF0yGr48/Rg6chE9uWb2XO7YcgKaWBtZsXAJdtmD6i3cY2HsMkgtprtK69TugpaWJXTvW8jl1T5++RmfbgRLzpdlQTJaEJdOZM5dhYmyIJYtm8AXTnZw+orPNQIRkDEFlw/psuw7C3yvn4uKFQ9DW1oKXtx+GjZiCGzfvy6zu8nzuSX7wALF6+tAeOjxjwXQvRM6eKU7QosSyZmdrOyy4050+k5dNi4vlPYIRE8bzpRmyU2/Vmp93ku4Xzo2BTHcu3+dr5o2ZNYInWvH46IWJ/WcgIiMYNi9uhrRsx5716M0ftxTjZo/C+Lmj+YLpM4bNg/cnyeuJdt1a85vDNy/IPktxdh+uvoCWoS7aTe0FHRN9fHXz5z11mQla9IsbS0xbaTCwLf/OHbRLcuj3nU1ncXfTOZ4UqlilUqjdsxnUdbUQExIJz0cfcHvDGZ7tWpZirz9CiKEuTCYPghJbMN3NBwEjFonbvYqFiURqf3ZTo9iKybxsWnQs7xH06zudL82QKXzPWb6GZLEVE3n5xDcfETh8EUQpv39u+S+jZCz5UhDlnKBFfjmwYtkt2VIJ5PtSw+R3fLhD7UWQZz00/9sMmLIWE6sOeRWTWjiLY/9X/JXlu/4LE7OlLpdD3+Jk2+v9X3K1yr3wvTzRM8+aCiGPOrvL70VxazXpmZLlxVCV/Ofk/+kqecp+KQ9ZSPZ89ts+W618I/zpqEdPRiIjI/ladeyRfUkEQgghhBBCSCGgZCz5okBPhlk3WbDHhl9WrJj3QsyylNdcOObGjRto2rTpf1IPQgghhBBCyJ+FAj0ZYYlO/muOjo75zp0jhBBCCCGE/H+iQE+OsWydhBBCCCGE/F9K+/7yXv/PaB09QgghhBBCCCliqEePEEIIIYQQIn8oGUu+qEePEEIIIYQQQooY6tEjhBBCCCGEyB9aMD1f1KNHCCGEEEIIIUUMBXqEEEIIIYQQUsTQ0E1CCCGEEEKI/KFkLPmiHj1CCCGEEEIIKWKoR48QQgghhBAifygZS76oR48QQgghhBBCihgK9AghhBBCCCGkiKGhm4QQQgghhBC5IxIJf3cV/mjUo0cIIYQQQgghRQz16BFCCCGEEELkDy2vkC/q0SOEEEIIIYSQIoZ69Mhv5VB7EeTV9LfLIM/ixg6HPNMLS4S8WuprBnnWMzEV8qytbkXIMy+NKMir+QlqkGcp3vJ92eQc6QR51cesNOSZpk7K765C0UTLK+SLevQIIYQQQgghpIihQI8QQgghhBBCihj5HoNACCGEEEII+f9EyVjyRT16hBBCCCGEEFLEUI8eIYQQQgghRP6k0YLp+aEePUIIIYQQQggpYijQI4QQQgghhJAihoZuEkIIIYQQQuQPJWPJF/XoEUIIIYQQQkgRQz16hBBCCCGEEPmTRj16+aEePUIIIYQQQggpYqhHjxBCCCGEECJ/aI5evqhHjxBCCCGEEEKKGAr0CCGEEEIIIaSIoaGbhBBCCCGEEPlDyVjyRT16hBBCCCGEEFLEUKAnAy1atMCUKVNkvt9Dhw5BX19f5vslhBBCCCGkSPTo/a6HHKChm0RuWA9ug/qjO0PLRA8hbgG4s/gIgpx8pJatYdcCVXs2hUnFEnz7m7Mv/l17WqK8prEuWs6xQ5lm1aCuq4nAl59wZ/FhRPoFy7TebxydcfD4Wbi6eyE0PAKbVy1E62aN8n3Pq3cfsG7rHnj5+sPc1AT2Q/qhW+e2EmVOnLvC9xsWEYmK5cpi3tSxqFa5IgqDWvtuUOtiB0V9Qwj9vZBwYAuEXu55llfQ1IZ6vxFQrd8MCto6SAsNRsKhbRC8f8lfV+/WHyr1m0GpeCmIUpIh+PQRif/sRtrXwEKpv0a3btDqawdFQ0MIvL0Rs2UzBO7S66/evgP05syVeI7VMaR9O/G22YN/pb43dtdOJJw6KePaA80GtUdbe1vomujjs5s/Ti8+AH8nb6llG9u1Rv0ezWBRsSTfDnD2waV1J8TlFZWV0GWGHaq0qAXjUqZIjE3ApyfOuLjmOKJDIlEYSgxrh1LjbKFqqo84V394zDuImPfS65+dWbdGqLp7MkJvvMaHoev5cwrKSig7py+M29SCRmlTCGISEPHIBV4rjiMlWPb1bzWoAzrad4WeiT4C3Pzwz+L98HXyklrWonxJdJ9mhzLVysK4hCmOLzuAOweuSZRR11JH9+n9YN2uPnSNdRHw0RfHlx6A74fvH4+f0X1IV/Qb2weGJobwdvXGpoVb4eb4SWrZMhVKY8SMoahYvQKKlTTHlsXbcWbf+V/a569qP7gTuozuBn0TA/i7+eHA4j3wcvKUWrZE+ZLoO70/yla1gmlJMxxcug/XD1zJVc7QzBAD5g5BrRbWUNNQwze/IGyfsRU+ztL/X39Wp8Gd0c2+BwxMDODn5os9i3bD08lDatmSFUqh/7QBsKpWDmYlzbBv6R5c2X9Zoozd1P7oN7W/xHOfvQIxvtVYFJZFi6Zj+LB+0NfXw/PnrzFx4jx4efvl+54x9kMwdZo9zM1M8OGDG6ZOW4Q3bxwlytSvb42lS2ehXt1aEAqFcPrgChubgUhKSpJZ3WsNboN62a4Z7i4+gm95XDOU71AHDcd3gX5pMyiqKCHSNxiv916H64WnEuWaTOuJ6v1aQk1XE1/eeODO/IMyv2ZgtPt0gd7gPlAyMkSKhzci1m5Dykfpf2Natu1gvHSWxHOi5BQENOwktbzhvMnQ6WWLiPU7EHs89983KVqoR0+OpaSk4P/FXzb10WrBADzZfAEHbRbwk3bfo7OhaaQrtXyphpXgevk5jtutxJHuSxDzNYKX1zYzEJfpuXcq9EuZ4tzIjTjYaQGiv4TB7p+5UNFQk2ndExOTeCA2f/q4ApX//PUbxs9chHrWNXD20HYM6tMNi9dswtOXb8Vlbtz9F2u37sHY4QNw5sBWVCxnCftpCxAeGQVZU2nUEhpDxiHpzCHEzB4Fob83tOevg4JuHr3NysrQXrgeSqbmiHNYjJjJg5Gwez1EEWFZRarURPKti4iZNw5xy2fwi3ftBesANXWZ11+tZUvojB2PuMOHET56FFK9vWGwdj0U8uktT4uLQ2iP7uJHmF1fidezv8Ye0WtWQ5SWhuRH0gPAX1HbpiF6LhiMa5vPYlXn2fji6o+JR+ZDO4+2X75BZby5/BSb+i3Fuh4LEBkUjolHF0Avo+2raqiiZBVL3Nh6DqtsZmPPGAeYWllgzD7JCwVZMe3aEOWXDoavwzm8bjsHcR/9UfPkPKgYS69/JvWSJii3eCAin7tJPK+ooQqd6pbw3XAOr9rMwYfhG6BZrhhqHJkp87rXs2kEuwVDcWnzaSzpPBOBrv6YfmQhdPI49moaqggNCMaZNccQlUfQPGzNOFRpUgN7p23BwvbT4PLYCTOOLYa+maHM69+qSwtMWDwGhzYcwcgOY+Dl6g2Hf9ZA30h621fXUEdQQBB2/70P4cHhMtnnr2hk0wRDFgzHmc2nMNtmGvzdfDH/6BLoGulJLc+CtpCAYPyz5igiQyKkltHS1cLyc6shTBXi7yHLMLXNBBxecRDx0XEyrXsT26YYvnAkTm06gWmdJ8PXzRdLji2DXl51V1dDcMA3HF19GBF51J3x/+SPIbUHih9zes5GYZk+fSzGjxvGg7smTW0RH5+Iq1ePQU0t7+/IXr1ssXbtQqxcuQn1G3SCs7Mrrl45ChMTI4kg78rlo7h79xEaN7FF48Y22LnzENJk2EPCrhlaLhiAp5sv4LDNAoS6BaBPPtcMSVHxeL7tMo71WIpD7efB5cwjdFo/mt8IzlRvjA2sh7bD7XkHcKzrYqQmJKP30dlQUlOBLGm2awHDaWMQtecogvqPQYqnD0y3r4aiQT7fWbHxCGzbW/z43FnyhkAmjZaNoVatEgQhWd/HpGhTlMdhkpMmTcKsWbNgaGgIc3NzLFmyhL/m5+cHBQUFODpm3TmKiorizz18+JBvs3/Z9q1bt1CrVi1oaGigVatWCAkJwY0bN1CpUiXo6uqif//+SEhIKHC9BAIBJkyYAD09PRgbG2PhwoUQiUTi15OTkzFjxgwUL14cWlpaqF+/vrhO2YdqlipVCpqamujevTvCwyW/aNnvWbNmTezbtw+WlpZQV0+/KA4ICEDXrl2hra3N696nTx8EB0veYdq5cyesrKygqqqKihUr4ujRoxKvs2Oye/du2NjY8M9nx+H58+fw8vLix5zVuVGjRvD2zrrr7OTkhJbsIlpHh39u7dq18ebNGxSGeiM7wunkAzifeYRwz6+4Oe8gUhOTUb1Pc6nlr0zeifdH7yLENQAR3kG4MXsvFBQVUaZxFf66gaU5iluXx635B/Htgw8ifIL4z8rqKqjUtaFM6960YV1MGj0EbZo3LlD50xevoXgxc8ycOApWZUqhf68uaNuiCY6cuiAuw37uZdsR3Tu3g5VlaSyaORHqamq4cPU2ZE3dpjeS711DysObSPvsj4Q9G4CUJKi2kn63ULVlJ96LF7d2AYSfXJAW+g0CVyceIGaKWzkrY39+/Pn47auhZGIO5bIVZF5/rd59kHjtKpJu3oDQ3x+xGxwgSkqCRkfp9U8nQlpkRLaH5EW75GsRUGvcGCmO7yEMCpJ5/VuNtMHTk/fw4sxDfPP6ghPz9yIlMQWN+rSUWv7QlK14dOw2Prv6I9j7K47N3sX/vv9qnH7BkhSbiK2DVuDdtecI8QmC33tPnF50AKWrW8HAIutiTFZKjemML8fuIejkQ8R7fIH7zH0QJqbAop/0+nOKCqiyYyJ81p1Bor/kuUwYmwjHPisRcvkFEryDEPPWE5/mHoRuTSuoFZdt/duNtMWjk3fx5MwDfPX6jCPzdyMlMRlN+7SWWp71yp1edQSvrjyFICU11+sqaqqo3aEBL+PxyhUh/t9wadNp/m+rge0ha31H9cKV49dx/fQt+Hn6Y/2cTUhKTEZnuw5Sy7s7fcKOFXtw7/IDpEip/8/s81fYjOyKeydv4+GZe/jsGYg983by49+qTxup5b0/eOHo34fw7MpjpCZLr3+3sT0RHhSGHTO38J7BkMAQfHjsyIMsWeo6shtun7iFe2fuItAzEDvnbkdyYjLa9JUcmZHJ64MnDv19EI+vPMqz7oxQIERUaJT4ERsZg8IyccIIrF69FVeu3oaLizuGj5iCYsXM0KVL3m118qRROHDgBI4cOQ13d0+MnzAXCQlJGDIk62bZurWLsX3HQaxfvwNubh7w8PTBuXNXZXrzus7Ijvhw8gEP2Ng1w62Ma4ZqeVwzBL5wg+etN4jw+oqogBC8PXgLoe6BKFE3a5RMnREd8HzbJXjdecdfuzZtF7RN9VG+XW3Iku6Anoi9cB3xl28h1TcAESs3QZSUDO2u+f2NiZAWHpn1iMh901fJxAiGsyYgbP4qdtGKokIkEv62hzyQu0CPOXz4MA88Xr58ibVr12LZsmW4c+fOD+2DBU3btm3Ds2fPEBgYyIOjTZs24fjx47h27Rpu376NrVu3/lCdlJWV8erVK2zevBkbNmzgAVkmFgSywOnkyZP48OEDevfujQ4dOsDTM30ICvtdRowYwcuxQJUFUCtWrMj1OSzwOnfuHM6fP8/LsTtgLMiLiIjAv//+y4+Dj48P+vbNOqleuHABkydPxvTp0+Hi4gJ7e3sMGzYMDx48kNj38uXLMXjwYL7fv/76iwe7rOzcuXN5AMcCV1a/TAMGDECJEiXw+vVrvH37FnPmzIGKimzvbDFsGIV5NUv4PfmY9aRIxLeLW5cr0D5YLx3bT2JU+l1bZdX0UcuC7F+oIhGEKQKUrCP7YONHOLm4o0GdmhLPNa5fG04u6T0bqampcP3kiQZ1s8ooKiry92SWkRllZSiVrQjBh7cSxyn1w1soV6gs9S2qdRpB4OEKzZFToLf3PHQdDkK9+wBWyXyHejJpcbEyr79yhQpIeStZ/5R3b6FSpUre9dHQgPGJUzA+dQZ6K1ZCqUyZPMsqGhhArUFDJF2/Ltu6sy9mFSWUqloWn546Z6u+CO5PnWFpXbB2qqqhBiUVZcRntH1p1HU0+bkkMabgN7cKQkFFCTrVyyLisbPE8Y985Ay9OuXzfJ/l9F5ICYtG0HHJc1RelHU1eY+qIFp29WfHrExVK3x8+kHi2Ls+/YByBTz2ufaprAglZaVcF/IpSSkoX/cvyJKyijIqVK+At4/fSdT/zZN3qFK78h+zz/w+q2w1K3x44iTxWWy7gvXPD1Gv07YevD94Y9qOWdj39jDWXt+I1nbSg69fqTsbgun0xFGi7my7ovWv/T9bWFrg4OvD2P1kH6ZtngFjCxMUBkvLUjyou3f/sfi5mJhYvHrtiAb1raW+h33/W1tXw/37TyR+7/sPHqNB/fRgiPXssR690JAwPHxwAQH+73Dnzhk0alS30K8Z/J98hEUBrxlKNa4Cg7LmCHyZPsRfr6QJD+r8n7iIy6TEJiLI0RsW1nmfy36YsjJUK1VA0st3EnVn22rVK+f7nVX82j8ofv04TDYsg0rZ0jkKKMB4xRzEHDmNVB9/2dWX/PHkco5e9erVsXjxYv5z+fLlecB27949/nNBsSCqceP0HhYWYLFghvVWlS1blj/Xq1cvHgjNnl2wYRElS5bExo0b+Z1z1mPm7OzMt0eNGsV73A4ePMj/tbCw4OVZ797Nmzf583///TcPDlngx3oqmQoVKvAglJXJjt3xOnLkCExM0k/uLLBjn+Xr68vrwLDXq1SpwgOwunXrYv369Rg6dCjGjUsfOjht2jS8ePGCP88Cykws+GMBL8N+74YNG/Keyfbt0+/esWCRlcnEfp+ZM2fyoDDz/yI/rFeTPbITiIRQVlDK932aBjp8XlF8WLTE82zbyKoYCqLFXDvEBUfC72n6iT/cOwjRn8PQfHZf3Jy7n9/pqzuiI3QtjKBl+nsT4LA5d0aGWUNMGSMDfcTFJyApORkxMXEQCtNylzE0gG/AZ5nWRUFHDwpKSkiLlhxKJIqO5PPrpFE0s4ByVXOkPLmDuFVzoGhenAd9UFJG0tnDUj5EARpDJ0Dg7oy0QF+Z1l9Rj9VfWUqPXCRUS0mvvzAwEDFr1/K5fAraWtDqYwfDrdsRPmwo0sJCpc7pEyUkIOnRI8iatoEuDwxiwiTvzsaGRsHMKv1c8j3d5wxAdHAEDw6lUVZT4WXYcM+kuETIkoqhLv/bTQmV/Ntl25rlpddfr15FWPRviVetC3buVVRTQbkF/RF84RmEMqy/joGO1GMfHRoNc6viP7XPpPgkeL11R5dJvRDk9RnRYdFo0KUJDxyD/WTbo6RnqAdlZSVEhEm2/cjQSJS2KvnH7DMvOhltPzrn8Q+LQnGr9LnXP4PN3Ws3sAOu7ruE89vPoFz18hi+dBQEqQL8e65gNxa+R9cwve5ROerOtkv8Qt093n/C5ukb8cX7CwxNDWE3pR9WnV2DSW3HIzFetn+7Zmbp1xghOYb4hQSHwszMVOp7jI0N+Q3v4BDJ82RIcBgqVignDiCZBQumYc7cFXBy+oiBA3rh5o0TsLZu8935fwWRec2QIOWawTCfawZVHQ2Me7kVSqrKEAnTcGfhIXFgl3ldEB8m2YPKtrVNpA/H/RlK+np8KoMwQvJvjG2rlJH+N5bqH4jwpev5EE9FbS3oDu4N84Nb8LX3CAgz/v90h9pBJBAi9kTWyKAiQ06SovwuivIa6GVXrFgxPvTyZ/dhZmbGhytmBnmZz/3IPhs0aMCDvEwsSGK9dWySMQvE2L8seGPDKzMfrAcucyikm5sbH86ZHdtHTqVLlxYHeZnvYwFeZpDHVK5cmWfrZK9llskMajOx7czX8zomTLVq1SSeYxOlY2JixAHjyJEj0aZNG6xevVpiWKc0q1at4kNbsz8eRme741ZIGoy1RSXbBjg/ehOEGXfS0wRCnLffBENLc0x13oMZ7gdQumFleD9wlBhyS36CggJEMZFI2O0AoY8HUp89QNL5Y1Br10VqcRYEKpW0RNzGZfgTpLp+RNLtWxB4eyHVyQlRixYgLToKGra2UstrdOyIpLt3gdQ/b85su7FdUdu2MfbYr5fsvc7ALoZGbpsKKAAnF2SNQPhdlLTUUWX7BLhP34PUiO/37rILoqp7p/A25z7r99e/IPZM3cLru/HVPuz1OIk2Qzvh5eUndN75jygqKsD3ow9OrDsGv4++uHviNu6euMODvz/du4dv8ezaU/i7++H9o3dYNnQJn3PY2KbJL+/bzq4bwsPcxY/CGJ2TOfqE2bf/Hz68kwV6M2cthYeHD4YMlZwL/V9LiUvCoY7zcbTLIjxef4bP8SvZoBL+dCkf3BB/7Q5SPbyR/O4DQmcsgTAqCto9bfjrqpXKQ7dfd4QvXve7q0p+A7ns0ct5AmIBFht2lHkCyf6FyYa5fW8f7P157VMW4uLioKSkxIc3sn+zYwHfj2BDVgtLzmOS13OZx4UNf2XDO9lQVza/kfWysqGpbH6hNKzXlAWH2W2pav/deiVExvLATMtY8q4Z247P0VOQU73RndBgrA1ODljNx9RnF+zih4Od5kNNRwOKKspIjIjF4ItLEOQs216lH2VsaIDwHHfzWJIVbS1NPg9PSV8RSkqKuctERPL3ypIoNhoioRCKeobIPhpdQc8AaVHSEwakRYUDAqHEXTbhZ38oGhjxYSnZ5wZojJgMFeuGiF08CaKI3L1lvyotmtVfwIdXZse2hRF5JzyQIBRC4OkF5eK578SrVKsO5VKlEb1sKQpDXGQMn5OjayzZy6xjoo+Y0PwT77QZZYt2Y7thy4Dl+OIeID3I2z4VhiWMsbnfMpn35jGpETH8b1c1xx1vtp0Skrv+GmXMoFHKFNWPZiWGUVBMP++0/HIcLxpNFc/Zywzy1EuY4F3PZTLtzWNiI2OlHns9E73vHvv8sGQta/ou4kNqNbQ1EB0ahbHbpvHnZSk6IhoCgRCGxpJtn2WADA+N+GP2mRc294wdf72cx99YH1GhP59dNTIkks/3y+6LVyAadJTd3OyYiPS66+eoO9tmvZ+yEh8Tj6++X1CsTMF69/Nz9eodvH6VNdRUVU2V/2tqaoxv37JuepuyTJpO0m/QhoVF8HwFZqaSw0lNzYwRHJx+fs/cF5ubl527uxdKlvy5nvK8rhk0f/SaQSRCVMb5hc3vNypXHA3G2fL5e/EZ5ystY13xz5nbwa65z68/SxgVzXvelHJ8l7NtYXgB245AiBR3L6iUTG8XarWqQdFQnw/rzMTOnwZT7aHbvwe+2AyEXBNRj16R69HLS2ZPV1C2hAjZE7MUJjbHLjs2NJINZWSBHUv6wnr0WA9huXLlJB4smQzDkp9I28f3sPexOYbskcnV1ZUnoWE9e5llnj6VTBHMtjNf/xWsl3Lq1Kl8TmOPHj34UNS8sExdLGlL9sf3hm0yaalCvjxCZiIVTkEBpRtXwZd3eafDrm/fGY0mdsPpIWv5+/OSHJvIgzyDMmYwr14Wnrezzef6DWpU/Qsv32bNS2Gev36PGlUriYPvyhXL42W2dNUs+H751lFcRmYEAgh9PkG5WrY5GezGSLXafB6e1Le4u/DhmqxcJiWLkkhjWTdzBHmq9ZogdulUpIXIdtha9voLPDygap1tsryCAlStrZH6sYC9yYqKUC5rCWFE7iyEGp06IfWTOx/mWRhYZsAAFx9UbFRV/BwfHt6oKnzfSU/TzrS174KOE3ti25C/+fIKeQV5pmXMeSCY3/y9XyFKFSL2gw8Mm1aTOP4GTasi+k3uFPkJXl/xovkMPmwz8xF26y0in37kPyd9DZMI8jTLFsP73sshiJR9/YWpAvi5eKNyo2oSx75So+rwyufYFxRLKsKCPE1dLVRtVhPv77yGLLGhiB4fPFC7SS2J+rPtj29d/5h95vdZPs7eqNa4usRnsW2Pdz+/lMOnt26wKCsZGBWzLI7QL6Eyrbu3sxeqN64hUXe2/eld3svS/Ch1TXWYly6WZ4bRHxEXFw9vHz/xgwViQUHBaNUyq7dQR0cb9erWxIvs88eyYTfW371zRsuWjSV+75YtmuBFRtZoP79AfPnyDRUqWEm8t3x5SwQEfIEsZF4zsGuEbBXh21/zuWbIRVEBSqrpN7ujA0MRFxIlsU9VbQ0Uq2mFr++kL/fxUwQCpLh5QL2e5Heuer1aSP5QwL8xRUWolrOEMCy9XcRfu4ugvqMR1M9e/GBZN2OOnEHw+Dmyqzv5I8llj15eWAZNNoSSDSNkWSlZYLVgwYL/5LPZfDXWW8WSl7x7944ncnFwcBAHQyxxCUt0wp5jgV9oaCifV8iGS3bu3JlnEmXDKdm8OZZchWUFzTk/Txo2bJINr2T7Z8lk2N00NhevefPmqFOnDi/D5tGxuXfsc1n5K1eu8GQud9lws5+UmJjI98vmMrJj/fnzZz4nsGfPnigMr/bdgI2DPYI++CLIyRt1hneAqqYaPpxJT2dvs8Eesd8i+Vp5TP0xNmg6rSeuTN7B5+KxdXSYlPgknhKZqdipHg/w2LIKpn+VRJvFg+B5+w38HmdNtpaFhIREBHz+Kt7+8jUY7h7e0NPVQTFzU2zceRAhYeFYtXAGf71Pt858jTyH7fvR3aYdXr11wq37j7BjXdbQxsF9u2P+SgdU+as8qlauiGOnLyIxKTnXWnuykHT1DLTGz4XQ+xMEXm5Q79yLL4OQ8uAGf11zwlwexCUd38u3k29fgnqH7tAYNhHJN85DsVgJnoyF/ZxJY+QUqDZpg/i18yFKSoSCfnpqeVFCHJuIKtP6x585zdfFS/VwR6qbOzR79YKCugbPwsnozp2HtNBQxO1Lr7/W4CF8+KbwyxcoaGtDq28/KJmZ88yd2SloakK9eQvE7tyBwnR/31UMdhgPf2cf+Dt6oeWITlDTVMPzM+lZe4c4jEdUcAQurT3Bt9uO6QqbqX1wcPIWRHwOgW5G20+OT0JyQjIP8kbtnIZSVSyxY8QaKCopisuwgI8Fl7IUsOsaKm8ZhxhHb752XqnRnaCkqcazcDKVt45H8rcIeK88gbTkVMTn6HlPjY5Pr1vG8yzIq7Z/KnSqWcJp4FqeTTezxzA1Ko4Hl7Jye98VjHSYCD9nb/g4eqLdCBt+7J+cuc9fZ6+xY3927T/iBC4W5UuIfzYwM0LJymX4sWeZNRkW1LGhst+8v/JAu++8wQjy/iLepyyd2nsW8zbOhvsHD7i9d0fvUT2hoaGO66du8dfnb56NsKAw7F69X5xEhK2lx6ioKMPE3Bjlqljx+V9f/L4WaJ+yxObRjXeYzLNpsgyZnYfbQk1THQ/OpH93TdgwBRHfwnF87VFx/dlaevxnVRUYmRuhTGVLJMUn4lvG8b+67zJWnF+D7uN74fnVJyhXswLa9G+H3XNl+3d8ad9FTHaYCi9nT3g6esB2RFcemN09nV73KRunIfxbOI6uOSyue8mMuquoKsPIzAiWlS2RGJ+Eb/7pN6+Hzh+O13dfIfRLCF8LsN+0AUgTpuHRJdkv68Js3bYfc+ZMhJeXL3z9ArFk8Qwe/F2+nPV/zebWXbp0Ezt3pf8em7fsxf59G/D23Qe8ee2IiRNHQEtLgw/TzLRx4y4sXDgNHz644oOTKwYO6oWKFcuhX/8xMqv7m3030MnBHt+yXTOoaKrBOeOaodMGe8R9i8SjzGuGcba8LOvRY8slWLWsgSrdG+POgkNZ+9x/Ew0nduNr7EUFhqDp9F48+JP1zeGYf87xdfFSXD8h+eMn3uumoKGOuMvp14RGy2bzuXdR29L/bvVGDUSysxsEgV+hqMPm6PWBUjEzxF1ITxCWFh3DH7lu4oZHQOAv23n95M9TpAI95sCBAzy5Ckv1z5KisKyc7dplLXRcWFgQx4KfevXq8V48lrhk9OjR4tdZTxdLAMMyX3758oUvwcCCUracAcN+3rt3Lx/+uGjRIh6QsSCVZcLMD7tbdunSJUycOBHNmjXjw1dZUpfsGUO7devGk72wIJLViwVmrD5s2YSfxX5HtvwD+73ZUg7s92E9ekuXFs4QNverL/n6Nyx444ufuvrj1OC1SMiYGK1rYQxRWtaQXeuBrdOTTOyaLLGfJxvP48mm9ICDZdBqvXAAH87BTtYu55/g6RbZT1R2cffE8IlZiSXY+ndM145tsHLBdISFRyAoOGtoTAkLc2xftwxrt+zGsTMXYWZijKWzp/DMm5k6tmmOyKhobNt3DGEREfirvBV2OSyX+dBNhs2xS9TVh3rfYekLpvt58eURWEIWRtHYjA95ySQKD0XsypnQHDIBausPIC0iFMnXzyHpUnogwqi378b/1Vm6WeKz2DILbNkFWUp+8ACxevrQHjo8Y8F0L0TOnilO0KJkaioxzJQFd7rTZ/KyLAso6xGMmDCeL82QnXqr1vxOa9L9eyhMb68+h7ahLg/e0hdM9+M9dbEZiQYMihsjLdvxbzawLVTUVDB613SJ/VzbdIY/9M0NUaNteoa7+Tck52xstFsCzxey7ZkJufQcqka6KDurD9RM9RH70Q+O/VaJE7SoFzfiGTMLSq2YIUw6pNe//oO1Eq+97b4UUc9kV/9XV59Bx1AP3abaZSyY7osNQ1YgJuPYGxU3lpgqoG9mgGXX02/wMWyhdfZwf+GCNXbpCcQ0dDTRa9YAGJgb8bXb3t54gXPrj/OhfrJ2//JD6Bvq8UXQDU0M4PXRGzMGzkFkRjIVMwtTifOmsZkRDt5OPz8x/cb25Y/3zxwxqff0Au1Tlp5dfQJdI130ndafL5ju5+qLlYOX8iQ2vL78vJ/VdgzMDLHuxibxdhf77vzx8bkzltil3/RlQeO60aswYPYg9JrUFyGfg3Fo6T48uSjbYOnJlcfQNdRD/2kD+dBWX1cfLB20SJxchmXLzD49hAVum25mfW93H9OTP5yfO2NB37np7ylmjBnbZkJHX5cPo3V77YpZ3abzoaKFwcFhJ7S0NLF9+2ro6+vi2bPXsLUdJJFUzbJsaRgZZ60BefbsFZgYG/KF1tmC6U5OrrDtMkgiqQsLINm6gevWLYahgT4P+Dp17g8fGWaDZNcMGka6fIHzzGuGM/lcM7AgsN2KodAuZghBUgoivL/i2pSdfD+ZXu26ym8wt1s1HOq6mvj8xoPvM3Puv6wk3H6ISAM96I8dCiUjA6R88kYIv6Ga3naUzSW/sxR1dWC0cBovmxYTh2Q3T3wbNpkvzfB/gZKx5EtBRDPAyW+0urT8jg2f/vbPSB7ys+LGDoc8SwmT31PXUt/0ZEfyqmdi1rBceXRMQ77XkPJK/fk5gr+bufKPzUv/06TIydpZebkZIjktQJ4sN5O+Bp686GtUSFMU/iOl3/38KLDClHgv6+bUf02jdVaHzp+qyPXoEUIIIYQQQv4PUDKW/59kLIU19y77kgg5H+x1QgghhBBCCPmTUI/ed7AFzvPL3Jm5ADohhBBCCCGE/Cko0PsOZWVlvgwCIYQQQggh5A9CyVjyRUM3CSGEEEIIIaSIoR49QgghhBBCiPyhZCz5oh49QgghhBBCCCliqEePEEIIIYQQIn9ojl6+qEePEEIIIYQQQooYCvQIIYQQQgghpIihoZuEEEIIIYQQ+UNDN/NFPXqEEEIIIYQQUsRQjx4hhBBCCCFE/tDyCvmiHj1CCCGEEEIIKWIo0COEEEIIIYSQIoaGbhJCCCGEEELkDyVjyRf16BFCCCGEEEJIEUM9eoQQQgghhBD5Q8lY8kWBHvmtemiGQV7FjR0Oeaa98wDkmSgp/ndX4acpN1kBeVar0TfIs5PvTSHPLJR1IK/KKmhCnmlDAfLspbo25NXImoGQZ+pNrH53Fcj/IRq6SQghhBBCCCFFDPXoEUIIIYQQQuQPJWPJF/XoEUIIIYQQQkgRQz16hBBCCCGEEPlDyVjyRT16hBBCCCGEEFLEUI8eIYQQQgghRP7QHL18UY8eIYQQQgghhBQxFOgRQgghhBBCSBFDQzcJIYQQQggh8oeGbuaLevQIIYQQQgghpIihHj1CCCGEEEKI/BGJfncN/mjUo0cIIYQQQgghRQwFeoQQQgghhBBSxNDQTUIIIYQQQoj8oWQs+aIePUIIIYQQQggpYijQI4QQQgghhMhnj97vevyE7du3o0yZMlBXV0f9+vXx6tWrfMtv2rQJFStWhIaGBkqWLImpU6ciKSmpwJ9Hgd53tGjRAlOmTOE/s/8YdsBlxc/PDwoKCnB0dMyzzMOHD3mZqKgo/AkSEhLQs2dP6Orq/lH1IoQQQggh5E916tQpTJs2DYsXL8a7d+9Qo0YNtG/fHiEhIVLLHz9+HHPmzOHl3dzcsH//fr6PefPmFfgzaY7eD3j9+jW0tLTw/+zw4cN4/Pgxnj17BmNjY0RGRsLAwADv379HzZo1C/Wz9frbwnB4LygZGyDZ3QehK3cgydlDalndbm1hvmq6xHNpySnwqtlFvK3dtjH0+naCepXyUNLXhX/3cXy/hUWtfTeodbGDor4hhP5eSDiwBUIv9zzLK2hqQ73fCKjWbwYFbR2khQYj4dA2CN6/5K+rd+sPlfrNoFS8FEQpyRB8+ojEf3Yj7WugTOv9xtEZB4+fhau7F0LDI7B51UK0btYo3/e8evcB67bugZevP8xNTWA/pB+6dW4rUebEuSt8v2ERkahYrizmTR2LapUryrTu4s+6eAOHTl9GWEQUKlqVxtyJI1Dtr/JSy6YKBNh3/AIu336IkLAIlClpgamjBqJJvVriMkKhEDuOnMa1u4/5Pk2MDNC1fQvYD+zFb4DIWtNB7dDK3ha6Jvr44uaPs4sPIsDJW2rZhnatUK9HMxSrWJJvBzr74sq6E+LyispKsJnRF5Vb1IJRKVMkxSbg0xMXXF5zHDEhkTKvu1rHblDvltHu/bwRv28zhJ75t3uNgSPT271ORrvfvxWp79LbvXLl6lDv1g/KVhWgaGiM2FXzkfrqCQpLi0Ht0d6+C/RM9BHo5o8Tiw/Az8lLatmmdq3RsEdzWGQce39nH1xYd0KifK329dB8QDuUrlYW2gY6WNZpJgJd/Qqt/u0Gd4Tt6O7QN9GHv5sfDi7eC28nT6llS5QviT7T+8OyqhVMS5ri8NL9uH7gikSZrU/28NdyunXkOg4s3CPz+jcY1BbN7G2gbaKHb24BuLz4MD7n0fbr2rVErR5NYZ5x/L84++LWulMS5Xutt0ftXs0l3ufxrxMODlkj87rXHtwWDUZ35nUPdgvA7cWH8dVJ+ndMTbuWqNazCUwy6v7N2RcP156SKK+iqYZWc+xQoV0daBhoIyowFG8O3sK7f+6hsMyaNxEDBveGrp4OXr98j9nTlsLXxz/f9wwb2R/jJg2HiakxXF3cMX/WSrx/5yx+feCQ3ujR2wbVqleGjq42KpSuh5joWJnXXa1TxrnHIOPcs+c75x6tjHNPg4xzT0jGuefty5/e589SrtUKynU7QEFLD2khgUi99w/SvvlK/z37zoJSqb9yPS/0dkLy+c25nldpOwgqNVsi5f4JCN7egdwTyc8cvQ0bNmDUqFEYNmwY3961axeuXbuGAwcO8IAuJ3at3bhxY/Tv31/c4dSvXz+8fJnVJr+HevR+gImJCTQ1NfH/zNvbG5UqVULVqlVhbm5eKBe10mh3bAaT2aMQvv0YAnpOQPInHxTfuxJKhnp5vkcYGw/vpv3ED9/WgyVeV9BQR+K7jwh1OFDo9Vdp1BIaQ8Yh6cwhxMweBaG/N7Tnr4OCrr70NygrQ3vheiiZmiPOYTFiJg9Gwu71EEWEZRWpUhPJty4iZt44xC2fAQVlJWgvWAeoqcu07omJSTwQmz99XIHKf/76DeNnLkI96xo4e2g7BvXphsVrNuHpy7fiMjfu/ou1W/dg7PABOHNgKyqWs4T9tAUIj5R9D/HNB0+xbtdhjBncG6d3rUUFqzKwn70C4ZHRUstvPXACZ6/e4cHgxQOb0Me2HaYsXgc3z6wLrgMnL+L05duYN3EELh3cxAPBg6cu4fiF6zKvfy2bhui+YDBubj6HdZ3n4IurP8YdmQdtI12p5cs3qIK3l59ha79l2NBjISKDwjHu6HzomRnw11U1VFGiiiVubT2HdTZzsH/MBphaFcPofTNlXnfVxi2hOWw8Ek8dRvT0URD4eUNn0Xoo6OXd7nWWOEDRxBxx6xYhevwgxO9Yh7Rs7V5BXQNCPy/E75Hd6Iq81LFphD4LhuDK5jNY3nk2Prv6Y8qR+dDJ49hXbFAFry4/gUO/pVjdYz4/9lOPLoC+maG4jJqmOrzeuOPc6mOFXv+GNo0xeMFwnNt8EnNspvFAb97RxdA1kn7eVNNQQ3DAN5xYcwSRIRFSy8zrMgOj6wwVP1b0X8Sff3HtmczrX82mATovGIh7m89jW+f5CHINwPAjc6CVx/Ev26AyPlx+hr39VmBnj8WICgrH8KNzoJvR9jN9euiIlXXHih8nJm6Ted0r2TRAmwUD8Hjzeey3WYAQtwDYHZ0DzTzqXrphJbhefo5/7FbicPfFiPkajn5H50AnW93bLhyIss2r49KUHdjdeiZe77+B9suGoHwbaxSGCZNHYoT9QMyatgSd2vTlI3pOnt8LNTXVPN/TtXtHLFk5Gw5rtqNd85746PIJJ87vhbFx1t+AhqYG7t99jM0bdqOwqDZpCc3hGeeeaaMg8PWGzpLvnHuWOkCRfeeuWYTocYMQv30d0sLDfn6fP0mpYl2otOiL1GeXkXRkKUShgVDrPQ3Q1JFaPvnSdiTsmCJ+JB5YAFGaEIJPb3Lvu7w1lCyskBYr+5t6/4+Sk5MRExMj8WDPSZOSkoK3b9+iTZs24ucUFRX59vPnz6W+p1GjRvw9mcM7fXx8cP36dXTq1KnAdaRA7wdkH7rJouu+fftKvJ6amsp7uY4cOcK3b968iSZNmkBfXx9GRkawsbHhgVJO7u7u/D+TjddlAdS///6bbz2ePHmCpk2bisfrTpo0CfHx8QX6HXbs2IHy5cvzzzIzM0OvXr3Er7F9DB48GNra2ihWrBgcHBwkhq6yn9lzjx494gEe27a0tOSv1apVS/xcYTAY0gMxZ24i5sIdpHgHIGTJVoiSkqHbo33ebxKJIAyLzHqESwYRsZfvIWLHcSQ8e4/Cpm7TG8n3riHl4U2kffZHwp4NQEoSVFtJ/2NVbdmJ9+LFrV0A4ScXpIV+g8DViQeImeJWzsrYnx9/Pn77aiiZmEO5bAWZ1r1pw7qYNHoI2jRvXKDypy9eQ/Fi5pg5cRSsypRC/15d0LZFExw5dUFchv3cy7YjunduByvL0lg0cyLU1dRw4eptmdadf9bZK+jZqQ26d2gFqzIlsWjKaGiwz7p5X2r5q3cfYWT/7mhW3xolLczQt0t7NK1fC4fPZPVsOH78hJaN6qJZg9oobm6Kds0bolGdGnB2l97T8ytajuyMZyfv4eWZh/jm9QWn5+9DSmIKGvRpKf33nbIVT47d5gFhiPdXnJi9C4oKCqjQuBp/PSk2ETsGrcT7ay8Q4hMEv/eeOLvoIEpVt4KBhZFM667epQ+S71xFyv0b6e1+lwOQnAS11tLbPXue3UmPWz0fAveMdv/Rid85z8R69hKP70fqy8cobG1H2uDxyXt4duYhgrw+49j8PfzYN+7TSmr5fVO24OGx27yH7pv3VxyevYufFys1riou8+LCI1zdchZuT7N6OApL55Fdce/kbTw8cx9fPD9j37ydSElMRss+raWW9/7ghX/+PoxnV54gNVkgtUxsRAyiQ6PED+vWdfHNLwiuL1xkXv+mIzvh9ckHeHvmX4R4fcHF+ft5/ev0keyRy3Rqyna8OHYXQa7+CPX+ivOz9/Djb5Xt+DOCFAHiQqPFj6SYgn1//oj6IzvC8eQDfDjzCGGeX3B93gEIEpNRI4+6X5q8A2+P3kWwqz/CvYNwbfZeKCgqokzjKuIyxWuXh/O5xwh44Yboz2F4f+IB7ym0qGmFwjBq7GBsWrcLt67fh9tHD0wcMwdm5qbo0DnrQjUn+/FD8M/hMzj5zwV4fPLGrKlLkJiQBLuBPcRl9u48gm2b9uHdGycUFvWufZB8+ypS7t1AWqA/EnZmnHva5HHuaZPxnft3xrknJPe550f3+bOU67SH4MMjCF2eQBT+FSm3j0CUmgLlqk2lvyEpHoiPET+UylQBUlMg9HgtUUxBWx8qrfsj+eoeIE0o0zr/v1q1ahX09PQkHuw5acLCwvhoIHbtnR3b/vbtm9T3sFhj2bJlPJZQUVGBlZUVv87+kaGbFOj9pAEDBuDKlSuIi4sTP3fr1i1+x6t79+7iwImNxX3z5g3u3bvHI3f2WlqOCZwzZ87E9OnT+fDHhg0bwtbWFuHh4VI/lwWKHTp04PPkPnz4wMfqssBvwoQJ360zqwcLClmj+fTpEw9EmzVrJlEPFmReunQJt2/f5vMD2RjiTOfPn+ddzqyOQUFBfDvzLsPdu3fFz8mcijIfXhn/PFtAJhLxbY2alfJ8m6KmBizvHYbl/aOw2LYYquVK47dQVoZS2YoQfHgrUf/UD2+hXKGy1Leo1mkEgYcrNEdOgd7e89B1OAj17gPY7Z98h7wxaXGyHwLzI5xc3NGgjuQw3sb1a8PJxU18Q8T1kyca1M0qw/422Hsyy8gK/ywPHzSwri75WdbV4OT6Sep7UlJSoaYqeceabb93yRqeU7NKRbx87wy/wK98+5O3H945u0sM75QFJRUllKxaFp+yBQUikYhvW1pLH3qak6qGGhRVlJEQlXWuykldR5OflxJjEiDTdm9VAalOUtp9xayL1+xU6jbmQ5A1R0+F/sEL0N18EOo9B+bb7guLkooySlctC7enHySOPdu2si7YzRTWe8r2E5/PsS8s7HPLVrOC8xPJ+js/cUJ564oy+4wm3ZvjwWnZDx1kbd+iqiW8nrpI1N/7qQtKFbDtq2io8Tom5jj+ZRtUwvw3OzHt3np0XTEcmvrp505ZUVRRQrFqlvB9ki34FYn4dokfqDvbT2JUVhD65a0n773L7OUr3bAyDC3N4fNI9jcNSpUuATNzEzz6N6unITYmDu/ffkCdejWk11lFBdVrVpF4D/s/e/zvc9SpV7hTOwp07nEqwLnHfir0D1+A7paDUO+V7dzzE/v8KYpKUDQvjTR/12xPivi2okXBAnrlak0hdH/Fg70sClDtNAqCVzd58Fik/MZkLHPnzkV0dLTEgz0nK+w6/O+//+adNOx6nF1js6Gey5cvL/A+aI7eT2KTJ9l8vQsXLmDQoEHiSZNdunSBjk569zoLxrJjY3DZ8E9XV1fec5eJBWmZZXfu3MkDMDbhctasWbk+l90pYEFmZi8b653bsmULmjdvzt/LeuryEhAQwOvMehZZHUuXLs174hgWsLLPPHbsGFq3bi2ej1eiRAnx+w0NDfnQVVVVVT5sk2Hd1Azrscx8TtbY/Dk2LDFnjxzbVrVMn8+QU4rfZ3xbsAEpn3yhqKMFg2E9UfL4Bvjb2kMQnDUU47+goKMHBSUlpEVLDoUSRUfy+XXSKJpZQLmqOVKe3EHcqjlQNC/Ogz4oKSPp7GEpH6IAjaETIHB3Rlqg9HH8/xU2587IUHKolJGBPuLiE5DEhznEQShMy13G0AC+AZ9lWpfI6FgI09JgZKCXqz6+gV+kvqdR3Zq8F7B29cq8R+/FO2fce/KS7yfTiH7dEZeQiC7DJkNJUZG/Nml4P9i0ybpxIgtaBrpQUlZCbJjkMNPY0GiYWVkUaB9d5gxATHCERLCYnbKaCrrO6Y93l58hKS4Rsm33yrydZ5cWFQmVPNq9klkxKFarhZRHdxG7fDaUihXnF15QUkLSaSntvhCx+XPs2MfkOPYxodEwtypeoH30nDMQUcERcP0Peu9y0s2of3SY5HkzOiwaFlZZ5/VfUbddfWjpauHfM7IP9DQz6h8npe2bFLDtd5zTDzHBkRLBose/H/Dx5mtEBIbCqLQZ2s3sg6GHZmNnj0UQpYlkVnc2FzY+R93jw2JgVMC6t5prh7jgSPhmq/utxYfRadUITHq1DcJUAa/v9Tn7EPhK9nPETM2M+b+hIZI3nUNDwmBqaiL1PYZG+lBWVpbynnCUK58++ue/oKCbce6JknLuKZHHuce8GBRNayHl37uIXZbj3HPq8E/t86fqrqEDBUUliBLSr60ysW1Fw2Lffb+iuSUUTUog5eZBieeV63cEREII3t2VWV0JoKamxh8FwUb8KSkpITg4WOJ5tp3X9fPChQt5jDFy5Ei+Xa1aNd6JNHr0aMyfP5/fuP4e6tH7Sexk1qdPH/zzzz98mx141hPGgrBMnp6efNJk2bJleZZKNvQzM+DKjvWQZd9vnTp1eHYdaZycnHDo0CE+vDLzwYJOdjfe1zf/C/y2bdvy4I7VhzUcVnfWA5nZU8jGD7NUr9kDO5bStTDHMqcU0kKXSY5uiL10jydXSXztjK+TlkMYEc2Tr8gFBQWIYiKRsNsBQh8PpD57gKTzx6DWLiuZTHYsCFQqaYm4jcv+86oWNXPGD0Op4sV4EGfd3g6rtu5H1/YtoaiQdbq89fAZrt17jDXzJuPUrrVYOXsCT/Zy6dZD/EnajO0Ka9tG2GfvAEFyaq7X2cXosG1TeHs7vWDfb6mjZIUUkRYdhfid63m7T3n6AElnj0G9fVfImw5ju6GebWPssF8n9dgXBa36toHjw3eILIQkPr+q+VhbVLdtiGP2GySO/4crz+F29x2CPwXC9fYbHB6+HiVrWvH5fX+KhmNtUdm2Ic6O3ghhtrrXGdoOxWuVw+nh63HAZgHurfwH7ZcPlRje+bNYchTvz2/ED9Y7939FIePcs2M9hN4eSHnyAElnjkG9g3yde5SqN0VaaKBE4hYFs9JQqd0WKdcLPx/BbyES/b7HD2CdJLVr1+Yj/DKxa3e2nT0OyI5do+cM5liwmNlbXhDUo/cLWFDHetJYWtQ7d+7wOXNsWGUmNgSTBVZ79+6FhYUF/w9lPXksoPpZrOfN3t6eD8HMqVSp/O8qsV481vXLuoLZ0MxFixZhyZIlPJvof4H1Ri5dulTiuQlGVphoUi7f9wmjYiASCKFkJDnhmW2zuXcFIhAi2c0bKqUKdjdVlkSx0RAJhVDUM0T2UfEKegZIi5Ke8CAtKpzXOfs6LcLP/lA0MOJDSCDImj+jMWIyVKwbInbxJIgiQvG7GRsaIDxC8v+FJVnR1tLk8/CU9BWhpKSYu0xEJH+vLBno6fAet5yJV1h9jAylT6A31NfDluWzkZySgqjoWJgaG2Lj3mMoUSwr06DDnqMYYdcNHVs14dsVypbG1+BQ7DtxnmfflJX4yBgIBULoGEv2SOqY6CE2NP/ENa1G2fBAb/uAFfjqLnlzSRzkbZ8CwxImPHGLLHvzstq9gLdzic/Vz6fdR7J2L8jd7g1zt/vCFhcZy4+9bo5jr2uih5jvHPt2o2zRcWw3bBiwDF+kHPv/QkxG/fWMJdu5nrEeokJ/PTAzLm6Cak2qw8Fe9tkqmYSM+mv/RNtvOqozmo/tgv0D/sY39/yzEEcGhiAuPAZGZczg/eyjzOqeJhBCK0fdtYx1ER8qPQlUpvqjO6HRWFscH7AKIdnqznreW87si7P2G+F1P31JJva6WeXSPLOn39Nfq/utG/fx7k3WMN/MhCsmpkYICc76XmGZNF2cpd+IjgiPgkAg4O/Jju8j5L8bSSOKyTj36Es590Tmc+4R5n3u+Zl9/lTdE2N5IhUFTcmkPWxbFJ9/24GKKpT/qofUJxclnlYqUYEnclEfsy5rf4pKPOGLcu22SNqTe/QYKRxsOteQIUN4h069evV43g/WUZSZhZPlyShevLh4nh+LI1imTjb6jnXEeHl58V4+9nxmwPc91KP3C1gCFZYMhc2TY71jvXv3Ft8FY3Ps2Dy4BQsW8KGQLFMlW4pAmhcvXoh/ZidJlmGHlZfG2tqaD/0sV65crge7W/A9rMeQZfhZu3Ytn+PH1vK7f/8+n+DJ6p49ZSurr4eH9OULMmV+Jptg+j3SxjLbG5X97vuQKkDSR09oNsg2xl9BgW8nOhZwTpeiItQqlIEwVHYn5AITCCD0+QTlatkyoykoQKVabT4PT+pb3F34cE1WLpOSRcn07IM5gjzVek0Qu3Qqnzz+J6hR9S+8fCs5yf756/eoUTW9TbN2Vrliebx8k7V+JLsJ8vKto7iMrPDPqlCWz6fL/lkv3jujxneWcmDz8sxMjCAQCnH38UuefCVTUlJy7rtsiooyG/qVSZgqRKCLDyo0Sk+kwrDkEhUbVYXvO+kp8pnW9l3QfmJP7BqyCoHOPnkGeSZlimH7gOX5zt/7pXbv7QGV6rVztHtrPhdG6lvcXKBYTLLdK1qUyNXu/wtsaJy/iw8q5Tj2bNv7Xd7nRbYUQ+eJvbB5yEq+vMLvwurv4+yNao2rS9S/auPq8HwnfX7qj2jRuzWiw6Px7n7uzH6yavtfXXxh1Sirt4onVmlUBQH5tH22FEOrid35cglseYXv0TU3hKaBNmJDZJfxNy1ViCBnX8meNgUFlGlcFZ/zqXsDexs0mdgdJ4as5e/Pjs2zVVJVznWOSROm8aQtvyo+LgF+vgHixyd3LwR/C0XT5g3EZbR1tFCrdnW8eeWU55zoD44fJd7D/s+aNGuAN6/yXi/4Pzv3VP/Oucc8n3PPT+zzp6QJkfbNH4qls38XKvDttK/SlxXJpFShLpvcCoGrZAZHwcdnSDq0GEmHl4gfLOum4PVNJJ/ZILu6k+9iSRzXr1/PO1rYkmRsHW02XSszQQsb8cfyXWRiMQTL4cH+rVy5MkaMGMFH8e3eXfCMtdSj94tYRhy2DgYLiB48eCB+nq0tx+at7dmzh2ewZP950tbIYLZv387n2rHgbuPGjTzAGj58uNSys2fPRoMGDfi8PjZml825Y4Ef61Hcti3/FNFXr17lqVlZAhZWP5ailV30suGZbAgoa0AsIQurt6mpaYHG/7JyrCeTNVQ2n4/NEWRZhwo6llm1gF9QkYfPw3zVDCS7eCLJ+RP0B3eHooY6Yi6kZ2k0Xz0DguBwhG1MH5duOK4/khzdkRrwFYq62jAY3gvKFqaIPntTvE9FPW2oFDOFcsbdRxXL9HkrgowsnbKUdPUMtMbPhdD7EwReblDv3Isvg5Dy4AZ/XXPCXP6FknR8L99Ovn0J6h26Q2PYRCTfOA/FYiV4Mhb2cyaNkVOg2qQN4tfOhygpEQr66emrRQlxLKOIzOqekJCIgM9Zk7e/fA2Gu4c39HR1UMzcFBt3HkRIWDhWLZzBX+/TrTNfI89h+350t2mHV2+dcOv+I+xYlzWsdHDf7pi/0gFV/iqPqpUr4tjpi0hMSs611p4sDO5li/lrtqFKBStU+6scjp67lv5Z7dOzVs5bvQWmxkaYMjJ92PUHNw++fl5FK0v+e+08chppojQMs+sm3mfzhnWw559zKGZqzDN5unv54sjZq+jWQXomzF/xYN81DHQYh0Bnb/g7eqPFiE5Q1VTjWTiZgQ7jER0cgStrT/DtNmO6oNPUPjg8eQvCP4fwHhAmOT4JKQnJPMgbsXMqX2Jh94i1UFBSFJdhAR+7wJaVpMunoTVpLgTe7hB4ukPdphegroHke+ntXmvSPKRFhCLxWEa7v3kR6p26Q3PEJCRdPwelYiWg0XMgkq6dy9qpugaU2AVZBkWzYlAqUw6iuBikhUlfdPZn3dl3FcMdxsPP2Ru+jl5oM6IzP/ZPz6Sf64c7TEBkcAQurD3OtzuM6YouU/ti3+TNCPscytc95L9XfBKSE5L4z5p62jAqbgw90/SeAbOy6aMMWAbL7/UU/qhr+y5hnMNknk2TrZ3XabgtX97hYcacuvEbJiPiWzhOrE1f6oElLmFr6THKqsowMDdE6cqWSIpPRLB/1o0knmG5dyv8e/YBDzQKy+N919HbYQy+OPsg0NEbjUd0hKqmOs/CyfR2GMvnn95ae4pvNxtji7ZTe+Hk5G2I/BzK169jUjLaPvu/az25J1xuvuK9gkalzNBxbn9E+AXD41FWb5YsvNx3A10c7BH0wRdfnbxRb3gHvg7eh4y6224Yg9hvkXytPKbhGBs0m9YLFydvR/TnUGhlq3tqQjJS4hLh/9wVreb1Q2pSCqK/hKF0/Uqo1rMp7i4vnKU6WHbMKTPGwMfbHwH+nzF7/iQEfwvBzWtZ87zOXDqAG1fv4sDe9L+B3dsPY/POVXB674L3b5155k5NLQ2ehTN7ryCbA1jGMj1BWqXKFRAXF48vgUGIivpOr1UBJV06Da3JcyHwyjj32Gace+5mnHumzENaeCgSj2Y793TuDs2Rk/j5hp97eg9E0tVzBd6nrAje3IJqp5FI++aHtCBfKNdpCwUVNQhc0tcLZa+JYiOR+jjbeZH9zVZvCqHnu/QsnBIHIx6inM+lCXkPoSjyz7hB/EsKaQpQYWHX73klUGQj7nJ2zrDF0tnjZ1GgJ4PhmytXruRDNNmihplYgHTy5Ek+xJIN12TBFEuaIm35gdWrV/MHi+xZz9zly5f5pE1pqlevzjNjsiCMLbHAxuiy3ricSz1Iw5Z5YBl72HDNpKQkHlyeOHECVaqk33Vct24dHxrKuoTZME92F4H1uuWHNUL2e7FMnuwOBatTzoYqC3E3HiHMQA9GkwalL5ju5oMvoxeIE7QoFzOVuNOppKsNs+WTedm06DgkuXohsP80vjRDJu2WDSUWVbfYkJ6uNnzbMb5enyyxOXaJuvpQ7zssY+FoL748QmaiCkVjM4nx3qLwUMSunAnNIROgtv4AvxhOvn4OSZfSL+YZ9fbpgYfOUskFUdkyC2zZBVlxcffE8Imzxdts/Tuma8c2WLlgOsLCIxAUnHWBXcLCHNvXLcPaLbtx7MxFmJkYY+nsKTzzZqaObZojMioa2/YdQ1hEBP4qb4VdDstlPnST6dCyMSKiY7D90EmERUbhL6sy2LV6Powzhm4GhYRBIdv8u+SUVGw9cBKfg4KhqaHOl1b4e84k6Gpricuw9fO2HTyJFZv3IiIqhi+Y3sumLcYOylquRFbeX30ObUNdHryxwOGzmx92DlklTtBiUNwIomwLxjYe2JYP8xqxK6ttMzc2ncGNTWehb26Iam3Teyfn3FgrUWaL3VJ4vZDey/wz2Bw7tlakht3w9AWGfb0Qu2xmVrs3MZVY7JZdeLHX2dp7ehtZuw/jF1pJF9IvIhllq4rQXZHV5rWGp39hJt+/gfitqyFLb64+g46hLrpO7cuPfaCbH++pyzz2hsWNJeZJNB/YDipqKhi7K/2mR6bLm07jyqYz/Oeabetg2Prx4tfst03NVUZWnl99ytfM6zOtH/RNDODn6otVg5fyhCyMkYUJ0rKdNw3NDLH2xkbxdhf77vzx8bkLltktED9frUkNmJQwxcNCyLaZnfPVF7ztt5naCzom+ghy88fBIasRF5aeqEI/R9tvMLANb/sDd6Uf00x3N53DvU3neFBqXqkUrHs2hbquFmJDIuH5yBl3NpyGMEW2PcZuV19Ay0gHzaf14kEbWzbh5OA1PCELo2dhJPGdZZ1R91670hOtZXq08Rweb0q/wXdh4ja0nNUX3TaPg7q+Nl9i4eG603h3rHD+H7Zt3seDtPWblkJXTxevXrxDv56jkZycdSOxjGUpGBplnbcvXbgBI2MDzJo3iQd0H53d+HvCQrMStAwZ3hcz5mRd6F66kf59O3ncXJw6Ljns8GexOXb83NM/27lnabZzj7GpRICQFhaK2CUzoTliPPQ2H+Dr5yVdOYek88cLvE9ZEX56jVRNHag07iZeMD357EYgI0GLgo5hrkXCFQzM+RDNpNPrZVoXIv8URAWdzUf+L7HAlHUvZ64fKGselbLmNMobk6rpd+jllfZO+Z6YnesOpRyZ0WQF5NmSWvJ9F3j2+6z5lvIoRiS/yV3KKmhCnmmLsob2yaOt0VlLJskb1+by/Xer3qRw1jv8r2jO/DOvGRL3S95Y+y9pjPjzA2uao0cIIYQQQgghRQwN3SxCHj9+jI4dO+b5evbF3QkhhBBCCJFrOYaxEkkU6BUhLF0rm+cnS4Ux344QQgghhBBSuCjQK0JY9kuWzIUQQgghhBDy/40CPUIIIYQQQojckfX6tUUNJWMhhBBCCCGEkCKGevQIIYQQQggh8kfOFkz/r1GPHiGEEEIIIYQUMRToEUIIIYQQQkgRQ0M3CSGEEEIIIfKH1tHLF/XoEUIIIYQQQkgRQz16hBBCCCGEEPlDyyvki3r0CCGEEEIIIaSIoR49QgghhBBCiPyh5RXyRT16hBBCCCGEEFLEUKBHCCGEEEIIIUUMDd0khBBCCCGEyB8aupkv6tEjhBBCCCGEkCKGevTIbxUTqw55pReWCHkmSoqHPFNQ14K8ioMQ8kwkgFwTQb7TcWsqKEFeJUG+774rKcj3/XFVRfm97FPUlO9jL4pN+N1VKJpE8n0+L2zy/VdDCCGEEEIIISQXCvQIIYQQQgghpIiR3z58QgghhBBCyP8vSsaSL+rRI4QQQgghhJAihnr0CCGEEEIIIfInjZKx5Id69AghhBBCCCGkiKEePUIIIYQQQoj8EdEcvfxQjx4hhBBCCCGEFDEU6BFCCCGEEEJIEUNDNwkhhBBCCCHyh5Kx5It69AghhBBCCCGkiKEePUIIIYQQQojcEdGC6fmiHj1CCCGEEEIIKWIo0COEEEIIIYSQIoaGbhJCCCGEEELkDyVjyRf16BFCCCGEEEJIEUOBXhEwdOhQdOvW7T/5LJFIhNGjR8PQ0BAKCgpwdHT8Tz6XEEIIIYQQCaK03/eQAzR0s5C0aNECNWvWxKZNmwr1Pf+1mzdv4tChQ3j48CHKli0LY2NjHvBduHCh0INNkyEdYT6mO1RM9JHg5ofAhXsR7+j53fcZdGkCqx0zEHnzJbxHrhI/X+fzRanlA1ccQvAu6a/9Co1u3aDV1w6KhoYQeHsjZstmCNzdpZZVb98BenPmSjwnSklGSPt24m2zB/9KfW/srp1IOHVSpnU/cfEGDp2+jLCIKFS0Ko25E0eg2l/lpZZNFQiw7/gFXL79ECFhEShT0gJTRw1Ek3q1xGWEQiF2HDmNa3cf832aGBmga/sWsB/Yi7cnWXrj6IyDx8/C1d0LoeER2LxqIVo3a5Tve169+4B1W/fAy9cf5qYmsB/SD906t5Uoc+LcFb7fsIhIVCxXFvOmjkW1yhVRGFoN6oAO9l2gZ6KPQDd//LN4P3ydvKSWtShfAt2m2aFMtbIwLmGKE8sO4s6BaxJl1LXU0X26HWq1qw9dY10EfPTD8aUH4PfBu1Dqr9apGzR62EHRwBACX28k7N4Mgaf0ts8oaGlDc9BIqDZsBgUdHaSFBCN+71akvn350/v8WS0HdUD7bMf+RD7HvqldGzTs0RzFK5bk2/7OPriw7niu8l2n9kXTfm2gqasJrzefcGzBHoT4fUNhtZ2O9l15/QPc/L7Tdkqie7a2c3zZgTzaTj9Yi9uOL287voXUdhoPaodW9rbQMdHDV7cAnF98EAFO0j+rgV0r1O3RDOYVS/Dtz86+uLbupET59lN6oZZtQ+gXM4IwVZBeZv0pBDhKPya/ov6gtmhibwNtEz18cwvA1cWH8SWPutexa4maPZrCLKPtfHX2xe11p3KVN7GyQLs5/WBZvxIUlRUR4vkFJ8ZuQvTXcJnXf/AIO9hPHAoTU2O4ffyERbNXwemdS57lO3dth+lzJ6BEKQv4+QRg1ZKNeHD3sUSZaXPHo/+gntDV08Gbl46YN2M5L1sYVNt2g7ptXyjoGUIY4I3EQ1sg9M7nvKOpBfW+I6FStykUtHWQFhaMxCPbIXBMP++ode3PX1OyKMW/j4UeH5F4Yg/SggJlXnfleu2g0tgWCtp6SAsOQMq1g0j7Ir3tqA9bBCXLyrmeF3i8Q/KxtfxnpUp1oVK3LRQtLKGgqYPEHbOR9s1f5vUmfx7q0SM/xNvbG8WKFUOjRo1gbm4OZeX/5l6BgW1jlFw0HF83noRrx2lIdPVD+WOLoWykl+/7VEuYouTCoYh98THXa461hko8fKdt4Wl6I68/l3n91Vq2hM7Y8Yg7fBjho0ch1dsbBmvXQ0FfP8/3pMXFIbRHd/EjzK6vxOvZX2OP6DWref2TH0kPAH/WzQdPsW7XYYwZ3Bund61FBasysJ+9AuGR0VLLbz1wAmev3uHB4MUDm9DHth2mLF4HN08fcZkDJy/i9OXbmDdxBC4d3MQDwYOnLuH4heuQtcTEJB6IzZ8+rkDlP3/9hvEzF6GedQ2cPbQdg/p0w+I1m/D05VtxmRt3/8XarXswdvgAnDmwFRXLWcJ+2gKER0bJvP51bRqh74IhuLz5DJZ2noVAVz9MO7IAOka6UsuraqghNCAYZ9f8g6iQSKllhq4Zi8pNamDftC1Y1H46Pj52woxji6BvZijz+qs2aQmtkeOReOIwoqeMgtDXGzrL1kNBL4+2r6wM3eUOUDQ1R+zqRYgaMwhx29YhLTzs5/f5C8e+z4IhuLL5DJZlHPsp+Rz7ig2q4NXlJ1jfbwlW9ZiHyKAwTD26UOK4dhjTDa2HdcKx+Xvwd7d5SE5MxtQjC6GspgJZq2fTCHYLhuLS5tNY0nkmAl39Mf3Iwjzrr6ahytvOmTXH8mw7w9aMQ5UmNbB32hYsbD8NLrztLC6UtlPTpiG6LRiEW5vPwqHzXHx19Yf9kbnQzqP+5RpUxrvLT7G933Js7rEIkUHhGHN0HvTMDMRlQn2CcH7RQaxrPwtbey1BxOdQjDkyD1qGOjKte1WbBui4YCAebD6PHZ3n45trAIYemQOtPOpu2aAyPlx+hv39VmB3j8WIDgrH0KNzoJOt7oalTDHq7GKEeX/F/n7Lsa3DHDzcegGC5FTImm339li4YiY2rd2Fzi37wM3FA8fO7oaRsfT/59r1amDr3jU49c95dGrRG7eu38feY5tRoVI5cZmxk4Zj2Oj+mDt9Obq0HYCEhES+TzU1VZnXX6VBS2gMGoukc4cRO280hP7e0JqzFgq6eZwjlJShNW89FE3MEb9pCWKnDUbCXgekRWSdd5Qr1UDK7YuIXTQecX/P5Ocq7blrATV1mdZdqWpDqHYYhNSHZ5G4ay4PyNQHzwW0pLedpJMOSFhrn/XYOgMioRBCl6wbYwqq6hAGuCPl9nEUyTl6v+shByjQK6ShlP/++y82b97MeyfYw8/Pjz9Xr149qKmp8WBpzpw5EAgE+b6H9XyMGDEClpaW0NDQQMWKFXmZn3X27FlUq1aN78vIyAht2rRBfHw8f4191rRp06Cvr89fmzVrFoYMGSLuqWN1nDhxIgICAnj9ypQpwx9M9+7dxc8VBrPRXRF24jbCT99Hkudn+M/ZibSkZBjbtc77TYqKKLt1Kr46nERyQHCulwWhURIP/Xb1EfvMBSlSyv4qrd59kHjtKpJu3oDQ3x+xGxwgSkqCRsdO+bxLhLTIiGwPyQsvydcioNa4MVIc30MYFCTTuh85ewU9O7VB9w6tYFWmJBZNGQ0NNTVcuHlfavmrdx9hZP/uaFbfGiUtzNC3S3s0rV8Lh89cEZdx/PgJLRvVRbMGtVHc3BTtmjdEozo14Owu+7vqTRvWxaTRQ9CmeeMClT998RqKFzPHzImjYFWmFPr36oK2LZrgyKkL4jLs5162HdG9cztYWZbGopkToc6OydXbMq9/+5G2eHTyLp6ceYCvXp9xZP4epCQmo2mfVlLLs165M6uO4tWVpxCk5L4AVFFTRe0ODXgZj1duCPH/hkubTvN/Ww7M6jGWFfVufZB86yqS792AMNAf8TscgOQkqLWV3vbV2nTid9NjV86HwM0FaSHfIHBxgtDP+6f3+bPajrTF45N38fTMAwR5febBGTv2TfI49vumbMbDY7d4QPjN+ysOzd7Fz4uVGlcTl2kzvDOubj0Hxzuv8dndHwembYW+mQFqtasHWWuXq+3szmg70s+brFfu9Koj3207rIzHK1eJttNqYHuZ17/FyM54fvI+Xp35F8FeX3Bm/j6kJKagfp8WUssfm7INT4/d4QFhiPdXnJq9mx//8o2risuwQNDjqQvCA0PwzfMzLq44Cg1dTVj8VVqmdW88shPenHyAd2f+RajXF1yevx+picmo3ae51PJnpmzHq2N38c3VnwdyF2bv4XW3ylb3NjP7wuOBI26tPoGgj/6ICAiB+913iA+PgayNHDcYJ46cw5njF+H5yQdzpy1DYkIi+g7oLrX8cPuB+PfeU+zeegheHr5w+HsbXD64YujIfuIyI8YMxFaHPbhz4wHcXT0wdew8mJqboF1n6X9Pv0Ktc2+k3L+GlH9vIu2LPxL3bwBSkqDaoqPU8qotO/LzTrzDAgg9XHhvntDNCWkBWeed+NWzkfLoFtI++/HnE3au5oGhkmUFmdZdpVFnCN7eh+D9vxCFfkHKlX0QpaZAxVp6u0diPERx0eKHUrlqQGoyBB9fiIsInB4j9eF5CH3y7pElRRMFeoWABWINGzbEqFGjEBQUxB8qKiro1KkT6tatCycnJ+zcuRP79+/HihUr8nxPyZIlkZaWhhIlSuDMmTNwdXXFokWLMG/ePJw+ffqH68X22a9fPwwfPhxubm58+GWPHj34vDvGwcGBD8s8cOAAnjx5goiICD4kM/vvtWzZMl4ftq/Xr1/zB3Pw4EHxc7KmoKIMrWpWiHn8IetJkQgxj52gZZ33UDmLqX2QGh6NsJN3v/sZysZ60Gtdu0Blf5iyMpQrVEDK27cS9U959xYqVark+TYFDQ0YnzgF41NnoLdiJZTyCaIVDQyg1qAhkq7LtkcsNTUVrh4+aGBdPeuzFBXRwLoanFw/SX1PSkoq1FQl79Cy7fcuWUNmalapiJfvneEX+JVvf/L2wztnd4nhnb+Lk4s7GtSpKfFc4/q14eTilnVMPnmiQd2aksekTk1xGVlRUlFG6apl4fo0q+2zv1fXp86wyqft57tPZUUoKSshNUcvQGpSCsrXrQSZt/1yFZDilKPtO76FSkXpbV+1fmMI3D9Ca8xUGBy5AL1tB6HReyC/cfOz+5TlsXd76oyyBTz2qhqqUFJRQnxUHN82LmkKfVMDuGXbZ2JsAnwcPWFlLduLRVb/MlWt8DFX2/mAcj/5WXm1nRTedv765TpLfJaKEkpUtYTHU2eJ+ns+dUbpAtaf9W4rqigjISo+z89o2K81EmPi8dVNdsPY2H4tqlrC+6mLRN3Zdklr6UPec1LRUOP/h4kZbYcFfRVb1kSY7zcMOTIHc97shP3FZajUro7M6i3+bBVlVKtRGU/+fSFRf7ZtXbeG1Pew57OXZx7dfyYuX6p0CR7UPXmYVSY2Ng6Ob51RO499/jQlZR58CVwkzxECl3dQLi/9HKFi3QhCT1doDJsC3V3noLP2ANS6DgAUFPMd6sl3HSfDQFtJCYrFLCH0dpaoO9tWLFGwdq9i3RICl+c82COE5ugVAj09PaiqqkJTU5MPb2Tmz5/PA7dt27bxE/Zff/2Fr1+/Yvbs2Tx4k/YeRklJCUuXLhVvs56958+f80CvT58+P1QvFoixHkQW3JUunX73kvXuZWJzA+fOnctfZ3bt2oVbt25J/F46Ojq8TtnryLBewJzPyYqyoQ4U2MVFqOSwOEFYNNTLpc/FyEm7biUY27WBa7upBfoM496tkBafiMgbsh+2qainBwUlZSk9cpFQLVVK6nuEgYGIWbuWz+VT0NaCVh87GG7djvBhQ5EWFip1Tp8oIQFJjx7JtO6R0bEQpqXByEByiKyRgT58A79IfU+jujV5L2Dt6pV5j96Ld8649+Ql30+mEf26Iy4hEV2GTYaSoiJ/bdLwfrBp0wy/G5tzZ2SYNVwq8/eNi09AUnIyYmLiIBSm5S5jaADfgM8yrYuOgQ6/sI4JkxwmGxMahWJWxX9qn0nxSfB6+wm2k3rxXqrosGjU79KYBxqyniemoJve9kU52r4oKhIKJaS3fSXzYlCsXgvJD+8iZulsKBUrDq2xU/kFUOLJwz+1z5+hnc+xNy/gse81ZyCigiPFwaKeiYF4H5L7jOZz6Aqn7Uh+VnRodIHrL73tuKNLtrbToEsTHjgGy7jtaBno8vrH5jj+saHRMC1g/W3m9EdMcKREsMhUbmWNwVsnQUVDFTEhUdg5cCXiI2NlVnfNjGMfl6PucaHRMLayKNA+2s/ph9jgSHGwqGWsCzVtDTQba4u7Dmd4r16F5tXRb9cUHOi3An4vZTc/1dDIgE/LCAuVnPfHtq0qWEp9D5vHFxoiWZ5ts+f562ZG4n3k3GdmGVlJP0coIS06x3dudCSULaSfIxRNLXjvXMrTu4hfMxeKZsWhMXwyoKyE5HNHpHyIAjQGT4DA3Zn38Mms7pq6vO6ieMm2w7YVTb7f7hWLW0HRrBSSL+7G/41s1xYkNwr0/iOsB4312GVPNNG4cWPExcXh8+fPKJXHBT+zfft23svGhkwmJiYiJSWFJ235UTVq1EDr1q15cNe+fXu0a9cOvXr1goGBAaKjo3kgWL9+fXF5dqKvU6eOuMfvVyUnJ/NHdikiIVQVlCBLilrqsNw8BX6zdkBQwC9vo76tEX7hEUSFMNfhZ6S6fuSPTFEuLjA6fAQatraIP3ggV3mNjh2RdPcukJqC323O+GFY4rCLB3GstZe0MEfX9i1x8eYDcZlbD5/h2r3HWDNvMh8Oynr01mw/CBMjQ56UhRSuvVO3YPi6cdjwai+EAiH8XXzw8vJTlK5W9ndXjd9BT4uOQvz29fwLXOjtAUUjE554hQV68qLj2G6oZ9sY6+yWFMocqt9lD28747Hx1b5sbecJSlezwp+k9dguqGXbCNvtluU6/l7PP2J9p9l8Xl4Du9YYsn0KNnVbgLhCGAL5M1gwV822IfbbLRfXPfPawe3OWzzbf4P/zIZ5lrSugHoD2sg00Pu/pKgAUUwkEvc68GyKQl8PKBoaQ82mr9RAT4PdpCxpidglE/EnUbZuyef05ZW4hfz/oUDvD3fy5EnMmDGDD6tkgSLrUVu3bh1evsyaZFtQrCfuzp07ePbsGW7fvo2tW7fynka2L7ZcQmFbtWqVRO8kM0qnIkbr5j/kRxARC5FAyLNt5hxumSolYYBa6WJQK2WG8gfnZz2pmP4lWdvvHFyaj0eyf9bdZ+16laFRrgR8xq5HYUiLjoZIKODDK7Nj28KIiILtRCiEwNMLysVz92CqVKsO5VKlEb1M8tjKgoGeDu9xy5l4hSUdMTKU3gNhqK+HLctnIzklBVHRsTA1NsTGvcdQopipuIzDnqMYYdcNHVs14dsVypbG1+BQ7Dtx/rcHesaGBgiPiMz1+2prafJ5eEr6ilBSUsxdJiKSv1eWYiNj+cW0rrFkj6quiT6ic/QK/QiWcGNN38V8aJuGtgbf15htU/nzsiSKSW/7CjnavoK+AUSR0tt+WmQ4RGzucra7tMLP/lA0NOLDNn9mnz8j7heOfbtRXdBxbHc4DFjG5+Flig6NlLoPXRM9Pq+vcNqO5N+pnolerh7FH287iyTaztht02TeduIjY3j9dXIcf50C1L/FKBu0HtsVOwesRJB77oyObJ5imH8wf/i/98K8BxtRv29L3NtxSSZ1T8g49to56s6yb8Z9p+6NR3VG07FdcHDA3wh2D5TcZ6oAoZ6SIylCvb+gdB3ZZvuNCI/ko3+MTdJ74TKx7dBg6dk9Q0PCYGIqWZ5ts+f56xnvY/sICc5KcMK2XbMN65eF9HOEEIp6BhBme55ti6KknyPY82nsvJMtZb7wiz8UDYz4UFAI0/MpMBpDJ0HFuiHilk6GKFuyFpnUPSGG111BS7LtsG1R7Hf+blXUoFytEVLun8H/FTlJivK70By9QsKGYbLkJpkqVarEh1xm7x17+vQpD9zYnDdp78kswzJcjhs3DrVq1UK5cuV45sufxe4Ksp5EFnC9f/+efyabh8eGZbIEMdkDSHaif5t9Xlke2PzDnPWWhg0LZT2H2R9Ddb4/X0GUKkC8szd0mlSXGDah26Q64t/lnieW5P0ZLq0n4WP7qeJH1O3XPNEK+znlq+SJmQ3xjHfyQqKbbC+0xAQCCDw8oGpdW6L+qtbWSP2YOxuoVIqKUC5rCWFE7i9ZjU6dkPrJnQ/zlDX2f1u5Qlk+ny4Tmzf64r0zanxnKQE2L8/MxAgCoRB3H7/kyVcyJSUl83lt2bGAUvQHnLBrVP0LL986STz3/PV71KhaKeuYVCyPl28cJY7Jy7eO4jKywi7sWI9JpUZZQ6x5co9G1eAtpe3/KHbByy7UNXW1ULVZTZ4gROZt38sDKtUl275KDWukfpLe9lNdXfhwTVYuk5JFifSsm+xC7Cf2Kctj/1ejavDJ59h3sO8Km4k9sWnICvg7S/5NhgWG8GyW2feprq2BsjXLw/udh8zqnll/PxdvVM7VdqrDSwaflbPtvJdx2xGmCvHZxRcVGmUlI+GJVRpVhX8+9WdLMbSb2AO7h6xCoHNWpt/8KLDzq6qKTOv+1cUXZRtVkag72w58l/eSQGwphpYTu+PwkDV8eYWc+/zywQfGZYtJPG9sWQxRX2QbbKSmCuDs5IrGzepLXjs0b4B3ryXPjZnY89nL89+nRUNx+QD/zwj5ForGzbPKaOtooWbtanibxz5/mlDAe+SUq1pnPaegAOUq1hB4Sj9HCD65QMlc8ryjWKwk0iLDcgd5dZsgbsU0pIUWwpIoQiHSgnyhVDar3bM6se20z/n/3SpXacCDUpZ4hZBM1KNXSFj2SRY0scyZ2traPFBjc+BY1soJEybg06dPWLx4Mc9ymXnBm/M9rJetfPnyOHLkCJ8rx+bnHT16lCc8YT//KLbve/fu8SGbpqamfDs0NJQHoczkyZOxevVq/plsDuGGDRsQFfX9O7+s3my/LIBkGUXZUFBp2GvskV1Bh20G77kEy42TkeDkxdfOMxtpC0UNdYSdupdeh02TkfotHF9WH+PDL5M+Sd7FFcakT8bP+byitgYMbBrh87KDKEzxZ07zdfFSPdyR6uYOzV69oKCuwbNwMrpz5yEtNBRx+/byba3BQ/jQTeGXL1DQ1oZW335QMjPnmTuzU9DUhHrzFojduaPQ6j64ly3mr9mGKhWsUO2vcjh67hoSk5LRrX1L/vq81VtgamyEKSMH8O0Pbh58/byKVpYICQvHziOnkSZKwzC7rHUWmzesgz3/nEMxU2M+dNPdyxdHzl5Ftw7p+5QllsI74HN60hfmy9dguHt4Q09XB8XMTbFx50Fez1ULZ/DX+3TrzNfIc9i+H91t2uHVWyfcuv8IO9Ytyzomfbtj/koHVPmrPKpWrohjpy+mH5Mca+3Jwq19VzDSYQL8nL3h6+iFtiM6Q01TjWdSZEY6TERkcDjOrU1Pm80SOLC19BhlFWWe9r5k5TJIjk/i2RGZKs1q8As3lhnStIw5+swbhCDvL+J9ylLSxdPQnjoXQi93CDzcod41ve0n301v+9pT5yEtPBQJR9LbfvKNi1C36Q7NUZOQdPUcD/JYMhb2c0H3KSt39l3BcIcJPGBjx75NxrFnWTiZ4Q4TERUcjvMZx54tncDWyNs7eRPCPofynjv+O8UnITkhif9898A1dJ7YE8F+QTzw6zbdjs/je3/7FWTtNm87E3nbYQlf2o2wyWg76Rlz2WtRwRE4u/afXG2H/WxgZpSr7bCgjo3Jzmw7fecNzmg70rPw/oqH+66hv8NYHrD5O3qh+YhOUNVUw8sz6UvI9HcYh+jgCFxbm75uaKsxXdBxam8cnbyVL5vAev8YVv+UhGTeC9lmQnd8vPuGz83TMtBBk8HtoGduAKdrkolEftXTfdfR02EMvjr74LOjNxqN6AhVTXW8zah7T4exiAmOwJ21p/h20zG2aD21F05P3oaoz6G8949Jyag783jPVfTdOgl+r9zh89wV5ZvXQMXW1jhgl57UTZb27TgCh+0r4ez4EY7vnDFizCBoamrg9PH0NWY37liJb0EhWLM8PQv4gd3HcPrKQYwaPxj3bz9Glx4dUL1mFcyZmjXSZP+uY5g03R5+3gEI8P+CGfMm8ODv9jXZt53ka2egOXYOBD4eEHq5Qa1jL74MAsvCyWiOnYu0yFAkndyXXv7OJai16waNIROQfPMCFIuVgHq3/ki+eV68T43hU6DaqDXiHBZAlJgABb30ax1RQrxMp02kPrsGte5jkfbVB8LPXlBp2AkKqmpIfZfedlR7jIMoJgKpdyXXy1Wu3RJC9zdAYnoCHwkaWlDUM4aCTnqdFYwteE+PKC6KZ+okRRcFeoWEDbdkSxNUrlyZz6vz9fXF9evXMXPmTD5XjgVxbNmEBQsW5Psee3t73vPWt29ffmHGsmayoPHGjR+/oNHV1cWjR494wBkTE8MTsrAhoR07pqcbnj59Op+nx+rAgk+WnZMtm8B63vLD9sEC1r1796J48eI8UJW1yCtP+Zp5FjP6QcXEAAmuvvActJQnZGHUipv8VPe9Ydem/G5ZxKXCvQOW/OABYvX0oT10eMaC6V6InD1TnKBFydRUYqgaC+50p8/kZdPiYnmPYMSE8XxphuzUW7Xm9U+6nx7wFoYOLRsjIjoG2w+dRFhkFP6yKoNdq+fDOGPoZlBIGBSyZSZLTknF1gMn8TkoGJoa6nxphb/nTIKudnqGMoatn7ft4Ems2LwXEVExfMH0XjZtMXZQL5nX38XdE8MnzhZvs/XvmK4d22DlgukIC49AUHCI+PUSFubYvm4Z1m7ZjWNnLsLMxBhLZ0/hmTczdWzTHJFR0di27xjCIiLwV3kr7HJYLvOhm8zrq8+gY6iLblPtMhbt9sPGISvFSUIMixvzQDoTS9W/9HrWMGS2WDZ7uL/4iLV2i/lzmjqa6DlrAAzMjRAfHYe3N17g/PoTfLiZrKU8eYAEPX1oDBievri5jxdiF8/kyVMYRRNTiLLVnyUbil00E5ojx0N/6wHek5d05RwSzx0v8D5leey1DXXRdaodD9rYsd+U7dgbFTeWqHuLge2goqaCcbtmSuzn8qbT/MHc3HURahpqGLzKnveGeb52571/hTGP7xVvO3rithPg5osNQ1bkqL9Iou0su+4gpe24YE1G29HQ0USvHG3n3PrjhdJ2HK8+58e/w9Te/Ph/cfPH7iGrxUlODHLUv/HAtnw9wmG7pkns5+ams7i16SzveTezskDdntN4sp34qFgEfPDB1t5L+FILsuRy9QW0DHV58KZtoo8gN38cHrIa8WHp8wD1ixtJtJ16A9vwuvffJZlA7P6mc/zBuN16w5dpaDauKzovGYIwn698sXT/N7/eu5/TlQu3YGhkyBc4Z8lS2PDKQb3HiJOpWJQohrRs37lvXzlh0ug5PHibtWAy/Hz8MWrgZHi4ZS2Zs3PLAWhoaWDVxsXpC6a/eM/3mZws+7nlqS8eIFFXDxq9hkJB35Cvo8eWRxBlJGhRNDaVGKYpighF3OpZ0Bg0Hjpr9vMgMPnGeSRfPiEuo9a2K/9XZ9Emic9iyyywZRdkRejyHCmaulBp1Ruq2vp8zl3S0dVARoIWFrCl5cidoGBUDEql/0Li4ZVS96lcsQ7UeowVb6v3mcz/TXlwFqkPzkKuZft/JLkpiGSVaYMUSWztPNard/Fi+l08WXtTIquXR96ULC/bi8r/msHRbZBnCupZgaO8sa8zC/JsXbXcmV/lyWxnE8gzIeT3a1sfsl8Y/r+kJeczXo7ESGYglScf2ss2O+d/TaW8GeSZ1jLJHsQ/RfzCH8tAL0tay398qbP/GvXoEUIIIYQQQuTPHzC3/08m37emiAS2/AKb25fXg71OCCGEEEIIKfqoR68IsbCwgKOjY76v/6hDhw79Yq0IIYQQQggh/zUK9IoQtsA5W36BEEIIIYSQok6ULZEdyY2GbhJCCCGEEEJIEUM9eoQQQgghhBD5Q8lY8kU9eoQQQgghhBBSxFCPHiGEEEIIIUT+UI9evqhHjxBCCCGEEEKKGAr0CCGEEEIIIaSIoaGbhBBCCCGEEPkjouUV8kM9eoQQQgghhBBSxFCPHiGEEEIIIUT+UDKWfFGPHiGEEEIIIYQUMRToEUIIIYQQQkgRQ0M3CSGEEEIIIXJHREM380U9eoQQQgghhBBSxFCPHiGEEEIIIUT+UI9evqhHjxBCCCGEEEKKGOrRI79VTKoq5NVSXzPIM+UmKyDP4iCEvNr9Zi3k2cg6MyHPEkSpkGcuiUGQV+PVKvzuKvxf01RWh7zq/1QD8qzWc/nuW1m5DH+mNFowPT/y3eoIIYQQQgghhORCgR4hhBBCCCGEFDE0dJMQQgghhBAifygZS76oR48QQgghhBBCihjq0SOEEEIIIYTIH+rRyxf16BFCCCGEEEJIEUOBHiGEEEIIIYQUMTR0kxBCCCGEECJ3RCIaupkf6tEjhBBCCCGEkCKGevQIIYQQQggh8oeSseSLevQIIYQQQgghpIihHj1CCCGEEEKI/KEevXxRjx4hhBBCCCGEFDEU6BFCCCGEEEJIEUNDNwkhhBBCCCFyR0RDN/NFPXqEEEIIIYQQUsRQjx4hhBBCCCFE/lCPXr4o0CvClixZgosXL8LR0RFFQfFh7VFqnC1UTfUR5+oPj3kHEPve+7vvM+3WCFV3T0HojddwHrpO/LzljN78NfXiRkhLESD2gw98Vp1EzDuvQql/s0Ht0dbeFrom+vjs5o/Tiw/A30l6/RvbtUb9Hs1gUbEk3w5w9sGldSfE5RWVldBlhh2qtKgF41KmSIxNwKcnzri45jiiQyILpf5NB7VDq4z6f3Hzx9nFBxGQR/0b2rVCvR7NUCyj/oHOvriy7oS4PKu/zYy+qNyiFoxKmSKJ198Fl9ccR0wh1L/VoA7oYN8Feib6CHTzxz+L98PXSfr/s0X5Eug2zQ5lqpWFcQlTnFh2EHcOXJMoo66lju7T7VCrXX3oGusi4KMfji89AL8P32+PP+qNozMOHj8LV3cvhIZHYPOqhWjdrFG+73n17gPWbd0DL19/mJuawH5IP3Tr3FaizIlzV/h+wyIiUbFcWcybOhbVKleUef1bD+qAjvZdM469H44t3g+fPI598fIl0T3j2JuUMMU/yw7gtpRj32N6P9TOOPb+H33xz9ID8C2EY8+0H9wJXUZ3g76JAfzd/HBg8R54OXlKLVuifEn0nd4fZatawbSkGQ4u3YfrB67kKmdoZogBc4egVgtrqGmo4ZtfELbP2Ir/sXcXUFF0bRzA/5SUdNqBrdjdgQkoNiY2dndhN3aL7Wthdzc2Soc0It2IpPCde4GFhQV5dfl0fZ/fOXNkdu8OD+PszDxzy9dZ/OeeoWMGYMzk4dDW1YKHqxfWLt4C549uhZbvbtoF0xdaolyFMgjw/Qzr1bvx7OFLkWWtNi+EuUU/rF+6FScOnkVJMLQwQiNLYyjpqCHSPRDPlp9AuIOvyLJVezRF02m9oVZJD9JyMoj1C4PDwVvwvGQnOO+0mDcAlTs3hGpFHaQmJOHzcxe82nAOiWGxFHs+Q8cMxNg8x86axZt/eOzMWDhRcOxsWb2r0GNnBT92+mMdP3bOlEj8JiNN0N+yPzR0NODn7od9y/fhk+MnkWUr1qiIEbNHoJphNehV0MOBlQdw9fBVoTK9hveC8Qhj6JXX4+sBnwJwZscZvH/yXuyxtxjRFe0sTVBaRw2h7oG4YXUcQYVcb5uad0Kjfu2gl329/eLsh/ubzxUor2NQFt0XDkGVFrUhLSuNcK8vOD1pO+KCo8QeP/lzUNNNMcvMzER6evrvDuOvo9unFaqvHAl/6wt413UBvroGoOHZJZDTVi3ycwoVdFDNagRiXxW8OH3zDebJ4puOc/Gh93Ikf45Aw3NLIaelIvb4m5i0Qv+lI3FzxwWsN16AL24BmHZiCUpriY6/ess6eH/NDtuHrMTmfksRExKFaSeXQk1Pg79fSrEUKtStgtu7LmK9yQIcnGgNXYOymGgzHyWhkUkr9F06End2XMRm44U8/sknFhcRf13YX3uJXUNWYWu/ZTz+ySeXCMVfvm4V3N11EZtNFuLwxK3QNSiDCTbzxB57M5PWGLzUAtd22GKl8Xx8dvPH7BNLoVJI7KUU5RERGIYLG/9BbCFJ56iNk1CnbQPYzN6J5d3nwPW5I+aeWg51PU2xx5+UlMwTsSVzJherfFBwKKbMW47mjRvgwrE9GDHIDFYbt8Pujb2gzO0HT7Fp10FMGjMMtkd2oWa1KrCcvRRRMeK9YWxu0hpDlo7C1R3nYWU8D5/dAjD3xLIi9n0pvu9tN54qdN+P2TgZ9do2wMHZO7Gk+2y4PHfE/FNW0CiBfd/apC0slo6B7Y5zWGAyGwHuflhycgVUtdRElmdJW3hgGP7ZeBIx4dEiyyirKmP1xQ34nvYd6yxWYZbRVBxfcxSJcV/FHn/PPkZYsHIm9myxQX+jkfB09cKhczuhqZ31PcyvYTNDbDmwGhdPX0O/LiPw8PZT7Dq+GdVrVS1Q1qhXRzRoUg9hIeEoKdVMW6DtsmF4t/0yzvVaiii3QPQ+uQCKhRw/KbGJeL/rGi6YrcSZbovhfv4ZulhPQMUOhvx9WcVS0KlXGe92XMG5nstwa/x2qBuUgfGR2RR7Pj37dMXC7GOnn9EIfuzYnNtV6LHTqFl9WB9Ygwunr6Jvl+F4cPspdh/fguq1DAo5dgxL9Nhpb9oe45eNx+ntpzHNeBp83X2x+tRqqBX23VWQR0hgCI5uOIroQr67kaGR/P3pxtMxw2QGHF86YpnNMp4kipOhSUv0Wjocj3Zcwh7jJQh1C8SoEwuhXMixU6VlHThde4nDQ9Zgfz8rxIVEYdTJhVDNvt4ymhV1MeGCFSJ8gmEzZDV29ViIx7suIz0lTayxkz/Pfz7RS0hIwLBhw6CsrIwyZcpg27Zt6NixI2bOnMnfP3nyJJo2bQoVFRXo6+tj6NChCA/PPTk9efIEUlJSuH37Npo0aQJ5eXm8ePECPj4+6NOnD/T09FC6dGk0a9YMDx48EPrdISEhMDY2hqKiIqpUqYLTp0+jcuXK2L59u6BMbGwsxo0bBx0dHaiqqqJz585wdHT84d917NgxrFy5kpdl8bGFvTZmzBiYmJgIlU1LS4Ouri4OHz7M19nfP3XqVL6oqalBW1sby5Yt40lsjpSUFMydOxflypXj+65FixZ8X5SUChNNEHzqIULOPsG3T1/gOe8QMpJSUXZIp8I/JC2FOnunwW/zeSQFFLyghF2yQ8wzZyQHhCPRMwhey09AVlUJpetUEnv8nceZwO7sQ7y2fYJQ7y84s+QQUpNS0XqQ6PiPzdyFZ6fuIcgtAGE+wTi1YD//P6zVJuuin5yQhF0j1uDDzVcI9w2B/0cvnF9+BJXqG0CjrJbY4+80zhgvzz7Em+z4zy+x4fG3LCT+EzN34cWpezwhDPcJxpkF+yEtJYUaeeLfO2ItPt58LYj/wvKjqFgC8XcfZ4pnZx/ghe1jBHsH4cSSg0hNSkG7QZ1Flme1crbrT+LtdTukpxa8CMrJl0KTHi15mU9v3REeEIqr28/zfzsN7wZxa9eqGaZPsIBRhzbFKn/+yk2UK6OPedPGw6ByRQwd0BtdO7bFiXOXBWXYzwNMe6KvcTcYVKmE5fOmQUFeHpdv3BNr7D3GmeLp2Qd4nr3vjy05wPd9+0FdRJZntXLn1p/Am+t2SCtk3zft0ZKX8Xzrxvf5lex933l4d4ibybg+eHj2Hp7YPkSQ12ccXLyPx995kJHI8j5O3ji57hheXn+OtEJuoMwm9UdUSCT2ztvJawbDP4fD6bkDwgJDxR6/xcShsD11BZfP3oDPJz+smLcByUnJ6DfEVGT5kePN8eLRaxzZcwq+Xv7YufEA3J08MHTsIKFyuvo6WLJuDuZPWo70tJJ7sNlwfE+4nnnMk54Yr2A8XnQU6ckpqD24g8jyX167w/fOe8R4ByM+IBxOR+4i0v0zyjTLqqlmtWDXhm2E9403iPUNQdhHHzxbdgK69auitJjPO5IcOzMq+9i5dPY6P3as5q3nx07/Ib1Flh/Bj51XeY6d/XBz8sCwsQMLHDtL183FvEnLSvTY6TuuL+6cuYP7tvfx2eszdi/ajZSkFHQbLPoc7eXkhSPrjuDZ9WeFfnffPniL94/fI9g/GF/8vuDE5hNI/paMWo1qiTX2NuN64f3Zx/hg+xQR3l9wdclhpCWloMkg0ceO7cw9eHPqAULcAhDpE4zLCw7y+4WqbeoJynSdNxiejx1wd8MZhLgGIDowHB4PPiAxKh4SL+M3LhLgP5/ozZ49G3Z2drh27Rru37+P58+f48OHD0JJ0OrVq3nCxJpB+vv7Y9SoUQW2s3DhQmzYsAHu7u6oX78+vn79il69euHhw4f4+PEjevToAVNTUwQGBgo+M3LkSAQHB/ME6eLFizh48KBQEskMHDiQv8YSSXt7ezRu3BhdunRBdLToJ045Bg8ejDlz5qBu3bo8oWQLe40ljXfu3OHrOW7cuIFv377x93McP34csrKyePv2LXbs2IGtW7fCxsZG8D5LAl+9eoWzZ8/CycmJx8n+Ri8v0U2afoWUnAxU6ldF9HPn3BczMxH9zBmqTWsU+rkqcwYgLTIeIacfF+t3lB1hhLS4RF5bKE4ycjKoWK8qPO1y42dJs4edM6o0Ljz+/LVMMnKySIwt/Km/gooSMjIykBT/DeKOv4KI+Nl6lcbVix2/tJwsvv2f42f7rFK9qnCzcxKK3c3OGQaNf66ZooysNGRkZQrcDKQlp6J6s9r43RxdPNCyaUOh19q0aAJHF3fBOc3N0wstm+WWkZaW5p/JKSOufV+5ngFc8+17tl6tmMd9cfd9Kt/34r3ZkpWTRVVDAzi9cBSKn63X+Mljh2natTl8nHwwe+982Ngfx6Zb29DFXLhZrTjIycmiboNaePXsnVD8bL1h06wHLvk1aGqIV8/eCr324slrofLsBnLjnpX8ht7bU3QzRHFgzRd1Davg8wvX3BczMxH03BX6TaoVaxvl29SFhoE+gt94FFqmlIoiMjMykCLG844kx5732HmZ51jIOnbeFnrssNdf5jnWGDsRx86mPStxuISPHfbdZU0wHV44CMXP1ms1Fs95gp0zWa2hgqIC3D+I87wpg7L1qsDbzkUodrZesZjXW7ns+4Wk7Ost2+81OzVElF8orxlc9H4fJl5ZhdrdmootbvLnkv2v1+axhIbVpLHkiTl69CjKli0rKMNqwHJUrVoVO3fu5LVzLJFjNXU5Vq1aha5dcy/WmpqaaNCggWCdJYuXL1/mCSVLkjw8PHgN37t373iNIcMSqerVc7/IrGaQJVos0WM1hcyWLVt4wnnhwgVMmDCh0L+N1RKy+Fiyxmoic7Ru3Ro1a9bkNZXz588X/M0sUcv791SoUIHXbvITRM2acHZ25uvjx4/nySr7DPs3Z1+x2j2WQLLX161bB3GS01Tl/RNSI4SblbF1peq5/1d5qTWviTJDO+Ndl6KbMmp1bYy6B2ZCRrEUUsNi4TBoDdKiE8Qaf2kNVX5zGh8pHH9CRCz0DETHn1/fhcMQFxbNk0NRZOXleBnW3DP5axLESTk7/oTIOKHXEyLiih1/74XDEB8WLZQs5o+/z8Kh+HDtpVjjV9FQyd73wrHHR8SijEG5n9pmcmIyvO09YTp9AEK8gxAXGYcWvdvAoHENhPuLv1bm32J97rQ0hZtXaWmo42viNySnpCA+/iu+f88oWEZTA36BQWLf93H5jvu4iLhf2vde9h7oPX0AryFk+75V77Y8cQwT875XyT7uC8QfGYtyBuV/erus71634T1ww+YqLu2xRbX61TFm5Xheu/H04o8fShWXuqY6P/9HRQg/FGTrVaqJbrXA+mJFiiivrZvbLHbctJH4/j0dJw+dQ0lS1FTh5/2kCOHv7rfIOKhXK1Nk8jPq3S7IlJJF5vcMPF16jPdlE0VGXg6tF5nj09VXSBPjeUeSY2c0Cjl22LFRpVrlQo+dqIioAuXZ6znGT7PA9+/fcfJQyfTnzKGqmfXdjYkUbv4dGxmLCgZZ/dh+VuWalWF9xRql5EshKTEJqyes5jWG4qKUfd78mu+a9TUijvexK44eC4cgPiwGPtnJorK2KuRLK6L9JFPct7bltXrVO9TH0P0zeXNP/yIeJkgCml6haP/pRM/X15c/3W7evLngNdZUkSU2OVgtGhvUhNXoxcTE8BoHhiU5derUEZTLSdZysESQfe7mzZu89oz120tKShLU6Hl6evITKauhy1GtWjVoaOTefLHfybajpSXcLINthzUN/VmsVo/VHrJELywsjNcWPnr0SKhMy5YteZKXo1WrVrC2tuYnaZb0sX9r1BB+Ks+ac+aPNf/7bMkrNfM7SknJQJxklBVQZ880eMw58MOkLcbOFe86z4OclirKDu+Ceodm4X3Pxbwm8E/RbVIfNDFtg+3mK0S2p2c3FON2zwKkgLNLc2td/xRGk/qgsWlr7DJfWWj8o3fPZI8dcf4PjF+UQ7N2Yszmydj69hC+p39HgIsv3lyzQyXDgn2ZiHgdnLUTYzdPwY63NoJ9//raC1Q2LNgX6E8kLS0FH2cfnNl8iq/7u/qhQs1KPPkTZ6JXEurUr4URE8zRv8sI/KlSvybjXI8lkFOSR/m2dXk/ufiACN40Mv95p8e+afy882TxMfwJJDn2H6krOHaGQ5IF+QZhao+pvK9t215tMWfrHMwfNF+syd6vYMmcoWkr2JivFlxvc+7l3O/b4+Xh2/xn1syzYuMaaD7MSOITPVK0/3Si9yOJiYno3r07X/755x/eT44lamw9NTVVqCzrp5YXq+FiTUFZDRxL4FgN24ABAwp8rigsyWP9BkX1fVNXV//pv4s1GWVNTVnTy5cvX/L+ge3atftXccnIyPAkmP2bV95awfzWr1/P+w0KxaJUBxal6xb5+9Ki45GR/h2ldIT/ZraeGl5w8AjFynpQrKiL+icXCF6Tks460XX8cgZvWs9EUkAYX8/4loIk/zC+xNt7oeWrHSg7tDMCdl6BuHyNiec3pKrawvGr6KjzmqWiGI03RbdJZtg5bDW+eOQ2+xVK8vbMgmZ5bewYskrstXlMYnb8KtrCndhVdNR4rWRROo834YnenmFrEFxI/KP3zIRmeR0+cIu440+IScje98Kxs5FD434Qe1HYgCEbB1vxJqmKpRX5tibunsVf/920NTUQFS38JJsNslJaWYn3w5NRl4aMjHTBMtEx/LPi3vdq+Y57NR21X9r3bLCT9YOXC+37ybtn89fFKSH7uC8Qv7Y6YiN+fmTYmPAY3t8vry/en9GyZyuIU2x0LH/AqKUjPEgNW48MFz3KHntdW2T5rJqdpi0bQktbA48+XhO8zx5Yzl85AyMnmMOoqZnY4k+KTuDnfUUd4e+ukrYavuWrKROSmYk4/6xjIdItEBrVyqHJVFOhZImdd7rvmwaVclq4Mni92GvEJDl2JqaQY0f7B8eOlo5WoeWbtGyUfexcFzp2FqycAYsJ5ujStI/Y4o+PzvruauQbOEZdWx3R+Wop/y1W8x4SkNX1xdvZG9UbVEefMX14H0Bx+JZ93iyd75rFRt/8+oPzZtvxxmg/qTeODluHMI/PwttMS+ejbOYV4fMFlZqKf6Tl/zuq0SvSf7qPHmuKKScnx5tP5oiLi8OnT1nD77LmlVFRUbzvHUuEatWqVaAPXWFYvz/Wl69v374wNDTkzSdZ/74crNaQnUhZ/70c3t7evNYwB6vtCw0N5SdDlizmXdgAKT9SqlQpXvOWH6t1MzMz480s2QAto0ePLlDmzZs3QuuvX7/mzUpZYteoUSO+XbYv8seVt5lofosWLeL7N+8yRPnH7eUz077zqQ802uV2LGZPMtl6/PuCQyV/8w7Gmw5zeLPNnCXyrn1W7V2X+UgOjiz0d7GEULqUHMSJja4X6OKLmq1z4+dNYlvXg98H0UM9M10te6PntP7YbbGOT69QWJKnW1mfJ4JF9d/71fg/u/iiRmtDEfEX3iezi2VvdJ/WH/st1uNzIfGzJE+nchnsGba6yP57Px97Oq/xqZ0vdrbu88Hzl7fPBuZgiYaSqjLqtW8Ih/vCfVR+hwb1auGNvfCATa/efUSDeln9B9k5r07N6njzPrf/Cmup8MbeQVBGXPve38UHdfLt+zqt68O7iOP+Z/f9RzHve3ZD5+vsA8M29YXiZ+uffuHY8bR3R9mqwk2wylQph4gvERCntLR0uDp6oGW7ZkLxt2zXFA7vRTehdnzvLFSead2hhaD8NdvbMOs4FP06DxcsbORE1l9v3ODpYo0/I+07wp39UKFNngeBUlK8pivUvvjTULBzukyec3pOoqReRQ9XhmxAcgmcdyQ59rzHTqsCx06zQo8d9nre8gWPnVvo03Eo+nYeLljYsXO4BI4d9t1lSViDNg2E4m/YpiE8Poi39kpaShpyYrxnYNfbYBc/GLSuKxQ7Ww8s4nrLpmLoNK0vjlts5NMr5N9mkJMvtKsKNxvWrlIGsV8Kvx8if4f/dI0eG0nTwsIC8+bN433q2MiTVlZWvJMt+2JVrFiRJ0u7du3CxIkT4eLiwvvaFQdLii5dusQHYGHbYqNW5jT7ZFjSaGRkxPvZ7du3j998scFTWM1fTjU7e581mWRJ2aZNm3hTSTZ4C2sOyhLI/M1F82MjePr5+fF59MqXL8//3py+fqz5Jht9kyVsbB/kx2ou2UA1lpaWfHAatg9Y002GxcFGKmU1g+w1lvhFRETwgWfYQDRsJFFR2O/O+f05itts8/P+G6i9cwoSHHwR/9EbFSb0goySPILPZtV21t41BSmh0fBdewYZKWlIzPM0i0mPS+T/5rwurSSPyjP7IfLue6SGxUBOUwXlxvRAKX1NhF9/BXF7ZHMDI62nIMDZFwEO3ug0thfkleTxyjYrfgvrKYgNi8bVTVnzCXWd2Acmswbh6IydiA4Kh2r2k+GUxGSkfEvhF/zx+2ajYt0q2Dt2I6RlpAVlWMLHTuzi9NjmJoZbT8ZnZx8EOPig49heKKUkz0fhZIZbT+F9CK9nx280sTd6zRqE4zN2IioonNf+5cSfmh3/2H2z+BQLB8ZugpSMtKDMNzHHf9fmOsZZT4W/sw/8HLzRdawx3/dsFE5mnPU0xIRF4eKm03yddWJnc+nldOpnUyZUqFOZx85Gd2Tqtm/Av6ehPsE80R60eARCfL4ItilO374lITAoWLD+JTgMHp98oKaqgjL6uti27yjCI6Owftlc/v4gM2M+R571nsPoa9INb+0dcffRM+zdvEqwjZGD+2LJWmvUrVUd9erUxKnzV5CUnFJgrr1fdcfmOsZbT4Ofsw98HbzQfawJ3/fPbbOaik/g+z4atpv+Eez7cnn2vYaeFirWqcz75uXse5bUsVNkiE8w9CrrY/DikXzf52xTnFg/uinWM/hommyETOMxppBXUsBj26wRlKdunYno0Cic3nRSEDObS4//XEoOWvpaqFynCpITkxCaHf8Nm2tYc2kj+k4ZgFc3XqBawxowGtoNBxbtFXv8x/efxvpdVnBxdIfzB1eMtDSHopIiH4WT2bB7Bb/Z3rY263efOHQWJ64cwKhJQ/H0vh169e2Gug1qw2pOVr/r2Jg4vuS/qWa1Nv4+BWvsf5XDodsw2mqJcCc/hDn4oMHYHpBVlIf7+af8faNtlkgMjcGrjef5epMpprxsXEAYT5AqdW6Amv3a4Gl280be5PHAdD5NwY1R1vy8yea4Y1jSxBI0ij3Lsf2nsSH72HH64AoLyyH82GGjcOYcO+EhEdi6dg9fP5l97IyeNAxP7r+Acfaxs7wYx46fj3gHQGMu21zGbOvZ8HL2wieHT+gztg8/99w/f5+/P2fbHESFRuHYxmOC727F6lnTJMiWkoWWnhaq1qnK++Hl1OCNWjCKj7oZHhwOJWUldDTrCMNWhlg2YplYY7ezuYX+1hPxxdkXQQ4+aD22J0opKcDeNuvYGWA9ifd5v7cpq59su4mmMJo1AOdn7EZMUASv/WNSs6+3zIuDNzB413T4v/WA7ys31OjQADW7NMZh8zVijZ38ef7TiR7DRpNkSRxLetj0Bazf2ufPn6GgoMCbarIar8WLF/NBWFgNG2uK2bt372Jtlw3kwgY/YbVvCxYsQHy8cL+vEydOYOzYsWjfvj2vCWNNG11dXfnvZtiN5K1bt7BkyRJe68aSKVaOlWfTNvxI//79ebLZqVMnPk0Dq8HLGTGUJZGsWSgblTPv4DM5WBLH+gKy/ousFm/GjBlCg7+wba1Zs4Ynp1++fOF/I+vXl3/qBnEJv/qK96OrOn8QnzA9wdUfjkPWIS27GYxCOe1/V33/PQNK1crCcNAcnuSlxSQg3sEHH/pY8akWxM3+xiuU1lTlyVvWhOn+vKYuZ4ATjXLayMgzfUX74V0hJy+HCfvnCG3n5nZbvqjra6JB16ynp0tu504Cz2wzXwGv14VPavszPmbH3ytP/Pss1ueJXwuZmbkPMtoM78oHWBmbL/7b221xe/sFHr9hdvwLb28SKrPTfCW8xRj/uxsvoaKpCrNZ5oJJu7dZrBUM0KLJ931u7Op6Glh5a4tgnU32zRaP167YZG7FX1NSUUL/+cOgoa/F5z+zv/0al7ac4U1uxM3FwwtjpuU2Q2bz3zF9ehph7dI5iIyKRkhYbkuD8mX1sWfzKmzaeQCnbK9AT0cbKxfM5CNvCv4mow6IiY3DbptTiIyORq3qBthvvVqsTTeZtzdeQlVTDf2y932gux+2WKzJt+9zj3sNPQ2svpX1QInpZdmHL+6vXbAhz74fmGffv7/9Ghe2nC6Rff/yxguoaqli8OyhfMJ0fzc/rB25kg8Cw2iX1eajHubGr4nNt3Onx+lt2Zcvrq+cscJ8KX+NJY2bJ6zHsAUjMGD6YIQHheHYShu8uJJ1EydOt68+gIaWBqbPn8AHxXB3+YQJ5jMEg2yUKacn9ADS4Z0z5k1chhmLJmLW4sl80utpFvPg5VFyIyQWxfv6GyhqqqL5nP5Q1lFDhFsAro/YhKTsPtQq5bSFpv2RVZJHh7WjULqMJtKTU/lUBfdn7OPbYZT1NVC1W9b3YMg94UHDLg9cW6Av3H81dub21fvQ1FLHtPmW0Mk+dsabTxccO2XL6QsNgvHxnRPmTlyKmYsm8WPH3/czplrMhZfHz48n8CvYNAlsUBY2CTqbMN3XzRfLRyznA7IwOmV1hI59TT1N7L6T2/xywMQBfHF65YSFgxfy19gcfCxB1NTVRGJCIvw8/HiS9/F5bssscXC+8RrKmqroMmsA7+IR4h6AYxYbkJh97Kjlu962GG7Er7dD988S2s7D7RfxaPtF/rPb3fe4tuQw2k/uA5MVFoj0DcaZSdsR8P7XW7b8dhIyzcHvIpWZ90xDeL88Njccq6liSdj/U1BQEB/tko3GmTMKaElh/ezY38kStn79+gm9x+bRa9iwodB8fiXlkZ7w/EyS5IIiJJosG71Fgn2F+G/s/18OvBdObiXNuKbin9j+/+lbZsnN3/X/4JKUOz2OpJki/3NTaxDx2J0iuTf2VRV0IMkaSf/82Ap/grX+Wa1e/jSxg4uYT7mEqZ/7swfQYv7zNXqsjxzri8dqrlifMTZNAsMmOy9pbKRLlnCxPnxsZE5Wm8iaW7Iau5LCnmBFRkbyRJYN6FKc2klCCCGEEEL+NDS9QtH+84kew5pjsukOWH+8Jk2a8EnTizPYya9iUzuwZqFsmgfWf44182Sje7L+esXBml0GBIhu237gwAHej05U3zs2yibrs8eapbKBXgghhBBCCCF/l//8XT4bSIRNE/A75Ezd8LNY/z2WLIpSWB8+VmP4o9a6oqZzIIQQQgghhEiO/3yiJ8kqVar0u0MghBBCCCHk96DBWIr0n55HjxBCCCGEEEL+RlSjRwghhBBCCJE4NBhL0ahGjxBCCCGEEEJK2J49e/h4GWzO7BYtWuDt27dFlmfzYE+ZMoXPfS0vL48aNWrwMTqKi2r0CCGEEEIIIZJHgvronTt3DrNnz8b+/ft5ksfmq2aDMrKR/3V1dQuUT01NRdeuXfl7Fy5c4PNfs9H22fRoxUWJHiGEEEIIIYSUoK1bt2L8+PEYPXo0X2cJ382bN3HkyBEsXLiwQHn2enR0NF6+fCmYeo3VBv4b1HSTEEIIIYQQQv6FlJQUxMfHCy3sNVFY7Rybzs3IyEjwmrS0NF9/9eqVyM9cu3YNrVq14k032bRp9erVw7p16/D9+/dix0iJHiGEEEIIIUTiZGb8vmX9+vVQU1MTWthrokRGRvIELf8812w9NDRU5Gd8fX15k032OdYvb9myZbC2tsaaNWuKvX+o6SYhhBBCCCGE/AuLFi3ife7yYgOmiEtGRgbvn3fw4EHIyMigSZMm+PLlCzZv3gwrK6tibYMSPUIIIYQQQojk+Y2DscjLyxc7sdPW1ubJWlhYmNDrbF1fX1/kZ9hIm6xvHvtcjtq1a/MaQNYUtFSpUj/8vdR0kxBCCCGEEEJKCEvKWI3cw4cPhWrs2DrrhydKmzZt4O3tzcvl+PTpE08Ai5PkMZToEUIIIYQQQkgJYs08Dx06hOPHj8Pd3R2TJk1CYmKiYBTOkSNH8uagOdj7bNTNGTNm8ASPjdDJBmNhg7MUFzXdJIQQQgghhEgcNiiKpBg8eDAiIiKwfPly3vyyYcOGuHPnjmCAlsDAQD4SZ44KFSrg7t27mDVrFurXr8/n0WNJ34IFC4r9OynRI4QQQgghhJASNnXqVL6I8uTJkwKvsWadr1+//unfR4keIYQQQgghRPJIUI3e70CJHvmtAmSL15n0T9Q/KQ2SrFFr0fO2SIrMdEiscU3nQZLZvN8MSba66TJIslQFXUiqL9KSfVcm6QMbRKXEQ1JZS1WDJCsrn/i7QyD/QZToEUIIIYQQQiSOJPXR+x0k/eEUIYQQQgghhJB8KNEjhBBCCCGEkL8MNd0khBBCCCGESBxqulk0qtEjhBBCCCGEkL8M1egRQgghhBBCJA7V6BWNavQIIYQQQggh5C9DiR4hhBBCCCGE/GWo6SYhhBBCCCFE8mRK/e4I/mhUo0cIIYQQQgghfxmq0SOEEEIIIYRIHBqMpWhUo0cIIYQQQgghfxlK9AghhBBCCCHkL0NNNwkhhBBCCCESJzODBmMpCtXoEUIIIYQQQshfhmr0CCGEEEIIIRKHBmMpGtXokX/t4MGDqFChAqSlpbF9+/bfHQ4hhBBCCCEkH6rRI/9KfHw8pk6diq1bt6J///5QU1NDx44d0bBhwxJP+mpZGKHeJGMo6qghxi0Qr5edQKSDr8iylXo2Rf1pvaFSWQ/ScjKI9wuD64Fb8LloJ7J8qw2jUWtEF7yxOgk3m7slEn/50d1QcbIpSumq46tbAD4tPor4jz4//JyeWWvUOzADEbffwWnUFv6alKwMqi4cDG2jRlCspIv0+G+IfuYC7zWnkRoWI/bY5XuaQcHMHNLqmvju74NEmx347uVRaHkppdJQHD4OpVq0h5SKCjIiwvDt8C6kfXjD35etUx8KZkMga1AD0praSFi/BGlvX4g9bkH8vcyg2M8c0hqaSPfzwbcDO5BeVPzKpaE0YhxKtcqOPzwMiYd2Ic3+zU9v81d0GdEDPS37QE1HHZ/d/XHK6jB8Hb1Fli1XvQL6zjZHZcOq0Cmvi39WHcG9IzeFyigoK6DfnCFo0q0FVLVVEeDqh39WHoGf04+Px3/jvYMzjp6+ADcPb0RERWPH+mXo0r51kZ95+8EJm3cdhLdfAPR1dWBpMQRmxl2Fypy5eJ1vNzI6BjWrVcXiWZNgWKcmSkLzEV3RxtIYpXXUEOYeiJtWx/HFUfR5p4l5JzTs1xa6NSvw9WBnPzzYfE6o/Cr/f0R+9u6607A7KPz/JA69RhrDzLIfNHQ04O/uh4PLD8DL8ZPIshVqVMTQ2cNgYFgNehX0YLPyIK4fvlbotvtPHoCRC0fh2uGrOLzyEEpCyxFd0d7ShO//UPdAXLM6jiBH0cdpM/NOaNSvHfSz9/8XZz/c3XxOqPyALZZoMqCD0Oc+PXXEUYuNYo+9xYiuaJcn9htFxN40O3a9PLHfzxc7o2NQFt0XDkGVFrUhLSuNcK8vOD1pO+KCo1ASFiyejhEWA6Gqpoq3bz5g/qwV8PUNKPIzY8YNxZTpY6GrpwNXFw8smrcaHz848/fUNdSwYNE0dOzcFuXKl0FUZDRu33yA9Wt3ICH+q1hjrzS6K6pONoW8rhri3QLhuvgY4opxzS1j1gqND0xH6O13sB+1Vei9GvMHoMLwzpBTVUbMO084zz+Cb36hEDftkb2ga2kGOR0NJLn7I2j5QXxz9Prh59RN26HKnrmIvfsafuPXC15vFHhVZPkva48h/MBlSLJMmjC9SFSj93+QmZmJ9PR0/A0CAwORlpYGY2NjlClTBkpKSv+X31uldws0txoGh62Xca3HUkS7BaLbPwugoKUqsnxKbCIcd17Dzd4rcdVoMbzPPUPbrRNQtoNhgbIVezSFTuNqSAyJLrH4dfu0QvWVI+FnfRHvui7EV9cANDy7GHLaouPPoVBBB9WshiPmlbvQ69KKpaBSvwr8tl7EW6OFcBqzFUrVyqDBiXlij71Um05QGj0FSeeOI27OeKT7+0Bl+RZIqamL/oCsLFRWWENaRx9fNy9H3JQRSNy7GRnRkYIiUgqK+O7vjcSDJV8jXKptJyiPm4KkM8cRN3M8vvv5QGVV0fGrrraGtK4+EjYsR+zEEfi6ezMyoiJ/fpu/oLlJawxZOgpXd5yHlfE8fHYLwNwTy6BSyLFfSrEUIgLDYLvxFGLDRSf9YzZORr22DXBw9k4s6T4bLs8dMf+UFTT0NMUae1JSMk/ElsyZXKzyQcGhmDJvOZo3boALx/ZgxCAzWG3cDrs39oIytx88xaZdBzFpzDDYHtmFmtWqwHL2UkTFxELc6pm0RI+lw/BkxyXsN16KULdAjDyxEMqF7PvKLWvD6dorHB2yFof6WSEuJAojTy6Eip6GoMymZpOFlsvzDiAjIwNut9+KPf62pu0wZtk4nNt+BrONZ8DP3Q8rTq2CmpaayPLyCvIICwzFyQ3HER1e9PmwWv3q6D60B/zc/FBSDE1awnjpcDzccQm7jZcgxC0QY4rY/1Vb1oHTtZc4NGQN9vWzQmxIFMacXAjVPPuf8XzigLXNJgmWM9N2l0jsvZYOx6Mdl7DHeAk/dkYVEXuV7NgPD1mD/dnHzqh8sWtW1MWEC1aI8AmGzZDV2NVjIR7vuoz0lDSUhGkzx2O85QjMnbUCPboMwrfEJJy7fBjy8qUK/YxZv55YtW4Rtmzcgy7t+/JE7/zlw9DWzjq36OvrQr+MLqyWbkT7ViaYNnkROhu1w47da8Uae5k+LVF75Qh4WV/Ei66LkeAagBZnF6LUD665ihW0UdtqGKLyXXOZqlNNUXlcD7jMPwy7XsuQ/i0FLc4thLS8nFhjVzdti3LLxiB0+zl4Gs9GkrsfDE6tgGwh39scpcrrotzSUfj6xrXAe85NLISWgDk7kZmRgdjbL8UaO/nzUKInQkJCAoYNGwZlZWWezGzbto3XWs2cOZO/f/LkSTRt2hQqKirQ19fH0KFDER4eLvj8kydPICUlhdu3b6NJkyaQl5fHixcv4OPjgz59+kBPTw+lS5dGs2bN8ODBA6HfHRISwpMoRUVFVKlSBadPn0blypWFastiY2Mxbtw46OjoQFVVFZ07d4ajo2Ox/jZWrlOnTjx29lkW3/v37wXvHzt2DBUrVuQJXN++fWFtbQ11dXXBe4aGWYlS1apV+d84atQoPH36FDt27ODrbPH394e41R3fE59OP4b3+WeI8wrGy4VHkZ6Ugurmwk9mc4S+ckfgnfeI8w5GQkA43A7fRYz7Z+g1F37qr6SvgZZrRuLZ1L3ISP+OklJxojG+nHqIkLNPkPjpCzzm2eB7UirKDulU+IekpVB37zT4brZFUkCY0FvfE5LgMGgtwq+9xjefEMTbe8Fz0VGoNjSAfDktscau0HsQUu7fQOqj28gICsC3/dZASjLku/QSWZ69zmrBvm5YgnQPF2REhCLd1ZHXBOZgNXtJpw8j7c1zscYqMn6zQUi5ewMpD2/j++cAJO7Njr9rIfEb9YJUaRUkrF2CdHcXZISHIt1FOP5/u81f0WOcKZ6efYDnto8R7B2EY0sOIDUpBe0HdRFZntXKnVt/Am+u2yEtteANoJx8KTTt0ZKX8XzrhvCAUFzZfp7/23l4d7HG3q5VM0yfYAGjDm2KVf78lZsoV0Yf86aNh0Hlihg6oDe6dmyLE+dynziznweY9kRf424wqFIJy+dNg4K8PC7fuAdxaz2uJ+zPPsZH22eI8P6C60uOIC0pBY0HiT7vXJy5F+9OPUCoWwAifUJwdcEhSElJo2qbuoIyXyPihJZaXZvA/5UbYj5HiD3+PuPMcO/MXTy0fYDPXp+xb9EepCSlwGiwcA1pDm8nLxxbdxTPrz9DWhHJg4KSAmbvnIs9C3fha5x4a2HyajeuF96dfQx726cI9/6CK0sO82O/aSH7/9zMPXh96gFC3AJ4MnRpwUF+TTJoU0+oXHpqutD/QXJ8othjbzOuF96ffYwPtk/5sXN1yWF+7DQpJHbbmXvwJjv2SJ9gXM6OvWqe2LvOGwzPxw64u+EMQlwDEB0YDo8HH5AYFY+SYDlpJLZu2Yc7tx7CzdUTUybO54laTxOjQj8zccponDp+Hmf+uYRPnj6YO9MKSd+SMXREf/6+h7sXRo+Yjnt3HsPf7zNePHuNdau3o1uPzpCRkRFb7FUmGuPzqUcIOvsUXz99gfO8w/yaW2FIx8I/JC2FhnunwmvzBXwLCC+4zQk94b3tMsLu2CPBLRCOU/dCXk8Dej2bQpx0x/VB1Jl7iLZ9iGSvz/i8aB8yklKgNbjw/Q5paVTaORshW88gJbBgDWN6RKzQotatOb6+ckZqoPC9Bfn7UKInwuzZs2FnZ4dr167h/v37eP78OT58+CB4n9VorV69midNV65c4YkNS3jyW7hwITZs2AB3d3fUr18fX79+Ra9evfDw4UN8/PgRPXr0gKmpKa8lyzFy5EgEBwfzZPHixYu8P1zeJJIZOHAgf40lkvb29mjcuDG6dOmC6Ogf10ixBLZ8+fJ49+4d/yyLUU4u62nUmzdvMHbsWN4008HBgSeEa9asEXx28ODBgsT07du3PCllCV6rVq0wfvx4vs4W1n9PnFjTS636VRD8PM9TqsxMhLxwhW6TasXaRpm2daFqoI+w13ma1klJof3OiXDZdxOxn76gpEjJyUClflVEP89qusJlZiLmmTPUmlYv9HNV5gxAamQcQk4/LtbvkVVV4k/o0uO+iSPs7I3KQsagBtIc7YViT3Oyh2zN3JvXvOSatUG6pyuUJsyC+tHLUN1xFAr9h/ML0f+drCxkq9VAar74Ux3sIVdI/KVatEG6hyuUJ86CxonLUNt9FIoD88T/E9v8WTJysqhczwCudk55flUmX6/WuMbPbVNWGjKyMgVu5FOTU1G9WS38To4uHmjZtKHQa21aNIGji7vg3Ovm6YWWzXLLsL7C7DM5ZcRFRk4GZepVgY+di9C+Z+vlGxf+vc1LTlGebycpVnQioaytihqdGsL+3FOIm6ycLG+C6fjCQSh+tl6z8a/9P1uumQT7R+/g+KJ4Dxh/BttvZetVgbeI/V/xX+1/WSTFCiejVVvWxpL3+zD74Rb0WTMGSuql/y+xe/9C7Czpq9mpIaL8QnnN4KL3+zDxyirU7ibeJCNHpcrloaevi2dPcmt8WNPKD+8d0axZI9Exy8mhQcO6eJrnM+zvZttoWshnGFXV0khI+Irv37+L7ZqrVr8KIp+7CJ2jI5+5QL2Ia271Of2RGhmPz6efFHiPdZFQ0NPg28iRnpCE2A8+0Chim/8+dlkoGRogIe93KzOTrys1Lrx5uv7MwUiPjEP0OeHKA1FktdWg1rkpos7+uKykDMbyuxZJQH30RNTmHT9+nNekseSJOXr0KMqWLSsoM2bMGMHPrGZr586dvHaOJXKspi7HqlWr0LVr7pNTTU1NNGjQQLDOksXLly/zhJIlVx4eHjyRYkkYqzFkbGxsUL167kmE1QyyJIsleqymkNmyZQtPOC9cuIAJEyYU+fexpHLevHmoVSvrQp932yxpY8nn/Pnz+XqNGjXw8uVL3Llzh6+zWkYtrazaIlabyGozmVKlSvEawJx1cZPXVIG0rAySIuOEXk+KiIOaQZlCPyenoojB9rsgU0oWGd8z8HrxMQTnOfEbTjFBRnoGr+0rSXKaqjz+1Ajh+Nm6UvXc4yovteY1UXZoJ7ztsqBYv4M1Ham2dCjCLr/E969JEBcpFTVIycgiM064CWBGbAzkylUU+RkZvTKQNmyE1GcPkLB6AWTKlIOS5SxARgbJ54/j/0lKNTv+GOH4M2NjIFW+kPj1y0C6fiOkPHmA+JVZ8StPyoo/6ezxn9rmz1LRUOFJWVykcLPEuIg4lDEo91PbTE5Mhpe9B3pPH8BrCOMi49Cqd1ueOIb5i7+vyb/B+txpaQo3s9PSUMfXxG9ITklBfDy7GcwoWEZTA36BQWKNRSl73yfmO+8kRsTzflLF0W2hORLCYuCb54Y/r0b92yMlMRnud99B3FQ1VXn8sfmOHbZe3qD8T2+3nWl7VK1ngLmms1CScvb/13z7PyEirtj7v+fCIYgPixFKuD49dYLrnXeI/hwBrUp66DZvEEYdW4B9/ZYjMyOzRGP/+i9i75Ede86DBvZQQL60ItpPMsV9a1teq1e9Q30M3T+TN/f0fyPe/sG6ujr834hw4b5/ERFR0NXTFvkZTS0NyMrKFvhMeEQUqtWoKvozmhqYPW8yTh47J7bYS2Vfc1PyXXPZunIh11yN5jVRYWhHPO+ySOT7CjpZzSZFbVNeV3xN9mU0VXkf/LR839v0yFgoFPK9VW5Wm9f2efTIanX2I5oDOuN7YhJi77wSS8zkz0aJXj6+vr78qXHz5s0Fr7EBR2rWzH2SwmrCVqxYwWv0YmJieP+KnCSqTp06gnI5yVoOlgiyz928eZPXfLF+e0lJSYIaPU9PT36SZDV0OapVqwYNjdybGvY72XZyEq4cbDusaWhxaitZs0/W/NTIyIjXDhoYGPD3WM0ja66ZF6uty0n0flVKSgpf8krL/A45KfE11xDa9tdkXO22BHLK8rxGr5nVMCQERvBmnVqGlVFnbHfe3+9PI6OsgLp7psJjzkGkRSf8sDy7KNQ7NJPXUHrMt8FvJy2NjLhYJO7bAmRk4LvvJ0hr6UChj/n/PdH7KVLZ8e/Jjt8nK3428ApL9P4GB2ftxNjNU7DjrQ2+p39HgIsvXl97gcqGWecC8uvaTTJFPdNWOGq+ptA+VI0GdYDTFbsS62MlbtpltDFuxXgsH7asyKadf4IOk0xR37QVDpmvFtq/Ttdzb27DPD8jxD0Q859v5/37fF4W7Nv0O7BkztC0FWzyxM5q9Bj3+/Z4efg2/5k186zYuAaaDzP65USv/0BTWG9fKVgfOsgSJa20ijJO2x7gTTw3rRd/P8l/c81tuGcynOccKtY1908irayISttm4fOCPfgeU7zYtQYZIebyU2T+4d/h4qIJ04tGid6/lJiYiO7du/Pln3/+4TVbLFFj66mpqUJlWR+/vObOncubgrIaOJbAsRqyAQMGFPhcUViSx/oNsqad+eX0pSsKSzRZn0KWbLKmn1ZWVjh79myBBK8krF+/HitX5l5ImN6lDWGmWr/Iz6VEJ/D+c4rawh2R2eibrFavUKy5g39W+/No10CoVyuH+lNNeaKn16ImFLVVMejtDkFx9gSw2fJhqDOuBy60FN/T6rToeB5/qewngjnYemp4wQEkFCvrQbGiLuqfzKpZZaSks05knb6cxuvWswR99nKSPIXyOvjQf5VYa/OYzIQ4ZH5Ph5SacA2KtLoGMmJFNxXOiIkC2OBD2Q9AmO9BAZDW1OLNHvl7/yeZ8dnx53lYwkipayAzpvD4M4uI/2e2+bMSYhJ4IqamLfzdVtNRQ1zEzw8+Eh4YhvWDl6OUojwUSyvybU3ePZu//jtpa2ogKlq4ppQNslJaWYn3w5NRl4aMjHTBMtEx/LPi9C173yvnO+8o66jyWqWitBnfC20nmeL4sPUI8/gsskylZjV57c75qbtQEuKj43n86vmOHbYeE/FzI/OypqDqOhrYdiv3vMlqruq2qAtjCxMMqNZX8OBTXPu/dL79r6KjhoQfHPvtxhujw6TeODxsHUIL2f85Yj6H42tUPLQq64kt0Sssdjb65tcfxN52vDHaT+qNo8PWCR07fJtp6XyUzbwifL6gUtNfH3H2zu1H+GCf21yQtdRhdHS1EBaW239UR0cLLs6ik8roqBj+AJt9Ji9dHS2Eh+UOZsUol1bGuYs2+Po1ERbDpoh1wLrU7GuufL5rLltPEXHNVa6sB6WKumh6cl6Ba27PL6fwtPVsJGd/5/Nvg63Hu4pvXILv0fHITP8OuXzfW1ltdaSJ+N7KV9KHfEU9VD2S56F1duwNfS/BrdNkpAbkttRQbl4HCtXKw3/KZrHFTP5s1EcvH9YUk7UzZ80nc8TFxeHTp6zhqFnzyqioKN73rl27drwJZP4+dIVh/f5YXz6WVLFBTVhTx7wDl7BaQ3ayY/33cnh7e/Nawxysti80NJTX/LFkMe+irS26OUV+rEnmrFmzcO/ePfTr1483TWVq167N++nl9fr16x9uj10QitO2ftGiRXxf5l2MVX7cpykj7TuinPx4rZyAlBRfD7cXPcS8SNJSkC6V1R+RTbNwxWgxr/HLWdiom6y/3r1hmyBOmWnfkeDkC812eUb8lJKCRrt6iHtfcLjkb97BeN1hLm+2mbNE3rVHjJ0r/zk5OFIoyVOqWgYfB65GekwJDIqQns5rtOTqNxGKXc6wMe+HJ/Ij7i6QLlOOl8shXbZ81qib/+/RZ9PTke4tIv4GjZFWSPxpbi68uWbe+GVY/FHZ8f/ENn8Wu7Hzd/FBnda5xw57sl+ndX14fxA9RP6/wQa2YEmekqoy6rVviI/3xd+E8N9oUK8W3uS52WRevfuIBvVq85/ZublOzep48z633xlLLN7YOwjKiMv3tO8IcfFD1da55x0+OEbregj6UPgw520tTdBhWl+ctNjEp1coTOPBHfHFyZdP2VAS0tPS4ePsjfptGgjFz9Y9P/xc7Y+TnSOmGU3BzB7TBQubquHplSf8Z3EleTn7P9jFDwb59j9bDyxi/7OpGDpP68unS2BTFPyIqr4mlDRKI0FEAvD/jp1NxdBpWl8cFxE722aQky+0qwp3V9CuUgaxX4STqJ+R+DURfr6BgsXTwxthoeFo16GVUA1c46YN8O5d7j1KXqw1lKODK9rn+Qz7u9k23uf5DNuO7eXDfLCoEeaTkJJS/Ifdxb3mxjn5QbtdnkF4pKSg1a4uYkVcc796B+Nph3l43mWhYAm7a48oOzf+c1JwFJICwpEcFgOtPNuULa0I9cYGiBGxzZ+PPR3fnH2g0ibPA3ApKb7+7YNngfLJPkFwN5rGm23mLHH33/KBVtjPadn3CzlYE89vTt58ygby30A1evmw0SgtLCx4PzbWp05XV5fXerEO/+yExUakZInNrl27MHHiRLi4uPC+dsXB+sNdunSJD8DCtrVs2TKhCyNLGllzStbPbt++ffymZs6cObzmL6fZBnufNac0MzPDpk2beNLGBm9hNXQsgczfXDR/8072d7FaRDaiZ1BQEE9o2Xx4zPTp09GmTRte48hGB717926xmm2yUUFZgsiSVtZHke03tr/yY30Kc/oV5ihus03XQ7fRdpslT/giPvqg7vgekFWUh1f2IAbtdljiW0gM7Dec5+uGU00R5eiH+IAwyJSSQ/kuDVCtfxu8XHSMv58S85UvebEngEkRsYj3CYG4Be6/iTo7JyPewYfPnVdxQi/IKMnzUTiZOrumICU0Gj5rzyAjJQ2J+Z5Cp8VlDeaQ8zpL8gwPz4KKYRU4Dt8EKWlpQY1hWuxXfqETl+Rr56E8fRHSfTz4PHEKJgMABUU+4iSjPH0xMqIjkHQqax6tlDtXoNCrL5TGTkfyrYuQKVMeiv2HI/nmxdyNKihCRj+3j5m0XhnIVK6GzK/xyIgs3oOTYsd/5TxKz1qE794eSP/kAYU+A/j0DikPsuIvPWsxMqIi8O1Edvy3r0DBpC+Uxk9H8o2LPMljg7Gwn4u7TXG6Y3Md462nwc/ZB74OXug+1gTySvJ4bvuIvz/BehpiwqJhuylrfjY2gEO56uUFA3Jo6GmhYp3KvG8eG1mTYUkdO6WE+ARDr7I+Bi8eiRCfL4Jtisu3b0kIDAoWrH8JDoPHJx+oqaqgjL4utu07ivDIKKxfNpe/P8jMmM+RZ73nMPqadMNbe0fcffQMezevEmxj5OC+WLLWGnVrVUe9OjVx6vwVJCWnFJhrTxxe2txGX2tLnrAFOfig1dgeKKUkz0dSZPpZT+T9qB5syupf1HaiCTrPGoALM/YgNiiC1+AwqYnJSP2W22yd9bWq26s57qw9jZJ01eYKZljPgrezF7wcPsF0bB8+YuaD81mDMMzcNhtRoVE4ufG44HipUD1rMC25UrLQ0tNClTpVkJSYjNCAECQlJiHwk/AcasnfUnjNc/7XxeG5zS0MtJ6IL86++OzggzZje6KUkgIfhZMZaD0J8WHRuJu9/9tPNEXXWQNwdsZuxIjY/+z/rsuM/nC585bXCmpV1EPPRUMR7R+GT89yBzwSBzubW+ifHTs7dlrni31Aduz3smNvN9EURrMG4HwhsTMvDt7A4F3T4f/WA76v3FCjQwPU7NIYh81zB00TpwP7TmD2vEnw9QlAYEAQFi6ZgdDQcNy+kTuIx8Vrx3Dr+n0cPpR1/tm/5yh27dsIh48u+GDvBMvJFlBSVsSZU5fyJHlH+H3N5AnzoKJSmi9MZGS02B4W+O2/iQY7JyHWwRdxH71ReUJPyCrJ4/PZrP3fYNckJIfGwHPtWX7N/eoh3Mc3LXtQs7yv+x28jeqzzJDoF4qkwHDUWDAQKWExCLudO3K5OITbXEUl6xn45uyNRAcv6I41hbSSAqKyv7eVts1EamgUQjae5M0vkz8JPyz6nj2KbP7XpVliatwGX9ZkPdz/W2SKp2vtX4sSPRHYZOAsiTMxMeFTELDBST5//gwFBQXeVJNNM7B48WI+CAurYWOJUe/evYu1XTaQS+vWrXnt24IFC/gE5HmdOHGCj3zZvn17XuPHmju6urry382whO/WrVtYsmQJRo8ejYiICF6OlWfTNhSFDV3MaiPZyJ5hYWE8Blajl9OcsmXLljh06BBPbJcvX86TyqVLl/4wkWVNUllyzPonsmTSz8+PJ3/i5HftDRQ0VdFobn/eZDPaNQD3hm9CcmTW/lMuqy3UkV5OSR6t1o+Ckr4mvienIs4nGM+m7+Pb+R3Cr75CKS1VVJ0/iHfcTnD1h8OQ9YIBWhTKafERM4tLvowmdHo04z+3eCxcA2nfdyViX7qJLfZUu8eQUlWHovkYPjn4dz9vJKyaJxigRVpHV2j4KZY0sffZ3Htq247wmjyWJCVfzr2plTWoCdU1uc2/lMdM5f+mPLqNxF0bxBY7j//FY3xTU4fisKz40329kWA1jw+ekhN/Zt74IyOQsHwelMZNgfquI7wmL/n6RSRdPF3sbYrT2xsvoaqphn6zzPmE6YHufthisQbx2QM9aJbTRkaeK52GngZW37IWrPey7MMX99cu2GBuxV9TUlHCwPnDoKGvhcS4r3h/+zUubDnNm5uJk4uHF8ZMyx1QiM1/x/TpaYS1S+cgMioaIWG5iX35svrYs3kVNu08gFO2V6Cno42VC2bykTdz9DTqgJjYOOy2OYXI6GjUqm6A/darxd50k8d/4zWUNFV48pY16XUATlpsRGL2eUeNfW/z7Ptmw40gKy8H8/3CgyI83n4Rj7dn3egy9Uxb8qf0ztdKdg6rF9ef82Nn6OzhfMJ0PzdfrByxXDC4j3ZZHaEba009TWy/k9uUtO/E/nxxfuWMpYNFD1JRkpxvvEZpTVWeAKnoqCPEPQBHLTbga/b+V+f7Pzf+ltn7f/h+4ab3D7ZfxMPtF/mgXPq1K6Jx/3ZQUFVGQngMvJ454/7W8/iemi722JU1VdElT+zHLDbkO3ZyY2+RHfvQfLGzuB9tz3rI5Hb3Pa4tOYz2k/vAZIUFIn2DcWbSdgS8L1jTIw67th+CkpIitu5YxSdMf/PaHoP7jROqgatcuQIfhCXHlUu3oaWlySdaZxOmuzi788+wQVyY+g3qomn2qLnvHIRHfWxs2BmfA8UzAnbI1df8mssmOGfX3HjXALwdskFwzVUsJ3zPUBy+u6/zZNFwyzjIqSoh5q0n3ppv4ImiOMVefwFZTVWUmT0UsmzCdDc/+IxYyUfVZOT4/c6/T4g1erfj95AxV5+JNV7yZ5PKzHuVIoX2yytXrhyfU44lYf9PrNaNTVfARuPMGQX0/4kltWz+QDZ3X0k4Wm44JFXFdMnuyNyo9e8dYfFXZf6fW4GK02zn4jWz/lPZvJfs/h2rmy6DJHPMKLqP4J+sjnTRE1b/6SS9v8vBmDzTwkiYYwq5A9VJorLyYpz66DdoFHgVf6KAxkXML1jCKn3486eooBo9EVgfOdYXj428yfqRsWkSGNacsaQ9evSID7jC+vCxkTlZbSKrHWM1doQQQgghhBBSHJToFYI1x2TTHbD+eE2aNOGTphd3sJNfwTozs2ahbJoH1l+QNfNko3vmTGr+I3Xr1kVAgOi+EgcOHOATphNCCCGEECLpaHqFolGiJ0KjRo34XHm/Q87UDT+L9d9jyaIoP+rDJwobJZQthBBCCCGEEMlBid5fplKlSr87BEIIIYQQQshvRokeIYQQQgghROLQkJJ/9wBShBBCCCGEEELyoRo9QgghhBBCiMShwViKRjV6hBBCCCGEEPKXoUSPEEIIIYQQQv4y1HSTEEIIIYQQInEyM6npZlGoRo8QQgghhBBC/jJUo0cIIYQQQgiROJkZvzuCPxvV6BFCCCGEEELIX4Zq9AghhBBCCCESJ4P66BWJavQIIYQQQggh5C9DiR4hhBBCCCGE/GWo6SYhhBBCCCFE4tD0CkWjGj1CCCGEEEII+ctQjR4hhBBCCCFE4mRmUI1eUSjRI7/VsiQHSKquqjUhyc5+1IUky0QmJNW3zDRIstVNl0GSLXu/GpJsdJO5kFT+md8gyVIg2ZN2ZWZK7nnztqJk7/tvkIMkO/K7AyA/hZpuEkIIIYQQQshfhmr0CCGEEEIIIRJHgiup/y+oRo8QQgghhBBC/jJUo0cIIYQQQgiRODQYS9GoRo8QQgghhBBC/jJUo0cIIYQQQgiROBk0YXqRqEaPEEIIIYQQQv4ylOgRQgghhBBCyF+Gmm4SQgghhBBCJE4mNd0sEtXoEUIIIYQQQshfhmr0CCGEEEIIIRKHJkwvGtXoEUIIIYQQQshfhhI9QgghhBBCCPnLUNNNQgghhBBCiMShefSKRjV6hBBCCCGEEPKXoRo9QgghhBBCiMSh6RWK9p+q0evYsSNmzpz5W363nZ0dDA0NIScnBzMzMzx58gRSUlKIjY0t8d+9YsUKNGzYsMR/DyGEEEIIIeTPQDV6/yezZ8/mydbt27dRunRpKCkpISQkBGpqar87NIlhMdYcE6eNho6uNtxdPbFswTo4fHAptLxxn26Yt2gqylcsB3/fAKxbsQ2PHjwXKjN30RQMGTEAamoqePfmIxbPXQ0/38ASib/ziB7oadkHajrqCHT3xz9Wh+Hn6C2ybNnqFdB3tjkqG1aFdnldnF51BPeP3BQqo6CsgL5zhqBxtxZQ1VZFoKsfTq88Aj8nH7HH3nFEd3S37M1j/+wegDNWR+BfSOztzLugVb8OKFuzAl8PcPbF5c1nhMo36t4cHYZ1QyXDqiitoYJVvebhs5s/SkqnET3yxV/4vm9nbsTjLycU/+kC5fvMGox2Q4ygpKoE7/eeOLX0IML9Q0sk/u4je6H3BDOo62ggwN0fR6wOwtvRS2TZ8tUrYPCcoahazwC6FfRwdKUNbh25XqCcpp4mhi2yQKOOjSGvKI9Q/xDsmbsLvs6i98uvaD6iK9pYGqO0jhrC3ANx0+o4vjj6iizbxLwTGvZrC93s/R/s7IcHm88JlV/l/4/Iz95ddxp2B4W/J7/ivYMzjp6+ADcPb0RERWPH+mXo0r51kZ95+8EJm3cdhLdfAPR1dWBpMQRmxl2Fypy5eJ1vNzI6BjWrVcXiWZNgWKcmSoLRyB4wnmAmOO+csLKBbyHHfrnqFdB/jjmq1DOATgVdnFx5BHeP3BAqIyUtjf6zBqN13/ZQ11FHTFgMnl94jCs7bUsk/q4je8J0Ql9B/MesDsGniGN/QPaxz+I/sfIwbuc79ne+OMjfy+/eiVs4uuygWGPvMbIXzCb05d9bf3c/2BTxva1QvQLM5wyDQfb39shKG9w4ck2ozOCZQzB41hCh14K8gzC9y2SUlIVLpmOExSCoqqni7esPmDfbCr4+AUV+Zsz4YZg6fSx09XTg6uKBhfNW46O9k+B96+2r0L5Ta+jr6yIx8RvevfmAlcu3wNtL9DnhZ7Uf0Q1dLE2hqqOOL+4BsLU6igBH0dfH1uad0bxfe8F1K9DZD9c3nxGUl5aVgencwajbsRG0KuoiOeEbPF644NrG04gLj0FJ3C/0yHPNKvp+oTzM8twvnFl1tJD7BXM0Etwv+PP7Bf8SuF/4f6PpFYr2n6rR+518fHzQuXNnlC9fHurq6ihVqhT09fV5rZ4o379/R0ZGxv89zj+Vad8eWL5mPrZt2oeenQbCzcUTpy4cgJa2psjyTZo3xJ5Dm3D2n8vo0XEg7tx6BJtTO1GzdjVBmcnTx2D0hGFYNGcVTLsOxbdvSXyb8vKlxB5/c5PWMF86Cld3nMcKY5bUBGDOiWVQ0VIVWV5esRQiAsNgu/EUYgu5iIzeOBl12zbAodk7saz7bLg8d8TcU1ZQ1xO9T35WU5PWGLTUAtd32GK18QIEuQVg5oklhcZes2VdvL32AtZDVmJDvyWICYnCrJNLheKSV1KA93sPXNxwCiWtWZ74VxnP5wnlzBNLfxj/liErsL7fYsSERGLWyWVC8feYaIYuo3vh1JKDWGe2GClJKZh1Yhlk5eXEHn9rk7awWDoGtjvOYYHJbAS4+2HJyRVQ1RL9kIglbeGBYfhn40nEhEeLLKOsqozVFzfge9p3rLNYhVlGU3F8zVEkxn0Ve/z1TFqix9JheLLjEvYbL0WoWyBGnlgI5UL2f+WWteF07RWODlmLQ/2sEBcShZEnF0JFT0NQZlOzyULL5XkH+PnS7fZbscaelJTME7Elc4p3Ix0UHIop85ajeeMGuHBsD0YMMoPVxu2we2MvKHP7wVNs2nUQk8YMg+2RXahZrQosZy9FVIz4W3e0MGmDYUtH4/KO81hqMpcnSgtOLi/y2GHnnXMbTxZ63jGd1BddhnfHieU2mN9lOs5uOAljSzN0G9VL7PG3NGmDEUvH4OKOs1jMj31/LDxpVWj8pfixH4ozG08Ueuwv6T0XE5uOEixrhy7nr7+++VKssbcxaYvRS8fi/I6zmGsyC/7u/lh+ciXUitj3YYGhOFlE7EygZwDGNB0pWJYMWICSMm3meIy3HIm5M63QvfNAfPv2DecvHSnyGmnWrxdWr1uEzRt2o3M7M7g6e8D20mFo57lWOzq4YvqkhWjdrCcG9R3D74MuXDkCaWnx3ZI2NmmFvktH4vaOi9hovBBf3AIw5cRilC7kvFO9ZV3YX3uJHUNWwbrfMsSGRGHKySVQyz7vlFIshQp1q+D2rovYaLIQhyZuhZ5BGVjazENJXLMGL7XAtR22WJl9zZpdxDWrVPb39sLGfwr93o7aOAl12jaAzeydWN59Dlz5/cJysd8vkD/Pfy7RYzcD8+fPh6amJk+0WLPGHFu3buXNK5WVlVGhQgVMnjwZX7/m3vgEBATA1NQUGhoavEzdunVx69atIn+fv78/P4lFRUVhzJisE9qxY8cKNN1kr7EE8Nq1a6hTpw7k5eURGBiIlJQUzJ07F+XKleO/s0WLFvyzOXI+d+XKFVSvXh0KCgro3r07Pn/+XGhM7969Q9euXaGtrc1rFDt06IAPHz4IlWFxWVpaQk9Pj2+zXr16uHEj98nuixcv0K5dOygqKvJ9NX36dCQmJqKkTJg8EmdOXMD501fg5emLhbNXIflbMsyH9RVZfqzlcDx5aIf9u47C+5MvtqzbDRcnN4waNzS3zMQR2Gl9EPduP4a72yfMnLQYevq66G7cRezxdxtnimdnH+CF7WMEewfhxJIDSE1KQbtBon8Xq5U7v/4E3l63Q3pqWoH35eRLoUmPlrzMp7duCA8IxdXt5/m/nYd3F2vsXceZ4PnZh3hp+wQh3kE8uUlNSkWbQZ1FlreZuRNPTt3jF6dQn2AcX7CfH+u129QTlHl9+Rlu7LwAdztnscYqOn5TPD/7AHa2j/PEn4K2hca/A09O3RXEf0wQv6GgjNEYY9zYdREO998hyCMAR2bvgrqeBhp1ay72+E3G9cHDs/fwxPYhgrw+4+DifTz+zoOMRJb3cfLGyXXH8PL6c6SlFDx2GLNJ/REVEom983byGobwz+Fweu7AbzTFrfW4nrA/+xgfbZ8hwvsLri85grSkFDQe1EFk+Ysz9+LdqQcIdQtApE8Iri44BCkpaVRtU1dQ5mtEnNBSq2sT+L9yQ8znCLHG3q5VM0yfYAGjDm2KVf78lZsoV0Yf86aNh0Hlihg6oDe6dmyLE+cuC8qwnweY9kRf424wqFIJy+dNg4K8PC7fuAdx6znOFI/P3scz20cI9grC0cUH+EOJDoUc+75O3jiz7gReX7cr9Nip3qQm7O+/hcMje0QGReDdrVdwfu4Ag4bVxR6/8bg+eHT2Hp7aPsIXryAczj72OxZy3mTxn153HK+uv0B6SrrIMgnR8YiLiBUsjbs047XZ7q8Lbx3yM0zH9cH9s/fwKPt7e2DxXr7vC/veejt548S6Y7Ar4nvLfE//jtiIWMGSEJOAkjJxsgW2bt6L27cews3VE5Mt50O/jC56mQjXUOc1aeponDx+Hmf+uYRPnj6YM3M5f2AydMQAQZkTx87h1cv3+Bz4BU6Obli3ejvKVyiLipXKiS32zuOM8fLsQ7y2fYJQ7y84u8SGX7daDeoksvzxmbvw/NQ9nhCG+QTjn+zzfs3s835yQhJ2j1iLjzdfI9w3BP4fvXB++VFUrG8AjbJaEKfuBe4Xsq5Z7Qr53rJaOdv1J394v8DKfHrrLnS/0Gl4N7HGTv48/7lE7/jx4zxhevPmDTZt2oRVq1bh/v37/D32NGnnzp1wdXXl5R49esSTwhxTpkzhidezZ8/g7OyMjRs38maYRWFJEGuiqaqqiu3bt/OfBw8eLLIse1rGtmljY8Nj0NXVxdSpU/Hq1SucPXsWTk5OGDhwIHr06AEvLy+hz61duxYnTpzgfQFZkmZubl5oTAkJCbCwsODJ2uvXr3mC2KtXL/56TjLcs2dPvq1Tp07Bzc0NGzZsgIyMjKB2ksXQv39/HtO5c+f4tlisJUFOThaGDerg+dPXgtcyMzP5euNmDUR+pkmzBnj+9JXQa08fveSvMxUrlYeevg6eP8ktk5DwFQ72ToIy4iIjJ4vK9QzgauckFL+bnROqNa7xc9uUlYaMrEyBG4LU5FRUb1brl2MW/B45WVSqVxXu+WJn6wbFjJ09CWXbSYwVf21RceNn+1o4fmdUbVzzX8QvI4hfu4Iu1HU1hPZJUsI3+Dp4FXufFJesnCyqGhrA6YWjUPxsvUYx4xeladfm8HHywey982Fjfxybbm1DF/PCb95+FttvZepVgY+di1D8bL184+IlBnKK8nw7SbGiHyQpa6uiRqeGsD/3FL+bo4sHWjYV7g/dpkUTOLq485/T0tLg5umFls1yy7DrDvtMThlxHvtVDA3g+kL42Gfr1X7h2PGy90Td1vWhX6UMX69YuzJqNq0NxycfURLxu+SL3+WFI6r/Qvz5f0fbvh3w5PxDiPt7a2BYDU4vHAp8b2s2/rXzc5kqZWHz9ij2Pj+ImTtmQ7usNkpCpcoV+IPPp3mvkfFf8eG9I5o2F93nn41B0KBhXTx9/FLo73765CWaFfIZJSVFDB3eD/5+n/ElSDwPmtj5okK9qvDM8yCRxcHWqxTzvMNqydjx8a2I65aiihK/X0qK/4aSvma52TnD4CeP+8LuF9L4/UJt/A3TK/yuRRL85/ro1a9fH1ZWVvxnluDs3r0bDx8+5DVceQdqqVy5MtasWYOJEydi7969/DVWw8aSG1brx1StWvWHv48lRzlNNFntGfu5MOwmgP2uBg0aCH7f0aNH+b9ly5blr7HavTt37vDX161bJ/gc+ztYbR/DktTatWvj7du3aN68YA0Da0Ka18GDB3mt4NOnT2FiYoIHDx7wz7q7u6NGjRoF/tb169dj2LBhgv3F9iNLkFnN4L59+3gNoCgsSWZLXpmZGfxpfVE0tTQgKyuLiIgoodcjI6JQrUYVkZ9h/fgiw4XLR4RH8tf5+3ragm0IlYmIEpQRFxUNFX6SjY8UbpoVFxEHfYOfe4KZnJgMb3sP9J4+gNdSxUXGoWXvtjxxDBNjP7HSgtjjhF6P/xex9184HLFh0fxC9f9WePyxxY5/AI8/RnDhVdPREGxDeJtxvD+FOKloqPL44/IfO5GxKGdQ/qe3y/oAdRveAzdsruLSHltUq18dY1aOR3paOp5efAxxUcre/4n59n9iRDx0DLLOaT/SbaE5EsJi4JsnWcyrUf/2SElMhvvdd/jdWJ87Lc3cJqaMloY6viZ+Q3JKCuLjv+L794yCZTQ14BcYVCLnHVHHTpmfPO8w1/degmJpRWx6tAsZ3zMgLSMN282n8fLKM4iTaqHxx6HsLxz7eTXr1gJKqsp4ZvuwRL63sfliZ+vlfmHff3LwxK45OxDs+wUauhoYNNMca203YEa3aUhOTII46WZfB9l1M6/w8Ejo6eqI/IyW4Fot/Bm2jeo1hO+XRo8bCqtV81C6tDK8PvligNkofi8jDqWz93+CiOuWXjHPO30WDkNcWDQ8CrlusWb6fRYO5c09k78mlcD9QsFrVplful/whGme+4UWvdvwB5Ml1a+c/Dmk/4uJXl5lypRBeHg4/5klOF26dOHNJFVUVDBixAje5JLVmDGseSJL/tq0acOTRVabJU6s317e+FitIeurx5ItVnOYs7CEjNWq5WAn1mbNmgnWa9WqxRM3lqiJEhYWhvHjx/MEjSWfrLaRNVFlCSXj4ODA+xLmJHn5OTo68iajeWNizUXZky0/P79C/z6WILLfl3dJSBa+IJDiOzhrJyAlhW1vbXDo01kYjeqFN9de8Kd/f4oek8zQ3LQN9lpuRnoRzZH+VD0lPP7CSEtLwc/VF2c2n4K/qx8enLmHB2fu8+TvT9JukinqmbbCGctthe7/RoM6wOmK3V/1//Mna2HSGq3N2mPv9G1YajwXB2bvQq8JfdCuf0dImo6DjeDw5ANiSmAwjZLw8ckHvLplhwAPfzg8+4g1o1bxRJX1B/xVAwaZwj/4o2BhLWlK0oXz13gfPtMeQ+Hj7YfDx3aUSP/4n9F1Uh80MW2NQ5bWIs8rbGCWsbtn8gf455baQBIcmrWT3S5g69tDOPjpTPb9gh0y/qD7hV+ZXuF3LZLgP1ejx5oW5MW+qCxBYX3pWG3WpEmTeDNI1oePNUccO3YsUlNT+SiZ48aN4wnNzZs3ce/ePZ64WFtbY9q0aWKJjfV3yzs4C0u+WI2gvb29oNlkjh81GS0Ka7bJEtgdO3agUqVKvD9gq1at+N+ZE0dRWFys/x5LfPOrWLFioZ9btGgRH300r9qVWv4w3uioGKSnp0NHR7gdvLaOFsLDRCeK7Amitq5weVZTl/N0MiL7c/m3wX6Hq4snxIn1oWD9KlS1hWt71HTUCtQK/Rus8/XGwct5ExP2hJ31N5m0ezZ/XVy+CmIXHkBAtRixdxtvyhOlrcNW4YtHyYxk+vPxq/P9VZRu43uj56S+sB62ivfDyxEXESNyG2yfiHvk0ISYeB6/Wv5jR1sdsdlx/Ax2Y8v6DeX1xfszWvZsBXH6lr3/lfPtf2UdVSRECD+xzq/N+F5oO8kUx4etR5iH6D7HlZrV5DWD56fuwp9AW1MDUdHC/y9skJXSykq8H56MujRkZKQLlomO4Z8tifOOqGPnR8d+UYYstsD1fZd4Pz4myDMQ2uV1YDq5H55fzO0//qviC41f7ZeO/Rza5XRg2LY+tlpuhLjlfG/V88XO1lm/OnH5Fp+IEL9g6FfKakb7K9iAZfbvHYUePOdcN8PCIoRq+pydRT9EjhJcq4VbxbBthOfZRk4zULawETzfv3OEd+A7GJt2xaULvz5q7tfs/a/yE9etLuNNeKK3e9gaBIu4bvEkb89MaJTXwa4hq8Ramyd8v/Dvr1k/vl+wErpfmLh7lljvF8if6T9Xo1cYlkyxhI8lbi1btuS1WcHBwSL73LHmnJcuXcKcOXNw6NChEoupUaNGvEaP1ThWq1ZNaMnbBJSdWN+/fy9Y9/T05P30WPNNUVjfO5aksX55bEAZluhFRuYmO6xWMSgoCJ8+fRL5+caNG/N+e/ljYkvOxUEU9ntY7WHe5UfNNpm0tHQ4O7qhbfuspqkMS4jbdmiBD+9yL0x52b9zRNv2wklku46t+OtMYEAQwkIj0LZDbpnSKspo2KS+oIy4fE9Lh7+LD+q0zh3Mgw/u0bo+vD+I3sf/BuukzU7a7MluvfYN8fH+O7HGHuDii9oFYjeETxGxs6kMjKcNwA6LtXx6gt+lsPhrtTaE74fCE/oeln1gMq0/tlusQYCz8PDTkZ/D+chmebepUFoRVRtWL3Kf/AzWlNLX2QeGbeoLxc/WPxUR/4942rujbFXhJkxlqpRDxBfxDmbCRvUMcfFD1dZ1heKv2roegj6IHmaeaWtpgg7T+uKkxSY+vUJhGg/uiC9OvnzKhj9Bg3q18MZe+Pzx6t1HNKhXW/CgsU7N6njzPrfvFrvuvLF3EJQR57Hv5+yDuvmOHbbu/QvHDrtRzMwQrgVgTTjZtAslEX89EfF7/UL8OToM7IK4qDh8fJR77RTn99bH2Rv12zQQir1+m/rw/OAhtt+joKQAvUr6RY7SWVxfvybyqYVyFk8Pb4SFhqN9h1ZC18jGTRvg/dvc4zcv1vSSjajZvmMrob+bbeNdIZ/JKpNVrqj7h3973vns4oua+c77NVrXg18R5x0jy97oMa0/9lqsR6CI61ZOkqdTuQx2D1tdIv3Oi77meor9foENKEb+bv+5Gr3CsCSFnaR27drFR9ZkydD+/fuFyrA+aWyQEpYExsTE4PHjx4UmU+LAfg/rCzdy5EiegLLELyIigvcpZMmYsbGx4OaB1SqyfnKsGScbFIUlq6L65zGsyebJkyfRtGlTxMfHY968eUK1eKyvXfv27Xl/RDYSKds3Hh4e/GTDBmFZsGAB3z77PayWkw1uwxI/NqgN6ytYEg7uPYFte9byiwibO2/cxOFQVFLEudNX+Pvb965DaEg4NqzeztcPHziFC9ePYsIUCzy89wx9+vVE/YZ1sWBW7iirh/efxPQ5E+DnE4DPAV8wd/FUfmG7e1O8/TWYezbXMc56GvydffigHd3GmkBeSR4vbB/x99l7rB/bhU3/CDpks7lxcn7W0NNChTqVeV8kNlIWw07SkAIfGVK3sj4GLx6JEJ8vgm2Ky32bGxhjPYXH7ufgDaOxxiilJM9HsWTGWE9FTFg0Lm86zdd7TOyD3rMGw2bGDj4qH3sSybDYU74l85+V1EpDq5w21HSzajH0spMOdgH6lVpO0fFf5zEG5IlfXih+tu+jcEkQvxmfI+/QjO2Fxv/gyE0YT+uPMP8QnviZzTHn/fg+3hPv8P4M60c3xXoGH02TjZBpPMaUT0/x2PYBf3/q1pmIDo3C6U0nBQNBsPnE+M+l5KClr4XKdarwPjyh2cfODZtrWHNpI/pOGYBXN16gWsMaMBraDQcWZfVHFqeXNrfR19qSJ2xBDj5oNbYHP34+2GYNntLPeiLiw2LwYNM5vt52ogk6zxqACzP2IDYogs+9x6QmJiP1W24fX/nSiqjbqznurM36fysJbMqVwKDcB35fgsPg8ckHaqoqKKOvi237jiI8Mgrrl83l7w8yM+Zz5FnvOYy+Jt3w1t4Rdx89w97NqwTbGDm4L5astUbdWtVRr05NnDp/BUnJKQXm2hOH2zbXYWk9DX5O3nzuuR782JHno1gyllunIyY0CufznHfKZZ93ZEvJQlNfExWzzzth2cfOxwfv0GfqAEQFRyLoUyAq163KR/d8el685x3mps1VTLKewUfTZMd+z+xj/2l2n7pJW2fw+M9uOiWIP/fYl4WGviYqZR/7OfEz7FrWYWBnPLvwmCepJeG6zVVMs57JR9P0cvwE0zG9eexsFE5m+taZiAqNxj+bTmTFmy92tu+zvrfJCA0I4a9bLBmNdw/e8gcybB5M81lDefwvrom3f2SO/XuPY/a8SfD18UdAQBAWLZ3Jr7O3bmQNYMdcunYcN2/cx+GDWf8H+3Yfxe79G+Hw0QUf3jvxkTvZgCtnTl0UDPLCpmB48ugFIiOjUbasPmbMnoDk5GQ8uCe+AZUe2dzECOvJCHT2gb+DDzqN7cWPfTYKJzPCegrvg3dt0xm+bjSxN4xnDcLxGTsRFRQOlezzTkr2eYcleeP2zeJTLOwfuwlSMtKCMmzAFpZcistdfr8wVXDN7Zp9zWKjcObcL8SEReFi9jUr7/0CO47YlAn57xfqtm/Aj/uc+4VBi0dk3y+Ir0/27yIpg6L8LpToZWMDoLCkho16yZoYskSHNc1kSVYOVrvGRt5ktV2sNoolPdu2bSvRuNigK6xfIKs9/PLlC58SgSVZrJlpDtaslCVfQ4cO5WXYtAeHDx8udJvsvQkTJvCaOVZDyQZ1YYO85HXx4kX+2pAhQ/i0CSzZYyNvMizJZP0ElyxZwn8X6xNmYGBQ6Gii4nD98h3e0Xvuoqm8GYibiwdGDJwoGEylXPkyQvMO2r91wNQJCzB/8TQsWDoDfr4BGDd8Ojzdcycc3bvzCJSUFbFx2wqosgnTX3/A8IETkZKS1YRVnN7eeAkVTTWYzTLPnvjXD1st1gg6XLOkJ2/fOjZU/6pb1oJ1NtE6Wzxeu2CjuZVgxK8B84dBQ1+Lz39mf/s1Lm45zZt9iNN7HrsqT35Y0vPZ3Z/X1OV0dNfMF3uH4d0gJy+HSfuFj6lr28/j+vasSZUbdm2K0VumCN6z3D2rQBlxeXfjJUrz+M0F8W+3WJtv3+ceOx2z45+8X3h+JBYbW5g7+6/wea9GrrfkT0a93nnw2r+S6Cf28sYLqGqpYvDsoVkTL7v5Ye3IlbxDPcNG3cvMc+xr6Gli8+2sBx5Mb8u+fHF95YwV5kv5ayxp3DxhPYYtGIEB0wcjPCgMx1ba4MUV8Y9c6XLjNZQ0VXjyxpK2UPcAnLTYiMTIeP6+WjktoeOn2XAjPtCB+f7cwbGYx9sv4vH2S4L1eqYteVWA8zXxzn8mFLuHF8ZMy52njM1/x/TpaYS1S+cgMioaIWFZfbyZ8mX1sWfzKmzaeQCnbK9AT0cbKxfM5CNv5uhp1AExsXHYbXMKkdHRqFXdAPutV4u96Sbz5oYdP3b6zx7CzzsBbn7YNHK14NgveOxoYN3trYJ1Nj8eW9xfuWCtedZ8c2zCdTYp+ajVE/jEy2zC9Een7+HyDvFPmP6ax6+GAbOH8GOfxb9B6NjXEapdZMf+htu512RTy758cXvlgtXZxz5Tr20D6JTXFftom3nZ8e+tGoZkf2/93HyxeuQKweAyLPaMfLFvvb1DsG5m2Y8vLq+csdx8CX+NPbSZvWsuVNRVER8dB/d3blhoNg/x0VnfJXHbtf0QlJUVYb1zNdTUVPHmlT0G9x8rdI2sXKUCvzbnuHLpFp/fduHi6XzCdBdndwzqP1YwmFpKcgpatm4Ky8kWUFdXRUR4FF69fIdeRuY88ROXDzde8fM+S95U+ITp/thjsT7PdYudd3KP/XbDu/Lz/rj9c4S2c2u7LW5tvwB1fU3U75o1FsKi25uEyuwwXwmv125ivWaxa27O/QK7Zm3Lc81i19yMPLGz+4WVt7aIuF9wxabs+wUlFSX0z3e/cGnLGbHfL5A/j1TmnzRyA/nX2KAorKYxZz4+SVNeM3duNUnTVVU8Q3z/LrIS3nI7E5J76orLlOyBQ2pL/Xwf4T/BsverIclGNxF+iCJJvqNkatD+X1IkPP5nMeJrOvr/Zq7ZCJLsGyQ7qTrifwF/otdl+/22390yOPfh459Ksu/0CCGEEEIIIYQUQImeGLDBWfJONZB3Ye8RQgghhBBCxIsmTC8a9dETg1WrVhXo45aD9eUrSaNGjeILIYQQQgghhOSgRE8MdHV1+UIIIYQQQgghfwJK9AghhBBCCCESJ1NCmlD+LtRHjxBCCCGEEEL+MlSjRwghhBBCCJE4kj3hScmjGj1CCCGEEEII+ctQokcIIYQQQgghfxlqukkIIYQQQgiROJmgwViKQjV6hBBCCCGEEPKXoRo9QgghhBBCiMTJyPzdEfzZqEaPEEIIIYQQQv4ylOgRQgghhBBCyF+Gmm4SQgghhBBCJE4GDcZSJKrRI4QQQgghhJC/DNXoEUIIIYQQQiQOTa9QNKrRI4QQQgghhJC/DNXokd8q9GsMJJW3YiwkWVlZFUgyJSkZSCqXpBBIslQFXUiy0U3mQpIdtd8CSdW03nBIstSMdEgyGSnJfb7fIF0OkuwsJPd+50+W8bsD+MNJ7jeeEEIIIYQQQohIlOgRQgghhBBCyF+Gmm4SQgghhBBCJA4NxlI0qtEjhBBCCCGEkL8M1egRQgghhBBCJA4NxlI0qtEjhBBCCCGEkL8MJXqEEEIIIYQQ8pehRI8QQgghhBAikU03f9fyM/bs2YPKlStDQUEBLVq0wNu3b4v1ubNnz0JKSgpmZmb/6vdRokcIIYQQQgghJejcuXOYPXs2rKys8OHDBzRo0ADdu3dHeHh4kZ/z9/fH3Llz0a5du3/9OynRI4QQQgghhEjk9Aq/a/m3tm7divHjx2P06NGoU6cO9u/fDyUlJRw5cqTQz3z//h3Dhg3DypUrUbVq1X/9OynRI4QQQgghhJB/ISUlBfHx8UILe02U1NRU2Nvbw8jISPCatLQ0X3/16lWhv2PVqlXQ1dXF2LFj/01oub/jpz5FCCGEEEIIIb9RhtTvW9avXw81NTWhhb0mSmRkJK+d09PTE3qdrYeGhor8zIsXL3D48GEcOnTop/cPzaNHCCGEEEIIIf/CokWLeJ+7vOTl5SEOCQkJGDFiBE/ytLW1f3o7lOgRQgghhBBCyL/AkrriJnYsWZORkUFYWJjQ62xdX1+/QHkfHx8+CIupqangtYyMrLE+ZWVl4enpCQMDgx/+Xmq6SQghhBBCCJE4GZD6bcu/UapUKTRp0gQPHz4UStzYeqtWrQqUr1WrFpydneHg4CBYevfujU6dOvGfK1SoUKzfSzV6hBBCCCGEEFKCWDNPCwsLNG3aFM2bN8f27duRmJjIR+FkRo4ciXLlyvF+fmyevXr16gl9Xl1dnf+b//WiUI3e/0nHjh0xc+ZM/K2OHTsmOAAJIYQQQggpaZm/cfm3Bg8ejC1btmD58uVo2LAhr5m7c+eOYICWwMBAhISEQJwo0SMSZYXVXHwO+ICEOG/cvX0W1apV+eFnJk20gPen1/ga74OXL66jWdOGQu/r6eng2NGdCAr8iLgYL7x9cwd9+/YSe+x9Lfrg/Ot/8MDnNg5c343aDWsWWrZyjUpYfdCKl3/+5SEGjuv3y9v8Fd1G9sSuFwdx0vM81lzZBIMG1QstW756Bczev4CXPxdwBb3G5LYvz5HzXv5lzOoJJRJ/5xE9sPnFPhz0PIOlV5ZXng4AAQAASURBVNajSoNqhZYtW70Cpuybx8sf9b+IrmOMC5RRUFbAkOWjsfnFfhzwOI0lF9eiSv0ft5X/WUPHDMCD91fgEPgcZ28fgWGjOkWW727aBTftzvPyV5+cRvsurQsta7V5IdzD32LkBHOUlF4jjXHQ7jBsP13C5qvWqN6gRqFlK9SoiAX7F/HyVwNvwHRs7yK33X/yAF5urNX4EogcMBrZA9te7McRz7NYcWUDqhZx7JSrXgHT98/j5U8FXEL3MSYFykhJS2PAnCHY+mIfjniegfWzvTCbPrBEYn/v4Iwp863Qqfcw1GvTEw+fvfzhZ95+cMLA0VPRqKMpeg4agys37xcoc+bidXTrb4HGnXpjyPiZcHbzREkZPLofbr27iLf+j3Hq1iHUa1S7yPJdTTvhyvMzvPyFxyfRtotwk6hVO5bAMfSl0LL39NYSiV3Sv7fM/MXT4OT5DP6hDrC9egRVqlb64WdGjxuKd04PERDmiNsPz6FRY0PBe+oaali3aSns3t/m27R3eYS1G5dARbW02GOvY2EE81fbMNr7CPpcXwGdhoXPQVa5Z1OY3VyFka4HMOqTDfrdXYtq/dsUWr7t+tEYH3QK9cZ2R0noY2GKf16dwG3vG9h9fSdqFnFtr1SjEqwOLuPlHwbdQ7+xfQuUMWxhiDVHV+Hc+zO8TJvuhR9bpGRNnToVAQEBfBqGN2/eoEWLFoL3njx5witOCsPeu3Llyr/6fZToEYkxb+5kTJ0yBpOnLkTrtqZI/PYNt278U2RH2IEDe2PLZiusXrMVzVr0gKOTG27d/Ac6OlqCMseO7EDNGlXRt99oNGzcBVeu3MbZ0/vRsGFdscXeuXdHTLWaiGNbT2Bcj4nwdvOB9T8boa4luhZUQVEBIYEhOLDOBlFhUWLZ5s9qZdIGI5eOwcUdZ7HQZDYC3P2x+KQVVLXURJaXV5RHWGAozmw8gZjwaJFlFveeiwlNRwmWNUOX89df3/zxjei/1dykNcyXjsLVHeexwngePrsFYM6JZVDRUi0k/lKICAyD7cZTiA2PEVlm9MbJqNu2AQ7N3oll3WfD5bkj5p6ygrqeptjj79nHCAtWzsSeLTbobzQSnq5eOHRuJzS1NUSWb9jMEFsOrMbF09fQr8sIPLz9FLuOb0b1WgVvcox6dUSDJvUQFhKOktLWtB3GLBuHc9vPYLbxDPi5+2HFqVVQK+z4Ucg6fk5uOI7oQo6fHNXqV0f3oT3g5+ZXIrG3MGmDYUtH4/KO81hqMheB7v5YcHJ5kcc+O3bObTxZ6LFjOqkvugzvjhPLbTC/y3Sc3XASxpZm6DZK/A+XkpKSUbNaVSyZM7lY5YOCQzFl3nI0b9wAF47twYhBZrDauB12b+wFZW4/eIpNuw5i0phhsD2yCzWrVYHl7KWIiokVe/zd+3TB3BXTccD6CMy7jYanqzf2ndlW6LHfoGk9bNi3EpfPXMfgrqPw+PYzbD+6AdXyHfsvHr1CZ0MTwbJgkpXYY5f07y0zdeY4jLMcgfmzVqBXl0H4lpiEc5dtIC9fqtDP9OnXEyvXLYT1xj3o2r4fXF08cfayDbS1s86N+vq60Cuji5VLN6FDK1PMmLwInYzaYdvutWKNvappC7RcPgwftl3G5Z5LEeUWiJ6nFkChkPN+SmwiHHZdw7U+K3Gx62J4nn+GDtYTUL5DbpKao3KPptBtXA2JoUWfn35WR9MOmLjcEie2ncLEnpPh4+aLjafWFXG/II+QwFDYrD9S6P2CopIC387OpbtLJGby56JE7/+IdbqcP38+NDU1+Qg7K1asELy3detWGBoaQllZmXewnDx5Mr5+/Sp4n2X/bOQdDQ0NXqZu3bq4devWD38nezogJSWFmzdvon79+rzNb8uWLeHi4iJU7uLFi3ybLGmqXLkyrK2thd6PiYnhbYfZ71dSUkLPnj3h5eWF/6fp08Zh3foduH79Hpyd3TFq9AyULauHPn0Kf6I2a8Z42Bw+jeMnzsPd3QuTpyzEt29JGD0q9yloq1ZNsXvvUbx77wA/v0D+O2Jj49G4UX2xxT54/ABcP30Lt87fhb9XALYs3I7kpBQYm/cQWd7D0RN71xzEw2uPkZqaJpZt/izjcX3w8Ow9PLF9hC9eQbBZvA+pSSnoNKiLyPI+Tt74Z91xvLz+Amkp6SLLJETHIy4iVrA07tIMof4hcHstfFyKQ7dxpnh29gFe2D5GsHcQTiw5wONvV0j8fk4+OL/+BN5et0O6iH0vJ18KTXq05GU+vXVDeEAorm4/z//tPFz8T3ctJg6F7akruHz2Bnw++WHFvA1ITkpGvyEFa0qZkePN8eLRaxzZcwq+Xv7YufEA3J08MHTsIKFyuvo6WLJuDuZPWo70NNH/T+LQZ5wZ7p25i4e2D/DZ6zP2LdqDlKQUGA3uKrK8t5MXjq07iufXnyEtRfSxzygoKWD2zrnYs3AXvsblnivFqec4Uzw+ex/PbB8h2CsIRxcf4LF3GNRZZHlfJ2+cWXcCr6/bFRp79SY1YX//LRwe2SMyKALvbr2C83MHGDQsvJb8Z7Vr1QzTJ1jAqEPhNRN5nb9yE+XK6GPetPEwqFwRQwf0RteObXHi3GVBGfbzANOe6GvcDQZVKmH5vGlQkJfH5Rv3xB7/CEtzXPrnGq6evQnfT/5YM38TP8eZmResKWWGjR+El4/f4Pje0/DzCsCeTYfg7uwJ89H9hcqlpqQhKiJasCTEJYg9dkn/3jITJo3Eti37cefWI7i5fsLUiQugp6+Lnia5Ez7nN3HKKJw6bouz/1zCJ08fzJtphaRvyRgyIuv/wMPdC2NHTMe9O48R4PcZL569wfrV29CtRyc+IqG4GE7oCY8zj/Hp/DPEegXjxcKjSE9OQU3zDiLLh7xyh/+d94j1DkZCQDhcD99FtPtn6DUTrklT0tdAq9Uj8XjaXmSkfUdJGDChP26duY275+8hwCsQ2xfuQEpyCnqYi76+eDp+wsE1h/D42hOkFXK/8PbxOxzdfAx2d+zwt8n4jYskoETv/+j48eM8SWNVtZs2beKz3d+/n9UsRlpaGjt37oSrqysv9+jRI54U5pgyZQqv5n327BkfhWfjxo0oXbr4TR3mzZvHk7d3795BR0eHJ41paVknBHt7ewwaNAjm5uZ82ywBXbZsmVD18ahRo/D+/Xtcu3YNr169QmZmJnr16iXYRkmrUqUiypTRw8NHLwSvxccn4O3bj2jZoonIz8jJyaFx4/p4+Oi54DUWN9tGy5a5n3n16j0GDegNDQ11nhQPGtQbCgryePrslVhil5WTRY36NWD//INQHO9ffEDdJnX+mG2KIiMni6qGBnB+4ST0e5xfOKJ645pi+x1t+3bA4/O5I1GJC9t25XoGcLUTjt/NzgnVGtf4uW3KSkNGVqbAjXxqciqqN6sFcZKTk0XdBrXw6tk7ofjZesOmBZ80Mw2aGuLVs7dCr7148lqoPDvON+5ZyW8qvT19UVLYcWpgWA2OLxyE4mfrNRv/2r6yXDMJ9o/ewfGFI0oCO3aqGBrANd+xz9ar/cKx72Xvibqt60O/Shm+XrF2ZdRsWhuOTz7id3N08UDLfE3b27RoAkcXd/4zO9+7eXqhZbPcMuzaxT6TU0acx07t+jXx+tl7of3/+vk71G8qeiCC+k3q4XWe7wrz8smbAuWbtm6Exy43cfXFGSzZOBdqGqJref6r31umUuXyPKl79iS3lUVC/Fd8eO+Epnn+//Nfc+s3rIvneT7D/u5nT14V+hlGVVUFCQlf+WTS4iAtJwNtwyr48tw198XMTL7OauKKo2ybulAz0EfoG4/cF6Wk0GnHRDjtv4mYT19QEvi13bA6Pjz/KLQP2XqdxkU3WyZEFBp18/+I1ahZWWU1EalevTp2797Nh1Xt2rWr0EAtrEZtzZo1mDhxIvbu3SvooNm/f39e68dUrVp4W3NR2O9lv4dhiWT58uVx+fJlnuCx2sQuXbrw5I6pUaMG3NzcsHnzZp7gsZo7luDZ2dmhdeusdt3//PMPr3lkbYUHDiyZ/iV56evp8n/DwiKEXg8Lj+RNQURhTUXYXCPhYZFCr4eHR6BWzdz+VOZDJ+LMP/sQEebKb2RYjd+AgWPh4+MvltjVNNUgKyuD6EjhplwxETGoZFDhj9mmKKoaKjypiYsUbpYVFxmHsgblxfI7mnVrAWVVZTy1FX+ip5Idf3z++CPioG9Q7qe2mZyYDG97D/SePgAh3kF8X7Ts3ZYnjmH+oRAndU11fgyzWoe82HqVaqL7ymjraiFSRHlt3dxmpeOmjcT37+k4eegcSpKqpirf/7H59j9bL/8Lx0870/aoWs8Ac01noaSoFHrsx6LMTx47zPW9l6BYWhGbHu1CxvcMSMtIw3bzaby88gy/W2R0DLQ0hZsWammo42viNySnpCA+nt2MZxQso6kBv8Agscai8ZPHflSE8DmRrbPXc7x89AYPbz7Fl8BgVKhcHtMWW/I+eiOMJwjmqPqvf28ZHV0d/m9EuHBTwIiISOjqiZ68WVNLg//doj5TvYbo/vSamuqYNW8STh07L7bYFTRVIC0rg6SIOKHXkyLjoF4t6wGLKHIqihj2fhdkSsny76bdkmP48jy3lUmDySbISM/gtX0lRS37nMmu5XnFRMagQjXxXdv/JhlS/26ag/8aSvT+z4leXmXKlEF4eFYb+wcPHvDhVD08PBAfH4/09HQkJyfj27dvvKnk9OnTMWnSJNy7dw9GRkY86cu/vaLknaODNR2tWbMm3N2znsCyf/v06SNUvk2bNnzYV/aEjb3PTt55O4xqaWkJbaM4WI0kW/JiT6rYU8r8hgzpi317NgrWe/cZiZKycsU8qKurolv3wYiMikaf3t1x5vR+dOzcDy4ueZ7mkRLRebARHJ58QEwhfZr+RAdn7cSYzVOw7a0Nvqd/R4CLL95ce4FKhiU3IIu41KlfCyMmmKN/lxGQRNpltDFuxXgsH7asyKadf6oWJq3R2qw99k7fhqBPn1GpThUMtxqD2LBoPL/45HeH99e7c/WB4GdvD198cvPGrbcXeC3f2xe5fRH/a9/b/gNNsHn7SsH6sEETUdJKqyjjH9sDvInn5vW/v+9Y2tdkXOq+BLJK8ijXti7v45cQGMGbdWobVuYDr7D+foRIEkr0/o9Ys4a8WILDniCyme9NTEx4Ird27VqeiL148QJjx45FamoqT/TGjRuH7t278752LNljSSFrijlt2jRIChbzypW5FxJGSro0pGQKNpth/fBYs8wcOZ2/2QiZoaG5HdD1dLXh4JineUYekZHRPGHO//RRV1cHodk1g1WrVuIDvNRv2Alubp/4a05ObmjbpgUmTRyFKVMX4lfFRcchPf17gU74GjoaBZ74/s5tihIfk8ATGTVt4U7gatpqiM33xPFnaJfTgWHb+rC2zE3qxSkhO37V/PHrqCE+4ucHj2ADbmwcvBylFOV57QzrZzhp92z+ujjFRsfyY1hLR3iQF7Yeme+peQ72urbI8lnHRdOWDaGlrYFHH68J3mcPcuavnMFH8DNqaia2+OOj4/n+V8+3/9l6/ifWxcWagqrraGDbrR2C19gT8Lot6sLYwgQDqvUVS81MQqHHvjr///5ZQxZb4Pq+S7wfHxPkGQjt8jowndzvtyd62poaiIrOVyMWE4vSykq8H56MujRkZKQLlomO4Z8Vp5gij/3oQo99LZ18tY06GoV+VxhWsxcdFYOKVcqLLdGTxO/tnduPYW+f20xZvlTWNVdHVwvheVrS6Ohow9VZ9ANeth/Z380+kxf7TP6WNcqllXH2og2+fk3E6GFT+efEJTk6ARnp36GoIzxokqK2Gr6FC9fyCcnMRLx/1jk82i0Q6tXLoeEUU57o6TevCUVtVQx5k3veYbWGLZYPQ71xPXC2lXhaF8RlnzPZtTwvDW2NHw5O9V/1M9Mc/JdQH70/AOsjx25MWOLGBkphTSeDg4MLlGNNJVlzzkuXLmHOnDk4dOhQsX/H69evhQZW+fTpE2rXzmrvzf5lzTLzYussDtY5mr3PTsKsb2GOqKgoeHp6ok6d4vcHW7RoEeLi4oQWKWkVkWXZyZ81ncxZWBIWEhKGzp3aCsqoqJRG8+aN8DrPiHB5sWaYHz44CX2GJdds/fXrrM8oKSnyf/PfGLKaTGlp8TQHYB3mPzl9QpO2jYTiYOuu9m5/zDZF+Z6WDl9nHxi2qS/0e+q1qQ+vD78+pHrHgV0QFxWHD49y++GIE4vf38UHdVoL93Op3bo+vD9kJfa/gg3qwm76lVSVUa99Q3y8L9w/6FelpaXD1dEDLds1E4q/ZbumcHjvLPIzju+dhcozrTu0EJS/ZnsbZh2Hol/n4YKFjd7H+v2MGzxdrPGz49TH2Rv12zQQip+te374udpyJztHTDOagpk9pgsWL8dPeHrlCf9ZXM3v2LHj5+yDuvmOfbbu/QvHPns4kJkhfGvCmomxaRd+twb1auGNvXCfx1fvPqJBvdqCh5V1albHm/e5fS7Z/n5j7yAoI85jx93JEy3aNRHa/y3aNoXTe9GDNjnZu6BFu6ZCr7Vs37zQ8oxuGR0+5H9EIaMV/le+t4lfE+HvGyhYPD28ERYajnYdWgnVwDVuWh/v3zkU8nenwcnBVegz7O9u16Gl0GfYds5fPswHGhtpPhkpKakQJzZISqSzH6+VyxMIyrati/AP3sXeDotdWj7rAb3XRTs+Gier8ctZ2KibrL/e7WGbxBY7v7Y7e6FR24ZCcbB1tw/i7QdL/huoRu8PUK1aNX6C3LVrFx8khSVZ+/fvFyrD+vCxkS5Z8sUStcePHwsSteJgA7+w5pZsUsYlS5ZAW1sbZmZZTwBZ0tisWTOsXr2aT+bIBlth/Qdz+gey/oSsaef48eNx4MABqKioYOHChShXrlyBJp9FYSN65p8KQVSzzcLs3GWDxYumw8vbF/7+n3mTy+DgMFy9mtte/t6dc7hy9Tb27ssaSGbbjkM4engb7D844d27j5g+bTyUlRVx7HhWHwcPD294efnxZqLzF6zmT6b79O4BI6P26GNmAXE5d+gCFm9bAA+nT3D/6IGB4/tDUVEBt85lxb5kxwJEhkTiwIbDgg7ZbC69nI79OvraqFbXAEmJSfjiH1ysbYrLTZurmGw9g4+m6ePoxefFk1dSwJPsPnVTts5AdGgUzmw6JRjEgs2lx/+OUrLQ0NfkzdOSE5MQFhAq9H/fcWBnPL3wmN/olpR7Ntcxznoa/J194OvghW5jTSCvJI8Xto/4++w91mzuwqZ/BPGXrV5e8LOGnhYq1KmMlMRkPrImw5I6SAGhPsHQrayPwYtHIsTni2Cb4nR8/2ms32UFF0d3OH9wxUhLcygqKfLR/JgNu1fwG75ta7O+rycOncWJKwcwatJQPL1vh159u6Fug9qwmrOOvx8bE8eX/DcXrEbB3ydQ7PFftbmCGdaz4O3sBS+HTzAd24ePmPngfFYTupnbZiMqNAonNx4XHPsVso8fuVKy0NLTQpU6VZCUmIzQgBD+HQj8FCD0O5K/pfAauPyv/6rbNtdhaT0NftnHfg9+7Mvjafb/s+XW6YgJjcL5PMdOuexjhx37mvqaqJh97OQc+x8fvEOfqQMQFRyJoE+BqFy3Kh/d8+l58R87rL9xYFDuQ8MvwWHw+OQDNVUVlNHXxbZ9RxEeGYX1y+by9weZGfM58qz3HEZfk254a++Iu4+eYe/mVYJtjBzcF0vWWqNureqoV6cmTp2/gqTkFJgZix5F9VecPHAWq3cs5UmTy0c3DB8/mA8TfyX72F+zaxnCQyKwc13W9fKfQ+dx+PJejJw4BM8evEQPMyM+KMrqeVktBtj3ZuLcMXhw4wmiIqJQvlI5zFo2BZ/9gvigLeIk6d9b5uC+E5g1byL8fPwRGPAFC5ZM58nf7Ru5zV8vXDuKW9cf4MihrO/A/j3HsHPfBjh8dMFHeydMmGwBJWVFnD11SSjJU1RUxOQJ81BapTRfmKjIaLE9qHE+eBsdtlkiwtEPEQ4+vNZNTlEen8495e933G6JxNAYvNuQ1TewwRRTRDr5IT4gDDKl5FChcwNU798GLxZn3UukxH7lS/6EMik8FnG+4p3g+sLBi1iwbR4+OXrBw8ED/cf141Mu3c2+ti/YPg+RoVE4vOGI4JxZqXrF7J/lePN2gzpV+Winwdn3C+ycW65yWcHv0K+gz8skxCYgPFh47APyd6FE7w/QoEEDPiAKG0mT1Xq1b9+eN3Nk0xnkrWFiI28GBQVBVVUVPXr0wLZt24r9OzZs2IAZM2bwgVUaNmyI69evo1R204zGjRvj/PnzWL58OU/2WN9BlhiygVhyHD16lH+eNTFlzUlZjGx6h/zNUUvS5i17oayshP17N/E+dXZ272BsOlyo3x9ripkzXw9ja3sNOtqaWLF8LvT1deDo6Apjk+EID89qRsJqKk37jMC6tYtw5fIxlC6tDG8ff4weOxO374jvxuvRtSdQ11TD2LmjoKmjAW9XH8wdvpB3sGb0yuoKPeXX1tPC0XsHBetDJg3my8eXDpg+cE6xtikur27Y8XnDBs0ewpvM+bv5Yf3IlXwQEkarrA4y8sSuqaeJTbdzj83eln354vrKBavMc/s3GLZtAJ3yunhSAqNt5vX2xkuoaKrBbJY51HTUEejuh60WaxCfE385bd5XNIe6ngZW3cqdXqSnZR++eLx2wUbzrMGUFFWUMGD+MGjoayEx7ivsb7/GxS2neZMbcbt99QE0tDQwff4EPmCDu8snTDCfIWiiW6acntDNkcM7Z8ybuAwzFk3ErMWTEeD7GdMs5sHLo2RH6SvMi+vPoaqphqGzh/PmSH5uvlg5YrlgkBNtfvxkCB0/2+/sEqz3ndifL86vnLF08KL/a+xv+LGviv6zh/BjJ8DND5tGrhYcO9pltZGZJ3YNPQ2su507+TabH48t7q9csNY8a67IE1Y2GDBnKEatngBVbVXEhMXg0el7uLzDVuzxu3h4Ycy0BYJ1Nv8d06enEdYuncP7JIeE5TaFL19WH3s2r8KmnQdwyvYK9HS0sXLBTD7yZo6eRh0QExuH3TanEBkdjVrVDbDferXYm24yd68+hIaWOibPH8+bNbK56CYPmS0YhEo/37Hv+N4FiyZbYeqCCZi2yBKBfkGYOXoh74vHZGR8R43a1dB7UC8+QTdrTvjqyVvs2Xiw0GHp/6vfW2b3dhve6mXLjlVQVVPF29f2MO83XqgGrlLlinwQlhxXL92GlpYmn2hdV0+HN/Mc0m88IiKyakzrN6iLJtkjcL51yBp1PEdTwy74HCie0Sx9r7/hc+Y1mdsfSjpqiHILwO0Rm5AUGc/fV2bn/TzXLTklebRZNwrKZTSRnpyKOO9gPJ6+j2/n/+3J9ad8ntFRc0fycyab/27hiCWIyT5n6pYTvl9gD8MO3sutHBg8cSBfHF45Ys7Aefy1mg1qYKvtFkGZySuy+mCyKRw2zc59XRJJyjQHv4tUZt47HPLXYfPoderUidcCqquLdyJtcZAt9fOj1/1urXTEO5T+/1tZWdHNZiWFkpT45lz6f3v97TMkWQ0F0SPdSgoVqcInfJYER+0l98asab3hkGSpGSU7d11Ji07JSnQk0RoV4Wa5kuYsSnaC+5L2MEj8c2WKw7kyw37b7x4cklWT/SejGj1CCCGEEEKIxMmg2RWK9Pt7f5NfwgZnYROni1rYe4QQQgghhJD/HqrRk3CsL93cuVkd6fNjffl0dXWF+h8RQgghhBBC/n6U6Ek4lsixhRBCCCGEkP+SDDYENikUNd0khBBCCCGEkL8M1egRQgghhBBCJA51Tioa1egRQgghhBBCyF+GavQIIYQQQgghEoemVyga1egRQgghhBBCyF+GEj1CCCGEEEII+ctQ001CCCGEEEKIxMn43QH84ahGjxBCCCGEEEL+MlSjRwghhBBCCJE4NL1C0ahGjxBCCCGEEEL+MpToEUIIIYQQQshfhppuEkIIIYQQQiQOzaNXNKrRI4QQQgghhJC/DNXoEUIIIYQQQiQOTa9QNEr0yG/lZmAISbXkmzwkWVUpJUiyZAk+vU+RrwFJ9kVacvc945/5DZKsab3hkFTvXU5BkqVd2AFJ1nCZHSTVDelYSLLe0P3dIZD/IEr0CCGEEEIIIRJHsh87ljzqo0cIIYQQQgghfxlK9AghhBBCCCHkL0NNNwkhhBBCCCESJ5OmVygS1egRQgghhBBCyF+GavQIIYQQQgghEocGYyka1egRQgghhBBCyF+GEj1CCCGEEEII+ctQ001CCCGEEEKIxKGmm0WjGj1CCCGEEEII+ctQjR4hhBBCCCFE4mT+7gD+cFSjRwghhBBCCCF/GarRI4QQQgghhEicDJowvUhUo0cIIYQQQgghfxlK9AghhBBCCCHkL0NNNwkhhBBCCCESh6ZXEGONXseOHTFz5sx/85H/rBUrVqBhw4bFKjtq1CiYmZnhd3jy5AmkpKQQGxv7W34/IYQQQgghRPyoRi/bsWPHeBL7Nyc8LFFnyef27dsFr7Vu3RohISFQU1PDn05tqCk0xwyAjLYGUjx8EbF2L5KdP4ksq2rWFfrr5wi9lpGSCu+GvQXrpbu2gdrgXlCoWx0y6qoI6DuZb7ekdB/ZC70nmEFdRwMB7v44YnUQ3o5eIsuWr14Bg+cMRdV6BtCtoIejK21w68j1AuU09TQxbJEFGnVsDHlFeYT6h2DP3F3wdfYWe/wtR3RFe0sTlNZRQ6h7IK5ZHUeQo4/Iss3MO6FRv3bQr1mBr39x9sPdzeeEyg/YYokmAzoIfe7TU0cctdgo9tjbjOiGzpamUNFRQ7B7IC5ZHUVgIbG3NO+MZv3aQ79meb4e5OyHm5vPCpXvPnMAGpm2gnoZLXxPS88qs+UcAh3Ev98ZQwsjNLI0hpKOGiLdA/Fs+QmEO4g+Vqv2aIqm03pDrZIepOVkEOsXBoeDt+B5yY6/Ly0rgxbzBqBy54ZQraiD1IQkfH7uglcbziExrGTOf5J87HQd2ROmE/pCTUcdge7+OGZ1CD5FfG8HZH9vdSro4sTKw7id73u788VB/l5+907cwtFlB8Ue/+DR/WAxeRi0dTTxyc0bG5ZshctH90LLdzXthCnzJ6BsBX0E+gVh+5q9ePHwleD9VTuWoM9gY6HP2D16jclDZ4s17vcOzjh6+gLcPLwRERWNHeuXoUv71kV+5u0HJ2zedRDefgHQ19WBpcUQmBl3FSpz5uJ1vt3I6BjUrFYVi2dNgmGdmigJ5xwCcNzeD1GJqaiho4IFnWqjnr66yLLjbN/APiimwOttq+hgl1kT/nOjbXdEfnZmu5qwaFpFzNEDw8YMxNgpI6CjqwUPVy+sXrQZTh9dCy3fo3cXzFw4CeUqlIG/72dsWb0LTx9knXeYafMmwLhvN+iX1UNaWhpcHd2xdd1eOH0ofJu/otdIY5hZ9oOGjgb83f1wcPkBeDmKvmeoUKMihs4eBgPDatCroAeblQdx/fC1Qrfdf/IAjFw4CtcOX8XhlYfEHnv9kUZokuec/2T5CYQ5ij7nG/RoimZTe0M9zzn/w6Fb8Mg+5+eUMRzeBbqGlaGooYJ/eixGpFsg/gZUo1c0SvT+pdTUVJQqVQp/C/a36Ovr409Xumd76CwYj/AVu5Ds5An1kWYod2gt/HuNw/foOJGf+Z6QyN8XyBSebUVKUQFJH1yRcOc59FeXbE11a5O2sFg6BgeX7IO3wycYjzHFkpMrMKPTZMRHFYyfJW3hgWF4dfMlRi0fI3KbyqrKWH1xA1xfuWCdxSrER8dBv3JZJMZ9FXv8hiYtYbx0OK4sPYLPH73RZkxPjDmxENad5yAxKr5A+aot68Dp2ktc/+CF9JQ0tJ9oijEnF2J71/mID8u9mfF84oAL8w4I1tNT0sUee0OTVjBbOgK2S20Q8NEbHcb0guWJRVjfeTa+ioi9Wss6+HDNDn4fPvHYO0/sjYknF2Nj17mIy449wjcEl5YfRVRgOOQUSqHD2F6YeGIx1nacgcToBLHGX820BdouG4Yni48i9KM3Go7tgd4nF+CfjvOQJCL+lNhEvN91DTHewTwJrdylEbpYT+BlA586Q1axFHTqVca7HVf4hV5eTQntVo6A8ZHZOG+8HOImycdOS5M2GLF0DA5nf297jumNhSetMKfTFJHf21L8exuKNzftMKKQ7+2S3nMhLSMtdIO55PQqvL75Uuzxd+/TBXNXTMeaBZvh/MEVw8YPxr4z29Cn7RBERxZMKho0rYcN+1Zi57r9eHbfDr36dsP2oxtg3m00vPM8BHvx6BWWz1grWE9NTRN77ElJyTwR62vcDTMXr/lh+aDgUEyZtxyDzIyxwWo+3rx3gNXG7dDR1kSbFlmJ0u0HT7Fp10EsnzcN9evUxMnzV2A5eymunzkELQ3RCdjPuusZAutnHljSpS5P7k5/8MfkS+9xZVQ7aCrJFyhvbdoIad9zr1FxSakYfOolulbXE7x2f0Inoc/Y+Udg5T0XdKmWW0Zcepl1xaJVs7B83no42rtglOUQHD6/C91b9Rd57DRqVh9bD6yF9Zo9eHLvOUz698Ce41vQt8tweHlkPaTx8wnAqoWb8DngC+QV5DF64lActd0Do+ZmiIkS70OmtqbtMGbZOOxbvAefHDxhOrYPVpxahckdLREn6pqrII+wwFC8vGmHMVZ57htEqFa/OroP7QE/Nz+UhOqmLdBu2TA8Zud8h6xzvtmpBThRyDk/OTYR73ZdQ7RPMDLS0lGlSyN03TIB3yLjEfjMmZeRU5JH8DtPeN14A6NNRf995D8+GEtGRgbmz58PTU1NniCwJoo5tm7dCkNDQygrK6NChQqYPHkyvn7NvekMCAiAqakpNDQ0eJm6devi1q1bxfq9rq6uMDExgaqqKlRUVNCuXTv4+OQ+4bWxsUHt2rWhoKCAWrVqYe/evYL3/P39efPES5cuoVOnTlBSUkKDBg3w6tUrQfPF0aNHIy4ujpdjS87fVblyZaxevRojR47kv3vChAn89QULFqBGjRp8W1WrVsWyZcv4E6pfsWXLFpQpUwZaWlqYMmWK0PZSUlIwd+5clCtXju+7Fi1a8LhzREVFYciQIfx9FhP7fzhz5oxQ89CnT59ix44dgr+R7Zf8TTdZzaa6ujru3r3L92fp0qXRo0cPXuuXIz09HdOnT+flWKxsX1hYWJRo81MNi36It72D+Mv3keoTyBO+zOQUqPbrXviHMjPxPTImd8l3IUm49hDRe0/j28uPKGkm4/rg4dl7eGL7EEFen3Fw8T6kJqWg8yAjkeV9nLxxct0xvLz+HGkpoo8rs0n9ERUSib3zdvKawfDP4XB67sAvVuLWblwvvDv7GPa2TxHu/QVXlhzm8TcdJFyrkuPczD14feoBQtwCEOETjEsLDvLjzKBNPaFy6anp+BoRJ1iS4xPFHnvHccZ4dfYR3to+RZj3F9gusUFqUipaDOoosvypmbthd+o+gt0CEO4TjHMLDvDYq+eJnSWCn+xcEPU5HKFeQbiy5iQUVZVQtlYlscffcHxPuJ55DPfzzxDjFYzHi44iPTkFtQeL3vdfXrvD9857nujFB4TD6chdRLp/RplmWbUWrAbv2rCN8L7xBrG+IQj76INny05At35VlC6rJfb4JfnYMR7XB4/O3sNT20f44hWEw9nf246Duogs7+vkjdPrjuPV9ReFJp4J0fGIi4gVLI27NOM18e6vXcQe/whLc1z65xqunr0J30/+WDN/E5KTUmBmbiKy/LDxg/Dy8Rsc33safl4B2LPpENydPWE+ur9QudSUNERFRAuWhDjxPtxg2rVqhukTLGDUoU2xyp+/chPlyuhj3rTxMKhcEUMH9EbXjm1x4txlQRn28wDTnjx5NKhSiSd8CvLyuHzjntjjP/XBH/3qVUCfuuVhoFUaS4zqQkFWBldcvogsr6ZQCtrK8oLldWAUFOSk0bVG7oPYvO+z5YlPOJpV0ER5dSWxxz964jCcP3UFl85ch88nPyyfux7JSckYMDS3VUxeFhPM8fzRKxzecxI+Xv7YsWE/3Jw8MHzsIEGZG5fu4uWztzzR8/b0xbpl26CiWhq16lQXe/x9xpnh3pm7eGj7AJ+9PmPfoj1ISUqB0WDhGt4c3k5eOLbuKJ5ff1boNZdRUFLA7J1zsWfhLnwtgYeqTONxWed8N9tniPYKxiN2zk9KQd0izvk+d7PO+XEB4XDIPueXzT7nM6x27+2OKwh8If7zDPnLEr3jx4/zROPNmzfYtGkTVq1ahfv372dtTFoaO3fu5EkZK/fo0SOeFOZgyQtLWJ49ewZnZ2ds3LiRJxI/8uXLF7Rv3x7y8vJ8m/b29hgzZgxPOJh//vkHy5cvx9q1a+Hu7o5169bxxIvFkNeSJUt4suTg4MCTNJYYsW2w5ousOSNL5FhCwxZWLm8CxhLDjx8/8u0yLNlkSZGbmxtPng4dOoRt27bhZz1+/JgnruxfFjfbNltyTJ06lSemZ8+ehZOTEwYOHMgTMC+vrCZEycnJaNKkCW7evAkXFxeekI4YMQJv377l77MYW7VqhfHjxwv+RpaMi/Lt2zf+N588eZL/XwUGBgrtD/b/xvb50aNHYWdnh/j4eFy5cgUlRk6WN69MfJUnIcvM5OuKDWsX+jFpJUVUeXgcVR6dRNndVihVTfw34cUhKyeLqoYGcHrhKHgtMzOTr9do/PNNhpp2bQ4fJx/M3jsfNvbHsenWNnQxF30R+xUycjIoW68KvO1chOL3sXNBxcbFu0DLKcpDRk4WSf9j7yzgolq+OP6jREBpELv12d3did397O5un/qsh/HUZ3d3d3chUoISEqLSpXT9P2dgl11YEHVR1v/5+rkf996de+/ZYe7MPXNiQuUHxhJ1y2Ge9RZMvfUPOi8bCl3DPEqXvVDF4nB55CAnu+sjBxStXiZL1yArjbqWJiJDIzK8R72+LRAVHoGPzl5QJuSGY16pON4/lHFtSkqCz4PXsKhRKkvXKNSgAoxKWuDjszcZlsmVVwdJiYmICY+EMlHttqOJ4pVKwvGhvZzsjg/tUPoHntu092jYtQnuHr+F7Oh3ylUui6f3reXkf/rgBSrXlFeaJVSuURFP77+QO/b47rN05WvWr4Y7jpdw7uERzFs1HQZG+vjV2Dm+Qd2a8nHxZMmzc0x2U6WJU6e3rqhbK7UMvbPQOZIyyiIuIRHOfuGoUyR14kRdTU3s23/KmuXqrKMP2pTJDx0txY5XQRExeOgRgC4Vk13MlYmWliYqVPkDj+89k2s7pKRVrVlZ4Tl0nL6X5eGdJ6hWs1KG9+g9qCvCwz7jzWvF7pQ/0vbJBdPuoa2c/LRftvofP3TtUcvG4OXtF7CTGc+zo8/3TtPn075F9az1+YUlff7zjPv834mkX7j9lq6blStXxqJFi8Tn0qVLY9OmTbh16xZatWoll6iFLGHLli3D6NGjpdY1Uhi6d+8urE0EWcKywubNm0UMGSk5Wlpa4hgpahJIHisrK3Tr1k3sFy9eXChg27ZtE5YmCaSsdOiQHFuwZMkSYVF0c3MTFkC6Ps0aK3JjbN68OaZNk4/3mj9/vtxvpWuTfLKK7bdAVk6qSw0NDSEPyUn1SooZ1RspVfR/gQIFpL/l6tWr4jgptmTJk1XGJkyYIKxyx48fR+3atcXvIzdNsvZ9zVWTBsStW7eiZMmSUiWTFHoJGzduxJw5c9C1a1exT3Jn1TL7PVD8nJqmRjqLHO3nKq5YWY319IHv/LWIfesB9bx6MPqzOwofXgsvy1GI9wvEzySvkT40NDUQFigvP+0XLPn9gzTF7rUe0BYXd57D6c0nhDvJ0CUjEB8Xj3un7kBZ6BrlFfJ/CZR3d/kcEAazksnt8Wu0m91XuN3JvvC73LPH66svEPw+ACZF86H1jF4YsncWtnRbiKRE5XSheil1/1mB7OYlC2bpGh1n9xOyyyqLRPnm1TFo40Ro6eRCuH8otgxYjogQ5Vo2dIzzipi6qAB5+SMDw2BYKn+mituQFxuhkUsTSQmJuDd/r4jDU4SGthbqz+kDl3NPEPclSqnyq3Lb0U+RPf1zG4YCP/DcylKrdR3o6uvh/gnlK3pGxobQ1NQUFjdZaL94BpNepuYmCAqQd8ujfTou4fHtZ7h16R4+eH9E4WKFMGHuKPx3eC0GdhgpPH5+FRRzZ2JsJHeM3DG/REQiOiYG4eFfkJCQmL6MsRE8vH2UKktIVCwSkpJgrCsf5mGiqw3PkK9bnh19Q+EW9AWLWitWyIkLTh+gq6WJ5tngtilpO4Fp2k6gfzBKlCqm8BxqI/S9XPmAYLm2QzRt1RDrdvwNHZ3cCPALxJ89xiEkg/CL70XfOLnfD03z7NJ+oR94dhtZNhbxt9MtpyC7kPT51MfLQvvGJTPv84c9T+3z78zfC+8M+nzm/4vvUvRkIVdDf39/8fnmzZtYsWIF3rx5I6w8ZC0jSxNZiEjBIHe/MWPG4Pr162jZsqVQ+tJeTxFkgSNXTYmSJ0tERISwhA0bNkwoRRLo3mkTjMjei+QmSHZSrDKjZs2a6Y4dO3ZMWC/p3uSeSvcji+D3QkonKXmy8pHVk6D/ExIS5JRbgqyj5DpJ0Pek8JFiRxZQiiWk76nevxU6R6Lkpf0bk3urn5+fUB4lkNxkTfzaIE/y0CZLbGIicqkrfznHaFtnsUmIeuWEYhd3iOQrQf/ux++Auroa3B3ccWTNQbHv+doDhcsWFcqfMhW9H6XJGEtUtqyHHX2WipgrCfYXUhM8+L19j0/O3pj5YL2I0XJ/nD3B+d9KizGdUM2yPjb3+UtOdsLtyWv8034W9Izzom6fFhi8eTLWd5mvMO7vZxP7JRrH2s4TcRmFGlYQMX7hXgHCxUcWeqFou2UCoKaGu3NTPQhyCqrcdrJC094tYXvXBiH+6WOecipXz92Ufqa4PUrwcvn5SWHle/7w5S+V7XeBrHmlTfNkmLiFOPf6A9qVyw9tzdT3BlXg2SNrdG7WTyiTvQZ2xfqdK9Cz7RCFcX85CdP8phi+eAQW9l+QqWvnr+zzD1Ofr6ctLHqNF/RHmHf6Pv93JFHtV0uQs/nmN+y0yhZZwegFn+K9KIaOlKlTp04J90qyxBGkdBDDhw/Hu3fvhEshKS+kQJF16Gvo6Ohk+J0kBpBcJ0khlGzkvvj06dMMZSe5iazMQJKrqizkQtm/f3+0b98eFy9eFC6d5BYq+Z3fQ0b1KvmNpExRncr+RnJTJZdMYs2aNeIzxcuR+yd936ZNm++SSZEs5Pbwo9AkACnfstu2oK9nuUwIDUdSfAI0TOQHPdqn2LssEZ+AGGd3aBXJmhVBmXwOCUdCfAIMTOXlp/3QNLPn3wK9HFK8nywf3N7DtIAZlElkyGchfx5T+YkTymD5OSBzN6RGIzqgyZhO2D1wBXzfyMualpD3/kJJMimmvBnqiJS6z6tA9vCvyN50REe0GNMZ2wb+jU9v0mcno1itQC8/keCF4vgS4xNQp7d8soQfJSr4s7iujpm8/LqmBohMY+WTIykJYZ5+ItmK7fYrcLv8AjXGW6ZT8tpsmYC8BU1wvt9KpVvzVL3thKfInv65Nfih51aCaUEzVGpYGXeOJoc+KJuQ4FAxAWliZix3nPbTWl4kBPoHwcQsjcXLzEgczwiy7AUHhaBIceW7EH4LpsZGCApOY40MCUUePV0Rh2dkqA8NDfX0ZYJDxLnKxEgnFzTU1BAcKT/+BkXGCKteZkTFxePaW190qZBxfdr4BAvLYNdscNuUbTuUqVUWU3NjBGTQFqiN0Pdy5UVbky8fFRktsrlSgpd5k5eKSeqe/TsrVf7w4OR+3zDNs0v7Id/57JIrKGXMXnd5A06/Oye2SvUqoeOfluIzuQErs8+nPl4W2o/4Wp/vldznv9pxBa6XX6DWOPk+n/n/RGmmFFJCSDEhF8q6desK69PHjx/TlaO4MHLnpMQo5A5JCtrXIOXxwYMHCpOd5MuXT7gzkgJZqlQpuY1cOLMKuTVSh5MVHj9+jKJFiwrljpRVcmGlRDPZRbVq1YRsZFVL+xslbpgUK9e5c2cMGDBAxBOSW6yLi8t3/8aMIOWM6vzFi9Q4DrqmjY3NV88ld0+yCMpuo0yy4L4bF4/o167QrSsTf6GmJvajZKx2maKuDu0yxZCQxhXlZ0CulO8c3FGpQWU55Zn2XWzefvd13750RoES8opr/uIFEfAhAMokIS4BHx09ULJ+BekxkRyjfgV42yhOM09QOv3mE7qKlPeUIv9r6FsYQ9coDz77hypVdh9HD5Spn+oCJRKr1K8IL5uM40JoKYbWE7ph2+AVeO+QtSU31NTVoZkrvdfBj5AYlwB/Bw8xQ5t6IzVhpfN9mfWlHNTU1aAhI5tEyTMsng9n+65EdJr4N2Wh2m0nHh4O7qiY5rmt0KAyXH/guZXQpGcLkf3v1e3UGDpl9zvO9m9Rp1FyxkmJ/HUa1oS9tWKXLvuXjqjTSN6DpW7j2hmWJ8zzm8HQyAABfhkrgz+DKhX/wLOX8nFTT168QpWK5aQTmOXLlhbZOCXQO8uzl7bSMspCS0Md5fLp49n71DpJTErC8/dBqJw/8+yeN1x8EZuQiPblMp6UPPvaB+XM9VHWLHtiI+Pi4vHa7g3qNa4t13bqNaoFW+vUmFVZ6Dh9L0v9JnXwylre5T0t6mrqSs9kTm3f3cENlRtUkZOf9t/afF/cmv0jO0xoOQ6T206UbrRUw72zd8VnZbktZ9Tn076vzff3+cz/L0pbXoGUDlLEyEJHmTVJ8aA4L1kohq9du3ZCCQwJCRGWJ8rs+DUoRoyu26dPH6EskLJB1jpyHyxbtqyItyO3UDpOCUrIPdDa2lrcY+rUrK3tQ3F2ZDmjuDhSlMh9MSO3R1LsKF6OYvJq1aolEqCcOZOa2UvZUH2RBZEyf5IiTYpfQECAkJWUYIrnI5lOnjwplFCK96MMqORiWb58ebnfSEl0yPpKSXAoc+r3QPF/ZJ2jvzm5vdLfhupaYiXNCEqmQ5ssWXXbDNl3GhYrpiPG0RXRDrS8Qleo6+RG+JnkbGkWK6cj3i8Igev2iH3jsf0QbfsGcd4foa6fB0ZDe0CzgDnCTqauQ6RukAda+c2hmRJDoJUyIx2fkqVTmVAc3TirSSKbJmXIpOUVtHVz486JZDeo8WsnI9g3CIdXH5AGk9OaXOJzLi2YWJigWPniiI6Igq9XclbNizvPY9npVeg6rgeeXHyIUlXLoGW/1tg2JzXjrLJ4sPMyelqNxgeHd3hv644Gw9ohl25ukUmR6Gk1BuF+wbi2+pjYp5T4rab0wNFJmxDiEyDWTyNiI6IRGxmDXLraaDGpOxyvPheWHZMi+dBuTj8Ee/rB5b7iF4nv5e7OS+hnNUYobF62bmIpBLr/sxTZ+1mNRZhfMC6tPir2aTmFdlN64sCkjQj2CRDWJyJGIruONlqO74rXN61FbJ6eUV40HNQaBhZGsLsk70WgDGx3XEHLtaPgb+8BP1t3VBnWFpo62nA+nix/y3WjEOEbgierjov9GuMsRVma3aWBvmjzKijbrQHupbhmCnfNbRPFEgsXh1iJVP+0VhNBCh+9aCgTVW47l3aewxirSSKbJj237VKe23spMXVj1k5CiG8Qjq4+KE2ukvrcasLIwhhFU55bv5TnlqC+sknP5rh/8g4SE7Ivru3AtqNYumG+eGl3fOWEASN6Q0c3N84evSi+X7ZxAfw/BYjlFIhDO45j15n/MGh0X9y/+Rhtu7QUSTmWzkhen1BHVwejpw/FzYt3ERQQhEJFC2LKgnF47+EjkrYok8jIKHj7pE4Wf/johzcu7jDQz4v8FuZYt2UP/AODsGJBcmw6LatAa+RZbd6Frh1b4/lLO1y7fR//rUmNLx/UuyvmLbdChT9Ko2L5sjh4/CyiomPSrbWnDAZUL4aF1xxQ3twAFS0McPiVJ6LiEtC5QnJs8Pyr9jDPo42JDeUT+1BWzqYlzWGoo1j5+RITjxsufpjaOHvW/pOwZ+shrNq4GI62TmKdu8Gj+om//6kjyetCrt60BH6+/mI5BWLf9qM4eG47ho7pj7s3HqJD1zaoWLU8Fkz7W3xP7W7MlKG4dfW+iM0j183+w3ohX34zXDmf6g6sLM7tPItJVlPg5uAKV1sXsbwCZcy8eTz5XpPXTUWQbxAOrNonHXMLpzy7Wrk0YZLPBMXLF0dURDR8vT4hKiIK3i7yE/rRkTH4HPI53fEfxWbnFbS2GiUUPl9bd1Qb1la44Tul9Pmt143CF98QPE7p82um9PmhKX1+sWZV8Ee3BrgzL9UdX9tAT3hv5MmXbL02Son3I8+QTL1DVABeR+8nKXqkHJFyQRkZSRmjLJmkDJByImv5ocybPj4+Ip6NlLKsZKqkODTKtjljxgw0adJEuDHSwt8NGjSQuoSSUkbui1SGXC0p4YtscpivQZk3ydLYu3dvsVQBJXiRXTpClk6dOmHKlClCASWlkhQtysaZUXllQElXKLkNWUEpBs/U1FRYTsldVpIchqya5K5JdUFZN2m5A7KaSaBkLZSchpS/qKgoeHh83xow5B7q6+sr/rb0t6B70X1lYwyVzZcr9xFoZACTiQOTF0x3focPI+dLE7Ro5jeXS8KgoZ8H+ZZOEmUTw74g2skN7/tNFUszSMjTrJ7couoF1s4V/wdtOoigzckvbsri8cWH0DfRR++p/YT7h6eTB5YPWiISOxCmBUxF1kMJRvmMseZK6sL2nUZ1FdvrJw5Y3Cc5ERApjWtGrkD/WQPRY2Jv+Pv4Ye+SnXh4NnkwUCYOF58ij7E+Wk7pgbxmhvjk7IU9g1fiS2ByPJphQRMkJaXKX3dAS2hqa2HAVvmg9ZvrT+HW+lPi5daiXBFU794IufX18Nk/BK73HXBj7XEkxCp3PTTbi0+E7G2n9IS+mSE+OHthm5A9ue6NCprKuSY3GNBKyP7nVvlJoqvrT+La+pNi5jZfyQKo1X0q8hjlRUToZ3jbv8PGnovFUgvKxu3CM+gY66P2tO7QMzNAgJMXLgxcjaiUus+bRn5NXW00WT4EefIbIz46VqTcvjFpi7gOoWdhhBKtk608fa8nv4RJONNzudJjOlS57Ty9+Aj6JgboMbWveG69nDywUu65NZPrd+i5XXkldUyzHNVVbE5PHLE05bklKjasArNC5tmSbVOWa+duwcjEEGNnjhBudG9fu2Js36nSeCiLgvnkLBF21o6YM3YRxs8aiQlzRgkXu8l/zpauoZeYmIAy5UqhU6/2Ii2+v18gntx9js2rtiNOyWvpOb5xxdAJs6T7tP4d0bldSyyfPw2BQcH45JccO04UKmCBzWv+wup/t+HgibPIZ2aKJbMmS9fQI9q1bIKQ0DBs2nkQgcHB+KN0SWy1Wqp0102iTdn8IinLlieuwmWTrG+bu9aEiV7yZKfv5yiop5kb9Qz+glcfQ7ClW/q8ALLr81G+v7Z/ZJyYQxlcPnsDxiZGmDhrtFgw3dnRBcN6T5Am98lfyAKJMs/tqxf2mDZ6HibPGYup88aJBdPHDZ4uXUOPEuFQIpeuezoKJS8kJAwOr5zQz3KEWGpB2Ty88AD6xgboN3WAWDDdw+kdlgxcKE2uRM+ubNs3zmeM9VdTQ4m6ju4uNocnDpjfew5+Jq4pfX7dqd2TF0x38sLZgavFunhEXvG+kCSXmbjZstQ+P9jtI65N3iKuI6FEq+povXaUdL/95gni/6frTuPZutM/9fcxPxe1JGUEXzH/11BnSZbZXr16iTUHvwWXcm2hqsyLzDzWIqdTSk0+9lTViFbhebySCUqbY/slfNBQ3bonPJOUu4zEz8YpJlXBUTWsHZU7ifaziTuZHBevqlRd8AiqSjmdzDOG53SaI3O33ZzOJO+c+eyuKDrgl917jlfOrBNZVPttg/klUDwiZU4l6ypZNGl5BbIO9uvX71eLxjAMwzAMwzCMMpOx/AjkMkkxY4o2+k7Vyei30UZJZlQNyi5Fi7lTfCK5z1IGVVpaIyvxlgzDMAzDMAyjDBKR9Ms2VSBHWPRoMW7Zxb5l+ZG16XIKtNRBRtBC56oGZU6lZDsMwzAMwzAMw+RMcoSiZ25uLrbfFcpOyTAMwzAMwzAM83+l6DEMwzAMwzAMw3wLqp0a7P8kRo9hGIZhGIZhGIZRHmzRYxiGYRiGYRhG5VCNlCi/DrboMQzDMAzDMAzD/GawoscwDMMwDMMwDPObwa6bDMMwDMMwDMOoHJyMJXPYoscwDMMwDMMwDPObwRY9hmEYhmEYhmFUjkS1Xy1BzoYtegzDMAzDMAzDML8ZbNFjGIZhGIZhGEblSOQFFjKFLXoMwzAMwzAMwzC/GazoMQzDMAzDMAzD/Gaw6ybDMAzDMAzDMCoHO25mDlv0GIZhGIZhGIZhfjPYoscwDMMwDMMwjMrBC6ZnDit6zC/FwCIKqkqsu2o/Pnmg2ovPaKixQ8KvQtVrPkbFXw1iE+OhqsSd3ABVRqvHJKgyeZa8/NUi/N+izT6GzC9A1cdrhmEYhmEYhmEYJg2qbZJgGIZhGIZhGOb/El5HL3PYoscwDMMwDMMwDPObwRY9hmEYhmEYhmFUDrbnZQ5b9BiGYRiGYRiGYX4z2KLHMAzDMAzDMIzKodo5lLMftugxDMMwDMMwDMP8ZrCixzAMwzAMwzAM85vBrpsMwzAMwzAMw6gcvLxC5rBFj2EYhmEYhmEY5jeDLXoMwzAMwzAMw6gcbM/LHLboMQzDMAzDMAzD/GawoscwDMMwDMMwDPObwa6bDMMwDMMwDMOoHLyOXuawRY9hGIZhGIZhGOY3gy16DMMwDMMwDMOoHEmcjiV7LHpNmzbF5MmTv/f0/ysWL16MqlWrIqegpqaGs2fPis+enp5i39bW9leLxTAMwzAMwzCMkmCLngL27t0rlNjQ0FD87hQuXBifPn2Cqakpcjo6XbpAr3cfqBsbI97dHeH/bkD8mzcKy+Zu0xYGs+fIHUuKjYF/m9bS/Xx37ik89/PWLYg8dlTJ0gPtB3VAl1HdYGRmBE9nD2xfuA2udi4KyxYuUwT9pvZHyUqlkK9wPuxcsh0Xdp2XK9NnSj/0ndJP7piP23uMaz5G6bLXGNQKdUd2QB4zA/g5e+P6on34aPdOYdmqfZqhUveGMCtbWOz7Onjg7upjcuW1dLXRfHYflGldEzpGeRD6PgDWe67B5tAtZAd1BrZCw1Edhfy+zt64uGgfPti5Kyxbs08zVO3WCPlS5P/o4IHra46lK29WsgBaz+6L4nXKQV1THf6uH3BkzHqEfQxSuvyVBrdEtVEdoGtmgEBnb9xfuB/+torrv0Tbmqg5oRMMiuaDupYGQj38YLv9Mt6efiS+V9fUQJ0ZPVCseVXoFzFD7OcovH/giCcrjyHCLzTb6r9Rmvr3yaT+q8nU/wcHD9xYcyxdear/Nmnq/3A21H/bQe3RZWRXGKY8tzsXbYebnavCsoVLF0afaf1RsmJJmBfOh91LduLibvnntvfkvug9pa/cMR83H0xsMRbZQb+hPTB07ACYmpvgzWtXLJ/7DxxeOWVYvo1lC0ycPQoFC+eH17v3sFq6CfdvPVZYdtGa2egzuBtWzF+L/duV32cSx2y9sO+lB4IiYlHGLC9mNSuHihaGCssOP/EML31C0h1vWNwMG7vUEJ+rrbuq8NzJjcpicM3iSpPb2tYBew6fhNMbNwQEBWPDigVo0bh+puc8t7HHmo3b4ebhBQtzM4wa3BddOrSSK3Pk1AVx3cDgEJQtVQJzp4xBpfJlkR30GtINg8b2hYmZMVyc3LF63jq8tnXOsHzLjs0wZtZwFChkAW8PH/y7bAse3X4qV6Z46aKYOG8MqterCk1NDbxz8cSM4fPh+8FP6fKr8phbYXBLVB3VATpmBghy9sajTPr84m1roppMnx/m4Qe77ZfhmtLnEzWndEPJTnWRp4AxEmMTEODggeerT8DfVnE/rEpwjF7msKL3A8TGxiJXrlxQZTQ0NGBhYYGcjnazZsg7ZhzC161FnLMTdHv0hNHqfxA4aACSMlDIE798QdCggTJH5M37Ad26yu3nqlMH+jNmIua+YgXwR2ho2QhDFwzHlrmb4WL7FpbDOmPxwb8wtukohAWFpSuvnVsbft6+eHzpEYYuGp7hdb3eemFhv3nS/YR45Xd55TrWRcv5/XFl3m58tHVH7aFt0efAbGxtNh2RQeHpyhetVw5O55/A5+V+xMfEot5oS/Q9MBvbW83CZ7/kl7BWCwagaP3yODf5P4T5BKBEo0pou+xP8b3rTRulyl+xY120mz8A5+fvxvtXbqg/tB2G7J+N9c2nIUKB/MXrlof9+cfwtnFFfEwcGo+2xJADs/Fvq5lS+Y2LmGPEyUV4eewubq8/iZjPUTAvU0iUVzalLOug4YL+uDt3D3xfuaHqsLbodGAWDjWdgSgF8seERsB643mEuH1EQlw8irWohhZWI0VZ73sO0NTJBbOKxfBiw1kEOnlD20AXjZYMRIfdU3G8w0Kly1+pY120nz8A51Lqv0FK/a/LQv3Hpan/cJn6H3lyEayP3cWtbKz/Bh0b4s/5w7Bt3n9wsXVBx6GdsPDAEkxoNkbxc6sj89wuHJbhdb3femFx/wXS/YT4BGQH7Tq3xKwlk7F4xkrY27zGoJF9sOPYv2hfvyeCA9MrRFVrVcI/25Zi3fL/cPf6Q3Ts1gYb961Bj5YD4fpG/iWzZfumqFKjIvw++SO7uPb2E6zuv8G8FhWEcnfYxhNjT1vj7JBGMNbVTlfeyrIa4hJS+/mwqFj0PvgYrUrnkx67MbKZ3DmPPAOw5LojWpRKLaMMoqKihSLWtUNrTJ677KvlfT76YtyMhejVpQNWLpqJZ9a2WLRqPcxMjdGgTrKSeuXmPazeuB0LZ0xA5fJlceD4WYyaOh8XjuyAiZFi5fd7ad2pOaYuHo+/ZyVPDPQf0Qubj6xF14Z9ERKUfsytXLMi/t6yCJv+3oYHNx+jbddWWLtnBfq1Hgr3tx6iTKGiBbDr7H84d+Qitv6zCxGfI1CibHHERMdA2ajymFvSsg7qL+iP+3P3wP+VGyoNa4sOB2bhSNMZiM6gz7fZeB6hbh+RGBePoi2qoVlKn+9zz0GUCfX4hIcL9iHc2x+auXOh8vB26HBoFo40mobo4M9K/w3Mb5KMJTExETNnzoSxsbFQFshFUcLatWtRqVIl6OnpCavR2LFj8eXLF+n3Xl5esLS0hJGRkShToUIFXL58OUv3ff36NTp27Ah9fX3kzZsXjRo1grt76qzEzp07Ua5cOeTOnRt//PEH/vvvP+l3ElfF06dPo1mzZtDV1UWVKlXw5MkT8f3du3fx559/IiwsTJSjTfK7ihUrhqVLl2LQoEHi3iNHjhTHZ82ahTJlyohrlShRAgsWLEBc3Pe/cOzevVvUh7a2NvLnz4/x48dLv/P29kbnzp2RJ08eIUOvXr3g5yc/E7ZlyxaULFlSKKFly5bFgQMHMrxXWtdN+v20f+vWLdSsWVP8pvr16+Pt27dy5y1btgzm5uai/ocPH47Zs2dnq3uqXs9eiLp0EdFXryDBywuf11ohKToaOu3aZ3JWEhJDgmU2+Rcb+e+Cod2gAWJtXyHh0yely995eBdcP3INt07cxHvX99gyZzNiomLQsrf8bK0EN3tX7P17Dx5cuC9edjOCXhBDA0Kl2+eQ9IPAj1JneDvYHr0D+xP3Eej6AZfn7kZ8VAyq9GqisPy5Sf/h5YGb8HPyQpD7J1yatQNq6uoo1qCCtEzBGqXhcOoBvJ86I8wnEK+O3BGWwgJVSypd/gbD28P66B3YnLiHALcPOD9vF+KiYlAjA/lPTN6M5wdvwtfJC4HuH3Fm1nbxTJRsUFFapuWM3nC5Y4trK4/g02svBHv7481NG4WKy49SdUQ7vD5yB87H7yPE9SPuzNmD+OgYlOutWP4PT53x7qq1UPTCvfxhv/saAp3fI3+t5Fl/suCd778KbhefIfTdJ/i9csf9BfthXrkE8hQwyfb6P5eF+n928CY+pan/EjL132pGb7z9CfVvObwzbhy9jtsnbsHH9T22zf1PPLfNe7VUWN7N3g37/96LRxcefONzmz0vWoNH98OJg2dx5uhFuLt4CIUvOioa3fpaKiw/aEQfPLz9FLs3H8Q7V0/8u2obnO3foN+wXnLlzC3MMO/vaZg5ZiHi4+KRXRy08US3ioXRuUIhlDTJg3ktKyC3pgbOOn5QWN4gdy6Y6mlLt6feQcitpY5WZVInM2W/p+2uuz9qFTZGIUNdpcreqF4tTBw5GC2bNMhS+eNnL6FgfgvMmDACJYsVQb8endCqaUPsP3ZGWoY+97BsJ5THksWLCoUvt7Y2zly8DmXTf1QfnDl0AeePXYaHiyeWz1wj2k7nvh0Vlu83vCee3HmG/VuOwMPVC1tW78QbBxf0HtpdWmbc7JF4dPsJNizbgreOrvDx+oj71x8pVBz/n8fcyiPawfnIHbxN6fPvp/T5f2TQ53986gzPq9ZC0aM+32H3NQTJ9Pni9519gg8PX+OzdwBCXD7g8V+HoK2vC5NyRZQuP/MbKXr79u0TStqzZ8+wevVq/PXXX7hx40byhdXV8e+//wqljMrdvn1bKIUSxo0bh5iYGNy/fx8ODg5YtWqVUF6+xocPH9C4cWOhBNE1X758iaFDhyI+PnmwOXToEBYuXIjly5fD2dkZf//9t1C8SAZZ5s2bh+nTpwsFh5S0vn37imuQUrN+/XqhRJFLI21UTsI///wjFMNXr16J6xKk7JC7p5OTEzZs2IAdO3Zg3bp131WnpKRR3ZASSfVy/vx5lCpVSqpYk5IXHByMe/fuibp+9+4devfuLT3/zJkzmDRpEqZNmwZHR0eMGjVKKK537tz5JjmofqysrGBtbQ1NTU1RxxKojql+6W9G9V+kSBEhd7ahqQnNMmUQ+/Jl6rGkJMTavIRWhVTlIS1qOjowPXIMpsdOwGDZcmgUK5ZhWXUjI2jXrYfoLE42fAuaWprCHcTuYWocZFJSktgvW/2PH7p2geIFsOfFPmx7uBNTN0yHaQEzKBNyA8lfqTg8HjqmHkxKEvuFqpfO0jW0dLTFdaJCI6THPrx0RemW1ZE3n5HYL1qvPIyLW+Dd/eTZR2WhoaWBAhWLw/2Ro1zd037hb5BfQ0sTUaHJE1WkdJRtVhWBHr4YvH82Zltvwaizf6Fc65pQNlRv5pWK4/3D16kHk5Lg8+A1LGok9wtfo1CDCjAqaYGPzxS7ORO58uogKTERMeGRyI76d0tT/7Rf5AfrP8jDV1gG51hvwehsqH/Jc2uf5rm1f2j3w89t/uIFsPP5Hvz3YDsmb5gK0wLKd53X0tJEhSp/4Mn9F3Ly037VmpUUnlOlZiU8uf9c7tjDu0/lylP9r9q8RCiDbm8Vu5Ipg7iERDj7haNOkdTJB3U1NbFv/ylrisFZRx+0KZMfOlqKnZeCImLw0CMAXSoWwq/GzvEN6taUnywlS56dY7KrJE0eO711Rd1aqWXoPYvOkZRRZtsvV7kMnj2wlms7tF+5huIxt1LNinLliSd3n6FyjYrSdtOwZX3hDrz5iBVuOlzAvkvb0bRtI6XK/juMuWaVisNHQZ+fL4t9fsEGFWBY0gKfMujz6R7l+zdDTFgEgpy8oOok0qT+L9p+e9fNypUrY9GiReJz6dKlsWnTJmEJatWqlVyiFrKEkQVo9OjRUusaWaa6d+8urH4EWcKywubNm2FgYICjR49CS0tLHCNFTQLJQwpKt27dxH7x4sWFArZt2zYMHjxYWo6Utw4dOojPS5YsERY0Nzc3YQGk61OnpMilsXnz5kKJkmX+/Plyv5WuTfLJKrZZheqJrk/KmoRatWqJ/6luSfnz8PAQVlJi//79QvYXL16IcqSIDhkyRFhQialTp+Lp06fiOFkwswopck2aJM8ekbWO6io6OlpYSTdu3Ihhw4YJBZIgxfr69etyFltFkGJPm9yxxERoq2c+36BOfw8NTQUWuRDkKqJ4Nirh/XuEr14tYvnU8uhBr1cfGG/cjKA/hyAxMEBhTF9SZCSi79+HstE31oeGpgZCA+VfTmi/UMnvf8FwefUWG6atwwf3DzA2N0afyX2x4uQqTGw1DlERUUqQHNA1yitiuiIC5V1dIgLDYVKyQJau0XxOH3zxC4GHzMv+tUX70H7FMEx8vkm4FyYlJuHy7J14/zxjZeR75ae6/5JG/i8BYTDNovwUB0YumxJlUc9UH9p5dNB4jCVuWp0QVqUyTSqj79bJ2N13GTwzUai+FR3j5PqPCpCXPzIwDIal8mequA15sREauTSRlJCIe/P3ijg8RWhoa6H+nD5wOfcEcV+U026yUv8UY5cV2s7uK1w2FdX/jZT6L92kMvptnYxdSqz/vEYZP7cFSxb87uuSG9nGaRvw8d0HGJkbodfkPlh+YiUmtZ6AaCU9t4ShsaGYpAsKCJY7TvvFSxVVeA7F8QUqKG9qbizdHz5hEBIS4nFgxzFkJyFRsUhISoKxrnx4hImuNjxDUieNMsLRNxRuQV+wqHWqJTgtF5w+QFdLE82V7Lb5PVDMnYlx8sSXBHLH/BIRieiYGISHf0FCQmL6MsZG8PD2UaoshsYGou0Ep2kLtF8so7ZjZoygAPkxmvZNUtqOsakR9PLo4s/xA/Dfqh3Cqle/WV38s2s5RvaYCJsnyksIp8pjbu4M+vyoLPT5A19shHpKn/9g/l74pOnzi7Soilabxwv3/Uj/UFzsvwrRIZm/tzGqzw8rerKQm6G/f7K//s2bN7FixQq8efMG4eHhwlpGikJkZKRwB5w4cSLGjBkjFISWLVsKpS/t9RRBFjhy1ZQoebJEREQIF05SQkaMGCE9Tvcm5S0j2UlugmQnRS8zyJ0xLceOHRPWS7o3KTt0P7IIfit0/48fP6JFixYKvycLJSl4EiWPKF++PAwNDcV3pOjR/xKXUgkNGjQQlsZvIaP6IesduXFKFEkJtWvXFhbWzKD2QEq1LNOKFsGM4hlb2r6XOKfXYpMQ6ugIk337oWNpiYg9u9OV12nXDtE3bwJxsVAVbO6mWji93niKF8gdj3eLuKKbx5It67+aemMsUd6yHg72XoYEGXeYmkNao2C1Ujg+9B+EfQhEkTp/oM3SIUKh8nwkM5P5iyFlopJlPezqs1Qa/0WTQITzjZd4vOuK+ExunoWrl0Ht/i2Vquh9L7FfonGs7TyR9KZQwwoixi/cK0C4dcpCLxRtt0ygH4W7c/cipyGp/51fqX9y8yySg+o/M17dtUnz3Lpg26Od4rm9lUOe24woX/kPDBzZB91byMY+50zImlfaNE+GiVuIc68/oF25/NDW1Pipsv0/oqae/NzevfoQh7YfF59dXruhSs2K6DGwi1IVvf/HMZf6/BMpfX7BhhVEjN9nrwDh1inh42NnUSa3UR6U69cMrf4bj9OdFiuM+1MlVMOupqKum2mVLRqAyb2Q4r4oho6UhVOnTgn3PrLESRKYEBTXRW6HAwcOFFYqUqDIUvQ1dHR0MvxOYlEi10lSCCUbuTCSVSsj2SUvDiT71yBXVVkotq9///5o3749Ll68KFw6ye1R8ju/hcx+28/me+snM+bMmSNiH2W3iUW/7h+eGBaGpIR44V4pC+0nBMvPOGZIQgLiXd2gWTD9bJ5WpcrQLFIUUZcvIjsIDw4Xfv2GpvIvHLQfkmYG9EeICI/AR48PyF8sa5aSrBAZ8hmJ8QnQM5WfKCGrSkSaGce01BnZHvXHWOLIgJXwf/NeelxTWwvNZvTGzWWH4HrrlfjOet8NOF98KjJ7KhOSn+o+Txr5Kfvjl4DM3b8ajOiARmM6Ye/AFfCTkV9cMy4eAa7ycUIB7h9goOQYt6jg5PqnzGuy6JoaIDKz+k9KQpinn0i2Yrv9Ctwuv0CN8ZbplLw2WyYgb0ETnO+3UunWvB+t/4YjOqBxJvVPWTbT1r+hEuufYm8yem4pNkdZRIZH4JPHR1gUzXi2/nsIDQ4Vk46UMVEW2g/0V5yZlI6bKiyf3M/WrFsVJqZGuP3qPBw+PhZbwSIFMHPJJNy0Tl6yR1kY6eSChpoagiPlx9KgyBhh1cuMqLh4XHvriy4VMrbe2PgEC8tg1xzgtkmYGhshKDiNRSwkFHn0dEUcnpGhPjQ01NOXCQ4R5yqT0OAw0XaM07QF2g/KqO0EBMPELI210cwIQSlth64ZFxcvYj9loXg+i4LmSpVflcfc6Az6fJ0s9Pnhnn4IcvKG/fYreHf5Baql6fMptp7K+L9yx70ZO4Xlr1wfxXF/zO/DDyl6GUGKHSkF5EJZt25d4VpJlqq0kGWK3DkpMQq5K5KC9jVIeXzw4IHCZCf58uVDgQIFhAJJcW2yG7lwZhVKYpKQkLUsaI8fP0bRokWFckfKKrmwUqKZ74Fi/cj1k1w0FUEJZt6/fy82CeSWSstAkGVPUubRo9SUugTtS75XBpTghVxFZUm7rwiKqyRLp+z2NbdNQXw84l1ckKt6cuYxgZoaclWvjrjXWbT+qKtDs0RxJASnH6R02rdH3Ns3ws0zO6BkBe4ObqjcoIqc8kz7b22UZ33IrZtbvCyGpAysyiAxLgGfHDzkEqlQ3RdrUBE+NopTzBN1R3VEwwldcWTwanG+LOpamskuhYny83CJCYkiaYsySYhLwEdHD5Sonyq/SOxRvwLeZyI/LcXQbEJX7Bu8SiyvkPaaH+zfwbSE/Iu5afH8CP0QqFT5qf79HTxQOE39k5XO96XbN82ma+TSSqfkGRbPh7N9VyI6Jf5N2Ujqv2Sa+qd9yqqZEY1k6p+WV0h7TZ+fUP8ZP7eVlf7c5itqodTnlqCX6td2b1C3UbLrv0T+uo1qwtZacSysnbWDXHmifpM60vLnT1xBl6b90K35AOlGWTcpXm9474lKlV9LQx3l8unj2fvUPjsxKQnP3wehcv7MM0zecPFFbEIi2pfL+AX87GsflDPXR1mzb/e+yQ6qVPwDz17ayR178uIVqlQsJ518LV+2tMjGKYHes569tJWWUWbbd7Z3Qe2GNeTaDu3bv1Q85jpYO6J2Q3mPpzqNa8H+paP0mk62zihWMtUjiShSsjA++Sh3aQVVH3Np6QOKs5OipiasdH4/0OcrJCtlGJUnW5ZXIMWKFDGy0FFmTVI0tm7dKleGYvjatWsnlMCQkBCRLISUlK9BGSjpun369BEWInLJJGsduQ6SAkKugeQWSsfbtm0rYsIooQjdg+LVsgIpW2QdJIWLEq+QqyltiiDFjuINKSaPXCcvXbokEqJ8L5Thk5RfymhJ9fP582dRfxMmTBAurhTTSBZEShhDM27kQkmxdBKX0hkzZohMnNWqVRPlL1y4IBRpcqVVFiQLucbSPSl5Dbmu2tvbZznO8nuIOHFcrIsX5/IGcc5voNujB9Ry64gsnIT+nLlIDAjAl53JkwV6gwYL182EDx+glicP9Hr3hUY+C5G5UxY1XV3kbtIUn7ekZmbNDs7tPItJVlPg5uAKV1sXkeqZBombx5P/LpPXTUWQbxAOrNonDSanNbkIrVyaMMlnguLliyMqIhq+XslZQYfMG4oXN58j4IM/jPMZo+/U/kJZun9OuctDPNt5BZ2sRuGTvQc+2iUvr0DuIfYnku9juXY0PvuGiLXyiHqjO6Lx1B44O2mzWDpBL2VmMjYiGnGRMYj9EgWvJ05oPrcv4qJjhetm0TrlUKl7I9xcehDK5tHOy+huNRofHd7Bx9Yd9Ye1Qy7d3HiZIn93qzEI9wvGjRT5G422RIspPXB80iaE+gQI65NE/tjI5BjTB9svovfGifB8/gbvnjihdJMqKNuiOnb3+Xoa9W/FdscVtFw7Cv72HvCzdUeVYW2hqaMN5+PJ8rdcNwoRviF4sirZHarGOEtRNszLTwziRZtXQdluDXAvxTVTuGtumyiWWLg4xArqGupifT6CFD560ciO+v+QQf33SKn/6zL13zKl/kMyqP+Haeq/TEr971Jy/V/YeQ4TrCaLbJq0/pbl0E7Q1s0tsnASE9dORpBvMA6t3i99bgulPLeauTRhbGGMYuWLI1rmuR0878+U5zZAPLe0Nhc9tw/PKz8+eN/Ww1ixcREc7ZzhQMsrjOoDHV0dkYWTWLlpsVDUaDkFYv+Oo9h/dhuGjOmHezceoX3X1qhQpRwWTftbfB8aEia2tC/VZAn0dPdWuvwDqhfDwmsOKG9ugIoWBjj8yhNRcQnoXCE5RnL+VXuY59HGxIby68hRVs6mJc1hqKN4+aMvMfG44eKHqY2zZ/05IjIyCt4+qRPcHz764Y2LOwz08yK/hTnWbdkD/8AgrFiQnOyNllWgNfKsNu9C146t8fylHa7dvo//1vwlvcag3l0xb7kVKvxRGhXLl8XB42cRFR2Tbq09ZXBo21Es2TAPTnZvxNp5/Ub0Em3n/NFL4vu//p0Pf98AsZwCcXjnCew4vQkDRvXBw1uP0aZzS5Sv8geWzVgtvSZl5Fy5dQlsntrB+pEN6jerg8at6mNkd+VOEqj6mGu/4wqarR2FAHsPsc5d5WFtRVKqtyl9frOUPv95Sp9fbZylKCvp84s0r4LS3RrgQUqfT+NF9Ymd4Xn9pYjNozjAioNbQS+fEdwvPYOqoypJUX4rRY+UI1pegbIykjJGWTIpPouWJZBAFjPKLunj4yMsO6SUZSVTpYmJiYgFI4WGFBxaB47S+lMcmsQllJSyNWvWiDLkaknKkWxymK9BygspW5TNMigoSCR4kV06QpZOnTphypQpQgElpZKSllA2zozKfw1KGEOxjFQXlNSFFjLv0aOHdEbq3LlzQtGiOqWMW1Rvsi6vXbp0EfF4lHyFErqQJXPPnj1o2rQplAUpmmQ1JflIVlIsKQHM8+fy2dqUScydO/hsYIg8Q4amLJjuhpBZM6QJWjTMzWl6U1qelDv9aTNE2cQvn4VFMHj8OLE0gyy5m7cQs2XRt7NnoW4JDy88gL6xAfpNHSAWb/VweoclAxciLCVYnDJ3ybrG0iCy/mrq37Xr6O5ic3jigPm9kxeCN81viumbZiCvoT7CgsPg/MIJM7tME24ryoRcKvVM8qLJ1B5CaaNlE44OWiUSshDkrihrnas+oKVwz+yxVf6Zu7/uFB6sPy0+n5mwCc1m9kaXDWOR2zCPWGLh7prjsDmo/L+DI8lvrC+Utzxmhvjk7IV9g1dK5TcsaIKkpNS6r50if7+tU+Suc3v9KbGJOrlmLZZpaDy2MzosHozAdx/FYule1vLLkCgDtwvPoGOsj9rTuov6D3DywoWBqxGVIn/egqYio5wETV1tNFk+BHnyGyM+OlYss3Bj0hZxHULPwgglWifP1Pe9nvwCL+FMz+Xp4vh+FAeZ+s+bUv97ZerfIE3918mg/m/J1L+TTP13zMb6f3TxIfRNDNB3aj+xYDo9t0sHLU7z3KbWvVE+Y6y9khoPTYs10+b4xAEL+ySvvWViYYKpG6eL5zY85bmd3WWG0p9b4sq5mzAyMcLEmSNFohVnRxeM7DNJmqAlf8F8cv2O7QsHzBi9AJPmjMaUuWNFhsQJg2ekW0PvZ9GmbH6RlGXLE1fhsknWt81da8JEL9l10/dzFBkl5PAM/oJXH0OwpVvNTNfno8ietn8o111WFsc3rhg6YZZ0n9a/Izq3a4nl86chMCgYn/xS1yAsVMACm9f8hdX/bsPBE2eRz8wUS2ZNlq6hR7Rr2QQhoWHYtPMgAoOD8UfpkthqtVTprpvE9fO3YWRiiDEzhwv33bev3TC+3zTp+osWadqOvbUj5o1dgrGzRmD8nJFiwfSpf86RrqFH3LlyX6zL9+eEAZixdDK83L3FYum2z+2VLr8qj7nuF54ht7E+ak3rLibhAp28cClNn0+umrJ9fqPlQ6CX0ufTMgu3J20R1yEoo7Jhyfxos30SchvlFRN6/nbvcK7HMrHUAvNzoVA20lF8fX2FvkTv8GSsUgR5OlLSRQpBI2rUqCFWE8iovCLUkmTfEBjmO6FMq5SlNLM1+xTh10x1/cNHuueFKlNbTT4GQNWIUlPdrssiIVu85n8anzSUv0jwz8Q5SbUzzTlH+UJVeflXPagyWj1SM2KrInUqpU64qxqFtZS7KPzPpl2Sass/+r3yPW6UwYhiPX/ZvXd4nvim8uQBR0Yv8nKsU6eO8M47ceKESHJInnyKDCtkyCIDFGW9JwMaeQ3S0nUFC2Yt+7Nqv20wvwTKnEoWW2polFWVLJ7kGiq7fAXDMAzDMAzDMMnQuzOFPtHyZJQ7gxQ+8kLcvTt9NnjJutUUokWei7QqwM6dO4UlOqNcHiqh6JHLJC2crmij71SdjH4bbZRkRhUgF9LLly8L91EyI1McIGVXpZhAhmEYhmEYhvkZJP3CfzFijctwuS3tetESKBs/JauUfVemECzapwz+WTW0UA4UY2P5jLg/PUbvR/jrr79E7JcivmdtupwGLfeQEVk1w/5qaBkIZSZ3YRiGYRiGYRhVYoWC9aEzyusRGBgo8pPQCgGy0D55x2WFWbNmidUFvsWwkuMUPfJRVeSn+rtAGUkZhmEYhmEYhlFd5syZky6jPy0llh2sXLlSZPi/e/euiNdTWUWPYRiGYRiGYRjma/zK1GDa2tpZVuwoiz6tFODnJ79uJO1TMsPMoEz6pOiRNx2tJ/4t5LgYPYZhGIZhGIZhmN+FXLlyibwWsolUJIlV6tXLOBvx6tWrsXTpUly9elW6Zva3wBY9hmEYhmEYhmFUDkqKoipMnTpVZKgnhY3WwqPlFSIiIkQWToKWXqB8HRT7R9ByCgsXLsThw4dRrFgxsfYeIUnimBVY0WMYhmEYhmEYhslGevfujYCAAKG8kdJGyyaQpU6SoMXb21tk4pSwZcsWka2zR48eWUr4oghW9BiGYRiGYRiGYbKZ8ePHi00RlGhFFk9Pzx++Hyt6DMMwDMMwDMOoHL8yGYsqwMlYGIZhGIZhGIZhfjPYoscwDMMwDMMwjMqRmKQ6yVh+BWzRYxiGYRiGYRiG+c1gix7DMAzDMAzDMCoH2/Myhy16DMMwDMMwDMMwvxms6DEMwzAMwzAMw/xmsOsmwzAMwzAMwzAqRyI7b2YKW/QYhmEYhmEYhmF+M9SSkjgvKfPrqJm/EVQVhxBPqDJGufNAlcmlrroOCbqauaHKBMWEQ5VR9WFPQ01152gNcql2v5NHxZ/dZw77oaoUKdURqkwuDdUdswivIHvkRPoW7fLL7n3E6yxyOqo7WjAMwzAMwzAMwzAKYUWPYRiGYRiGYRjmN0O17cgMwzAMwzAMw/xfkvirBcjhsEWPYRiGYRiGYRjmN4MtegzDMAzDMAzDqBy8vELmsEWPYRiGYRiGYRjmN4MVPYZhGIZhGIZhmN8Mdt1kGIZhGIZhGEblSGLXzUxhix7DMAzDMAzDMMxvBlv0GIZhGIZhGIZROXh5hcxhix7DMAzDMAzDMMxvBlv0GIZhGIZhGIZROZKSOEYvM9iixzAMwzAMwzAM85vBih7DMAzDMAzDMMxvBrtuMgzDMAzDMAyjciTy8gqZwhY9hmEYhmEYhmGY3wxW9HIAe/fuhaGhIXIyixcvRtWqVX+1GAzDMAzDMAwjXV7hV22qACt6OYDevXvDxcXlV4uR4+k5pCvOPz+ORx43sffSNlSoWi7T8i06NsXJBwdF+aO396JB87py31t/eqBwGzimb7b9hoULp8HTwxqhIa64cvkwSpUs9tVzRo8ajLdvHyMs1BUP7p9HzZrpFe46darj6tWjCA56iwB/J9y8eRK5c+dWuvwz506A3Zv78Pj0CsfP7kbxEkW/es6fw/vhhf1NePra4vLNo6hWvZLc9wMG98Tpi/vg6v0CvqHO0DfIq3S5Bw3rg0e2V+Hy0RrnbhxCleoVMy3foXNr3H56XpS//vA0mrVslK7M1DnjYO10Gy4fXuDw6R0oVqIIsot+Q3vilvU52Hk/xLEre1CpWvlMy7exbIHLj06I8ufvHkHjFvUzLLt4zWy88X+BQSOzr90Ts+ZOhOPbB/D2tcPJc3tQIgttZ+jwfnhpfwvv/exx9dZxubZjaGSAFavn44n1VXHNV4538Peqecirnydb5J89byJeuzwUspw6txclSmZB/hH9YeNwGz7+Drh2+wSq1ags973V+r/wwu6muOabd09x4Mh/KFW6RLY8t/Zv74tn8MS5b3lub8HLzw5Xbh1LV/d/r56PR9ZXxDVfOt7G8myq+/5De+L2y/NweP8IJ67uReVqFTIt37ZTC1x9fFKUv3DvKJq0bCD3/YQZI8X3tp4P8ML1Nvae3IzK1TO/5vfSa0g3XHx+Ak88bmHfpe1fHbNadmyGUw8OifLHbu9LN2YRxUsXxbq9K3Hv7VU8cr+BA1d2wKJgPqXLbm3rgHEzF6FZp/6o2KAdbt1//NVzntvYo+ef41GtqSXa9RqKs5dupCtz5NQFtO4+GNWbdULfEZPh4PQW2cmMueNh++Ye3n2ywbGzu7LU9ocM74vn9jfg4fsKl24eRVUFY9api3vh4v0cn0KdsmnM6o2Hr67g7YcXOHv962NW+06tcOvpOVH+2oNTaNayodz3bTu2wIGTW2Hreh9eQfYoX7Gs0mVmcias6OUAdHR0YG5u/qvFyNG06tQcUxaPxw6rvRjQZjhcnNyw8YgVjEwUW0Ir16yI5VsW4dzhS+jfehjuXn2Af/b8jZJli0vLtKncWW5bMnkFEhMTcfvS3Wz5DdOmjcG4sX9iwoS5aNjIEhERUbh48SC0tbUzPKdHD0usXr0Ay5evR5267eHg4ISLFw7AzMxETsm7cP4Abt68jwYNLdGgQUds2bJX/BZlMn7ScAwbNQAzpy5G+5a9ERkZiaOnd0BbO1eG53Tu2g6Ll8+C1arNaN2kO147vsWR0ztgamosLaOjq4PbNx9gw9ptyA4su7bBgmUzsH71VnRo1gvOji44eHIbTGRkkKVG7SrYuGMVjh06jfZNe+La5dvYcXADypQrJS0zZuJQ/DmyH+ZMW4pOrfojMjJKXDOzuvhe2nVuhdlLJmPzPzvRreVAvH3tip3HNsLY1Ehh+Wq1KsNq2zKcPHwOXVsMwM0r97Bp3z8o/UfJdGVbtm+KKjUqwe+TP7KTCZNHYMSogZg+ZTHatuiFyIgoHDuzK9P66tKtHf76ew7+WbUZLRp3xWvHNzh+Zpe07VhYmMMivzkWzV+FxvU6YsLYOWjeshE2bFqeTfIPwvTJi9CmeU/R9o+f3v0V+dtj6d9zsGblJjRv1AWvHd7gxOlU+Qk729eYOGY26tdqh15dh0JNTQ0nz+6Gurryhubxk4dj+KiBmDllMdpL635n5s9tt3ZY8vds8dy2atxNPLdHz+yUq/t8+c2xZP5qNKlniUlj54jJkHVKrvv2XVphzl9TsOmfHejSYgDevHbBruOZt/2125bjxKFz6NK8P25euYvNadq+h7sX/pq9GpZN+qBvx+H48P4T9pzYnOFY8r207tQcUxePx3arPejXZhhcndyw+cjaTMesv8WYdRH9Wg8VY9baPSvkxqxCRQtg19n/4OnmhZHdJ6B388HYsW4vYqJjoGyioqJRtlQJzJs2NkvlfT76YtyMhahdvQpO7t2Mgb26YNGq9Xj07KW0zJWb97B643aMGdofJ3ZvRNlSxTFq6nwEhYQiOxg3aZgYs2ZNXYIOLfuIfvrI6e2Ztv1OXdumjFn/oU2THnByfCPOkR0vdHRz487Nh/h37fZskbtjlzaYv3QGNqzZio7Ne8PZ8S0OnNia8ZhVK3nMOn7wjBjjrl++je0HNqDMH6XkxtkXT19h5ZL12SIzk3NRS+IFKH4Knp6eKF48tcOW0KRJEwwZMgSTJ09GaGio1E3y7NmzGDNmDJYtW4agoCB07NgRO3bsgIGBQZbut3v3blhZWcHNzQ3Gxsbo3r07Nm3aJL7z9vbGhAkTcOvWLfFC0bZtW2zcuBH58qXOCq5cuRLr1q0TLzS9evWCmZkZrl69CltbW2mZnTt3int4eHigWLFimDhxIsaOzdqgIKFm/vSWEkWQBc/J1hmr5yV3UvRCdOnlKRzbfQr7Nh1KV/7vrYtFxzZl0CzpsT0Xt8LltStWzLJSeA9SBHX1dDG21+QsyeQQ4olvgSx5GzbswLr1yQqNvn5evPe2wfAR03DixHmF55AF7+VLO0yeskD6u93dnuO/LXvwzz//iWP3753DrdsPsGTJP98kj1Hub5t9J0ve1k17sGXTHrFPs/cOLg8xaexcnDt9WeE5ZMGztXHE3JnLpPLbvL6DXdsPYtP6nXJl6zeshdMX96NM0doID/v8VXlyqWctlxRZ8OxsXmPhrL+lMjxzuIG9O47gvw270pXfvGsNdHV18Gff8dJjZ68fhJPDW8ydtlTskyVv+3/7sH3TvuS6yJsHL9/exbTx83Hh9NWvyqSrmXVrK1nwHG2dsHTOGqn8d20v4uDO49ixMfn+sqzd/jd0dXNj9ICp0mNHL+8WL8mLZ6yUHjO3MMPxq3swvPdEbDu0Dvu2H8X+7UeyJFNQTDi+BbLk/bdpD/7buFvadpxcH2PC2Nk4e0px2yELnq2NA2bPWCr93XZO97Bz+wH8u26HwnM6dWmL/7avQdH8VZGQkJChPN867JElj2TfLCO/s9sTTBgzG2dOXVJ4DlnwXpH80/+Sym/vfB87tpH8il8Qy1coi/tPLqBmlRbw9HifoTwaallXBMmSt2XTXmyRkd3R9ZFQzjKqe7LgvaLnVqbuXzndFc/txgzq3rJLG2zevgbF81fLtO4NcmW93yELnoOtk1DMJHLct7uEAzuPYfu/6dv++h1/i35/VP8p0mPHr+wRkzuLZqxQeA+9PHp45XEPg7uNwZMHL74qU54sPrtkwaMxa9W8dVLZr7w8jaO7T2HvpoPpyq/cukQoEJNkxqx9F7eJiZ2/ZyX37Su2LEZ8fDwWTEjuT7+HZw77v/kcsuhtWLEALRpn7Bmw9r9duP/4Bc4e3Co9Nn3hCnz+EoFta5PlJQtexT/KSJVHmoxs2XUQ+vXohOEDe31VjiKlOn6T3GTJ27pprxi3JG3f3uUBJosx64rCc8iCR/3OvJnLpX+3l69vY/f2Q+nGrHpizNqHskXrZG3M0sjamEUWPPtXjlg4a4VUhqcO18WYtWVD8nMsy6adq8WYNbTfBOmxM9dozHqDedPl20qhwgWEd0u7Jj3h5Pht1lSyBOZEOhbp8MvufdFbcf+fk2CL3k+icOHC+PTpk3R79eoVTExM0LhxY4XlSUE7fvw4Lly4IBQsKp9VJWrLli0YN24cRo4cCQcHB5w/fx6lSpWSdqydO3dGcHAw7t27hxs3buDdu3fCfVQC3ZeUzb///hvW1tbInz8//vsvWamQcOjQISxcuBDLly+Hs7OzKLtgwQLs25d+8P1RNLU08UflMnj24KXci9rzB9aoXKNChrOj9L0sT+4+R6Uait0faIa4YYt6OHfkIrKD4sWLIH/+fEIhkxAe/hnPX9iibp3qCs/R0tJC9eqVcPv2Q7nfffvOA9StU0Psk2WPLHoB/oG4e+cMvL1scOPGCdSvX0up8hcpWgj5LMxw/94T6bHP4V/w6qU9ataukqH8latWkDuH5H9w7wlq1v458Z5aWpqoVKU8Ht57KicD7VevpVhuOi5bnrh/+7G0PNUFKUkP76aW+fz5C2xfOoiZVWXLX6HKH3h8/7mc/E/uP0fVmvLuRBLo+OP78i+sj+4+lStPLw6rNy/Brs0H4fb2HbKTosWo7Zjj/t3Hcm3HxtoOtWpVy7DtVKlaAfdkzqHfTdeomcE5hL5+HvG3yEzR+Hb5Cwv57919kk7+jNqxVP478vLT76mVwTn0otZvQDeh4H3w8c3murdHzVpVM31uH6Sr+ycZniOZuFJm3Uvb/r1ncnLQs1C1prwLrAQ6LvusEA/vPEG1DJ4VukfvQV3FSzpNhChzzConxixrOdmfZTJmVapZUa488eTuM1ROGbPomW3Ysj683r3H5iNWuOlwQSiTTdtmbbI0u7FzfIO6acIKGtSpATtHZ/E5Li4OTm9dUVemDdFEM50jKZMdYxaNN+nHrMzafnk8SDNe0DVq/NQxq5yCMevZV8as1Ock7ZjF/H/Dit5PQkNDAxYWFmKjxCujR49GvXr1hEKliOjoaOzfv18kQCFlkCxuR48eha/v118AyAo4bdo0TJo0CWXKlEGtWrWExZAgKx4pf4cPH0aNGjVQp04dcR9S+l68SH45XL9+PYYNGya2smXLiuuVLy8fE7Ro0SJhzevWrZuwVNL/U6ZMwbZtyne/MzQ2gKamJoIDguWOBweEwMQ81YVRFhMzYwXlg2Firtj1oWOvdoj4Eok7l+8jO8iXz0z87+8fKHfc3y8A+fIpdtslNyn63X7+AWnOCZRejxRIYv78qdi95wgsOw2E7StHXL1yJEvxf1nFPJ+p+D/AP0juOCmY5ubJsqTF2MRQyJ/+nCCYmydfL7sxNjESMgQGyMtA+2b5FLcdM3NThTLTcfF9ynkKr6nk32VknFyHQWnacmBAMEwzaPt0PCidbPLlR0wYLF7ID+w4iuxG0j7S1WlAkLRdZfR3S3uOf2bnGBth6oyxOLD3GJSJpK1SW5eTxT8Q+TJo+yYS+QMC0z8vKc+ubCyc58dXIs6wRasm6NFliHgpVgZmGdZ94DfXfabnGBtiyowxOLj3OJTd9qntyhLoHwyzTNo+ff+1Z6Vpq4Z45XkfDj6P8efofvizxziEBIf9hDGLxqAMZDczRlBAiNwx2peMWTQZqZdHF3+OH4DHd55hbJ8puHPlPv7ZtRzV6/36RGmBwSEwMZZ3qTUxMsSXiEhEx8QgJDQcCQmJ6csYG4lzlU3qmJX2Gcy4n04dswJ/2ZhlJBmz0jx/gZnITcd/xniUk5dX+FWbKsCK3i9g6NCh+Pz5s1C2MorFKFKkCAoWLCjdJ6WQrHFv32Zuavf398fHjx/RokULhd+T9Y2si7RJICWOlE/6TlKGFEBZ6P4SIiIi4O7uLhTBPHnySDdSCOl4RsTExCA8PFxuS0zKGXmLOvVtj6unbyA2JlYp1+vTpwuCAt9IN5opzA4k7WfnrkPYv/847OxeY8bMJXBxeYfBQ1KttN9Kt54d4e5jLd2yS37m51Oh8h8YOLIP5kxYki3X797TEp4fbKQbzVBnN3ny6uHwiW1weeuO1SuSXdS/lx69LIXiJdmyW/6Tx8+LGD7Ltv3g7uaBXXs3fHesZ/eeHfHuw0vp9rPq/lBK3a/5wbr/WTx7ZI3Ozfqhd/uhuH/7CdbvXJFh3F9OQU1dTfx/9+pDHNp+HC6v3YQL6IMbj9FjYBf8v0NjlpuPtXT7GW2fYVQBfhJ+MqQMXbt2Dc+fP0fevHmzJbFLdvPlyxfxP8UMplUIyXKZEStWrMCSJfIvl/n1CqNA3syzYIUGh4m4BGMzeWucsZkRgtLMekkgC0j68sYISjPbS1StUxnFShXFnFGLoCwuXryBF89T4xlzpby40aygr29q4gua3be3e63wGoGBweJ3p7Ua0Eyln1+ylU9yLWdnebejN2/cULhw6kTBt3Ltym3h3iVB8uJJM+lkhZRAM4aODordboKDQoX8aWffxTXSzJhmF8FBIUIGU5nkNQTtB/gpbjs0m6tIZsksr+Q8ugZZV2WvSYH7yiQkOLkOyUItL79xuhlfCXTcJN3vTS1fo241mJga4farC9LvaQZ51pJJGDyyD1rU7PxDMl+ltvPSTrqfK1dq25G0W7FvZgJHhzeZ/t3S/h3M09S5JMbq2Kmd+PIlAoP7jxPn/ZD8l2/jpbUi+VOfOyGLuSkcMmj7QRL5zeRn1Okass+PxJ2MtnfuXrB+YQc37xfoYNkKp09+e+zH1St38PKlzHObK4Pn1swUrzN8bhXXPZ2jqO6PptT9n/3H/3DdK2r71HZlMTU3TmdtlEBtnL7/2rMSFRkNbw8fsdm9dMT1Z6fRs39nbNuwVymyZzxm0RiUgexk7TNLY+0SY1yw9JpxcfF45yofG+7h6oWqtRW7pv5MTI2NEJTGMkdJVvLo6SK3tjY0DNWhoaGevkxwiDj3R0k7ZknG3ORnLrXdUrumxEiZj1mmv2zMCpGMWWmeP9pPa2mUQMcVjnE/SeZfDacayRy26P1ETp06hb/++kvEwJUsmT4DniyUMIUscxKePn0qrDfkSpkZpDxSYhRy0VREuXLl8P79e7FJcHJyEolgJO6ZVObZM3l/b7q/BEraUqBAARHbR7F/spuihDMS5syZg7CwMLnNIk+qZTEj4uPi8cbeBbUbJselSeIVajWsAfuXipUke2tH8b0sdRrXhMNLx3RlO/ftCCe7N3B1ytga+a3Qi4/7O0/pRorYp09+aN4sNeUxJfCoXasqnj6zUXgNct+ysXFAs2YN5H53s6YN8TQlk5mn53t8+OCLMmXk21Pp0sXh7f3hu+UnN1ZPD2/p9vaNG/x8A9CoSV25mXxKF2/93C5D+e1tX8udI+JMGteFtYwSnJ3Qi5GDnRMaNK4jJ0ODJnVh80Kx3HRctjzRsGk9aXlvLx/4+wagQZM6cnVRtUYlvMzgmj8i/2u7N6jXqJac/HUb1YKttYPCc+i4bHmifpM60vLnT1xG56b90LX5AOlGWTcpXo8Ss/woEV8i4PHOW7oltx1/NGpST66+qtesghcvXmXwu+NERsrGMufQ76ZrWMucQ9c5cWYX4mLjMLDPGMQowSL/JQP5GyuQP6N2LJW/qbz8dA3ZCaC0qKkll5Mol99T957vvKVbxnVfGdYvbL/y3Kat+7py59B1KAtqbGwcBvUZq5S6V9j2G9eWk4Patq3MC70sdFxR23+VwbMiQV1N/bvrPKMxy1nBmFU7kzHLwdoRtRvWlDtWp3Et2KeMWXRNSu5SrKT8mFmkZGF88vHDr6ZKxT/wTGaCh3jy4hWqVExeUoK8QsqXLY1n1qltiLyUnr20lZb5EdKOWS4pY1ZDhWNWZm3fSe4cyZj18qeOWc7px6zGdb5pzGrUNOMxjvn/gi16PwlHR0cMGjQIs2bNQoUKFaSxdhkNLrQG2uDBg/HPP/8IF0fKaEnZLynG72tQ3B/FANKSDe3atRNuoo8ePRKZNlu2bIlKlSqhf//+IhaPZo4oyQtl/6xZM3mQodg+ygRK+w0aNBCJV16/fo0SJVLXdyLLHMlEWUApaye5ZVLilpCQEEydmprtTxZaRiDtUgI0wGaFQ9uOYfGGuUIhe23rjH4jeorsaheOJmeNW/LvPPj7BmLz38kxgkd3nsT20xvRf1RvPLz1BG06t0D5Kn/g7xnJmQslUMxDS8umWL9kM7KbjZt2YfbsCXBz84CH53ssXjRdKH/nz1+TlqHYunPnrmLL1uSkNhv+3YFdO9fipY29eMmaMGEY9PR0hJumhHXrtmLBgqmwt3eCvZ0TBgzsgbJlS6Fvv9FKlX/Hlv2YPH20sDyQsjNr3kTxEnn10k1pGVqj68rFm9i947DY37Z5HzZsWQG7V4549dIBI8YMgq6eDo4eOiM9h2ZPyUpZrHiyZbdc+TLiZZvSnoeG/njczM7/9sNq83I42L4W2dSGjR4oEl8cP3xWfL/uv+Xw/eSPVUs3iP3d2w7i+IU9GDFuEG5ff4BO3dqK5BSzp6Rao3dtPYiJ00bB090b3l4fMH3ueKH8Xb90G8pm79bDWLlxERztnGFv8xqDR/UVbf/00WSL3MpNi+H/KQBrlye3YYq72392G/4c0x93bzxEh66tUaFKOSyclpx1NDQkTGyy0EskWT0o9Xx2sG3LfkydMUbadmbPmySs0dRWJJw6vxeXL9zArh3JWXS3bt6DjVtWiZhTm5f2GDV2sGg7Rw6ellHydgsvhrEjZ4iJE9ok1nBlLi+y9b99KfJ7wsvLB3PmTxZt5vLF1HXCTp/fh0sXb4jMlARlp920NUV+a3uMJvl1Sf5T0iQvtATD3dsPhbwFClhg0tSRIj775vV7SpN9+5b9mDJjNDzcPUVblTy3snV/8vweXL5Az62k7vfi3y0rheyUvGJkSt0flal7UvIkdZ8nbx6xEUFKrPs9Ww9h1cbFIutsctvvJ9r+qSPJbX/1piXit1gtS277lDn24LntGCpt+21QsWp5LEhp+5TVcsyUobh19T4C/AJFHGD/Yb2QL78ZrpxPrQ9lcGjbUSzZME9mzOolZD9/NNlS+9e/80WfsSllzDq88wR2nN6EAaP64OGtx2jTuaUYs5bNSM44SuzfckRk57R5agfrRzao36wOGreqj5Hdf3yCJi20FIG3T+pk84ePfnjj4g4D/bzIb2GOdVv2wD8wCCsWTBff9+rSQayRZ7V5F7p2bI3nL+1w7fZ9/LcmOessMah3V8xbboUKf5RGxfJlcfD4WURFx6BLh1bIDpLHrFGiX5Mfs1Inwo+njFl7pGPWXumYZfuVMUsSI589Y9YyoXTa2Thg6KgBou84kTJmrRVjlh9WL/1X7O/ZdgjHLuzGiLGDcPvGfVh2bYdKYsxKrXsDQ30ULJRfJKghSpRKjuEnq19GFnLm94AVvZ8EKUG0VAG5btKWdnmFtJB1jBKctG/fXmTIpOUV0ma+zAhSEOllgZZHmD59OkxNTdGjRw/pzNC5c+eE0kdJXmSXV5BAGTgp1m7mzJniOrQ0Ay31QC6nEoYPHw5dXV2sWbMGM2bMgJ6enlAgJUlflM2N87fF+kOjZw4TbmwUnzCh33QEBya7gdCCsYmJSXIWvXljl2DsrBEYN2ck3nv4YPqfc+H+1kPuuq27tBB1cvWMcgd5RVhZbYGeni42b14JQ0N9PH78ApaWA4WSLIEWc5VdK+fkyQswMzUWC61b5DODnZ2TSLgi60ZCCqR2bm2sWbMIxkaGQuFr36Ef3r1T7kv7pg07xYD3z/ol0DfQx/OnNujbfaTcTH6x4kVEMgcJ585cEW6CM+dOFIMjuYvRObKB44OH9sb02alLGZy7kvyiTOnfj6UMbD/ChTPXYGxiLBY4JxnIvXJgz9FSGQoUyi/Xdl4+t8PEkbOF8jZz/iR4vvPCiAGT4OLsJi2z5d/d0NHTwYp1i8RiudZPX4lrKtuqQVw5d0MkCZgwc5RwIaJU8SP6TJQmaClQ0AJJMvK/emGP6aPnY/KcMZgydyw8373H+MHT4fpGeRbrb2Xj+h3iRWXthr9E23n29CV6dxsu33aKFZZrO2dPX4GJibFYaJ1cnMlFmM6hJC5E5SoVpFkgX9jKP7/VKzXH+x+waCuSnyZYrP5dCgOS/8lL9O4+LE3bLyySsKTKf1k8y7Nl5O/VfZhUflr7rG79mkKBpf6AXraePH6B9i37CMVPWVBKeKr7f1Lq/vnTl+jTbYSc7EWLpXluU+qeFlon2cVz222EXN3XSKn757byi2LXrNRCaXV/+Sy1fSNMnDVa2vaH9Z4gbfv5C1nIxXlT2582eh4mzxmLqfPGibY/TqbtUzIQesHtuqejUPJCQsLg8MoJ/SxHKD377PWUMWvMzOFizHr72g3j+01LM2YlKhyzxs8ZKdxKp/45R27MouQrtNTCnxMGYMbSyfBy98aM4fNh+1z5ae8d37hi6ITUpR5o/Tuic7uWWD5/GgKDgvHJLzUMoVABC2xe8xdW/7sNB0+cRT4zUyyZNVlk3pTQrmUThISGYdPOgwgMDsYfpUtiq9VSpbhuKmLzhl1izFojxqy8Yszql27Mku93zp+5Kp5bavvJY9Yb9Os+Sm7MGiTGrHHS/bNXDoj/aakhyQTij3Dx7DUxbk6dPTZlzHqLQb3GSBMTUZ8v23bIk0SMWfMmYMb8icKaP3LgJGHVlNCqXVNYbVomt4wQsW7VFqxfvQWqTM7I9JBz4XX0ciCSdfRk16z7XcnqOno5kW9dRy+n8a3r6OU0srqOXk7kW9bRy4l86zp6OQ1VH/a+ZR29nMa3rKOXE8nqOno5le9ZRy+n8K3r6OU0srqOXk4lp66j16Zwu19272vvFa/HmJNQ7VbHMAzDMAzDMMz/JUkqsszBr0J1pwX/j5Fd0iDt9uBB6oLcDMMwDMMwDMP8f8IWvRzqupnRQupEZi6dsmvvMQzDMAzDMAzz/wkreioIJWphGIZhGIZhmP9nEtl1M1PYdZNhGIZhGIZhGOY3gy16DMMwDMMwDMOoHKqeRTm7YYsewzAMwzAMwzDMbwZb9BiGYRiGYRiGUTk4Ri9z2KLHMAzDMAzDMAzzm8GKHsMwDMMwDMMwzG8Gu24yDMMwDMMwDKNyJLHrZqawRY9hGIZhGIZhGOY3gy16DMMwDMMwDMOoHIm8vEKmsEWPYRiGYRiGYRjmN4MVPYZhGIZhGIZhmN8Mdt1kGIZhGIZhGEblYMfNzGGLHsMwDMMwDMMwzG8GW/QYhmEYhmEYhlE5Etmmlyls0WMYhmEYhmEYhvnNYIse80tpoV0IqkqvfEWhygyv+h6qjLqu6s5T9XukA1XGSq0UVJkrOolQZarEa0FVuage+qtF+L+mSKmOUFW83S5ClXGsPuVXi/Bbwha9zFHdNyWGYRiGYRiGYRhGIazoMQzDMAzDMAzD/Gaw6ybDMAzDMAzDMCpHUhK7bmYGW/QYhmEYhmEYhmF+M9iixzAMwzAMwzCMysHJWDKHLXoMwzAMwzAMwzC/GazoMQzDMAzDMAzD/Gaw6ybDMAzDMAzDMCpHErtuZgpb9BiGYRiGYRiGYX4z2KLHMAzDMAzDMIzKwcsrZA5b9BiGYRiGYRiGYX4z2KLHMAzDMAzDMIzKwcsrZA5b9BiGYRiGYRiGYX4zWNFjGIZhGIZhGIb5zWDXTYZhGIZhGIZhVA5OxpI5bNHLAaipqeHs2bO/WowcIwfDMAzDMAzDMD8GW/QYKZ8+fYKRkRFyKvUGtkLjUZbIa2aAT87eOLdoL3zs3BWWrd2nOap3a4R8ZQuJ/Q8OHri65phc+Z7/jEbNHk3kznt7zw67B6/MFvmrDWqJ2iM7QM/MAP7O3ri5aD987d4pLFu6bU3UG9cJhkXzQV1LAyEefnix4zKczjySK9dwandU7tsM2vq6+GDtghvz9iDE00/psmu374LcXfpA3cgYCZ7uiNi+AQmubzIsr6aXBzoDhiNX3cZQy5sXif5+iNy1EXEvn333NX+EXK26ILdlb6gZGCPB2x1Re/9Fgnsm8uvqIXfv4dCq1QhqefIiMdAPUfs3I942WX7tzv3EdxoFiiApNgYJLq8RdWQ7Ej+9zxb5Ow7qiO6jusPIzAgezh7YsnALXOxcFJYtUqYIBk4diFKVSiFf4XzYtmQbzu06J1em/YD26DCwA/IVyif2vVy8cGTDEVjftc4W+Yv+2QolxlpC29wA4U7eeD13L8JeKX52ZcnfpR6qb5sI3ysv8HLIWrnvyszsgcIDmkNLXw8hL97CYeZuRHr4Kl32xgNbo8UoS+ibGeKDsxdOLNoDrwz6nfp9mqN2t8YoULaw2Pd28MCFNUek5dU1NWA5vTcqNK0GkyLmiP4ciTcPHXF+1WGE+YcgOyg/uCUqj+4AHTMDBDt74/GC/QiwVdzvFGtXE1XHd4J+seR+J9zDD/bbL8PtlHy/I6Hhij9RbmALPFl0AI67rmWL/O0HdUCXUd1E2/d09sD2hdvgmkHbL1ymCPpN7Y+SKW1/55LtuLDrfIbX7j62BwbNHoLzu85h15IdOV72PlP6oe+UfnLHfNzeY1zzMcguZswdj/6DekLfIC9ePHuF2VP/gsc7r0zPGTK8L8ZOHAozc1M4Ob7FvJnLYWvjIP1+wOCe6NqzAypVLo+8+nlQtmgdhId9VprM1rYO2HP4JJzeuCEgKBgbVixAi8b1Mz3nuY091mzcDjcPL1iYm2HU4L7o0qGVXJkjpy6I6wYGh6BsqRKYO2UMKpUvi+zAdFB7mI/qAi0zI0Q5e8Jn4XZE2rl+9TxDy0Yovnk6Qq89hceIFdLj1bzlxwAJH5bvhf+2M1BlOBlL5rBFj0FsbKz438LCAtra2siJVO5YFx3nD8StDafwb4e5+OTkhWH7Z0PPRF9h+RJ1y8H2/GNs77sM/3VbhLBPQRh+YA7088krsm/v2mJprdHS7ciEjdki/x8d66DZ/P54tOEM9nWcjwBnb/Q6MAu6GcgfHRqBJ5vO42C3JdjbZi4cT9xH+39GoljjStIytUd3RPUhrXF97m4c7LwIcZEx6HlgFjS0tZQqe66GzaA7dByiju1D2NQRiPdwR97F/0DNwFDxCZqayLvECurmFviyaiHCxg5ExOY1SAwK/P5r/gBadZtBZ+AYRJ/ah89zRyLByx16s1dDTT+De2loQm/uP1A3s0DE+sX4PHUQIndYITE4VX7NclUQe/0sPi8chy9/zxC/Oc+c1YB2bqXL39iyMUYsGIHD6w9jQocJeOf8DksPLoWBiYHC8tq5tfHJ+xP2rNyDYP9ghWUCfQPF9xM7TMSkjpNg99gOC3YuEEqissnfuS7KLRkIV6tTeNhqLj6/9kKdo7ORy1Rx25egU9gU5Rb1R9AT53TflRhviWLD28Jx5i48ar8A8ZExqHNsNtSV3Pard6yHrvMH4cqGU1jVYTY+OHlh3P65yJPBc1u6bgW8PP8YG/r+BatuCxD6KQjjDsyDQUq/k0snFwpXKI4rG09hVcfZ2DF6LfKVzI9RO2cgOyhhWQd1F/aHzbozONNuPoKcvNHu4CzkzkD+mNAI2G48j/Odl+BUq7l4e/w+mliNRKEmqf2OhGJta8K8eilE+CpuY8qgoWUjDF0wHMfWH8HUDpPEJMfig39l2vb9vH1xYOW+DNu+hFKVS6NNv7bwcPJQKdm93nphcI0B0m1291nILsZNGoZhowZg1tQl6NCyDyIjo3Dk9HZoa+fK8JxOXdti8fJZsFr1H9o06QEnxzfiHBNTY2kZHd3cuHPzIf5duz1b5I6KihaK2LxpY7NU3uejL8bNWIja1avg5N7NGNirCxatWo9Hz15Ky1y5eQ+rN27HmKH9cWL3RpQtVRyjps5HUEio0uU3tGyIgguGwnf9MbztMBVRzh4oeXAxNDNoOxJyFTJHwflD8OXZ63TfOdQYLLd5TfsXSYmJCL3yWOnyMzkLVvSUxMmTJ1GpUiXo6OjAxMQELVu2REREBF68eIFWrVrB1NQUBgYGaNKkCWxsbDK91vv379GrVy8YGhrC2NgYnTt3hqenZ5bkGDJkCLp06YIlS5bAzMwM+vr6GD16tFSZI5o2bYrx48dj8uTJQq42bdoodN308fFB3759hQx6enqoWbMmnj1LtcicO3cO1atXR+7cuVGiRAlxz/j4eGQHjYZ3wPOjt2F94h783T7gzLxdiIuKRa1eTRWWPzp5M54evCEUwgD3jzg5a7v4faUaVJQrFx8bhy8BYdItKjwiW+SvObwd7I/eEQpbkOtHXJu7B3FRMajUS96iKOH9U2e4XrNGsNtHhHr74+Weawh48x6FaqXOHtYc1hZPNp2D2w0b8d2lqVuRx9wQpVvXUKrsuTv3Qsz1i4i9dQWJ770QucUKiImGdsv2CsvTcbKCffl7HuLfOCLR3xfxr+2E1e57r/kjaHfoidjblxB77yoSP3ghatdaIDYauZq2U1g+V7N2Qv4Iq/lIcHEU1rwEZzskeqfKH7FyFmLvX0Oij6c4HrllpVAMNYqXUbr8XYd3xdUjV3HjxA28d32PTXM2ISYqBq17t1ZY3tXeFbv/3o37F+4jLiZOYZnnN5/D+o41Pnp+xAePD9i/Zj+iI6PxR7U/lC5/8dEd8P7gbfgcvYcvLh/gMGMXEqJiUbiv4mdXoK6Gqv+Nh+uak4j08k9/zZHt4LbuDPyuvsRnJ2/Yjf8P2vmMkK9dTaXK3nx4Bzw+egtPT9yFr9sHHJ23E7FRsajXq5nC8vsmb8SDg9eFQujn/hGHZm0V/U7ZBsmKUvTnKGwauByvLj2F/7tP8HzliuML96BI5ZIwKmACZVNpZDu8OXIHLsfvI9T1Ix7O3oP46BiU7aO43/n0xBmeV60R6vYRn7388XrXNQQ7v0c+mX6H0LUwQr2lg3Bnwn9IjEtAdtF5eBdcP3INt07cFG1/y5zNou237C1vaZHgZu+KvX/vwYNM2j6RWzc3pv47HZtnb8SXsC8qJXtCfAJCA0Kl2+eQcGQXI8YMwvo123Dt8m04v3bBxNGzkc/CHG07tMjwnFHjhuDQvhM4dugMXN66Y+aUJYiKjEbfAd2kZXZsOYBN63fipbVdtsjdqF4tTBw5GC2bNMhS+eNnL6FgfgvMmDACJYsVQb8endCqaUPsP5Zq6aLPPSzboWuH1ihZvCgWzpiA3NraOHPxutLlNx/eGUFHriP4xC1Eu77H+zlbkBgVA5PeLTM+SV0dRf+dik9rjyDGO71nQ3xAqNxm0Lo2vjxxQKy38j2AmJwFK3pKcnkkhWjo0KFwdnbG3bt30a1bNxEg+vnzZwwePBgPHz7E06dPUbp0abRv314cV0RcXJxQvPLmzYsHDx7g0aNHyJMnD9q2bSunrGXGrVu3pHIcOXIEp0+fFkqYLPv27UOuXLnE9bdu3ZruGl++fBFK6YcPH3D+/HnY2dlh5syZSExMFN+TbIMGDcKkSZPg5OSEbdu2Ye/evVi+fDmUjYaWBgpWLA7XR47SY1S3bo8cUaR66SxdQ0tHGxpamogMlR/US9QtjwXWWzH9lhW6LBsKXcM8SpefXKAsKhWH50OZWbakJHg9fI0C1Utl6RpFGlSAUQkLvH+W7G5oUNhMKHVeD1PrJPZzFD7ZuqNAFuskS2hqQqNkGcTZvZSTnfY1y1ZQeIpWrQaIf/sauqOmwHDfGej/uwe5ewwQA9H3XvO70dAUyle8o/y94h1toFk6A/mr10eCqxN0/pwM/a2nkHf1bmh37g+oqWfq6iku/UW5L12aWprCBdP2oa2M+Eli/4/qylHK1NXVhdUwt05uONukt579CGpaGjCoXByBDxzl6j/wviMMa2bcTktP647YwHC8P3w33Xc6Rc2RO5+RuIaE+M9RCLVxh1Em1/yefqdwxRJ4+8hBru5pv3gWn7FcGfQ7sujk1RX9alR4JJTd75hWKo4PD+T7HdonS1xWKNCgAgxKWsA3pd8RqKmh2YbRsN96CSEuH5BdUNsnN0a7NG2f9sv+YNsftWwMXt5+AbuHdione4HiBbDnxT5se7gTUzdMh2kBM2QHRYoWQj4LMzy490R67HP4F7x6aY+atasqPEdLSwuVq5bHg3tP5X43XaNGBufkBOwc36BuTXn5GtSpATtHZ+l7mdNbV9StVVWu36RzJGWUhZqWJnQrlcRn2bZJ75IP7aBbPWM3UYvJvREfGIbgYze/eg9NUwMYNK+JoKNfL6sKJP3Cf6oAx+gpSdEjSxYpd0WLFhXHyLpHNG/eXK7s9u3bhaXu3r176NixY7prHTt2TAz6O3fuFDPBxJ49e8Q5pLi1bq14Fl8WUuB2794NXV1dVKhQAX/99RdmzJiBpUuXis6JIIVz9erVGV7j8OHDCAgIEBZJsugRpUqlvhyQ4jh79myhxBJk0aPrkzK4aNEiKBNdI31oaGrgS2CY3PHPAWEwK1kgS9doP7sfwv1ChHIoweWeHRyvvkDIe38YF82HtjN6Y+jeWdjcbSGSEpX3AOsa5RWxOZFp5I8IDINxyfwZnpcrrw7GPtsIjVyaSEpIxI0Fe6WKnZ55stthRKC8YkH7ecwyd+/4FtT0DaCmoYmkUPn4ocTQEGgVUuzmp2GRH+rm1RB77yY+/zULGvkLCqUPGhqIPrbvu675Y/JrIDEszb3CQqBZQPG91M0LCOtc7KObiFg1B+r5CkJn6CRAUwMxp/YruIkadAaNR/wbB2HhUyb6xsltPyRQXv7QwFAULpkcB/a9FCtbDFZnrZBLOxeiIqKwdORSYXlQJrmM9UXbjwmQb/u0r1da8bNrVLssCvdrigct5ij8PndK+1Z0Te2U50IZ5Enpdz6neW7DA8KQL4v9TufZ/RHmF4w3MsqiLJraWug8u59w94z+EgVlkts4ud+JSlNPUYFhMCyVcb+jlVcH/a2T+53EhEQ8mrcXH2QU9SpjOyIxPlFY+7ITSdunti4L7RcqmRx7/T00smyMEhVLYrrlFKia7C6v3mLDtHX44P4BxubG6DO5L1acXIWJrcaJZ1iZmOczFf8H+Ke6rCfvB4nYO0UYmxhCU1NT4TmlSpdAToVi7kyM5cM6TIwM8SUiEtExMQgP/4KEhMT0ZYyN4OHto1RZNIz1oaapgbg0bSc+MBS5M2g7erXKCWvfm7aTs3QP4x7NkRARhdCrqUo88/vCip4SqFKlClq0aCGUO7LGkTLWo0cPkdjEz88P8+fPF0qav78/EhISEBkZCW9vb4XXIsuZm5ubsOjJEh0dDXd39yzLQ0qehHr16gkLHbmEShTRGjUyd++ztbVFtWrVpEqeIjnJGihrwaPfRnLS75O9v4SYmBixyRKflABNNQ1kJ03HdEIVy3rY1mcp4mVcYuwupHZyvm/fw9fZG7MebBBWPvfH6X3cfzaxX6Kxt9085NLTRtEGFUSMX6h3gHDrzNGoqSMxLBQR//0DJCYiwd0F6sZmyN21j1D0cjzqakgKD0HUDisgKREJHiS/KbQ79lao6On8OQkahYvj8+IJUCV83vlgfNvx0NPXQ8P2DTFt7TTM7DVT6cret6ChlxtVN4+Fw7QdiAtWXnKGX0GrMZ1Rw7I+NvRZItfvSCAlbNimyWJC79j8ncgpxH2Jxuk286Cpq42CDSuIGL/P3gHCrdO0UjFUHNZGxPupIqb5TTF88Qgs7L8gU/fInIrN3VTPBK83nnCxfYsdj3ejQceGuHnsxg9du1vPjli9brF0f2Dv0T90PebnoK6ng6LrpuD9rM1ICMlan2nSqyVCztxDkgo+A4pI5OUVMoUVPSWgoaGBGzdu4PHjx7h+/To2btyIefPmiXi2MWPGICgoCBs2bBBKFiU7IcUrIzdMUshICTt06FC67yjmTllQzF1mUKxhZpCcZNUjK2ZaKGZPEStWrEjnQlrfoAIaGqYP9JclMiRcxCXkMZW3VFH2zc8BmQdCNx7RQSh6O/r/Dd83ipVrCcHv/fElKBymxSyUquhFhnxGYnwCdNPIr2dqgIg0s+1yJCUh1CvZf97fyRsmpQqi7lhLoehF+Cf/bj1Tfelnyb6fU+a/81tICg9DUkI81AzlZzLVDY2QGKI4YUBiSBAFkgglT0KCjxfUjU2E2+b3XPPH5E+AuoERZCOJaD8pVPG96HgixZomycj/wQvqRibCFVT8thR0hkyEVvV6+LJkEpJkkrUoi/Dg5LZvZCpfV4amhggO+LG6io+LxyevT+Kzm4MbSlcpjc5DO4sYQGURGxwu2r52Gisz7cfItFsJesXyQbeIOWoeSE1Ooqae7NnQ7sNB3Ks/FdEpz0zaa9B++GvlWVS/pPQ7edM8t/p0n6/0Oy1GdBSK3qb+y/BRQb8jlLzNk2FUyAwb+/6ldGseER2c3O9Qtk1ZdEwNEOmfeb8TnpK5N9jJG4alC6LqOEuh6FnULgsdU330fbZB7rfUWdgfFYe3xdF6U5Te9qmty0L7IQHfl6GU3CkNzYyw7nKq/GR5q1CnAjoM7ogepbpKwxNymuyKiAiPwEePD8hfLGsW5sy4duU2bKztpftk6SfIeufvl9q3mZmb4LWD4ozFwUGhwrsprcWPzvFPY+XLSZgaGyEoWP7vQklW8ujpijg8DUN1aGiopy8THCLOVSYJweFIik+AVpq2o2lqiDgFbUe7qAW0i+RDid0yky8pfWbVd6fh1GwsYr1SY/b0apdH7lKF4DlujVLlZnIuHKOnJGhWtkGDBkKRefXqlXCfPHPmjLB6TZw4UcTlkRslKXqBgRl3eJTcxNXVFebm5sJVUnajZC5ZgaxtUVGpLw4UG0hxfoULZ93Vq3LlysKqFxwcnKGcb9++TScjbRL30LTMmTMHYWFhcltdg/JflSUhLgEfHD1Qqn5qIhWRWKV+BXjbZJxuuMkoS7SY0E0sl/DBQXE6cVkMLIyha5QH4QpeQH8ESlbg6+AhrHJS1NTE/kcbt6xfSF0NGrmSswqGvQ/AF/9QuWvmyqOD/FVL4mMmdfLNxMcLi5xWZRkLsJoatCpXF3F4Ck9xdoS6RUFRTip6gULJWStJgfqOa343CfHCIqdZsbrcvTQrVEe8awbyv3WERlr58xdGYkhgeiWvVkN8WTYViQHKT+svZImLF0pYlQZVZMRXQ9UGVfHGRrlLUairqUMrpX0pi6S4BITZe8C0kUwSJDU1mDSqgFDr9O30i9tH3GsyAw9azJZuftdeIuiRk/gc9TEIUV7+iPYLgYnMNTXz6MCwekmEKLjm90L9znvHdyhbv5Jc3ZepXxEemTxjLUd1QtsJ3fHf4BXwVtDvSJQ8s2L5san/UkRkEr/3o/1OoIOHsMrJ/AAUaFgB/t/Q79BvlmQzdT31SGTjJIufZKOsmxSvd6V/xqEA39v23R3cUDlN26f9t9/Z9u0f2WFCy3GY3HaidKPlDu6dvSs+K0PJyy7ZM0oqY1E0P0K+kmE0K0R8iYSnh7d0c3njBj/fADRsUldaJk9ePVSrURnWz1NjD2WhWDZ7Wye5c+h3N2xcFy8zOCcnUKXiH3j2Uj5e88mLV6hSsZw09rB82dJ4Zp36G6itPHtpKy2jLJLi4hHp4I68DSqnHlRTE/uRNm/TlY9294FzywnCbVOyhd14LhKt0Oe4j/Lvm+TiGWnvJpZs+F3gGL3MYYueEiDLHSVAIZdNUtBon+LbypUrJ2LhDhw4IDJWhoeHi1i5zKxl/fv3x5o1a0SmTYqtK1SoELy8vERCFYp/o/2vQdbCYcOGCZdRytZJMXOUZTMjBUwRlFzm77//Fhk8yRKXP39+ocAWKFBAWCQXLlwoYgyLFCki3FTp2qRgOjo6YtmyZQqvSUpu2uUbsuq2+WDnJfSyGgMfh3fwsXVDw2HtoKWrLbJwEvQdxeBdXX1U7DcZbYnWU3riyKRNCPYJkMatxUZEIzYyBrl0tdFyUnc4Xn0urILGRfKh/Zx+CPL0g8t95QfoW++8gvZWo+Br74FPdu6oObStkN8hRf72a0fhi28I7q8+LvbrjLUUZcmiR8sllGxWBRW6NsCN+XtTr7nrKupN6CLW2At9749G03oI5c/1ukziESUQfe449CbNQbzbG8S7vkFuyx5Abh3E3LwivtebPBeJQQGIOpC8DlXM1bPI3aErdIdPRPSlU9DIXwg6PQcg+uKpLF9TmcRcOgHdMbMR/84FCW7O0G7XQyyDQFk4Cd0xc5AYEoDoo8nuczE3zkG7dRfoDB6PmKtnoJ6/EHJ36YeYq6el19QZOhm56rfAF6v5SIqKhJpB8qxuUmQEEJe1pElZ5czOM5hqNRWuDq5wsXVB52Gdoa2rjRvHk121pq2bhiDfIOxdtVeaCKJI6eT4Q81cmjDJZ4IS5UuIGB6JBW/IrCEi66b/R3/o6umiaZemqFSvEhYMXABl47H1Eqr8Owahtu8Q9soNxUa2E26B748mt/0qG8cg2jcEb5cfRWJMHL68kY95iQtLTlIie9xj+xWUntIFER6+iPL2R5lZPRHjFwK/K8pdB/D2zksYaDUW3g7u8LR1R7Nh7UXdUxZOYqDVOBGDd371EbHfcnQndJjSC/sm/YsgH3/hdUDEpPQ7pOQN3zJFLLGwddhqqGmoS8tQwhZSLpWJw/YraLJuFALsPBBg6y6sbpSYyuVYct03XT8KEb4heLEyud+pMs4SgfYeCKd+J5cWCjevgtLdG+Dh3OS2FRP6RWxpFcoo/1CEvUtuW8rk3M6zmGQ1BW4OrnC1dYHlsM5Cubl5PDmJxOR1U0XbP7Bqn7TtFy6dPKGpldL2i5cvjqiIaPh6fRLPgLeL/Bpw0ZEx+BzyOd3xnCY7MWTeULy4+RwBH/xhnM8Yfaf2F3GU988l/z2VzY4t+zF5+ih4uHvB28sHs+ZNhJ+vP65euiUtc/zcbly5eBN7dhwW+9s278WGLStg98oRti8dROZOXT0dHD2UmsGSLH4UA1i8eHI/Va58GXz5EoEP7z8hNDQTa3MWoWUgvH0+Svc/fPTDGxd3GOjnRX4Lc6zbsgf+gUFYsWC6+L5Xlw5ijTyrzbvQtWNrPH9ph2u37+O/NX9JrzGod1fMW26FCn+URsXyZXHw+FlERcekW2tPGfjvPIeiVpMQ6eCGCFtXmA+zhLpubgSltJ2i6yYj1jcIn1YdEO6X0S7yXgMJKdnD0x5XpwmxDg3wYdkepcvM5FxY0VMCtITB/fv3sX79eqHMkYumlZUV2rVrJ9amGzlypLCAkUWNlKfp05M7F0VQbBtda9asWcItkrJzFixYUMQA0n2yApUlBbNx48YiJo6UtsWLU33vswJZJMkNddq0acIaSe4Y5cuXx+bNm8X3FIt48eJFoYyuWrVKzHj98ccfGD58OLID+4tPoWesj9ZTeiCvmSE+OnsJS50kQYthQVOR3UtC3QGtRKKDgVvlXYlurD+Jm+tPicExf7kiqNG9MXLr6yHcPwSu9+1xfe0JJMQqf4mINxefQcdEXyxwLhZMd/LCiUGrEZmSTEW/gKlcAhhSAlsvG4I8+Y0RHx2LYPePuDR5i7iOhOdbLwqFtfWKocitrwsfaxdxzQQl+93HPrwj1pzT6Tc0eXFzDzd8XjIDSSkJTtRNzeXcNBMDA/B58QzoDhsHgw27xfp50RdOIfr04SxfU5nEPb2DKH0D6PQYAjVDY7GOHi2PICe/jJtmUnAAvqycCZ2B45B31S6hBMZcOY2Y88kv84R2q87i/7wL18vdi5ZZoGUXlAktk0DJHWgRdFp4+Z3TOywcuFCa6MGsgJmcJYJeADddTXW/7DG6h9jsn9hjdu/Z4hit5UUKIiV0iPgcAY83HkLJe/XgFZTNp3NPkctEXyxwTslSwl974XnflYhNccHUoWf3G5Mfvdt0QSiLlf4ZDi19XYQ8f4vnfVYKRVGZ2Fx8gjzG+kJ5o37ng7MnNg9eIU3QYlzQBEkybafRgFbQ0tbC8K3T5K5zef0JXF5/EoYWxqjcqpY4NueKvAWMYvlcnzopVf53F56JNfNqTO8OXTMDBDl54crA1YhK6Xf0Cqbvdxr8PQR6Kf1OmNtH3Jm4RVznV/DwwgPoGxug39QBou17OL3DkoELEZbS9k0VtP31V1PXQu06urvYHJ44YH7vOSovO8UYTt80A3kN9REWHAbnF06Y2WWacBXNDjZv2CWUtDXrl4gF058/tUG/7iMRE5M6mVWseGEYm6S6L54/c1WsmTdz7gSh0JGbZ7/uoxAYECQtM2hob0yfPU66f/bKAfH/pLFzcfxw6hJP34vjG1cMnZC6viCtf0d0btcSy+dPQ2BQMD75pS7bUqiABTav+Qur/92GgyfOIp+ZKZbMmiwyb0po17IJQkLDsGnnQQQGB+OP0iWx1Wqp0l03idALD6FprI/8U/tBkxZMd/KA+8AlIqsmoSXeF77d+mzUqZGwsIacu690mZmci1qS7Nsxo/LQOnqhoaFy6+HlZGYV6wtVxSQpe5PIZDfDq/66pBvKQF1XdT3P+z3KPAY2pzMuRnmZXX8FV3SU46L3q6gSr1wX25/JRXXlLzDNZJ3n4V8PY8ipeLtdhCrjWD37Mr3+DKp5n0NOpJx57V92b2f/58jpqO6bEsMwDMMwDMMwDKMQdt1UMSipSkZcuaL8+CaGYRiGYRiGyYmoSlKUXwUreioGZcLMCIrla9So0U+Vh2EYhmEYhmGYnAcreioGLV/AMAzDMAzDMAyTGazoMQzDMAzDMAyjciRyTslM4WQsDMMwDMMwDMMwvxls0WMYhmEYhmEYRuXgZCyZwxY9hmEYhmEYhmGY3wxW9BiGYRiGYRiGYX4z2HWTYRiGYRiGYRiVg5OxZA5b9BiGYRiGYRiGYX4z2KLHMAzDMAzDMIzKwclYMoctegzDMAzDMAzDML8ZbNFjGIZhGIZhGEblSEpK/NUi5GjYoscwDMMwDMMwDPObwYoewzAMwzAMwzDMbwa7bjIMwzAMwzAMo3IkcjKWTGGLHsMwDMMwDMMwzG8GW/QYhmEYhmEYhlE5knjB9ExhRY/5pQzRCoOqops3FqpM7oYlocokfY6EqlLtiWo7UxTQjoAqEwktqDJHEQJVpRPMocpoq/g7pa2G6r72OVafAlWmos26Xy0CkwPYvHkz1qxZA19fX1SpUgUbN25E7dq1Myx/4sQJLFiwAJ6enihdujRWrVqF9u3bZ/l+qv22wTAMwzAMwzAMk8M5duwYpk6dikWLFsHGxkYoem3atIG/v7/C8o8fP0bfvn0xbNgwvHr1Cl26dBGbo6Njlu/Jih7DMAzDMAzDMCqZjOVXbd/K2rVrMWLECPz5558oX748tm7dCl1dXezevVth+Q0bNqBt27aYMWMGypUrh6VLl6J69erYtGlTlu/Jih7DMAzDMAzDMMw3EBMTg/DwcLmNjikiNjYWL1++RMuWLaXH1NXVxf6TJ08UnkPHZcsTZAHMqLwiWNFjGIZhGIZhGEYlk7H8qm3FihUwMDCQ2+iYIgIDA5GQkIB8+fLJHad9itdTBB3/lvKKUN2oXIZhGIZhGIZhmF/AnDlzRMydLNra2shJsKLHMAzDMAzDMIzKkfgLl1fQ1tbOsmJnamoKDQ0N+Pn5yR2nfQsLC4Xn0PFvKa8Idt1kGIZhGIZhGIbJJnLlyoUaNWrg1q1b0mOJiYliv169egrPoeOy5YkbN25kWF4RbNFjGIZhGIZhGIbJRsjNc/DgwahZs6ZYO2/9+vWIiIgQWTiJQYMGoWDBgtI4v0mTJqFJkyawsrJChw4dcPToUVhbW2P79u1ZvicregzDMAzDMAzDqBxJ37HMwa+id+/eCAgIwMKFC0VClapVq+Lq1avShCve3t4iE6eE+vXr4/Dhw5g/fz7mzp0rFkw/e/YsKlasmOV7sqLHMAzDMAzDMAyTzYwfP15sirh79266Yz179hTb98KKHsMwDMMwDMMwKgctc8BkDCdjYRiGYRiGYRiG+c1gRY9hGIZhGIZhGOY3g103GYZhGIZhGIZRORJVKBnLr4AtegzDMAzDMAzDML8ZbNFjGIZhGIZhGEbl4GQsmfN/b9F79OgRKlWqBC0tLXTp0iXTspT2VE1NDaGhoUqXIzuvzTAMwzAMwzDM/xf/9xY9WqWeFiy8cuUK8uTJ81Pu2bRpU3HP9evX/5T7/S4Y9e8I4+HdoWlmhJg3HvD9awui7V0UljXo1hIFVk2VO5YYE4u3FeWVedNJA2DUqy3U9fUQ9dIJnxZtRpzXx2yRP0+vTjAY1AsaJsaIdXFH8OpNiH39VmFZPcvWMF0yU+5YUkwsvOu1V1jeeO4k5O1hieB//sPnw6ezRX7Nas2hWast1PQMkOj/HnG3DiHR10NhWe3eM6FR5I90xxPc7RBzekO641qtBkKrajPE3j6C+Jc3lC977dbQamAJtTwGSPTzRuylPUj84K6wbO4/F0KjePl0x+NdbBBzcLX4rFGuFrRqtYJ6geJQ082LqP9mIdHXC9lFnYGt0GhUR+QxM4CvszcuLtoHHzvF8tfs0wzVujVCvrKFxf4HBw/cWHMsXXmzkgXQZnZfFK9TDuqa6vB3/YDDY9Yj7GOQ0uU3HdQe5qO6QMvMCFHOnvBZuB2Rdq5fPc/QshGKb56O0GtP4TFihfR4Ne9zCst/WL4X/tvOKFX25gPbou2oTjAwM8R7Zy8cWrQLHnZuCssWKF0IXab2QbFKJWBayBxH/tqDG7svyZXJrZcbXaf1QbXWdaBvqg/v1544vGQ3PO0V/z1/lM6DLdFrdE8YmxnD3fkdNi7YjLe2ivudomWKYsj0QShTqTQsCltg86ItOL1Lvj4r1amE3qN7onSl0jC1MMHCYYvx6NpjZBeVB7VEjVEdoGtmgEBnb9xduB9+du8Uli3ZtiZqje8Ew6L5oK6lgVAPP9jsuIw3px/Jlak0oAXMKxWDjlFeHGo7F4FO3tkie4XBLVF1VAfomBkgyNkbjxbuh7+tYtmLt62JahM6wSBF9jAPP9htvwxXGdlrTumGkp3qIk8BYyTGJiDAwQPPV5+Av232tJ1Bw3pj5PghMDM3hfNrFyyavQJ2No4Zlm/fqRWmzR2PQoULwPOdN1YuWYc7Nx9Kv2/bsQX6D+mJSlXKw8jYEO2a9ISTo+K2+P/c71jbOmDP4ZNweuOGgKBgbFixAC0a18/0nOc29lizcTvcPLxgYW6GUYP7okuHVnJljpy6IK4bGByCsqVKYO6UMahUvixUnUS26GXK/71Fz93dHc2bN0ehQoVgaGgIVSI2Nhb/L+Rt3xjmc0cgcNNheHSZgGjndyiyeyk0jA0yPCfhcwRc6vWXbm5Nhsh9bzKyB4wHdcKnhZvg2WMKEqOiUWTPUqjl0lK6/Lqtm8J46miEbj+AT/1GI9b1Hcw3r4S6UcZtLvFzBN636indfDr0U1hOp1kDaFcqh3j/QGQXGmVrQatpb8Q9Po/o/UuQFPAe2j2nArp5FZaPObcZkf9Nlm5Ru+cjKTEB8W+t01+7dHVoFCiJxM8h2SN7xXrI1XYg4u6eRNTWOUIhyz1oDqCnr7B89FErRK4elbptnI6khAQkOD6TllHLlRsJ3m8Qe/0wsptKHeui/fwBuL3hNDZ3mAdfJ28M2T8beiaK5S9etzzszz/Grr7LsLXbIoR9CsKQA7Ohn89IWsa4iDlGnlyEAPeP2Nl3KTa2nY07G88gPiZO6fIbWjZEwQVD4bv+GN52mIooZw+UPLgYmiYZP7tErkLmKDh/CL48e53uO4cag+U2r2n/IikxEaFXlKtw1OpYH73nD8b5DSewpMNMvHfyxNT985E3g7rPpaONAG8/nFx1CKH+itvzkFVjUL5hFeyc+i8WtpmG1w/sMP3gQhjmM4ayaWrZBKMXjsL+dQcxut1YuDu9w6qDf8PQRHG/k1tHG5+8fbFzxW4E+SlW+HV0c4vr/Dt/E7Kb0pZ10GhBfzxbfwZHOsxHgLM3uhycBZ0M6j86NAIvNp7Hsa5LcKjNXDiduI9W/4xEkcaVpGW0dLXx8cVbPFpxLFtlL2lZB/UX9If1+jM41X4+gpy80eHALOTOQPaY0AjYbDyPM12W4ETruXh7/D6aWY1EoSapsod6fMLDBftwvNUcnO3+Fz77BKLDoVnIbay4H/4ROnZpg/lLZ2DDmq3o2Lw3nB3f4sCJrTAxVdxOa9Sqgo07VuH4wTPo0KwXrl++je0HNqDMH6WkZXR0dfDi6SusXJL9k9yq3O9ERUULRWzetLFZKu/z0RfjZixE7epVcHLvZgzs1QWLVq3Ho2cvpWWu3LyH1Ru3Y8zQ/jixeyPKliqOUVPnIyiEvch+d9SVaaWaOHEiZs6cCWNjY1hYWGDx4sXiO09PT+GWaGtrKy1PLop0TLIKvMR18dq1a6hWrRp0dHSEAubv7y+sbeXKlYO+vj769euHyMjILMkUExMjZDI3N0fu3LnRsGFDvHjxQk6moKAgDB06VHzeu3dvlt09K1euLK5Zt25dODqmznDR9fr27YuCBQtCV1dXuIUeOXJE+v2QIUNw7949bNiwQdyTNpJFwsuXL1GzZk1xbv369fH2bepsF9UnWQJ37tyJ4sWLi/sT3t7e6Ny5s7BIUh316tULfn5+cjJv2bIFJUuWRK5cuVC2bFkcOHBA7nuSY9u2bejYsaO4N9X3kydP4ObmJv62enp6Qh5SjCXY2dmhWbNmyJs3r7hvjRo1YG2d/kVeGZgM7YrQY1cRduoGYt3ew3fhJiRGxcCwR+uMT0pKQkJgSOoWJN+hGQ/ugsD/juLLraeIeeuJjzOsoGlugryt6ildfv3+3fH5zGVEnL+GOA9vBC9fj6ToGOTp3DaTs5KQGBSSugWn75A1zExgPHM8AuetAOLjkV1o1myDePv7SHB8iKSgj4i9vh9JcbHQrNhI8QnREUBEuHTTKFYBiItFgkvy8ydBLY8htFr0Q8zF7UBiQrbIrlW/A+Jf3kb8q3tICviA2As7hexa1ZsqPiEqAklfwqSbRqlKQFwM4l8/lRaJt3uAuLunkfAu49ltZdFgeHtYH70DmxP3EOD2Aefm7UJcVAxq9GqisPyJyZvx7OBNfHLyQqD7R5yZtV083yUaVJSWaTWjN97escW1lUfw6bUXgr398eamDSKCwpUuv/nwzgg6ch3BJ24h2vU93s/ZIp5dk94tMz5JXR1F/52KT2uPIMbbN93X8QGhcptB69r48sQBsd7y/d6P0ma4Je4fvYmHJ+7go5sP9s/bjtioGDTq1VxhebLKnVhxAM8vPEJ8bHqlWUs7F2q0rSvKuDx3hr+XL86tPy7+bzYgk77sO+kxsjsuH7mCa8evw8vVG+tnb0BMdAza9mmjsPxbOxdsX7YDd87fRZwC+Ynnd15gz5q9eHQ11dKUXVQf3g6vj9wRCluw60fcnrMH8VExqNBbcdv/8NQZ7tesEeL2EWFe/rDdfQ2Bzu9RoFaq1YKse883nIX3w+x9diuPaAfnI3eEwhbi+hH3SfboGPyRgewfnzrD86o1Qt0+ItzLHw67ryHI+T3yy8judvYJPjx8jc/eAQhx+YDHfx2Ctr4uTMoVUbr8w8cOwtEDp3Di8Dm4vn2HudOWIioqCr36Kw5x+XNUf9y79QjbNu2Fm4sHrFZshqO9MwYP7yMtc+b4Rfz7zzY8vJfal2YXqtzvNKpXCxNHDkbLJg2yVP742UsomN8CMyaMQMliRdCvRye0atoQ+4+lWhnpcw/LdujaoTVKFi+KhTMmILe2Ns5cvK5U2Znf3KK3b98+oRA8e/YMq1evxl9//YUbN77NDYuUmU2bNuHx48d4//69UFrIxfHw4cO4dOkSrl+/jo0bN2bpWqR0njp1SshlY2ODUqVKoU2bNggODkbhwoXx6dMnoaDQ9elz7969s3TdGTNmwMrKSiiNZmZmsLS0RFxc8qAYHR0tFB6SlRTAkSNHYuDAgXj+/Ln4nhS8evXqYcSIEeKetJEsEubNmyeuTQqTpqamUEJlIcWLftPp06eF4pyYmCiUPPpNpEBSfb97907ut5w5cwaTJk3CtGnThEyjRo3Cn3/+iTt37shde+nSpRg0aJC47h9//CGUaio7Z84cIQ8FvI4fP15avn///sISSvVACurs2bNFrKPS0dJE7gqlEPHYVk6Jo32daundAyWo6+qg1N29KHV/HwptWYBcpVIHQ63CFtA0N5a7ZuKXSETZvYVOtXLKlV9TE7nKlUH0Mxs5+Wlfu3J6F0EJajo6KHjpEApePgyztX9Bq0TRNAXUYLpsNsL3H0fcu+xzG4S6BtQtiiLRy0nmYJLYVy9QMkuX0KzUCAlvngtlLxU15Go/AvHPrwrlMVvQ0IB6/uJIcHeQnwBwd4B6oTJZuoRW9WaId3wilL2fjYaWBgpULA63R6kvpfQc0n6R6qWzdA0tHW1oaGkiKvSL2Celr2yzqgjy8BWWwTnWWzD67F8o17qm0uVX09KEbqWS+PzQLvVgUpLY162escuQxeTeiA8MQ/Cxm1+9h6apAQya10TQ0a+X/RaozopWLAGnR/Zyde/0yAElM5E902tqqkNDUwNxaSyncdGxKF1Luf2OppamcMG0efBKTn7aL19dyX1cNkDui+aVisP7oYxlJSlJ7FtUT7USZUbhBhVgVNICH5+/wc+W3axScfikkd3nwWvkq5E12Qs2qADDkhb49OxNhvco378ZYsIiEOSk3P5fS0sTlaqUk1PIqO08vPcM1WtVUXgOHafvZbl/+3GG5bMTVe53vgc7xzeoW7Oq3LEGdWrAztFZfKb3U6e3rqhbK7WMurq6OEdSRpWhtvmrtv+7GD2yci1atEh8Ll26tFDYbt26JT5nlWXLlqFBg+RZjGHDhgklg6xIJUqUEMd69OghFJRZs2Zlep2IiAhhxSIrXbt27cSxHTt2CEVo165dQlkjqyO99BgYGIjPWYV+Y6tWyb7PpESSskPKFCmlZMmbPn26tOyECROElfL48eOoXbu2uBdZ1chqpuiey5cvR5MmyTN+pDh16NBBKI8S6x25a+7fv18omAT9HgcHB3h4eEgVRvq+QoUKQgGrVasW/vnnH2FJHDt2rDQu8enTp+I4WeQkkPJHv4Gg+iWFdMGCBUI5JkhZpDISyJJI9UhKIfEtf+dvQdNIH2qaGsIqJwtZ6LRLpirJssS+88GnOesQ/dYTGnl1YTysO4odt8K79qMR7xsETdNkN7Z01wwMlX6nLDQMDZLlD05zr+AQaBVTLH+c13sELflHuHiq59GD/qCesNjzLz72HIaEFBdN/SF9kBSfgM9HlBuTlBY1nbxQU9dAUqS8tYf21Y3zf/V8dYviUDcrhNire+SOa9ZpByQlIN4m+wZKNV19qGloICkiTO447aubFfzq+eoFS0I9XxHEnN2GX4GuUV6hGHwJlJf/S0CYiLHLCm1n90W4XwjcU5RFPVN9aOfRQeMxlrhhdUJY9Uo3qYx+WycLd0/PDF4svwcN4+RnNy5Q3hodHxiK3CULKTxHr1Y5Mev+pu3kLN3DuEdzJEREIfTqEyiTvCl1H56m7sMDQpG/5NfbjiKiI6Lh9vItLCf2wCc3H4QFhqFOpwYoWb0M/D3TWxB+BANjfSF/SIB8vxMSGILCpRT3OzkJHeO8UNfUQGSa+qd945IZ9zu58upg2PON0MiliaSERNyZvxfeD7Lf8i5L7hTZowLkZY8KDINhqcxlH/hiI9RTZH8wfy980shepEVVtNo8Hpo6uRDpH4qL/VchOiR5EkdZGJkYiYnmQH95913aL1m6uMJzKI4vMCBN+YAgcfxno8r9zvdAMXcmxvLvLSZGhvgSEYnomBiEh39BQkJi+jLGRvDw9vnJ0jIqr+jJkj9/fuF6+b3XyJcvn1CIJEqe5JjEOpYZpBzSLIZEaSTI2kTKlrPzj81gkAIkgdxUyRVScs2EhAT8/fffQrH78OGDUMzIhZR+x7f+fqo/guqwSJFka1TRokWlSh5B9yUFT9YqWL58eRFvSN+Rokf/k2VRFqoXsi5mdG+qZ4JcT2WPkdIZHh4uLKGkMA4fPly4gbZs2RI9e/YU7qEZQfVAmyyxSQnIpaYBZRNl+0ZsEiJtnFHy6jYY9WmPgPXybqs5kVh7Z7FJCLB/jQKndiNP944I27IXucqVhn7frvjUbwxyOhqVGyEx4L1c4ha1fEWhVaMVovctQU5Gs3ozEdOXUeKWnA4pc5Us62Fnn6XS+Dua3CKcb7zE411XxGdy8yxSvQxq92+pVEXvW1HX00HRdVPwftZmJIR8ztI5Jr1aIuTMPSRlQ3xhdrBjyr8YumYs1j7fgYT4BHg5vsOz849QtFLqOMd8P7FfonG47Txo6WkLi17jBf0R5h0g3DpVQfYTJLuuNgo2rCBi/D57BQi3TgkfHzuLMrmN8qBcv2Zo9d94nO60GNHZ4Hb9/8L/Q7/zO8MLpv9ERS+t2x69UJBrIZmICVkzp8TVMbNr0PkZXTOnsmbNGqFAkTsoKUnkyjp58uQsJ05J+/sJ2d9L18suFN07M3nIzZbcO8lNleIoydJ59OhRdO3aVeH1V6xYgSVL5F/sxxqVwniTzC2B8SHhwnKlkcbSpmFiiPiA4Kz9uPgERDu5Q6tosvIcn2LJo2vGy8x4a5gaIsZZcVa07yUhNCxZ/jSzabSfEJTFBCTxCYh94watwslWHO1qlaBubCjcOiXQDKbRlFHQ79cNHzoOUJr8SVGfRSIVso7JQvtpLWXp0MoFzT9qI+7hWbnDGuQ2qZsXuUevSb2euoZI+KJJCuD2mcqRPTJcJFKhTKFysusZIOnzV4LQtbShWak+Ym+fwK8iMuSzUAbymMrLT9k3vwRkLn/DER3QeEwn7On/N/zevJe/Zly8yLIpS4D7BxStqdwMbAnByc+ulql88g9NU0PEpbE0EdpFLaBdJB9K7J6felA9ud+p+u40nJqNRaxXquVLr3Z55C5VCJ7jUtuRsvicUvf6aepe38wQYV+p+8ygZC2rei8SiVt08uiIa43eNEUcVyZhweFCfiMz+X7HyNQIwf5Z7Dd/IVHBn5EYnwDdNPVP+xFpLGVyJCUhzCu5LimbpnGpgqg1zvKnKnrRKbJTtk1ZdEwNEPkV2cM9k2Wn5C1GpQqi2nhLOUWPYhSpDG3+r9zR9/4/KNenCV5tvqA0+UOCQhAfHw9TcxO547QfkEHSLzpuapamvFnG5bMTVe53vgdTYyMEpfEYoiQrefR0RRyehqE6NDTU05cJDhHnMr83PyXrpsQCRfFoEmQTs2QHksQjlDhFVrkkd0ayeP0I5PYoISQkBC4uLiJ5CUH3o5i5AQMGoEqVKsIaSd/LQnKR5U8Z0H0plpE2CU5OTiLZjeR3UhnZepDI+aP1QJQpUwZTpkwRsZPdunXDnj3y7nmykBtuWFiY3DbSOAuz2HHxiH7tBr16Mr7+amrQq18VUa+yaH1QV4d2mWKIT8mEF/feF/H+wXLXVM+jA50qZRH1SskvBPHxiHV2Qe7a1eXkz127GmLsnbIsf65SxZEQmPyCFnHpJj71HolPfUdJN8q6Gb7/BPzGzVau/IkJwqqlXlQ2rkdN7Cd+zNzSpVGmFgU7Id5J3r0l/vVjRO9dhOh9i6UbZd2Mf3EVMSfWKk/2hAQkfvKARomKcnVP+4k+ipfmkKBZoS4FVYnEK7+KhLgEfHT0QMn6FeQmXGjf2ybjNOG0FEOzCV2xb/AqsbxC2mv62L+DaQl5FzLT4vkR+kG5L2VJcfGIdHBH3gYy3h5qamI/0iZ9WvVodx84t5wg3KckW9iN5yLhAX2O+ygvH7laRdq7idTpyoaUYbK2latfSa7uad9dgezfCiV1ISVPV18PFRtXhe0N+URFP0p8XDxcHFxRrWFVOflp38km51u3EuMS4O/gIaxyUtTUxL6vjeLlLRShpq4GjWzIpPw12WnpA4qzSxVETVjp/F4qWfZs+H1xcfFwsHNGg8Z1UmVRUxP7Ni9k4t5koOOy5YlGTetmWD47UeV+53uoUvEPPHspX89PXrxClYrlpBP25cuWxjNrmZwEiYl49tJWWob5ffkp6+hRBk3KTrly5UqRLZJcEefPl5k5yQbI8jVmzBgRQ0buleT6SAliKGMnxf79CJRkxsTERLgyUvIUU1NT6WLrFKd28uRJkUzGyMgIa9euFRkwZZWqYsWKiYQ1lG2TMmWSfN8LuUyS5ZASo5AVkWbhKBaP4vwoeydBdUCxd5TNlMpfuHBBJHO5efP7Y6Mo+xZdl2Im6W/q4+MjlOju3btneI62trbYZMmq22bQ7jMosHoqoh1dEWXvAuMhnaGuo43QU8nJfvKvnoZ4vyAEWCVnTjUd31e4bsZ6fYJGXj0Yj+gOrYLmCD1xVXrN4H1nYTq2D2I9PyLOxw9mkwci3j8In28o3+c+/NApsS5erNNbxLx+K6xuajq58eV8sjwmf80SsXehm3aJfYMRAxDj4Iz49x+hnpdi9HpBI38+fDlzWXyfGBYuNjni45EQFIx4L+X73MdbX0Ou9sOR6OspFCfNmq2gpqWNeMfkNZLou6TPIYh7cEruPM3KjZDgapOchVOW6AgkpT2WmCAshEkhyo1Vint8CdpdxyDx4zsk+LhBq157qOXSRpzNvWTZu41FUngw4m4elZe9RjMkvLEGohTEv+joQd3AFGp5k2dD1UwLiFmzpC+hIlOnMnm08zK6W43GB4d38LF1R/1h7ZBLNzdenkiWv4fVGIT7BeP66uR08Y1GW6LllB44PmkTQnwChPWPiI2IRmxksuv0w+0X0XvjRHg+f4N3T5xQpkkVlG1RHbv6LIOy8d95DkWtJiHSwQ0Rtq4wH2YJdd3cCDqe3P8UXTcZsf9r70zArRrbN/5qOo2aJ6GiDB8ZEkqkaDJExlSKr4EmklAkpRSiGSEiESWRJkWD8jekaCCl0iQlpXmgvtb/+r2sY599TgM6Z7/vOvfvu7azz9rn6nvPPmuv9T7Pcz/3s2GzWf/kCCuD2vt9yplm/9v+x3kSf5zETIGrqpp1jx08ufRvmfLSeNOibzuzatEKs3L+clOr+VUmKXeSdeGEFn3vMlt+3mze6TMy2cCFWXqhGQojE074Txnz26691lkTzqh2tt00b1jxkylWpoS5+aEmZv2Kdcn/5tFkzIvvmE797zffL1hmlsxfYm5ocb3JmSunmTJqin2904D7zaYNm83LTwxLXnPp8n+0CWTLnt0UKVnEnPyfk8ye3XvNT6v+MEzKmTunKVXmr/5Q5u3xMzu27jAbf/rlqK7/q5cmm9p977QB34b5K8y5zetaWePi0X+c+7X732l2bthiPn1ytP2+Utt6ZuPClWbr6p9t8FOmxtnmtOurmhld/nLUTsqfx+QrVdjk/XPcSME/+/2otB2y2vY3WTh0sqnR707zy8KVds7dWaw9V5JZ+ufaa/S/0+zasMXM+XPt57atZ392259rP/Gys03566ua2Q/9sfZsuZJMxbuvNaumzrO9efQBnnlbLZOneEGzYmJKE5SjwUvPvWb6PvuYWTh/sVnw1SLT7M5bTe7cuczbI/9QZ/R7rpfZsP5n06fnIPv9Ky+8YUaNH2Zatmlqpn84y9S77gpT4ZwzTOcOPZL/zfwFjjWlji9pipf4I/l/Urky9itVv1/i+gEz83Vn9+49Zs2PfxmUrfvpZ7Pk+xUm/7H5TMkSxUz/Ia+YjZs2m8e7/uEHcXP9q+yMvL7Pvmyuu7q2mTNvgZkyfZZ57qm/3vumDa4zXXr1NWecVt6c+Z9Tzeuj3zN79v6Wataej/hiihL5genDhg2zARaOlPS0EXTVrn307aRjIbAka4Hr5Y4dO2zggzEKAdi//XcxJlm2bJkdd0DgRJUOCGBxvcTAhL48euMIAqlehWDWctttt9ngj4AJI5V/ChuGcePGWdOXatWqWZls3bp1UziT8v+PnBTzFdZNYEbljbEJ/5SsWbPaURK4dBLIEuxS0YuXZh4tdkyaZTYWOtYUbd/EZGVg+nc/mDXNH0kemZD9uKLGBH9JXLMcm9eUfKy9/dkD23bYiuCqBh3taIaQzS+OscFWycfusj+/Z+63Zm2zR0xwEFvxf8PuqTPNloL5TYHWt5ushQua35euMBvbPZg8MiFbiWKk2GLWn88U7nqv/dkD23ea375bZjb8t70dzZAI/rf0S7Mvdz6TvWr95IHpv43pb8yfBi3H5CuU4v23xwqWsBLNvaOfNonkf998Zn7PfazJftlNJkfeArY6uXfEE8b8KTslYIsfuHpM4ZIma+nTzJ7hvdL8N7OdWskkXf9Xf2TOm9vbr7/PGGP2zRhzVNe/aMLnJk+hY83lHW40+YoWMOu/W21eve0Js2vTH+99/lKFTRDz3l94a02TLSm7afR8hxT/zrQB75jpA/4IxBdPmWve7/KyqdbmWnN199vMph9+Mm+2HmBWzz36w4u3jv/EZCt0rCl5byOTjcHFi1eaFU0ete52kP24InYW1d+l4DWX2OvflnGzTHrx5YRPTb5Cx5r6HW75c2D6KtP/tl7JBi2FSnHu/LX2AsULmkcn/XW+X3Hntfax5PNvTZ9b/jAqy50vt7nhgcamYInCZte2nWbe5M/N2KfftDLLo83M8R+b/IXz2yHoSDiZf9e5SRez5U+TimKlipngwF/nfuHihc2LU59P/p7B6Dzmf7bAdLzpfnvs1LNPMf3e/ut3bNO9lf3KCIc+9x7dz/qy8V+YXIWONZXvveGPgemLV5v3mvQxu/889/PZc+ev9RNI1XjsdpO3ZCGzf+/v5tflP5kp9wyx/07ISbUqmtr97kz+/spn77JfP+8/1nzRf+xRW/uK8V+YnIWONed3/GvtE5v0MXvCtZcqYqWaIdlyJ5lLet1u8vy5dsYsTG8/xP47wGekwMklTZ0X25ucBfOZvVt3mo0LfjDjbnzMjlo42kx4b4opXKSgubdzG2uowmDzpje3Npv+bJc4rlSJFG0l875cYO6+o7O5r8td5v6H77YD0+9o0t58v+SvCmatK6qbvs/8lUx69uU/pI/9nxxiBvQZclTX7/N155sly0yzu/4yHGT+HVx7RU3T6+GOZtPmX836n//yvzj+uBLm2ad6mD6DXjCvv/2eKV60iHm00z3WeTPkipqXmi1bt5lnXnrdbPr1V3Na+ZPN8317SrqZCTgmUCgsEsh35a80vpI7n98D64s2PPqzlzKSYMeRzdN0kd6vZYhqPt248UBcNdYzBmfJWCnf0Wb1fn+NN67JUsz4TJLnO6bHd/81LsQ33suTtuOnL5z5VX/jM9mLuGkYlTd34s6Lnbv/eaEmo/B7tyGEEEIIIYQQIjqBHjPc6G872IPX/y6tWrU66L/Ha0IIIYQQQgg3CBL4Px/IsB69o81xxx13SOdOXv8nJiuxw85jYW6cEEIIIYQQQviAt4FetmzZTLly5Y7qv1msWDH7EEIIIYQQQgif8TbQE0IIIYQQQmRe4l2zRUR69IQQQgghhBBCpI0qekIIIYQQQgjv0JS4Q6OKnhBCCCGEEEJEDAV6QgghhBBCCBExJN0UQgghhBBCeIcv8+wShSp6QgghhBBCCBExVNETQgghhBBCeIfMWA6NKnpCCCGEEEIIETFU0RNCCCGEEEJ4hyp6h0YVPSGEEEIIIYSIGAr0hBBCCCGEECJiSLophBBCCCGE8A4JNw+NKnpCCCGEEEIIETUCISLK3r17g27dutmvvuHz2kHrTxw+rx20/sTh89pB608cPq8dtH4RVY7hP4kONoVID7Zv327y589vtm3bZo499ljjEz6vHbT+xOHz2kHrTxw+rx20/sTh89pB6xdRRdJNIYQQQgghhIgYCvSEEEIIIYQQImIo0BNCCCGEEEKIiKFAT0SWpKQk061bN/vVN3xeO2j9icPntYPWnzh8Xjto/YnD57WD1i+iisxYhBBCCCGEECJiqKInhBBCCCGEEBFDgZ4QQgghhBBCRAwFekIIIYQQQggRMRToCSGEEEIIIUTEUKAnhBBCCCGEEBFDgZ6IDM2aNTM7duxIdXzXrl32NSEOxkknnWQ2b96c6vjWrVvtayJ9WbNmjUnLAJpjvCaEEOnJ3r17E70EIdIFBXoiMgwfPtzs2bMn1XGOvfbaawlZU2bisssus4FRPNu3b7evucyqVavM//73v1THf/vtN7Nu3TrjAytWrDAPP/ywadiwodm4caM9NnnyZPPtt98a1ylbtqz55ZdfUh3/9ddf7Wu+8Pvvv5ulS5ea/fv3J3opQmQII0aMMFWrVjXHHXecWb16tT02YMAAM27cOOM6Bw4cMD179jSlSpUyefPmNT/88IM93rVrV/Pyyy8nenlCHBWyHZ1/RojEQSBB5p8HFb2cOXMmv8bmfdKkSaZYsWLGB7766iuTPXt2U6FCBfs9N8tXXnnF/Oc//zHdu3c3OXLkMK4yc+ZMu9FNK1M6e/Zs4yLvv/9+8vMpU6aY/Pnzpzh3pk2bZsqUKWNc5+OPPzZXXHGF3XDNmjXL9OrVy57zCxYssBuWMWPGGJfhs3vMMcekOr5z584Un2dX2b17t7nrrrtssgm+//57WwnmGJvIzp07G9coWLBgmu95WhBwu8p1112X5u/BMc6dcuXKmUaNGplTTz3VuMi555572PXffvvtpkaNGsY1hgwZYh555BFzzz332GtOmCwrUKCADfauvfZa4zKPPfaY/cz26dPHtGzZMvn4mWeeadffvHlz4zI+7xdExqFAT3gPNxVuijxOOeWUVK9z/NFHHzU+cOedd9pNIRdusou33HKL3ci8/fbbdjPJzcc1Fi5cmPx88eLFZsOGDcnfc+P/4IMP7GbXRerXr5/8/LbbbkvxGjdQgry+ffsa1+GcYdNy7733mnz58iUfp5L6zDPPGFdhveFnlCx67ty5U5w7X3zxhTnnnHOM6zz44IM2qCbZUbdu3eTjNWvWtBsuFwM9F68l/wSSM++99569D5x33nnJG2DUBbVr1zajRo0yTz75pE3akAhxDc4XAiau+RdccIE99uWXX9rrKgEe11TOo7FjxzoXOA0ePNgMHTrUXkefeOKJ5OOVKlUy9913n3EdlD4vvviiufzyy02rVq2Sj5999tlmyZIlxnV83C+IjEeBnvCeGTNm2IoAm9p33nnHFCpUKPk1MlqlS5e2shIfoBIQbmy5WFerVs2MHDnS/N///Z+9iLt44Wa9YaCdlkQzV65cdkPgGmyk9u3bZ7JmzWrlgWyuihQpYnxk0aJF9jyJh6repk2bjKt8/fXX9iufX36H2Aw0z9lw+bBhJNAgoKhcuXKK6swZZ5xhJbUuEp/Y8JUSJUrYih0JjSxZsiRL8tq3b2+THm+99ZbdxHfq1Ml88sknxjX4fHbs2NEmOmIhcYMUcurUqaZbt25WYuhaoLdy5UpbkYwnKSnJ9sa7DrJ8KqbxcP5wb3AdH/cLIuNRoCe859JLL02+6Zx44olHLEdyETa83GTgo48+MldffbV9fsIJJzi5YUc2G/Y1IFWbM2eOKVq0aIrNOsEGwZRrsEGh+sh6w0DVV6hmrF+/PlU/G4GUq9XUQYMGWVk1iYD//ve/ZuDAgebYY481PkJ/YVrycDa7vpxXVFAJWL/77rvkIPWaa65x8rMbC9JkNrZhkAc8RzZ70UUXmd69e5t27dqZSy65xLjI6NGjzbx581IdZ6NOhZKKGX23/fr1M67B9Wb+/Pk2mRoLKo7TTz/duA4SR9oK4teP1D2tANY1fNsviMSgQE94TaxsEKgKHIyzzjrLuA6SFzK5SHXou0LSEwaxxYsXNy72+RBgsMkl4CY7StDhA6yTIJVAj8x5eMP0ETaFVCzI6hJY8Luw+aUa1rRpU+OqbJN1E+ghoUJe52ugx+d24sSJNriAMLh76aWXTJUqVYzrLF++3Fx55ZW2whH2sj3++ON2w8jvdfLJJxtXwfgGmV28bJ9jYc8YvW6uBtys7dNPP01VWeJY2J/K59nFXlU+w23btrV92AQdJPrefPNNe+5w7rsO/YVUtjnveY+Rx2KmxPVowoQJxnV82y+IBBEI4THHHHNMkCVLFvv1UA9+xgcWLFgQnHnmmcGxxx4bdO/ePfl4u3btgoYNGwauwToXL15sn/Meb9y4MfCFli1bBklJSUGZMmXs2k888cSgbNmyaT5c57fffgtatGgRZMuWzZ7v2bNnt7/TrbfeGuzfvz9wkRNOOCF47rnnglWrVtk1z5s3L1i9enWaD9eZPXt2kDdv3qBVq1ZBzpw5g/bt2we1atUK8uTJE8ydOzdwnSuuuCKoW7dusHnz5uRjmzZtsseuvPLKwGXuuuuuoEiRIkG/fv3s34EHzzl29913258ZOnRoULVq1cBFevbsGeTKlcuudcSIEfbB89y5cwePPfaY/Rl+n5o1awYu8vrrrwflypVLvteWKlUqeOmllwJfmDVrln1vixYtav8OnCdTpkwJfMC3/YJIDMfwn0QFmUL8W0I75yMhXp7hE2RMkVBhEOISN9xwg60cIdMho4hU6mBOX9OnTzeugcSIasbdd99tevTokcLIJBb6fXyAmXPffPONdatEelS+fHnjKpggUAE71CiC0I0zrdEXrkEvHoYUmLLw/lesWNFWWUNHPJfJkyeP+fzzz1Otld8FAxN+H1fh3OB9p0fv559/tseoZnBu8f5z3eRzgZzz+OOPNy7yxhtv2PVTTQKqqqyf3sNwRFDowukqmH9wnvjicB1lXN0viMSgQE8IR+GmGS8ndE3axgYEe2o2ubhTYlEd65wYS//+/Y2r0CNGz9jBAj2fCC/prkrVYmEcCskaZNX0mBQuXDjNn8OURaQfGFghVSNREwtJnHr16jk9XiG+Z9jF66RwEwy4uMdeeOGFKY7j9kughDTSF3zYL4jEoEBPeA1z0JgfRuYqdiZaWmAs4Dpo6zEOwKadrFyID5UN5jy9++673vToRQ1MKQimly1bZr+nmsd8qxYtWhjXIVlAvx5ufT6CqQwbwzp16qQ4zmxGNl9co1yGPk5GEnAOhRb/bHZJ3GAI8uqrryZ6iZGHGaQbN25MtVnHYMyHuX9pwTnlMpzrDzzwgLnxxhtTHKdXj55hPgMu4/N+QWQcCvSE1yDHwTkRuUis61o8vlz0kEnxkUQqiPwo/oYaOoyKo8v1119/xD/LJsBFUwFc+ZB7heYfn332mZWDdejQwcpSRfpBRRL5IIYm8dJg5INIIF2GmXOYUowfPz5Z7oWkluQYQR6z6lwFuSamQ8zJI1CK39K4ft0nMdOsWTNrvhKLq5v12Jm0BBfPPfecda8MrztIgL/99lvTpk0ba8riMnnz5rWGbjhGxwdQfKZRHLiM9gviSFCgJ4RjNx6stkPnO58Ih18fCa5ZhTOYmGokG9pQrsPfYdu2bXYYcOwN9JVXXjGugXMo0lNs2GPBAY/gz3Wrbdxbj7RK4KKMEOdQxhKUKVMmxfFVq1bZMQU+zBQLgw5+D/4W9N2mNWPMNaiW0oNHZaNkyZKpziPXZs+ltVnPli2bHXyd1vpdli2jFmDNzPiLhbl/a9euNcOGDTMug1QcyXK8My5B91VXXWW2bNliXMbn/YLIODReQQiHOP/88+0N0scLNzPbeDBoNlw/A12RtGFMEeJi7xjZ0Jtvvtk8//zzyXPDyKSTlabP4amnnjIuw3ueVj8JsrtDmZ24wsMPP2x69eplpY+xFUmkjwySpofMZUgQMKojPtDD6AejE19A7hsGdy5+TtOCIejMQgsHR/sGc+jYrJ922mnGNxjnMnfu3FTHb731Vns9cj3Qq127tnnwwQfNuHHjkqvWVLcfeughU6tWLeM6Pu8XRMahQE9EhsPJ05C3uQ6zh1q1amXn+px55pmpXLNcngWIaQNmJvRbUaEBMqIYnTCsuGPHjsZV2JCwYYwdDs1zqpQYVLge6DVp0sTOUIqvlOJs2bhxY+M6ZND5/FKVCcEJFekpJi0M8nYZqkb0Q1IVDmfOEeRxzvvQGwzMDuM8D3s8mUt3//3323PLZZj157MwCdmj6xX3Q1WyMeyJd/flmMsOoSFPP/20qVatmnXkDgekE3iT+BsxYoRxHZ/3CyLjkHRTRIbwQh1b5UBrjyyGzZfrjeFhfwOW2ki+Qsisu9qvEUupUqXM1KlTrVQtFuz+yZz+9NNPxlUITOlFipd5kelF1um6hAd5Jht1Nr2VK1e2xzASQNKG0UbsBsA12WwoQWKDFS8VJFiiUuOyvT8g8a1bt66tboQW/j/++KNNcNDT6bpBEecElVMCbaSEQOLj2WeftQOZ6fN0Fa45OP6+8MILqSqqPsDYGSravXv3tuMt4jfrLjsn0pdKzx6mPbEmPiTOOJ+Qo7oOsmrGW9BHS+BKcIQE3ofRBD7vF0TGoUBPRBrsttmoX3fddc5npsPsLr0xOIGl1Vzt8ixAqnmYOVSvXj3F8RkzZtiqhsuN7VTuCJSQ7MRuWNjIcN64GBzFO54eCZxPLs4z5Lymghdf9WUDT+/h35mXmSi4lX744YcpNoxUC3ygbNmydsNOUiAWqvPdu3e3CTOXkzTMcEOizGiX+A26iz2dsYQmYvHXel8266NHjzYDBw60vZ3A/QtzEKTwIn3xeb8gMg4FeiLyLFq0yMoKY7NerkI/DxtFH0wQ4mGTSK8Mm/PYYAn5F5UNNo2ugqU5Mh42LOvXr7fHMBlgw0LwESvpFEcfqqkYO2CsEc604tzBtXLo0KE2WSPSD2R2VN7jrzvIOKkyxVq3u8bhriu4ibrMxx9/fMjX5Zx4dInSSCaf9wsi41CgJyIPEiQCPdfld8A62dTecMMNxjfIqmNzjmwH2Swgm23evLnt/fHFlMLHocs4gTKHjkqSrxDYUb2LrQxQ5YsfZuyyBIxNO3JZZqLFwu/hMvT3IAGjoh0Lss1Ro0bZZJkQBwMzmfBzi3Q/vo3CJaI0ksnn/YLIOBToicjAJjEWTm2qMzRVkxUdOXKkcR3MM9hcMVcprX4N1zOM4YZ3xYoV9jm9kT4EeHv27LHnC9IvQCqIsQbSGPoLXQfZDr/DTTfdZANrDGRExoHbLDP0SHZw/uMSisEG5xMbShw5Xeadd94xDRo0MDVr1kzu0cNQg9l0SPOQvruWjAkTMWFi5mC4mLBhdhvBNYEGzw+Fy4YazC0kwcTA7rAPFddKpORvvfWWHfsi0o8o7BdE+qNAT0QG+kxi4SbKjeayyy6zFsr0kLmO7xnGWNiA0Q+Gbbjr1uEEcwxNx8GMjQp21Tly5LCbdfrzWrdubVyG/iT6I5FATp482Q4Axu0U2VqJEiWM62CUxCaFzUpogkOVkkCbHjH+Fi5DXyoulYznwKYdORW/DzbzyH85t3yoyvTv3z9FRRXZsovVGaTUJPHCqkxaoyBc7nGLryqFBhrxuLr+EJIDJDHob+Z8gcWLF9vrDnJC5ni6CqoTDJT4zMa7hvpClPYLIv1QoCeEOCrQfI/5BM59VJcY9EtfJJcYsrsuy0uKFCliZXfIjrCsHjx4sK3SUOlgLEe4+fWBn3/+2bz++uu2d2nJkiV2M0OVD5nPoTYGiZ4HhUMf5wgbRwI8gqMvv/zSDi4eMGCAcRmqGUhPSRDwnBmAbHw5xqaXv4M4evBZDQeN+9jjhmLgxBNPtJvxwxkNuWyoQVKD8Sd8fmOZM2eOTZ6RNHMZEsGMdvE10BPiSNAcPRFJGCIK2M2LjGHWrFmmS5cu9jmyRwI8bvQEHMhLXA70kNyFFV/s2gkyCIoYVeCD42O8jPPiiy+2w+p50F9FsIE7IVWyeFdUF2Cd4cBrhjCHUmvkg0jDXA/0qN6FQTRVGvr0CPTYCIfXItch+8/nNkxqEGwzboRgyjVigzeUHFzn03KtdPW9jw3eXA7kjsTEKq0xBBzjNdeh4v7yyy9bd2Uhoop7V3Ah/oV8DYtwevXCuVvM52LGWLdu3byYiwNkqHGAjN1whc6Vrs8SozcJcEsksKNHiYoM63cZZEYM5aYXacqUKclzw+hBcbHH52CVPPpRCeaoitWvX99MmDDB9l3RN8ZAcgI+FwNXNuXhxpAKwdVXX22fs4H3YZg08kaqj1QGCEKoArNu/h70YrnOt99+a/t5kBNSlYQnn3zSVjyQBLv8OxDohTLO+LEKvOaifO1wbo++9FnRFoE0GYnmcccdZ48xvJvr5+WXX2582DNgHsY157zzzkvVT+76WB2f9wsiA0G6KUQUaNWqVVCsWLHg+eefDxYsWGAfPC9RooR9zQdGjBgRZMuWLbj55puDgQMH2gfPs2fPHrzxxhuBy5QvXz4YNWpUsHPnzqBo0aLBtGnT7PH58+cHhQsXDlzm7bfftu9xlixZglq1aiUf7927d1C3bt3Ada6++mq7/jPOOCPo379/sHnz5lQ/8/PPPwfHHGPV+s5Ro0aNoGnTpsFrr71mf49ly5bZ4zNnzgxKly4duM6XX34ZTJ8+Pfl9rlOnTpAvX76gYsWK9vx3ncqVKwf16tULfv311+RjPL/mmmuCKlWqBC7DOb1x48ZUx1etWhXkzp07cHXNR/LgeuQya9asCc455xz7mT3ppJPsg+fnnntusHbt2sB1qlevftAH1yTX8Xm/IDIO9eiJyIBMil4wZuTEMmnSJNOwYUNbcXId5F533HFHckUpNrPIPDGXe8Wee+45m92lioocCYMN5Gz0u40dO9YOTncZqhlUBugtDGV49JpQ0QvNZH788UebuXat140ePObQValS5aA/w6UeSaGLUjGcBxs3bmzXx/B6KvBANX7z5s1eOOb6DGM55s6da3tUY2G2Hv1X9Ny6BucJMPuyZcuWyY65QBWP/khMW5D/ivSD6woVsbAPlXsYKgKR/vi8XxAZhwI9ERmQ7iBjCN2/QrjYYRLyyy+/GNdJSkqyMqr4AajLly+38imXBxeHzn1s1mvVqmUDPpg4caI1qAht232GoG/+/PnW1dIlcL3DAY/zJxbmuZH8YJi9j3C+s1kPZddIxJCy+TCywydIbuC4iRQvFlxzSd64OEcPC3/gmk+CI9aZledlypSxcz1ltCGi2tfv+35BZAwK9ERkoAeJrCI9SuGG97fffrPVDm72YZXAZbhgo6+/8847UxzHArpv375m2bJlxndcDZaOBAxbsM53be2xdvOxUA3jmIt9Sr6fO/TlpWXrnxZUt10G1cMDDzxgR1lgQASff/65vaZiVIG5T4hrPauMEaGq59q6MkOf1d13323vWXyN5ZlnnrHBhusmSr739WeG/YL498iMRXhN/HwqJCTHH3+8zVADm3KqGj40hgNzq7hpspkNh14jPWI+GpuZKKDc0tEnnBkWD1JTJM1RwaVzB7ObqBCa3zAiJTyPwveasRzh9y7O5iKx5zOMQiFY5V4WBkxc87lncd1v1KiRcRXGz6RlLMO9iwSB64EeAR1tBX369EmWvTMahYQHSbIhQ4YYl8kM+wXx71FFT3gNN8iobQiwOCcbFzu4mKwdVudRwNWqmI9rD6tKrIn+qlgrfDbkK1eutHP0Ro8ebaKAa+9/VDjcLDrX59LRX8g5jmycxF4sbORdxuc+q5w5c9o+Tl+lg1Ho64/6fkH8e1TRE17zT4I3Ml6VKlVK1c/kClj88xDiSKtKZHTr1KmT3BcZ26fk8vzCqEHAESu/w7LdB440eGvTpo1NKBQpUsS4QtiDyvnPDEwGdTOXkXEjPlxHGYUSVk1joRf1oYceMi5DgMconXbt2qU4PnnyZC+SMewBuEbGw1iO2J5Pl9F+QRwOBXoi00H2zpU+n0OZmoQbRjZWVG5E4jnSnqyMIuw7ZbOCGQsZ9kMhM5P0AYksFQCSSBgPwdatW62cikAEOXkUQGaIwYlLgV7v3r2tkUzbtm1txRfJGht1+pZKlixpXAfzj2nTpqWqitGG4LoxCM6nBHkYnYVGPvwuVJhcl20Ca+/Zs2eqvv5evXqlCl5dRvsFcSgU6IlMh8tqZQZ033LLLWbmzJkpNow4zLFhZICx77gWLEXh3GEQ+pHA5vfCCy90OsnhI4y22Ldvn91shQPHly5daqXlvEbVIwq4eP6vWLHCXHXVVfY5VZhdu3bZawxSSIIPzDZcxuc+q2bNmiUHRgRMYdKJ3jYfnH6//vprG5gerK8/1gPARQlwZtgviH+PAj0hHGsO37Fjh7VMDsdELF682G7k2QxQkfEdFzeLRwp/C+bo+YrP7z0wA9BFJzx63D799NPkIA94zgxJ150TfadgwYL2mgmlSpWyPWMVKlSwG97du3cb12ndurUpUaKErYKFvbRc+0eNGuVFnxXr50FVj3mMsfJx19slCI7ipe2uV1Ez235B/HsU6AnhEGT+kezEzgKk1+fZZ5+1vSc+QDYUE5CTTz45hTlIbP8GGzLXHFsPRZjN9WkT4BtszMeMGWMrNJgJFCpUyI4lKF68ePL5wibeRTgvqOjFgyGOz4kBH2BG6ocffmiDu5tuusnO/WP+H8d8cVuOQp/VoapHrrZLHGmPP4EqlUvXAtUo7BdE+qNATwiHOHDgQJoVC47xmsuQPSfDOHz4cPs9hgjc2DnGRr1z5872eOxMrkQSpbEDvrNw4UJTs2ZN+zdZtWqVadmypQ30CLBxUmQgvMs89dRT9jxng0XlIjRmIehgPppIP5jZFro7dunSxV4rqa5SqXn44YeNL0S5z8p3JYGrgarP+wWRcWi8gsh0uDR0OR6kOlQ2kFyElYB169aZxo0bW4kSVsquwqaWzCdN+Fj6s3nnPR43bpydS0Q/hEgsro4nIMirWLGinWcVu0Y27MwRI/hzGT6bJDoYwBxWscPn8cY3v/76q/EVV88fn8kMfVa+nzeurt/n/YLIOFTRE5GAfMXatWtNsWLFDus86HJug+w0rog0tIcyQX4vZhLheOcy7733nu0rqVy5cgrDFbLTyPGEOBhffvmleeGFF1IdpxK8YcMG4zo+OAweDW699VabKHMNri/I8PiKgQn3ASTiJ554or3+uIz6rERm3C+IjEOBnogEBG/YU3OzLF++/CF/NmzcdxEu1vQlobtfsmSJPcbNn4qH69CMzwYrntAFz3XoDzvY0GX+JlHAVTMTel+2b9+e6jjyXx8qGkfqeuoq9PpgohHKqpGgMqw77PehOgC4KbpohIO0rmrVqmbWrFnWAZLrEBWYl19+2X6uXUZ9ViIz7hdExpElA/+/hEg3smTJYgO8zZs3G1/BzAGpF8FqrVq1bKaXhy8XbXqTJk6cmPx9GNy99NJLpkqVKsZlBg0aZK3wMf5AYnrBBReYwoUL22HGbCJ9AAkP7/WDDz6YLA9kE4CUJwQzExcNZchK9+jRI9nQhHOHgLtTp07eDHynmkRPGPP0kOMBVSU+z66D+U0YaC9atMha/l955ZXWVIlZaS5D7+9jjz1mzVdih1wzWuHzzz83rpMZ+qx8SPT5hu/7BZGB0KMnRBR4//33g4svvjhYtGhR4Ctly5YN5s+fH/jI7Nmzg7x58watWrUKcubMGbRv3z6oVatWkCdPnmDu3LmBy5x66qnByJEj7XN+hxUrVtjnXbt2Ddq2bRu4zoIFC4KiRYsG5cqVC7Jly5a8/i5dugRNmjQJXGfr1q1BzZo1gwIFCgRZs2YNTjjhhCB79uxBtWrVgp07dwauM3PmzCBXrlz2d8iRI0fy+//4448HN9xwQ+A6fEZXrlxpn3fr1i15zfPmzQuKFy8euL72H374IdVnl98nKSkpcJ1rrrnGnufr1q1LPvbjjz8Gl156aVC/fv0gCsT+XXwkX758Tq7f5/2CyDhU0RORgQGtc+bMsYNPmeeDa1/swwdwjXvooYe8NGxA9oXJDSYUWJ1PnTrVSqg+++wzc9555xmXoXoUDivm3AnlvU2aNPGiR4aqy+23326WLVuWokeVqgxyNtfBbZOKzPjx4211tV27dmbSpElWlhdvZuIivleVWHM4cw4ZWCgZ5LqZlqTWJTAwWb9+farjVOZdGONyJH1WvMf0WTGShkfZsmXtMeYw+gAV7NmzZ9tHWM2Oheupa0YmfwdX+/p93i+IjEM9eiIyRMEQgZv+8uXLrYMW/VTxm1zXe8XYpNDb4xsMLOZmyXuOgQObcxIGSNdcvclHycwkNlngyviNvwNyx5EjR6Y6TqJj06ZNxnV4z0kW0OdGsgxTpbBH8vjjjzcug2MlEt+3337bSgSRO+L+e99999nkn+v43GdFANemTRvrDsrMSMiaNatp0KCB7TH0YYQNiUkcT5Fe4/CLw+ZPP/1kTYfC4e+u9vX7vl8QGYMCPREZfDdEgPr16xuf+DvZfhfd+mIrL++//76dXUWvXocOHayJA7PQ/s5g9UThu5kJVby0YONOhRKjJQZjs4l0uapEJcbXqhIbds55DFfCNdNjyKgUl+ndu7dp27atDZgINjAy4Subdl/m6HGe02fFwydatGhhz/EJEyYk92Gj4GDUzp133mkDQJdZvXq1Pb9RdDAQnfefQO/JJ5+03z///PPGZXzbL4jEoDl6IpIwQDfeOdHlQMNnE5zDNdpzieFnwoyvi1AF4BHOQGODwgw3DH7YsMTK8VzdcGFEhGsocjtmGBIUsREgQHK92k2AhGsr8sHQ4XHLli0md+7cNquOHAzp14wZM5w0k6F69MUXX9iq0imnnGIz6T///LOtKPHo1q1bopcYedisYza0c+dOm7A5nPuyKzBCgUQGX9Oq1rj82aWCNGXKlFRVeCScBFA4LrsM10cCO9xZMd8KZ+VR4WvZsqWVwgvhOwr0RGTgpoKEh81uWu6bLgcavkIP1ZFy6aWXGpc3iQQQ8UFrOJ8ROafLbNu2zdx44422AonMCCkPkk2y7PS6ud7nRh/kiy++aF1Dkf8Cm1yC7DvuuMNKCpHoIbF10S6fpBJVpVdffdVeZ0gYhFUljrlaiUwLJckyFqqnqAni+5hJFuBG++OPPxpX4bqI0zI92bGQaKI/2OW1A8EdCb1TTz01xVD0VatW2cpw2LfqOnxeSYbFu7S6ft8SGYMCPREZ2GiR8e/Zs6c10aBHAGt5epeeeOIJ07hxY+MiVDCO1H5aTdfpAxtxpHfxcwBJGHDMlyTBJ598YjdZVDUqVqzoRZ8PENy988475pxzzklxHFkY4xUYc8GGjOdpGW8kkjAZgESWfjz69XyrKvmcJGNtBNPTpk1Lc7M7ffp04zJIk6lEUtWLhUQHg68JvF2F5AxV7BEjRtgkDJBgoo0CyTuJGpfh3ks/J0FdbKDHdZRrDVV5l0Ga37x5c3tt9E1FIzIO9eiJyIBj32uvvWaqV69u+6wuueQSe/OkSfmNN95wNtCLleawycK9r06dOil6HpDHdO3a1bgOcjtkMN999539nhsofwvXXU/DG2M8bNhjXSxdx1czE4I3TBHi4VhoJkOV0kVTBM4drjPMsyKwc1FaejgeeOABmySjPy+tJJnL0A9GoHfVVVfZwMi3mW2cOwxNx2k2FvojXXeq5HwhIKVyFFaPUEfQM4wUO9YgykVjENxluf8SsALnDtd8pNZUJF2HeyvqAXokS5Ys6d25LzIGVfREZKCXZ/HixfaGg1Pc2LFj7eBrnBORlnABdx2yiDVq1Eh106dfA1e29957z7gKNv716tWzTmsMT4d58+bZQd4E4fSKuUY4DHrgwIG2J4OesBCyofRdUe0j6+syvpuZsEknoEO6SSUsrObxN6FSwEaGcwgrcSpmrnHGGWfYBEflypWNj3DNDJNkyDTZlHPOUKlBVov811WKFCli1+7Dxjwthg0bZq/3DK3HFAqoTvbt29cGIXwGXOXRRx894p91sU8VaSlJVbbB9ONx3+Ir5xT3s3iFh2sgyecee9pppyV6KcJlMnBmnxDpSoUKFezgYrj88suDjh072ucDBw4MSpUqFfgAw3+XLVuW6jjHeM1lzjzzzKBly5bB/v37k4/x/I477rCvuUj16tXt45hjjgkuuuii5O951K5d2679+++/D1ynTJky9vzg9yhUqJB98JxjDLzm+cknnxysWbMmcJH169fbYeOsk4HjPLJkyRLUqlUr2LBhg/2Z6dOnB1OmTAlc5P333w8uvvjiYNGiRYGPcJ6sXr3aPuda+cUXX9jnDCJ3/bpTsmTJYOnSpYHPPPfcc/Z95/znwSDs4cOHJ3pZmYJ9+/YFI0aMCO6///6gdevWwdChQ4Pdu3cHPlCpUqVg9uzZiV6GcBwFeiIy9OvXzwZ18OGHHwY5c+YMkpKS7IZxwIABgQ+ceOKJwdNPP53qOMd4zWV4v5csWZLqOMd4zWVuv/32YNu2bYGvjBw50gany5cvT5EcuOyyy4K33norWLt2bVC1atXghhtuCFzmu+++C8aNG2cfaZ1LrlKgQIHk4JRzvWDBgikeruNzkoxrY5s2bYIDBw4EvrNx48Zgx44dab72ySefBHv37s3wNQm34D4VPqZNmxZUqVIlmDFjRrBp06YUr/l8PxNHF0k3RWRhRg6yBiRIZ511lvEBek2wyr/iiivMhRdeaI8hH6SHg0Hkt99+u3EVnBGRH8XP9kFuSp8PQ8h9IHSKc31QdFTMTKLA8OHDvZ7x2b9/fyvrxeIfiTgSbLYG+/btM/369bN9cC4RP9sSwxX6gJHQZs+ePcVrSPijAJLa+fPnJ7xvj/cZExDkjYczEnPRPAyH0yMF11PXRxql1V8uMxYRi8xYRCTBqQwTFh4+QSB3+umn256rcIPC97iAhYGfS+DwGMImkQ0hzflhrxLBHcYOrhs64NSHCQ59MWEvJy5sHTt2NF26dLE3V5fx2cwkNsBmE4aZQ7y9P8GGy7geyB2ODh06JD/HqXXJkiVOJ8noA47luuuuM1HHlZw8SQGujeDyjL9/O2Tc1UAJ0yQh/g6q6InIwEW5d+/e5vnnn7e2yGQdyX7iVlmmTBlrQyzSJ7t4uMuIqzfNkAcffNCaaWAuQGUSCK67d+9uzRB69eplXMZ3MxPMJ8ie83klyMA9kVlWnFeMiXDRIn/79u3J8+V4fih8mEPH3+BgIwowDPEdDJUw28AR0kdi7f9dAfMY5qPGG63gvox6wMXPbZTwff6ryBgU6InI0KNHDyuh4isbXGYTcVMcNWqUzTwypsAHVqxYYV555RUrt2PdOH9htc1FG2mSa/LYI8Xl6irVLhIE8VKdcePGmTZt2lireZchyMMWn416KF2jmnf55Zdb58TixYvbTDBSPCzFXQN3XOTKBNrhhpbznpEodevWNa1btzYuz16Ml1P5JqHifee6SSCUlk37u+++a3zHFeljlAI9znuGjpMcY4QRLpBAopVrquvnve9EZf6rSF8k3RSRAYtt5uGwuW3VqlXy8bPPPttWCXzg448/thtebpzYOyMn5ILNDZ6K05gxY4xLuBy8/R3oJUnLoppjLvaZxEPV7sMPP7TnOZVsOPXUU+0jhLEdrsLcRWz8gblQe/bsseNSCD6uvfZaJwO9sC8sCnIqkhz0B5MsiCrKaacP9HQyGB25PqoB1DM+sWvXLnvfTUsyTjuCy0Rl/qtIXxToichA1YWekniQIVHJ8IHOnTvb4I75bmEfRCiRYZaeDzDLMK2bpouN7bHJAN7f+Hl0HOM1XyAw9XGmEpWA8HyhokRVO6xeb9q0ybgIsxeRyVIporLdoEEDb2WBvPcXXXRRopchDoGrw7D5vBIoMbz7/PPPN2+//bbtK/cB5O3MX9y9e7cN+EjccL1hnioJVlcDvXD+K+cErSlpzX+NN+YSmRcFeiIy/Oc//zGzZ89OVWWiChb2LbkO/VMjR45MdZybjqsb3hCkppgi8DvE9u2FGxSXZSR9+vSxfW5kp6tUqWKPIfWlz8HlYdFRMTOhGkBPJBtENl6Y4HAeYUjk6hBy+h7ZHBLosclFYur6gOWDgdMv1x02jcJNXKxIhtd2EhycPyQp+Rx06tTJ+GJChMMsFW0MfjAPQ/p+6623Ouc0Gx+ghucE18kcOXIkv8ZzkpP33XdfAlcoXEKBnogMjzzyiHW/o7JHFY9N4tKlS62kk02ZDxQoUMBq7suWLZvqwl6qVCnjMtwYWTd9YnydM2eO7RVg0/70008bl2G9SB5xCA1lvli405+Xlpulb2YmrkMgGrqd0i/Gc3pry5cv72yQSuUUEx8ksbzPo0ePPqjpStOmTY2rVQHgeonsnUQHLpvxIwpc/RtkJlx0zI0PPh9++GGbrPHFhZaezRdeeMH2GtLv9ttvv9lrKIk/fof4MR6uEErFSTChLPDB7EkkDpmxiEhBRY++Hnra2CyyySUAdNGAIi3IwiG7QP5yyimnmK+++so2trNR5BHvbuYSzFWib4mNItlRAj16xDhGsBdmIV3E96Z2H81MQnhvcUTkvCHR4QvMJSRYQmZKHyfve1ryOo652Od5pD2brD8K7okumbGgMDlSKSb3AFdBsoxJWPzv8u2335q5c+c6H/AVLVrUfo5JKHG/HTx4sKlTp45Nlp133nm2Yi+E76iiJyIDNxVGKGBK4SuMh2jbtq21TGYDjByVr40aNbLZUpdhnWFfIUHfTz/9ZAM9pLRUVl3mYPkuX5rafTQziQ2yScTwO/gU6NHThtQLqAhQEfZJuum7gczfxaWc9pHOcnOdg5lx0V/rmkP0wQLuL7/80gZ6jIkgKUyLBE7FqCJ8gIAaNUFakv1wFq/I3CjQE5Fh27ZtdtgvNx8kDQwfx+LZJ9DXDx061PbKMB6CQIObETci1+HGSCUJGSTD3ZG/8PsgCXMhi364pnZu8r42tftoZhJ/7tDjGS9Z9oWVK1fa6sDhQApM8E0iRGRe6aPLyozMBInV8LxgViqqGZJiVPeYSeo6b731ll0zVcipU6fahBkJJ1RA9MsLAZJuikjxyy+/2Gwc8/RwfyTwa9asmc2gxveduE68mYnrTJkyxUpd6GtYvny5ufrqq+1NhzlL9FvhHOqqfA3XOExY4pvasQpHTut6oM35jZkM8yNZL/P/SHSQ0S1YsKDtvXKZDz74wPa79ezZ00qmwnlcIVHpQXFJPugzUZE+isSC8oH7bJjgo6+ZmZEoaQieXAe5O6MtUAGFkn2SZRwj4YeUXwgFeiKycINn8DiZOWRsOGmRUXd90868vP79+5tly5bZ71nvPffcY53xfIPeJAIN14NV35vaqYZR/eXGT7BNT2TYe4KRhuvzDpE+hsSeK74MHPd56LWP/J0NrOvVM85trvcHk9+52N8ZFaiAkZhk7u7WrVutwRIJYVQQXDddlrwDCTH6IUlIklCdOXOmqVChgpXBk1il71wISTdFJOECR68eD3qAsGzHhphMHZJCbJVdBPkgN5i77rorhc0/62UTgOzLVV5//XUrF4mtxoQDpV2HhICvsFFktAJBHvD+YxfuE5mtX0z8O1wP3v5u0EoykuQMfdhdunSxlaX33nvP3g9E+iaDCbLDMUzFixe3pmHvvPOOfe9dD/RIoobSU1y5afcg0CNoZTagEBYqekJEgd9//z0YM2ZMcNVVVwXZs2cPzjvvvGDIkCHBtm3bkn9m7NixQYECBQJXKVKkSDBy5MhUxzlWuHDhwGVYe548eYKGDRsGEydODPbv35/oJWUakpKSgh9++CHRyxCHIW/evMGKFSsSvQzhECeddFIwYcKE5PNj+fLl9vnAgQPttVSkH7ly5QpWr15tn990001B9+7d7fM1a9bY11yH86Nv3772eY8ePYKiRYsGLVq0CEqXLh1cd911iV6ecARV9ERkQJPOPKiGDRtaa/+0TDToyXLZ2W/fvn2mUqVKqY7Tt+T6PDeqqPRa4f548803276Hm266yVr841Ao0g/fzUxCyEKnJV8Lq5VCRE36uGHDBluFAVoMMBUDepw1wD59KVeunK2cokShxzxU+mzcuNELGf8zzzxj9u7da59TCUZ2imT/hhtucN6lW2QcfzVGCOE53Oyx9Gfo9cGcEgnycMhzlSZNmpghQ4akOo5zJQGTy2Drz+bkjTfesDdK/h5IkAiuTz755EQvL9I89thj1oRlwoQJNuDevn17iocPJkqcO/Sw4RaK2UbsQ4hDSR+Ruzdo0MAGSTjp0ndF32f37t2N6xx//PHJvVRcJ3FPBGz/k5KSEry6aIM8k+smPW44RYftEvwNfLju0BoROotzvnfu3Nm8//77pm/fvlbWKQTIjEUIRyz+gardq6++aofQVq5c2R7D4p9MNTbKDHT1BRrasX+mX4zm8KgYariI72YmJDEYvjxgwABTvXp163yHRTgBLJsWHEWjAD0/OItqvMLRg+Bo0KBB9hwhUYCraXiMOYcjR440LsPmnOrRQw89ZN2JMQ0j8OCaT4XpiSeeSPQSIw0VVQLts88+O/k6iiKIvwnmLK7DtZ3rJfdYwIeA2akkXoUABXpCOGLxfzjYsE+fPt24Lr3jpkNVb9q1050AAAATG0lEQVS0aXbwO1JaNvI+3DR9hfEQh4JhwK7LrhkJccEFF9gNFkOAmWVFdhrzpE8++cS4DJJlZHcXX3yx/R5VAfMw2XTxXNn19APzITa5JMc4jyZOnGgqVqxopcxUZUIppC8QnIaOufXq1Uv0coTD4Lh5zTXX2GD11FNPtccYacRMz/Hjx3sz9F2kLwr5hfDQcRCXRSQbsZWcRHPLLbdY6SC9efTo0V8SSmFE+uJ6IHc4GAlRrFgx+5ygCCkngR69Sz7MQbv//vvNk08+aZ/j7ouDIpV6Ptt89dnV1RfpI4FeKH0k0PNB+khPNjPPuFaG/bUoOUI1hxCHgpFLSN1JjIXJpC1bttgZqnfccYdNGAihQE8ID6FS4NrgZcZYYIjAoFmei4zHVzMTstFLly61kjUkVC+88IJ9juyXKo3r0PfLZxKwZqffsHfv3jZIZbSLSD8w0kA9QI8VY2mQPjKLNJQ+ugzmGZwvMl0R/wT2ALFBHvC8V69e5vzzz0/o2oQ7KNATwkNcVFwj1xSJgQoYQ98nT56c5uuu9+i1b98+2ZCCGWl169a1cxlz5Mhhhg8fblyHdYZzqz766CPbTxuaJfhghuMzsT1sGLKULl3aK+lj/fr1rfOj60GpcA9UD/QyU9WLBTM0HEWFAAV6Qoh/DIYHSERy5sxpnx+Ku+++O8PWldm455577JBcjHvSMjNxHaowsaNEMGZZsmSJleP5YFxCbx4SzapVq1ojB0w1wn4ZpIUifYiC9JGAtEePHub//u//7LlPz2Esum6KWGITR48//rg9P3CXDc95ejw5n0IpuRAyYxHCQ3CXW7BgQcKlm2yukI4ULlz4kDPcMJLBHEGkD76bmcQ6z8afNyQRyE7jJEeFzEWQCbZp08asXbvWbryaN29uj1OloZp6uCSI+Ofkz5/fSth8nSGp66b4O9CXH++sDOGx2O9dV3KIjEGBnhAe4kqgJ9yA4G7hwoW2rw3pGpbyVJfoHUPWE8oKXXaepZ+NjUmsexy9nri10r/HxoWANeyFEwJuu+02OzdV0keRGTicw3KUTLrE0UHSTSE8JDaj52IlJq31+iAh9BXfzUzCah3ulAStgC0+rnLIIlu2bGkaNWpkN/NTpkwxLrN3795UZjjh7ySOPr5LH1k7Q7txK45lz5495qmnnrJDvYX4N8EbagPOMx9k8OLoo4qeEB7iSkUvSjMAfQbjkv3791tb7Xnz5lkzk82bNyebmWBS4TKlSpUyH374YapqHXOiateubdatW2crfjzftGmTcXE8RKdOnazrLO97PJJQpR++Sx+pWmNEFI4XCeE84pjOHfFvIdHkmku3yDhU0RPCQxYvXmzn6Pk4A1AcfXw3M6F6h1NcfKCHm2hoPlCgQIFUlTJXeOCBB+xnYciQIaZJkyZ2SDrBKZXVWFdIcfRBnuwz5NrTUmiQyHO1J1X4heo5mRsFekI4JvsaPHiw3TSy8T1w4ECK18Ph0SeccEKCVihcxHczE9bWrFkzK+8N5z8x8BpJG/bzgJslBjMuMn78ePPaa69Zx1PGXFxyySX2PadfkrEjjRs3TvQSI4uv0kfmnfH55MF5HRvsUcXbuXOnadWqVULXKITwH0k3hXAINoRTp041N954oylevHiqTC8zxoSImpkJm1r67wiWkKBCtmzZrNFG//79bd8V0iPAeMM18ubNa6vsVFAZpzB27FjrgEq1qUKFCvb3E+mDr9JHJNVsv0hwDBgwwLqHhiC5pse2SpUqCV2jiAautHqIxKCKnhAOMWHCBDNp0iTrmChEZjEzIVAaOnSoDerCnio2JRwPcTHAC2GtBHUEegTW9OoR6FHpQ3Iq0g9fpY8kMcIew4suushkz5490UsSQkQQVfSEcAiqLW+99ZY566yzEr0U4RG+m5n4DgEqlSUcHj/66CNTr149G4Aw0Ltfv36mffv2iV5i5AiljyQ0SG4cTPpIv6TrINFfvnx5mnL9atWqJWxdIhqoope5UUVPCIegRwn3Pmzx6e8RIjOYmfhO7Ay3mjVrWiMc3E/p01PSJn1A7hhKHx999FFvpY+ff/65rbZjoBSfd9fQaxHP9ddfb1599VWb3EDqjqNyUlLSYc26NOIl86KKnhAOwcb85ptvNrNmzbLmAvFynl9//TVhaxNu93Z+9tlnaZqZIAsbMWKErRQ//fTTZu7cuYlebiSZNm2afaRVlRk2bFjC1pUZBkj7LH1EkowZC8EqMy/jZaixAawQJDFICnCuHKw/VYhYFOgJ4RBUA9asWWOaN2+ephlL2NchRJTMTHyHTTruj5UqVUpzs/7uu+8mbG2ZAZ+lj3w2kdVR/RXicKAQqFixojXgwuF30KBBB63WNW3aNMPXJ9xDgZ4QDkEVj8rM2WefneilCE8DvoOZmYj0g+CuT58+doaeyFh8lz5edtlldg5j3bp1E70U4QGffvqpHaezYsUKq/Ch/y4tMyKOSQEkQD16QjgEjn3MfxLin0Bgp56wjIfeR+SDIuPBcIVK6sSJE9OsprrOXXfdZTp27Gg2bNhgR3HES1D1eRaxcJ0huQFZsmSxY3Qk3RSHQhU9IRyCGXrIwHr16pXmTV8N1UK4BwZKBNldu3ZN9FIyHb5LH9msx0OwGo6NcL0iKRIHVWxGuviW3BAZiwI9IRy86cdfuHXTF8ItkE+F0BfGAGyqLzziEzSMWBDpg+/SRzbrh0Luy+JQbN261bz88svmu+++s9/jvEyPv0x8RIgCPSEcc5A7FJdeemmGrUUIcXAwQzgSSNBMnz493deTWcHo5uGHHzb333+/pI8iU4GDcp06dUyuXLnMBRdckOy2TPsH6iBMW4RQoCeEEEIIL4mC9JHxJ8xOXblypTXjoorHnMCyZcuaa6+9NtHLE45yySWXWMny0KFDrcsy4LrcokULa8rFmCYhZMYihEMc7sLsulW4EEJkJARHPjNkyBDzyCOPmHvuucf2ZoeBaYECBWywp0BPHKqiFxvkAc+RMmNQJAQo0BPCIapXr57qWGy/ng/ZaSGEyCh872EbPHiw3azXr1/fPPHEE8nH2ajfd999CV2bcBvM2Zi7i1t3LGvXrrVjF4SA1JoHIUTC2LJlS4oHA4A/+OADc/7551vNvRBCiNTSx6pVq5rjjjsu2dyEati4ceOMDxXJc889N9XxpKQks2vXroSsSfhBgwYNrPHKqFGjbHDH46233rLSzYYNGyZ6ecIRVNETwiHScsqqVauWyZEjh3X5mzdvXkLWJYQQLuK79JE+vPnz56eqTJLgO/300xO2LuE+Tz/9tFX8NG3a1PbmAWZErVu3TlEdFpkbmbEI4QFLliyxUp6dO3cmeilCCOEM2Mn37t3bSh+RqzFT76STTjLffPONlcJv2rTJuMxLL71kunfvbvr27WurM3y/YsUK8/jjj9vnt9xyS6KXKBxn9+7d9pyBk08+2eTOnTvF6z/++KOtdqdlXCSijyp6QjjEwoULU3xPHmb9+vU2O3fOOeckbF1CCOEivksfkdlhj8+ICDbsjRo1spvygQMHKsgTRwSBHaNFDpUMoWpMAkRkPhToCeEQBHOhNXgslStXNsOGDUvYuoQQwkWiIH1s3LixfRDoodooVqxYopckIoSEe5kbBXpCOGwVjtSiaNGiJmfOnAlbkxBCuAq9y23btjV79+61G9o5c+aYN998M1n66MM1n/6q8uXL28pMKLtbtmyZ7bcqU6ZMopcohPAYBXpCOARZ6WnTptkHjpsHDhxI8bqqekIIER3p4+23326aNWtmA71YvvjiCxuozpw5M2FrE0L4j8xYhHCIRx991PTo0cMar5QsWTLFDD149913E7Y2IYRwGR+lj8xC++qrr0y5cuVSHF++fLm9D2zdujVhaxPRINakSGQ+VNETwiGef/558+qrr5omTZokeilCCOE8vksfSebt2LEj1fFt27Ylj4oQ4t8QnzAWmQt5rQrhEL///ru56KKLEr0MIYTwAqSPn376aarjSB95zXWqVatm+wljgzqec+ziiy9O6NpENJBwL3Mj6aYQDtGpUyeTN29e07Vr10QvRQghnMd36ePixYttsMeA90suucQemz17ttm+fbuZPn26OfPMMxO9ROE5a9eutX2rWbNmTfRSRAKQdFMIh8A57sUXXzQfffSROeuss6z0KJZ+/folbG1CCOEavksfmXHG/NRnnnnG9lFhLNO0aVPTrl07U6hQoUQvTzi+Xxg8eLCZMWNGmuZtJEDghBNOSNAKhQuooieEQ9SoUeOQGxoyvEIIIf6gXr16NjhipEJYsSDAa9CggR2YPnnyZBMF2rRpY426ihQpkuilCEdg9uLUqVPNjTfeaIoXL56qF69bt24JW5twBwV6QgghhPCSzCJ9RKLKYHg5J4qQ/Pnzm0mTJpmqVasmeinCYWTGIoQQQggvCaWPN998s5WvIeNE+rhkyZLIBHmgnLyIp1SpUnZ0ghCHQhU9IYQQQkQa36WPmoUm4kGWPGjQIDuWqXTp0olejnAUVfSEEEIIEWlef/11K+cUIirgKoshC8E/iQDMe2IfQoBcN4UQQggRaSReElGjYcOGZt26daZ3795pmrEIAQr0hBBCCCGE8IhPP/3UfPbZZ+bss89O9FKEw0i6KYQQQgjhMLfeeqt13hQi5LTTTjN79uxJ9DKE4yjQE0IIIYRIAB988IH55JNPkr9/9tlnzTnnnGMaNWpktmzZknx8yJAh3hrJiPThiSeeMB07djQzZ840mzdvtj2osQ8hQK6bQgghhIg0rrpWVqhQwTz55JPmyiuvNIsWLTLnn3++uffee82MGTNsxeaVV15J9BKFo2TJ8ketJr43j209x/73v/8laGXCJdSjJ4QQQohI46r0ceXKlXYWILzzzjvm6quvtuYaX331lQ3+hDgYJAOEOBwK9IQQQgjhrfQxb9685uKLL06WPg4dOtQGTzwvWLBgsvTRRXLkyGF2795tn3/00Ud22Dtgjy/5nTgUl156aaKXIDxA0k0hhBBCeInv0sdrrrnG/P7776Zq1aqmZ8+etsJXqlQpM3XqVNOuXTvz/fffJ3qJwlFmzZp1yNerVauWYWsR7qJATwghhBBeQjXvm2++MWXKlDHdu3e3z8eMGZMsfdywYYNxmTVr1pg2bdqYtWvXmrvvvts0b97cHu/QoYPtsRo0aFCilygc79GLJbZfTz16AiTdFEIIIYSX+C59PPHEE82ECRNSHe/fv39C1iP8IdaVFfbt22e+/vpr07VrV9OrV6+ErUu4hQI9IYQQQngJvXlINZE+zpkzx4waNcoeR/J4/PHHG5/Yu3evlXHG4qKBjHCD/PnzpzpWq1Ytm/zgMzFv3ryErEu4heboCSGEEMJLnnnmGZMtWzYr18Rwhf42mDx5sqlbt65xnV27dtlevGLFipk8efJY85jYhxB/l+LFi5ulS5cmehnCEdSjJ4QQQgiRANq2bWuNYzBiadKkiXUKXbdunXnhhRfsQOzGjRsneonCURYuXJjie7bz69evt+fN/v37zSeffJKwtQl3UKAnhBBCCO/xUfpIj95rr71mqlevbteKiUy5cuXMiBEjzJtvvmkmTZqU6CUKh81YMF+J38ZXrlzZDBs2zLrOCqEePSGEEEJ4CdLHTp06mdGjR5vNmzenet1158Fff/3VnHTSSfY5gR7fh72HrVu3TvDqhMswiiM+8CtatKjJmTNnwtYk3EOBnhBCCCG85IEHHrDSR/rz0pI+ug5BHht2KntUYAhYL7jgAjN+/HhToECBRC9POEzp0qXNtGnT7GPjxo3mwIEDKV6nqieEpJtCCCGE8BLfpY+MUciaNaudocd4iHr16lkpHlb5/fr1M+3bt0/0EoWjPProo6ZHjx6mUqVKpmTJkilm6MG7776bsLUJd1CgJ4QQQghvB6YvXrzYBnyMUxg7dqytiFElq1Chgtm5c6fxidWrV1tbfILVs846K9HLEQ5DcNenTx9byRbiYEi6KYQQQggviYL0UfI78U/AeOiiiy5K9DKE42iOnhBCCCG85L///a9ZsGCBfd65c2fbo4cZRYcOHcz9999vfJDf1a5d2wZ6mzZtMlu2bEnxEOJgtGjRwowcOTLRyxCOI+mmEEIIISKBb9JHye/EP4X+TfpTOc95ZM+ePcXr9HgKIemmEEIIIbzFZ+mj5Hfi3wxMP+ecc+zzb775JsVr8cYsIvOiip4QQgghvMR350FmAGIo07Vr10QvRQgRQRToCSGEEMJLfJQ+3nvvvcnPqUAOHz5c8jshRLog6aYQQgghvMRH6ePXX3+d4nvJ74QQ6YUqekIIIYTwEkkfhRDi4CjQE0IIIYQ3SPoohBBHhgI9IYQQQnhDjRo1jujnkD5Onz493dcjhBCuokBPCCGEEEIIISJGlkQvQAghhBBCCCHE0UWBnhBCCCGEEEJEDAV6QgghhBBCCBExFOgJIYQQQgghRMRQoCeEEEIIIYQQEUOBnhBCCCGEEEJEDAV6QgghhBBCCBExFOgJIYQQQgghhIkW/w9Ry0Vebq+dHAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr = house_value_df_cleaned.corr()\n", "plt.figure(figsize=(10,8))\n", "sns.heatmap(corr,annot=True,fmt=\".2f\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "An8FsSPlcHVq" }, "source": [ "### 3.6 Train Test Split" ] }, { "cell_type": "code", "execution_count": 92, "metadata": { "id": "Typ4vYNwUCk5" }, "outputs": [], "source": [ "X = house_value_df_cleaned.drop(columns=[\"sale_price\",\"livable_sqft\"])\n", "y = house_value_df_cleaned[\"sale_price\"]" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['year_built', 'num_bedrooms', 'total_sqft', 'garage_type',\n", " 'garage_sqft', 'has_fireplace', 'has_pool', 'has_central_heating',\n", " 'has_central_cooling', 'zip_code', 'num_of_bathrooms'],\n", " dtype='object')" ] }, "execution_count": 99, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X.columns" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "fN7x9hBMUCk6", "outputId": "45fc8c31-fa0a-42de-ad40-c1abf603abe1" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([28262, 11])\n", "torch.Size([28262, 1])\n", "torch.Size([7066, 11])\n", "torch.Size([7066, 1])\n" ] } ], "source": [ "X_train,X_test,y_train,y_test = train_test_split(X,y,random_state=0,train_size=0.8)\n", "X_train = torch.Tensor(X_train.to_numpy())\n", "X_test = torch.Tensor(X_test.to_numpy())\n", "y_train = torch.Tensor(y_train.to_numpy()).view(-1, 1)\n", "y_test = torch.Tensor(y_test.to_numpy()).view(-1, 1)\n", "print(X_train.shape)\n", "print(y_train.shape)\n", "print(X_test.shape)\n", "print(y_test.shape)" ] }, { "cell_type": "markdown", "metadata": { "id": "LjSMl3QJUCk6" }, "source": [ "## 4.Build the ANN Model\n", "- Design a neural network architecture using Pytorch." ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "y42J99nQUCk7", "outputId": "4e3ffdb1-619b-46a1-ae86-eaa23aa270c5" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 20, Loss: 493070.8533588251\n", "Epoch 40, Loss: 378534.7616269872\n", "Epoch 60, Loss: 217702.49821258368\n", "Epoch 80, Loss: 209071.26960919332\n", "Epoch 100, Loss: 205935.67119855658\n", "Epoch 120, Loss: 203833.63004175734\n", "Epoch 140, Loss: 202070.2578807678\n", "Epoch 160, Loss: 200255.8465962979\n", "Epoch 180, Loss: 198333.80056863732\n", "Epoch 200, Loss: 196260.7454179261\n" ] } ], "source": [ "# Define ANN Model for Regression\n", "class ANN_Model(nn.Module):\n", " def __init__(self, input_cols=11, hidden0=128, hidden1=128, hidden2=128,hidden3=64,hidden4=64,hidden5=32,hidden6=16, output=1): # Output=1 for regression\n", " super().__init__()\n", " self.f_connected0 = nn.Linear(input_cols, hidden0)\n", " self.f_connected1 = nn.Linear(hidden0, hidden1)\n", " self.f_connected2 = nn.Linear(hidden1, hidden2)\n", " self.f_connected3 = nn.Linear(hidden2, hidden3)\n", " self.f_connected4 = nn.Linear(hidden3, hidden4)\n", " self.f_connected5 = nn.Linear(hidden4, hidden5)\n", " self.f_connected6 = nn.Linear(hidden5, hidden6)\n", " self.out = nn.Linear(hidden6, output)\n", "\n", " def forward(self, x):\n", " x = F.relu(self.f_connected0(x))\n", " x = F.relu(self.f_connected1(x))\n", " x = F.relu(self.f_connected2(x))\n", " x = F.relu(self.f_connected3(x))\n", " x = F.relu(self.f_connected4(x))\n", " x = F.relu(self.f_connected5(x))\n", " x = F.relu(self.f_connected6(x))\n", " x = self.out(x)\n", " return x\n", "\n", "# Set manual seed\n", "torch.manual_seed(20)\n", "# Create model\n", "model = ANN_Model()\n", "\n", "# Define loss function (MSE for regression) and optimizer\n", "loss_function = nn.MSELoss()\n", "optimizer = torch.optim.Adam(model.parameters(), lr=0.001)\n", "\n", "# Training loop\n", "epochs = 200\n", "final_loss = []\n", "\n", "for i in range(epochs):\n", " y_pred = model(X_train) # Forward pass\n", " loss = loss_function(y_pred, y_train) # Compute loss\n", "\n", " final_loss.append(loss.item()) # Store scalar loss\n", "\n", " if (i + 1) % 20 == 0: # Print every 10 epochs\n", " print(f\"Epoch {i+1}, Loss: {np.sqrt(loss.item())}\") # RMSE\n", "\n", " optimizer.zero_grad()\n", " loss.backward()\n", " optimizer.step()\n" ] }, { "cell_type": "code", "execution_count": 95, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 465 }, "id": "22I873e5UAPQ", "outputId": "99ba8394-2bae-4fee-947e-1eceef704028" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(range(epochs),final_loss)\n", "plt.xlabel(\"Epochs\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "vhKgnXwNUCk8" }, "source": [ "## 5.Evaluate Performance\n", "- Check accuracy, loss, and fine-tune hyperparameters." ] }, { "cell_type": "code", "execution_count": 96, "metadata": { "id": "LoVKombeUCk7" }, "outputs": [], "source": [ "with torch.no_grad():\n", " predict = []\n", " for data in X_test:\n", " # print(model(data))\n", " predict.append(model(data))" ] }, { "cell_type": "code", "execution_count": 97, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "QO7JYbB8ag0C", "outputId": "40fb94e2-cae0-4503-d32a-dd0caf8be275" }, "outputs": [ { "data": { "text/plain": [ "np.float32(180880.34)" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sqrt(mean_squared_error(predict,y_test))" ] }, { "cell_type": "markdown", "metadata": { "id": "AlQ7j51vnK1F" }, "source": [ "## 6.Save Model" ] }, { "cell_type": "code", "execution_count": 98, "metadata": { "id": "HKS0FuUGbSgd" }, "outputs": [], "source": [ "torch.save(model.state_dict(),\"ANN_model.pth\")" ] } ], "metadata": { "accelerator": "GPU", "colab": { "gpuType": "T4", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.7" } }, "nbformat": 4, "nbformat_minor": 0 }