{ "cells": [ { "cell_type": "markdown", "id": "1a9506c7-20a1-4c09-a4e3-365d234f94ab", "metadata": { "tags": [] }, "source": [ "# Simple Binary Classification on Adult Dataset\n", "\n", "You can use this notebook to try out StickyLand!\n", "\n", "To launch StickyLand, click the note icon in the toobar above.\n", "\n", "![](https://i.imgur.com/kQyAEF3.png)" ] }, { "cell_type": "code", "execution_count": 1, "id": "880a83a0", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Install dependencies\n", "%pip install numpy pandas matplotlib sklearn" ] }, { "cell_type": "code", "execution_count": 2, "id": "7a27d461-6e7a-4ca9-a0f2-ecb5bda17667", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "from sklearn.model_selection import train_test_split\n", "from collections import Counter\n", "%config InlineBackend.figure_format = 'retina'" ] }, { "cell_type": "markdown", "id": "a6bffb35-821c-4c8c-a5b7-d5ba8adfd4e3", "metadata": { "tags": [] }, "source": [ "## 1. Exploratory Data Analyais" ] }, { "cell_type": "markdown", "id": "f414453f-de81-4d38-87ac-3a06454aff24", "metadata": {}, "source": [ "### 1.1. Loading the Dataset" ] }, { "cell_type": "code", "execution_count": 3, "id": "e874b947-e8ff-4556-b493-a4973e5d26fe", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "(32561, 15)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\n", " 'https://archive.ics.uci.edu/ml/machine-learning-databases/adult/adult.data',\n", " sep=', ',\n", " engine='python',\n", " header=None\n", ")\n", "\n", "column_names = [\n", " 'Age', 'WorkClass', 'fnlwgt', 'Education', 'EducationNum',\n", " 'MaritalStatus', 'Occupation', 'Relationship', 'Race', 'Gender',\n", " 'CapitalGain', 'CapitalLoss', 'HoursPerWeek', 'NativeCountry', 'Income'\n", "]\n", "df.columns = [n.lower() for n in column_names]\n", "\n", "df.shape" ] }, { "cell_type": "markdown", "id": "50d1ed6e-5e8d-4fbc-b181-2f642ee152f8", "metadata": { "tags": [] }, "source": [ "### Adult Features\n", "\n", "The Adult dataset has 14 features.
\n", "The output variable is binary (`income > 50k`)." ] }, { "cell_type": "code", "execution_count": 4, "id": "2758ea01-6e1c-4a97-8454-954cdd586241", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ageworkclassfnlwgteducationeducationnummaritalstatusoccupationrelationshipracegendercapitalgaincapitallosshoursperweeknativecountryincome
039State-gov77516Bachelors13Never-marriedAdm-clericalNot-in-familyWhiteMale2174040United-States<=50K
150Self-emp-not-inc83311Bachelors13Married-civ-spouseExec-managerialHusbandWhiteMale0013United-States<=50K
238Private215646HS-grad9DivorcedHandlers-cleanersNot-in-familyWhiteMale0040United-States<=50K
353Private23472111th7Married-civ-spouseHandlers-cleanersHusbandBlackMale0040United-States<=50K
428Private338409Bachelors13Married-civ-spouseProf-specialtyWifeBlackFemale0040Cuba<=50K
\n", "
" ], "text/plain": [ " age workclass fnlwgt education educationnum maritalstatus \\\n", "0 39 State-gov 77516 Bachelors 13 Never-married \n", "1 50 Self-emp-not-inc 83311 Bachelors 13 Married-civ-spouse \n", "2 38 Private 215646 HS-grad 9 Divorced \n", "3 53 Private 234721 11th 7 Married-civ-spouse \n", "4 28 Private 338409 Bachelors 13 Married-civ-spouse \n", "\n", " occupation relationship race gender capitalgain capitalloss \\\n", "0 Adm-clerical Not-in-family White Male 2174 0 \n", "1 Exec-managerial Husband White Male 0 0 \n", "2 Handlers-cleaners Not-in-family White Male 0 0 \n", "3 Handlers-cleaners Husband Black Male 0 0 \n", "4 Prof-specialty Wife Black Female 0 0 \n", "\n", " hoursperweek nativecountry income \n", "0 40 United-States <=50K \n", "1 13 United-States <=50K \n", "2 40 United-States <=50K \n", "3 40 United-States <=50K \n", "4 40 Cuba <=50K " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 5, "id": "02d85c37-f181-42cf-a184-c039bfb9f51e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ageworkclassfnlwgteducationeducationnummaritalstatusoccupationrelationshipracegendercapitalgaincapitallosshoursperweeknativecountryincome
2619Private168294HS-grad9Never-marriedCraft-repairOwn-childWhiteMale0040United-States<=50K
3719Private544091HS-grad9Married-AF-spouseAdm-clericalWifeWhiteFemale0025United-States<=50K
5118Private226956HS-grad9Never-marriedOther-serviceOwn-childWhiteFemale0030?<=50K
7019Private101509Some-college10Never-marriedProf-specialtyOwn-childWhiteMale0032United-States<=50K
7818Private30963411th7Never-marriedOther-serviceOwn-childWhiteFemale0022United-States<=50K
\n", "
" ], "text/plain": [ " age workclass fnlwgt education educationnum maritalstatus \\\n", "26 19 Private 168294 HS-grad 9 Never-married \n", "37 19 Private 544091 HS-grad 9 Married-AF-spouse \n", "51 18 Private 226956 HS-grad 9 Never-married \n", "70 19 Private 101509 Some-college 10 Never-married \n", "78 18 Private 309634 11th 7 Never-married \n", "\n", " occupation relationship race gender capitalgain capitalloss \\\n", "26 Craft-repair Own-child White Male 0 0 \n", "37 Adm-clerical Wife White Female 0 0 \n", "51 Other-service Own-child White Female 0 0 \n", "70 Prof-specialty Own-child White Male 0 0 \n", "78 Other-service Own-child White Female 0 0 \n", "\n", " hoursperweek nativecountry income \n", "26 40 United-States <=50K \n", "37 25 United-States <=50K \n", "51 30 ? <=50K \n", "70 32 United-States <=50K \n", "78 22 United-States <=50K " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sub_df = df[df['age'] < 20]\n", "sub_df.head()" ] }, { "cell_type": "markdown", "id": "a5d3f656-069a-47d3-854b-c776f3ea212b", "metadata": { "tags": [] }, "source": [ "### Task List [02/22]\n", "\n", "- [x] Visualize the adult datatset\n", " - [x] Histogram of all features\n", " - [x] Scatter plot of `age` vs. `income`\n", "- [x] Test ML models on new dataset\n", " - [x] XGBoost\n", " - [x] Explanable Boosting Machine\n", "- [ ] Share the notebook with Ellie 😊\n", "\n", "Also support $\\LaTeX$!" ] }, { "cell_type": "code", "execution_count": 6, "id": "e4cc3071-2b6d-4939-b6e0-3acfa1c639a9", "metadata": { "tags": [] }, "outputs": [], "source": [ "def overlay_hist(df, c):\n", " \"\"\"\n", " Plot two histogram of two values overlaying each other.\n", " \"\"\"\n", " \n", " num_unique = len(df[c].unique())\n", " \n", " if df[c].dtype == 'object':\n", " counter_1 = Counter(df[c][df['target'] == 1])\n", " counter_2 = Counter(df[c][df['target'] != 1])\n", "\n", " bar_names = []\n", " bar_densities_1 = []\n", " bar_densities_2 = []\n", "\n", " for f in counter_1:\n", " bar_names.append(f)\n", " bar_densities_1.append(counter_1[f] / df.shape[0])\n", " bar_densities_2.append(counter_2[f] / df.shape[0])\n", "\n", " for f in counter_2:\n", " if f not in counter_1:\n", " bar_names.append(f)\n", " bar_densities_1.append(counter_1[f] / df.shape[0])\n", " bar_densities_2.append(counter_2[f] / df.shape[0])\n", "\n", " count_df = pd.DataFrame(np.c_[bar_densities_2, bar_densities_1], index=bar_names)\n", " ax = count_df.plot.bar(alpha=0.5)\n", " ax.set_title(c)\n", " ax.figure.autofmt_xdate(rotation=45)\n", "\n", " else:\n", " plt.hist(df[c][df['target'] == 1], alpha=0.5, density=True, label='>50k', bins=50)\n", " plt.hist(df[c][df['target'] != 1], alpha=0.5, density=True, label='<=50k', bins=50)\n", " plt.title(c)\n", " \n", " plt.legend(loc='upper right')\n", " print('Num of unique values: ', num_unique)\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "99a64729-02e9-43be-8c82-c3fe236486f0", "metadata": {}, "source": [ "### Task List [02/22]\n", "\n", "- [x] Visualize the adult datatset\n", " - [x] Histogram of all features\n", " - [x] Scatter plot of `age` vs. `income`\n", "- [x] Test ML models on new dataset\n", " - [x] XGBoost\n", " - [x] Explanable Boosting Machine\n", "- [x] Share the notebook with Ellie 😊\n", "\n", "Also support $\\LaTeX$!" ] }, { "cell_type": "markdown", "id": "d61561b3-33ca-48b0-9d6d-d8387cfe83f5", "metadata": {}, "source": [ "Transform the target variable `Income` as a binary variable." ] }, { "cell_type": "code", "execution_count": 7, "id": "6fa15c97-d90f-40e7-8acb-fe589b4f7df7", "metadata": {}, "outputs": [], "source": [ "df['target'] = [0 if l else 1 for l in (df['income'] == '<=50K')]\n", "new_df = df.copy()" ] }, { "cell_type": "markdown", "id": "9846915a-e9f1-4e76-a8a1-0ba87b27fbd3", "metadata": {}, "source": [ "### 1.2. Data Engineering\n", "\n", "In this section, we delete or transform some features before training the binary classifier." ] }, { "cell_type": "code", "execution_count": 8, "id": "5592c337-7338-4e87-a2a6-f360d86ca397", "metadata": {}, "outputs": [], "source": [ "intersted_feature = 'maritalstatus'" ] }, { "cell_type": "code", "execution_count": 9, "id": "854b7291-a4a1-447c-8cea-903b0d87b426", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Num of unique values: 7\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 320, "width": 399 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "overlay_hist(df, intersted_feature)" ] }, { "cell_type": "markdown", "id": "1f3bb112-538b-4192-b666-cbf2e85b5629", "metadata": {}, "source": [ "The distribution difference between these two groups on age is quite significant." ] }, { "cell_type": "code", "execution_count": 10, "id": "f3538a64-2295-4da3-870f-411146bf389a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Num of unique values: 9\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 297, "width": 395 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "overlay_hist(df, 'workclass')" ] }, { "cell_type": "code", "execution_count": 11, "id": "6feecbb4-6d36-4207-8e77-35e9b88b6d02", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Num of unique values: 21648\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 276, "width": 362 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "overlay_hist(df, 'fnlwgt')" ] }, { "cell_type": "markdown", "id": "3185a5cd-efad-4c72-acd1-db245428eeb4", "metadata": {}, "source": [ "`fnlwgt` stands for \"Final Weight\", which is used to give weight to different sample so that people with similar demographic characteristics have the same weight. This feature is not really useful in this model." ] }, { "cell_type": "code", "execution_count": 12, "id": "41d36478-8c7a-4e69-8c44-1b267ad16521", "metadata": {}, "outputs": [], "source": [ "del new_df['fnlwgt']" ] }, { "cell_type": "code", "execution_count": 13, "id": "d6457290-6ebb-4195-85b2-6aff7e6be816", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Num of unique values: 16\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 287, "width": 378 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "overlay_hist(df, 'education')" ] }, { "cell_type": "code", "execution_count": 14, "id": "c3d700fc-7f7e-4cac-bf75-6f38c3c2b2d2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Num of unique values: 16\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 263, "width": 372 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "overlay_hist(df, 'educationnum')" ] }, { "cell_type": "code", "execution_count": 15, "id": "4000fc54-ce21-470f-9eb0-61c71af5806a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Num of unique values: 7\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 320, "width": 399 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "overlay_hist(df, 'maritalstatus')" ] }, { "cell_type": "code", "execution_count": 16, "id": "40b99197-da1e-4d00-8fab-3c0ccf7b380d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Num of unique values: 15\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 304, "width": 404 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "overlay_hist(df, 'occupation')" ] }, { "cell_type": "code", "execution_count": 17, "id": "b3ae30ec-4815-487b-9a31-aa3bda7ee755", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Num of unique values: 6\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 288, "width": 378 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "overlay_hist(df, 'relationship')" ] }, { "cell_type": "code", "execution_count": 18, "id": "6c598c24-6ab1-47b9-9727-40af95f82575", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Num of unique values: 5\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 310, "width": 372 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "overlay_hist(df, 'race')" ] }, { "cell_type": "code", "execution_count": 19, "id": "0bcad58c-3674-4e27-b1a2-915c2562ed9e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Num of unique values: 2\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 265, "width": 372 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "overlay_hist(df, 'gender')" ] }, { "cell_type": "code", "execution_count": 20, "id": "8c22ced9-8bb5-442e-8bee-7ae7de61f686", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Num of unique values: 119\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 263, "width": 395 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "overlay_hist(df, 'capitalgain')" ] }, { "cell_type": "code", "execution_count": 21, "id": "2c3910df-b687-4b7a-b50a-0ae507466441", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Num of unique values: 92\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 263, "width": 385 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "overlay_hist(df, 'capitalloss')" ] }, { "cell_type": "markdown", "id": "855ad848-bf4b-4ca3-9ce5-051bbc0c1b97", "metadata": {}, "source": [ "These two features `capitalgain` and `capitalloss` have many 0 values. It makes sense, because the census define capital gain/loss as the profit/loss of asset sales (stocks or real estate). Not all people would yield cpaital gain/loss in a particular. We can convert these two variables as binary features `has_capitalgain` and `has_capitalloss`." ] }, { "cell_type": "code", "execution_count": 22, "id": "f935bccd-e338-40f6-90d9-a68620a4aee7", "metadata": {}, "outputs": [], "source": [ "new_df['has_capitalgain'] = [int(t) for t in df['capitalgain'] != 0]\n", "new_df['has_capitalloss'] = [int(t) for t in df['capitalloss'] != 0]\n", "\n", "del new_df['capitalgain']\n", "del new_df['capitalloss']" ] }, { "cell_type": "code", "execution_count": 23, "id": "a178b75f-cd7f-41f2-adaa-0046100131cc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Num of unique values: 94\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 263, "width": 378 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "overlay_hist(df, 'hoursperweek')" ] }, { "cell_type": "markdown", "id": "2ffc4bea-5d4e-438a-92b4-66882cddff48", "metadata": {}, "source": [ "Working 40 hours a week is typical in the dataset. Interestingly people who earn more tend to work longer." ] }, { "cell_type": "code", "execution_count": 24, "id": "6f7d7bf1-dc81-4114-a4f0-e2ef2787d827", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Num of unique values: 42\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 341, "width": 400 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "overlay_hist(df, 'nativecountry')" ] }, { "cell_type": "markdown", "id": "8c609dac-9786-410a-8306-1bc0f11f9c7a", "metadata": {}, "source": [ "The majority of the native country is the US. We can encode it as another binary variable `from-usa` to decrease the number of levels." ] }, { "cell_type": "code", "execution_count": 25, "id": "c6577729-74f5-4b46-9f9a-5eb8e2d3da3a", "metadata": {}, "outputs": [], "source": [ "new_df['from_usa'] = [int(t) for t in df['nativecountry'] == 'United-States']\n", "del new_df['nativecountry']" ] }, { "cell_type": "code", "execution_count": 26, "id": "6aff1eb5-1fcb-4e34-89d2-00afc645a3f4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Num of unique values: 2\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 265, "width": 372 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "overlay_hist(df, 'income')" ] }, { "cell_type": "markdown", "id": "ae05f85f-3ef5-40c1-ae79-95f89fac1993", "metadata": {}, "source": [ "It shows this dataset is quite imbalanced." ] }, { "cell_type": "code", "execution_count": 27, "id": "de569ffb-4861-4d3f-9264-b26c29a9903b", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ageworkclasseducationeducationnummaritalstatusoccupationrelationshipracegenderhoursperweekincometargethas_capitalgainhas_capitallossfrom_usa
039State-govBachelors13Never-marriedAdm-clericalNot-in-familyWhiteMale40<=50K0101
150Self-emp-not-incBachelors13Married-civ-spouseExec-managerialHusbandWhiteMale13<=50K0001
238PrivateHS-grad9DivorcedHandlers-cleanersNot-in-familyWhiteMale40<=50K0001
353Private11th7Married-civ-spouseHandlers-cleanersHusbandBlackMale40<=50K0001
428PrivateBachelors13Married-civ-spouseProf-specialtyWifeBlackFemale40<=50K0000
\n", "
" ], "text/plain": [ " age workclass education educationnum maritalstatus \\\n", "0 39 State-gov Bachelors 13 Never-married \n", "1 50 Self-emp-not-inc Bachelors 13 Married-civ-spouse \n", "2 38 Private HS-grad 9 Divorced \n", "3 53 Private 11th 7 Married-civ-spouse \n", "4 28 Private Bachelors 13 Married-civ-spouse \n", "\n", " occupation relationship race gender hoursperweek income \\\n", "0 Adm-clerical Not-in-family White Male 40 <=50K \n", "1 Exec-managerial Husband White Male 13 <=50K \n", "2 Handlers-cleaners Not-in-family White Male 40 <=50K \n", "3 Handlers-cleaners Husband Black Male 40 <=50K \n", "4 Prof-specialty Wife Black Female 40 <=50K \n", "\n", " target has_capitalgain has_capitalloss from_usa \n", "0 0 1 0 1 \n", "1 0 0 0 1 \n", "2 0 0 0 1 \n", "3 0 0 0 1 \n", "4 0 0 0 0 " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "new_df.head()" ] }, { "cell_type": "markdown", "id": "609f9085-64c0-403d-87e1-6c78f08e806d", "metadata": {}, "source": [ "## Image Augmentation" ] }, { "cell_type": "code", "execution_count": 28, "id": "b42d2d64", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: imageio in /Users/JayWong/miniconda3/envs/sticky/lib/python3.9/site-packages (2.13.0)\n", "Requirement already satisfied: imgaug in /Users/JayWong/miniconda3/envs/sticky/lib/python3.9/site-packages (0.4.0)\n", "Requirement already satisfied: pillow>=8.3.2 in /Users/JayWong/miniconda3/envs/sticky/lib/python3.9/site-packages (from imageio) (8.4.0)\n", "Requirement already satisfied: numpy in /Users/JayWong/miniconda3/envs/sticky/lib/python3.9/site-packages (from imageio) (1.20.3)\n", "Requirement already satisfied: scikit-image>=0.14.2 in /Users/JayWong/miniconda3/envs/sticky/lib/python3.9/site-packages (from imgaug) (0.18.3)\n", "Requirement already satisfied: Shapely in /Users/JayWong/miniconda3/envs/sticky/lib/python3.9/site-packages (from imgaug) (1.8.0)\n", "Requirement already satisfied: matplotlib in /Users/JayWong/miniconda3/envs/sticky/lib/python3.9/site-packages (from imgaug) (3.4.3)\n", "Requirement already satisfied: six in /Users/JayWong/miniconda3/envs/sticky/lib/python3.9/site-packages (from imgaug) (1.16.0)\n", "Requirement already satisfied: scipy in /Users/JayWong/miniconda3/envs/sticky/lib/python3.9/site-packages (from imgaug) (1.7.2)\n", "Requirement already satisfied: opencv-python in /Users/JayWong/miniconda3/envs/sticky/lib/python3.9/site-packages (from imgaug) (4.5.4.60)\n", "Requirement already satisfied: networkx>=2.0 in /Users/JayWong/miniconda3/envs/sticky/lib/python3.9/site-packages (from scikit-image>=0.14.2->imgaug) (2.6.3)\n", "Requirement already satisfied: PyWavelets>=1.1.1 in /Users/JayWong/miniconda3/envs/sticky/lib/python3.9/site-packages (from scikit-image>=0.14.2->imgaug) (1.2.0)\n", "Requirement already satisfied: tifffile>=2019.7.26 in /Users/JayWong/miniconda3/envs/sticky/lib/python3.9/site-packages (from scikit-image>=0.14.2->imgaug) (2021.11.2)\n", "Requirement already satisfied: python-dateutil>=2.7 in /Users/JayWong/miniconda3/envs/sticky/lib/python3.9/site-packages (from matplotlib->imgaug) (2.8.2)\n", "Requirement already satisfied: cycler>=0.10 in /Users/JayWong/miniconda3/envs/sticky/lib/python3.9/site-packages (from matplotlib->imgaug) (0.11.0)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/JayWong/miniconda3/envs/sticky/lib/python3.9/site-packages (from matplotlib->imgaug) (1.3.2)\n", "Requirement already satisfied: pyparsing>=2.2.1 in /Users/JayWong/miniconda3/envs/sticky/lib/python3.9/site-packages (from matplotlib->imgaug) (3.0.4)\n", "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "# Install dependencies\n", "%pip install imageio imgaug" ] }, { "cell_type": "code", "execution_count": 29, "id": "efd28923-1483-47eb-886a-ca6a1b6952ac", "metadata": {}, "outputs": [], "source": [ "import imageio\n", "import numpy as np\n", "import imgaug as ia\n", "import imgaug.augmenters as iaa\n", "import matplotlib.pyplot as plt\n", "%config InlineBackend.figure_format = 'retina'\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 30, "id": "b34b4a17-e151-49e9-b59e-0519493541f5", "metadata": {}, "outputs": [], "source": [ "counter = 0" ] }, { "cell_type": "code", "execution_count": 31, "id": "6741a20c-5088-4ce0-a6ae-8292408f9a02", "metadata": {}, "outputs": [], "source": [ "def load_random_image(dataset):\n", " global counter\n", " \n", " images = [\n", " 'https://i.imgur.com/xnrNBo3.png',\n", " 'https://i.imgur.com/Ch4p4ds.png',\n", " 'https://i.imgur.com/DUSjJ5U.png',\n", " 'https://i.imgur.com/pfM32N4.png'\n", " ]\n", " \n", " # image = imageio.imread(np.random.choice(images))\n", " image = imageio.imread(images[counter % 4])\n", " counter += 1\n", "\n", " image = image[:, :, :3]\n", "\n", " s = 250\n", " aug = iaa.size.Resize([s, s])\n", " image = aug(image=image)\n", " \n", " return image\n", "\n", "dataset = 25" ] }, { "cell_type": "code", "execution_count": 32, "id": "f6ca4e9d-4688-4644-9ef5-6c54112aa9b7", "metadata": {}, "outputs": [], "source": [ "def load_random_image(dataset):\n", " # image = imageio.imread('https://i.imgur.com/Ch4p4ds.png')\n", " image = imageio.imread('https://i.imgur.com/DUSjJ5U.png')\n", "\n", " image = image[:, :, :3]\n", "\n", " s = 250\n", " aug = iaa.size.Resize([s, s])\n", " image = aug(image=image)\n", " \n", " return image" ] }, { "cell_type": "code", "execution_count": 33, "id": "f32d862c-d5e1-46ef-9f0c-1b81b0db4bf7", "metadata": {}, "outputs": [], "source": [ "def rotate(image):\n", " \"\"\"Rotate the image\"\"\"\n", " aug = iaa.Affine(rotate=(-10, -9))\n", " image_aug = aug(image=image)\n", " return image_aug\n", "\n", "def add_noise(image):\n", " \"\"\"Add random noise on the image\"\"\"\n", " aug = iaa.CoarseDropout(0.02, size_percent=0.5)\n", " image_aug = aug(image=image)\n", " return image_aug\n", "\n", "def corrupt(image):\n", " \"\"\"Corrupt the image\"\"\"\n", " aug = iaa.MultiplyHueAndSaturation(mul_hue=4)\n", " image = aug(image=image)\n", " aug = iaa.MultiplyHueAndSaturation(mul_hue=4)\n", " image = aug(image=image)\n", " return image" ] }, { "cell_type": "code", "execution_count": 34, "id": "55045151-5fc8-4e62-a229-5385c136785d", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 251, "width": 258 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image = load_random_image(dataset)\n", "plt.imshow(image);" ] }, { "cell_type": "code", "execution_count": 35, "id": "88c34ba4-9c0f-40c4-a42e-cda4abec29ed", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 251, "width": 258 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image = rotate(image)\n", "plt.imshow(image);" ] }, { "cell_type": "code", "execution_count": 36, "id": "d388c96a-66d6-4469-bff1-de39a485d003", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAAH3CAYAAADE7Ee8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAABYlAAAWJQFJUiTwAAEAAElEQVR4nOz9edRtyXUXCP52xJnu/YY35JxKSanUkJpny5NGS5aNZ2MZu7HLNLUowIZVq7tY1GIB3VV0U7WAVRNFNQU0Xd2riwV0QYEHMNh4kA1mso0tybIlY2PZlmSllFLO773v3nNi9x87dsSOOOfe73uplDIf3J35vXvvGeJExInY+7eH2EHMjAMd6EAHOtCBDvQfNrlnuwIHOtCBDnSgAx3o2acDIDjQgQ50oAMd6EAHQHCgAx3oQAc60IEOgOBABzrQgQ50oAPhAAgOdKADHehABzoQDoDgQAc60IEOdKAD4QAIDnSgAx3oQAc6EA6A4EAHOtCBDnSgA+EACA50oAMd6EAHOhAOgOBABzrQgQ50oAPhAAgOdKADHehABzoQDoDgQAc60IEOdKAD4QAIDnSgAx3oQAc6EA6A4EAHOtCBDnSgA+EWAwREdB8R/S9E9EkiOiOijxHR/0BEV57tuh3oQAc60IEOdCsTMfOzXYcLERG9GMA/B3AngB8A8BEAbwHwLgAfBfCVzPzZZ6+GBzrQgQ50oAPdunQrWQj+MgQM/KfM/C3M/CeY+asA/PcAHgTwXz2rtTvQgQ50oAMd6BamW8JCEK0DvwbgYwBezMzBnDsB8DsACMCdzPzUs1LJAx3oQAc60IFuYbpVLATvip8/asEAADDzEwB+BsAawJd9sSt2oAMd6EAHOtC/D9Q82xW4ID0YP391x/l/C+C9AF4G4MefzgOI6DcAnEKsEAc60IEOdKAD3Yp0P4DHmflFN3vjrQIILsXPx3ac1+OXzyuIiH5+x6nnA/AArt5UzQ50oFuYiAjOOXjv4ZyDcx7OkfwmB+cdnHMgItTeRaL8vTxlTqB2SRJ20825L+3V+0otzvOOpywU8HSdqbOiLlgQAblTd7hyd/XmuY84p4OYGY8+8gjGcQQADMOAk5PTi9173rNtNW6yU2ft3VMX22X5OpqVMr+u7MXdXnTGY48+iu12CwDoug6nly7nc489hu1ms7uCtwDdKoDgi0FnELfDgQ50y5P3Hs57NPGzbRo47+GdR9M28M6h6zq0bYdhGLAaVuj7DqvVGk3b4mi9Rtd1GFYrdF2HpmkQQvbWEREocV0SVqq/SX4zADAjB/zEa+J1FM+rkGBmaEyTfuozyEoCAhgMTjfGogEQKJULZv0FRyRggDnWLZcXKBWTiEmfE8uKZ+fyiAqRY887JjgAHEoU4pxDHbtVt3NXbNeu+8STmusZT6ZPhmmPtk8vC8C43eLv/d2/g09/+iEAwIte9ADe89XvXXyW3E8IsRzbM6l+rP9Q6hRigJhBU+59Qh4PnIuJLeHcGlvfHaiAmRFCSGNTgawdt0UdgXSNPR5CKK6xY/KHf/D78fHf/i0AwL33PR9f83XfACLCNE348R/9R/jU7/wOrj31nAhj+9jTuelWAQRqAbi047wef/S8gpj5TUvHo+XgjTddswMd6DlIw3qNvu9xcnKCYRhweukSVqsVhl6+D32P05NTsQpEoUYAQmTBgbkQUhx/7xJUhMg4DbNWQZkEppEPGrx0nsLIph67iGhB8yQSQU6U2ldIayOE3EI9VCDZFmof5dZh8ZeCEIoNpwVhZvtyEfRckKR/tAbLYMCeJYgQz7/1rdfmn5uuSnGbtMUIehjQViAoioDFCOCFcpnLM0t9ZQW7PW8BmB3H9hoFEQoo8nN3jz9C+e7WR8c4Pj7G9evXwRUIuVXoVgEEH42fL9tx/qXxc1eMwYEOdMsTEaFpGjRNi7Zt0A8DmqbFarWCbxq0vWj8bdfKOe/R9z2apsHQ92iaFk3ToO+65CKwWr78K9zaGUa3pLWWx6uKMuAIsCzRmsNJJdOONi4xa1NFU6ZINjJAI9UnVspFCaRCmkOIQqhQ/Mv7k/0gCiqKYIBzD9VUaJTgLBD3CNanAwCWQJn+tDXj6iQvIIJ0PRG883jt616Hp556CgTgtttvnz27BjD6ICraaccREGIMOMUOZ4i1JlWHCOQcAgcwKxxVK44WR4LvQu6Dul5LoGreT8uAYsnqsgSCiQivePVrcN8LXgCwWBL+1b/4mdQPm7Mz9MNqwUlx69CtAgh+Mn6+l4jcwrLDrwRwDcC/fDYqd6ADPeNEc8HjvUfX9aLpDwNOL1/GMAy4dPkK+qHH+vgYq6MjrNZr+CjsVSMT8RSZsmWAPH9mLa+t9rS3ylperawWn9kmnE3NmeEuaWSq4XEhLkyZtq9m6IQq94YrSrBuB9PgqjFFaUWb8mP3iQBSp4p5xG5ry0UpC6r4O9UvuyhKzbsGVpx633mPV7zyVUW7uBorJRCI9yaQtwPc8OxLGpfpN+woKBwFpr60CKDqPnTO7T2/dP+ud7H0vJc9+PL0/d/92r/FP/oHP5iuvf+BF2MYhqcF9J4rdEsAAmb+dSL6UchKgj8C4C+Z038GwBGAv3rIQXCgW5HE3+lxdHKMrm2xXh+h73v0qxVWwwpt2+Lk+Bht02LoBzjvQI7QtC2c8/BtC3IOrvE5CBDGRFsIZ7UXc2kCL6Q2LQjW85lrvlCL4miQLs3m5/WFfV6h+UWzMYGyIN+pgqspmhCYEZjBDEyqfRqldmntNbE8M0OgaPvn5SfOhYoK02WLgqU6biK1d8+16ucWsHR+/xYmd72BIiQ457XuMptbN9BSHQG1yABElWPGqvzSIqijJl1ii1dkWzx8mc7T/mft2HPNkpVh17s5OjpC23UHQPBFou+DpC7+H4no3QB+BcCXAngXxFXwp57Fuh3oQDvJOScCmwhEork775Lm6n0D7z1OL11C13U4PjrBsBqwWq+xXklw36XTS2ibBn3XAyQ+frGHQwRf8onzsuA2vuZCx7U8tlAAS629psKkv9hqTv8WWIPzczIYWShhQcrlenN53UzfxNyFgKx7WnM0h4CnnnhKfMdg9P2AfrVKZZGxFChIsHVfFuJc/LukPV9Ucz2Psoab8AquPfUUxnEEE9A0DVbangSqYu2YQMRZsOs1N1HP1D7iZAdJb0jHEAM0C/LQt0DgCgzYXkyel+gX2lWdXf31dETzRYFv07Y4vXRJQKIjrFZrOO8vjn6fg3TLAIJoJXgzgP8bgK8F8HWQDIV/EcCfYeZHns36HehAS9S2HdbrNY6OjzEMA46PT9D1vQj/Xsz/67VoFurTdy4Z+BOT8+QqXy2WhWappObTxn8rF6KUq4XyVWlptZvhgqSiUzXwXQ6HmZUiVyR9ocLNwdYqnrRHAtU3zhTJIsAPwI0bZ/jhH/oBPPnE4wCAN7zxzXjzW740gix1MJRBb+dT2bkLSrRpyu5yzwMFy9puwPt/+v34xCc+DgB44Qvvx7vf/Z6ZuT+hgGhNukh9Zs/Pd1VuIRHzIAacsVTZsZjGlACT4rkZ51awcl9PXoyeycy8z7vvPrzvO35vtD4FPPH443jskUcPFoIvFjHzbwP4/c92PQ50IFmz79BGs33TeDRNC+892lY+m6ZJy/p0+d6wEhfA6ugYbdui67oYHJin4kwr58xUsUtjz5eWUjC6B0rwIMy1sAKgvnGZLsLsVE9U9q3lx6fuvCuVnNqXVPsCEFjts3KgL1OOuiusIxTP3bhxHdevXwcgy+8oWjGIKboWbOElGFkMtNNHUuz2ndW6iHCq3kyUi/K8XK/8eMbZ2Vlqz2ZzVgaA6sXJbLLf33BerEMqdVaMWge46HfS8WjbZoHfrARU16RGpPrV9Z3Voh4rS9c9DaDgfYPVukngZtyOuHH9xucJWZ5duqUAwYEO9Fyhtm3Rth0uX76Mvu+xPjrC8fEJ1qs1Ll+5kpb8SaIf46WOmuc+9jML5tKQtFoNuwjVjNTKtVkEujlJuOkkMvVDFMAU5vtdd0STsxVUap3IF5aWi7o8Zl7sGq6+qBk6C1ZL0TqTQAGKZXq6guE8f/8zETS4TPJuxFsUxbFp4BJUXHTv3IQWu2/ZHZvvSBYNFfSc3ETiUtCxbKwDeykDwvKF76hPerFyoc4j7RWHHGBqV858vu9Jyzs+OcE4bmO8xK1JB0BwoANF0mQmIuxbDMNKluzFwL6hH9C2LZq2leV83qPre/jGJ4DQNnHJX+PhfVNFuGcvqeHnBe1aAmW13GTxXViJkK6PKwI4iME7scraeqDPJFunrNoyMz760Y/goYceAhFwcnKK173u9fDe7+fnaW2hlC3sP/8LZEFLuSJJsBSCRq+vj0U3AZt70jUky9lsEJ4et4W1bYu3fOlXYLs5A4Fw9933ZOM0cwYFQHIc7AoCrNe7L9GTTz6BX/zAL2CaJgDAgw++HHfeeZfpt/LrUil5OPDCPYTXvOa1uP/+F8E5wqVLl2aJkC4iAJcC64ogT+Q+kpoY4W3vS2OLJIYmgmNxUckSUBWgChRUhBNMqKFtr3mGxsXo4CZHcSyY+RLm5qPz3lPdB/vOK6hwzsmy3qHHFCaMMaPhrUQHQHCg/+BocY07AOc8uq5F3w8YhhUunZ5KCtfTS7LM7+QUq9UKfT+g6zo47woBtPRpacZ6FszctWaZlmhZ37+9dSHwTo9b7SctQbSPTq6CJRKWzwB+8zd/Ex/5yK8AAO6++2689rWv2wsGeMaxuaj3/DNnK5zJOMN0Z32THrjg418yHcMIsdgfbdPila9+NShmFTSW97mFIEum+Tsy7z31uf5jAM7169fxwQ/+Ykp/e8cdd+COu2pAwKXQi/9SLhC7XgAR4SUveQmA+RK8GSiq+uZmydgCcr8slErIfSTxMS6fUSAVj0zTBIUEzHJlsAK+HkBEOWDRjDWOYI7T+9sNiM5LurWLalAhKcAbdF2PzWZzAAQHOtBzlYgIJycnaNsW66M1hn7AsBqwXh2h6zocrY+iv3+VVgR438DFFL82379N5pPkdGUJWKyD+b6s+ZVAZSmorNCx60CxfDMomUezcLL2hKThaV1yQ/bUcOkUmX/1tNYv6/T5mxUjVvDRXn/7zmV4yG0LKnjryEEA5GIdHBmhwlF+ULSiVBaXChTYupRAMuddXBQqLhlczHLJeIeiNAuYYrdYgFI3/yICzAqs8+IAPh9QAEj/WnN8WvpKDkRI1gFnGqJ2AGmLZEskn+sbAoslhRmyRDHWlH38zSB2IHLZShTBQADHugAUKPZpfN+m7+qlrU/XfSD1laWgR0dHGMctbsQ4jluJDoDgQLc8qZAmcvA+L+tzkTE55+C8x+npqQj/o6MIBtZYr4/QtbLUTwFBzRS89zPzIFcCeBftXtOcRWR9XQ0GckCYakmFdIJKkCRbCu2S8mXIDJxpIQlRLUhZBOXR0TGuXrkKEHDp9JIwedR1sG0yrVSNF3NrRAkOlsGA7Xf7W46V9+yHY7me6VmpQirxeW5xMRaC4paqfogarUp0K/a0cgzANw0uX7mSNhHq+j69uEL5ZTZ9ch6UXKaLmMXNxdqgdM+i1aMYk2ppiYJXhb5zKTGWzE15164GBBYwctw/YMrCFQiQNAban/k9KXDSustwpdyO2HnWKravn3ZZ9vblLdhsNnjqySdkCTADxyfHAICuk6ygtyLRFybw5dYjOuxlcEtS27SyOc9KcvdfunKCvu9wfHyM1XrA0fERjo9O0Hc9yLmosbjEwISJExw1hZArTO0LQUhp3ogalO7bx1A4+bntpi37M7CVEeKlWbYQhlEYJQZozNuEmIOgYMZYrEu+QIKwXADGccQ0TRFsOTRtq5WcV8TWkpDzI1jtvW5uLMbxPElQDQjKPkpX5XK0XSTBmyFq7XaDJbUoOEbygRMTfDxui2PtK9U8mQGE2iATrQsl+LKuAo7PDhyw3WzS8bZt4dWvnm5jIOS4D63v04mMPy+HxOyaC4BbawVwBDSNAGYfk2LpChsLDADAF4CA4WIYCgeAeUIIAWfbLcZpwmY7StT+2RnCFDBpEiOz61RgwDkbl0DJiKAWgsLDwtqG+ZjaGTi5Z25+7Df+HX7sH/8jMBjeOXzN138TLl2+jF/64Afw8Kcfwm9+7Dd29uUXgf4N79i3Zx8dLAQHek6SMpyu6+Cdh28aNG1e1qf+/rZp0Xcd+q6XXfqOezRdg9VqQNfnnfwEsUfWGoOYiAghRF8ll4xiH9OsTYu7kvhYTT8fX2bi+zVhVYWtwNmzTM+Wydl0ClCRFIijxkXgqF1pCaZskoyITSW4NBBxuTFyXw1gch1pdr2CGHv2ZlwwhdVED1UWGW0bQFEwxaeFeF61Ss79bK0JsscBzy0T6TdbN3bZ4liWI4e+H4oLZoGk5j2hGmcXWfZZlLUAqHaWs3Csvs4Zzb9pxIXWNQ2co/Tbewmu884nix2R9LnuOimIU+oUmBHClGIcvHMyLwPDOy/AKkTwTiTLQaE2JwPGY3cxuNjfQsFYbS/Y15cX6ecQAs7ObqR+YQ5wjiTguL01LQQHQHCg5yTJGv4Wly9dRj8MWK+PcHRygmG1wsnJKfq+x+XLl9E62eI3SR2/Fb+5U7G2pPVnTSFdkTjHssBf0vx3BSfVv5PpdgEMXJjBF7yPJJpaKahwz7aD5CKged54c1VR/lymUpRkS4J9F0UuHDPVLmqxlXk6v4nzNbbFJ5pHaDdZK4pREPNjCcn8rDcyxGJggy0NbCisMKa15QMrnJT14ZsgEutMuv+mbjbFLLihdvnOlepHLY17BeVdJ5tldW2Dxjl0nWyrbQGBWg80piA9Ry0tYAQOGKcJ0xTgncd2HDGFADAwNVPsg1Fxm5pkBE/UyMvWNSKBBBwUrFUuuVyfOZ2fg6HqG+exPj5CPww773su0wEQHOiLSkSErutkGd9qJel4+wFdJ7v2ta2cW/UDvG/Q9z2cj9aBtoGLQMF7sRoQSdpeImUAmjNdOLMKPa7MhZZ5sP3HHq80/yULgKoljGXmWdwv+mXkS1RxlItwfWFs2UQtx5hhlsbRDATUfLMQmKR9U9XCHJCu2VE/Y7l45JHP4d/8m58TcELAa173Otx++x2pPKdCCbwg6Obgqv4+AwnpnS9Ui+OOi1G4ZndN1hPtX1LtrXaeK5CamrcpKkGNrb+OtUI75/r6so2qHTtjhZF6ORAvrw7YBUrt+frY0rVaVwVEbO8nsWo4ly12TdOg77sECPq2QeMdep2X3qFp2riEt8njMQJEDb5jhOiGmTAFToCg2Y4YpwBHm7QdMRFhmoK4bIJ0p+6jqCAstTJNYzbvNh/b52nZt+Kg7v/b77gT73z3e9L7vnz5Cpz3ODk6xmpYze6/FegACA70jFOteQhjoRTkt1qtMKxWOI2a/nFM63vp0iWshhWGXsz83jdaIGKg8NLO7RCmwJUDmgpBtxStn2zExcE5WSax5Nu3RSwxbcuYbb73/FAqmNhM0zGWAWFyWSxZjTVZPYzmva9dUprRiGuMUujXpj+qNqsAffKpJ/FLv/TBJNxeeP+LcFsEBLmvaFHTrstPYnavhpa1vkIgpwsyaMqvipO2T6YMa4TepdarKb9+gwuXVnW3deP60Exzz9V30fRN1Tuuy1+miwQVznMLZOuSGIjEGuUbH7fT7uLS3D4BglXbSE6OrkXjvYkh8AkQiNlfrAHTlIGAtD1gCgEhSD2dc9hsNgAzttsxxwnyCAQGk4JKsshpjq/r6TmfWqavd688WOg1AMDJ6Sle9ZrXxjgkYTZhmrCK+4/cinQABAd6xmgV0/KenByj73r0fS87+HU91ifH6LoO6/WRaBHOSX5+oqiBxDTAybyYxBXYMuslyhzDqAr26szhmPN5ZhsdTcl3nKOc410LpldLGqSo9y5RCQrq2ikomGf7l6VnqXApJwRph2lzBQFumizfW2wBxUCtJGKNlWGpkKo6bO7dVdOnXftqI72s9ucyXbbLxM12quctAcZdFbuIMWfp+h0N3BW4xsRpNcjNPrNcCaPCbX5NACRxDykwkrkg85DQNCLsV6sBbdvg+GiNrm3R9R26VgDAquvQNB5dStnt0fgGjmRXzmQVCPKpFoLAAQzzO0hyn7FtEaaAxjdAABq3xcZvk5VguxnhWMajtCMbqtRalvs9C3fFCDf7+vb0cvyM6ZMYcMQ4Wq8wDP0z9pQvJh0AwYHOpRRRHCOI7W/7t15Lvv7j42PZvrfvcXR8gq7vsD45Qdd1siOYCtAAmcFRqDlj4gdzChBCNPkuKfMEFK5gO+uN+xuFTl5bBlBrm/P223sv4t/eGbUcAc5cdu4AEnVNte5Wk7zAc8+rZ6kZJ+PqrFY2UDBZTuo6pmtRBjGm95LrX983+73UnsIEjBmnTyZ/82wqGljdXDn9uSpHx8aTTz6Ja9euARzgnMOVK1eSif8iAZBPXxDNTDfn31EAVwPGouQUwBE1dwso09zWWIGmcBEMQ4+2bdFrDIH36LtOLARtC+ddDCb0cOSQ0hQzwCSZCREzJxIQQbnUxxGjjXt6tG2LEDh9BmZMfgIYGBW8RP6giabU6lSMx6LTd43UeXfrZw5F1TFXW33m87DxPllKFOzcKnQABAfaS977tHa/7zucnl5C38vv1WqFo6MjHB2t00Y9lJYZUXIViMnfCFVkRC+0f5JqRLtqpZm357S1meNajaoUaOlaE0UeZ31cThaLWXILaE2XGL/W7xzTrK1MEvTGv+yqsmfsi3nGfm4WANwMZYFeh/xh5pM/tyyq3vmChCy1+UyhvjDdkIVcAi87tPElgbxU913WEQD4pQ99ED//c/8aAHB6eopve9/vyVsLX4D2iYU6q6D1u++jXf5uObcwxRKYiiOQACIHUE4c1Lai5fedLOltuxYnx0fo2hbroU+BhH20DAxdD+8IXstBFqAhugcQAtj8AXE/hmghBAB2YiRz5DD1Ezx58QRGgEEAtm5EGAMmBHCY0pwoQXFpwSrcM3tGrN5XTKn4PbAmUS6vVxCilxIIznsMfY+Tk1Ncu3YNm83Z4vOei3QABP8Bk3NOcvE78fnpsr6u6+Sz7dC2kopTAgFlOV/TSrCfmA579L0EGnkvK7nV9KhCHFCGbPPO05wZR8FOaWYabS1flTH7AqBQoZOEPdSknvdSz7EFmSlGlTdpvqZW1bNsfU19DAdSRmHLyIFlFozs1xyFX5ZAqjhfuTK+EKQMcrZt0ELFl6I79Np6VUcBbThdhtzXFC08qknG2hQgwNYSthD5Gr8zz07lO5cOkh0D+jzCNE0p5fA2Jha6CFkrys4+qq5Pz479vORqAuqxitTovDtkNYFsLEd8hnOyFNc14srrOtH+h76T5btdh/VqQNu0WA2yh4fwhTZqw1EJCJqjA8llMU0xTiC6CqYpLi/UV0kAOa2P1MmRQ+M9QsPo2hbTOIkLoZGdBZ1zcY8O5LmHGRcwnMLiRPvC5xAxd331pojzGDTlZD5SAoOmabBarbDZbA6A4EDPfdKNOI5PTjDosr6j45i7/xRDP+DKpcuyaU/XIYvz+JdQeGY4FpEX+d+B8ofRanSy2k+9JpuuEZ+UayCTl+wdsRACEYM0cg2ad0AS0ditU0Qr0/tr3aGEMirLywx9pu1sGIWRW4lBppgEjQOIjD8Jy5JmUeqxTzLroXTdRWimRVWt3Kfm8+J5C5KWgBSS1hm/CrPXgVP6c1KLCCh8/GLWJoRFO0EeHze7Rj9rgpaN53pZc7uC1yXwcDNBfrsoRfkXAYU6gMr5ER9UtAMLx4sXzHnMFzEnUQiLi0CWEjaNx3q1Qt+3OFqvsBoEEBytBrSNx6rvkyuhjQACABAkeVAIQRIJKQAYx9SuaRwxjmOMI5BjzkHcDN7DeQ9ArRQtiByYgTBJQOI4jQAzGu/AUyjHc5qf9cxF0uKdXmDGzawPq2NpVYwOSM2PpMCAcibG2KUAxOVxenqC69ev4dq1hQc8R+kACP49JN15rx96QfXrtaTlXYmPv4lL/pqmQdt3yefX+mZmIbCmTKPfZhPtjJJ6Xmr3STsXQV34ro2JPj0r6EQss7glQZT5pTySi4sig82alUEahgHnkm1gkn1gWiIHiERwWZZRak/Wfcm0owgk3BVTcMF4hFJDXM5ueBFa0jL1ePG8my6ZceXqVbznvV+TXDy6i58KecCMIaPVEc3X3c/6bFfFkd/BzYECC5EWJX0WnvHvpQ++HFdvuw1gTi6ym6EZCPs8aa7f5udo68r+oKLJRATyLgKBJgUFH61W4hZcDxiGAV3bYtULT+hbyUAoVgGAOSCMIzgwplGDA7MlYNyOck0ECiEIWOD4qVk0fSOAoGnE7eiJwN6hbTzapsHUtmi329T3zMB2O8axyqjMTAtWg6qDLkif++zD+MWf+3kZW47wuje+CVdvu20JHxcvpGlaHB0do20/d/GHPQfoAAhuNaIsdLKvvhRCwyA78h0dH6Hv+7hb30qsATHF79HJMXzTZKTLkFygyNpZmluFNi/SV8VTMv1b3m2EvdVuswZT66vlkSJCOlXEIHBRGgsrRNJiGYUqJ8FTKNara7/lhEHm3OyLqRvlWtrmLPGX/cuWcsniIy39x7vWQBcirFSwZ/fOhKl+WJBWP0PLSPdWZp+ddwgdrdd4+StemQ/4KhGxAWBJQ+UFwZUEPAorVAki99VLi7mA6DXm+dloqN7dnXfehTvuvAvgSUzyNyHZ9+CZguwSVwORluu8o30WuIMsSDIDgQBykhWwidt3D32PthM3wdB3WA8D+kG2/O5aSTrUeM1JQEDcfyBMkwD4mCcgBE7CP0RgYFcXsLEe6BsOHOCZQeThATjv4wZjktfARytCCAFN4zFNU1wZlN+cGp+0D7ShbMZTMb+LWKLSEqPXXXvyKfzqr/xKei8vfdmDAgqXyLxk7z2GYYhu1FuHDoDgFiJZ+9slM/8wDDg+isv61kfoux7r9XHKKQ5NM+o9yMsGP7rBCMWBWuj5Fdey5jb9bS+pQYFq88mJnp31WdNCKZiAZc2OqGagkVESYjRSVadqJqt1AIy4rMryT6oYR67UHCLY8/aJ1TnecS61p86OliWzJl/ZReU68WeITIAiRdOxDX5IBheyFhJrDZGrah3bvtugkezmmJK6EhJksOcdkqk237DUPxao3jzJ28r/Fud0CMcryQhfTQJV77tQU11jXR052WsW2mVXb2g5Nai90IMJIvUz0k7HRcA2ceXPgH7ocXJyhK7rcXJ0hL5rsY7ugraRxEMEgCII4HHEFM3/HCYpOsT3FrgAAur3V+Crx7z3kE2N4uqDwBg3G0zOoW07gCQdcts1CAjYbM8Q2ME3BD8Rmo4QtgBPceay5WdWKcgvU952CQTUclKOo2ULqAZNF8uB8y2JA7Rdi0uXL6Pvb63lhwdA8BwgXcZHToJpKKb/dM6nnfqccxj6Hl3f4+TkBEM/iKZ/JLv1rYcjtHE1AKJJOa3TVQ1bpLYcgwz5bFKnPJp3qZ9YEplaHhVIu1AuTTv1AqqZ1A7an4OgnvyUHi4fZoqXkn9+iLJGqhaSnXWqfL27NPULrVA45zk1kChFth5ZJpoJ493gr76isNDAADT77mKnkdFmdTTsVOBNtVObrOqm48YMwbzNRKkZz1pu+ndf9H1RHS4aVPRt8rwvjWV7IHVVBfb02upI7r6LjYe0BXNdB8q9rTEuBUDe9bzIb7x3KTiw7zr0fZc/2xZtI3ECTdw5lKDBsUbjD5OsHIgVLfMf5Hra5ZkS4CvpBpkp/kWgoVYHN4nwddFSkHYtFeuE87KjKU0EUiACHbfS40Q7BrnWa+HdC6DVzKOihN119z1gDiDn0Pd9UmxsDzMzPvfZz2K72QAQ0CMWgltLxN5atf33kJxz8E2D9ZGg80uXL6HrOxwdH2O1XmN9dISj9VE06Q1pvW+xLIkhOVqBLPCZo0aSmRuQl9ctxgDY+bMACgombxm0xhXFkxowBEDMeuf0Abl6oZkUrUxQmXYCOCFx4FQH4jmTJiYQHMBurgHYB1qNiosvFyeti7ltv0AyWvYewbAECvZWY0kQ7mhOcjWRBmvWwYElKMggQbXFStCR+RJm6xKW27f0vcZ3tvCiHZnxL4tiW7eFfqkEgpbJ4LSlrZZZXsaLX23VdxMtWL/OpzTlFh9ESYgBGQwolC4DYSklAZPlxGscHx9hvVrh9PQ4BhCu0fgGrW8SGACL3z+Mo2j/04gQptynMnBKzEmS2AhAzj0CgEnyEHhy0X0wYZqAKYwYpwkMAgLgGo+GxCDYeHFtBJYVUZO6DsIkeyGMCiikMmKt5NTfqiTlys67klj3ucptuuuuu/Gt3/7tCZS6CFBgr4MAgJ96/0/idz75CQDAi170AN76trffchkLD4DgC0hEhDYG6LXR9OZ9I0v9miYG+DWSv7/r0PgGwzqu843uga7vZSc/L9m/vMtm95RMBzBm9Mj9Ky0OsEyF02XBRh1b/XNBC9OkOukMlVdE9ox6wqUobXOdvUeKInuDKV+PzRcq6jIlMuaI2qxqkr4mxl5q2LlGNo3tPhizpAGlIm/KCpD7UPBX1fcLGm/SgKq+r+tDCS0qUOTyp1X9E5+0INGAuqLGu5+p51PiJSMrZrXlGqpW+HNXP1oQmAovx0rGtBkc7yQ2SFJBcJoecbV+Fd+Q5x+KdtZAoR5nqV66X4HRpi8C9mrAVMTQ1CDDFDcZgNc4CQpsu1YsAX2PIS4d7rsu7iDaRI2cYjs0TiBkN4HmFzAvOf3kuH+EqWOhVcfshcSMoGCGGEwibNVyyWaVAoFkKWKQzIlT5IdbN8G5AEIwAyLHV2lnUAEI5LpsEUB6H/FLvC1mbPQ+xSylJzAXJekSy2nKDqG+7+POrK7IfPpcpgMg+AKScw5DzNt/fHwsfv5hwKXLV9APA04vXULbdQlF5lQvmUm4mM9cBm5IA8+ltL/q/wUMt48fMW0o8mGmPBGYgGAdmpF0zbwUGcvnYgrF+uYZQvY3lcKXVBhbxmy4m4UyNc3Ag9VAuDxfRvyjEirVPgILUqoQwFU99icdmv+4aFBhXc0lsDFf2sZQs4wNqKrLmqUTonzUuo7kM4+TVAdnCzQWCqNZp+RTuQqyPW2SlKWlQJYUqqBWm1LdI7a0+buo65GWhNX112vOI+OykP7UzYSy4M/nTD2QQWTWTm1bMjy253YBFWvFyHEE5futvydQVQHEDLLieIl93TYSqDf0PVarAev1gNVK/oahiyuUGjiF2yzBgtM4iSY/jjG5EIOwbAWiYh5mV2ISyvG3iPEJY3DClxzgQTGlsSQ1CsyyNpEQdzVlbHyDyUtegibujDhSgLw3XRXijPvABGCbzikwcwRw4v4wALHo0BLEJjVKwZ+53Huflmw2TYPtdnshF9azTQdA8DSoaSSd5zCsJFlPNOkL4pZB0K/X8E2TLARN08DHLUElGZBD07ZJWwAQTVaRiRqXQGJIzphqo3bBedpBzYGytliOMliyhIGTu0CFe6m7ZOERQig1IzOh9dKaFbD5zPJifs0OvlbVop4457sdPvShD+CTn/g4AODSpct4y1u+LCdK2vnAXKOqqXupFvKF2fRCJdTVOIdRmHo6OKMNlqhm/uS6x3cd21GXqN5l5ndBhkYo8smfd1ddsk09rECzBo1khqxqkFyVgwoY7H0z1gKlwbFV5QuhDuQMe3YmzUABImgxx6LPvX7vu/zv59H5b4XgfANHhH4lsUfr4yOshgHrozVW6xVWMSVx4z3SQl9GXFIYMG63aemgdnQBsbWr1G2wgGNybQzYI4mdcqbdjgljmJKAJgBwsoMiOYdms0EbApqYS2VixugnTBMjhAmALomU/nSuHj07eonzTGKIyzU3jxVvLBbjHOFLv+zLcP3adRCAS6eXQERp87bHHnussB48V+kACGZEaQCpdma1NCKXdvo6ihH+p5dO48Y9a6zXRxiGAavTE9me1/nZpM4+KCRzU/yZ/p0xQK2PVTe4xKxiEYjLEOEAFwN4wLKiMGmvuYisbOlEzrUoREdkvnbpF8FuFUsmuMjiZyVtV8WYuX5OmaSlFHnlN0sPfepT+LVf+7cAxO/3JV/ypalfYGpjtTONTbBCRuf7RTLKPROU+2vXBVbPRBKSdSm00ENlD+q5HUyRK2ePLUQBSNKkuBgLe6PfTdsEIy5DwtqvXoACMjVnLsGAfl2Km0gugKoOdR/EQmjhupseB1T+sONaHiUxNoynMcbIzNOKdpYUx7fuQ9JFi6TuNaK8rG1aNN7Bu9yxaTOiacI0TpB8AuXW1UtD11ruZnkQinGq7iUHItnLgNW6CHWRyQoEYobzYinwzs3+akvaUrxAPfJ3KyRW+eGslHFeNVPzZ0cO9933fPmOXBdRFHs45w6A4NYjwnq9NpvzDDg+Pk7BN7K2/1hQdIz8J6K04U9aLUAENB5qOs+lRyo4Xz4nLgBZDlgEDQIy80aNfqXivsT6Q8A2TOJGiPuXw2m9REvQ5VwTB5nMulHXgnZSUMIgJoYAMnF08I8V87XCi5LpEhl0LASD7TKR7/fqL1e3bs3i/am+CfHcxFOeAdrV5YXAO6de51R5DqoWiiC1QMz7rrT47B4jCdhVmvReWlYh52VWz1n6bQUsFTMDmanvqhCXJV9EVFsr29L1M+0+/g5xmZ5mwCvjQy5GF6sfEk/qB4kVOL10Cau+x+nJieTbX68xdD26rkHrGsFQo8QMjOOIabvFNAVM0whdUli3T5vpzPDQDH7OOTCXAZ0SdCxKisxrJ2Ag/Qf4COYCAzBZPsFA33ZAYGzbEROLu0RTSk9TXsLrdBMldXsabkN7JkW9eabcwvGc8HS1IRVwJ/Ll9BRmrFYrXL58GY888kiq43OZDoDAUNu2uPvue7Ber9Oa//WRbOqxWq3Q9T3W63WxplapnvyB1I9aCrJCBKbBU+kttRaoAVhxcFvzZv43+hGjwOcghVCgmI8gPj0GJTI7pKU6IS9bqiF/lt9Z37RardYHAFxikHbPeVPPGScvBd18Od/FGeSVq1fxvOfdl77P1nEnVbfWmFOD0gHVyW+WpK8CHn74YWw3GxAR1usjXL16dfcNFWVmogJDe7OGRBYREpgUphGWEwtlLZ8AjNstHvr0QynY6fLVqzg6PjYCeMc6bANGl5Ln2PuTlh199DNIp1pzOdhTcdYVkE/nX9eeegqf+9xnAYiGdvudd8oKHC0+P0hbfyFYucts/9hjj+GJxx8HIG7Du+66K6bbze05t3Sefbmpusidu2wLNWCTGKPGe3RNI5sVtXGJYSdLC7tG3ASedDWBjGFdUTBNso8AhxCNLQvzB9pHxtqm47ICWrldej9law5li2YqW5WVEADO1gMigo9Kj8RTOTgXTPmZP5XGgjoSCuVUQpkArHYT6WdWdOIRZaBUXis7RfYzefFcpQMgMHR6eop3fdW7F8xPSAytDghaFFoGke5kEEsDjTLzEbOs0aiTKpKFqMwjU0+Wf1Qoh2mSerODg67hlclDUSMh4rhiMTIBE2ClpuGcz6BsDTGnqERCHEwkCQ9zYNFu7XZvUhatH5a1xJre/OYvwZvf/JbifbD5k/qG4h0Wkc96UUxi9LQQAYBxmvD+9/84Pv3phwAAr3jFq/Ced793py/YArolEi1vfsx+zsHC7AHV/YzHn3gMP/gDfx9nZzcAAF/1nvfi1a99XQpkSwFlRRmxnpH/XbSLrC92GQTk9hTHVQAZNGlXv3zsY7+BH/uRHwEAdF2Hb/uO78Ttt9+ewGgGIbvH4M3Qhz/8S/i5n5XdDi9duoTv+I7/A1br9c7rufgu81lBTjq2h+xS0/zOufitNGsdAd5R3H+gw/F6wPFqhZPVCsPQ43S9FkWn6yXniQK9kK0Dm81GNicKXEjGvPzUuFQRXaEE6Bo9ZtHYU5WSNcRUknQexv6Jgl81cQIkoJFZVieo9h8tsz4CgrwNO0mmxDAl60jxFqIVM/EUw1y06kuz0SlTMAyFTMfvepMSQ3AC526NjIUHQGBITFyUvs94yAJPWUo+kzXTxAXzBUbbZ3NPiUh1AnIx+KzwIlq6LzNA1rrFNslk5MTJfYzc9UzRzCayXRR+ywDUekBpPgAxAJ258B+n9fJVd82ZFRX3SP3LKVVYCy4keiiZCAHkZT4LwjSBFY3JmJV0cRKBqfvLy82atEXaEYp+21l+MY44fdSxD9UVxe/Ei5dEDZl+jK83hCnXExmI5SpRcf+SxWF3XxVqWXWKdtw4F3by2CWBTrENUv/JBMLagMbFmu0AB0vgvnZf6fOCBgaaiubbcztmoCAXPAP0e6mqml3mWZevvKHxsg/A0PdY9T1Ww4CjlaQj7tq8vDCtItI9BqYpLTOEgoE0Z1yKgUpu0rjiKfv9qzwO2jFxwFTdlL5z6jD5oTyv4HupmLzCSsFIjveK8w46ns3zbb2Uh6ZpYfhSrHd5BKYfLBLg4lx6CUDMIruGr9N4P0fpAAhq0l1yEtOipLbsm7ozYLCDXSYwMAuCojS47CBOk8JaBVJVKyGaKhmZjSMzaSlOZJkQvnFpRcLoA7AFJgLcxAhB542AARvgVcDiwGb/g2XBNWujKao8leu6bCZFoegtAYldS7aSsIxViIuTTOpZk2kvaQjL0oTtazV1UM0lATHTUk2YOG+z9kQ+qW/ddnNe7RFracBkxVNRC22kcqgw9xfl5icW3/N4qp9UUgbA+puL37Uwt0I0H2Mrd6DvZAYuZyAlH0++Yn2HNfO+IO235sx/KSisAQ0vvSeZzLFty2A41UEFmD0uUgzW0pXqEZfriYCUCPyulS2L1ysBA0fRHTp0sqmZcy49R9MNy3p6WVHAgrpSe1W5sKCg2ACNEe8r+1Jjl4h37NsRtJM4TQcV9GLXK+cyICtunAIDipYCcmAKZdnFW0g2o5q9l5diPg52uZJKBaokCTY/OrgMbl0yASwARLTL8LwZM2kqQnk5SsRZM2AyAzVpG0mRKkNi6vX3+jAd4CnYsfFx3wKXNjHRamkgJFjMin3XJn/hOMbsX9Mk5rcIYKznIjO03YLi86FauCe/Dc5n8NlSsQMUxCOSbjk3iiivANF7S4+j1gkWmYCRQYxvGnzl29+BszPZA/3k5BRZQs1qWtaMNL4jX0hk37y9M2dunCONWYekFjNkrffpySm+7uu/UZaRAbjtzjuXKnguzXsHafxmxr375pTdcuH0DIdW9IIXvBDf9K2/GwDDkcPp6elN1t5U5QLxKq94xStx9z33AMjR4+n+WFFbjGzdbMBRZW1QStH2ZjwUWSAL1BclmI18I7lI+0k2BJJtjFeDpDdfr4+wXq8kFiqujXc63qJFS7cmHmM2QigY4Bz86ExW0RRAHSlEICFuggjM4tbjWUmv+jkqHkX666T5OzgCnJOBEtRyEFcWSLI2h2ZyaOPeLY1zAm4UT5kOXLI0qkU2VPxmecXC/nGyBECHocc0HR9cBrcisRlCu69ZHliWKF+YUa89Xl5phJAyh3Qqyx2dLlYjJkTzaBYMaUVBnDCS/1smUNvG180M8j5NQBAB3iXNwPlRlhdFBjFNoQAGqXp089qXaVps39Ik5dlv0fys+Nl9vx6flQMkTQPm/F6jhoLB8m7TEiqqRES493n3pUITi2ck/6TRDVFuapwKKZ9hfrI9n9pHdacutkUTtTCAtutw//0P5HNGmBVMm/OHxTQFlKH5xQlKUd1nC/VaPEpm7KcjxRWnp6cCAgrhWmrpzwSpkLh6222zne5shsA8b837mVkO9QuVEfv1+GZVIqr70oPzeyKYx5DuU+DRawBh36PvOrStbH2ewQCl9iko0GWGrGZCW/c9bg51p5SrJbRz7HjarVWxmu/ZPAtiAWCitOdFsnjqskOSvQ6CbtyWLI3L47WC9wJMFzYYszEctg+WiAp+kq/xvkHfdweXwa1KzBPSrn1JIwXMDivxWJ5M+jkbLIWwNvfWDHyBls25kcFEfzUBCBTS9c4RmsalLUPbtoOLex/4uO95vVRSlyKOaWeygCkK/+12xDQFbMcR2xhxvN1sMWlK0Yt16dOi2gVRicwLFjI/lAVbue5en6NaiNyuO8VRukvvNZUC9vTEkiAtK8jFtbvasIAjARJtyO7+uKsOex5bVrQ4lG0k9aOVwsKxMvAtQ+ilWlrmTMUxe888aLKu7gUU/L2001X1eRRc1Lgqxrp9nhYtDCjnRFCuIgA4OT7GerXCpZMTHK/Xsp1x18kGapyBwDSNmMYJ2xhEOI5jlZNB4gRc/EzvLPIJ3dOAo2vBk2xKBFCKJ9DYi7Q0j6hqQAwjJA9yEdZFf6XwtoCgGSS9w8SA84xx8ghTg9FPcAyMTQOGBPdaG0F+Vgm6BLNkQa6mfcvXrdVA/5ZSEeu9toyu60AkW9IPw4AbN25c5O0+a3QABBXlIJNKL6H5rnb7Uo/GK6KSYCbBjBmrAFJfsyLorB5ZY6IMzuJuEJAibHXfcN3jvGk8+q6Hj79zNG5Mfew8Hv7sZ/Gx3/wt6I5eL3rRi7Dqe7SNuBG244TNdotpHEEMTNOEDTMYQYy9CfPkTXgW/aIL/b3dbvHQQw+ltdlXrlzBycnJnnvnkislZdKeMpN8iaxma4MKdVWF/ODoTiCjgOvyPiruqYX18pMjgzGWA3M4t6pCD6Jl12PNiEcdU6V4nA0x+9DSHSVlf/azD+OJJ55I1oO77rlHoroX21I+rgRIcw1d+4yK6y3gNZobVaKfEf3mRasB5IDWhcWJBU3ThN/5nd/BGNeBn146xdWroulbYE9EePTRR/HII48AkO1577nn3rRBTwH4k8DIrTUegtn7rb8v4K90ZCmwk6t3aPUMIgEDPs7/LsYODLq8MG1hnN0EWmi2CogVMPnDIxtS5cjek6ZIiIDRaMYy/xzUxZe0cuNiq2ZA0aU1eLbBkznAVuIHUmIiL39TcAm45DLrLcereWLeiQICtRZcFAzus5JqmV200BwAwS1EIli9+aWfWTgn3rcjwGSJFq0H6aT5ksqG7Am/0zyFCDAyZ/dNE60ALuYjb7Fer2WXxEF2SdQ0ympuA2Rzo5/7uZ/H//xX/hoAYLVa4U/+yT+BO267DSBZwjOOE26cnWG73eIp/xS24wh/w2HcjjGlacnAbkareuqpp/AjP/KPcePGdQDAV37lW/G6171+x9UROJn+zNpoPIeaIy+XkhkeKnFSvof6FTjKKXJnyWR2aOqWwel3q1lHdppdCrYYMvFWKI+jvtZct2RR0HgEsz184sK/8Av/Br/0wQ8AAG6/805863d+J1rXzp9XP6g4tAACK/Caf3AhHBwY2TK38KAKxBSrafZXC5vNBj/2T34kCnrgTW96M97+jncuXAl89KMfwT//mX8GADg+PsHv/a7vRtu2i9fKGOLiPS5aBRYqNdMLbpayfBX3YOPQNh5t22C9XknSoaOYnnhYYei6uEuqE/6iwYPjiGkb9yiYdI8CSvPCgYp3GKapCJaUOkQtHhFAEIEhz+GYhMi5/PJqYMdBlxvGfQTY9uQc7APRGuIadG0DDhM22waBZaml1jfEZdT7Avp0/lpFSe9ddDvWc36hvNp1QEQ4Pj7GtWvX8OSTT3xeVqcvNB0AQUGW3WQgwIvX7AAFqiZYzcMUMpPxletBKYc2EsqVtHKt4naZGBJA2HiPrmsiGm2xGgb5XK3QNLKrojfWgWi4QNe2xkQWMHQd1qsBDFmSODUTvHMYuw6OSACB89hut9humrheWYKR6rYUVoMdva57oOu9iyswTN+RdiiVjNUauItgPMPArCaazARA+ZJn2qjR1GYXV5TaabXmXM8kxor+UEhCmK3Pt1p9IvOEtN/AfiZTBEYByDv8xTFlNL1kInU1Q9wvegs/qi7fTXdRyeer0pb0RmYNNivPLQngJdBlyY6rOldFrPzCdaFk7ha8mzeaIkwWH7xwbPfhnZRfnw101QykhKYR12DXtVj1PYZ+SLsXdm2DpvGyQiC2J8RVBLJpUUiWR0ldLEqRi4ODgLTioJxfqgH75NfPloEInJ2uHuFyEEdUzgFAfHbKaMic3oONWSIq5wdB3BON82IdSXEFkp+A2e70mB+rqUYsUNaxG5LrdA4EbLsvQlZx0TTRN6swfbHpAAhmRJCce8CcO2dKTMPclTzMC4MmMcYdY6EWmLO4HPMUZeAUGYJuniRugpirvOswxN22ZB2sR9d22V2APBH6uNkSQyKUh6HDahhkQk2y2qDxsge5dw7bcYQjwmazwQ3no6lxW/jbUlMLF4Jh7KaLbLTyYnAOc9oESsFAekaU6wFGqHF8QMRmS12u7yMz+sywRNshc5URIruGRPXOazGaE55Uuy6quacWd4VmzbEtsX5MBsfEBi4xqlojY4BhloQ5yvcRFe9Al6wqmDovkDZ3A5WfC32yi6caCJfAgC3DnsuFltdk91o5a4iqMab3MMe4kYU21JplQhvxDcZ3R5xOFHQe398FXhavrRWH+OrISUBd2zSy8iFaArq2Reu9/DXeJB+StqrgmybZowDMSaBTbCFpG1hdA+WKA/1LewmkuAGkFyKLIdhsijQHBQF5m2kOObVxAeC0vYYfEpABAbkYQ+FSUCWDgJii3d5TclQDlJk/7/0GdgEGBQTPdToAgoo4uEVtVpV+O4nTtsLkEEgZEUUmI5SjeWuBUWopNfskKpVXik+Ukqd0xHuX4gW6tsHQD1gNsr/5aljJOuReXAaNxhAQyc6JcfC+9cu/DM/7b/4CmAOcd3jJAw9gGAaxDgQJKlT/Yt+1GMcJXdvi7GyDG/0ZmqbF2dmZTKiQNQ7ls4zdS8+Ojo7wNV/ztXGpEuPSpcvF+WTuS8xMGXE8HAU/gXcy4F0rDqR+PGMS+aJYeyoDjazQpt13p2vUN1rcW18E7Fmfl8vPMPTimorShz7wi/j1X/1VgIGT01O8/T3vRhu33n79m96Il7zsZQAkhkC3ms3P5bQU7maebHXppWOLZVnhvO9pCy/clqtn267DV7/3a2QLWjBOL10Slw0BZzfO8P6f+DE89dRTAIB77r0X3/Jt7wMANI3HsBoSsNXyn0m6CCiYCxlOwL6L8QEK4oe+w9///h/Axz/+cbRNize+/nX43j/0ByTQDyJsOQYFh5iIKLlvIg9zcdDKdAuFpcS5uDuh82IZcBTnh3yqFSEEEfRTBNop2yEjpkHOAFx5RQJ+5MA85TkP+QjjFFsvLgjyssKAY8ZCTyamwLkYzJi3U7bLOp/eDHp6JC6DE1y/fv2mLAzPBh0AwYxkx0CgNhBEgePiZLEmWMpDzf7JXbQ88hS1KtMlwxqMdjWP2K40hISInQkklN3L2rhNc+s9fNOkZYgpmjbW+64778Sdd9wRtU3dmhWYXMAUN0uSySXTyDvZElVziI/TBAJwdnaGcRyxHbcRQATTD1ptC30YTdPg3nufl7plKXrXAoC98RizPjaaQLI2zC7KGvOecjhfnvYNSCzGAsWs+u+Reru1+cVjXFa9jDWY32gtK2wuefRzn8Nvf+w3Ach+DyGEZOa+evvtuHr77VWzuWzXjqqe9z5svcv7tHsiZLbPMBXPFo5Su6xf5a5aOO9x7/OeB51NWjQDGMOET3z843g87lFw9z334gX331+WtwCEdhgFqvZVWn31vXaFXciUHJ8rsQPRVRitA+oq/O3f/m388i//CgDg8qXTYmVAYY7XucbZOkNkFZtod0vAWKwm+ue8zH8LqZV3BJRmfwEeiKCkBAS5c+ZfE/8rXAgMhgOcbo1Ekq+AkBKwOefMpki2VMuPTfRQpWg80yS7TPYHQHBr0WxzXmRtkNLWnPqZg6KWNaEcFzu/hqPWmga+msUQ50lhStaplsPLNNdA20ogUde30U3Qp2VHfWQQXQwm9L5JsQOOPEBmK2ZEr5/hvbpkaAoB2+2EaZrgvcc0yYYowzBhPU5oW7EQNE2Ds+0Znrh2DZvNFpvtNm6clM3OPi3lYxQgKEllypNT+5nLa3b580jv30P6yPq9pQKS8FWNkOpT8zKx8P6p+kR9AkljKi5dsE7JYUpCLLUxblRlBtH8gTESnDQjnS3zAvIHiIYLnQaprjfH2OpHZUi1dPFyAq/FgnacWrps6fzSKpHZfaQCs3p3+eNpkQrg9F6xDAqW8mU45+Abj2Ho0Xc9To+PsRoG9F0LbzZcSr59ZvA0YdpGC14MDrRNdrDNLxedko8pjkk0c+c9nG9kW98xC2sV9oFlkaD+nqYpZjYNs+eSaWOwwYUGDIiuom4LLYOAiUGB4VgsG7rZkSeJKQhECI7mYz9PJlQmvL10UwqJoaOjI1y/fv2m7/ti0wEQGDL6N4A4aCotzDLkelgkLT4xkMygsxZZCblKi9Qy0pTRVMq1YkFImr73koRIlxs2jY/LjHxhFUB8LgMIPIEQJ0sqU8zCKeCQCMTqSxYQwgAcyYTUyTf2fQo2dBuHTZDli3CE7SjZDnmaFrj0nPkR5Lm7fPKqydgzi0xZGcaCQE5ucy14AdUtiNZcj6po5SecCpTXxs4slUqVLJmhvd6aSHN1c8BTfZdNdrQMhrI6SQBuv+MOvPilLwWYcXxyIvtZJARU9VXikVkMEgE3btzAJ3/744mB333PPbJL4pI1ZoHse1zsYxW0S9eYaVB/zp+QaQbYzHvy3uMF99+Pa9euARDLSQ3u5uCRzb/LVMfCLH0v2lmB3SXiCJTVR+69T4C/72V7475r8frXvQ5XL1+Bc4TXvOpVerMx20tHfuYzn8Evf/SjIBaA8YZXvxonx8ezdgiGl5ZremBr/VCXgroVNbpfgYFek55dt930sYIO4VORY1p+y7IyigPHFMXRSkCawjiueCABMEQ0A752GXhgs/mSnEz9hep3ERx9zniv36PEEHQHC8GtRkUUbQUGYH4uDIH6ksQ8ZMBXQYPykMzZUTGYGWo1AEIHuiP4tkHTtmjbBm3boGkbdDHKeOj66CqI66gNgrekoIIQI419k4QIuWiS8z6BgGkK8I3HOEoSE+ccVtse3nvc2GyAtsGNszM0Z2e4cf0M43bE5uwMkrLAsHI2MqywDJStZnOJoqF6YtVgbqdEXwID52p5uwpbJqo+0/Hz1EnWduQxmLtHmSQqoVk+ZfZMExj3qte8Bq96zWtKpmzAzWLyH+IICuXY4488in/0Qz+UVpR83Td9U4o9uBla7HrLZKtrllZRnPvaDO16zV3X4Z1f/dXpIhsTYoEAYh2Kd1tfgFI47MzHQVTMA5HT+5ezAdI9up1x0zYpYHg1DDg+OcbRMGA9DPjD/8kfgHcOfVwuScwIE4PHAEwBxAGOGR/6pQ/jv/jzfx5gRt/3+H/8hb+AV7z0pamOdZKeJGydj35+4SfjJDlEwHmp3zTJDoXZdZBdBnXXybSOQcMeAFOyUJZjIFpwIxjQuC1HhNZ5TC4kd4GLmzBlKFH2LdWCv2Aye4jy+LDtOI+Ojta4cePoAAhuRSq1nXhMhyaXY6YW5cXrpvxltmJalTcnrHgpLXBek5uf5gB4L6sLKCYiaRqJEZBcBD79uRhZbP14Kb1o3K1NrQch6MoD2dxIAIfLGmoUxN77qP0jmSMJBO88JgC+bREcUiyDJ4fNZgvHcanTKFHNgdlgAJVIJQPVPPcoJvYyLfDm8kDFgWwym/RmdhYiByn6G6xLh1VMuHkBxhub2qfmcIJqLgaAartDkHGhCXkKy0FVOSPRZ0KdUI0fHXSl0EvpLMylzDm+IN+mWmFZhSUmRzPGWTHkeJL0XAI7paa2uBwyT8p0fOn589dp67ljzoJTjog8LuLoYwsOzJghCNjdI9Dn7i15YWHPPUv3ei+uglW0Cqy6Tv5iIqKh69BqynKd+yH3r/6ul/Vlwazv2GjmCyCHOZhxEK0BU0xvHmKSIwUDCl0pTZuiz1NeWCOb62Wyac6o9k8CdHTFlCdC43SlQdxzwRFcyONFeU6IfNS+25SEa8f7uFkAUBORg/cNhmEFZmC73TzNkr6wdAAEMyrRpPr246/5gOAyc2Auo76M82wwlxEg0TBToWYkjmljC9I9af9vAQSu+IsRt8oUnEtRveM45pzlBvXLtsEKCABmkmd4pKVpCg5843NOcUwFIGAiNG0DJrEyeOfBgeHJg0eJbN6EoLFKaYIWfWZAQSWPlidj7FYrgvXCmcUgnpPqL0x8XnxzqezSSmOKpQolmrN5FURCP6kIC3JqjSUbSypBokKJzEVg2Ii9zEyXeo1mZ5JwTlXgsvOKesuYY9ZcFpnhqsa4i3R52qwb6+ct0E5Ne8fx+GUGqPW5ex+XxsiypSAVbVphg98s2S2562ekWl0QFBCJpa5pGvRdh1XfYdW1WLWNAIKmQd+2STsGiwtQTPnZCpFWDBChjVkY26ZJykHtJ5+5OSyQYEiK8yA5DXRFVRmBkAEamXrZrsjAwRwlFPs9gKILM25gpPPVEaWYAQEDOchQWanOmRlviQzj/DdwMVoKILWWlWEYJPD6AAhuBZJ0tYpkE6LF3LIkaDvm1q6ZdiouM4nAiBk9XclgdMAqEzLZ7hjigyMzOTTC1zcN+lZWEWisgO7+lZbqMRIYSGuOQ4gpR2NdHQGBEZCfAw4girg+yMxysW7Oe3gikBd/ovcMR8IQmAg+eLi4e+LQi7ay2WzQeoftZotrTvIXbGOGw8CctmUmw6pLNi6/VNT4eEHBtGyfLr7Z/C5yIGUt2Usq3qrJCmnLzA4he0MWuoAxuSuzNU9YwhHODDwrnOtlf3Ys1cVo4ipe6E+qrj+PGdp+vnL1Kr7lfe9L5ly72c/Dn/kMfuonfmIRFNxzzz14+zvemfo+jUCWv/PqcBFBq+N+tsoiFaIWB51vNQg37y3OxzoebZeGqJY+3Q68FqpWiFpQxAndWT5ihEqyIMkyyH6Q5cSnx0dYDwNOj48xdLLksGtbmZtqHVEXYdywKFkHY9lvev3r8Zf+3J9LSsELn//8mfAvYwU0cU/+fOradfzFv/ZX8enPPgxmxju//K34xvf+LikTDhQlP2nuk9Q8Tn1lOim5HpgWXA16Mn6fQpA8B9ES6ogkkRVztjqp9mF4qQWEhdUP5VhfoosGFS6BPOccTk5OME0jrl176twyng06AAJDwrPrF6lMu/Rn5YG9oINZ2xdKhlK7DoqnWc2WLCcqA+dyMKFPmQc1Y2HOQpiZW8q+VTGEou6RWRIMQwgB7BwoyARFANhxMttJNBLDeQ+xHjAoUDR3i1Y5jSM8CRhwALbbFlOQFQtTnOwchSZXHZrqMZtblND+4uSs+Dyj0nLKV1AIyMWpXp+sn2k6cWmp2SLtOU3FQFgYd+Yq+/4i5ijaQNC0rwvVhU2QhJkgqAUmQ3zu9z7vvkqbEzo7O8MnP/7xRUDQta3UL92WtffUvsyVZ/fvsgYsXadgobi+vrWYBFkgM3FhhZG6xXdAEOuZuZ1sGbkhs3qVdWHzzLIOtm4MdZFIu7z3aBvJRqjJx/qYhKiJvKBwlRiLQP0HAFcuXcKVS5dKN8wOKgGB7IDKDGy2G3z01/4tPv47nwQAPPjAS1JfghQIC2Aqtm1nlGOIVcnK3xGfWXQp5+MIDPYo3qXOCYrB2DX4hZ1NWjkFKBekehyWIH33OHXOoe97NM2OVNjPAToAgp1k0Lx+RmGq/idW0xVmymFBtZZhJ4J6shP23SHklGmTIzgHyV3einWg9R6t82icR0MET8q8AsAUNy4JyfxmB+9Snu/EIBjRPUDAJBaAgDi5o4/Og2KKW1nvrQFFbdNgGEd03mO72cITpY09nBOXRDi7njKDabQvRReE0QWKNzIXjOeTVx+i5eSmX1PfLgE8KrX/2Vr6HTUpIqMNyOI0hqQys6VsNWgxja2rvyTka5Awa4+tk5a5ozMXhUSqy02aWRnF7r4Lr2IvzYJIzxG6YpVbfkJ637YNFhQg51/QP9u/e8efCitWEGGBaAY86g/P205bhCplOKduAheX+Q44Wq9xfHyEo6MjrPs+JR/ruy7FDYhyzGneJ+tACIt9vmTm1k+7bHApre+sH/T9Zsmc+1ZX3UQ+NOl45ww4JHeA9DpzdnUQx6BIDkCYMpiM71lXM/jI/4CckwAIyAvKTQWjFQMEUX52vdObpF0Ay3uPy5cvP6c3ODoAgl1EgIjuvLmGCo00zlVtmN0HJCekfqW5kEtM0QiCkvGUBq7kxoAm48hLbRyVv2P1S/BhmJMdtHuXiTFAgXPWxBAgEYUaLJfL8d5Fcx2g6Dy0LRwIQ0zbudluU/TxGGT3uSlI5sWsIRrGtNRfqozRnoxjzLLXEFN6XzZJlPaPal87JW38TebeJfSXeWTW/rT+utXt7PaqvnKS8moExmw1oKsEcTE+9PGzwneAllS/ui7mAmtGt0+k8nICsF6v8eArXiFBkeVNuOPOO9O4rB93nlVlya+973pb5uw4it6CnSGE+BpqP6GtM6FoW7q30lJtGflJRe3jx25ASfGzcRI3MMSlhUPfo2skaLeJe5gUAZ/MyRr40Kc/jZ//xV8Ex8163vTa1+HypUszOKdWnaVYgZm7w1DbtvjSN70JL3nkARAIL33RA3lOEeX02KbfbLC0/pvCc7Xb9L0oYNCjrD8o8UKD8BJf06WRpVvRTn5TlwW6iDVK65/mdeUiqkksBAPa9rkrdp+7NXs2qFCvkEZwMWjiICRU187KssIXi0whDaYFMEAQhBsqFkoQC4WLg96Rg4fkE29cXmojzC3NpEXhP4t8NmBC7y9ACxEmBigEEMegRe9j3nuAnIdjBpyToB4AHgOmZkKYGG0jqZN96+EahylMIDrDjTPVCLSzKGlYlkowUH7a/knfIxCzG7jqtdmMTov3zsi8HKv9M8xqiCXiDF5SH+90hdiHlWNi+YxZfRFPLLVh6RjvOZeu2asKz8u7ettt+Jqv/3qpmdYlY7wCKN0s7fLHX7hyWk7sq9ndHOd5Um1vjqyQs2Z7mO9LwXmFSLH1jJZAIgnU7fsex8dHWK9WOFqt8+ZFraSZ1kC7EEJK/hOmCR/+yEfwf/2v/2swM9qmwV/6c38eVy9fKtqYtkAO2Uqn9avdSOU5YL1a4Q99z/8x6j8aZOqge0eQd4kBssYeaDpkzbESz8UXJP/ETY/Su+EcXxC7FUj8KoOBtGuhKkhASuWS2mHbzta99fTGpwK388g5h6OjI3Td8LSe88WgAyCYUT1hI4MoNLW4MClx1RqF1pECotFH3VoESGKYC4yf9ZExej8iWRfvT5H/yUeXIEqJillUzBRVvGcb0LoLdHUDJxWSkhqkQjbNYRazmwIDOFkr7UAYIRshDV0rW5PGbVDJe0whoO06kLuGcRqxjfvV27egVgB7LBhRnhVzYcjadgcD3JQhuHwP2fu0v/bM6cwYMxjU9NW0AF6KztSP5H6gVIlsGMhl1ZXRd7sIJo01aK775nrbmBILthR4lmZrM34ToMmAbCdl9c4IwT3X69OqOu4CreeBgCVT7T7XQoShYDsGYOpuNcgaHNUNS4OUy/OmbUuBhjoibS1d3KhHtH+H4/UKfT/gOOYckN0MZRMjr26C1CBZVqgmdFTtT9o7SoGvMQq2rkt9FjTuhxkcAPJATozo8pjUdxF5FQNi7XIOLjSzJdAOTkCCBQKU/9K8MYDNxtpIdkJG4xxGyqAgxWAARd0QKpSwZ2BfJL7CXmfdLvZe5xyOj48xDAdAcAvRfCJQkiJ5ABYslY0vOEoL3Wxnikk7AgBqcsKfdGmiOYMhlTwkcEITBwGG+SkoWChDzYcJYFQIv3i6sQ4kKZD5FcSvWfaQNV8nkAKpj+OY4zzur97FjZXgHAIC2BE22y2c9xinCW7jUpyDtWxkiJXFHQMRXJnr1Jqh78Jo8VLnGCxGC2brSmYwmSsKKayZyrI0twCjACfnScJZJcwJAqxJN+cDMKI+PqMQvLxcbNmEhYda5Wzh/p1VnZVjwLTeZwDPBbDBIii46D1Lx8vAyIybFCxlgZ/7kxJDXwDqqN7tjo6xwsCCgXn/54iF5CIkER6Nl7TkwyAblq3j5kV916Jv22KpYHI7MkfBGuMQSHYzVQuBd165U6qnVRh29WW6LoIBCgTWfceSomGVEggQMIBexmeMm3AETPoOgIAAhLxcMYl8leY6p2oLTuTFKSGRBldTdqWirJ1pE6ojmWpQehGL1L5YDED6d7Vaoe+7c8t6tugACG6CKvlYMAOrRQkCJTz26KP4yff/OLYxq9ub3/JleP4L78dOLrKDKIICp0sDGTEvuPyllKRV0A9HzjeFqbAO1KBg5jrQNlkGyKZ98STHbGTgEK0DTVwTLIlDnCOg8XDBIXSMZppAngAMMmnBONts0TmHs7MzPOkkiVHKl5BAibY/a3UZkpU+WrLfFpibpvu9CBnIZ3CHWR5pBfSFCjQwMjG6i91q65GCHwNABqgBmMUc5EfvetDFBe9FKT1qD8MtanAB4X9efMHSNQpyk7ULFlgiBbml50dUVQJSU965tYx1vYlrtdwgk0o09cahaRqs12sMQydLC4cex+uVbHEcgwjbpoE3WjJr4OAUElh9w2tfi7/23/13cbgSXvj8+yTbaJiSkM/+fpOHIPZHAnIq2GsLiDZYW6Ljz1ikGBFkq5UhBCBwXAbNYJd3VJzGUSwccVtmDgRGyMwHyDs0Ii4ljHV3QLKYiLtA3q+LdU8ZITF3Fy6+l5sApUv3Lo3Hk5MTrFYreO8Xs8Y+23QABHspD2qA8g5siatQ/iSAWRmQ3LcdR3zmM59JpnCNLi0C1PZQ0lAIJoAxP78I+EkKgiL+HKErZZnJf+6DTet3cLc0kEOApDGVCtt8/iKTHZxjNF7s9Q0CmsajCw2mtoMDYdv3IEiCkzhrYzrUkN0ShKTdK2NZqlrWmO27Q9aelfdzdVIfUh7J4CEjgnRtoRHYB9hKFf1NKbhrHyXtqD7BWZdMeEQfu6e82g9cfOYG3BwtWAOWTi+2dIFR1vXcBVaX2rK7ioziNcO8p6qMXBal65Y2f9L5WBWjhWWLw0KdlwREqlO8X/3gTePj8kLJgd93LdpoFUjLjVVIKnA3Ak/LPz0+wasefHkx1u15UH5utjhmEFAEHxd9MO/7uWHMrKBK1tUYpB3Xdqp4ZnVtMiOQCHyxrDIILs0bWdkljlflZ9oOG4iZ2qa/1YIS5+h5oO3pggE7lhUU2LEs71byx2y32wMguDVJJ656pfVPte482NjkfX/GtC9mMMmOXvmpEQxMAewjwg4TwjghuBGTcwhTfr4OzqATywzSNLFsjRfHaW6byH91YUStOQQwE4LP6Jw8SSIhAnwIIMcgBHiSBENjK1rOWb9B4zyutddx/foNhBCwnSZsxhHa6pSziSI4K4QD8tupJ3Ohse6egDVgKsKNaqlruN9OP3PZc+kZzFzsSLd8/R56BnnIzWizS8Dj5nFEBnOz8i9omj3nASJUQpD9FqKQixD5AvdfwKJhBN+FrQaVYFgsF0DTSvKh9XqNk9NjrFcrnB4fo4vJh1ofNy5zJsEZsyQX06XFXJYpz8xAExBzP4Mha/TiX1zmmLY3tlbFBPAy8KjBVLEqAUj1cLHMZGXQTZAoxq7ErZEBxhg158lt45JJilZQgQa6PTsQEMKUgppD3CFR+SPF56r7IBAhbqayCGaW3pf93PXeLuoKs2V1XYfLly/j8ccff87tgHgABIZu3LiBX/3IR8EsO8Ndve32Qq20Gqb85vSvnW46hvqhx0tf9vK01v700qV87w7NZ+cAjJz7ySeexK998pNomgZd2+K1r34lbrvtataGWHYdE5NbDK2rwMDMRVBp04UWRJa/ZGNbRsBG2451TH5BymW7aCHwLEuoxNOgmyVJBsa0SQoIm3HE5skn8eu/+quYohXi7nvvxeWrV1IlJZKdSmG9CwzoaS5PzTTb3ClRS+EUwV0bC6wLIHdcvigLjcw01KdJC3WblVHXrtJ41ets6aGHPoWHP/MZgAhd1+FFL3og9vdu65D2g11PY4XNxz/xcTz66CNgyNLCFz7wwLysunMWTAZcXTKrxxIYUCFa1HMHc0bWDq3Gu1wlBbc0lw8G3y0BBLKTfKkSev/CNcvvIaba9Q5N28QdDFt0rWxf3sbNy3RHU2ezmaoA1gC96plcCaw0fnSX0yQ+s98/FlyWxeUXRu6Desli/Z6ZIbudVmUF9Qmq9p56w+RHYQdGAMEhOI7BQ5JfRVcUUEz04pjzKgPd4MgkamPmbKm4AC0GVhoL4SyAe+GeJeuXcw7DMODJJ5972QoPgMDQk088iZ/6iZ8CALzpS78UV267cz6ZGHCJYdiAQ8yE0fHxCd7+jncljmKZ+RJdRDv6zMMP4x//4x8Fx8F/1x2347YrVyJT4OR/m4wZLdkUrIkNWSNLKV/lYGyOStysCingmIGWBAhkwgYEQPOpIz/TkUNLbTKdOUcYxwAij3YczZauDcZxxOOPPop/8U9/Orla3vZVX4XLVy5Lu1KFkepnD+zTfO22wQtvoWCKpqEzgc/mvRbVMJJLhoXalgggN79pXoNclj1ux5p9oLnhV3/1V/Gv/9W/BABcunQJ9933fDRNUwihnebQWUOEPvSBD+CXf/nDAGS74+fffz9847OwJHOTrkTRtleVrJu9zyqQguWqpro9TD2PNVmKyxCzM6vwjxrizCKWuiCGjO6YrPb9zkAd5xdft8vOmxqYEwDyYkru+w7D0GO9WqEfevR9j67v4mZhDbyjlGgLJghXAX9RTwXv8avF7RKoXI1v8z0wA0aIK9hC7BsVjsxcbMwmRSvAkOsDB4xTSO+ygCh6X2XdkB0VJfwx6L8k71F5mq7G0LnpmVPmVtmLxcGH+DvGV4Ac4OfgsK7P7NXXbYz9YXHwLmWuACTM8L7Ben2EpnmsfsqzTgdAsIMW5HtxkgExZQHG95blor1Wg9BK3jHfQKQ25ccrTX0ItUaYGAsDhJynP4QgKVxNO9LaYLKTkqKkibm8ODLpOPFSMh+jIdSBXKqhiG+QBM2TMCebX9760Fw0ITo/gUHJgkAkyU7GccTjj6/Ll8CA7LPgikPaP0Wnn0OFpWCHYC8EMJfnEJmBAotkSVEhyWbpHun757IftcE3Q6YubI/tu+UiJtKbq0Us1/a/GU91ndj0JVBMEI6ul4wpSiY7f+Z+MACYVN3M6d26BNpz9dS6pFH3KZgO+nZ290rtskr1rbRmWy9bdxvT45wTa0DXYr1eYbVaYVgNGPo+5xpofLnE8Jy+mWE75VHQIbQPMu/vZxvzAJLg4KI0otQ1ZbyCAXhsLAuaOyEGGoJ1KaxkWYSumlA4k8BMSE/V4FCftj5Gml8SWOjQOA+JV4CprdsN/Io2L/TDgkVmVs4C4O26FicnJ2jb514K4wMgqEhf0i4fr0wUSpYu1SgLJlaNpgIIJAG/vImIDqDtdpuEStu4hLqdc+i6DmDZQ8CbLGUqzO2zLKPWSUNpEpl2KcoxFgJtiwUnWu+auQGQdckEMAkYsZqQtU7oTowhHhPgnstz3uH62QqryBTVHOr9Uh6F/Yytli6LE31WRHaNJPBHpUYg5zT4KpfNYIzbbWJ2zonPd0nK6XKpXbQYoLbjWn0fjfcyPgDJ8QAsgMx5mfsgQ9M0ucw4PwiZ6c8wQBT+9W9T2aRhFkDAaM0qnPeBgn3mWTaCx4K1+Ch5djEXtE6m7vVzDJhD/dXi1h3zelediST5UNe16CMI6Lsuug3KbIS0BAhNWQqwCtCF+btXELTYzqrupmH5naR3boCGuT4knhC5SWJDFBWpWqEQpUKWaTM8mURLLEspy/GCmLzI/CaNf6A8npDHlXM+rorS+tO8H43V5iK0FEtRny+LJ3jfYLVaoWn2xxE9G3QABIYuX7mCr3rve0EAVuv17HzxwgnFJgXnIe6aav+vHTif+fRD+Kfv113jCG99+9tw7/NkudDz73s+ft/v+56Yv7zFvXffDe9kfbFzDYh02+OYZESBdNoAfNaqzBTzrF26bOE62yDOPjrKrogUQ1Ate3TOoQMQvIcjj2ma0DhC4x26tsU0Tmhe8AJ87/d9L65dv44nn3oKTdfGdMS7845bcHTTVDXLWiJ2Psc8iwGEccKP/eiP4uHPPgwAePGLX4Kv+IqvzO/6gkNkZq0oH77zvte9/g142cseBEP6vIspoy/yvILZGvqyL/8KvOGNbwQDaNq2AMtRtqrVdnfhs2NGaF6ohvHayqpmSeul1rFpmlL9CjTAWUglnGZM4LNnVk2gpanO+lrKCPddGqRuRNZ2HZqmwfF6jb7vcLpeYz0MOF6tcNT3Ms99mYG0fKyN/NhNMxC/cE89V+2Okvaz4BJJ8CIDPQi7UR5QhQjkoELNkDgFMIW4YinGO41T2qMgWxVCconKroYxkNClzk6ATiroAOelpkxAMP3HZOLBbK9ejHEsKUT2eG1BtaCh6zqcnp6ibZ97+QgOgMCQb5piO1elpQAqqx2p2ZgtEoZVKEqNQvlJYU5DHkTb7Raf++xnk5a52Wwj/iA0fY8rl05jgpIOwzCk9cOkUcKkyUrM1FV+mCurBoFz6TyTc8n08rr4pUBJS8p4fNzPOARB8Awxq615jfuefx+uXb+Ox594AteuX8fZZitmxFSuajpLEsmyPcJu8S7nc3uwyPWT+bkCRlmDlMn/6KOP4LMPCyC466679moQFyFG1YdR4KigsjjuKG58I++3FHD7AgtTXxmrB8c2nZyc4OT0NB1LSzcplmmrZv5Fcbx8P2ld+tPskyWNu7aypU8kDJC/EIprz30eYg/FDq82NC0v3EFJK47PJe/gG4mZkSWGLYamQR//Gu/jaoJlMJAK4wto9zsbNg8ytvfbvtx5jVnxULs9xUoIsInGZgThQ+kAgyXNGJxaCyjmNmH7npVx6VLrvOQ6XxPrYSwD5cDTCxhFhHji4Pu6ivb+ruuwy6XgvQQVnrfS6NmgAyDYQeeZWQFEGGy4466yzDc2x3ay5tnkhuws6B2aRhKXuMhMnHdwjU/LhIgcvBN/Yw4mLBlobZmw5vxd6Y13IeLyHBfCSzUAq2nU/emcQ9tSAgVEAnx0wjAYfdvFNnl4fx03rt+QLZST5re8rrjWshf1AEJhJlSWzWzeVuw/TYe8j2Z9c1P670J5UujCUUpgwJpwTUUKs+y5AiKZUvep+nmYW75qUtIboVvdUJEmi9l3zXI1dwsn63Kw1zIgAXIGCyjApnhvMJrvTniQJu85QIbNTovVZTFcB9Q6+K5Bt+rQ9x3WRwNWXY/T1QrDMGA9DGg1uyebWCXTNvt3HtX9wzinDdW9S9/jgVy21k3nD4tbM0Xnxw9dtZM2IALAFFIOEyYGkayMCc7JcuopgB0j53qRPpmmAIoW0BTLZF0LyNYLKV2Hpx2wuS0XtRCcR/vkR9vKskN1wz2X6AAIdtCSVld813/JfiINKss7QFZQyLnr167ht37jN9Lx+17wAlyKyxKPj4/xyle/GhxEQF46PYUjycLlfQQBTrIBWnMdQEW9M3rW2p6vDZQnltu/ExwkqTxHyTXTKs1oECATmQczo/EeYEbXtWBmjGFKGReZxU+/2W5lCXNk0Iy8xTHrmmPkrYaZzfQns/tkZfNOx821e6WkIeccXvLSl+Guu+4GiHDvPfcu99U5lMzOqsgkCVxWqwYFv/PJT+LTn/oUEGS980tf9jI0zUWmuXlIha5KU3N+Z7ZDKQ/voq21kE0xJebcPrC5j+y4WtLMVGjYChCyJc2R+JuLZXOVllndvvjbav6z8+a9aQwAUYz1iBkHh67PmxV1nSwxNGmJC6BTVcSCPmD3XF4CTEX1zgEHs1iIqjJcfM9tVjC9UKLY9hwnwMNAtA6w5EkIDFCIiw7jRm+mHclDYJQcIr1mVhtjYChTzZfV2w0K6j5+7LFH8bGP/SZEkSE88MCLcXx8vNhvlkQJatPKkTFmsn0u0AEQGFJtYXZ8aUArE862x3iimhikoKA0TT7x+OP4F//sp1OOgvd8zdfi0qVLcARcvXIZb3v7O6ADzRFkn+/GyZ8XC4FaBRy5gnmlSZsinV3WgveYCMtz+Xq7UmCpz3JbZTI5A5CUMdsAwzyhtX0kGx81DVQcd10D54CJe4mP8B6OJBo7hIAzf4YwBUwIGKfoSVWET7rGGTFBEoO4ihlnNqsIEoowwCp1TNFOW8gSyHHO4c1v/pLdIOuClORrGj+WeeffFhQAwK/92q/hZ//FvwAgyw7vf9GL0LbtheohbiY2hZr6V2DYave5b5aFcyp74fNmaJeGrOcsOLC791mzsgBos4adSJbJxvpn0zSQ3UZkNp2q2gpE93TplddeMSWAvAIRoG0arDrZn2A1DFivVhg6sRYIKNgdgV63fV8MQR0XYOu3L47Aft/9zqo9EWZnFdQaS035MFAIsr9J7CjnFMzH98JOUrIjWpVIXKJM0u5g44nieI37pxUQPvN24S/zDB5CFRbOxxeA6mc+8xn85E/+OADp39tuuy0Bgn3jW5dXdxEAaiDlc4EOgOBpUomNKTGIgkFGslpp+urKqyQGQDRlyQYWkvEhpQ6JgtQhr7NuvJclSXGQpWU3zsXd2gCQT4J9aU8DmLLtcYoVSDJiYdCma01rqcr5agHBzj0VVJsnB980aEOQDGPBmBZDQNd48LTF2Y0GmCacbbaYwjZqF0G2W5WCCj9vAEB19ZP2bRhWzbyM9UHL2me2fqYndgEqzbGd7GbBnXMh4bugGO3Wlc4pyr5X82lB4DNBu8Zv/Ts9F3EDHwAIDNcQXMyMBzCmvH0n6h5WK5TOA3UpyXiIwK2qWxorcQLLHHXo2xZD3+NotcLJao3V0ON4GNC1kqq4afzOsbRkESFIKuB9Qb9LIC3enGOQdvShAkUu7s9a/dIzyXRl8hgUFh2kE2kPhqDLDPNSZk75CTjv35ILzFYmo5gJj6xA/MyFU/9WUJM3kCvac5Njdx+vVOr7Huv1Ec7ONpim54aV4AAIboIWJ6hByfNJscBODWLvhwFTTM3rGtmFTLUJ+T/75ijeSrGMcncvJ+4Eo/VQ3OuXwDElaZm1q6zSnJGUgj6a2/dNBgOEXGRQS32nMQXpGVyuz6C4iZEE3BAan7U39B08AdthgANw/XqLEBhn2xHTgiBMEm1BmKqfU+uuDD9dpWAi1jEJR87Aoe6r+vvnSxaEnOex0P5tmiZtr9oPQ5HV7vznSe9YnqnNmY3kc5ACAdhst1H7CfDeo+8Hrezedmw2m6Tde+9TYqUlhmzjU4Cy//VcipGBnUfZOlVrklnvtn7x2BdESXDYoVW0iOxxBiugjS4/XVY49D2GrhPLgNmnQFcILfVN/SnAw4CBHQNll8suKRlVvhDbnxZQBW27MfOTudY8Ic090udzDBjUK3STohAA1kyLGQBYMFC4cwyYqKfbXEHRG4qLyrMhYLPZxrYF9F0/W+K8bPr3GIYBzBIoWI/FelzW1rK2lWWmzpHNAfWs0gEQ3CTZoaVIOWefSxIGVqjoIatF33bbHfiG3/2+dM/R0RqB7bp0ipwrC3yHbB3QlQSOxJSuYCCBBAJIGUtMAgSag4Elylr8fq6/5Fek9GkaHC0AygqCi9kRI5dNwjv1E6HxDZyL+Qcml9wKbUzD23cdxnGEb25gAnC2HTHGwLFU60qYFdkJ2dbYHMsNyIKfqD61X0t/BskKpHTMvMNa23vt61+PB1/+chAA7zy67mLLDjOzjQJ0V3Bp1IbzfarthViFrKn99E+9H7/1W78JALjvvufjvV/ztedWI4SAf/JPfgSf+tSnAAAPPPBivPOd77pA9TNYUDccEVKCIue0ZlMcdgTyDHIB2/EMUwh5axIFixzntpX6iiiAncDG6s9MEI+dI3RxNcHR0RHWQ4+ToyNZbth1WPWDbHfcxGVyC/2i7bwZqq/PK3uUN2SeULsV1LKXhDmQEgSJ6EQEy0YIF5aLvCJHAESEZGoBiKbyMErQYAgTeJySxZBDwDiNklRK/wLL/i2Bk2VHUYda++LLE9CHvJujgpoaLHz6Mw/hR3/kR2KKdOBdX/VuPP/5L0ht2cUz77vvefiO7/jO1Fp1F+yy7NTlrNdrXL58GZ/97MNpA7xnmw6A4ByyvsBkeaoEDenBhANKtZSS7p+Peu9xeulyVXoWmtb8l/6S/SB+YxTPgZ04MjtR+grnloBZe4tzWV/adV1xfZpA+VlaTlqyVdfTPKZYJBitHIq6NeAQEFMbAAx9jzEwumghYGZh7CyMWF0muToGdZj6pjqdJ+l3qstfYKJdel9FDKxWK6xXa5hk1OUlS5YUGHyUL0yMFKhOWsBUjHMU2uqTTz6JRx55BABw6fLl4vaiDtXvxx9/It331FMXyfd+3gthM28ZRC4KfyvaeBl9Fc1WrXf+vPlM4XSCHMVVQQ3aJu5TEBMPtW2Dtm2SOyHNhQXXwF6q7kuHd7i2FnmA5W3JbJ8tAlp+/q/si/SbTZ7HKKQ1NoMhbkABBLIpW0jbNhtLQPTBpBUs2jatVyoz8hwDaO2nTPtsHVIwaGm73eKRRx9JoGu72S6/Yyqtg7JaoEP0IxX9ttT/yaJjrHl93z+jVsXPlw6AoCJHTvbYNpoOYGVYNVASQOW4YcjCBN4x9wBloJlC0KV3KvqRGbNZpkPpekHW0xTgMMXUn5xyyctDCNAMXihBRrpkydRlFffKJ7uLuPjH2f0gU98l/55OookFwbuc4YycgxpOrbnYBuSEENB018EkcRPXaYPrN65nhgF5n9oySfMU8xFEE659FzVZy4W0ObK5ZxAQfCHiDoD9uObzLRdA6l/dn/rcZ/GylvSM1CmONzJTVgRNNEFHUzTAcA5onOQcYUwCIBco83jjWmKFEBcQ1KRzRgII26bBajVg1fc4Plpj1fdYrVZYDbK6oG29sQ7ykjy6QD9wXJk0F/g22dDsHURhHVj7QgUuFgQwsqA3Skzil0ZQE8dkgtH8rx6CaZpSZkLV5lnjAzTDJ1FMcuYANvscBKTdDzFFJqeWAZR4jWI53jkEjZ9KSkNq6lJPXrjP67tmYFflRwXwiGRp9fHx0c6l3s8GHQBBTWx0cEWEsAyA5h9Ju2SjUd0cURQ2KoNU7CfmkyaVLJOaJhH+YZpkG1H9jNkNNTCq1tZ3MeTZ8cTQCLsS9i0BigSJFCSpdrvgq7U0074M+FDrwDRNxQTro4VgM04YR4lM3m63GDHGa235+aGpfpW/MU1mqxjPDIzL9X86VAe9zc7j5lmTrZ+aSOsyliLz9aayR5DGtFqashElWn20DQv1f8lLX4orV66AAVy9erV4tm2jfVFEhFe84hW45557AAB33nnXYt2ZNatdeU6xMzNFEFACSlDePyD7pS0rN3WZtajq39lJTuNMniFjt2sbdG2HVd/L/gR9j67vZdlZ28I3soVvStbE8366CAlmVbAvFdFjIOUpKN6jMWSk9mmq8JD6R5tXXRzbrGWiGEqUeKLyMkeMYBSVVB7L+EnjkpGAnAYS2s2mCOKKCIlZ6jNi4CghrsAiUKCoS6mVNcdd6ONPjk/whje8KY4Xwumly/PRYNxEbNoNWliBUnTPMghmZtnSerU+AILnNkU4UFgGdNAnaQ2dbJTsWiWDr4nNAMpPiv9qsTukDEM0Z90ffJomBOcQxhGhaRDIYQoBbpIoXY5+TzJM4CKgwF6WwQCZubCfSVkBq8zWHlvyS6cJs6NonSxLy7D6vgcTgclFQABcP7sBZpZ4gvjgLMAAfZsWnuyASPFqraj8M1upgDw+QNpHJhjNAKXSBH8OWXCZ+OYCaFgsLwdq1uCntgSl+wtwRJHxcQWcIiiwr4toloNAa/Dq17zG1H12yVwwQN73G97wxh1jTcGACozcB1LHHPxKZk7adso50ZJZc1jshV3ak/FZ8WctMLi+BaKdtk0Tcw10yUKwGgZ0XYe+7yXnQJuDCAUPMGj2hN2UxwCBfPoWzyGBBKlaBBymonl7IumPlFI4hKp8pLmqwlXjCGwHODsmUr87qGuGQQgKSpKLAGYbdU4WBGYGBY6pioUHc7QekHMFKGXDu3UjKE8xTTQLQGBNVJLQL+P00iW89a1vA4C4AJVn/HquwOgXM0930K4VB30/4Ojo+AAInstUayzn6mhRaKZ7b+I5F9UJmWUqhcCSrStteZoVHBc1khSA6B18UnXNJFoY4MkcSACYyiWRCz6x2hemx5fqvQ8h631ZKJU9YIOdmDlFm4/jCGYWkEAOII9xnND4BuM04sbZGfiaaDgT6xS/Ce0+StFaE9CfpYhA0uiSO2dh+HBss0N9wR6gZR60BAb2NkGrrc/X+u2wRmSSNgTz/MJUHMvKgYURfOwqkgols2gFA3h6yVvLh53XrjxmUa4qiIMtsAFyS4NjYVoW1jHAwE15va1v0LUtVv2A49Uaw9DjeLVC3/cYhl5WFDQOcJTM6tKXS4Fv5xOlf4x2rr9Ia5apAIYxiZd1DRQuAmbMlguTBDhTWtscx1gU6Io6whRdNlNcVhg4xRCkJYTq2lGXASO6E3LbnLy8uC9L3rUwuXBIrQOyq2HjGzR+wsRBcpiY8Z8KZTuryqXFsUG5vbbtVf8V72FhHO7ilX3f4+jo4DK45chqeQUZbdoO3vq+hVuyBlcwluWc/Gr6LZBr0uWs5pMRcvZ5VwJswVKhz84XztmR1eaWAmVulur7CqBSFVdHQU+TZCyU1MaEjiXAkBkYrvVgANc3ZxinCWHK9p3yLeZfNoojC71ZjfO/jCgQqbw4mdf3tHu58HPoJsGA1oyzxmxpb1BpXVZV1+KX6co9Q6fQqG0ZRpak4nYx2osy2aVrAeDGjRuQ5Y+EYTWgjRkwa1O3vTUwx/vkhWtmORWIWt80x6L5WNOHt75B37boW8lG2NvlhY2PW4CrUGMzz/fTudeYC+yrXowTSgfmgKA4bQTqjbMzXLtxPZZPkkk15j1J80Q1fVZXp+YZCFGRYUXJ0NgHjSkQYKHzU/labBjl+AKGw5PXr+HG9gyBJE3y0fE6rbryLi7PNlYhYAk8qrpA83F6wbn6dIBC0zQxPfXuvBNfbDoAgop0chdmTMoDJVTHCzS/oEVc9CXPtE4YIenyOmYX12U3cVOUJqY5bbzseAjoxA4x17+Y6ySnL6LZ3qxaIAUl+wd0XSdrTrTavr1ul+DR61OyIg1SKBjZvCz1/QJmaZmbABCO12t0TYdpChhu3MAYAm6c3cC1sxuYQjYvMzhvTlTXa1eb40nV4WxlayHIQMyLv2MzpQuYGGfPxvlZ5eaPkQonoXXBZy72gR0TlYVJ813UJgJlsaUWNn9W2Zs3SzJblzTaYIIFz87O8A/+wT/EY489BgB485vfgLe/460YR8mT4Ly4D6apHMfXr1/DD/7gD+LatWsAgDe98c147Wtft1wTkrnUxFwCR0dHWPU9TtcrnBwdYTX0OFkfydrzthULnveIno6cVZSslaLs6yUesURL77sOaqv7C1y+5hps2RwmP/HTP42//Nf/OgDg5PgY/+1/9WfxvHvuyeZ/KUCEfLQQWArjJHFQ29GMU5tkSP51iM9VtUe3TY6ADAz8rR/5YfzYz0pmzhfeey/+9Pd+n/BENGjGBq1nOB/gwfBNg4ARCFOy9O3txxDSeK/7by9RZRar7tPvmsJ4vV7h2rUB169fP7/sLzA9a4CAiD4G4IU7Tj/EzHcv3PMVAP40gC8DsALwbwH8LwD+EjN/3qkdklZVPjOdtKZyQfSkoLWuJ6SouWl9KZZgf6UWrqN4PD67BCScGGJeKcEqqWRCuVIDKAVdSWrKrAX8LqazixHVvlw9RpbdLWizZVfMQYEPjEAB3jdoGrUUMPq+w8QBzTSCt9u8DzpEu09GHRWa2q+54vbB5rgeQ9J8C5sAIzEwWmAMnw8tulmWr5xV9WZpGcxSlcSveHvV0/P3wjBrrGl63lqfbqKG1ZN2a2nMjCeffBKPP/44AODG2Vlsn2isxkYcr5dfIQQ88cQTaenj2dnZYk3yuKa030jbtmmvgi5+b5sGbcwmKhlJkcYfsbFV8bKVaenYLv/0Pt5zHhjQMupP/bt27Rp+J+aJeOrkBON2TNp+0voDp1wByUowiaVgGscUGI0IninytKjDQ4O644noFkAG5iS99dhTT+Khz34WAHC8XkOVHcnWai0EMZFbmjs1tN89W/ZaVhaOi5Iwt1gtjUsAKYXxf9CAINJjAP6HheNP1geI6JsB/O8AbgD4/wH4HIBvBPDfA/hKAN/+TFRIrQOJ6doXK+qWMSsLO4tx/VLPCz9ov6ao2pNluCH9x7IBCAEMWcvLQRKuhEAIlCPsiUiidGOgITOnLUZVq+H4l643pD+XGHfRT7PmzQf/LiZTLFsqEE55rwKBpmly0BPLjmdtI0zg5PgYbdvhbNrCNx7MAdcCYxu2hWBi+7ybkEOL4KG6QJlabOQzCgqAC2j8n8fjindRkBnhBvQIgzZiP70/SqbwXbQX0uxwB+y7XmNNbJrsXQLTe4dpCtiOWxDZSIY80m/WhEuUNy1aDwOOhgHHqxWOVysMQ4+hayXzoiYMy2YUuJQBExd+f/uE00Wsk3VsSG5HaZGzc3ypTBX48l1iAaZxRJgCxu0WzLJCaBpHTOMkloEpKwCN94DZkyW5ZCIY0CigoONJViKWCbKk4jExm4fjgMZ5jE7ci45lw7RpmjIA2Kmc6U6iulvsMiCoFb+LkgVkRMDR0QmuX7+Bxx9//Fl3GzzbgOBRZv4vz7uIiE4B/D8BTADeycw/F4//XwD8BID3EdF3MvPf/nwqk/xe5piLg7OMzo3XJ60WC6NTmCZj/+SkRZOq+rliICExHAHjJIFR23GbMq81JGtrt64FGoZ3DhwZoX0us6SQTQg6+q3gDA9SGRaZgAjgHIxlgxKBZUZ93uSxv2dMhkpRVPeLNQM752QXP9ZcDCMCgNZ7cNfgZL0GMSNsR/A4wQPYbEeEqtTivaRqLE9uBQNkD8T7ynpbbUHNEdGsLQ/d/Yx9FhLM+2SxHVX19Pxi2fG2f/fvfh0PffohEICjoyO86pWvEZN2Yp8LAA8V2CGjYROKc1ReslhHQN7lr/zKLydt/vbbb8dLXvLShbZmhsrMGMcRH/7wh3Ht2jVst1vcfffdeOCBBwAIgHz961+PGzduwHuHF97//GJDmXnfZc3tDW94AzabLYgI9z7v3nQ2tSeOY9mS3GPV97KcrO8x9B2GoUfXtzn5kHP5PWpaXtTEWGIX5/mp5310sXNqtNF3bUHAUsDbKx98EH/ge74HgATGXTo5SUI/jFP65BAwjVMCCZqG2JMDO2k/geCYxEJSTK481nWDL1ZezBpICLzl1a/FpeNjgICrly+j9T5bGSLfciTuh9Klof9UwYRcjvXCOHgzfbrzSnNNBDzD0Kdka882PduA4KL0PgB3APj/KhgAAGa+QUR/GsCPA/heAJ8XIIhlZuORarL6b8XkwBBNXQUJMqqsaRYEFQtgGCapWgIR4EUYT1OAczGqe5JlO5vtFhpo0zjZJrh1GwAtWt/Ich2imLIYURipjzROdB+l2JSaguSGsAyBZGKxu7jGcF7/7gMSqiGo4LTn9RpNu2oBwbid4i5yHs4B4WgN4oBpu8W03cJFS4LunJbavAPxn080AxAUy+PEbIqri7KX3Cdzygj0pgwZlTsIIBM3QfUlAAO//uu/hg9+8AMAgDvuuBMvf/BV8D6zh4x9KsBXMfHMXctUxvlzAbjYKcWMD33og/jEJz4BAHj5y1+eAEEpwMtyttstfvZnfxYPP/wwAOD1r389XvSiF4FZVqe88Y1vhPcOXdeCiOOWswm5pOI4b4GJruvwpje9SWpPruANSrqyR+N6hr6PqYg7rIYeq9WQdi/U9OLxQQXAtX0cT8+Ax0XoZubj0vizQcnKB7Rc/Xv1K1+JV7785amizBIrMI0Txu0W280mpRdGMDEEzHFlQswUaed8Mi3FaAK9RbsrdhA7FB3z5a97Pb78ta9L2c68b2RlAeUA68TDtK4p5TFM4QugkHKf3owFQO/ZRZZ/EhH6mJviIladLzQ924CgJ6LvBvACAE8B+CCAn16IB/iq+PmPF8r4aQDXAHwFEfXMvOzouyDZvedrk1rawSsKYyZ7XU4TbM3feUKbwnW/Hrk5fsZzatoPwnyZEXNsqzCX37rtZxrk8fsUAmgS94HumJERsJ14sR3ezaZCbBRAFAPkAASAaD4x7CC+GaZlJ1lyPTiC+E8tEMsdmIRSDPYhIDF5DgznJFjJhwyEdGVT295AIMJ2HLHZbGIfloFMNzXxY//MyFgNlmhX+YvPZvPu6lMXqGsBNonmhdQXF+WLK6p8BpefaexCxnrU4srVA3Z/jvI5FpDt7hf9LMGAtB/QDq81WXUp1eU2TYMpjJhitLta4nKlqzZGCMMyAWQORWuZ7jbadU2KFTg+PkLfdTg+PopWAtnFsGm8gDLWvuUc06P1IAPYTP/erDC6GVItVVpa9qXOCSDP2TBJVtRpGpMVQIMEx3EUADAF8eGTAKz0nhP/qywgrOCS03PTHsamnuSdlKf3hrjnBnNp+YtgQOogwb37F/btQrXzvnqmBTaR7IHwXIgfAJ59QHA3gP+1OvYbRPT7mfmnzLEH4+ev1gUw80hEvwHgVQAeAPArT7s2VH5JggvGXFxYDYBKZ0r/Gl6VRXAqJDKfxHsy89GIt9qUzYjJiTjuAb7AWBlyLrADGWYYbPmalMWgdivYUiAc5bXbqq3YPil2LDTnlpiXxiqUvaTPNr2mDHlm0tSOpKSR6G/xB3tJRcvANMplLUl2uKEfcTb0CMzozs5AQMpjkDaMMc+5KCioWQgQX12BKPNF5g1cSNMv3D3aN9qNVf1m8RrpWZEJG5BSXEn5jn4Y0uYs6/Xa1Lvi3OYzLehkU6/ZO5wjpHJsc87QF2m1Wqe6yG5yXNxnhy7AyWp1dHSEs7MzMEsWS7uz5rVr10BEmKYR3jvJAaDGZSoFFHP1ttSIoAA2npGlrxIp3sUdDPu+S7sZdnGZovcimGDrzZi1yy4S3jdObiY+wN6zXFgNB9IgK+alataaHXXajpjGETxNmLbRPTDJskECS0Iz5PfKZugIGNL+1XFURa6otdLyJjH8I1CM/ieC7BzFAE8RsOX2EklGwwx5YO5LPWXPVv1GhVK3tx/30HnvquvEzTTnKF98ejYBwf8bwD8F8GEAT0CE+R8F8AcB/CMi+nJm/kC89lL8fGxHWXr88nkPJaKf33FKbGDewYX8EpMWaYV7+h6HWs7+Ag2wytPMkO63rluALr7/mpHG74kLxskZn5RSgHNO+CEatEvpOhFCxh8Vo3eGyS3Vh2NTpjAVWvQuwb84YXaMc9aZSsloAhdC7ON5WfadgDku25Lr+q5F23ic3TjDFMQvCag/FOiHHiDgbLOB8w6bzQZnmw3GuLsax3698HbBLH04C4rUc2lIVBryDtrZd/uqUAkULQdAzPIG2SkOUHUvVm8OT97ylrfgDW94gzBR59A0DoypYtP1fVwKzyigtT/TPdHFU5vIU52ZC0b+1V/91VGDF3P/nh5Iz+m6Dt/8zd+MEAK2221Kd83MONts8EM/9EN47LHHQER4wxtej7e+9SuQJ4MBMlX5BYTjAMClJGB926DrOhyv1litBgx9j9OTI3Rdh6PVgLaJlgEFA8kiUEb574q10WXBNzs2ljIMLpE1WwuPs3q0BOyGmBtg3G4RpoDNjRsIkwADHidJJBRfa+Fgim0Naq1MlswIUgEQz5UKinuuJHeF2Y1RAYaDjO+AyNs4JjPS7JTxz8Ut3310G3jv4CZK7oQ5rF+C+V9YIiKcnJzg+vXriwbHLzY9a4CAmf9MdeiXAPxhInoSwB8D8F8C+NYvdr3I/mNMyqoo6FXly9O87jBamE1za9aR16q9jt6ZhpIPMjIIUcEe0pKekJiKuhgUXavmZJG+I1nyVDCaaiAWjCSh9FKLs0GLSwwrPzeXM9M1LdKyx6uyz6XobnBwMReDIIzGe4RGcoYzM4a+BxHEx6naTggxedFuZmDrUVhEgOK+2lQOXtDmOL/Turz6mfb6wtKwp1/ss1jrHu9h+1lpZX0v2i2Ku+1n8ZSZIMvHs+b+dJnrMKyKtnA17mIzipo6IrFsANhsN/G9ZrfaU9eu4cknZfGSJBtaahotHFQBluckmbiBtmnSskKJFejSEsNGLQOxwvU7tU8jIG9IVimxta9/qV9qmrnxqtdBSSiqkmMUA3BKFKRLBcfNKPumRPdA2qloaZgkxSgDntraRQqoU2NVy5LfpJ8xCBPRFRUnVbrGPjallSYZ2craxH2QQYVaDygCEzZ9tDQCUj9Wc9e211xY9PtFXAy67PAL6Rq6KD3bLoMl+isQQPB2c+yx+Hlpxz16/NHzCmfmNy0dj5aDN+pvB4q7F5YC4LxXxtWIshM+q+nmuWo20/EWVwIwB8hGLKqJIWmxusPhOI4YmwY+uDTRYltSJj/1zWucASHvt04uClDKwo3j/Tqw0+5oZrOY2I/nD/ay+2Z9so8s4NA21SAhgRG5AOSAtvXwgbAdE98AY0DbNBjDhPasiaZk6XCeJmyDJnE6/w3XPnXZrIUNYssvuRbeFzHz7rp2F6OKlZpJSK2BLomN9iRbs9Tc5WWG5oIddbXvZklQq6DREhzlcXgeLfXVXkEYuT/XFUjmmhJU6Pr4C1Um3wkAaJxD23hZRdBL4OA6Li1cDwPatsXQ9zHCHSYLn62ffNptqlUkx5kX5eT5wK8+PnNF1GBd/6Mczle0McRYgXHEdrOVYMEIojW1sAKY1LX2mQYEhNoCUn+LPMJaBSTo0CXgVWpDOW5AD4VQvl9pE4vy45zsZ4DMDzJ/u6mX/wWj1WqF9XoNH5dFPtNxCjdDz0VA8Jn4eWSOfRTAmwG8DEBh8ieiBsCLAIwA/t3n/XQWJPrbv/2b+OQnPgEQYegHvOo1r0GTNthhcEKXFy2YMvLn6jBR8iZkKZoRrTI2Io5mMJ9Ma875uIRQTW1xmU2xUiCupyWKZjpKz/XeJ2aqwED9fynIiQhAyOlEab7aIPefEY642T6yxexgZgtuBBFbcr33OUaCUt+KoF0NEsm73WyTUBjHUfY8CONN1M6+RBkLZIXsrC2ZEWXtOTPvOg7DfrfgLD+AYGU1ZbU8HSQGblw/w4c++AFZZeEc7r//ftx77z0VwzFLaitrT35s+Xypdw7ak/aZAWTuYVjNGEmY7OysygJTW6UU2mDGNDk/NUspCTb1hLd8yZdgu9mgbVvcdvvt2Gw2OxnvfIwBEmApwsl7j6ZpY6xA3MGw0+RDHm20DGhd3v/T/xQf+uVfyXVOj2W8+x3vwMtf8hIoLLP/1rQThFcC1+k7gWjByfWgZROEX8RjDGDcjvjff+gH8dCnPwNmxoMvfgDv+LIvByaZ9y4OsaBRuszgFKwfLZMGFKQgQdZNjBQgSi3JaV2El/zcL30AH/joL4PI4dLJKX737/p6rFarJMWFBemAl2POOQEojhI/JiIEko3Xhffl4EJ9fuKuWhfAjDuqhqW+syVQU71Oc91FRbqONecchmEFZmCz+bzi4j8vei4Cgi+Ln1a4/wSA7wLwtQD+VnX92wGsIasTPu+e1Jf9yU98Ar/wb2SF4+npKR58xSsSIGAGctxA/jjP4kN5FFYs1p6rAAEBEgjIIApZ6MclTM45kM/xAnJ5FtgaVMWAWDyYoEl1KW7Pqr46Nb2bmWssHA5myhSCY7Z8SlF/PbeKa85HCTXzs4GMhSlShX9sk5TtQRNlQOAIwyiAYLPZSPBlmHB2doYpTNiOiszPsxKYc6lzokAF7dkKNb9PCwqW2rm7Q/IXsoeMpqvOKWJgc3YDH/iFX8CNmHd+GHrcc8/diyZ4+zu/2+waswaQDAgmY7nJ9ygCVJMwh7p90sdFG9L3UmtXsCdNjELeMmeDsPO3DJBCXIL2hje8Hm3TYLVa4alr1/D4449n65cpa3lc5lgFR5JIp/UefVsGEHYxE2HjNW5ALAM/8y//Ff7eD/7QQrnAi57/ArziJS8xbcmz3wIfHTJs2rZIrBoyTFlZudA21u3cjiN+4B/+MD78kY8AAL7+Pe/B2978FiAEUBBAEBgpaCn57RP/y+/NWgko/ibDIMvxJRP3Ax/5MP7mP/h+AMC9d92Nr3/PV2O1XpcS3CkQViBBYCecKRiwkMYsxNpgsxUuz98MCpgrOMYAUdnf1oq3y2p1UfO/3ieAYMA4jv/hAQIiegWA32Lmp6rj9wP4n+LPv2FO/V0Afx7AdxLRX+KcmGgA8GfjNf/zM1AzlNrf/jNcf+qgr3dtMdfsFTVkNK1oMiRCjPVhkAtpj/WkOdoCddIsDEY1P+peBgkwtDl4x3L/lLkwVn4WrVuUnS9OaLvSMpOVgHHhyVLTrpgCMU1K4ZpzzhNAXk2ODfzkwOs12rZFCAGNlw1QphDQtA0YlJZTJVMylc+VHBMqomKDA8M0PzFdqY0K7qfX3vRslMOpfuW8HKu3s7z8qd/tq1frisvanIK7eE8IUzK5Jw1H+8po8KRlW9eb1dT0WbEh2u0q9ELVdh1bVnAiDV0JCFW+TETFzpJ6rQJBATRyUANPaxdV6mNSF1wD7xus4rrx1SA7F66GAUPXoW8bNN7DEwGTPiPsf0HV0FD/NqyATS/PHN8xpJLoL96dS/2mfADxHem26lNceaMUxgnj9RuSWGgKGMdoVZtCskKoy6GsH5JlIH03x9JSbaLI19xsfAMwwYVx7MQ+IcgmRmKQYMA3YHJwTswVgWLciAUdsiuC8DVI6pU6FwnrAKy2R77IzH0mTPzOOZyenmKaJjz11CxR7xeNni0LwXcA+GNE9NMAfhOyyuDFAL4ewADghwH8N3oxMz9ORP8JBBi8n4j+NiR18TdBliT+XUg648+blOkMw4DT01MAhOOTE+xKOMTVtyQQpeLxjIlCXxg7BdNLE9kAAuIozPMSK5s8KAEJi/5nWkAqDBpXoDuAkcvnRMGjxEC1zsrSU3SutYwUnYfE9FOwDi1cky5dnnJLroE6QK/wXUchYuujQsGRA3ugRQNmRt/JJkjjFND3EnB4ttli3I6RiavlAaXJuxLLSeCz/JoZelNlsotpcQAs0NnZWdTsRRgdHR+n7JSL0LQWHlAmc4KuE8tWF3f4s32aP60A1DrL2FPLU9ZV67+slTFrz2SgkS0i1oIVGa5BnkE1SS7jDMgORiqGWWynuskoPVMvtiCCgBw7kKtk2kBFv2TXiZxr4sZibduINcD8NU22DAgQCil24NLpKe69u9qaJbZjvVrttUnl8Y00D/OBZUrzNGnXli+YsmN/hEmWDd5+9SruvfMuMDMuHR8jbMcURBiiBS0EWTXDmurDVqfQjJARXm3yyaaEtCfBrA21JaMCaNA4A2YA8rkZR3z6kc/KsmwCur43LtH4bg0n0+cqKKh9m1R8kzpfu/ZUTGolOS3qANgaSC7FQqWuqHhZ3/fnrKr5wtOz9fSfhAjyN0D2ITiCBAT+M0hegv+VK9jFzN9PRO8A8KcAfBsEOPwagP8MwP9YX/+0Kb7717z6dXjFy1+ZJlN30dSSF4GUC+R0F0JNuWUKEwYaGZ+XGALvPLz36XdyH1C+P7FgI/DVpO68BNwUCUAi83DqPrCD22onloMV6uXT74glU6Z1C9jJVd+n1WDmtDzSJqrxTgQPOVkTDgC+aeJWtsCN4QxgcSVcu3YN23GK4CCCAo7m0mggUCWL0n+pxgDqnSCzgL0Z+uhHP4J/9S9lF7fVao1v+dZvxfHxSX4OUQIsBb810+B4fYRv+ZZvFfMudAlfFoilT5pSH2tf5oBSeZ4jxCBKbU/U2OLWswTABZaVaAlMle+yaRrZ5a1r0052WtY4BUyBs5VmEpeEZZK1dUDiYAQ09XE1yTbFBzAmkud2nVjVNmc3wGFC2zQC/IBiXOm4seNHd6Xr4xbGJ0dH6FsJIBz6HquuS6BAjHmcBChzwHd/+/vw7d/0jUkAOQX7jnC0Xldjw4ymKk/GheZUMZdhQIGV1xI0mGJophEcAv7E9/0RjGcbhBtbtN5jvH6WxpePAIM1B8AM/LKsVFxgw/qG9Q5NBw/nDf8py9MMkJkPKYBkUJDxmGGj5CD4+EOfwh//b/8Crt+4AQD4g7/39+Ir3vRmAQ+kfHLaqYSUwDBbWTQYN4SA97///fjEJz4OAHjhC+/Hu9/9nr2vQ8fRrqWg2l/ee5ycnKSVMM8WPSuAgCXp0E89jft+BsDXPfM1siQDoWkF+etEKqesSYCBUptJI99oObWcTBkP9Z804FW8yJ9L6YKR/nxcGZA+yScgMBdNxWPzM5yr9iuIp2KqY1JfvWGKpFqkqn76HKvBVN+0n1Jv7dHAzqN9eC8h8AJMZGaqd+p+DE3j0U0NQtdi7Hs4ADcGiQqfxhGORjgQxmkUoTHpxi31i9PP/JSsDdcaclG9xfbZfhjHMWUvI6IYSb3QD3v6xTkngVmxfnaZqpZl34WCnKSMx69OrUhxhAVH0Pj4xgvISmmOHWMKHJfFmr4AgUOA8xqU51Nuf3H5BJALoLhfh9bVkUuBosVfqjPBeZkrTePBgdG2jey0xyHOw5xIC5xN3rKyZ96vdS5/770kHuq7lGa2b3PiIZmn0soU+BjiVjwcsF4NWA09NFNoLjvDyYyp2Rp8wBUfqXmK/Z0FZ/UC82BJ7zwESTAUpjFuRDRhPQxA2wF+m3cjRKXZJktirU3nZ6UxVZ414yy633QFgXNFcaIWyX8KuzMHi8icIGUYgDKFgEcffwLXzwQQbLdjNWbsuEEcZ0UPLszRbO1iZpydnaV5udnorpk3z89sPwE5hqBNgevPDj0XgwqfMxRq7QsoJoKdoOkaIzB3DosCFNBskiljds4JA40mVt9IFL2YKVtJfOIbNLrqQNMe18/jXG9dgVAEJaoFQQPybF1stbn8nTR4lIw1QQTKJu55IFj5fZ/rYFfsQFFG0mQhQoBtXShpGt57DCR2GE+A44C+8RjHEWdtC0eEs7MNNpsNbtw4wzhNRVlLwAc7j82hZFXz8up97eRQaIw106VqXFoGrVqO1qkIyIS+bhGa3mrGcQtZ7/NxdjFbXBBtvk/Z+HxqwxRE2y+CruI9anLv+w5NXMPPzNiOW3HjjAHj5OPWuKHYJ8B7n4S1uAk0klzliotAYoVpmjCOW4wRXHin8R9xsy6nOfNzxsoQQnqG/rWxfcMwSKzAMOB4tUbXtlitZDmrABbEJDnRMhAmFSXiOojvgdPbIajdncy8T+OFEcFbfodcjb7CmgYzD9JLjedSuRxdGQHTuJXdB7dbyTo4TeDtJKsKtjHA1owPHUZFzEAlxInkYTsTUBmQ5YiARsz5rLlRTLmePBrygAlmVgoEcIwEyPXJoCEVY5YyOhNcuGSRmB+pA1kVSFeq4QIvq7/Xbjr9bfvJe4khGIZhVq8vJh0AQU0JelPJT3Vy7RbzemNZnGozFiVHZVvGJc0nGSFauTi6CbJ1wBlLAEftJ/vPS2uFd3aJooNrfJokGpioPrYcR4BcuQVQYDVSSskT9DgjJ1SotZNM//Rn/jn+1b/+1wCAy5cu47t/73empDI7e3XBbWC/a18yuTyJC46VJ6+jaIaOk9N7j+MxoG03ACgKIJka2+0IxgYhyD4R8tyQy47MNkX3x35LYJG1JpUtKSassAq+1Tae97z78La3SSqOpm3R95lRsMY4xHKdz2ZuBQIyTiSIDoj5ElKVlbHFbaWJ0MWseil3BSMCUh8FXt4KtvF5u2AFA9pfChRC3CuCWbJcchS8Po69tmnQti1WMTVxOzbYjiO2fgJtt7JB1RTdC40AiLZt0bZtzJ+RNTorEkKQVQXTNGK7dRi9WCDapkmfjkSQSOS8bCCmc0HffdPIct6+79G2reQZSMGEAgT6tktgSa0can5nTdyjZmgAIB+FpnFVxMQ7Moy4GDMIKozy2KkFjXWz5QBNBcfKtEI2XGrd4uoBCgxMATxO4HEEJgbFFQRalKUwm9Mm3ijdE+tTXalgiOEQQHBxCbQjj7e+6Utxx9XbZQvzo2Os+7W4+YhEt9DyCotW6VK48+pt+CPf9V3YjiMYjFe8+MVwESi6uBpBsxfmfqziVfIjZsY3IsKrX/1a3H+/bJp16dKlxf0y9F0sfer3uXXuYCF4DlMU0ZmDFsTmXz09jwU396mmrBo2oXAbEFHa2jMfjBnRPOcBHT+Luqg2jCyHlRwJsyLvQV4BQXYVJFNaWnKYUTrPzI11FwnTIc5r/hE1riTsisszIPrABz+Ev/m3/zcAwPOedy9+z/t+N46OctqJXe6BeWChEaimr7NVYKHagAgUZlCcfN55bKcA78WvrC6YcRST43aaAMp+xKT1FeWHpKHZ11gw+AL16e85gweAO++8E3feeees/dFcYawF2dfvXU7lLFHgjGlCcp+Aok5VjBEBjm3jZUe+FBhHCRCkjJfK3JomjSHVqJWRSfZHAU9qVdlut5L1LgosIkLrJTBPgzobfY6TwE4HxtT4aCFQk70I5GLXQANuWDc0AmMcXWwbRSAg7oSpaUAkm34Ra0yEmJ2bRoMG83bFq0F2K1yv12mJ4dD3svSwVXeBJO0KIYhFSRP4RKCe5podAwbIFq6+CAJCnNTWMnURa1kcKLF8BRghj8UwidAP+U82JJrAk5zLnrES9CZBSVpapZEvmQ6QBasGA8ookI2K1NX5ugdfhTe88rXwMR7KO58CTsmUKkZASv1hrSJXLp3ife/9WgQEBDCubzbYTLo0NlsIFCznCsaeMshmHgQs8+bFL36xaVcW6vXmWks87Dy+1nUDmuYACJ5TlCZBzGRXD4v0q5oPSSAin7J/RQHx9tJDFgVZEs4G4MfJGJhBAYArg8H0o54gAZCkIrqXAcnv2kxPTKm9Uo6YV4uJbD5rs2TOWJYZUQYHc1XDTkaqzlnKDNCi9tJsZ2+1Ze2afNanyCyJnppmAoPQtSOc8+jaG+i7Do13ONuI1WC73eL6mQQfasCcCGbW/ahkudkOSr7lojvKuI+LxlKEuBOhaFc5+r1r2+xPj/Eg43YbBRUQJsIUJgnmgq4iEAY5dD26TpbRiQbfJmuS7hyoJk4FAtmiEC1OsY4hBEzx3QcWv6tEqo8JAx2tBrRth+P1Or2Ls+0Wm+0W1641GMcRbXThNE2D9dEaQz9gtRok9sD7ZOEJ0UwfphEhBGyaBuO4xWbTFFqlZoFrQ0DoGGMQy4laCNpWwEDXtuhixPd6tUoWgq7t0LVNSjzkVFAGFvP7NKWVKsTRCiGpCsEgyCadUQgqb4mWvRBdU8lKYMADOxtoPB/PS8eIkKwUbLIyTpsteJoQNiPGccT2xpm4DcZReAsADpH5UF45Y5fp6VoeiduJwAJxySeX622MOAXSvoM+3k9xVUl8RTGtpsypZYuItkPBgoMDwyerYF7+agC62bo9KVV1v1l2qha+BNh51v2ldn/evC+vN28qlk1w3uPo6AirON7GahnoF4sOgMBQ0t6B2RhI0zQNHAUFWRMV65YJgeH8iep+MrvQJX9vNH0hDWrOTCJKxayVGvQcNTo1nyWmU7TOmBGsthcZErHLAt3F9Mm2b6xmvktLUauB0WSUIVthfeXqFbzo/vsBAHfddWfcf2CZZtbPapIsRjVfQLCmiezle9fKQ8Yxpw7dTmIhOOvOADC24wiFchxybIFCIEaZzoGZsdmc4cknn0xlnpycRH970tlmgGtJCyxiMGCGXtJsfdRqIyDwYp52xJimSawFyGN6miY8+tijkR8R2uYOHK2P0LfRt991cSxIoOVUAYL8vCbFGogWRVFIZ7OoIxG6k/dpHskOgSKA1eqlCbWmaRIrAACKz+rbDl3XRqAmgECGc8wrEAImR2kzntqSpjsfbuPqEWaWFREMTF6CF5u2SXsS6BKwIboMOt290Ht4Xf5pgLAuMVQfvYz3aL3TuavCzKlQ0zJkz4D6Pdt3bxUOO4b3EXPW/qWOEFA2xRiCrcQQhLhrobpJOblLyaRi1yWCWnb8jD+Eh9TCrtKYlL8VdpH42wD+ol3M+Oxjj+LxJx9HCOLyufuOuwplim1ppMcpCfb8+FJhMg9J4FhdFIwcKKozLrf95gR1tiTE+YHozlTfMSIw9y5ZqHJQ5xeXDoCgohIEIJlmzZitKL7UUpbPAvDSpelTB4h5bgIFclaWRUUmDEhGQjV/mYBA50hcAj76fJvIqGMUdwoc9C5VQX1fQdQWkMsBLuSjb85kBqyR8L4gQCvYrFlN6du/7Xfjm7/h66VdzmG9PpqVU3bYxck+e7HEWB/VGJpWpoDzHu0U4JsW3VmLs7MWTeux2WxAJHkBfONxdnaGzWaL7QaYQsAYl/GlrYbhC37zsd/4GN7/k+8Hg9G1Hb7hm74BV69elbrGEaI++pRVMllB8g6WBXjwGuwngnF9JEJr1Q9o4hK8thH3wbiVHR3PzjbYbiUvPQA8/NnP4e/8vR/AjTPJivbt3/LN+IovvQfr9ToF0ak2uB23Aggig1LrQBs38dElh8LvY5pY5xJg2mw2GKcJm7g1MTMngXt0tEoumu24FctADPJUl4332Zd/FHO+S7pu6ZVp2iJME7bbMQYGNpimKW4pm9+5rB/PY3maJOdE4Ays+l62oh2GAU3TSD29Rxf3JiCitLRwGsfkphjHMSZsKmB0GsYMyGoVIpDzSZCFKKxr5m+tcbJiQVZTpDiYykQ9G+OBwRzrN8Z8AlOQZYXThO31G2kb42TJs9nIiECQdyi8z7gM4jalWanQSs93L9T+tv1hhXOCB3vAzd/4wb+D/+2Hvx8A8MJ7n4+//F/8BRyv1rFiJNYWXelBYjUIEFCoVi6Y8/pSkrv1JthMkXWTZl9QnlR3bualgh8zjLGKIgNo2g6nly7j0UcewTRdv3jFniE6AIIFKt4zzRYWIoJPI99zRrpdQyO9/KqoaHzLT40TRYKm4jpvk2OgXB0QfbxRMOhfvr4yZ+nkrmaAaAWYXbtLG09AoqZSlc9tp7JfVjFie6nsJVrSnOsgnZqh7NOw6+sJSFH04mtuE5N2RNisRGiN05R1G2bQOJqUqRrgVT5ziumRgchMWKPcXdqXovFtep+5rnKtJtLRVLHBcDANfhuGAV3bYj0McQmgSxaC0bto2ZA2jl7a1PedbAEd60bxWNs2aSkhs8BRHwPf0hbVMZBO/9SPLiArjz+1nRARmmnKG/0wo4urDNRCoH3no4tiikGGCgg02t83TfIzK1NHFLAhWOuUjXvgeM5hGMIMEEzxPu9dsg50XV4FofMqxcEkV0X81HgB5PcmAyHO7mQWpFJ2BAY0ep1rd5KOzFJx0He1FGSrYyf9BckyGMYR0yg7Fco2xpO4T9KOhTpXjZBigKFbF9eWAYl5slO2jDew7cgasAKBXcAgX1fyrbOzMzwRs/c9df2pZJVTkwWrtSXdG2TRImksTdntJWtQgazAOyDtU8PVNXUDd3xno/Al5lqcWwIhcsB7J3Eyfjfg+0LSARBUZE1MYt7L6E3Psy5pBtLJdD4JxP3PkaEHOGYEouJ+1f4kQjYv0ymWRHkP7xs0jQRANW2LxjWReYlQsNG0MtYD2JGZ3HnznITSFekQUhYahgopncgZGMwEsU4syuY8V12z2O9EZlLePF0o2Ap54quFRBmUCiUQwROhjQJgu90CRDg760CElJkOUQNJa/uBXEb5wOJnWi3iHRrfom07tL7JGdVMHcXMm/MGhBi4xrG/uhj8dnx8jL5rcbRa5SV6LmZv25xhu92i9Q222xHTJEvrrt+4UdS161us1yu0TZv8rCwPReOdLPWKZngXAUdjxpkuZ23aNo1P1RjbthWNvW0SwBEBLzsGaj0kWVCIu76FZCFwLgPdru2SO0Dfo3PSdy0oBoXKssVp8sWYkmWPErQlgCBm4UuCWLLFDTGQUPMPaMxEErRRq9cMfzb7YbLAMaNm6bpMMr1jaFbMUGiezKnroO7EpZFt3X52/oS4kiCMIvyDLi0cR0ybjWwLPY4ZCBCQVz4xAImpUWE7F2Kymke/548AzRFgqbQsZiCQNKtoUaqVmJ3z2Wr6yXgWx2bMwAqI1c9xSJaBHJ4568nUj7J501xgWzCQo77sBeX7z1UtgcJcySqf4n2D9Wqd83p8kekACGrSMVNBSh2DrIOZIAibKIECsmiQTTFqZowzu9BW47/qX0QICCCMI+A9AXBwMXWxIuC06kAZcnINqGmq9P87ctn/Z5SA+OQYEe0w6eSJdQZgVhtEzxzF/rC4p2oPxT6ZAQ9g52Rf0nSKila0y1JQ08waQlljS0uGjKbiyQEsYGDgAO8dAgf4KPw1S6SawgFgCiPGcWsS1CAJ9HvuuQvv+qp3REDX4OqVKxj6Dk3boWladE0nQtirCZyTFs0FIMhL1WJL0lK8k+NjdBEQKCB0cSx6H+MJIP7XcZrQNC3uvedu/MH/+PfF+ALCgy99CVarAY50OaoI14mR3FbKyL0zu/lVlFYpUM405x0heAdv+t5FIJH25VCG6j0YLgEDIgff+Dj2YoZNBZssgDWEABecyKIIVmdCPApKzZeg75+j9NX66t70mlFRP3OOA8Y2Bmpy7BTnHH7ip/8Zfv4XfhHMAVcvX8Z3fus3YTUMebxDZqVal2SMICsUKnlVIHIck2pyNxaknaTlhiBxAluJDUiAYLtFiEGPsBY+RlkndQ9wtn1mgUhZxY5aU/K7R6smx3gNvUMuzeDbWgH2AR2972ve9i488PwXggGcHB1H66I+O3Im5uimpQWOYa0UMRcsabwLYp2kPYlnze6noizT3dC5aU9/+qGH8Mu//GGI4uDx2te9Hicnp/OamTkBAF3b4fj45FlLYXwABDVlKZaPGSFpLF4FIwOQ9zTi7EKwt6t8y/7BKACsmY7jSgKeQOThqMK1SSAbt0Hc95tcLtdeax5dtC0BBBhwk+4vJ0na2EcBgjOXVv0lJj0qGq5WA2UgF3UR7AMF+1wa+6iOcbDXOyIgJpoJ3CZNkogk2U7UINScPU4jxlGWnaX+4sxWrly5jCtXLicXQa+aZy9AoG17tE0Xhadh6KxL9zRGQUuU/iQg+dVXw4C+67BarTIwjCCTOEjG5TDBuRF+8jF6fsBXf9U7k2ZvA58ARC18AgdKw0iFUwIEBihrv9rjOcOhBzuXU8yY+ZMSGoWQNLu2pWT+d87BxxwCUi+rZQcQO1Bc6aHt0Hdrf0/TVLVTtXQkN4fmIWjVymEAiwo4XakQ9B3HNv/yRz6Kf/AjPwoAeMHznodv+8avx4ryWDNixMwVYxXTsSsVS7wmWe0sz9lHzLIboe5RMImrQOIIJE1xUmCKKuU6iCshz79UsyTQIy9QY0AcNjlwTrlarmsBAgymuEibXv+K1+D1r3hNAe4wmZin+v5Cqs8Fefk9HnHZ4rEMBqg8BJhxBNX1Ej362KP48Ic/BADwvsFLXvqylHp8n3vTxx05LXD9YtIBEOygPKZU1Rfhn1Glyk3DUAFB3uk8JwFRTw4AxTr2NLjilrJMJNtyRdO0S4wlZ2jLQiLn8PcUwMGBSdcyh8S8OD4zT/DMREXj0nSrsV3eQ5cesQuVWyMzq6QtFoBC8Ui5m5nVcpe091kfGVBQAwkV1LvWAO8rX0m1vqSppvZJdLvsLR+ST12WwXkQMTbbDt4TNtsNblwnMekzi9sEqu0CYE4JfNZxx8VhWEV3TxeT4IhvihkSNa/1r0BOiLEEBKCNOfSP1mt0nZj8nQqRGHmPqYFkFhTT/JbGmBzIFUmCiv4Akn+ZaZKgR85uJc0Z4HSr35iPXrb8jT5YIrC3454Ap4DBpedMlrEDMfeGl2W3PudXyPPQDKT8YlPdABSCX/9qsJABKmKAYg7STPEC5s/ep4923kVsTKX2ToiuFGXqGcaV/8m9DMkPoTdnc7qm9qX0burxngGHCrJsSUrugrOz5DLgGLzo4lzSuBa1TgoPM7NVE6GlnT5jumAxCSSwouNcfQ8SfxLE4rYkgBXnmDl5nrvQvgeKW7k7F+cYJumBGIidxgtnnumpgcMkvU5eAqlT8oRK6KdjCxXXvqnIDs8lqi0fS9R1LU5OTp61BEUHQFBRmWwmB/ogmid1nMnZSFF7KjRvPcVmDFmqwYARdiKPKQqIchCVEyhv5xomj8AEdhyFumUPRZMyrOfMTHJ9bd43c721AIDBbEKQWFLV/tbHP45xFJ/77Vdvwx233wYiycv/sd/6rZhBDLjj9ttw9erVWdustl5q+5nJXMRVcJ4bYSfFdyyPiCAsxnMElhz5uqxtnMRFMI1bsSZME6ZJluelcWCEkAbFiVavUextzB0gpu1PfuIT2GzEHH166RRXr1xJb4LiXvAhTOm9tJ2krm5bEzdAmlKCEIyWmfz8Ct4i2CDkrWz1WYElrkWtBx6Q7HXQsuJxl2MI8jsE0iszgjeN6finS/FCjFMhbVQEE9KOaA3Q+WU0s7wMmNP5QgekrH3XsSnFb1JrGxXWhxoM1PclM35kC3fefhte8sADABj33HVn3DhL7v3MZx7GY088DscOQ9/jhffeB82yp32evquwp7jkjyi3fQ8IUv7DDBGKzDl/RLQU5CBCpDltj6llwGo8hRE9vth0mkvuwhEM50GANJ9K64Dt47lwXAJjSpvtBh/7+G+LpSMw7rx8BZeOdq1SUjGvY6P8tZcKua8dRvnQ7NrYN/Fs1/e47fbbAQZ84y/sAtAVNftWkXwh6QAIziG2wpAXBgMADnn8aCidHXpLEbhs/uRAnkSpLJ0UzqU/BQ7TNGELmZSj9+A2SF51imjYiRDT3N1aZjnMCB4+1Ye8MiXRyKZd+7irZqFtIMIjjz6KP/4n/yQ+9amHAAC//3v+I/zB//j3g5nx2c99Dv/pH/vjePjhhwEAf+gP/gH8vu/+rkUN/mYE+LlLrywDlxtmDEa1cM0Uad05siMkoUFe1tR4j75r0XVegvVaj7PNBn3f4uxsgzEmqLGCQ33TTdPg5OQEXdfh6OhI9qFoWhABTz75FP7yX/mr+MQnPgkA+MZv+Dp8z3d/VxmoGDiVzUDSZtUNkdrJsjqFoAmMGI0XP74mJ+IQMG63onzGSH/nHMZRtCxyklLWOZJoeuSlceJXl6BWNa+LBQWyrDHyz6DzgjJDZWTAKRaCKfUTkSTRgi+zaer5pferZIUH7bAQ2WPFvek5pQDKfmbOAYgajBrzJKhm/b5v+WZ809f9LoRpBBGw6vsEuv7W3/8B/PA/+QkAwEvuvx9/8c/+37FeNXG+U1TEzcZi1oKR4oKQtQtCEcOhsQYTM0JaVTBie7ZF2G4QzjYmnTKia5Pzc9RFYAGD9jmFuAmR6cPIuSQ3lgAj7Xe1NqpW7mZzTgW9OUc2NsqsolqwHnzyMw/hj/yZ/zytOvjPf/8fxre8671ZXyGAonPKxT0SpH9cYZnJzi4u8EvR0PN0/pTrQsFA5pf33vd8fPO3vi+V412zCHDqMdy2HU5OTw8WgucKMRBRbRw2HKI2s0M4IjOgEhRkTGk1gAQEDLpmRZick9ykT6KsbcWI6Ikja2WWLGbRrOfMMLftKQLACg2gYqgROaiGnK1pGS4nZs4FnEEIAdev38A13QnsLEYzR2Z6/fr1dG4btWD77POBwBw8JDOw9mVdhjG562/rvsnRG4QQM5s5rraENs9Soeti8JT3HpMGv0FMz9vtNgvtaKpWv7RaCDRwTTepAgGbs7NiGWCYBOBZQMDBJKgh8U2mPBOQHeykfdHcHzMaEjT4KsmToosAo0lHTTDFAThZ0y2vm2L7ffqjtDFNzMlvM8ylcWOsToqtK8Cm7pjgHCjGs/AOMGDfi7UanetfT202cSOkG96UgGBp2W4Rc6JzKm5c1DZt3NNAAJgKXQ4TNpsxbcl7Y7PJQtTOyzgf1L1H5hpbz6QkGB6D+Cy1BozjlDIn8pSzFJbvPQetFjyhukYVEOg7gQHOkU+qomJ3Ud2t9VcPMUqPAiBlYsL/ihqBOeDajeu4dkN4yRiX1ArP1L7Kczzngynbl8efaWtZsfJ6cz/bL2TOcuYpzjm4uB23BVn7KPMLdSW2YnH9ItIBENSUpLgymYjYyRUDgaoBVICBKM2LgWjMcFaU5k8ZXYqwZSOYWAJLPECYAhjq5/OADwi+ARzLzn2RUcgEMxHdqmFwflL6rfCYdR19ZlRMZRBWwtRkb8/myQIgcExkE4ApZfjTrjCalgEDBaPW/qwYCNl/HaUc+XnSleCseAUxRS2bd6JXT1OQZDqeQciMWEGZ5uvXyHXNqCfZ77aSpOf6DZxtNkmbBLIJUJfNaQzBarVC20g+fwDYbjbF8kzvHfquLawgOiaIKO4xoPsMSFvCuI1Z8kJuX9T65N1xeodJkoBT/3HS1uUCDVqV0wykfSscnJPkVxIj4iTTJXRlTAbWcwmAFDSp4yYxY+/hovUpxadUmqIV2HZjmRRTY6RI7V4q3VAwwIdmx1RLrcmCAfGqB0xTHkeOZEUHSNxIAfP2y94ivsg7QUQpO53GM9h4AVUqyK7wSIyE4w6Gkmdg3G4wbkdJozxOcJzTpMerxepjUhqDuXSnxy+quDDHpYgAyPm4KkYEeEqY5qJGrgDBAELbf8UftL8pW2ocRc+RCbiGgvtKsCNuc227I8F8vchyWy5W8dj+z/FK1fvSu6l8usYpcFW3tBKteLb+3I8MdNzp8tennprAe5TRZ5oOgKCmyMQ0s3Dkg3MArePUkMvqdR4gSUgR2KYyNbdb7JnnpPhjQzTthongGo77uMfERV43AnHwrjGCPwqC2k8J5Imqg58Zv/ChD+L7f/gfAiTrsP/Af/Q9uOuOO6O2wnPGbtqtR4/XR/g/fe/3JSvAS1/84pSO9Xh9hP/sj/5RyYpHwIMPPlgAgiXNLjPzJZkS9YHI/B3J0kBGDrjLvYhk8k4InvLLUxePgKwQJz2DYlbHegKLWX3E3/ibfxsf+9hvIoSAB1/2Uvyur30vvG/QbbeymU+8T9eyq3nfZsDToD4w4+ToCH/0+/4wnnzySYQQ8MIXPD9mMBSmGUJM7EMCFnzjo0CmmCEvxE2ExB2giU1mwWaAuII4xgpw9ONr7neoXzeKEPN+uMkASXJdqIXAjvv4j+XdNahb0Lql+2OcgivP7xob9dhJ9dgBAFTomhtkaJu0y/WYLACx03USjEceeQR//f/1/8G1p55CCAFf/a534i1vfGPqw2hPB0D4Xe95N17zileiaRpcOj3FsFpJwG7VpjqhWNoJUdtFRjhpt8a5Po6jAJBpQthOKTsh4soY1ndKujwvghED5GWvk0qIVxq87p7qnJOEUC5unqbXgMqxA6QRCOTEWo4YgaJBwGm8BGQPA8qPr5nsHVdvw5/63v8zttsNQgh4zYtflsqUxzoQsdk02TAEvQ7md0VZ+Np+mOdWKN5d7KdUsmWVif+WVoJdAYYp5qjrMKxWuH79Gr6YGYwPgMCQCIMsQFmPqUIZr7Py1O5aqAwmXWskfgYDkElsNdUdo42BxKxDABqK7oEYYCZ+uoysswYQGRnxTktGmnXM+O1PfAL/8J/Ikqn1eo3f883fgjtvu32hNuVvW+u+6/DOt78tXUbIg7vrOnzVO94hd8ki4JRbvrYKFL5gg63KHqKk5Wqrpb/jN85XRShWJX6ZIxo1j4bIOPNugiVp3X72Z38ev/iBDwIQQfYt3/yNALmUNVLbZbfUVXCgv5MWGgKGvsc73vbW6GIZs6kxPTf3AznKrgIicMiJcmSTnJjuOgI5eReZNQcjMJOmzjFaXjs2PpRZXSQE3yhAs8IrB/5lTSv2eRopy31oSQFi0liBYmwsCXcFwFnIU5qHuxiuXW1Qlle6CdJzIVBKtT7nBHxeu34DP/YTP4FHH30MAPDSBx7AW970pjRotb8BwisffDle9eDLBRg6L7uOxutCCrTI5RdAx1gkQObP8CQ1/YeYf0CCjAUI5Plftol0bFDOrZ9f/RxkUayz841JIhS3Tvc+pgaOwEojlUyEdv3+FC8yGY26BgIFyBQ6Xh/ha9/2rph8KQKf+P5duo4wH3XmCOVf84Dk6mrD0xPQXCgHseVMOmLK5xY1SpbJSrCYxzRNi77vF+fKF5IOgGBGUYRkBTodLa8oD6ZNjdILlJceEMuBmR9UbRxkHx8nVWDZo3wCUn76MAWQBxrKASqJIcQnStrXMWYllGVz0DXdyAI0AQhNxbhAhcE0gRnb8IWRnNpQts/OM+nbbOqz9WEnYGnJepDqk8xzmYk5iJZR5pK33bocp2C1U+0j6Raf15pX5KogK+c8+mGAa1p0MS0sgMLsq385CM9sVexVExQNxcHL+9dlYMxx98AYJBjbTxRjCgqXiWkbxHqS4gKch/MBblJN3ElefZcDS9WK4gpNW0CBBDplgVz7i9UFkAS1WmaqvlNzvzJyjTNRVwy0z3yZadC+y+JdmPeXlcF50KH9rpYiiv0iIEvfiZPAS+bSouCiiTtQCqRLp3yOJE+uECfC0ccAusbkN9B5K1o1p9TZTncazbWN/bwEpBiIOz1y4JSaeLvZYtpuRTS7mKgKdqwATJO0ISD+cd4a3VgFHEWLQNPEfVNiRk1VTogADWiNigoCUvwQhwg2dBfXNNK44nvyl8aTbatlwlbhMO+aAGPSj+F9Bf+ISxVTfJABZMDyuv96POkzVZljfVPJ4ZvfS3yEvslsLyq5pwUGNk/Her3G6eklfObTnwYwzuv2BaIDIKhIGbC+uUL+FUSghRMJLAB54ADZTbAH8BXo2fqkav24mizCgCZJOMoQq4WP350DuwCwuBoMW9Qn4cqly3j1y18BQPYZGPq+eGJyrZkJCZSDGdCJGS80AiU9jaiCy7m3sl9/ju7zlM5ALH2PZabYDVOXus8WI8wrc10OAtoNLJxzePEDD6SNgl7wgucLw/f5GusHtpqfNQvrsj7HEnuvwaUZrFHSJupeWa6dtlPXfmcmnBi883BOlxDWAWBZV7R9ZIPpiCRtbSqzAm2Imh4Rmd38uOiXur76DI0n0HdVBx7ad1dakgT4FNqtHWoWqIpUzP2bDue5B8yfa4UDEaPvOrz8wQfxxBNPAAC22y0+/CsfASBryV9w332yDDSBwXKPkVwu8stM9SvnjqLF2by3by1aCVJeAWSLj1oDrKBS10A287Nkj0wAhHLCM5JU24gAEhE05TwJGRyJoIypkyfLLPL6EivspbX5PZZkHHp2zrI9q8qEGZ+xJqClMpdJAwzz9Sq+tX8NGNC+p/QkMDMeffRz2G4kKLgfBpxevqQnS8WSUpfkVw8kNzVAaYfNg4XgOULJQmCkIMEOE8P07D1Jrrm0p/fcgDSn8sUr+kRc/qU+u5IJAsAUGG6ccHbjBjw5TP9/9v487LYkqQuFf5G51h7e6Zz3nFNjV3XX0FXdTU90Q1PdoCA0NDTzqCBcZ72ifF5U1KviVbygOH/K/QQFRARFvQJXfT71e7wyNCLIJIgi0GMNXeMZ33HvvdbK+P6IjMzI3Gu/51R1NfDc5+R59tn7XUPOGfGLyMgI5xAaCVBD7QTkAaboBc5lySjvcTI+6ePfhre/9eMSMR898jJW7REJkMHiy8BuBVT0T0mTif6ZfmsQHzYEkAD4YqEiSXlyhVKmtVOauo/XVYTrf3PgZOk+tiCbpsH/+ie/DmocmXKgIREMfc4CAgBrwMB7L2VxgAtiDkhOpFA9CgnmvE8rk0I7C4Ro3EZ66iISd3OkS4mj+EfXPd7sGyEFMtKjpGsMOPaBMjgyxnBWWxLnf9pjDmKj4Dis9bMm1RYASDHgFUzxdGIOcuUxrMEWESFQSAwiEWyVFCMokfeyo5yk4YhMMQBxy8WAjg2GhXfccQl/7Zu/SeoeAr71738n/tAf++MAgFfdfx++5a//Nezu7IDiPPDOoan808sJEMP8R+ZaAbr0vgos8ScHibyoW0aE6ILbqxFpiFPGrguxXXGIwavMHE3bQAqaKJ8uCGo3QHH7IM6vEI0ah+gVcegEnCgYUg2ILlVpE/LU0nWi7eWqO3RuGfGaAHFalUCo5isPJ0+Zqa/sSRpO7zDbOV9T+TLJVuz6PQ6Mn3jPj+K5Z+XY8IOvfgSf/KnvTICGzbe2V4CZNidvdwHAdD7D9s7Or7k/gtuAYGPKqA5I86dEtGZyyoX8Z0KVKrUYollLqLWUqnlYBZu+p8RuCAH9MERDsiDW2c7Bt21BX6wkl04hVO10RHDx+FsqNehxS84aAlIvjZvk09RzUTJDyjOjAPnWupXEUIGQeT++HqL2QSUB7TstbywpALBS6M2Sagh4CHAmXHQNDCYTAU2q+u76XtTzzjKfkmnV+ahUl+VSIzWo5GX6h5yDbyhZeJOKwTFZ3/1FOaYNox77RvqmrKfYsKRtFU9mbOzedCiUSDma7vgc1/roCQyrIdC+JWh/Sk4c4mkQdWikpy7MSZo1q/MSS2ZOY5ls1Qf1FsNY3SfqayACGo1tseq6VCciFD5E8jRPCHgjEFCtRGFcGN8M0T2xhKUORd95J5EmI2wDIUSjPfFoqpKLakk4rk922Tgwz9nIuOIR0yYKC4kMMKfIiRoOGhyNnzU0eyUQFO1ELqcQEKSz43dsdZK2tffI0FeZD2YEkSrK9gfnRVYIc6phKOun9C6LJgClmY70NyFgCHm7MMTIqPpWqq/SL7K2CVhLbQzBbQ1sfy3SbUBgkmX2BXGIVzMo0CFGNZjlLlKaxDcZ04IYJ+lGOWY8baBbA1G1OoRBBNIVY3AOLkyApsEkSiEF2kZWT+sC04Ul5WUuTcr0TZ1D4KgWrGYuZcxL1a1MiPPCTMKqw4hUpGBA12sWBygudIfswlnbuImRjYGBTcAgqRrj9cABCELQbgYm9L6e/kjq0woQ2DyIolEliTMZXfMh0Sk9g2+IWLQXIJf34es8fbXnvklLos+d1S6bRIIPCDF2gCcz/4mSgxYKLtU4mflVgLc4ZogMYrz3peMfIgwhSNAayl4LZU+aEXiI9galGj65XgZiiN7cPyBKe7nWeE/hmFbLel48K6X73heEm0ByFE/DOuuROhtrJDGpcp865WHqkPtQnpdxDfGYYtQMBHHXK+DeAwz4JFAEBAoIYNAgrrgV4DvnY58C8OIsiXy2ecnaLvGoOYln64dhEHfICgSidkKmKpX9oQt4bapR8YvMv3RX+4mRPDDCfrTvRr7zJkWkc9EGJ8/BSHOM5JGHvIYW0v/aFEoNolSSnS0J0ETARUDcEqDcbEP7kqYgrtnJZIr51lbSxv1apduAoEoWzZFZsLWQAWBtgvMY2n+RAM+wgOJVZtEKAOqMgxMST6jeeSGcESor+i7rHBdByEhbgAvlyRtPAhDEuHEIAUShmMAJtZvJnSQKFdZCZOqW4RKBB87CmfaZVGG9M5DXfYCo61xBJLX4zHTHmNwYeDhzEBDziRKppnQ0blSqM7S+znJNDZ+CxUZHUxn0af5ElGMjmPfVP4AFVenEQXw2BeExZ/7reqsfhRoQWYm7rreGYE6LoqKCGo0wlaX0j7HW/2uMnK30ROBeyiESY1OQ2MMwA6QnObgEe6i/18aIQCPzx96v+2n0fQBBxyAEfM67PwtveP3HAMw4Pj7B3/jb35LCN3/JF3w+3v4Jb0t1Knx2UJm3fGcwkcWPqHEM0YAwaYIcyDNcK9b/3IaILNlMRNm2AYsXQxfHwVHUzlDeAhD31rn/xFeB/B2YsVwuowOkkMI/8zAAgeFsAEUr2CTWXM5tonXAWAgKKh0ETgGbBBConw3gB//vf4ef/MWfA8C498678Ie+8ndgMolsbS2qowHLYFPH1E0p5DtAhTdW0pguacg4yTsCAD3e+vFvw+npKQjAzu7u+twBzqQNhLx+p9MJwrB9W0Pw65oi/1KZGcX/hv6ZtZbXXDXUG1DEGKG5KaOKs1AJ/ADADSLtsPfRWyGVxdV5qjZAAQGHeCm2loXgkv5kXY+czzEnfYB2QDRCU+4e95M1HkKe6GU/aRdkuMVWYCqarWpDls5D2re+lX6rUq09yFUq88kCHKdtE1tpK8WazItnbpYsKKh0ASkvIoKLEm8NfmSfNRscWtClgGBT+8/qF/22R0ITcDRaKoJIgQVJpXV30rlMTgA1q2ezut96gkxrK3nHiwpwF+eii8xQbVVq1B3HbEy7sxkMZOnwVkABm28Q4dFHX41HHnk1EAI++Pjj+Ja/+204PBL3um9/29vW8qrHlE3eCZBpPdOa5czI2MwVPZER7TbS6ZRg5kcY4DjAKYCKrqob38hRyJgHUV77UEBpHPmo98NhGITZRmaNCFwjyo/vG2kYhiSSTnEFBXrXdhDnNahtt7Yo8euX3v+r+Pf/6T0AgNc8+BD+4Fd8FZAYqwo7ZR+rkWJhH8bacCv01AuZ89ibNum43fuK+0aBtz6X10rMw2Sf6gpEjVmDdtJCA2+9WFr3UtNtQFClwitULV2f9V56n5NUswkTnjXAZH4kgkYKXmUC9332OKe+45erJdAETH2DPr7XRxUeQtzTi54DYVRUaZmSQ1JuJV7C8aiii+pss5A4B1bSujqrIjcSzngDtWvM8iqRQ35MFzTLnvJgGFXNvNIY2GIS0i8l7U2LV4laiNKf8x6ZTAihcartsHQjAYKzF2+SUqxBolwAkLcEnHNJCtX22qN6ui3E3ifpqWZ4Y1oUzcsef7TqYf270ByQaKHg5Bw+QeJgbNLIFOVFDsDgGMmwtLR3RGgnE/imSd76Qgjol8s4z7JEySFEw0uph2PKHgu1XZT3wbV+dXvrsdB+33RvrF3JuIwIousJMfbA+Jy34ClpQkbmrDJnnU+qBQmBwUzCg0Pc4nAEikZ74ouAxS9FYHBayLKXDwJ8OxEMoYaO0eWyc5RBwDAghHiENGoIkpDBcrxx6HoMXQfmAUOQNca98d2R7CesHU2kJuTiJ2tbUo9ZmqCoRwHR6FhUHa10R0HEoHkQQs8YeqGfwyD9SZw1bWS90VEJZqxAo3NZL95sa8lmEkgAFIFkC0fXl2mf5uecx+7uLoa+x9HR4a2V8RGm24CgThnEJSOXLHFn6wH97rsOL7zwQgpZe35/H1sm+tamiXNTUJCejZM7khM9Zh9CQKC4z0oSPz55nlNNwjCko19ywoDy36mgLGFR8Qtx4lN8pmx4IRkqwSLjfZDzHrz1K5ALrtqe1QC5j6l6KnVlRtL6vbE/N/BmZRIWWGg9ctst0LNjVkkvqYcqgn+TlPNQRoxiO4SIoJYbtUMdm1J9a02HuTamBaiftb8LSVWTc9Ghlql/aoz5S8e6AtRJ5UoKEuJ1znUqxnFtAsQxj9IiOPZJgDjhsm0yZdfgUVMZTyNLrCph1n301FMfxrPPPovAcuzw0UcfEa0G6RqR5+ezOd785jfhNHrtvHTpUgYPrMuoWhMJPCH79bftTpU0FbZ1dPIfUYCDnHBKx1hz9mlc1JAzuSCO+YEABNk2JPXQxxwJD0WgwVlzaABXqqdJZMa1AKuxr/P9EhQk+mI0BGsZA3jVvffh417/RhAB999zLxpHSPv5Wi9G2mrROmt8jrq+adw5r+hyDVmUELVlGwC4rWot5yTdjRVQyqaBiCTmya9hoKPbgGBDKsAAUCBXCwqOjw7x7/7tv05BaT75U9+J173+DVC2oePt7II0aZTIV4RUmdDAupXh0EdpXfadlCkBfQjA0Is0tiIM5ND6BvAebWOtlU1x8X+ne5fIi5aRCac9RinHraSjdE+U+yFKB0b6iR9nDJXWCle1L9nFo6risUUrtVjzZX8Gs2M2A2r6PDtHUmkl1z1EFaUet84Sp9lqNGOY+djZ+9Qw73GUyJglvLK+XxsOWkapTDG1z4m3Q/vMuhc/FPmptoGIkv98ezQyMQznkiFnIBnyQbm6SWrfolqL0baTmpes3/cwRoWOMPQDuriF5ZDHVMNPg5D2wpXjlcyG1o4M2m0Ja1uRj4Jmgr/W3wD+r3/5r/Bd3/XdAIBXvOJefOd3/H2cP3+uApSEe+69B3/9r/yl1BfiiCgf65S6UaEpKaVogDkkkpOAKUG0D158V2SwGvP1BC++rQshREGGPYKXoT+i06tYCnMyIJYv1TyIR8B+tYrHCuVThFU2izUxej2qqh+fXR9rP8ji0rGygkamN1a9nwoA8JWf90X4is/9fJAbQI4waTwk7gLi9kmMATPk0xgiPIlN0hhDHgODuVztNwEDKpDdbK1rctBtNirHDjBXkebjfGtbAmNdu3rTvF+OdBsQVInq32lV6h6o3qPEuGqvayAUi3lsmmxUV+v99FwmDIpSAjiq/tXrXEDXDSAmeFqhZfF0p8fgGh+BiarC6kKsYBUZYrrOSlSk7FrjkZmM3d+LqJw4O2Ri0Wj46BWOInET+p09j5cgLC8++XMMHpSgak1TQNX11OaY15pIY6VbWsu7VvFaqVZVlaB1gLImSRmmrHOklhprqd1+s8nDMoezNE+FTYApfxiG7G45I1fpA5VW9bJQ2rX6rEnnI32V7qG0NaiZonj5YzRtA2JxSRuQ98aln/N2hXqUTIzd+9F1p+2vTzqMBVCqtUfaVxpdT79J+yq/Le1r4358XETMADmz5u1nLQ9ZE7L2OZ2sUDBKiGshegZUwCb0ysxXFR/is6Ktw1pyaV2oNB3S32EQwzwdB6fM23nAC2QP6OV5a4TnokMjUk1T/FSAUbWShEibOGMLySsjDDY0UE/dOHLwcImWmMFOdQl6PNN8I/Ztekh/UKbtceTMb6Q7G5bYKD0v12MGORY8jfMJwmw2Sy6Mfy3sCG4DgpGUGVJiy2mBKNEuQ7MWHBXmrbVUSx1jBFXBuuYQomaAIkLRyIscAPkV0K36uCAZQ2gRWhbmC4C5BZDVW9qutOioOKADcDQiNIBBmWOS5FN9ZaEzu2zIxsgErGprcINoC7yDY9m7JFcUVI6BvCh9bjQutj/LvisZOIB06oHUONnp1olLEf4yTSj7pmD2Js8aEKikXaezQIEyYw2/O6parfKx5/VFXR6y8x47tgaonEVIlNFZBp1cwBLlELxxaJgZFPLRyiQxrWl+DLNLqlsGjAX9JiY8DAPgWFSlIZ4k6DsMBhBIfhGMc2aYegJjDDrasRuMA6I174FYH3fbp/I7Rpkko81LjDl/Sz0qZmWeTwAn/W3sQEIEImOOnRRsxHFRUF1Ck1gHs3XHY1TJapx0zSbGKUAMMS6Cp+hG3Qt9CBhETGBOYKOYwwYIJO2RU5oh9IqYYZY+EgxglS3iNmgM653zNn1hppvl8xyl+GEQvy1iHzEUWrYaQrGtQ8yfkfCKeWN9a+1MQc8Aj5QDV2CAKM8fIsznc8xms/W8PkrpNiC4ScrYO05EIH2YgL3dXXzmZ75bkCcYF++4o3i5XqRAybTG1FP1Oz/zUz+F5599FiDgjjvvwsc/9hiYCAOQLK27eBTRe4fgQyKUA+tRMYfgRJpcm6wJeTMWiwW+5bu/A08//xyIgE/6+MfwJZ/9eRnIoGQwlMgOx3Pf8kxam9ECmWPDhH1Fac8RgiP4pkmGYImMKgIio5Wh0vjt1lLOL5CqtaXNZMUlIvzqe9+L7/zu7xFHT97j9/zu34lXP/LqxKy1DpZZ1GfW7TZGwWTHNAOcQZMZiFtrFZm9fDb9XQGAMUle71tPigCiV0EkEU0Dz+Sjo6KqHqIh6Vp9NhBDZsYv//Kv4O9/+z8As8zRP/zV/zNe+9rXFM8Vfan10nOZphxlLIkZ63haYBgv22OiCgS078eAgK2z/c3M+JzPfjfe8IbXAxAX3zs7O7YHpA1Y7++6hDF6MAZA1upipr3KDMpo1QOjyAyl9ElxbTkiMWpTAYdz/sws4ZJDDFvOoplAP4jHwfgd+j4ffYxxO8IwJEEi+1swIBe6BZbBwY3DA/ytf/jtuHF4CCLC573zXXjXb/4UFAGR4vcP/vt/gx/5qf8EZsZdly7ha3/H78PWfJ77lwQQAQIaAgf0oRdHQRzQhwE9DwgsfycNERddmhn/2ghofTItK9ftyLMjgop2uVVInJWICPOtLcxjW38t0m1AcEZKSI25lASAhFQn7QSvetUDyubALhNqIVaVlPSiypf0/LPP4UMf/CAAYBhCUpESC5MLTPFMeTQurIx9lEknqZ1y2+r69UOPn/nFX8D7Hpfy7rx0R4Gbx+qX1XzynG1myfQYYCfWvRE8UFDCH9WLQZlQJeuoBFCNw6Y+Vc0NEZUr3LYdWbIlAq5dv4H/+J9+IknMX/zFX5gdDhX5rpdVSwr22ZpR1pqC3I3rjLROhWYCyN4kgWSAeFb9bCoi60XpsT7EZ42fnDogoix9rYPL8fG4evUa3vNj/xEhBHjv8du/4reN1jFfQLKNsOezbH0pP1rMFwVItXbKAjG9djPXsBbIPfjgA3jwwQfS33kMc79Ifda3fcb6SZlorW0ar4j5Xc/HyPATNFcDl1qL5RwI5damrF2OvgUELIV+yFqDEIBBrnFghG7IoDY+P4TM5pytIuW+KD/AqlvhJ3/+Z/DCVdkbf/PrPqbUXnBeK+974kP40Z/+CQDAg6+4H/3QJ6mp0AzE50UQCqUzNw7RkDAbGiZAlFClfhUUfG0M2NTUCghrQ1Zf4wIOrCWd0RaUiFHhJC66F8c/Xkq6DQjqVHW8ImywIZVxxEJgMEUnIfpwvJdZqB3mW62DeXxkEgmDVYlUUbH1RZ/3yoILxQQu9hATsbKZj1SGZK+OmZN6miNISvVT4hEJiapxlQCrMxtOWVKOhR7ETXDTNGJ05H3uN7IfvZaJRVa32uoaCZPyPYnGRgUoINNg5w0zh4nMh5Kgl6rjzXv+NoKaSqY2lkENFJLxnumzGkTYqH6aR2ktnxmf7nlr2GVNq5XEktcQzKnejOhzQqMOlhoHCeaX14cFBbYOGjo6TSwTcGcsjQEn5xz8JB6njEGkNEpgyTj1e12iHyPUNlTy+qdk4JuA29pztv8rBmifrTJYP3ZapSLYU/UkeQewRFlMxyxT1llgSEBA51hkhv0wCM0YAoa+Q+iH5GhoiICAmRFWPbgfEE6XCN2A1XIBxUBs6kIkthsIDJ+6M3Ns51w63uhofQtF5WfdCtKjlmsEiRCtTM3fpGA6ai44oA+MngN6xI/RFAxRW5DpYgXEizrdPG3S7Iw/nOtdNsEQKn2MCNs7ezg5Od0gkr386TYgGEtUbg1UG0hJ2hWCuD5QaV9ICYLoMwvCslwu8cJzz6Vrd9x5Z3FcUYrI99T47I4774z5piWUEPDh0SGefPJxNI3HpGnwukcfwfndPVg4nKacMskSXsM5hze/7vW44+JFEAgPvfJVmyejVWVyybRSvULpLtQGq/HJ1znBs3hYVHTsCGDn1qxy1yTD0fZYMFAxDAssKkKwv7+Pd7z9scS4z58/n5jvGKG3/be27VMBBrtfXW8f2L+FuoVso6JtTqBU+4cQNF/KxF/zsuf5rSp+rMyC4Sk24Oz4R1P+HbVOCgoNSEgzPrDxeAnsnz+Pd7z9MciWgcf5c+fW+ssy8qJfI1NzWldzP82MWkNQrDcLqrA2jrdMzEeeTcwgi4zFc5vKuJm2sDBSHnlfp7ar7DHSfAEqxze6VqORYnQ4FIZB/AoMfdYCDEPE+eqYKH7UmRk4AeshBPzKB9+PZdeBnMO9d9yJV937CqSZsKYdkPdmkwne9saPxY3DQ4CA++6+x5ATJarCsh+473684y0fDwC4+9IdEiSqFhSIwCxzJdFFQxsHhPh3iB8jWG0Y/kIpc+ZooZi3xXZCbAfqJcYGM9k6GN5BQDp26JwTzfBHWUtAL1aN/f/UREQ/e8cdd771t37FVwryhpkEykt0wpKqV436iPK9mulaJZP293PPPot//QM/kAzR3vXZn42HH3kkVyguSALSBBu1EAbBw2FrOsX73vde/OC//EEws0Tk+9qvxesefQQ70zkmvsG8maD1XiKhoSYyEXpTNhhTAy11WiKGPeUeOEKI+4oSX0ElU312GAZB7PHbSpJN3CbwTQPvPZpJC9c0cI2Hn8oi8DEOe45MV6q0c19vULcmxsFJstG215IpgLQdI52rhkK5MCtR19+WuRJRksDVEFCZtGXKQ9yH5RDgfTYMqy3hJ5M2gQKtgzJ89SHvkIHAYrFA3/dYrVZo2xbb29upnoeHhxiGAW3bFoRaj4U55zCZTaXPfQYweh666/q0LdXEiHc6j+3evnWxzIiukuPxU7Vf0L6y2o6+7/M8CQHch9xOHYrk1ZDNGszbCZYxE2XNj25Z6GcTkLPgduy+Jo4MNk6PyJ/GwWP9XjpCyVwEFLIanrpO9hu2HAWscQxSqUFjn0RtA0uZ3Wol2oFhQL9aoe979Ks+B9viyKgGAQNYdAjDgD5qa7Tso5Nj/PG/8c348HPPAgC+5F3vxh/4si+Px1UdJs0kjbf3Xta3HolVrmjGi9Wrc0hkNxpVyg0C4DylUwUyx/RYt8R2WHUdFssVDhanOF0ucfngACerJa4cHOB0ucTxYol+CPFQxLq2aYwj1qDTDGT6WRzrTfcN/U6aNZ0vpuxablH6S4Tnn3sW/79/86/RrVajhssb0s8x88fd6sOabmsIbKJ6XFRFHaUuMvcoP1NlYX6bwY7I2iL5delwPRXIk5Amlu6DsWJhZcQqWejCthVT/wC6F5wkp7LyyVI7onlrA2CZmVw32xGcIRIjek1DAFf/tCjxAeBAyblSQFLhR0KZpJGib0uVYyFF2wdT/4wMju0dk1k6i56FXptDWqi5vWePXW1kaCVhvZf2OeNeLHEoxljq0mSmbfIB8lgrkwYyoFB/AhbE6TPqfwAQA0Oda7aMSrjJmgGVNF0AwZVda6R48ZdjQj87KkCV7Verek1SNzmQz8OXtEXG9kN9Seh7Cgp0ptl8rRdIHaMxQDf29/gga8Wi9sGNgW2MXktjWGk37Dqu25W2aAzwVNATl2saI+2vtHaNtB/0XH4v2gCC9olZaxwBMpPQPgtAdJsgzpsMpDn3MUVX5mZMyLTHJ/Bm6JqlJ/qsI7g4CSiCCCJEQUHzV7gga0hBROCAgYdkYDiwgiPJW7ehONlBUDHfpYrODFE5VpY2pD6o1kzS2FTjDHOtpl0WpHvfiGEhj7skfznTbUBgU732lelzHmxWfmEG1y7zMRVr2guzTMxIjsAIAdG5XV0qqxmZAJAkT+tcxsyu9JuIcgStJGkYAERZ0rBVyJOf7dUCBFh5LV03wKFuF0d1nkj+ohLzWl3O+ZB6oYuSkO2NtF86AghEIViq8Kw2Z5MeULKJRIbL/cFa6qsJd+YQ+cSBtR2wjnE0r1LSZ4Bz6NQEKJgTUVFCEcy1QuLU8TLahGAAo97T4DsWBFhLcCXWNq5FzDyBAgSA3chJGUMEk9QeO3eThqUABUabA+fgAbBzhvlHY89YP1RMn2N+FiStgR0dsZE1a3/X18a0BEnYHWmXpjEviXU97GdMw6BOjigYVkSqOYsQIGoBhHbpOor5B+OkJ34QtQGePOAVDGSwqf5EWKVWJ47GJBy3LwCWc970cRYq6lTIIGuYi/PRVyj5osicKV1TR0tJwEmGiJm2BAUBHKL9gFzTzTeda7U1R1bC6BjQ2j3TgpHr62mTVrK+Z/8WTaPHbDZH13XAYnF2IR9hug0I6jQyqMcnx/jRH/1hrKI3wte/6c14+NWPrD+IEvUf3LiB//ieH8HQd2AAb/m4j8N9r3wlAHFx/Fmfl4/zXbp0aSQzqU+aLG6duf3nn/xPuPz88/DkcMelO/C7vvJ3oG092kmLu+++K/k9D640fhSCrTEAlP6qM5EcWEUZQZK3lBHAfBNktwEEFxwCWPJgFpUzGB6NAQdQDpOZhkt6vygYOjjnJfCKN57NqDSwsrhe8qrOh3M85wwjSZJ1PDLa5WYrYv0hK63Z8+xaI/lbmP9P/uR/xvd+7z8BiDCfz/Bn/+yfxv333Zek80IDZOtrCAKQgUFxisHUkxmlcdvI+33fF1sWq9UqEpxGtg90yyB6k4utyS2LY1+CRc7HN9OXaAY08qYCUF7r7fHknEteMZO8qmfxh1ACTJNlJqANGALi+36FYch9p9qSsb35mhmnNptvm8byGEtjAMKq/S2IWweYI8AJEplQ+koZG7LNgAK4aCegRwmHEBC6XoIT9Xl7TxekVlPXbhIwmEGTSQpkpIAAAHa9x5/8/X9QPLUS4a6Ll8qYJrbtqlky/ZbV6IggIP+tjam7PtmmOGTwWjwnoEjduQ9hQD+YTxjArODRBNRihVR2ThDAUbjSoYpgI4lRZw9/auuYdtHe09/1d9O0OHf+PPquw9HhRzemwW1AUKWxRd73PT781FNYLMQ3+SsffLBc0IiEK3ETubbqVvjwk08IsgPw6Gtfm/KcTCa47/77zyxbjU3WJCzz/OUXXsBTTz4JANje2sLDDz+M2bTFZNJiPpsVEntafKSLyE5ELTEb/limqFEgzaV11R4R2EWkTlFdHMGGUx2CJYYJXFBycQpTryxhZgkkEepI9UpWbBiI9hMRKKhXstyHtt4YyaPcJsitLhfvGMOw2hGH559/AT/xk/9Zxmd7G6cnp4kwWDCg7WXYdph62fHjcjzLUchjUUsk9baBai7svFuTSiuGpZWTUdK/4xjaPsK6mnStryvGW9ejfNjl+ZKPuqyBjEJ7wuueGG1ZliGl9lW/zwIERTs2qZtMvcbK2VTepvcVOGZtmC25XBAp1oBqhta+y7Wo6yUTswzWyRPIiZMoRJseAJg0Hm98jdA1I9+atYuCY9p1UtQ1T7M1SDDWF6otkPpFz4Gc17XmodsZ+q2/OUpGiS4k7UJJI8DxeDTlStohKumnac8Z82VMG3DWt/cO09kMza9BTIPbgOClpJGxZjLfYxS9SjcjEPKQyRiRHhaMal3yGOK54BCP33Bihgpg9Nu0pRI1GSEx9SSPR0bvAAQiUBDf4eIdSVG1gyMWg6+k1cjFJNWlbYMuNmXiUSXJUebXv9eYFAg59kohT4hkA28iLkbJ5gwg8GKTi0TIezUYLLdJUrk3IWzqX1+1DQADQ9Zg2KNnKj3Wkq44fzJgiTkZNI5JnFq2PYoYX0yR6DIVRAIFWZq0Y5ghFCAOchypAWgO0mN7gnjd3fDNUmFhbdFo1ZdWc9N1HbpVh34YiiOWul2i9hXaZ2VXZNCk+dt7dZ0T/yi43Pga1XxT3ub6maDI5qNRzlhKVEkejOwfoBdtkB4nTKcKjJEhQ+dP1PwwSaRCbVfj4dnDtcLkfdqaIDBkLz57NDQaFtE3irdUA3i1zpkZxz6yNLNqdtJc+AgEVDPgdWtLO9vM2dSnEnOFWWiAA8GTi6d4rAtiZ+ZUWYFk25PyjgA4ljs2TJvo+5g2oPAHUj3vnMNkMsW5c+dxcOPGekEvc7oNCG4hNU2LBx54AMvVCgCwd+48IsBcS3qdALTTCV714EPiSIOBnd3dF1myMZ7jUhZSwe2ee++RYykg3H3PPcikNyNw4nwtEYG4dsxUjQuVRRoDQKRbDJxCgzIRiKNVdJQwZb0wwCECgUjkNRRsZPjW0kDalEmL9p0ykYIgxsd/5b3vxdPPPAMGsLOzjbe+9S3JUjyrHtf9RYxJqmPS4NWr1/Df/tt/j20nvPGNb8D+/n7q7yTxpDGoJep1Sfuee+/Bp33qbwGIMJ/NsL29vcZ8kjqbCEziUdKqVlerFX72534eq9UKvmnw4AOvwsMPWS0VUp8lacjYDGxiLpYQJeJUSy92c8BqdnLlk5SagwcpkIiPr4FPYwlSEcczVfT132cwbHuiQ+tcq+TXtSybUw0CxjSJRR+r4DmiBamZP2v9UM0p7ScLzIpyTJ0MQ7bSv/1Op39S2bEN0T+HS8GkTJs4lsPKjLO/YB1FH10s85A1ErGmae0XWs40b+1iQtlWkxT/yySjvGUQr1HsZ0b2f6K/0/FCzlmQggFbRu6N0bVSCyRJhiqHZjQVWkAiHB0e4oUXnpfmeIf77n8lptPZ2loA4ppqPOZbW78mUQ9vA4JbSFtbW3jnp38mgMhWCaNHAG1iADu7e3jnuz87LQBaI2m3lnjDb0fA2x57TMCHazBpGjAPAMRa34GjIxKOzmHyniKrhKmZGsMcUqbKefFQRN/iDY/kOUcSKlXPq6tWIUr1cJT3EyMhGQxzySQlq/TSEbHIgK1E9X9+/w/iB/7VvwIAPProI/gH3/6t2Gq30nMh5HPSxAGIe9gU6x1SuQBIpQOpTwjiXvdP/a9/Nh1N+3//rb+Oxx77hGo0sroSQDISJBoSnfNqge0c3v7YJ+Dtjz2WpHrvfbIUthI/IJb+IWoJOAwSpY0Zh0dH+Gt/82/j2eeeBwD83t/9O/DVf+D35holTYwHd50cITNH92pAoH2q55u1XkQyXqKxKJ3tsBm33GvlvqjzHs1kkiRQJdZFPQ3Rqz9jUnpd57EtEM1Px0Kl4r7v03hzvN73faFhGQNM41syN0k14MS61ibVrTLutMnb/XfbBwYUZJV5Ng5m9Tuhrpnjfj+CBCeyx16DPYFEORRy472M9ZCNU1MdFFe5fJoBoOSZEMzgeERRw67LNuPZmylravLYd3K0W+/Jx+mJAkdyyIQiOACDKYChrorlM5h2I4RECyjmTUxpnLLUv86U9e91oKDizbjdRw229ffTH34KP/Tv/x0A2Tr+sq/4KsznW2v9ob8nkwnOn99Pz3w0021AcAupVDXrXjigqqo8lcffg3l7U/5nbhtUf5aaLSUUqgEwTkTMMSMmAwaCOL4pJOtBjQsJDjmgDROMb3LbHFG/wUlUNrCeGMhSvu41yvEgnxhpuQiRLKYLJ7IqWUQVZdZsZMK6RrhFVDAiRSRm+jdbA8rc70QcgVSZb7aeLiGZZUS1mpc5E5b8yWrxTRKqgiZiBgZay6OQKGvJP0mSJSFR1bn+rRJz0kgYMJDD0so4D0MQK3IvICMFhNE+1fql8LUogiI5Vxp31rN7TF06BgxqdWudx5jUroyv73sl86hTrZa1ZdutFu2vTSrgQnNwlpg4UradC9aDpR2/WgNR14OQxzkBDY0fEkG2AIXsy4GZ0ykn70yo67odrGDAHCt0BrDHHy4KAyIsxTpGEOFY9A0OZp6aWAc6Z9Mcyqsz5Z/InPlowCiOWwXCljkdL1QX7uprYUi0UGBMmpNRuttIfuv+Tgw7d4IYY+d3anunen6rC/B6XDcBiKZpsbOzi+l0Ol7JlzHdBgRVGkNoaSKoRK1J1YIwvJnXiV9aPCOTLpHLmtjVD0aVV9TcV6BAHuAY2EMZtBIFOS+evQZyCBK+VBqXNAUcJY+AFFnVMB0UdVRCJJHOYpQ23WpQJhG1BESUzi17nzUTUk+A7Pad2T6w4wGI9NS2MmX13PyYBFV2dQYyUmfTx7G9ck2Icdu2CGFIjmucAh47FCMMa33vV+tNG58b2zrI/h8iAY1MomlbtNF6niLDKvzw0/p2BoAkERPlsL8lcXKJGZApcwhBzokDaT+6rKwCPzkdQrEOHCdqTRRrijtGADelMaa86bm0XaCSqrFjqPt9jGDXaV1iJAB19EFtY/V+ZHa97uFvADo3q0MNDMwNWUeBMQzZWFAlFlXfy/HCIQEDBtA0cqIkOQwyNghwRiMQAUYKsW22APV/YgXbHkwhA3OWe9lsKTP+AgzoCekq33zGW0EDIKoHJLqrgpBuhQzmdIHdNhNAxFaSy9243rMbUwkKdL1kO4JN89qCTucEgANIjsAsEKzXTtM02NreWrf5+Sik24DgxSRCUnNHHrLGKEfFoXSPMmGs5iWtX8opFabPrReg0oCVCoYQ4BMyNuXKC/JtApPo7Wzsn8GAGvZp3BQyRyAD4jGluPITXVRQoP3kCOR9WvcqfVC0xMxbGONS4f/0278c7/7MzwADMSzoHERa2WiwqNIXCa1wpIQoLlbUxFgWtPfA61//evydv/O3pKrO4TWveRTeewTdIzUOgyzzUYlUU2bAA4gYzq17xNO2WWbXNE0k6AE8EMIgee2fP49v+HN/GqvVCsyMu+68s2D0TdMkhuy9BzirxsXXgIAvBUByaoPgHcA8YNX1mE5n8I1PhFRU/gRvNRNWqo5OZ5KWR20gKsBh21rHXFBAUifbr2PzAEChdq81IH3fo+vEs14bgd1a3IYNSe+roWduc9YUMTsQ2TnkMi814FPz+kff87344R/5UTADr7z/PvypP/l1mBriXmsGxlKtKUmSu/FhIdsEQBTtjRMijfAYI1w6h2bSREDQRt6ssRUyGJA55UBeThcwZedsgCElIbY1cARgEA+TLPWJO4kVzeQcSdOhnC/xQVLdgq5d4vStKEO6JQdn6oce3dBh1eVP1/Xo1S3zmiSlmqH1ObAGas3vtJZcCQjyvfVAZ/p56NWvxm+9+FVRQPK4cPESGgkUMrpudP5ubW1jPp9juVwhhI+Og6LbgKBKm1SD8W5GgjBSbPoPSdi3C2stD/0VEYDu0SYkrVIuqwKNbPZrv5LmwjIrrb8Sc6NuV0cuZ/dBMcPzxz4TGbGDUb0bJqHoXvYDTY4KNrQ/YgcS67aAkRJMw195//145f335x07Z+oVCYOCLmUUNaIfl7ZkUZ87t4ePffOb0mJWI55SOqwkUaOqLZ/lRKzGyqzrklT5ZAIfsXxPJhN8zOvkaFeKCRGy+j/vO2fmktS/LBJhCINxViUgkEjbEpJkr9b8Y/vohWRtpbZiPmxOY1qROu+xazdjlMV6YV7bGlEJuCS2YxCcYr/k+SLjKutBx1PK0uZS+rvkpPoM4YknnsTP/tx/AQAcHR8V4LEGT2fZLdRjIfOA0xZB+uSHzDsKfH30IxA1YDFIUuoNHaPUNk7dpPNrLVHRIQA4xeJgl204EoBMAkK8mECC9ontyjyv5ZsN7dCTEjCeWoekDRnCkNdnXAepHGmsUFa9UdG3de3QCCBI31h7t9YQ6L3t7R3s7OxuBA1F15q82skEk8kUXd/fBgS/bqmEjgCEDyWmtLY+IhEbQQNWFqLq+0XprUZKDEBSm+nHprRUlUjE257EwCYwAyptR0Kv1rpCG+S6S4xA9/ByHdjJX4MuPjaLH9En+RC9443ss1mwNAZYKNZfZTX1VAetH3LEwJqh2QU5ti+tEuEY08rEOl9TQtN1XWJCpWtiBTqZqdm2WqO2opzokAlE8I4K5ma1EUPsR0eEtnFxu8ehcQDIYUUMQoDzFCPYdUB08MTkZVypNXhLAU4v4xDrWts8pLbA0HG6+fHBs4DApo/tF8swx7wu2v5RD4yTyQTz+RztZAIic/wtMjs1rss2HtKHUqbakWTpMTHgpDHR8bUwXfMp22ceSBNpTDMwNjdtv+t4aNthDAATH01rXGrjycVIlR7eRw1B2xb+BJjjlh8zXNNE7UNIVS4S5S/VHOiDeuyaHQCO0jeUHmbARKBEbqRt9puS7VBBFQwtUWAhWwHZ6VDX91h2HRbdCsuuw6rvxbiQ43Fdlu0PIhf7KpblPZiFhtb2HHlNl2AxA2OZL7kN6xqCs7QNY6d9xrQU29vbuHjpErpnO/TRt83LnW4Dgg0pMbSbP2U1p8X1sUQilo3nNiLVnl26KR9Ka2rCGtuRvpVARSt/RdsG5qaSC+hr0KsBDbWcxUbCSsAbSjQoPxwlClbJQtts65M7pui/JPNYQFL1mVVz28U8hsJtUoMyZTyZMKAYG/upVepWKgPWiYlNawDEEHdQ9ESnWyokkhA4xnxggWshDAVhVyCmeEm3kFRboWkYBmFgmXsVgl4NYAotSNUHZ6UxBq/XN41Zfb8ez3SkkJG+U/5RK9A0TdojF9Wzra8yfytBl3WpBW5b97od5mICy3rv9a//GBwdHYEB3HP33eZkyuY5NFbG6JyOdZeWlJuJstTi/I15ebNnrctR54z9ZuZk99D3PX76v/wcDo+PASLcf999+JjXvAYAY9V1+Kmf+RkcH58ADDxw/3149KGHtUvjelZmmamFrif9VgqS6VHJ/y35gMZHsTYCxSmKqCEY5LRBXo4RZLhYh+RrReZCkl+qua3zJMdRUNpHRoYy2uMXCQjWyxu/3rYt5ltb8P6jx7ZvA4Iz0ijb5siIyTq4NCh2UyJkF69j2Y4QQbIc7xbrmVRoUP6vf3NxL0l2KRJcZNCG2MdKZMvitErNN3SZZ1hAJj/7mqoRVQupKzAxWayfg9c6FP1i2szQ44rlO7WluDXCO4sx24+qdsWYZ1wFqMR93YVxjidRF2fBxli5KnUSyRHGBORCAEIP4iABkGIXcoxtT4X/AjZ4jjEMPZjXj9uJq+LGIqs1Zj+mXdHr1o/9WBrVgmB9no+BARsYyr6nToeSpmWIdYoSr4+umGfTKZp2YnwjrBNaHTub1NGUbYOt/81AkIEVAIAv/sIvwBd9wednqX5DP20CTZvAgJZFkTnFJ8q8KAIkiicKYuwBeJGQB8P8k8ZF7Y4i4FgsF/iWb/92vO+DHwQAfOkXfIEAAgZOT0/xt771W/H4U08BAL7yS740A4JUP+2vWsJeZ5D6vLwb1wIDhV9maChmTtoyPVXSG5uBTo/fal84lxyUERQMeCRdhMtHHdOXjjdSR2dAQDnbtTDUGxi8/a6vWW3R2PvT2Qx7e+eSYfVHI90GBFUSqbaMQmZIQ6GSq0PxAiVL3HBzlMlvYlKJ+23S20Xiz0FOw4Zocaxhh0O1wJMEGReBS4tPIpolIE+UQ7Km4pJ4HyVSMobA8TpIFiuqvktQ3zABMtqFigCOLaK6jziW5w1DqjUCNg9lMFZCs+9pUilKz7HL0b214ckMaUTSLa/ltqm4EqKqWo4gcTzVIbYkKXwPZyKoxFmZvK2OGINFwGXKllMZGrI4b21YTZT3DdoJ4LwYmWkBSpjr9iUgoOOxYd6W2yeV2rx6duxe7vdqjFjmd9/1MnebBm0jddd94jbafzTRzwJQBvuyIMf2ha1HDXJuprUrmDny2K2DvXVNiJZfz3W9b4GtzTOXjbSHWQgpRADJWDkDCMjJ2gtBoh0GDVs+mKBImodzxhnRSLtRkiYikhNF8UbWrnFi8ImRmvmjNCB9K01hSHAlLY3zaal0vDQCRPW/0fdiTNgPA4bAKTCTyCjiwyBt7SgdTEetNZIkZ/kn2jpkcJPrCCgYWGfiZ4GBNSBUAe+x52ezGc6fP4+2/eidNrgNCKrE0EFQozCUvBcJFqQp9aJTwgvrSPFm7+T30hIBOB4VZE7RvMSOIB9DLMGAyatA40gaAst5lPHmdhvAk0WUXK8QfxklQSwsgw0iZNiQ72/UlKz1U9ZIbGJK9bs3y9vec84l5pml+fX8VRNRayTqlNW7UfrlAEcMNpYlXSfxzkPfo9GIckm/I8mR8WW/gemw0T7IKYlcP8toQwhoWhYDM2MYycxYLVdw3qE1thFj4EyJ5Fj/6bNn9ctZaUyLAmaEPmDoerAJetV4jy5qCnSroNybXZe+6rG0jLb2BwAgMRx5x2E6zYS5mFv54kYQYN8b0wzYextBFWe9nPKwIh+SE/dWk0Ne/IGI8ahxcxyPRto6WEY1mUzSOfi2aQoQM7X3Wul3BCUhsm4E+IbUNwVzjVeI7Le+r94GAasdSFsEaXtgMIBAThsM8fhhjaIpgoMECCh/x86JW2kRmPZdaos688p9ZIFACTZrUFD3rb1m3xvTuDnnMJlOsbO7m04kfDTSbUBQJT0iE2dDCblTqp3V3FrKrKyEEZsk1ReTKeWKgzkaGEbnHMMQojtc1T5zpSI2WTHi6YesDQFECgUhqdWcAQhJTaDPs8kvNzIDByVWtt1ntH2MYFqAstYlZiGOEWRVEY+pvK10q9b7qiGwi7tQ22p5iMZe8QgUvI+MSO0jtE8oaUCVqB4fH+Pr/9w34OlnngGY8Tmf9S581Zd/KVT9HyqCXROQpAUZMoEUDYBoQ+bzeZKilEGrIeVyuRS/FESYzhhPffhp/KVv/mtYLiUa4u//vb8Tn/j2x9J7yYUqZ0t370stzVlpHODltC4BGx/8nViRE+dTOWpI2MeTFI2JUZDHNMJ3U57de7b9WL+rz/6zf/bP8QM/+IMAgLvuvAt/+S9/E/b29tJ9AWM5hoguuJsxfL3OzGvMwIKBNWDFDCZ1/JNho27NOaIYwVIMVcll19ZD9E2QHBUBWSNoP85he3sbf/HP/BksYrTX/fPnpc7OYWd7G9/09V+PbtUBBFzavyBzLg6OS3WJWkm2xne2pRrXQcWsuAlCVPQjRwEnsBjA9n2H1arDcrlE13VYLVfouw7M0VNmNNL15NA4pYkWmog304I+RSBOBDzz9NP40R/6v8FgOCK8813vxr2veEUFClyaY5s0A/X4j62BWnNZP7M138KFi5c+qv4IbgMCm2ratEarlJzXoq95YsP1lMyrY0+e+b4RitfqRalmyV6gPHUQjIZA1HcpxgEjGf0JKJALHBTmc/YuFuR3CFQeurY8wBC5s1L9Wn59XT1rVbtWOq3ft8+MvWPV+So5byLYKllmRzSVdsVc2STZEeVBS1LRCJQZ+gHvfe/78KHHHwcAfNxb3gxQtHDfoCq25RpIlkCPlXbbtl2TNqXtSPuwfS9+CBaLBX75V96L01OJ7nn9+o3RcWEjoea0roWp6zsG1M6SprQcAEm9LffzeNcnDsbXFtbmQa0VsG6NbR2cc3ju+edTrIsb990oQlgXfaKgWxH4hlS/uwksxAujWgbW9TtSXPYS6tIRXWswW7tPpmh8WGiEIkB69UMPpXxTLASWIFqPPvQwQFTMQSszWXpXSv+5FUW/rK0OXXsh/1ZNaDxqqCB4CCHZRWhuRA4ODB/VFkzxqHQ1FiqskOpECehWKzz/3DNpXnXdas2R0CYJvxYgUjnA2jzfpIGzz7Rti62trQQcPhrpNiB4KekmPP9lz8JyHjZ/U2ThxiGQLvZhCOhCgAsDuuigKIQB4AGeHVzoZVFEps/QCe7EqUhgDN5sTOqecNQSkO5TRCkiHSOs21boNBHLQtJGyJcxeNzA/GoGfysdWIOBsVSeJKDquoP4+eFEeIS2ZqpGLJKDJ4o+YVgklBCSW9imaZJ/gbou6dx/tRsrBMoBGNYIeM38vLod9h4c1aYnJycIIWA2m8F7j62tLTRNg9VqhcMYU302m6HrOixPluBTQtcP2NreifEUxvsTQGKEohUQScqpoypGUunmpAaOmZBaA7tNwEG3ObIBZINlWGAIQ7zv0Xif9pBlf9wcnS1zhGoItNzaf0StMdqoqq/6Q59N593jSZBUasUYapfFY/nZfNNHtQ7182SAAOXyfOMTU9c8VEOkWwRJO2DmZ60hMLWJRURtRnQy5imfYkjAJeicRmSvtt90eEbFASQCl36GmEtIHwEDGQh0XS/GhENAPzCGAAQm0aA4ca/sWbV1oiUQmmM0A2uMXfrQptqvhR2H+vTIpjHdBH7HgIDNY3t7G7PZDNPpbKTfXp50GxCMpFqNp6kYK9JnR+6l50uCMZbqMuzzglYjIbGLh5EQORcLiBFAGAKjjx/PQM8h2RboYgVHF2JxD1vzISXqxKIFiG0lIFvhMtI+tUgCLMFDnBtVYrABBRytfK0PgcQKxySgSrpPlucxT+P2ZLRfyzHQhWfHhMynHA8hDJwkRlWwMErVbi1VKbNr4l6rrZPmr8xO77Zti0//9E/D5ctXwCxH1YiyFDMmtY4CA8qSoPpKUDfM6u45lR3fmU4mcE0L37QAGNs72/j0T/sU9L24cH7FvfcWTCxpVtLIifSmhF6qpw59yjEZk4Y23begwM4Fp1bzGkRKEElSeWusDpu/9p11JKX9ZyW+miDbufiG178eX/zFXwQAuHDhAiaTScGw03jEUZP9e1qbF+X8sn1QSrbqgpwj0BgDA+lNzseI67bUdcz1RGSEsR9Tf2rEUX0AEbTmelrDUmcAgW5rMTHWSBYMneScdf1MsRN5hoalSAqgnQc5BjmPJ558HM9evoKBGfP5Fh56+GE4ctlZUmyT2k3VKn/nCOfOncebPvatEFDrcO7cuQI0jkn2m+a2/X0rmoK1d2O5s9kU09kMq+VyI195qek2IKjS2GC8lE4/Syq91TQm3RrlgLJwAMJoGYTggD4AGAK6wKDAWHFAwwE9D+AwgIMHwhAl0AA2p5gZAPTEggKPVAUHuAjYKYAdJWcmgIAEkZ7rSc2Jkcr2hJHg9LERQmy1BfUCUsZHtP5u6qs1MFACAturCha07sJj1FJem9hLP0faQxS1ApSlS3VWBCAZttV1scBAmd18NsPX/pGvAYCoycn6X0sk7LHBmsHY8vphwFDZCygAsEw2ndVv2nj8kHHpwgX8L1/z1XLueT5PUlius566iHut0TxUiChA0cRcnPtYY7HNatEaiCkDVeASBmGKwoicGLbFLSvnvbjD9wIKNIZB6T9CzqPrCRzrSCoBqQ3zT9Nnfua78Jmf+a50v/4uNA4AyFEhTeq8GDtOqXOUo/YjS9vqLMrM1vpdFaap1HJY4KhAKEc7TJmBvEi9eiSx3nBh5nSCxbYtnV4gVz6/QcO0liJ9yZqH8n/W3YGiOhskbudAzgO+kfgJA/CzP//z+On/8l8AAPfe+wo8+NBDYjcTGPAAm4BMCgjsnCGSkPKf+wVftPFIYP33WWCg/h4zHtQxPOu97Z0d7O7u4mrX3Xpf32K6DQg2pLOBgIW5akGb37Op3gdMP4G1hTeWyt1mPfmQVXeZJriUsRAnxsDyEW1BQJ9Cgw7oY4Qvxwz1K07gGNVIJyAS003SV+TlDMRY6yLF6KKU50eifcUM1XoXyAt9VHE4oi1QpqRgIC0oI4xajY2Un9XaiP2VF24eR+uBzhJWoPRiOCTjtemaQaISWjVa1DmkzAcoDQBr1TRF4kixg5PKlbNGojaAq/fCi310ypoCPXbIIaBpxNKcmdPRRN+2cM4nj5cy1wL6Xgy0OPaR1k+2dwjMHgyNeGmZvICB9dGNM/8MEGc1GESUnM2IVbloVXy0tFa5VdcTVX3MrIZociRX2iPX27ZNWpwxyUzft3Wz18akbsRZ5TcYrNZl1XnxWrvX4z/YumjyTpizBQO2fnX/aj1VM+Ccj59kzqcdEBe8HrOm/F480hgnQ6F54PS62S6IA6W5p7YkLWhOWuM44wrVgmw9iRfJpvFRGxcQ4ND08XvgYrtDAb5zDrLF6kzeAMhul5QaHFvXOjy1vbdJy2Tz2gSI7bWxcbb0and3D/v7F3Dj+vWN23svNd0GBEWyaH1cDZ3TiM5rQyqIyhn3Npel5dlvpMBfth6kKv2o4g6cgcEQQYFuH0gkMo7qQBWhNbssfWtgI5DqI3Lz034hRW9pRAhOflPML0nEtl2kJkKV0t+CppHfltnxyMLTzDnqQxUI2HtkFr9uGzD3KX8raQNKSPT5EPdh24K4AiiO+I1JjmMExkrrqo0gcmAaIuAq+6DWGllNQ7GFYN7RI1mEDC6UKRKApol2Dt6jG4bo6MdIp4T0d647QbVKUFV3Gkg7ogZcImsMzgbc6wTTquSB7B+BA6f5mUCBzlPOa0ZO2zD6PoNK3Uqpt2JsX9fjVd/PgEPzkDaP1d+2ayMgMGOs7a0BZP0uESJzLjUDdf5jwEek4vWIe1bkUQAAIIECBQOEKBgA+WNpCmSWOM0s9SeKcuyUyW8iGTur3wB514EoZG1IDN/tGfC+gQ+yFidtK8chGeK+2qk9QRQUiEw5lplzmqP12NcgL7en3OY6677Ns17L9TNjgGC+tYXtnR0QrZfzkabbgGBDeql7M/We98u9x5NRthYoX+pxUMu0TKBrPFaOsAoBqzCgHQjtEH15B58YvYYqFk4fHf4o8aaiuFiVyHCdEgvjnBy5XkSilrTvK5FQZzyJgBviV0s3Y1sIsnKj05kEPvT5UjU7pvbTPCeTSaHurxmAcx6TyRRhUG9oXTLas3VTo6MxRj7GFMbuKZiLWCtJYNof2g61CdC6qsFYkriY0XUrgBldBCtyLHKQXucBIRCGvkPjHZwneC+AqQ8iKTGGNGgaUMW5pmhbGIY4BYRwC7nNMQHKKB45jTEu2z963rrv+zRv2rYt+i2EAB+jSYZhEH8ccR7qOlAjW01NI4xiTNqz4zVWz3xf85QBUh7AipZHiLU91jhq5U8Qn/ojxo76ft1fCpDI0dqcrg03VSNk21QwIW2mAdHJcVm9v47sQVNtk9QBms5VcJLBc7bmO3WY6d+QQIR9QWiSOmgmzwA8mAOaRuZ/P4iasG3Ea2czeLzrnZ+OT/iEt6MbBjRNi0nbAogRWyNdSsur0GrqWi6BWN1vtv/q8a3TaH/b69LJ5p4dk1Kjubt3Hvv7FyUw1cucbgOCW0zrEnueODXxSH9HQh5vlK8blfCYimm8EkgRElVML6RuzdpIGEPIjooG8wkq27FV8Ek9Sykh/6+LlLQ9pO0yxCQ3rwRDnLIqtkE0d06qck7EfEySsm1kwARXkR+b+qLoxg2L2d6rgZ08Q2kcN4EVm8et3DvrWS5voE5jZ9Y1z9JaPiT3roX7XAUjQZ1XycmKpKGlccmyYKKJ+MchFmQXg8QA2YZA8yrbMKYpoGr8kwocSCc26r6y/aSGbYMBBLLdsUEaroBJyWxtH6Sn0vf6+jFAGePzqC4rP2O0ciPzpK5n7icA1b2xtDaGyGWlOiqk03bEdzXcdTHntP6mH9Lv+Clle85Yo6KLbOhh0jYZolK01WhgVHCQUzw678W+Yf/8PrZ2drGKrr0ZojGlgKTpiLkhFP0r1G5s3p9lTLhpy2CTFkDGgHKRGm/DuUxjtYYGEEync8y3to3b+Zcv3QYEG9ItMWlFk5bvGWJbPrvGM19qxUaZw5g2QryqMbq+gXcOqzCgCwM65zCwRP1yyC5F09wUP7qSL9RuQYiVuhvl9I2kIVAQEJCPIae9YOZsHFQBCb1sa58WemVdv6beTbiEkp2D7Q/No9YQqCRvJSe93/c9lsslJpPJGtMlEuMlZazquU7LHBuXW0m1pkDfIudggrgX9dH9b7VZUBuLtm0wm03QeJH+mQNWy0UyptP3mCAB7jlg0Hb4Bmz6X8vx3hcOnWw/C5GNmgvnxPnL0Metlwyc7QqwGpWxftLxUrW+9vN8Pocjwup0YdZBSbi7rovgtYwW6X2D6XSatxtGQKdGOUwbWmm+WdfHFkiX4CFpxEBrc1HnjGqXrLYnMRNAnESB1wFc1T92buucsYaN+lz9bcGAHZZUigIUQmJOa4yOGf0Qt7VqkCmWKOKEaAQEZMaeBZrcxpH1YtvAACA2BKqJ037w8ZqPJ2vErgBg50QgCkG8uZJqcCJDrvsj/hxzNHQzQDB2b2ws8vPJogIgSvMn10VtcfL75y9cwOnp6UfFH8FtQLAh3UzKE4lF1FRrC/YMMKCI8OTkGO9///vE4pWAV73qAZyLHsA2VAgAcHRwgA9+8AOIei88+OBD2N3dHX1FiJAsBLUf6JnRRy2Bt4Rapd/kUMRa1xu1Hqf/MjmM/ovYlAszqXN/ZQIg0rZLmoMxULAJlJWSEgAOgHNyysGgdLuIa8nfSvi1BGC3K+qxdU78wUdHaIXFuH3Ggoy6fC3rV9/7Pvz0z/wsQmTS7/y0T8Xu7k5qmEpDHE+D2LpuAh8EAXRN0wgNDlllntpD2VkRAKy6LhoVClAcAwSbjlDqGCdjR69EsQap6i0w11W/a+Y8xqyzXUc0ANXxqhg6kI06FaAyopFfJPy5GaL6z4GMSqNd29axZK/XwDXJxBUYqLcCFJQ653Dl6lX88A//qPhZAOOxt70Nr3jFvcXztp3xj7SGVFNTj5HWcxgG/PB7fgyXr1wGgfDKV96Pd3zCJ0TgFPAffuSHcfXqVRARHn7oQbzjsccSGEgdGstkhnhlDDlOitU4EVs9oNYr9q8eSVSioe9qEVV3izCh4EWFMCs1G40BUTyS6uF9gGeGJ4Ciz5QQGMkLK/L79uTTr/7yL+HaNemH/f19fMwb3lj0ZcHs05zK68GZ+5s0Bvl6nisi0GRACRJDWKJSEJjPow3ByNbER5puA4IqjSE7YBwQ0BgYkAfWL1XS0cHBAX7sR34kEa/P+pzPxd65c6Nl23T16lX86A//cCKY58+fvwkg0O0CcVTUcUCHgAEBA7t8hM5lUJCUfIY4kmGkKW8CmGT/UvwTZCIgGtr1I3eBQwxG5CFn181Cz2vDdKX0dc28tQ6JkKgfBEOUleBu6pthGBLT1mQBgUqXyjhFynRomgYSTTifIKjzAHKQpJqZavk//dM/g7/wF78JALC3t4c3v+mN2NneSn1AiP0LEgNSyvvPY0xUXyIQJm2LwbloVa+GbyFtzTgvvtG7rsNiscBsPkfTNOhXsl/vJ00qo23bpC3RftF2arvSmX4vUo8ybzFEzO6b6/Ebs6IfC2qkPuT7rs/udkliGKhDLmX+GLIqG4lRuFQnAuKevzLrzVqcTfTA1lfrmOaeggHj70DrbOeI/QDAM888i7/61/8GlqsVAOCv/KX/Hffd94pRxlLSnail4TxxyDJJA3C/5/u+Dz/3C78AAHj3uz4Db/+Et8GRQx8GfNc/+h78t1/6JQDAF3/B5+MT3/52zb4s04CcFAMh3Qvi2AwoQAGT4ACHKGUQRaFGgIU+kxpQtA6VkEXFNxHMloHM7abxaMKAAI8wOATHoOAwkNo4oMxP4xgD+Omf+kn88i/9NwDAa177OrzhTW8ujqauzYlqbGy/13NEk2oHFFDI7wwOc17lqSIA2N3dxWJxOmqr8JGm24CgSiLZlJLcpsS8PjFzPpslufHrt6haPuNeXVcltl3fw3mSI4jRH0EfNQQhLmBV73FcXArVFfSk9sT/ArJbZEG2VQeARDUHoyGIhGRgiVVeE0QiiZGgpw8sw7CS+JpqjihZI9u+qBeugoNaOlXnPZrssS31k6/PEwmDB5fObey7WmZttJa9IhKI1LGP7TGRkYizNqUecWWWVvNg55pzLu2JOjfA+0XKxamKFTLHJ9MpyHl03QAiD/UoACK0jWwd2PP6zrl0hNFqQQrAFwIIDgw7XqXEfDaTRTFGOm4uzrFk0W8wq0qVvmmk31I8AU7H/yTojo+a4ls39rXMWN+ppX1b34Jp63Uu18GYatm2XVPjJYyzPYJZb58ZHV8CAsXFtJRJUFBRhl6jNSBuG8HM0fMgiqipaUvD+F5I9bMSP5Bjd2hddQw5mhQL+o3fqOpTtDJrKCohzUXA7pnhg0fbtAB5MA0YWLa1KDhQtCnJyisBBCrYFPNSGbvL/gkAtRGh3OemS9XIdV0TYO1F8smloBOYLBAo62EBwc7uHvq+R9tOkoDwcqXbgGBDOotg2HscVV/p0NOIhDv2nnMOs9kM/TBEieXW9oP0vRDkHK5Ovk31DCxhTcMQop/vkA0L46fvOqxWS1DTgrzH3vYeGqcx5JEkD2VQyqySVMQhrdnEnIjAbNCu6c4QuLggkx8Yo0pWpazPFupkoqgZKFnnmJrOqlzr8R1jVJaRp3yg+3wi9WqsdX2/ADeGkdo9ZyVmk3aCc+ckOM7e7m5k5tJZ+s3KvQ3TH5M+cj9mNXouG/AecC5qi/oBDAl9HIIwUunX3B/O+QRJ6nLGtDW2H2HeK+8p4LZ9nYU/+3gNCIyY/XeG1AABAABJREFUCtmjSr0ZewrJUGzgoZiPaodQ25hsakPdn/Uaruek/fbeYwgDjo6Oc/Agc3zQe4+9vb1RwNo0Dc6dO4flagmAMJ2WNixn1VXBu3aifTKp4Ymwvb2dAjJtbc0TaCAi7Ozs4Fy8N5/PU3/ndV5ufdSnJEQrIOXo9lUNarVeSflI2n8ZCaw1k3Wc11plm1/Mee8FFAQGnOMEPNicY7A0g+IWJpGEGd7a2gYg7r1TTAg7XpS3CtZGwtRjDBBIGyOgdxSP+SKPXQUmaq3BdDrFPMY0ILOd+HIkulWk/P/0REQ/e8edd731y7/yf8rIPt9b+7skLKXf8rFUgghB10eHh2mab+/s5ChyZ6Su63B8dASwWAPvVO/ZeinhnkwnmExbbO/OsTuZYLttcXG+jVnTYHs+xY/91M/g733fPwOIsDWf46/8+T+HB+6/H5m2Z0CQ9ml5XUqSZwyaJ7HqJhLgYtezqq7JPEPegdO2RSmNjfW/LogiZvsGKexm40LVYgSym9vVapXUo15RfZAjfn08pmj3g8v6WUAQd2ViOQcHh7h85Up6945LF5MvAyUeQ98DIaBpHMIw4OTkZO38vP1WA0Al3jduXEsq6yGCwlWU8Pf395OmQTwBisqfvEM7iY6XvMvq+niscbXKAV4SyNK+06iCkegREZqmjQRw/MibjjNFIttH9brdl+5jpMblcgXm7CYbHD0VGrC3XC5Tv89mM7Rtm44rglyeoWfMi3re6Jq1kSTHgEHbtvjwh5/G1/2JP4Wjo2NEbpbSQw8+iL/6zd+UGa4pa7Va4fnnX4jjH3Bhfx/z+dxolrIxZEhSromLoKAgZ2xVB2Awnn32udQ/Ozs7uOvOOxN9e+7Z57FcLUHM2NnZwaWLF7NGYBDnTsk1sQEHeasEoKhxjKgXajanLNEZsJv+J1Nfra5qMyIzzSXIW7IdM6TTM13XYwgBp0uJZ7DqAxZdj9Uw4LQbooM2DZkcMMRYBjn2hUvz4+DGDRGQnGjRzp/fN3O7nCMJxBtk66lJAs6mbQOi6BCKXLIZTsLlyLysAeSN69fxF/7s1+GF55/DhvRzzPxxm25uSrc1BLeYalBQAKk1FRfGnzN5NU2D8/v76e+bvaOpbVuc3983ToluXmYmIhkVB5YQoAyHw5NTPPHhpwEA21tb6Po+eixk2NDGouqjuNApn/m25SY0n65CFrQu6VLNxix2BbpPDs6+D4B1fwSFdiBWKtWwMigcI+qb+rvusxKdUyKGgcRoyUrim96zZaVvJYTM2NnZxs7OdgIOynDreiZpChjdyxwrm0iPcsb9e+cBhgRjisZLCaQ4iXKIQbd/HGpGV2u3yjHIbIjZjrY9GmfUpUbjIZIbit9jcmBmQDkgD5hlG9owZpVcdZvBnh6RPsmyaJ1qLVENri0DHJsz+ZRKhyeeeDIFkbJpNp8lrVI9ftPpFK985f0RBGU3w0kitfMhStLZAh0wKyGOS/ovjcjdd98lda2cGDnncM89d8trtj8rDUENQkeTHeOaFmmNDJ3g4h2tM8PMqvX3k2p/XZIWe5tojKf3UK1pkgM22XeKAFgQCV0WbJDqYP0w5GZuWOsor5XvZW0o6TFDM2AUQdDY2q7z+2gI87cBQZXO6uIzByHOVDuQvx7al1HmpghgEKliYKAD4EEYfINQbVdIyFRthwO4lDxkTzG6CamYBrOcagBUpSu/lOkXzEPupKiJDhxtGTxcs34yAKa81M+qdkSUQIyavibq9YLWa1ba0aNgCnSck2N8AGMFceQDjgzHOPuxe+2byiVkRy/2SJlqEywwiCMRqVLcmiBKDpSY85GzTczayWDGbBiOZRo0rcYK4LRt6X0D76N6niiFzKaQjzVqv4/5/k/1NSn3J0ePglk1qgy9YK6R8al0STqvQo4/UIw9yjW2Wq1SvzZNg8lkgqZpkoYDEN8Edjuhnld1/gCSHcmY7YD0XQYdMo4qIW5OY2WHuPWm2wz6nEQVNKuGQwJU2dKcxiUErr41z5EtJ62LtRMIKu2HUtNRtyUzfgMSN9A/LihDFCIMSCRIE8WZYF7nChcNjIhTRvoIRPBNJCchwAWK3gt9MnwkF11mJf6cj/mlo6VOwUV+0N0KINBRMv5Q1rcNKiGB9FRCFnCKfq37Wct1N5lgLzHdBgR1qsSHTYMy+t6vcQrMeP/73ouDgwMAwPnz5/HQww+vT9ooffMgC1toohieMTk89OAD+Mov+xI45zCdTrG/v59VdiAQR89khGQRrL4KmKNNQZSgGQyoRC0VyCo1kkUtyzrLkZqUCNEwiCGakWA29juUqHDyA3+W9e0mjU3kQYbYlyCECHCespREYmNh1bj6GQMGMH1gm20Jbz1ugACIfOwwS0G1NKvfBbNENvpLdUtaAQcftxfIefzUT/8s3vu+D8B5h/398/j0d35KMmjLBpe6FVLaG9h70OZV2jQFbJUMW7TfOTkaqG9asLUGdA0w1Of6vgczF9Ed67mg4b51O8P2d60BrKVhS+SLllcAZW9vF1/xFV+OxWKR1TtxPdx5xx1omiaFvc69ZzrGOIci7TGDB8YYeZY8c/+MaTQ3zs30zMhWSGonUC3ZdSEpAf5Yc7Y6n2zIp2CvhAe2NbF72IKvdCY6GRGTi9uGGITOOfFk6IOHHwYEx3DVCRfnvWjKgLi24j2KgZ3itqUek1XQMaoNqAABgGhzRfG9qr9ZO1K/4kBbsHATUEBEaNsWj772Y7C9s4PHP/gBvFzpNiCoU0KkmyWGMpWqMUuo9d0xFf5Y3vWiWFe2FXQBzIxf/MX/iiefeAIA8NDDDxeAIKnKANESDCE6EpEjg4EA9g4f87rX4i0f+ya0kUG4GEedIkJ2aXeSRGHADAezn6kExBljIl5f6OVvTmtDNQcMyJElInEignHiW/ZnlBpicB02+/Vjab3vS2IuzGkAoJJwLIPE5//Q91HbkSX7WpWc887lWC0BqJwjCkJqt7LpXeeUOgLkkmambkshdcbebpom+aJwzPDIEmITrZS99/iR9/w4fuBf/X8BAI+8+mF8yif/JrRta9rjCobDjKq9hsEGiTeflkUA4KoxMetFGfoYg1JAYLUpVqOgJx/U7TQRYTqdJruBYrugqC/WkqvmzqYxtSdSxp7f39/HH/l//eEobQPgsDYn9ThwknApawFEcy12IBmUpoEurq/RpoqJW1AzBgTqtZQBvtGEqPSuvJ3XNXY13Uwri0Y0BalPs4FycVubGuI8Js2fi8iH5EQrgMBxC5VAQRi9Z8APPhpfB3g4OM5lcfpkmEqUtw0Q6Z9cqxj/zcCAghXKeapgtiY4Ui5bO27MVqH+PZ1O8eaP/Tjs7OziiQ998Eya92LSbUBQJ+G0L+HFEfisd0ZAwUtJBYMljCylLLFrjZJ0EREwnHzIe/GbrhIoOUHGjpJVLbzCgAwKojCeiAYzF3uOuQ4ZtKTvSuKSaxVxNoyTOXsCtGpOPTdOsV2OKBnmJCFrA4griaH8x8iLWwlh14khnz4vhnlZjbvqJE6E9yKFjnk1HGNG1gtkwcB53RESAVElzFFlW0Ksuk81Pz16SOTgfCNeJ4YB5DyaSPDEYNDDO5GkCycniQBGd7Xko5vULL0TREpT1baotSUNPIA5JGNRTdYzn21DPTa2L1K/kdjd9H0PsHj7I+fh4rVhGFL0wq2trQQG7LYKM0dPm5vrYOtSjFtVN503AKJmzNwDYIM4JTV1Kk/Aq4vzodZqCdgKKW/LgMYAp32x1s5sat+axkWfY90yKN/1KrlGh2h1n1SdB9H3cwqeRvaIJiq+yNWryJoDslmTR46LQZF5+higlcAhwAdh8oEJvpGw3D50YGL4AhDEdZ00MBEEgNRJRRwb5HE8AxBIjXRtx21L2O0Is+ljiLjSMNUM3IqGABC6s3/hAs6dO4ezeM+LTbcBQZUSM93AUMZTOSA1kdu4eBRU23fN9fS3+VHgeQIm0xnmW1sABDVqGUKwKZNwO9lUHe8zGgZlb13k9DsuDLj4McxMiTWiUSBXjD7WUbUHwQCHJOUU/SHvuISWMyPWRbXe7Xk7IodIqpn++HhylM70BKRd3CFaMPd99hLGFbNOznkoOyHScmqCYQm5rc+YtFZrmKA9UT031kZmLrYTlBkpMc7OUJD6mByBvMfOzg4u7J8HiHD+3LlkeAgAR8cnGHrRmjRNg93dXSF4RAixGja4Fsw41Ec9xxjsWHs2aUAgwwUN4kSctQgnp6ditR0Ctre3MZ1Ox8shoF6PtQRt74+NR5bD4y8FMFCb+hiymqLkqlJffIZiJqO2LpC1W6rL1xmvvtN1HQ4ODhJD393ZQXOTE0tngoQRoSixMxp/Nz2vazvxNbNlyJwcFKntQOpGKn7kfkD02Kkv6jM6f5U2aJnOwbEcNZS4FTIODjEKqSkSWY+BHCDNMPB4O28drAOBNUBASi9F65OfyVs6q9USJycnCfDv7u2lI4h2btb52+Sdw/bODubzLW3+y5JuAwKThLltis1263nUQ1hrCIiMHTbl99YSlX+sEQTn8Mmf+lvQR2m1bcrhVAtb57xIeVEqJO/gGpGu/HQiWwSNnNPmyPPzpKdUPonXoqJaoiGgNQIubcrqQt0zFW95kl8YBgQOyQgxgZi03imprQVUZH8HoNiWSHmCSlVBINAmoynt/7ygkQZNJErCcikMf7FYQCKqqZFYZgPJ6jw6WNLjfpvKrdXRwDhTt88qaImiEEASe2KNqQJFhDyQRKokIrTtBEQOQ+B0Fl/32ru+B5FDO3H4qt/+5fi8z/1sTCaTGDZ2Dl0Jf/fbvhM//KM/BgB47aOP4Ju/6Rswn89HTzyMSfz6bT0cbhoPCwZUO2R91qtxoW8ahBCwXCxSm77xm74ZTzz5FJxz+MLP/zx87f/yNWtjkAbdENExBpcNCAfRYsmD8aNypcy1aBML5jjPIac7Ei0wU4GICsc1dXkJMALJmLDUqK2Dgv/6i/8NX//n/wLCEOC9wzd+w5/HWz72Y4uTOTZtyieBAe2jCDD1PrjMa6zO+Yf+xUD1J0eQJH2Z4RW0jwEk51ERDIzzxQwIXAxn7AYBXI4B5wMcA20jGooBCtpi0aZibPIip3YFMBhhfU3X4FE3aJ1szEFPEaT+i+nn/8vP4Hu++9tBAGazOf74n/rf8Ir77k/l1DTWJtFyOVDT4J6778WVF57f8ORLSy8LICCiLwXwKQA+FsCbAewC+MfM/FVnvPOJAL4ewNsBzAG8F8A/APAtzDxseOdzAXwdgLdAfN/+dwB/l5m/++Vox0h5o79HEbJZBGwvrWeKOP3WtAHFy2XGcS+thIIERAcaMrsNb0tl1VIPx/pLBET1tmcN4xSdxxVDWfJmZdRVXUf3xuIFPb2YuoedeVROMGidFLAbOSD/R0BSiVJFIMzfm0DAmal6Vw3SxO1vZGQUYzilOpYSf67K5rJJ0YcgrjVYX2szVNomqEnh+pxM/RTtDATU6p5qPKOvhN0AvMQMYzvOndvD9vbWqJvla9eu4+mnnwEAXNzfX3M3PMawbnUMxgBFAoDGQ5/tn/x8DPATn7l8+QqefVbOZV+/caMAcePVGddA5HslyxBVf2mHQFBpWKzSOUQtQbynqzL/KorNpa3RFDXcLPt2TNO0WCzw9NPPJAPQ5XJ1Ju0aFVASI9YZt/5u7hNeo0OpD6HvV+0hA6d1CdjnCg2D0rsyG0pvFJwaaVEiz4t0zzBz59yIMWeqfaaX6bfNikb7tHAchfy+brRqkyyBXC4WuBwZ+Xy+hTD0UI1EAiUYSYa4OxIfG7PZHG3bpoBZH2l6uTQEXw8BAkcAngLw2rMeJqIvAPD9ABYA/hmAqwA+D8DfAvBJAL5s5J2vAfAtAK4A+F4AKwBfCuAfEtEbmfnrXo6G0NhcviXitjZ7AcjEXmf8lHgckMc5I+LqxobS6mIzE80LQH186zZAYEY3DMlf+qRtwaFFQwCx2hVIlDDNR0GBuLe19S6JiDKotZoyw7FV6sc73iVmZTUFInVFn/NQxKwSTC6TjZQtKvt1NfymVBJgA1GiPYBoJsQJz2JxKmU0Lu0rwjCCMcnBlrFen3FirN/j3ukywczSnB7TVDe2Mr48MBgBzntMJi1ABNf1ScLue7Hab5pGpFpzxG21EmZit5/qmo8xJsvEtQ2jwLlKtq31WX/rkMc6BEogIoa71aOFNx93U2fOzm70SFli3sYI0MX5Lz48BnG6k3IjiMMl+WZAjvYqsKZsNKfxfMa2Qsb6Sm101DhmU1+OBeCyDNCOiX3H5llsl0TJWOlIqk8wa0+6LR7fU4QcezMvT9PnbIlGvjN2jRmsnVVklBk3OR/tnkqAK1I/lYGQDCjwnoDA0f235JWjWxhmrHYuijcwvp00BhLSP9Jt1vW0Ri+cHnFE7nsLyswP5lzuzvYOdnd2sbOzi+Pj40SnPpL0cgGCPwoBAu+DaAp+eNODRLQH4NsBDAB+CzP/TLz+5wD8EIAvJaIvZ+Z/at55AMBfhwCHj2fmD8XrfxHATwP440T0/cz8Ex9JI4hkcBCAp558As98+CkQCNPZDK9/45vQtI1RNZmXilRK6yPtr56OiLle1C+68hlBJ4KgoEBjwFM+LaCEYugH9CB00fDJgRBoEItcQgpeFIiSiiC1gbPko/1QgJwRqWetYUQizbLUV7UUxf0RQm+Zrvq5l3ZXx8wqojfacdXf+thkMo3e9SIjHbro9CQ+F999//s/gPf8xx+HI9ni+MIv/HzceccddTOT9gVcAaPU7pDKz9sFnMCPUGEfia8w/ZDUugzyBIrbMGJ4KfmJL3+RIqwqXj1cjgUYskTv0z71kyXIDoA777wzAolxC/zav78ypjEN2yYV7Ngzdb30mmpzvPf4bb/1S3Ht2jUQEd78pjcW4vj6ussj70yZ1vmRXmNmhGEAorFkztMDJGfb9Zi+dTqUpL7IWbhixGN9Zu/DfI9txejvV77yfvzBP/D7okW9w3333bfWr3Xe9djl9cGJsZmXMvg3/ZbGypYVr5C9kYihMmgjwWgR5oWCapwhFIE0qFoGBIE5xrIQEJPlB9Ve1HSAcOXKZfzEj/94PPXh8Ng7fhPuvvdeY+3PG/0QODLHswvtQAZXdXrwoYfxZb9NlOdt24onRBUSUxkjgADrIKRtW+ztnUPf979xAAEzJwBwC9LZlwK4A8A/UjAQ81gQ0dcD+A8AvhrAPzXv/B4AUwB/RcFAfOcaEf0lAN8J4A8C+IgAQaq/A5584nH87H/+SQDA3rlzePR1r4Nvm2RElea6BaOgeE5frefLhTh6Pp6RrJS1fFW96XvAKMC2tc5AAGIE46JLXz1W5p0vCDPrwukHDCD0rkdLDkwOTBQd4USAxAQ2oKAYY+akri5rVMjBhdTBFaVQTQGY1iy4Uw5WMjZ9k+uyvmA3ET0rERXjEH+oYKHH14gYq9US3fEKHP3oe5dV6+993/vwrd/27QCA2WyKT/rEd+CuO+9M5dpCCi1HlezRO62DEk/RHhH0jDpCQGCxpiaIVOOR40QM8Vib5CWAQJ3r2JMbGYxk7YRlws45fMY7Pw3v+vR3pmfVFsBqFsZU2iWjwUZgMKa+rq+NAgIArskagq/8it+W7EAkn1CsC/ueSKKZCDMzODoEGhKDjpqBEBBCH+sUAUEaHwKiXUxeqVQwkLE5OTaf6/YnHrlhvmgeD7zqVfiaP/TVuQw9opkfXCvf1iONkc6x2PZ1mlOCnZhhxa8tmOEk1SKCjcyg9b+oDUHUDOTWlb8jkyR7O4ZPV7gSWD85TkuIRxJtva1GhkC4evky/uUPfn8KHPaqBx/Gva+4LxcLfY/SO5pc1FRQql9+xoZB1r4HgIdf/Qhe/cijGEvy3rgV2xrNQgQE587h5OQYN26Mvvai0q+HUeGnxe9/N3LvPQBOAHwiEU2ZeXkL7/zb6pmPKOlErWGNhPqFTEDD7TKAzYNvCZ2dfGtqQUv0yhtGpCzrRjCXq0qySuysNgBx0seQoN43aH2Dtmkw0d/eY+IbTJsGXhdYFHeY5HgUMSHwINIQjNFclMByOzIwAZXoWOpLxd/Jf0HuzoJQ2r6kanEBSJoBzZE5pIWZ+mOEQZXATO/HCIMcYp5KtOWIT9syZrOAxeIUy+UC3g/wzmPaTtcHosrb3s+ESOsWEkFEVDH3w0q0Oz6fsU+Dn5irxHuvJXC1AVCmn70eojB+zNJw2R9joZXrvtS/9RjhWcnWzxoh1hqbTQCgzqv0jaD+FBqJwSCTF+Byr5iQAzjFwuJ1mcND14mvBvXIGMEwEEECM3gIGMIgPiqcgqcQaYWLMMGCAA3IJFEtCyZSHUe1/aj9JIB9fDtg7LuY61bjoHTEPDMGuLQ/Cvg6AkZK2VXyT2A1fcM8NQ5m5GqKa5qYui1I6UiMz47kI8CcgJG81BFa4vzSGnJyyrqRunE8MgnTr+zc2hwmohzQSOuSaJvZBrBANaIHnVP6UK3hOoue1XUYu1aDyOl0irvvvhdHR0d47rlnR/N6MenXAxC8Jn7/an2DmXsi+iCA1wN4CMD/uIV3niGiYwD3EdEWM598JJXTYZhMp9je2QFA2NrekYEYe9D8IYO1Oe9N+4Cjg888uiBt0cpM5Y+ioKJ+MpE0GI1qC7yEhiUH7xx8jMVN+j4Q90tdLoBCPA7FcfLHcknrQek6p/4wTNFKICOS8hiz2CRFWoZRdp8+Pw7AxqSy9FYilnJF6ISoC5WZCj3Jqt9JM8FsNsWdd8oWwWw6GwlSlYFdlJNiHfJ3/gAhDCAfz1ezqLDtgNr+rU812Gsqzdfe6Zxzo4xfr9v+3qRxGXtmDMRtYu72/epiauNYHpZ42wBLaZYqI9X6xL5yNl+dUxE0D32MSKjAK4m1AggCZ9fJQxjUSaXpu2gzAJKjvDCOpBDA5uz8JgZg26q/VUtn+Et+X9efbbcdn2q9jDnPqsvWOgJ5PZR5ZUnJ0qBCu5C+qbAF4Eq4qVZmtVlQ9kPqFyOJl9DECBUJDAjNI+IoxYuQpM6JVJNGRGgnE1y4cDFpCCbxuKqq/Iu6VGOoRwwzKFjv003gtuz3m98bu+6bBru7e8nm5yNNvx6A4Fz8vrHhvl4//yLf2Y7PnQkIiOhnN9yKhpCy/N74lo/Fo6//GABChKbTWUHUTY5xam5e6HUaQ+djcpYSMyh/3yiIluAhUIwLYIio7rVOmhaTpsG0aUVT0DRonE+qKiITPheIjkUAiufQk5c9c25X1H2AOlMZ7EROZ3jV2YdL7dAyUgjhDc1TY7M6TkHuv8yQ+r4MzTsGLNYBhVDdLDWrBKGMzTTHObRNg8XpAgAw8S3e9vFvxXd9x7ehbRo0TYNLd1wa1fhQfB8cEHgoNQQGIKjjJW17Ka1n9rBZa5Ld+SojU0btvcdkMin6o+/7NEesFiXNzcqXgLX+V4as76g/hjEAV3bJOuAg7ex4T49OOiIxdvV+9Oiigqyhl8iTXch9mdvBVsECZqDrh9RHSfswiJao73uEIaDrO/Rdh9OTU7hGoj86T9mhUApj6yNonCbHUADi0fm4gKt5p/Vbn89IYwUfaYsFYhFg6hVmCeobNPBTEpTPpkpWM5A6MnP6vA44M8MzMstTU9tr3AqyCgCcf2fowTCVzkyYKMUVQJTRhem6SHcobQ1welfGxrG45ibvgWEAhYCAIIKWUJ04BwkPPvgw/vz//pfT+9u7e5EGRtukCqBon9VAIR9rHeljO89vAQzc7Jqm6XSKu+6+G0888cGNz7yYdNsPgUmGtWAymaJpp5GAGCoC83f1nk4V0LgUKlmsg4F1y9z8rN1WS/c5Y2r7K/JrfSRr7uLaIhL7Aq+2BXafU51iOH1YCXlVvzGVhLUKlornJ5Jns+wGNZdhxY11cnOWhL+JwdhXajCg186SWqmYBUK4Akv4YB4GEABPDj7WIwwDJm2LrUtbCRA03kO3L6isUAZ5qYTN86SstzyPpBXaUP9KKhnTsDTxDL9eqz0IjknkN5P801CaPG52DGpN26Ag1DCylJ9zkddkrUbqi+ifQlXsITn0oQTGVPpPET+jZiD1AxFC9HjYDwP6rkcIA5aLRQy7vEQTGjEsjgobRw4h2egw2HuErge7HC9BbXmIHNgh+tnI83KMUQAxmE6SPGXoU7sY2cFPYr5IYEr5sp0dZ0qdZFYfa7fFgFps8qGaBlRrrAABWXNSDrrJSLUJWnUY8J0aQAkkyOu6hkyQo6IMznPIEShE41zTCL2vT7dNi/39C1KOOZ5Ldj5WzL8EsuuA4Vb6fROjfzHXG99GDcFs9J0Xm349AMGN+H1uw329fr1651K8d+WMd26M3CsSb4gRHTUHb80P5slvx2GTFDuS36iKbm1i3GJ+44XXF+JCM4w2gwVRgXtPaLxD6zU0LIE8iZvixkxSW08DClKxzKVTJar6KYIWZqSASMr+1NjRpVgBpqiKYNaSfc4/M4bsyEdrQ8U9TWMaBs1LG+qdAzMlS31GQLdcIQwD+r6DC8DEeaBpxHCvW2EAo2nE+p+DgAeRGt16p+SGGo3s+t6uSuLaJ5oCB5DaemwAnbbdelTP3lMNQdeJRL3p6JpKr3X/n0nMYvwLQun2d2zsbDtDCAmoko6VARROAaR9F8gBtVidCHGS+NNRVAAcxzPFRhgGxVepHquuw2K5xHK5TJqVg4MbaU9+Np+CMEUXZO9bTvF4NE0Lbho0vsFy1QFQ51gebdNGSbWROBtULpQaXKlzK+fU5sJ4gNSxZPXyKe0CI3mkVEPJTYRq7IhjCR5kHQXVBMHUL9V5c/5FpiZKKqX5btYxKWBT3h9rQvlIaALo0dhZgEMmbFpXLVJ/iCf2CCYCg2h9fqe5EduYPLWm9pa/nblX53UzQHArz76UNJ1Ncdc992Jnd/cjzgv49QEEvwLg4wE8CqBQ3xNRA+BBAD2AD1TvXIrv/ET1zj2Q7YKnPlL7gSLFSS+g4BZgQETTH3jfe/HsM8+AmbG9vY03vPnNo0YrdVH6fplnVbZdlPF+0hOY1crECMQYIFJqEIUiFD07p5oCShHvUiAfUsSrk9cAdaN9SN+cZVytXWDGT/3sz+EnfuqnwAB2drbxW7/4i7G1vZ2Y5qAMjyiqBUUdO7ZIxvY97d8lQysXm2Wqdn88E2H7jvzWvWeKHdt4Hw/wCQgKA8BtCx/bQSCEISC4bOS3aa82dtmo5G7rXQMjraPUfV2Nrx9rL6A2ATUR0/rVpw2sFkCfa5pmLdpgydwD1BUvgxFCDyIPNapThm+3Fuw42N9qlb2GErUPTPmOdF8caZtnCJlhyvoN4BB9M8TFoqDB2uh0XYe+73F6corlaonlcoUQBgxDwMnxUTJQPDl2EbTIufG2beGdhDtum1bCHsdtF40Rgeks2nH0CDF2CDkvam0FLRSt1R3FPgsIgWIQLSDEo03WiikD7tzHOm/jwzJOZq6dxYB0hmVQjbT1kaTkNAv12RJopnJMnqkuyvXjlpl5UVqmtNbOgSSxa6wVJxQsEj8G44fe8x784n//JQRmXLxwAZ//Oe+Gb9rcSVlXKlmqgJeCEMUKOt2OMKAAeR0pfNjE0OtrN2P2LwcoIBJPpBcuXsR8vvWS87Hp1wMQ/BCArwTwWQC+r7r3yQC2ALyH8wkDfeeT4jv10cJ3m2detkQjv9OkLTh3KUk//oEP4hf/6y8AAC7dcQde94Y3bHA0k5MsRnMcb4SRJNCgE8nUIi888ZAWCEAEBSI/5T1xMqFAHUUtgReVpgoviQBYQJB5kqm4VXiX9f8vv/AL+I7v/kcAgDvvvAOf++53Y3t722CcbNXtmgbOA4BbW2SbNC01Q11Xr69HRWTW6yJlq7Gg6WHbmwkANc6DQfAkzjOGKCKFEIB+ACjv2VvDvM2LnS2dKto7urdeSdd6zTJY20cWDGj7NmtFxvPX6xrNsa4noLYdcT55AqB9ECW6OOdsNEftJy0rWfYDYO+jtmkTKEJxnUAZYAYx+FPQS6x9Y/KPf1Nic8J8V6sVlosFrl27huVqhdVKNEIhBCyXy1TfEDULk9bDe4f5bCa2Ob5BEwGBi8GuppMWYTIRqXIYxFdB0wDkQL6B9w6uaaK0n7fskj1JlP6ZBYDKWFTHhsdApaEPyoQ3gc7iugX2CohrRmjuaz6bQG9RHyVbMU5XOrudqFhtsB1LJcpgIH20n6Svfvw//yT+xQ/+KwDAIw8/jHd/5mfAt01sj6UbHIMgKa215EwlIS2TUh0sOKiPEW7SFtjvlyOdlVfbynaHxrP5SNOvByD4FwD+CoAvJ6Jv4eyYaAbgG+Mz31q9810A/iSAryGi7+LsmGgfwJ+Jz3zby1lJRcM16zcAuhBkCFgj8GNpjRDbRc12kiKp4nPWeeGoe5R8YtoQdXCK/pcmtNoL2BMG3iWHRak+lKUBdXhT6OcSKa3axAx2tg5l3+gpB0VVlvBrHpaRWiBQq/lrH+oAEopPeRZgResh7XOpnsIQZOwM1Es0QQwnwyC0CMGLJBHkSFLgAGrE1z2HLOHWbanVtOl+pcYcAzyp7pTrbK/Zz5jv+rF86n5N0Q4pzy8jV0GttfNwEUI8gidgUq4xa7wCApHGAsiztLZbUC1FVu8j1YEBkHeZWUZJlwAgsBj79b24bB16BI5HAglofAMOA0IBsPJpmb7v0Xcdjo9PsFoucf36DSxOBRCsIiBYxW2DVfTo6SJD9s5hNp3CN2Kc2TQNZpNJ9P0BeO/QeI/tnV20kwmWiy34yRSuadDMtuCaFhPn4OCiCjrWKmpy8ppXxgI0rYeedd7kxGiNOUXkrfeLmARACcQqyb6YV8iAQPPj/OLGeWZyg6oeEhBJdAUQw4qQXJwnD4Rpe8WJM660BZfBwMgCT5jB1qBsGxJAEXJWagbK9kcfA84Vhpp1f79Y5v+inr/Jo0RA23rs7u7gjjvvxI3r19OcfSnp5Ypl8IUAvjD+eXf8fgcR/cP4+zJH18LMfEBEvx8CDH6EiP4pxAPh50OOF/4LiDvjlJj5g0T0JwD8HQA/Q0T/DNl18X0A/gZ/hF4K1xPnyRJRwJqQnAX2dGE2n2Pv3DkAwE6MClcg6cSoDYHjIss16f/k5AR9L3uTTdNgvrVVCJj1utA8aoZhVcnqnlMRcaFCr6VT034FBTVR4EoS2d3ZwSvuvRcAcMeli7LHTtEboaoksS4oX7t+HcdHxxB1WIM777wz7aVahlSvKQVwmoIlUJbApkts2mWAmeat/cAAOQIzQY4YiTczx0KkJeyqaGFqorxJi5EYco0Aq1QCHr2GVNdNasoaEGwmQHk+YCQvQjkPZB7nZ5I2oNCujNtDjGl4LDAZrWMtfcUiODpXOjw8xAsvXBYfGWBc2N+TkwLOJW1eYmDxVEc/9Fgtl1gsFji4cYDT01Ncv3YNp6cLXL9+A123QrfqsFwuMPQDur5L4LhpxIfHcjaTEzuTCZq2QTedxMjhjNY7NI0HEaPtZhhCQDsMaCYTUCOBphABdEQ5ci4+cirdrLJ73k5BUsLl5fjXv3Us9PmaiW0GjBmEWEBQ5BoFl9yG8h4hYZdqbueLZNqZBIxESwWEM1QboN+U7COUDjEz9s+fwyvuvQcAcOcdl0xb16UzIobaNUQsoP9lQECqPyppo8kk0da6369evYLVShTb89kWzu/vm9equbxxTVb1rhlE3SZID04mE2xvb+Po8HDjs7eSXi4NwccC+J3VtYfiBwAehwQlAgAw8/9FRJ8C4M8C+BIAM4jb4z8G4O/wiB6Kmb+FiD4U8/kdkJnzSwC+nj9KwY0AO6eFUVhGMzaoH/e2T8Cb3/JWMHEiIqOpXjAqnaf7nNbdj//Ye/DE448DAF5x3/34jM/6rDwh47u2w3zcj/dti0ZVmr4pfrdNi6bJBkxqxOQSVB+fhLpnXGokDLGKNfmCz/lsvOudnwaK+Z47dz4bhuk7VtVCABPhH3/vP8H/+S9+AADwwAOvwrd92/8He5XBTJa4QyKsSf5Tr4+p/lbSAcABGjpLsY4SIoZIKEq2Ui21S4BIuAmu9SCWI01gAH6cyFqmB1gpmSFHOMcZtpWkgexwKDkpQt4G8PE4XmBOqm47NmTyVAbJgEj3ziOr9wHfSEwA533cswUKf/0shFX3tbNaNtqoEAF6KoO5ABBjfVMbLgbjtbOwvTH90fc9jg6P8B9++Efxt7/t7wMMzOczfOOf+5N48FX3F8ZfukVxdHSEk5NTPP/8c7h+/TquXLmCG9ev4/T0FAfXD9CtVjg9XSDwgCEEDEOPwAF9lNwb56OtTYPJZIambbG9u4tJ4zGfeDQeaBywNZmgaTwm0xmmszl2ds9j7/x5bG/vwDWtzKrpFGEA+pVsXYnjMB/7XbQ1aosgbV5fi1bi39i/lTbJzr8aoBHyXrmrpmOxLRU9iY7xKSITr0RDFae65ZkYODptYpLHBp/zi3SA4joz1jxVneT7d33VV+DLv/SLMES3zfPZbERboW3MskF0Y5VtbpzYdzDIRDss/XcAKLYNbL93XYf/42//dfzy//jvAIBP+s2fgj/ytX9ytB5Fczbxehp7YDMw2N7exp133o1r167h9PSluzB+uVwX/wUAf+FFvvPjAD77Rb7zrwH86xfzzkeW1mBuIb2jussMTCcTTCatUf3JC6PvbRjfWmpeLldpkJer5drzKW8rFEdpXF0W50+WCrMBmkuLwGQQ61IaKpWFVdKGeX0+m2E+n0dtRDSkUqRf9ZsCAhDh5OQU165dAwDs7583/sizxKNbFLo/TOAUDKnodK0am1YwoEcg9ckkmRAhUMhHMGHGaY0uRfuKUB7tUyY3xvhKwm3nxPpE0LxqZqBESvur1vAApn/JbLVYabLKK2kWYENmy1aSAALzLum3qpG1rkZ7wOW80HfqfgLOOPlBQNJRxM4iRAY/hBieWtT9gMSYt8aPmv/p6SlWqxUuX76Mw8NDPPH4Ezg4OMD1G9dxdHiI5WKJ48OjuP2wktMl4GSgqC6hxIGXhyOHdrKA9w1WqxWaxmE28Zg0Dq336OZztG2D+QAMTPDtKSanUzS+wVSDZLVtMuTVkNSec0TKFDQoaV9Gju/ZMYi/FXimfo7cz0q09l0di1KDWALIkNZaBgR5tuT85QonkG0WX/yfir/1XZkEyHufZL5tXYBou6AaRhnjrfkW5rMZhsCpvkYWKPqGWaG+aBtSvxjNgGoAVGkAHQt9s9IMpH4HcHR0iBs3rgMQrS5pRmOEnuJ6GGH8Bb09AwTYNJ1OsXfu3GYB9BbTbT8EN02Zfdm9tkJCl5ubhj7mIoqqemHWaJZHrtUPrKmBLYJQIkBiHd80Pp0kUC+FYintU1x29WBIhvvpsismpwX8qJUInGP0AplJOUqgIBOAvMBSFkqMaukESItd3hECxcwYhj72O0eVLWI7VL6P/4LkxMq8gjmKp/nqHrpzyRlKAk+RMpFZoC4e/RvU/aohmrVqtia6ek2l7Vq1a8GAnhLIeTioPYb0rwmTlmqXCVvTtGkcLXMnQI5jueyLXbteNVsqMVriqUQ1S/YsoI0yg5c+lkJcBCmWKNf73skpUmxL0hE45S7Z9W9Q6T2oB8c0geL8iaCBxWDx6tWrOLhxgA9+4AO4cuUK/scv/Q8sFgucLpdYrVYY+h6r5WnsXyRAoIArcbjAEoALWYpvJw0a7zBpfBQEJtjbO4fZbIb94LAaALgm2kcwfNOiWy0RghhYNm2LJoKDyXSa7Sh8PEmCaEhX0R/tO6tdSevFaFnENqgGlJKXdV9dAIKcUervEAJC3xcL3iVMmsFpmlhxJlpdRfErTUaA2dDRYO6PJNFuxTWl0aTOYJjrQEgIZQI9BkzHzklzMDN8pL8dma0EW06kc7ecSOe/1dJsEjNvLe3s7OCuu+76iD0W3gYEJh0eHuJHf0gOKzz40EN45QMPAIiYlCsnQWx3wXLSw305JhoQuXj8dTYoqBc9AHzMG96A++6/HwBjZ3evZDaaq1D7DCpNXX2UbpoEDNSgyRXaA1LCS2FksVFiXqQLuQL9auijkmZuQ0bhVprlOn9H+IzP+HTcf//9YAB91+Pbvu3vYRiE8L/rXZ+BN7/5TYBKbxEQgAc5/keAdz4zxygx5P7OREQZ09D30VI+1rVtCkZFyB7zQOKXnpmjP/uSydmTBvX4rjFDHaZYn9PTBb7vn30/rl67DjDj4976sfjk3/yJWeoPMq+8Vz/u2kYpQzy2Ke9i+KKfkaQYHRNmTp4JrYRe7+mHat4//fQz+N5/8n1YdSuEEPAFn/fZeM2jjxR1kfGOcS+wLv3bOtjyYeZFIvwEAE6YPzOWqxW6pRj9PfzAA/iff9fvACChnC/s7yME2fc/OjjA1ctX8OSTT+Lqlat48okncXh4hGtXrqDrB3TRJXFyWcysSiL4ONZJQo2MiCB94RlwgYBVh4EIS+cwrFZYNA2OTxaA83jvk88lr5BvePRBPPCKuwAGZlvbcK4V99ZBwilz49F48WNBangLIDgPoqj7Mutp0xaTnYemoxONqu06ivwil2QgauXitk9ca0zGsRiEzjkQFosF/vE//35cu34dAPAJH/8WfNpv+c1QQwIFkLmiRrIw8yqNdwLuRrZgNg7OcnYKqsscilkmwEqBZohujCOlsxEmih6t+roASqgFMqmo8w5f+MVfit/0yZ8CALj//ldKL23g7UJD83dV7RedprMZzu/vj7hNf3HpNiAw6fTkBD//s+IaYWtrC/e/6oHsUlilOCRSDMdAaXolTwRFgFy8mtImDcCatiD+/eBDD61dK9Svpo4yeTkRMjCSI6DG5+0DRbxrblMLoJHzFGZKxUSWS/ojt1UJelJeGwLGMRIjNHCIlTqcw2OPfQIee+wxAIz3v/8D+PKv+EocHIihzAMPvApvfuMbwIaQcxCihehmNaS918ggE+FDUQ5H6Xu1WokjGw7ST6FNBpc+qtTZxWOZUdJjHVvtjIrhj43vOKFmhEggl8sV/tW//rd4/Imn4m2H3/ybPsm8r10VAQKgo1wQRgsULTFTq/I1JpyqQxuBjIZzISK8cPkyvuef/FMsl7J19ZY3vwmvfc0jps0J6iQJrdaM2DJLtbd+shMb5R2BRVrtug6r1Qpdt8J9996NV91/H9THhm8JQxhwujjF1atX8OTjj+P973s/Lr9wGc88/SwWyyUWy4U8TZQCR6qWiRCPlkV7CSk4E3Xtec/isZKjm+weDn3Xg8lhNRxjNQS8cNSlNbQzb7E3bzCZTjEMA+bzbSBMjTDdILTiEyLoOPV9PGmXNUD6245TvQ2TbFTW6BXSfF0TOuz4xH/iBrmHtQ9h1ZwAieotVyv8y3/zb/H4kzJvfevxzk/9FFjvpcVyoPhf4vhsHJzpMek09Jkmad1LJI0M7suCZF5x9Dug2hRZbw6EYHqmFupSfyewlCoe6VptKyEO3z75t3wqSmpf054aFJ8BCl5kmk6n2N3bg7+9ZfDRScwQqYw2mbVk5mfiXyUpuQLAZ5SzzuBtKvedRzEw8sSLvtVJHYqoHYH6G9AtA5/39mtpIxFjVA0gS1mQDQa4vB4RvsQlDwhDDwoE14hK2MGBCWmf1O63l4Ruva+EweQyXYwOOHBAF9W/XbdEGAL6MOQ8IlN0TohqE8+Be+/FK13fY7k4hfMe02hB3jQNQgQEKxVL0p67hBNWl7TBEGJmDShU+jhIY2cIapbZVeK3klQcW7UZUOvrSPjIqOmtxghAoaWw97SOCg4sQ7bxCNbU++TWzmCPpVr9WTP8sWTvhagJ4lbmSoiuogGg71bolkssT4/RrVZyxK8Rtf1iJer/F559AYeHB/jQhz6E5595Fk9+6HHcuHYDi5PTZOQIiic2CHBe1sdkMoMn0b6oLlzXhvdOyiIAIYDCAB76SBwYQwD6wFj2jG4YJIZINXmff+45vBcdTo5Psbe3h27VY761hZ2dPWxtb8uc8x4NT+C9k3BI3ECs4lkMPCMgsMCqMB6t6QfplgFKRumjl8s4RsmbH6hwjZzVn2MCgktaRt9kjVwquPiOP0fE4LwpGRl9XuDl3EiAwVSkAhv6KCehKK53UvwQ1wCTxGxj1RKsl1MCAPunbjewKW8N7fy6pN3dPdx7732YfYQujG8DApO899g7dx4AMJvNASCpqNZoGsNO5w03b4V4bgYFNaHfpFmo4x0oGKC40AsDQv1dxWtXJGzXbl571nDIlESxB5LKAGnV6iJ0LNHeSCXp1Gd5W0HbWqe2bfHAq16Fw6MjgBm7u9uJEOs3cwAi8Bj6Dt1ygb4fsOw6JKOomNSosmnyqYtVt0Tf91gtFnBxX7VtW4SmEc9zyhwjA0++6TU/38QmRwYaAp5+/nl0qw7OOTkffMclM/CxywrEyHDO475X3JtUxhcuXLAjWUrYgcEuMp5qjqzNjZH7Y6BTGYy1+DcjnZ6bzaZ46MEHsFwuwQxsbW8V6t0y45sDWmUCSdM1UlcCJOpg30dtEEdwJ9J81/U4WSxw+coVXLt2DU899TQuP/8Cnn/hCpYnC/RdF7VjiFI3gbxD48VOZOoa8drpMiBwPtrhNBJ1snEE8BABQfS2FxhDYHQDg1YDqA/RKygwbUSrAQZWi1Mc3LiB7a1tDEPA9vYehr6HdxIoy3ufnB6FEOSYIUUbCTaxO4w2MG25RMaaNCrQPh8BYsx4+plncbo4BTOwu7uDu++6K6/dUJYRM8s0geKMjMBaAEGLV973Cuk7ABcv7CPXxLxvhlvzQvkkYGhQencDDbVzJU8ZSgIDgXDl8hUcHh2JLY4KKAwMAdi/eEk0NaY/ASPnRJmHqmsOgD3SWFbvrCO+t57WbMRuIU0mE+zs7tw2Knw50/6Fi/jS3/YVgBICNRQxjKxIlapHwcGL0f6cRczPNC7MD6U1lTyAs+zvefKFNXPTtGJHEBmiXpetg8xwdN9ZcY013WIgLfIMBsR4yUEiLVJQO2Dd+otSMxBDKqPw6KepZh733nsPvuPbv1UswFcrzKYT9KslOIjtAIcBQ9+j71ZYLU7RdSssFyfoVh1uHBxi1XVYRs1BSOVSMvICSgO3pmkwm80xbcVAbD6bo/ENXNNA7UI0YE3XTOC9x3Q6TQSSwFitlvjGv/RX8avvfT8A4N2f9Rn403/ij0bKEZFlsdgZgMPO9g7+8jd9A8IgStPpZGJUnbWHOtn/br0c11LJf6OhWHxX8+n7vmi3c06OLYaQDdvMPUcZAD36yCP4nu/6TnS9nNff2p7p5BPmFCVInTVSzggA0d/JkDBL5WrZrvNbmSWHgEnTonEeAeI2etX3ePaF5/Hc8y/g53/+v+LqtWt49pnnsFossVwEEHn41qFpRDPQtoBvCE3jMJl4NI4w8U3SrCEGIBKnXVlD4IjhHcM7oNXtriFAnVWuuh6rrsfR8SlWXY+ddiGMaACa7hTXr3Xo+oCt+VUsTpe4sL+Pu+++W4wUHaGfzUBgDN4j+AauYXgAzgnAoOjm20XNlgbPUtDIcR7JM03UKJAAl74HiND3Hf7iN/4l/PzP/wIA4DM/8zPwTd/4F4utBmWecaFDgb+LURdJNY5OtJB7e3v4m9/8TXIqIwDtpMWQ6BElpp5PM2schiwgwIWEFNLSsGvECPCZJFaqApSPEwHf/T3fi3//Qz+Sn8loCn/0a/8Y3v72dwgVqDUE5mGuQa3R6/1GSts7O5jN59j6CD0W3gYEJjlHmM6sysVMCqwz//KpkaR7XsWlm0v8t5pUBVpUgs3CIyQ7AT1VIOFbxS94cvYzhtZtOWvqP2QwlNaSWgyotiAbIAJ2UY1Lp9oe+5uIsL29jTD06PsJQt+LJmDo0nbE0HfoViuslnK8bLVYoOs6dFGNvFwusVqu0A+9MJXYGgleFJLfgiaCo9l0hslEjL52dnYxmUwx39pG8lpGcvRsaHs0roFjYaK+bSVAFDNOTk5FqwFgsVhklSPlvsxqeVVBEra3tgpGvckQz46MvacMXA1Ha1Bgn1HQYGMM6Hf9rNrJKGja29vFMIiXwCSRUVlHiryIwYoXo4HnyAQzEi05iiFqIZqQwCm4EBEl9TmzGPIdnRzjhctX8PQzz+LylSs4uHGAxclCQiFziJI/YdISvAcmE0LTyEdcEBNaF4/+OS+nTIhA3h7XFR8D3iMBAkcQ29uorOq6Dl3fYdISulWHeQN0qwHL5YAAQoDYiTATrl+7DgIwm06wtbUlwHI2Q2DA+Rau0YVFYC8GomrHkjhr1DDFwy7yW8GmckRdsAmEEk5OTnAYndecni6KraG87ZUXO8W8VABw5BIA1jK3d3ayhkzXbiramTyUQkTNBosfDnaqQczqgWLuZ7kMIJkTGQRV6wD5SOFiucRRXId10m29wPkd7TvT/EwbK8zwcmgCXs6ka3U2nye/JC8l3QYEt5ishoDX7pR/5Y9dXFV+HyEYAJDUiMXiDxF5x0Xj4p65agTku5Hjec6ZOW+N4nTxVSqQ8VrI0lTQFFWKtQqTnEM+0lMyvHpftDDQC0M8+8zg0KPvO3TRrWzfrdD3HfrVEqcnJwIMFqdRo7DAainXj49PIjhYJHe0fd+j73sMUVpW1e10OkXTNvCNx/kLF7G1tYVLl+4SzYqTvvPOYxK3HLibYzJpMZvP4SZtNEJdV7fLXq1D4QGB6n4v+3os0mBKRjNkn68lfP22AEFPF+g7myIapvy4zE+e9/Gd0tGSPsegNJbKHHTrBchSGSsdViaT2iZAgIcAHvQUjQP5FkQBDsDy+BSXr1zDBz/0ON73gQ/gqQ9/GMuTBYZlDwLDE2PSiI+A2cyhaSh9ty3B++yQi5yHaybiJtc3INdEp03y3KSRLYbGERovwkMTh9ABCP0Koe/Qn0wwdB0WRy1Ojle4euMEi46w7B2OTpc4XXToVx0WixMgdGgaj37o0U4mmG/1cM6LV0OIe2g4hwmx+PHwHi4IWCEFV5T3y2NH5vml80NPEK3xsPJ0TLJLMJI04lp1CtiSHwzLpfPzxJyO4KkGQ7cBlFHHkiG7YxEUVOAWuRWpKXrai6EgUTyIpieMdKO6k03JkUYvBNSWQD+lkFQnGunH3zhpd2/vNiB4uZJK1qUVLjLhlqeyAa3A4UjwlK1inYm+yAk0hj7XLIOrrPMeHzJtDpBoPLGONtY3g5LjEptvLbGPzv5KO2DEw3gc08FFY0w9X+68z6p1G9K1+lbnMtkRipwA0CNajjluE3Q4jQZmq8UpTk9OsFotcXx4iFW3wvHJCZarFU4XS5ycnGC1XOH4+Ahd12FxGrUIXSdElyH+GnyDyXQihlfeoXnmaTRti/1zF7C1tY398/vYmm9jaz7H7vYWJm0LoEMXWnS8xIS3Qb7BV33Fl+HGwQGc83hIj65Gda9uwwjBhwwU50Oqdi/fbqu0bVsAJ6Q3yrGzBoJ2rtRMv/Ztn/wHmE/KRxVRXi3eObVHttLl3P/jjz+J7/nH/zSFH/7SL/kiPPrIw9mvAFlf/Uqwhcl447hKtFy6G69W7nGeQ6S608USL1y+gl/51V/Fhz/8FK5eeQHD6hTEHWYuYNJ6zCYtphOHtnWYb7VoJx7zrQnaSRN9CHiQd/BNiwDCign9IDYBq4Ew9LLf7B1h2npsb8/QzKZoZy0aT2gdw1FA6wa0CPAIcMsTcNdheXCE45Mlzu1t4eBkwPFigL+xxKoP6LpTHNwY0HdLwHmcLpaYtjPs7K7QuhaYBXg4uLYBNdEbpq5fzqGi02IHpb6zzCzb6Mh30zT4fb/39+ALvuDzAAbuf+X9xfyxBqVqdJf26ROLpbwVaEVpysF/Uj3MXAXFqU5IGp+ADGpcIl4KIDJjt2BANBEBcAQOFN1UW3AcBRQGPvdzPgtvfNMbUvh1rQ8z47WvfVQMOFWjCgUseuw19xvlrIv+snnWqby/djulbrXCP/+n/wSXL18GALzpzR+LT33np2/M66wyAeDcuXNo2vYlxzO4DQiqtGaABaQJpvr4DAZKjdK6AovN3Y8wUZK/yxyjFG9VtgUosAs3Lr6kVjT6AbuAb6YOy2DAgon8I9WBYFyyZoc6+lzNgFRS0f1sjvpY4mjdHcSAUO0GlosFuuUSi9MTnJwcY7lY4ODgBpbLJY6Oj7FcSXx79VZ3eHCA1WqF05NTARKrVRrvpmngvMdkOkFwADtCFxnb7s5l7O7u4Z6778H+ufPY29kFYcBsNkHTMHpu0aMHe4/JbAuf/JveLpJe0yaJPTFsqJGWkaYNAbQ2AEAZvlk/1v1xPV52S8Bes1LD+nYEJ8nPSoqpjqmuTWbqDqIy17oz8PwLl/Evvv9fpoBFn/SJ78Cjj74611HV3alits5Gs5GYQibNSXMFYGDGYrHA9evX8dRTT+HKlcs4PLyB0C/hEDDxwFbrsbPVoJ2IvcD2zgTtpMV8Z452OsF0OkmRCdFM0DMjrHr0qwHDcsCyC+gGRtdJvIaeHZr5BFO/BTeZwTcOvhnQuIBp02OrIcw8MFlNQX2H1dTj+HSF2WyKycESk+MVll2Pk0XAwdEKp6cdThenYtjGhIv7d4BA2Nveg0+nWOLyDkNc/h7QI7cartdqCsj2qe1L+cN7j3e+81NNf5Y2NFYgSHv9QXWdOlPMXNUSkpYi+m4go863ApaZckV+Oh8N3ShoS0TRmedHzQBF406lZ2Ul8XFvfSve+pa3FGtII3T2IQKeuK0lgEDeG4x2M9dkfd6OpRe7ldD3PX7sPT+CD37gAwCkD2tA8GLS9vZOoSV8sek2ILhJcuQAYgmgsobKOC2Q0s0FDCl7eVNSwQLIorr+ZfeRYzhju0rSPp8Y8ZCD7HvHrPRLJcNBQ8dabYA+VIqnRR3zWe4IBFwVTMkwP9suZk6qfDF8E+bPQ4/QL9EtTmV74PQEXdfh5PgIi8Upjo4OcP36dZycnODg4ACLxRLXrt7AYrHE6ekCQye+BvpewtoOvbq4zarSIQjzX/UriWdADn0n8QGOrp3gcnsZz3/4GZw7fw7n9nZx3/33Ym9vF3ffew/mW3Nsu10MiwaTgbENQtu0yWviEAY4buAg0iYzoiMlMVqTs9WZuauGwErynJ73iWinvf3Kn0CtTbLgwgIIjT6pwIsZMXKgGPINRBh6BaBx79flkMh2eyfE/X6bxJjMJd/0RC57NKQch6E0mszTFUGOVypjGoaAk5NTnJyc4EMf+hDe/7734n2/8j9wenoIF5Zomx4tMS7OPOZzh50dj8l8gnbaYufCBUymM8x2z8G1U/h2iuPTHqvVgONVh5PFCs9fPcDJosPpokc/eIRAEt2aAYclZleWmE1v4OKFXcxnE5w7N8XW3OH83gSNn2I6bTHfu4iJY7T3nGK1OMHFowNcvH6Ew8NTnD83weHREk89e4CTRY+j4xWuXn4Ox0cHmDYtLl68hHk7QbfcRQgDZltzNNMJGg9wI2BMtS3iJMzLxg25Qk1PZusGZttyk/2SzrH6hImM6xAdFZVaKYKCfEp0R7cweWQbjCKdICCd5slqbaWetEZLtP7MyR5ZSndOthKdS5UiigCaKrpYAWYiRuOdaJuIwSxHLpPhcC45/tarqh1h2BDQv5HSufPn0TYv3TnRbUBwS2kNI1Z/Kcd8cRaoa8jZMFqu/pbn4514k0qunNC5Bisar4sg/lKbGN9ljsfhjPRq3ySTxYgEImhf8yOzRfAiF43VGAyDGA92ctJAzqIvsFotcXJ8hJNTAQE3Dm7g+PgYB4dH4uP+xmGMc79EiEaIGvGOxZIoSiW5/XAR4iUKJJ9h6MF9Dx7EUK3vlpjNJ1h1K8y2t9ANAW4yg6MejnqR4Griq2r4VKYhJqZ/yhgT686Diveq61pWvfWTn7PflNsfsnFj7A3DoJURiLMax6VTHEv051tzPProqzH0A8gRdnd3SumPFMIgHVuzbbU7VMwQDsCcNF0hBKyWSxwfH+P5F57D1auXcXx0AA5LeAyYNMDME7bnDlvbHrs7LWa7W2hnM2zv76GZzODnOwhoMKDFYgg46QZcP+5xsuhw47jDYjlguRoQAiGwg5xyZBAH9IGx6gb4psGiG8AuYDU0cA3QuAka77C3NQVawqRt4CcermWwI7STBkMfMJ20ODrt4f0SXTcghA7LRcDR4Q1MmwbHhwdwzokr40ZA/dCqF0MfjyS6GEJYjeHiqDmKLgQdxqL9jaWaWRZjHrVQQbdtOD+n8U+cGdM0eRjFvMiTjkpebehGUSczv+w8S+CGRCOVhYuS+W9SpycgresIum2qRorK9jXLWkugFTM/zXr7tUz1WOm1+XxLtiZfYroNCKpU72vrTGAq50iSqpU/x4mhr5Ve1m+xbCB76krvphVWll3nbzQD6nRHj045MsQfeXFZFSMAZLeMsbFBOYhFKbndyVGPShaUH0v2CoYBWjUiMCLJQpmRxB5kEVnBvahxh9OAYRFwdO0IJ6dHeP7yszg4uoEr16/g4OAQJ6cL3Dg4xnLZ4/hoBXCQUwAUQCRHxpyTSIXqi6EPAxjiYU3aAlDwoOAwUB+PjvVgDOCwwuH1K7hx7QoOblzHfHsb166f4MIdd+KVXYM7LrRw5yZydLDhSvIVQyiK59utUi+fOed09E/fVduBcWBQ/s1pDm4mUjIk0R+DSmpAPKPN4kI35qmRBc/SdVlQ8JpHH8F3/L3/Q+YikRhaOnGIBcjev8aH0DK8z9KMMAtGCEAYGKzOhBhglqOHV69ewbPPPouf+smfwPWrL6A7OcCkZbSecXF3gq2Zx53nWuye28X5i/s4d+fdmO2eg9+5gJ49biwCrh4s8cLVEzz93A1cPzjFc89fR9f1GIYejjyIPEjNQ2McDBCj7wYshgGLKwO8d3j2MmM2a3Du3Bz3XNrHHef34FyLczsTbO3OMN2aY3t/C7v7p+iXS1y4uI+ToyV29q7ihSsHeOrpqzi4cYzFYoVrl59BvzjG9myKi5fuBIEx9CtMZlMM3QK+nWC6s4NmNkMzo7jeA6DHD81apBSjxNhlrM2DcU1SPWeG4GTLLkb1VA2i1+OoqhXg2jgxaoKMFiH2JECqwncFs0echzqv6jlm57rU1RfPaAoVILcpnbBRohRPGnAQz7MqiDHV7ud/4yciwsVLlzBpJy85j9uAYEPaiDQtCDCXAJ2UJeolmMkaOV5S4aX90czU0ztpXZrFEjUQVm1n62CXMkUJOKvqc24KCtLeWQQHWVsba1apHMeRiJYXTxfoZQPeJS8l7Bnk1DYEwhTlRIFTIhwNCjlqCfplh+VigdPTUxweHuDg8BAHNw5wdHyC5WKF1ekKQx9AzFFFDzTeyXGxtoHzcnSO4vHLIVrJuyb6myQGBQcEAk88EBgheAQe0PeEbggYBgn2sjxd4OqVqxiCw2SyA89yJHF7ay5MMKlLjb0Esupf5wzHOcDmKGC6Z5h8mmP6Tgii1agAwLikhxQsyREBnH3mK9PY5BuCzLzUVEuA2qbZbJbe8dEuIEVNRAYjOoHKrYIIFE2eHAL6bsDpySmOjk9w+YUX8MLzz+Hg+jUsT0/QOGDeOsynDvt7W9jZnuCOO7awe24P5y9dxNaFfTTzHRwNDifdgBdunOLq9VO8cO0E1w8WODpeoe8CwgDQkANbgWS1pbXAnOI6OOcBYnQDwMsB4cYJPHl0qwFb0wbLboat+TZmE8b2xMNPp2haDweP+bxDPzhMphMwCJ6AgxvHCP0Sy8UxDm5cQ9u22NrajttDQNsIoBpWK5Bv4NpBDDohjEtcL0p0AXG1bFX/DHE5nrcVauZqx7CeP9IVkY5wts5X/xQyrwQI9MOQwAEU4OuxQ53j1Zpfm0+1ZmGkvmPAZcweYsy+hlmNZaPGApyDLSrAjgKRUvJakTv216Y+lWu5/es3R659BGlrvhUB+EtLtwFBldKiCbVxXWL71QuWkdrxFc4f8a4qSot3dIHYdxUYqFkOK0c1z6Ga6Mq4oao9ZDDgHIG8EHz1+S7ZybPMsocdTOVFG1JpBfSnlU4jAEpaAjLEBLntCdMowIiXg4YsDQNsfAKEAKkyg7gHQg8MPYblCqvTJU5PjnF8eIhrV6/h+uENXLlyDatlh67r0S1kz7NFBgPTiRwZm2/N5OjlpIVvG7jWo4BFHAAEiUkSKKqqGWCxaVguPbpuQNcPOF0GrE4XePbp53F4sMTilIGBACac29uB902SbhHHLJ2nB6VFy8wIFPdHOVv21wTTRj2UPDTks7i5BfIecA1m0xyLoYODjpHuHRPlaxXVqm0Z9BmVCPMULI1EnXOpZ50XApwBjxKsEsZmhhH3lInAgbFarXBwcICr167jyQ89jmeeeRrXr1wGwgqzhrA3b7G71eKeS+dx7twc977yAnbPn8P5Oy4B8z0MfooXnj3CtZMlHn/2Gq5eP8XlK8c4PlphtRzAA+CCg2MHGgB2BHYAKMhaiKcoZPwYTdOC2AEBWC16HBwd4+RkiSvzQ5ADLp1sY77tsLctWrrd2QzzhrC3s4vQD9jZ3cX+hUMBjsMAFwZcvXqM05MeV648BwBo2ynaSQvnCJOmATHQ+wbkG/jpFGGwp0Q4a+ngxImRc+LVUderz329Sb1tGW2aB8Lb4SFOmzz5BAo0DdEQuO/7lI9PPhwsuA2FFqGcm1koqO/V2ov679oewhoRjrURZuvCRQDqHaUAYSrQRPcZGRSmWav0NoNZW9QG5YTejc8rR6hB2ebxGUv1duHu7i6a5jYgeNlTkpxVvV0zSBtalDPLT7OJQ7Efr4zcplrVa/fEJHIdm2lX1S8ykiKOQtoKUKdEmWBoXTkyvsCDqGbDIJ7ZoopguVriW//+d+LZZ58DGHjsEz4en/+5n20LjuACKT+w7LGqxKB+CErtSJYKVQrUj417oIGKhr4TA7defA+s+lOcdAc4Wh3g6o0XcOPgBq5fv4bjk1N0iw7Dqgf6AZ4HOALaljCdeMxmDeazFm3bYDadgryHnzTRcJDQR69/6iZWgRxHMEAgONdiyg22hin6bkDfBZwuBvQ9Y9kBbljg6NpzeOEZD+5PsLc7xdB32N7ewmQ6xTQuUAaLXwUAMJEGtV8YJAQRESzFZ4NqCoDkIlaBFTEj+LC2paD56hFAIoJvYtjeJp8oqImsdVJUGyHqPNZTIDrn9HmgiqMQW6WhkMX4LEdrFOFWGYbJixwGELo+YLFY4uDGAV54/gU89/zzeObZp3H1ymW0jcPENdieedx5cQv75+Z45f0XsbO3jYt3X0S7vQPa2sNh1+D4ZMAHnryGy9eO8cRTV3Fy0uP4pEe/HBCGIGfsXTSmjab97HTectSmCFBFEFfcTD4GK+oxgHDaBSz7JZ545joOj5eYz1vceXEL09keJlOH1jtMPaGdMC74FpO2wcR7hL7D7s4M7//A01gseiwWxzg4uA7fzDCdb4FZVOPT6SBhl9sJXLdKqnh2AQgqhTOIoqaAa38A42mMqdrrTtX6GpuYIu0x4M/Oh7Gthxrg6j1rlGpKxvXr1/Ft3/6dODk5BgB89md9Jj7xHW8v5mitBajLt/N3vc1I8y8qJeRvpmjEKvQ3g2SlyjdLect4PJUGnkSEdjLB7/69fyA5i5IoiS8tEYmTqNunDF7GlAaU2EwWKyarKiwzNlB+MQMDQj07xlRfmjIYkAyVMSgQoTqfBFIjA0OJUvWltWucrYAFrcfFGwnzatXjh3/0x/De6Hp3Pp/j8ywg0LokPZj+Z7cLKHVJqWSJhMAoDbK2gqMxnmwbhCBeCUMYknfC1XCK0/4IR6cHODo+wMnJCZanS4TVAPQBFBgNGN4D86nDfOaxvT3B1myCtm0wmQggoKbBgGjpPwADU5RQAIKR0Ela1TSNuJgFIawChj6gcT26PgDHHQJ36E4PcHh9CkcBN67fi7Zt0XUrE31MeketoNOSjV7aslMeinuZIc8po10IyFIEBwGdIlWt7wmnuYLSWFG+gX7oi2frd0stlJk/I586lUCHkdTWCRAYaS0S56CWNwnMBKy6Lp4euYFrV6/ixvXrODo6RBN9A+zMgPO7M1w8P8fFi7vY3tvG9rk9YDIHtzOcnva4cdzh+StHuHz1GFevnaBbMVYrRKNFwBdaLvmIVi2uZvWDESFOiODNNxOAPGgYsFpJkKyrN07RDwHPXztBM2lwZwcsg8OMPNASPBGmTSsgJAAnR/vwBLxw+TqITnHjRo/FcoHD4yMcH59gMplhOp2DQBi6Hq7vkituxwrYOHGtfOKJU1eepREY+10Mec0JzZwM0e7EAsdakt+0l79WnqGNJ6en+Pf/4YdwPYZUft1rX4tP+sR3bMzDglZbh01gxyZHkWY7J4SpOslou6BaJXVtNpZRNdH8Le7GH3vHJ6616aWmyWSS1tdLSbcBQZXYsuDaUndkXq0hR04wGoVkPqLCVQIjF2UGimG1RPBLtxXBpvxzoapDENqqko66pKW4nZjromBAmAkSIMhIexhtZ6pxihkbVRCKOuIneaDbsIzWMmWRcpPxWAjgQWIUDH2HfrVC1y2xWC1wtDjCwckBrh5cw40bN3B4eIjQCbGeNYTGN9jenmIy9Ti/32I6aTCbtZi2M/Ey2MzAcOiIsBoYyyEgrDrwMGC1ckl7klTiJER2YAcPwpQcfMuYtIxp6xGGgO0poR96LLsO/eI5XHn+Cj7w3ikOrt+NC+fP49z5AbPpFKAWBEIIkYAHFuPPCMYcM4ISc+eAYZA+tE6LINsrYnRI6AdrwBVuSoxLRh9nulFfbtq7rfM4K19vNB9ZZaw2LCYSp4KCjDSiEM4I0U5j1a9wdHKI5y4/gw8//WE89cTTOLx2iP7kFLuuw/ktwr2XPB68f4677jqHu+/fRzPfxjDfxnHvcONogQ88eQXPXj7EEx9+HofHHZadxBfgOJcd8jn+gQg0aUGTKXZ3d9BMWjAYy+UC169dA9wAHgK6IYB5gPcTOMeYwaHrgdUQcP1kwKJfon3iKo6XHfyEwHQBzXSK1gdMPbDtHaZbU0zbBo4Y+/u7WPWMK1eO8IEPXQHRFIEZB4fHCMGhbWYIA6NtWrQAeqAIhczyI601FVW8gi1QNoquxmxsnMlqNnVbb1BpW48i561HgNaMRTXfsT38MSCZ34WxMcn3as3AzbQeNwcESuWzgEee4JjBySd1BOBcvqEf1TTUbTgLgNR98Rst3QYERdLd5JiSFMzp4pm40DJpLhegcnY7B0h5pg2rZRjALeioImVjkWoQJ7YeOywiGo60dUS6I+fwyCOvxizGdLj3FfciLYJIOJEWWwkG7GdsueZ9SdsPcZlFYCD34l7jIHuTXddjtVxhcbrAyckpTk9PsVwuEfoBBEbrHWZTj2nrsbfXYjbzOHeuxWTSYDpt0bgZHDVgmiKA0AeAOebNA7oArEKIfvNVYxEwRLuIwRFaIjQa6Ca6lIcPcBTQ94BzA1adbG8c3biKtmlweOMa2rbB3vlzaJyHc7mvmeKRp4KJC5AiAhwDznFxBrzGV+ln6rd1DdSY1DYyGTaOVbHXSTcndnWZFOfC4eERPvjBx0Ekp2AefvjV2NvbM+UZTVHc0lp1SywWpzg8uo7DwwMcHR2iX63AIWA28diZe+yfm2L/3Bznzs0x35rCTadYNBMMfcBpN+Dg+BTXbxzhZLHEYjWIgagSdHASBVVL1kynmOzs4o577sR8PkcfBhweHuFkcYp+uULPHUIfYlwG8bPQNA3EYl7iCK2IcXTS4cbhApevHuOui7vY7xh9K66PA8SmxZPD1vYcYODChXMYgsPW88dgTEFuIkaZMd8QMmkQhp3XEet6Mr/tCIsgYUXes8ffrtOYaVTJl/Qrrd207rWIqDG8RYaX55hkM51O8frXvRYHUY1+6dKlmwKAWzE8rNtH1f+6Max0FFCaFC+uqzzX2nAr7Xyp6dcCQNwGBCYlxHuTgaPR79I7V8owvUSR4ZtFZc0Q7Jk9JHJVZJL4AeVndQq7qPJ0Gt2w9RLmt20kYltUE2d+IEsgsMjyjmT/azqd4Rv+t69P/dA0HnAq9QHpeFPFZLReadJTXgBrwEP3YvRUAQeowSOi//qh72L0wlOcHB3h2tWreP65K3jh8mVce+EGTk9OQCFg2jbYmU2wf26O7e0WFy5tYTpz2Drn4dsGTTtBCBNwaLBYeqwGoFsGnPQdDoYVDpYDlitgtfRRO8GgaEswRCm2dcC0caCZg2sdJj4eXQRjvt2C+w5hSVieHKNbrHDt2Q/h9MZVfHD/HJanr8Le3g5mu8DEOVDTQiy+PXLAJENYIEZ4elS078QhTyZipDR6TQqyRLE2AgRgYhhwNPBzqGd6LcUV96DbSygCDo3tEWcNgfz+xV/8RXz1H/4j6Vjld3z7t+OTPvET4zSWPerAcvRvGFbougVuHF7FC1efwRMffj+eefZpPP/CFfTdAq1j7J/bwj13b+PRR/ZxzysuYP/CDpq9PQQ/Q4dt9IsVDpYnePbKEZ567ioOTlboOmDgHJtB15GjKHG3DfbvuAMXX/lKPPa2t+LSpYs4ODnBM09/GN1/6nHjyjUcXruOftWJTwYSx1JNM8WRk3yHgbAC4eqNFVb9gNPlArt725jv7GBrMgM5h5kjOMeY+IDdc9uYz6d41QrY3jnC1RsdQpiC3A62dy5gOt1CO52jaadwzQST6RxbW9toWplHEh6ZElgIpm1e/enYLeUR2ja6RSTZRVsBawwomeq4Ugz0pCmw3bdX+XucaY+52CYC7rzzTvztv/nXZE4BaM8I6Wu1m2PlJAPXEQ2twJ1QAmudD1E7kF4raLlc0DVY9NlvQKn/xaTbgKBOnP5b2wpIQ0+U1EiJINdgAHZyZiJelqU5WqavhilxVq4lUx5J3ABV1WrwoiaGNy6/NdSxDU6SP1JNYfrtZAKQOjc6W6JcAwYVg7MWw8Vi1TYoAk8SjxoYytG+brnEcrHA8vQUi+MTnB6dIPQ9PAOzeYvt2QT7e1u4sL+F7Z0Jzu3P0U49JjuNBKnxLU4XDqsOuL7ssVgNuHba48bJCteOljhZDuj6gKBHFUOMZAeXnL50XUDfi/FZACE4j2nj0TigaQN806AlwIcBPTNOegaGJS4/+2G0bYP9ixdxMRqHTZoJnBdjUEcaXz2CM9J9asT+j85f2CHtYLssqXOcbxytys8aH8uwC8dJ5v5ZYGDTPm1pECte6KzDIZUcQwii1YmAYFDjSspaAcRTHmGQWBXHRyc4uHGAq1ev4vj4CKvVKQgdfEPY2Z3h3LkZ9i/sYmd3jtl8io4cBnbo2OF0FXD9cIWD4xWOTnuEIJ7pQL6QZgWTi2tg7x3uuOMSHn3ta/Dqhx/ExQv7OF4s0DrgF7e3sTw6xql3CNHpF4chRhwmeGI0sS3ClR36Hjg57XHjYIlrNxa4Y2eChjyGRtrfI59cmG/Nsb0bsLOzha5vEUKDyWSCSTuFbyfwkynauThZaiZTeN/GyI8utiKvZf2VBIioRSTVElTrc4yppW2zEBDCgH4Qz6F5DvqYDae5WM4ddY6ktSnztvOz/q1agk31u1mq56bNY31emzgZNfO3WhgkvYeWgiSO0W9M9f9LSbcBgUkyv42KqEqFKk6F9JGJYF9lBQMpjzzp898WGBi9w0jeDDaLXOiBqi0b79E2jew1tq35jqDASZRDFx2vUIqdKt7PYLYAhJi7xJg2MYhRbYFZkKlPir/XgUD6xKOHoRe/A8vTUyxPTnBydIyTw2OcHh6BuwENgHPbU5zfm+OuS3u4eHEb27tTbO3N4FoPmk0xoEGPBkdDh9Oux+WTUxyedrh8tMK1wwUu3zhFHxwCEzzE0K8F0KQjU9KmsOrROIl731ODwXvwrMW0JcxmgA8d/v/s/Xm0LUt+1wd+IiKHPZ3xTu++qV4NqipVSWguiUkykwxiNN026sZCIIs2vdyAzdCAjREGY+MWsgXG7XYbGrwAg7ttLzwt47YBGRloEBIgVKWxSqrx1XvvjuecPWVmRPQfEb/IyNx57r01SCXWuvHevnufvXOIjOH3+/7mWaFxWJzyrPcNe9vw6U98FOcs8+UKU84o6xnVfIX2wblMo9BeQFfvFQ5RY5OqDY7MASrGx8fhtM4FXwQ4IJ552FeS8iITEs3OmFiOpf3xPCpCytexNJbXqUhgZiKhUr6W06cY6eG9AIKGi8eXPHz4iLfeeovLqwuadkONoygLTs5qzm4suHXrmKPjJfW8pnGa1sPeai63LuQauGq43LR0vsIrg9YGyUsXWGmMgiAAghdfepGv/Mqv5P3veQdnp0c0bUeB5+ToiM3jx1wWmi6WaHYuROoUWlEoT6nCXITHMnTWc7WxPHi84837a148X1EW0M2LoIp2Dm2DvXq5WtA6xfHpEbudpmkK6qqiqkKaZVPPqI5WlIugMVAxYkQ0dkTtjfhopDkPH3owQE7DDvfpEAg4bCwb3nUtwQlOYTCobL2O61/086wOSOnTnVD7Nc41YOBJIGYKpE5pJ9I5DE1yUsQJzzBlc6KT9EKjUn2p7onn+KexPQcEeRPmpABUX9UQMuY8YtS+Z9L5RtSq3wx+fInPolvxzuk6AgrEQzuoLg11VVFXFbP4qsvwd1lEYJCVPkbFcEOlyHFJr+6dNg9AH5+efzd1zFRMsIoMTUWp0HsfqyTG90gsRVLc77asLy/ZbS5od2uOZ4p5VfHy3VPOzpbcvX3MclVTzwrMvMbpgj0V60ZxtVO8fv+K+483fOz1R2z2LZd7x7Z1dF6xvfcW3XaLUoqinrO8eZvOg3YebPAnNyisdezXexrv2HQWW2qWpmRVzdC6pqZCVRo/rzljw66xXGxbNhcP+fhHfpyqnuGsoyxnqCXU9RyQRDhhXIzqY/dJGptgXjAxFl3U/GGJeoL3fjhBxjplY7tGKpIbChgYE8zxXB18p3XQQrt+LqVaocpAgZQPxiu++H3v47v/5Hen/r33ve8Nn4nZOZ0LVROdSxUp33jjLd568z6PH16x226xXcv8yHB8XPDiSyfcvLmknim0CTkZOgwdBZ0q2DSehxc7mk6BrjG+xDkVCgdG4t6zrZ6xXV085s1PfZKPzgoePFiyXa/5+Ec/Srvd4NoG7UJVQ7yn65oQ8mcUyraE2BUvAjneKaxVPL7c8ea9C+7fWaGU53RhwHjKsgjhpy4w2tncceP8mIcPd2yutjxuH6D1hqMupI1uuxNK22FdR4GUZo6SepwHG6NYZE2IVTIpBZ/QcjAwAIVaU5ZF0uR434caKjUEBAJOxKSgVZ/5cqClGoPcbL0BiX76TDObVrHKwWSazgBUR7kx8vcps0FOnJPGzavscwwBjpS8B1Yqnf5PNwQYtueAIGs++5DN+Wjx+IRew2/xn7gJcy3CQPbPLqGyv8kXts//jkfm2EMNrxluEpiG0ZrCBL+BMr1M+M4UyaRwwOgTAadnFOrQq3d4SzUABOPfnvSeawlUeheP9/4lSYqctQkU2KYB27BcFBwtK27fWHF2tuDWzRX1LPhNuLKmw7DvKlrnudpbHly1vPV4y/2LDbvWsm09nddYr2g3a7qr4Lzklpba3w6qZA+SNVFU9LbpwCisgnk7w9gCqwsooSgLtAqpiZeNR28bNvsW22x5dP8tHt2/x2y+4tYLL1NWdZDSVT+hSVIXEJroThh/o2M++3ys00GyfoYEd6qJD4GwQSXg9xopKp/r3I9Bo4KZwostVad++uwOKmYpvHX7Nt/0K78pXG9E4pWs+9h/a21KRnR5uWa3bWibDu8tVVWyWBScnsxZrUrKUiGKLo/GobFoWuvZ7NqQeleXKBdMGbaXAdMoRo6Kd57N1Zr7b73JalFzdblgfXnBvTffpN3tcG0HzsXcJD4WggoldHE2RixkaXE9OK/Y7lour7astw3LWUlrLaUJGqCk5fOKorQslzXrqwZnG/YNeN9Q1EuKukw2fB/j4rTWB3nrvfdZltN+Lclc9kx1WsKe8hsJlpYw19b2x+mYb+QAQERaGF5DP5cnmaWEqUuHnyZt574AQ9FrdNmRVuDgc6ThSVmZvSdtplxdzlE9oPxszBrjfv1sac8BwbiJPVbmPX7thcoByTvZ06uM0uKSxZOrodLH9D6hCIunu35ZDxUR8ZxATqVGQVWUwVRQllR1xXw+Yz6bMZvVzOoZVVVSVVUwHZRlAgR5hbO0aSOHkHTHT2P6z/L9VDndRAysTWGGWAu2L3/cdR1tG9IDb9ZbLi+u0DiOlzXveOWY89M573rHCyyWJUfHNRQapzUXrWbTKl5fOz51f8NHXr/gJz/2Jg8frdlu9iGsDY1THhcl8nyMG0WyE0r6Y6WiVFzXdDjW+xZ9ccW2a1gcVaii5vzoiNmyorJHVLPHNNs9ZaFZ7zsu1g/59Cd+ks1mw9HpTW60LavVCYoqpaCV4Q8iV98ncRb1xiD1DgaqpigJehcc855EZPrfdLaghVjLvISLFkWRvhPzSdO04RwnKzFUL3SEsDStNaoQ81JuUmJAQOUxY09SAhicx3eWzfqKi8eP+NQnP8m9N++z34QIkELDzRtLXriz4uatBScnNXVd4HQAd6qs8bbiatuxbSy28xgdwk47Qn0E13WCHpBcmgDWO1zb8WMf+mE++tGP8uLLL7NYLui6hvX6ik9/6lNs12ua3RbvbPAnsRbrHcqpPnd/iPtFKQ86zMl6s+G+6Xh4ccasgm1bY3RIVBTgkcIUiqoyrFY1D+4/pmmuePSoo2k0FHUYVxym0NSzinoxwxShhLNMoPchYdBYs6fHFSVHDFL2phwzSPJjAi101tLHYIkmob+GzGkf8qyDJpLeZJULB1rrVO1QKKaid8yWmUlmtBF46AV7n7QIT/JPyPswACJyTlL994A532s+6oElgZmKqa0/q+JtP4vbc0AwaBlTVzAI1WEonSd/v4G2YMTBs8/Ty/lQag7f9uEvB4Jehrq1CilCxVwQtAAFRjQD6TsTasd/8lNBijOGL37ve1gul0OVcNx8eQrccRtL/OPv0xOOkPhAcs02YdIGCGFyYke2IdKg2WPbPd62zEqDqWacn644O11wtJpTzwvKytCZ4AOx33s2rePB5Y63Hl/x5sMLLta7IK3byPBUTN2iQNWzoLItCsrlitlymdSErm3wLhB9Heda5n3fWnTTsWlalrbEao0ua0pVoruWwmj2my0OWG9DnvrLi0dcPH5IPV9grcMUucNSZJw+E96EiKYYb5Xs/wIievHvcB5yQn0AQWUd0XuCywoPkl1QNodr9Cvf++BJPvAfGc132hKZdKgGYnlPevO/ZQ10bUvTBGfStm3xPgCjwhhms4r5rKKuCsqoLpdUx0RH0DbOGfiYZldjlOgQSOMXmEAk9REg7HZb9m1DVZbM5jOs62j2O5rtlq5t8NZF001InETM8x+WsjCTAAREo9h1QePRtl2scBjLRUf6olRInWsKHWoeaPC+o2l2bHeefbOj7ZoU+mcKfQDsZfwUJDOgzOOg0NioPcmeLxorWSuiSQrrQmjTk1X//QXSNCPstZ+Hoebquj6mvo5o7pMc+saar6GfwaFOoV/vCTVG7eWAKseLMyDQB2BjNCbj57nu9y9kew4Ixs150P2CyddzItgDIiqquGzxxDb+dKjUGqGG7O9JBZgXKZIY8hSYflkW1HUVvJKrirquqWezpBUwxvAD//Af8W/92/8OALNZzZ/5T/5j3v++9yXnr4GGICPk4za2KV+nLptSXQ8cdBwx7r83DdiYkMh1lna3Y79Zc3XxkGZ7QcmOs9Oa4+Ux73ztZU5O5pydzVGFwhfQeNg7z6P9jjceb/nQR17nE29d8pOffETTKpxVGG+iCtRIXmfMrRfQWrE6PmE+X3B6foO2s7Rty+WjR7T7Le12jbIO7RxaK4xWbBpHS8u9yw2mMtx2cHy0ZL4oKecFbrulpKV8pNi1O662j7jabPj4xz5Cax3v+KL3UZRFmnWnsrmlt58Ggq9xxuKsD9kVidJYVNMHoV6FBEdaTFcTSFLWoeqlNDwxM1vPBOS33B4rmgMIdmoFQRLWAZT6VNs+7g81XCv5evFyjCzqmBbYdi1d27DdbthsNux2O7q2RSlFaUrqsuDkaMnx8ZJZHcoNe+tTPgePwjnYtg2N68AEcFsojVIuOmqGUFuLSymrEzz3oaiW9o4Hb3w6KmviGo3OddoFcKg8NPsGYwy+KGg7j7XBH4JYHVD8Ypp9x07rUHyr6UIxpUISNqlYr8CggNmsoCgVno7N5pKrq5aj0ysWmxX7Zo/HUZahRoLSQfpPe1dU7XnK4nxv5iry0d6cYubpfO8xhUH8VZxTQA5scj8hJZakni7K7Qm+EOIr4scULoGYvMvDmhnjfvfXjkLaBOG8XlNAT9Tj+QJTRFsmfUwUPJprcmwyvu5PV5sCHJ/v9hwQ5E2o88A2BSI1xY+MfxVpY/ht9jlDktcvl55YDzTC2RdiJhDpvzA6hiYVVGVJVVZUVUlRlMlvILf/SvGRrjUHWuex2eBZ25SPwHVgoH+FvAPeW7zvcL6LhMKGEKe2DVLZbofdbzG+YzUruHG64vx0yfnZMctlHWrMa7DKs+ssV43ljYcb3nhwxVsPHnN11QTpMoZmBocgiaYIznrL5YJ6PuPt73wXR8fH3Lpzh+1uz2az5aMf+TAXjx5y1e7xdAPtgtYhMmPbWLaNZdNarDaY2YxKdVAo3KbGuo6r7Yzd44bdbs/Dh/eoFyuaZo8pKwofpA/lPXkVwEhR03oJ9tqgjleSdEocEtMzyZgPwWW4VP93iiGXeY7MREXGeZ1mKBVeIvdlGPqbxINTAZz+Ptm9fK9z8KIiIawLazsePXrIg/v32e922K6j0IbCQGHAmOAYa3QRGLyL2gwdYvJBxibewNlYHwNQMUskUbyNDnICCYIZwEXJPUZTRDNNX3wrqOUhaAhcrPDXWRs0Bjo6IwsTUyHrYte5JEg4J6aZzDRHACNloTHag4/5GLoWVFgbwYEwmrkSCPJpDpK9f7QnSYykl9rz/TjFMA/U6z6nS7JWxI9A5lnSUofBFw1Cr1Hok65NaRgVw3UpYGBck2AMXvJ1rHwPQqZ8F8bCjpdxS+f5OI6K5Bbuxc9JFvBwrPK+TGlLntbyfubvn4m59vPVngOCqRZLXiXJQd5lMrwfkNyx1P8kDPckhHeobkqf0v11ZiIoi4KqrqjLMoYolREYlBTFtCMhEDUCo40lz6enicPg+Z+h70MAMAYG0SxABASuS/HOtouRBdst++0mAYLjRcmt8yPu3D7jxtkp9azEaYvHYZ1n23kudh2v37/i9XsXvPHWY7YNKGcwZEVrCC+lDMoUHJ2ccHJ2xpd82ZdxfvMGL730MhdXVzy+uGTf7FBasXn0IJa+VTHDoAZtQMG2caybjnXTYo0OgKB0mFpR7uZ4b1nvZjxc73Gu4f79tyhmS3b7HUU9I0ZbR62AT0Q9aSUzM06SqpRIhj5pdPqTDiUqUcfm0v9gLhWJsI/DBPNjRaMgiYl89DJX8ltiRLF2QgKZGSCImjc12D0+5JT3jq5reXD/AffeepPdboO1XVClGxVfRXqFBDKhQ8pp8NEen9J2e7y3gWkTCLxWhJTU5JJq6J6kqVVWdBii0egJtQACWdc2giSpL6BUcP50UYuiVIiWsW3YWgHExMgadNI4CSAoTEha5H2L7Rq6rg3jKWW7o/YyYtpMOBGAqGRKZRL7vYdPvg7Ta2SKPvUOv72WiAQIwmkm0hPxXRBAkI3bBC0YM/bD6og9IBhHK+WMvb+Okv8nwcD1hbs0kg9jMHpxfR0oHRLQieOVAmuysR4DqmdsP90agKe154Bg3KJkJujWK5ncUIQGpfiRD/0QP/WRD+OB1eqIr/sFv4CiqAaX6bE4Q5H/2tted0xQwSkVsgYWWlNVJXVk/ovZjLIK9s6qLJlFgFCVZQwxDJvsq77qK/nu7/pOVIxGeNur01W1JjRuk/2cBAcClKQegOsdllz6TtB+AAahjnpL13Y02z279ZrdZst2s2a/3eJcG5yt5ifcun3O7dvnLFY1ulBs2o7GwdbC/XXHmxcNn3hry5sP9my6ks6B1IhXzoIqwibVJgGEWT3j+PiY97z3Pdy+c5sXX7zL1dWay4sLPvoTP8Hlw0eRNQSPcK1CHoeirNCForM7NjvL/cdr1ntLi6ZYLKh9QemOKCuN14pH25ZNZ3l4+YD60RH7Zs/c2RR2KIQ1l0jAJwfDICEGr3JtTGIMwcmJRIjHUt9U2WKZv9zs1efD8AfHyvEhJ4IwSfoqmUqUDHGkBEgMtAZyHbkhmZTuet+B/Z79bst+v6NtWrouJMRxPvQxLB0VfGWMCnEFpsabGUZ5tHbUlQqFrRYV9w10vsW7mAIYz/byEVdvvYl3HrRmfvNOcM5TwUSAc0isQGK+Sg3WszCrpDWxYUyKKCXrZArpMAqqMvgxaOUDYIkSh3dBQ2F9DOWzFgWxGFdBVfoYadPRNC1d53CuT0Q0NsmQDa/sSfnNWst3fdd38+M//hN44Gu++qv4tm/7zU+ROsW/qIg1RxxKSZSBgIR+jYzXznWf8+PHjDQ/NgcFcuxUbovk9+TzRcbgWlMgqPf76CX8cLpCKz+I2Hha+1xNBl9oMADPAcFB8+N/RU0cwQDec+/+PX7yJz8CwOnZeXIQk5Yz1Sn1+dTf+XfjDS52xkKbKC1F7UAVyvqWWahhYQymMBixMUaifOf2bV68e3ewoQ4QbXre/rshg+l/nF68PiP0kSBKKlN5hZP7a0eJ1lmLbTvapqVtGrqmxXYtCk9RaJbLOcvlnMVqjil18ODuAiFtHGz2jstNx6N1y+XW0loTsV3odyBkcXYiB/aEcsJlWXB6esr52RlnZ6dURUGlFFVMDzuUQALBNzrUqm/dnq5zbPctTeewHlRRUiiYL2qccxw3luWyYnZhaC/27PZbmq6hcx1JcgeUl4I/vZ1d1LvSJAW1TFU4zuG9jstTiPUwZDSXVoZz16vC4vK+dn6TScmRqjRKT4ZatIxJTaqGe1DRmwsCQ2y7lrYNL4l19xEMuJii13t6kwTB9IMuUCqq3UtFVRpmdYXWKuQ5wOFROAVds2d/+Tj0xxhm7lZYTz6CWecGSULluXPGdMBk/BBghQcLhbcKY6iK4Cyo0/LrJ9FHkJWrxnOHYQHSznmIZq/eT4OkJXoSM5L5//4f+AG+7/u+H4DFfH7t8RMXCG8xs4GK4zG+ZS4ZX/ealu6Ha25Ko5B/P6lOj/8M52E4Bvnn/toqLX6lVDQj9NdUxHEX+je4vOypaYDzmbbPxuTw+WzPAcGo+dG7NKWi8uxgkfbe8eG4QyL4LMhvvBlUtigLE/IMVFVJWRhms5q6CmaCWR1CCmcxtLCug09BESMNDswF16i1lFIpsUgqqzDqU2jBxir27sHCzZl+GjcVk89k10kvDd6gMSgfQ5CswzYdtm3wXUtVFaxWM27eOmV1vKSel7R2i7OODkvjFZtWc++y4fWHW9581PL4ytOpOVqB0aB0g8eGpC2RWXnvcJ1lt92wvVqzvbpie7Wkubpiff8Bj966x1sf/wT3PvUplHOY2HftwWhDVc7QhQ5REE6za2HXhoI6VpX4sqQ6PsFUNVVVcXG5xriO+1ePQO355MM3YV5wfOOIkoJCG7yqEeIU1pEwIKln4BKYk+974uRjGFcWbjaRKXAACpTMx/Xrcpy3AsCrGCJ2zbo+UFuT30K+lTLXFttZ2qZhv9uxXW+4vLjg8uIyFLXqLNapMDauYrNv2O3XaH+JtiWaikKXUM3AW7TynFQzbp4tuHvrjE994iEPzYbOpWoZh4/r4svbEHZsLTY7Tp59DKim1OydtSjnosOfRemG4+UJN2+sWC1K5rWmTP4Q4hcU/VxQ2C5oCWR+BPhoXVBXc+p6waxehpBDLSGOU8xD1sFwLplglgeao/gaSNQ+XFPrntmPM5iObf/5e/7K1+RU4rK8T3kfrhNk0nvOyCeAaH6s7A8RSkTLlo6RayRkKMKQT0Ji34cDkv/M7TqB8QvVngOCiTaYGjX83gOnZ2e8/OqrgGK1Wg0WOHzmqqNrF8NIBStJhoqiCI6DMSXxIBHRmIBPbDTnHP/khz7I1dVV0B7cucN73v1Fg2NyTcnBQJAh4ilJUo4ZnzAADML4NCqq4ZXXMfLAJnt5yKNQUs8qTKFRui864hVYD63zbHYNl+sd+9bRWcCbTJUtznIe5zq69R7ngy15f3XE1cUFH/upn2K/3aBtx8N7D3jw1lusLy7odnu89biupb1a43SB1SWz5QJ0mSTWntP0jNirGl156rpjNa84WVbMK4PSsN1t2TUN1jmcdqRKV3HOhLSJViMM9ZAxjWl7Ln0ppdjt9vzjH/wntG0LwLve+Q5eeunFA0D7NFo0ZoBKRX+HNP/Sp4w5+H6O864q+TzoQmQW1uK6ljfvPeBTb7zFxXqLR1OUc7yeg5nRWkvTBudTTBFSQMeLanyoKaBhVhUcLWcs5jPqusLaBqwPQURVTbU6CeMlWTulz2ntHz7/+PNg3JEl4KIGRIF3aA31rGS1nDGfldSVQRsxA2bagjh8trPRWbFfWOI3ZEyJ1kXcL7rXXqk0qoN56ke8//7Lv+znMJ/N8MB73/ueA6k5zW8mLEyB/GcZkye1sWA1BbKmwMZ110/nJ/3a9PPI3/kziBNh0gL3V43/+vRnuqtS6ffrNBLjfl7HE64bqy+EtuA5IBg1UdZKE3Whp18Y733/l/De970/I9rTqPtZ23XOJ0oR1YYhA2FdhTDCWV1T10E7MI/hhbNZHcBBDDMMdmZ9sBm89+z3e/697/wuPvihDwHwz/3aX8Mf/SPfATAdDpT1s5ce+gqLz9Km1H/GFNFBz+K0R2Hw1mPbFte1KO9YLOccHc1ZrhYUlcEpizLB1m5bR+s9u87x4PGaN+5dsN052k6hKKMd3iWiqbWm2625/MTHEpF7iGe72/I//Xf/Lbdu3eJ97/sSHt67z4N797j3qdfpNht8Z+murrj6+E+GcdCaarWiUsexMFJwatPKYHRBYaJ/AVCogrl33DxdoduG89WavdFcXFywXm9pOs9Me5x2KGVJQe4AXpz9wHtxttKIj0Yae98zdfFG11pz//59fse/+nt48OAhAH/oD/5+fstv/pbhevMkzZB4eV9HbPN0yEGTFPeKH+2adH7/rSIDkF7MUyq+iJJ5B82eH/jBD/GhH/nx4KNzdMLtOzdR9Tm6PmLTvMHVLhSk8iUhBE8rPI5ChVoUJZ6jWcndm8fcvnnCetOyb+7TuQ7nPeXRKSfLU3wXfVraBnxf9U7S/T5pB48JfcAS4s/hsQ5M4SkLODmacevGMaenS46OZlSFojAhMMKYUNdCxaqFzb6l3QefGpGOyyJGEJU1RpcoQrSB0fEik/TnsM/GFPy+3/d7k+njOtX9Z9LyfT2l8s/HKH+fogfjY+XzWLIfgJXYknYT0UoOtQmiEcifuwdTcZ1m61P2lGjQehOnjooCl4BEAnXZs3+245mbW74QZoPngCBrnuhUFNV1QS0qv8mijEE1IlU8AR0+0z0ngUBU+SodpYMQYmiKEG6YQgzLiqquqIqSsioxMee9zjZ6/lziFW6dw0YpHMC6oE738oDZ845Rdq62S+MFmT2ZdJ2xXVTOS6GQKnr9m4LCOKqqoiiK6JAWaN1sVlHPaup5jS5NSPdqwKNxFhq353K9Zbvb0+6bUKBIaWycp5RiF42KCXVyaqnw4CzbqyvuOc8H23/Mdr1hs16zWV9h2zYUubd5TL6nsx3KxugIgtOp95L33Ec+6AKDN4qiChEhVVlivWJ7uabdN0BwcHTokPpYATEpUK4lyML84/owcZZ8IoJlaYL0mJkKnB3avQ9UwSJc+kwSumZ9pjUga0LrwFAhZBlMKyc4kWqv0D4v2hRrVbioVYgaInxweNvttlxdXWK7LvXEmILFcsV8vmRWzVHFHIvjcgO1UTAv8MrjsRRKUeDRtqNSOoaqLllvWh5frFFqz7rdSRXy3gQoizZJjNFxXIVZmGoHEmuac0/wWA/mncU8aAdWR3PqylCWvbZKKx/3qo51Ozq2my3bzZbNdgvaUM0qjs9POT47Zb6aU80qlIlZAJUUNyJKuNcz2pzJ5OvjacLM8Hc/HLfsNTU+Y+af/50zvie1p0nP/Q1JGjqIybO07oFo/rMOQFTpCMRcHLv8GeULeUYXtEuoaHbERBghzzAELZ9pmzI/fSHac0AwaNFrOzbnCRKMUoNwPI/KMhVOXOUzVKFNqYZk4xptorpQsg8GLYCkJK5HaYkLY+QCidj7bLHiw2YJ19YiutEljjPs53VqtoPnmZAOxgQjXSv20XU2qFZNAYWPgCAyNOXBBEAwm9fUsxBZ4LXCm+Ao5oyisQEQ7Ld7un1D4RUuona8Ct7eSuO1RvsY65+BgsCgbIhuWG9445OfioloXIxJj5Kryzgyis5ZsB3WB6c3sc+6jDgkQKAJmRCrmqooaTrF7mpNu2tRygRwo0K4WSA4cpeMWw8WmpgQEhVD6RiWlmLBw3ibmK0yHDOtzUkq69GcT6l1c/+AQGBFQ5ADSZ/eoT/HxToAUqRJYsA9YLuO3XbH5dUlNnrae6AoChbLJfP5glm1QBVzOjouN7CsQ8RI2IyWQhUUHrRtqVTFqtLcPF2wbxyvv/EAZx2b9Tb10gkIyuYsbodkqpN4D3n+65tMBFFpYjHGMJ9XLFczjlYL6rqgLBRKBacFHcdaK01nHV0TxmCz3bHZ7FCqpp4tODk/4/j8lMVyQVVXvfYvhr72GoLr6c7UXrwODBww6kxjFfKHPBkMwPXRLfnf12lGxzTGORfCfmW8ptbx+DKKniap7Luo0VI6AAERTGxMoe4TeCatZMifVe6dhSN6cVqeHtMxs/9cNco/ne05IBg1sSP92I/8CB/58I8DisVywdf+wq+nqiqCZBMclJQsrpG66OB6U/e45t65OkvpEGZmxFegLFISInEorOsZZRl8CoKDUq9C9BmdF1ugB7Q2/Gv/6u9gvV6jteb27VuZFBlUntKu3YCMNnomOT4RDGQaAqc03vjgPe4d7bpjs1tzcfmIfdegcZiqoKgrytkMU4MqodOO1jk2XcO6sWx2DW3T4rsOZUFbSVJD2vB4g3MePZtz9NKrSTI01QzXOrZXG4AIAnzkFvJsUNQLjl54Fa81Xhus0rhmjzJB2jMmRCvUVUlRaIzxaNehaHFuj8VjlcaYCuMqCgwFBqNM9JKPzpzKo3Dk5ScD4Ahya8gSl40vPpgIlI5SqUnOUnfu3OZP/6nvCmMDvPOdbx+sP2PCmARThcw9QO9Uls+vF5OBAIyoKvVag+/ylUEwa4TMgYI3pL+OPvrE+o6ua9jvd1xdXXJ5ccG7X77NSa252Hac3LjDyy+/RFUfU5Qz2qsrNs2G1++3KN9wPN+xWCqqmacqQgXAmQsqlc7tOF8a3I05b9xaURWe9dUjWhxNzDXSS4w6xZwrRQ/4tRRwGjK0fE3nz62iQqqsDUfHS+6+eIcb5yccH82oCzDKoSwYBwUFuivwXtNsOzZXOx7ce8TDBxc8erxhdX7O6uQWd19+mZt3XuTo7JRyVof6AqoHKozoyZOkTVk315U0fxJt8t6nRExjYHEdDZwCIVO/T91bjv+v/uv/hr/xN78HFLxw5w6/61/97SwWi8E1dFTli3+Lh1hNFZS/nlErpfjwhz/Cn/rT/3ds1wGKb/tNv5H3ve+9ggh6DUDMaum9DiGXRC1ykBwHeQ7yeXjW9rMBFDwHBHkTgcv7UFzlE58AYHV8jLU2k4EChVP4qKp7Ogh44m8JavYdSYRJB89ebfowJGM0RUxOJI6GKRGMMG8liW4yUBDvr7Ti/e9/H0DMftYznryPz7qgr9UaZNfICUdyejTglQsu10phnWXfNmz3W7qupTAx85vR6MKgCsAEp0ILtBZa62N++JBFLgjlLjDVXDQIg4kyBeViGZPLREnVebomON55Ufn7/mxN0GqU8yVOm/ACcF3suqSR1pRFcBpU+CgJ2pCBkSATOh+Yj/E65tgXxzCduFDo+5hg5wRXCOkQsI1Vs7PZjK/72g9cS6DDvAho6vljGi41Moh5n/aHRGGJj81QCsvXRQAGsvacd+gIGEJioFDOV8INm6bheDnDNiuUaTlaLlgul1SzJaasebwpaV3B5brlatax3TuqmaP0Dq09BVBqRWc9xlvmleJobjg+qmmaPXUVzBxd57ECmOU5VUII5BqDBLDH+zzXCkQ2pDUoo6jqgtmi4uhowXxeUVcGowm5CGJtDO0D7XDO0exbdrs9l5cbNps9TWspqpr58ojV8QnLoyOq2QxdFsFUI6jlKTxkSkOQr4HraNeT9v6BMD4hGT9Ru/QUwDI+/mMf+xh///v+AQCvve1V2q67tt9ekNzo0k9S5V9eXvF9/+AH6LoOpRS//tf+yuz8hAp6q1KWxCg3rU5pPfK/n6YZyAXCL1R7DghGzfnACcZLVZSKYwY71hA8S5tcIAebO6RZ1TqEHZbGUBaG0phQ2CWaCYpymKI4TwaTafoG980Zx7gyGkBuYs6LqOTHD1SCI0lSzpuSHvLfvA7hmtZ2dLRc7a94dPWI+xcPaDePqUpF585Ccb2iDHl7DHSdp7WOfWPZ7y37fRfC8ghAIUT3+0TalQ42PxcBQMwtm6RUCPn5hTinKYl9N5J5DbDWY22Hx6G8oq4Ndak5WtYcLWtWqwrt93jbYZRF+Q58i1cGa2ouNp5t6zhWhgpNDRTR7h+AoDDMIdF2MQ5dPnvvEpgT7U8ITQwqVklzK8+RMwJxrEo155HwtF4tqwgFd5Qu4tj0Y4VXETiR9OvBpj2c69wJMa0/HwoPWdsGRti27JsN+92WptmHRERRCjVAEfP8zxczqvmSxw+X7LYdH3v9Ck3Bi7dgvvTMcGG8tWJFhfYO1zmOS4teWN7+8glHS8Nu85gHjzbcf7jG+RiK6A1RmAzj4pOCKYGFnNgP9q8CVMy6iaWaFdSzijsv3+CFW8fcunvE6shQlh2Vhiq6u5a0FLS07Zp23/LWvXu88cYDfuwjH+fRVYMqF5zdfIEXXn6Vmy/c5fT8JuVilsAbOgMkMPBlGifgGa4hd7C2xut9qk0x8/Hc5uurv4dcXx2sh3FI4rjlvi/pPuGLwXyINiv13/eaguue5UnakNBbEtFPPfbgRXsnKZs1KPSkYDg1Ts8KCr5Q7TkgyJpIMQAnp6e8/LbXUApmi0VQB42OfpKGx2f/5ieGNRahRZr3PmyrV9nGFK9KSoqqFH4Y7P8qaQXy3PSDTf2EdTWW3IfpbKdVgpP3CAeFs4LIOnne+N4qPpxXCofDekfbtTRdy75tUlGb4OTZx2NDkKyUD34c2otVT2Xjq/Dpbx9VhgEMKBwqJgoOSQCHhGwKEIhTXGDXAWo47zAEu/2sLlgta+rKUChC9jxv0cQ8+M7TWti1im0He6sCEXEO2+wxlQJfRiAaE/743mFzNHOopN6XsX1yZIj3GVVzIoUIgw7r7IMf+hE+ETVix0dH/Nyv+WqKIpAHrcCRETwvEpNAZJU5Dg6b935glw3EPOQfcM7SdS1d19J2DV3XBYfC6MPhbUez23Hx6FEI9UShihJVzdiuFZsdrDc+JIRyDuXaYEJRM0qjqQvFrAwJjY6XJc7NuXP7FKU1TWuxtsV7SxfBjdfC/FUAjHFpy1iHx5e15fuXjk6CWrNYzFiuZty+ccbNsxUnyyXLumRWGGqjqQwU2qOx4Fu6dkuz3/Pg0UPuP3zExdWezhlmyxOOTs45PbtBPV9gqirMdapfEcd+xEzyzznzngID4+PG7/nnAyEmcUwBAzkocLFbPT3rl850f5/U3vnOd/ANX/8L8B5u376V1uWzMs8pyT1vJ6cnfP0v/PnYzqIU3Dw/T+Q5XV60Zp70rL2fguyjQy1B/t2ztC8kGIDngOCgibr4tXd9EW971xclKUCJLVEJMRhJPlw/mb1GwafNE0l/v+AigRViLddLEnpmKkihiJlmYJw8hvw6WR/gMMHHWOpPzCJrk/eQ3+LYqMgo8uPz+xxIGXFMrHc0tmXb7dk2O7b7LbbZgjI4F6RxrWLleA8FmsIrKg+lh5IQZuQDC46R4KIe8WkjGxU0KE4Hezv0Uso4Z3r+3N6IZkHHWgYe7y2gmc+COvr2zRNW85JCWwpvKSIo8J3Fd47tDh5vPReNxjoNymC7lmb9EFOeYrTCFyWK4JnvXK6mDOtNxjTY/XsNjziE9rnkxwBMFkAgYkYRpaqOGGzIf/6X/wp/6a/8fwB4/xe/l//6r/wFyrJI9xWQEq7SZ5/0WlI6j/xMsvUT6kDIZxuYsG2xtqVtd+z3W3bbLc1+R9c0uLbFdy3dbsulfcC6/QlO1htW5zdZHi0xpeHy4Vs8ulLce2g5Pe1YLhW+7dBFSVmuoCgC6KKjLjxdVXG8qpjVJR//1P0I8B/DxZ61mAML8LEeAk6JVzFKecS50HkV15kH36F0SJdclIqy0ty6fcb52Qnve+drnB3NuH0653TuWdWOk5mi0p7S7ylUi7Mb9tvHXF6u+amPfZTX33jMWw+3LE9ucn77JV585R289LZ3MD86ppzNkrOs1mQALEq7blrSlrUtWR/z7/N2UN9i1Pq9q8McZtce3vdQkJDlIBqu/P7PAgp+9a/6Jn7lN/3ypx437ut1bXzPd7z9Nf6dP/ZHguOw7VJkjtKgnGjMovYsbgMvzjGy7B0xamaorbju+b7QjP+69hwQDJpPUm4v//TMK+qMEBabplqp8TdDswI9CEinoxKhFCkku9xQwpYUxCPmn+41tehGajbZwGPEOvUuhUvkulO5wyc/CxjIvnsSGIiiDkrpVCPAWkuz32P3ewwGazvwLmQcjNfWBOZeGk1VFsxiuKIxBo8N3Yj9CZ7tGZNMhKgfu7E2JB9T0dx4ZF0Ej+fCQF0pjlYVx6ua06OaeQnGtyjXomjBtbjW0m49l5ctDx93UK5QzOg8QSOyXVMv5viyABXy6YcwKJ/s+bmY0vdRJSKLsPUsE51PGZPCaOeq2QRpVSBzKq5FeWZhIGJTHZgL6CUkJ3p2F7iUol9bvQaiX4MkSTJdhK7taPcNu82GZrul3e3R1lF4z8wonAGUpdBQForjsxNwlqtPrdg0ljfeXHP7pufkyNOyw1QVy/KcggD8FkUw+Vx6CxXcOlvgrUV5RVnUPHi04Y23LtjvO7bbLo69AhfCIZUNKY/DA0S/FO8Cg9AGU3jqWcHR0ZzVas6rd29xdrzi5mLGcV1wbOC4VCzLgoXxFNpjrAbr2XUNDx5c8uDBI9548zGPH++Zr844v/USr7z2bm698BKn5zep53OKUsINiSawOFf0ZqJxE4ArYCBX2ef26kPm3dMO2dYCAENV0sOaDtAXToLD1NkiCPXHMLjXdczzScLWmL5M939qP/fXTjRORRWANvioRdOAVzqGh2pcFgHk+4sg9GHcw3Guh7HW5ro21f+fqfYcEIzakIFnyVfwiCdVPkVps8Q2yVQYgQX53Yn02gc3RVof1mZi/jpK/L2PwBiBHiywTC3Qk/JpNduYIEgynKlnkr+nPgswUqPfVHqowLo8vSaBBEA0RhmcdTRNi232FLrA2Q68xWgQMVPHV6GDb0VVlpRRW+IR508Vi7EQYuRVnllPxqIfE2m593X+Lo8QiIjFFJqqVKwWJUfLkuNlRV2CoUO7FuU7lOvwjaXZe66uWh5ftPhigdZzOg9d19HsN7huD7YGEzRQQXmhCB6SwzGU/glgE+1BAldRjewTA+ufMUn1cdz7tRCcIsuyBEKon7M2gLFRy9c02TyqCHj7fBQKG5PrCPgoTKwEaH2YEwEebct+u6PZ7el2Ddp5SqWoC40zYHEU2lNoxdHJUSh5XCzZt2vuPVhzdVWw3SmMX1O6juWRRStDCSgTqgnOOocuNXU9Q3uF0RXOaeazmqZtuFo3tNZiraJzCuWilkCiVdAoQjgkLtAAU2jKMhRSOjs54sbZES/eOufsaMH5vGRZaVYGVoVmWSpmhadQoe5E11r2u5ZHj654663H3H9wxXoL89VNzm6+wIsvv53jsxvMFquomSKVvNaCFAVweXEwHc7VGBBMtSEgyOe4l+wTBZPqkK5PqZ0DzUHI9gQzzBSI166r69oYMIxp0JREfh3IuG4scsCthJZF7ZdSVg5JBccApj6N+y3P9ySNwc+W9hwQjFu2GSASLwXa66QSkil1KNaXl/zd7/1btG0DwJd++Vfw6tvf0V9u6hZO1NWhHKuo/2StKedD8h0h4lFjoLOFGrraM6wDFf/AR+H6NgUOiD4MU5LzdedBpknwGSjQufSaOh7NIxBU36GCnzEFznn2TUO332NUsDN772J6Wg8atHYY4zHaU1WGxXLObF5R1wVad70gp0SSFWm79+rOn6tnsjnx6o8LKtlQahnjMcZztKw4Pprx8gtn3L6xYlHBvAhZB+dKUzgF+45213D1eMvFxY6Ly47OLdCmonGKXdux3Ww4bvZgG7B7PAbrfQSiIRGuR8Z/7Kg1GNJ4fBz7SJxT1HSPfhDbZzIFKMW3f+tv5Nd+0z+Lc575fEZRmFFmwpA8KMNxCQBOdcZ5z5/47v+Qf/D9/xCAL/+yL+Vf/72/O5hEYty96xzGa3zn2a13uMZivOLs6IiTxZzXFksebXf81L3HFK6lVB11ZVC65OzmbXYP3+Bjn/405x+3WF9x8w4sV47lfk2h9pSqoHSemYdbpaHxiq23lAvNTNUsqltcbs+5deOEx5c7PvH6Qy6vdlxe7egah7Wero3FlQjZOZ0Lz6yVZzEL2qG7d064c+uEG2cr7pzOWdaG20cdq7rgbKGZV466CA6F3in2jeHRoy2ffuMhP/Kj9/jUpx+wb1csj0541/u/lruvvMZr73w3/9lf/sv84x/6IUxR8CVf+iV8x7/1HagowaawWNfb78d+AmMNX/6dGWQ4zJi9JzF2pVSsUupi1UmP7Wzc3z45M5O0FMPVMNa+SRsz5OvCmqV9tlLyWPvwVPV9TFQkpby9DZErWoN2AYiJuJHQjZJwYTEphuyTU74E/zS054Aga6LJTG5DCTJHhDc+lqD2ffPTr9M0ARC8893vmVx4A1V5tjjDPX0isPgoJUamKWpXkeqedVklYJ86cP2xU2rDqb5fqxkY/D0GIippN2BKEshNI8FxU6Qaa1UABNHLXchGqCsvMd8qVHyML6PFCa5X46WRdqMhmXje66QQcZTSgDYwqwsW84qj1YzlvKQsoFDBuiwaDB8rOO53Lft9R7O3iTBZZ+msDYxRIh5cKKnjpL9ACNkLWpSe0B9MUep7T+NzST588nGBj9exAl579RVee/WVlAQmFNhxSGU9Waf9+IhEmQPoQWf48Z/4MN/3/T8AwGIxT/0LzCu8vCUVFzIqaHv0YoHCszo5wV9cUT++wuCgazF4CqNZrpbYdc2jDi7WlvuPW+YnFaaCtmlQhaPQDuPC+M21xsQwP1+Anxk8hlntaTuY1zVd65jH8uG7bUvbWnb7LhPENd5bSl1QGDheFpwczbl7c8Wt8wVnJzNOFpp5CYvKMS8d88pHR0IVlqB17LYdl5cN9+6vefi44WrtqednHJ/e4s7dV7h5+wWOz875xCc/xT/8R/8YgKIswnx4yYvger+BkR/MQLMVFnKuMIySr+q/j8eLCcilNM5h/zkfMptK+edcIJkyC15rwvTCR58uxU+1Zz32umPS91FTeajKF2EoAOWAwaP2bbDEx+AiEhajBmaz62nJ9b8/SQh70jN+vgDHc0CQN0+QrDIHqbShfH+Qj8hQiuwMLjElreeMlOmNk7QOPvxjnUtFTiTGPhVlY8jEr3P2e5Y2ZYdTUSU5vaBV9jp8vvHzSHMTzxpVBAOziI9K/9ZZ9p1jvdmw3m7YbjfM5mVwpFQupPnFBlt+bTg+mnO2bZg/3GKxbHdt8M+gB29OVJxZv40xk9LV4fOEwkiFMdS14caNFbduHHP3zhk3T2Ysa02pLMpavGtwtqXbNmyu9jx4uOHqsmO7dXi3Bu9otxWdXeGKGqsKOq9Q3S6MlSJlovPOgNJROhfV7bh/8oRReo2gzPv89yj5jQBFvh5B9UwmXjMshZAe13mJ/w6Ez6BJCouBZi3rkvzpg2bMeU/XdXRNR9t2bNdbbGtZLZbo83OWRYmxDVp5qrpmtrxi5zVb62ke3KdYb1gel7z24i3e0pbt5UPubXesP9WhFxXbrmQ+37GqDXpW4KKTYFUZChP8CSrlqbVnVhj2VlEbzf58wUu3Tmk7aFrHG2895Gq95cHjdShA5R2FCb4jN45rFrOSF24sqEvFsvLMSkVdeBZFQ20UpwvPrPTUpQ95QpRmu3Ws1w0f/vAbfPL1R/z4Rz5N5+cUy5f50i//+dy8/QLvfPcXszhesTheUdV1Nn5h/YWITI/vIk3oAnDL13bSCMh6jmp+vAvqb60oiwJPZPRRo5Ovq5Dq3Md1F3N8EDQLoq2UfvVah7CXrBcn10ybKYtgvHJH330+Gd215tRRy8FSUAfraBqCfG8BEMdyAMyVBh1SdYdmBvd9VlPGz4b2HBCMW1IT9OpUsneR1IkIsihLXn37O4IDFnB0fPxUNZGAjBB6nhPoXnpL9t74ex+hMI06D58jd3pM/6Rrj1H9lC1x3Oup7ye1BwwBwVgdL8cPkLmK52gTnQPBOs9uv2e327Hd7ShKRVFqwREoFcwGpYFZbVjOS+azktZ6dvuYCS9KxiHMMHqKhw7IkMdrqQP/gfyZjDYUWrGYVyxWFafHR5ydHHG8qFhVhhmWyjeUtgsZCjuL66BtYdfAtgl5E5SxKNfSNVu87dCxUJOPYZTBrAHDTIU5AcqdAzXi19CPfYhKcdahyAmiJ5Qb7m29IiXlKuV+3XgEFCoVkgsBPHr0mL/7974/pb/+qi//cu7evZv8YbJJ5wNf/ZXM5zO893zxe96TgJe1lqbpaJsQcgie2axGrY6ojIFYbAitqK3n9PiEufVYpTiZz1jO55jVnKpQGCzt7gGuu2Lftqw3nsurFqzHqODVb5SGrsUbR1kEFZIqFEqHyoh2BvtCUWgdkl11Cu3mbFcFq4Whc5bOdpQGqgJOVyXz2nDjuKDSnkp3VNpRGliUhsqEBFXaaJzStC5kzrz34IrHF1tev3fJ5dZS1Me8/uYll+srbPUjvLrZ86Vf9QFm8xnGGD7wga+hrCu8d7zzXe8E76PGLDJ751OpZKcymuMjEiabk0gDQohyWDef+uTr/IPv/36892ij+cAHvpqTk5O0BmQ9hD2i+r0S51foknwv855ggKwlH9awWDmexByfpF3Nj58E7fl30jdI/UkUUfh73tekhk13ig/bgwGlstwGg/v3e4XBnpsGA+M+T5lMPlsBL5z7WZ0GPAcEB817H3y5QqLxARhACdfykXB7FosFP/frv+EzmzwlDisikfW2WeEFuR3QRUJuo4R1nVrpWtT5lL5NOehIb56kfnuieWHUn+s2eq6C9oAuCoq6xitN5zou11dcXF5ycXFBVSmqmY5lboOKvjSeunQcLwu27YyToxoHXG02dN5hnceme5hYUCncT9GnWw5pfKeTE6EURaGpZoazsyUnZ3NeeuEWt28ccft4wXHlWLJnbnfMXENpwXeOdq/Z7RSXO8XlxnK5aZgtG4yDZnOJbZtYf0AITmTMQEyplIBg1/W1FNKoSwyUODkpULHaIVHV20vvQVIMzoLBNCEaEq3KRLAP51hoXzj+Y5/4JL//D/1R9vtgIvuT3/nv8MKd2zhrD9bjb/0tvwkg9d1H7UDbtuw2Icyw3TcoYHW0YjGf4boTmt2OruvYbPfMdMVtiuhjYnjp/Jzl8QnL81tY+xLve8+7+eTHP8yDe5/m8uGHefR4x6zcs18FE8+yNlSlQbstxhRUWlOagllpqJyndY7SeFrr2VSOpnM0refm0RKPZrM/ouk6ts2euvDMSpiXUBrPorRoZ6FrKBQUSrGaVaneCNrQYnDO0LXw4x99i/v3Lvipjz+knB1zcvtVvucH/zb/5Ec+At/3g3zlV3wFv+nbvp2qLnDe8u3f/ltAKVrXxrlzCQDgZF20STmjjUQf+eT4mPZZDA02Rso9e37gH/4jfvfv+QMAzGY1f+bP/Md8yfu/+GC/KqWS1gkYmCgydVsy0aUV4IdhvQmMy/67hi59JlqCKS3ASC+B55D2iKbLk9GxhH908OER/ybNiM4KoD64aNqv1zkTXgcUnuVZfybac0AwaD6bwPhVJoGJoD2w5Gcfn+Yck5/is9ehTC296YGBAAH5LJKWSLWTDDp2OCtNMNnHKQk+XeIZNuOUluC6c6e0J0opClMwmy9YHR1zdHLG5YNPY7uOi6sNjy8uefTogsWiYjarKCuDUUEKq0vLcqY5PaqweG6dL9BG8/hqz3brgm9HVBv7yHBdBAMiNyhRt0v6ZwFd0U/BFIqqLlkdzbhx44wbN4558dY5N09nHJeWlbEsdUdlPQbFerOn3TseX1oePNrxxluP2O9CqOQs1qSYpVeJcmDbDmMK+ogSjUaHvP8ybvLK12AGLo0JSY2cDbkalYoOXEKMnA0MxQXXKBOrFTrVRxP00y+hg9l8Mlr7RMnPOaCL2gYjv2TrIh0dRl/Fok/Khzh+paiKCh1SD2G76GsBdK1lt98FnwMPZ+en1IsFi+MZeIWzS2b1u3npxZd4eO+crrnEd29C0bHZtzjvqaxjNTfBgdd34ByaEIWgtUKViq7wlMbR2ZBEysbESbVxdA5aW1AZgpZAW4xyVMoHp1lVUpqCQhvqYoZShqYp2DaWR5sNn/zkm9y/95j799Z4X3D75Xdxdn6HOy++nb/1Az8KfCTNsfUdzutgoop1NTrbJkk95cuwNmh7UpVSCPkhevNhygia728iQ4/Xz+fddqHioopqACUaBXqAb6WWgXNpLeRVBYPmimgecukZnCR/Iiq/6DVTeb6SVMb4GtqS9oE8zIHQMqSlAaRMCy4CBtL5mWYkf6X7R+1pMoXIefHyoTzG0xn/GByMafeUNvVnqj0HBHnz/WIYYkySRkArnexhokYD+kiBCYn9Wik7fcok8sH3ch0SgRSb4Njm3Yf5hOuJoCC2ZBWfYaqPuRpuTECuHaprjr1OY3HdGAgh0aagrmfMF0sWq2N0UdK1is16x9V6w9XVFbvdEW3ThjK/KEqtqArNrNIcLQs6PKfHc1rrmc0MTdvivFTOU/34CgVFbOWkcdN5MRsdkpOUtaaeF6yOF5ycHnHj/IwbpytuHJUszIa5stRYCkJeif3est12XGwcj9d7Hl1s6NqaQlXUUpyqMNRlQWkK8IE4Kx/DSoOoDzGjIlHd7zOpT1SZKmqrgqOlAh+847UAnpEa02Vlr4XjpyQrB1Mex0zWuAr1NGb1DIli0THJk3MWMf+EsYyLL42trJnYn+jgoRQYo6lmFYUpKEyBj3kjqqrGO0fbdjRth7WWermkqCsW8wqlCxSGk6MjcI7jo5rt+iEP3gJv1zT2EtoG6y3zuQqWXdfFflmMDqBLFyGhVWmgc+HVtkG7VLsAIK0vKA0UGgofQKR2CuUNWhtKU1HoAkOF85qmUVyuO958sOfHPvImn/j46yhmrFanvP29r/DC3Vd49R3v4ezGTWazGQBVXcWkPzGu30aHvjakee5aG0qVW3tQ4jy0vriOUiGL5kByzkxiQi9mdY0HZnUNkeFLTRQdHSETlPC9P4LQQp0B0rRivDg9ZjRqAAhUErSmTJdT9OeAfvihqbV/8wca0SkNQX6v6+7TmwCG2hLZKp6QoyOjeIlW58+UX2+sMZhq4/N/JoHBc0CQtRwdQiJnYQEMwubCInOEtadRjBnkkyY8v1d/n+y3BFgPw4icFxOCTR7AiphLfupimX1rzPhBmIQbaBpyyeKJzzB61mddsIPjoiRTliWL5Yrz81ts1mve+NhHsG3LxeUls6rg06/fY7WYUxclxhhMoSmKgjkesFg8dW14tDlmPq+5auHhozVFUbDbd3SdpWm7uLd12uMubm6VcvHrOKeeslIUheLoqObkZMUrr7zAi7cX3Lk558bRmkUNlekwBGbdtOA6zbarWTeG1x9e8mCj6MyC5WrBcTHn5Vdfpq5nFKbgbHWEa1pUPYuJmYKznqMHmmH+bWBmfVRnGLoo/UThBe9tWi+dC5KcEGuR4rRSwW9BBccymcfea72fkwAkFb2iV/Gud77Gf/b//JORWXleeenFPiRTqQgMyMZSxUqN/dyHnAdVJJ4umAPqKmhItKE0YY5ns3nonyOEonYWXRq0MXjaAIY0+GheOb/1Eu7GbW7fucNu85DN1Zts1p+maS749MMLCmVZVY6qqqhmM0xRBD8eE7QUtdLUxkCp8VUoRBWWjAqVKmMEi4nBoDoCQG8VbePZN57Hjzds9x0Pryyt1+zcitfe9QHe/kUFN85vs1wd8/Irb6OezZnNV/ye3/27+K3f/u2gFIvFnLousLYNaZxtP58f+tAP88f++HcmX6Xf9a/9Dr7iy7+Mtm0HeyqVulYqlJGekLCdC2GEX/WVX85/+p/86aQpePvb3oZBpboUUe6PWgWf/BbCSlADUOIls2ZcSzavGjpiyDko8RFxKHHIi7/lqeLF0TWt1TxsMWoyxhL5FF16mop+0K8kaAWQ5KwN5ZHzfvj+vJCoKgJ5fwhKxveYuu+BNucZBLPPd3sOCEYtBwRAQLIjpdPYTpSfex0jnWSuPkpRvdhHkuZGai+fjh96yg82W69FPrzPU/o1VpE9re/Pav+77pzBhtUhD0FZVsznS1arE+r5knJ9Sbu+YLtrubxcs77astnsODpeolSJ0cERLGgJDBY4WhY01nF+PMO7jqbZo68c+72LoW7QSfa5OGhehUI+wgiDtB0cFatKc3K04Ox4yc3TI26cFJytFLNyT6kdJq4O7xXWx/LEukCVDlNDMYNy3lBVK+pyzo2zM+pZUHfP61nPtPsRTH8lRu0ltkR6LGPYv3LppPcq7wmTGs2LGn3u559A2GWOlO7PVbCYz/iS970nhaBJoaWQzS/UpehTYcfx9cNMl0opdFFgnEN1gcEr4bZaowqDNgWmLBHznQW86tDRKTDEjIjjpAetKIoZihpVGUxRoJTH0oLR7NYtnW/YN/sgoRpF4VXIgOl8rCga64Zg8Mr0aarRaFNEQBW0NWF+QiEw7xWtdTTWsetK9lZjcWBq5rMli9UJ89mKGzdvMZ8vOD2/GZiuLnj11VfCGEUJXDJESty/7JGr9Zof+qEPpuyRjx9fXLtfn2S6y/f58fEx73/fF6d51BlozE4I4y/OizHsUOZFZSr7QRhk9Hdiqo9Js+pBQkHxERRMgYfraZSi97PJn3dKO/mkY8bHpr/xw/v6zOGSHgz0Dow+28HPds/r/A2u+/2nsz0HBIM2TFoT1MfhF3GaCow1OshEYj4OwZm0e8kdZCFl9wzLWkV1qtwjqNaUFoQeQoucl8UXkbW6Pn9A/lyy/8ZJefJ+5m18zalFOv59nJ3supbbOOW6ZVmxWKw4u3EHj+b2nZdRDl6/eMDl5Z5PfPINlos5WiuOVguWS5gvSrTRBFJtqIzixdOKVa0ozJIHZ4rbZ55PvN7x+KLh4krRtJ711tFJRrrYl8KYoLouDGWhqArFrbMlq2XNay/f4ux0xcsv3uRsteZ4vqZyFxhvMa4CX9K5GdbNcFTMT0+ZqZqjlxZ8+t59/OonOVkcsZovecfb3k5Zlmy2O8pKwsoCk0kx3lr1Tlg2lE/2rrfzh+JWfQXKfH6EpKbZ8j2RdrZ3TCReG6IqOUYfiLTo47VNljKbjMALcQymDLCpVnxfIVO0TVPrbVbPQkZEbyN/CHkAPT74NhQGM6vBE8Jvuw5rVQAJWgFdBEsdShdhD2oFyqD1CYtqwfzoBkf727TtJZePP81+c8HFm5+ka2DfaYqCUJIYizZQlVBVhqosUATThW0cXhmo5nQu7L+mabE2mDKcI+bLKEOI4+yM2bLk9OVj6vmK1ck5y8VRAIHIEDqsB991SRptmlDcab/fp7Eqy/LaGgNNs2e73aZ9VBTFoCaJHq2PqTTGYS5iyW6V0YE4vzYe772nbds052H9GXz0cMk1q3JMF58tzXmseaFUSP6TFqrLUmAn+hB+S3b7qAWT0GU7UW8kb0KDn0S/cl8FOXYsHElWxqCZDQDHJnNtZrJQobiVUjoUmojlKKfmbYqOfj5NAp/rNZ4Dgqz5iNAHCySbP0F++ZRODb8ssv1uxyc+9tG0+W7fvcvR8Um/KEY6/kw2zDQCclhvq8uZwACpPmkxRERw3caQc9u25W//7b/LxeUFCsU73vF2vuzLfs7gHtf5DOTPn7frJBZ5DwTNYG3JYrGk7TrObtymbfY8eOsYb3dcbnY8fLxmPr/gxRfWwcu7KGNKW09nQuHgVa1RGPZHFYV2aG2x1rGYzyjrlu3eQWGDN3kneoIAAMpCs5gVLOqCxazg7s0lR8sZd89nHK8KTmeOVeGYa4+xhMInaBQlSi0pqxVKLVDVGV5VKF+wPHbcvLPlZLFiVc9ZHR2FFL7aUFQVVV1TlCWmMP3M+4wIOctut+V7/tb/xnqzAeD9X/wevjR6g+OHURFp7DMCPQAJMof5fCYtRbauXCgo5bJz8nskgilahWjmyAGn934SgIa6HArtNSaaLRyh6BIq+iCoPhmSdR5tCqpaheNV1KkIg9EelMMrG7qhgvStlKKojlCmYO4sRbnE+ArXdcHx0jUoLN6HKomdA7tX7JtgEPQoOkowJdrNosZAowqHMUARVMRKldHkZFCqROuCop5RVjV1PQel6LrD4kIyPjKOAgLyfSJjduP8nF/1K39Fok93794NprNYAnuqdoC1fT6AvHhXLriISUcrNZDo07HZe+7AmByVg5ogfQzrlyQzJ2YX/VSUFG+RNYJor+S7nk5M0aoprch1Knf5bqpdJ7QdSvAChCcv84Q2rbUYAwDve4VJvief9HxTzzH8/NmDgueAIGsBCTcpWY1IRWlhy4ZTaqjpH10Dwm9Xl5f83b/1t2KsNfyCX/xLODo5OdTpB81ZItzidyVNqZgIJHqgp1d2z2dGmRMqL5HinHOs1xu++0/+KX7iJz4MwDd/87/Al37pl0w+5+eCRscbUkUnuuOTU8pqxosvv43CGN5845OsLx7w4OEVszcvaK3nlRfPKVXLmSko65KyrnGRMJ7POhYlVKXiZGk4WpYcLVdcbC0fe3PD5bZDP9iz27dsd22Qkr2jAGaV4vy44vx4ztnxnFduHXGyqrl7Y8GiNhzNG+ZFR4UNpgFr8K4Es0CXp9Tzm1T1CXp2ilUGt2041jWvVDNOFksWVc3RfIFCYeoZuigo61mQBAuTjEX4mGzGWZzreHzxmO/8D/4jPvX6pwH4V/7lbwuAIM6lzST/sGR7rYAcI3M/VgknEhKBAXIehOp6BHX9uElGw76ZA0lRwKa8S6rbsJ41XnvKqgqSqwsMOEiSwSfAxnDbztoImmZIFUgoQEVPHu1BWaDDK3CUKFWgVImpCwxHmGoGzqLO38F+s2ZzecF+e0HXbsHucD6UQ26ahn3ThiRMyjBbzjDljKJYoosKbUqKqkApgykXFEVJPZtRVVWy3xPBnIxDs2/ZbHZ4H8YhL98rTE7HCqZVVQ2AlBz3tre9yh/6g39gsM/za+XfyX27rhtcY1LlrhRGG7RWuOi8mEvHTjQKmf3c0a+t4UISuiQ6zOHaQ8qQa4XKi5YLCMz6lNNfibASbcWU2l2eUc4fR1ONtQHP0pQAmOwRp84UQS0HRvHTAHBcCwriNUTjfF3/npsMfoabc462aXtnpsGCVwcLQjLhKUWys6ZQHA4Xz8DbdbymIygI6Q+GFQ3DwtTXLsj+mOuldZ8BAZ+dM5bi8gIlT2pyXq72zyXA/O+x6li+Gz5fJE5GU1UFd196mXo24417b3H/rdfZtR3r1vLGg0t+4qOvc3G5pFI3WSwcSzQYqLRhVWlqC0Z5Ztow0wXLumTTwnIxZ7133LrRsd23bHcNtuvwzlJox7wy3Diec7aacbqquX1cs6gNp3NLZSwz5TC2Q3ceuhXeG7Q+pSyPmC3uUM3PKOojfLkAFDPVUtRz5ssllS4odfD99x50WaGMCdknIxJ02ERNfExn7KxNYYTSrLW0bROdv/o4/z5eOpq1InMXQJkzbCDZo68jngPb8ojZDF/glY9ZCG0s0ewO1rD3nqIoUu4FRZCInXX4tg32YCd7SNG1FlCoFF8vgBxCzEDQDKC7oB3QHpXyeUbfBRUiUoxZhN81zPScqj6h2a+x3Z6u2+GdDSF/LoaPxRBQXVYBrCqDRH4I8xOtAARBomtjqu1sT3lUCr2b0q6J8DGW8PM5EUCVmwLG5qKckQ80Mao3zQlIkPnX2f1tzE8htv/0DEoiDnTMXuiIqJLo9hCfWehCBAKuL2o1YPryN3l1xJ5+5aam6bU2BEv5+fkzy7iMf8v/lna9diC/vjB9maNM8+ZFo+aCYGd6U3OIQgjnyV6R6+i4llQcMxmnnDaOwdtPd3sOCLKWo+rBRECv5hp+KydmC71vSinKqkzod0B4ZTUN/lAJYQjBzN/jjhpc/9kRr5/UfCXUnzH3+XzOcrkAoK7ryevL8WNJJpcIpY95f/PjhqAgOHQZrSiM5vTsBsoYbtx5kdY67t9/wG57n+12w8dfv0/T7HnhxooOja4qqjpInzOjKHSUnpSiUJqqLtg7TVEpNg3MFy4Agn1D17Z47yi1ZV5qbpzMOF3UnCwqTuea2sDCOAyOwnchIYxVKDdHUWP0CaY4oZydUcxOMNUSq0sUKoAAPHNcKFjloWuiLbaIqZqVEvaVmLioG8PfQYMxn89ZLhZx/ByPLy6iZKepqnLAMBPjFooNg5AzIayifh6Ds/wYeeV+AXm+/FQQJ/q35FKcqLPzPo33gFEhU6O2NhBOMT8QfAeEGTH4TQVAEO22XjmUjpoCMY6k/RvzOpg6mEa0whQKPYOynmNtS9vuUr7+gKoMpqxiToX4XF1gej2gyiTV+Nxiox9Ksf28jP0BxkzsSXtZzhczgZwzDj3OTYA5eMjnMQcEIatld2AikDWQBCGtUc7FkEGVJFsZn1zgyGmCFArS+fONQKs8Xz4e47X6pLTictyz0MEnSd/5+7XnZ++ejMFLH2RdKIJGzkvGE8kGKpReRa2wmE16gfFzZ/yfsX0jteeAIGvOWjbbNaf+bIDoPb7P1GVUrxnAZ5kthaHHydCKo+NjvvFX/uow0UqxOjoaVRnLVEfxm+BsHZC70UG60bKhhLAog2S1e1pT2eaVxHYwvfC998xmM/7oH/kOmqbFGMPZ2dmgf2SLVZzgBqQvI0ZKVKjZ9Z+GzgMTgdVqiSk0X/y+93N2dkpZaL73e/8OP/zDb/APfvget88X7K3jpTvnvPbKHc5PVyznitnMUGuNMZbaexa+Y2kbWguLmaatDC8tS6yv6HyN1WFeqwIKQzA36PjChayI1gUNkAV8hVIVZX0XXaxYHt+lnC2pV6d4U+J1EUOzPIWvRIQCPN55tq4LqkEVHPZ0Yeicp7MdoUiKR8L8FOHjyfEx3/XHv4Ou69BK8de/52/zLf/Sb0cBN26c8e/+kX+d87NTgkAXxrfrOvCeyhQHTFkIttirc4Kbz0/OvHOV7dS6sVFKDFuhv4cwsXzN5CF12ujghWGKxHC7psV1lrImMHyjY358hTIGrTRloeN+0Ii5QkcwHfIxkMY9gaKEp0Maa1VVGF+i6llkNjap+gXMtG2LdzZmBAwMYOBxH8dLnALlvPyZtTZ432tkyrJM58nx+frPgQWjPSVjmPsHyBzkGhulfALsOUgwKZwvjIvtOtq2oW3bZBZIa0DAQOwzWR8U0LRt6GcMQfUjpp2DkhzEhOcF54ZagHydTVVofNb2mZgGxvcethy8xfUj+9llhrToRBgijnyfk0OpGNccaExeLC+YuwKYCtlGPFl07kBoCvf/6dcOwHNAMGjOe7q2m56MiJYjb49ERiUkyMGEhex7Z+fnaTWpTO0kx2S6AYDE/HNEPX7lGzXd7QmShRICOXHIGJBorXn1lVdQ2SY+YOS+J7IDOyEgSWVQqjejZGOZ/33Q56glUEpTlAW1rzk5OaHZ77h1+w6YmstNy+WmBaW492hLWW9YrDYoXWCdQumawgTko4FSgcdRKIfTmk555trglMJrgzUGdKhrb2LRm1Cx0KGtRzkVNryPiYLMHK1mmPqEojyiXJxQVDN0NcNpHXIIYMHnGiPhRCHbnvOE/PrRVi6HxJowqS6AjGNhCt726stpzv/69/xv/PhPhOx2ty9uDtTAaZwjKJnSCOXMenDOU9qYOOfancHchoPTvYQ5jiXZ/Ho6VnN02XEiiadn8dH5TYPzFh3BACiUD2pahe6jfpSs0x6y9gA2KmnlGWQl+6G9um1D/gOJ9xcQP6XGvo54j+mJaNfy36bOy9tY9T+es8E+VkOJW7SD8uTK+yjdylz0En52w3Tf/JVL7yQtwWFf8z7nJo4cZGod6MXUM123JqdU6fn3B+ORS+8jOpQfNw0KMiBJD3aF9pGNQz4ScpzKr5KksQgOvO/ngV7jkNPG68D31PMOn+Hgp2duzwFB1pxz7HfbA/vnuI2ZWeK1UUIZqMbid0GCiTajAWdWuKiBCAheAEEILTPahHelqYqQyW0IKuJVnoIgB/31hyr71P34O84Fp7L4YLn0lwhbrvIjU1SpfpOP1aFjO17+bpSKtsmwwQqtuHnjJvP5nKPjY/7X7/37qa9t5/jE/YaL/SM+/XDP2168wc2zI165c8piVnA818FkgMLE8LRaBUc5py2qqFCFx9cGb0KYm1Ye4x22A9t5OlfgrMLZ6KBmVpSzE8r6iMXRSxTVknKxAmPAhDTDzju8ViFOv3XggrnAKBNDSAMBSN711lMUwamrtSGhi7UOYzTaBG2Q14pmvwtjrYbOYniCXTfaYyUsqjRBiyREX2ud7MR5jLtIs7kGYdxyFfIU0VYqhG06Qnlf63v78BhYS4x9fk2tAvh0iDYlLiPfZzZUSsUipB3eKYKAbDDJQU2jrArRC8IEggw20GClMcuYuLVdMBnYDms7ui44F1obwgCFaVZVRVlWg3BAGc/cKVC+z8GCPIOM57hexnj8x2aWnBnn18mZqVIq1nzombCMcUiu45LD6LhvYorI5xU4oIN5siTbddEp1/dmhRGQyLUhQwEGgv9Fv5bGwCrvQ95yfwm57tQxYzAzjoB5UvPeg3coXMpL4vDgQ+rvHAklUu9lrTKkz97jbcwGqnWi/95HjYLMHdfTZjjkO9f2+3NozwFB1kKa1CAJTCIxQYc5Mo6T5EiJ5NJ3eUubAnknECZIYEDF38cMVCsdJeehnXFq6qck8fhLVGiF/uXnDrUNI2nKi4NQDmNGCHl0X3xIGUPW18njyNV70pMoMcaY8tmsTnvr5/38n8fR0TH7/ZbCwN1bFcp3eLtn3RjUZUtZbJjXhs3CUBvHrHBUxmCUSn0qdAkUqJhIyCuFs1Ed68Nn50o8wZFMVwuMmVFVp1SzE6rZMcX8CG1qvDZpPYgwquIfLkYL4EMSHVBoo9O4ybiHuZe5isQhzr1NalwS8/457/9ivvl/92tw3nO0WjKr60DskrSdrZU4zuP48zDGQ7Am62VK8j2QoEQKpV+L3pPsolpHs5HWaXxCH6PeQhRs8RwXxHuUESnY0XYNShuKMjj4CcAJYxF2nPUW7TVdZ/lrf+3/y6NHj9Ba8973voev+9oPDNZr2gnep0x6PoKXfL9rbZLjo4yBtY4P/fCP8mM//mGMMRytlvyif+YbqOsqpR7OGdNQ6g1jZCKYn6o/ko/vmNn1fbaH85C1tINdKEEsToJWQgafQeK8jhGNNTvXmTVyupW/j8fE5xqLkbAyfr7x57FGof99CDiEzgUN6ViTObzmuA/52nCxBoiL4xkWOgf0rZ/p/ncf+cVQOxuOFFqM9C+8DUxRMj7ee37yIx/mQx/8IEpBXc/4hV//DSyWy8ln+mzbc0CQNediMZyJNlh8qmeWMulBUeyj52jvcBPoXC+19FJKzhTEHpo5EULUEpgECuS4cOIQiU8t8AN1WDqiv8YQDOTn+9T/xESmQNLEGMXBDIx2hN57dWnvkCNmBq1FHedSbHRRzKjqmtl8ya//9b+OX/2rv4lHD++zXl/yyU98lIcP7/HGpz/JZbvl6mHHfn9FXSqOZ5rVrOBkWXCyKJmVhhD+rzG6BBTeaZQ1eDTYoO733mCdGA0qMCVlfU5ZLZkvbjKbn1LNjoMFQYnKLyNQDlTAAHgXJU/fIXDPFBpDP3e9eagfv17FqgkJeHwCCFVV8Yt+4c/jG37+19FFJo/3KclQstdOEDgBBXJv0QzIefkc5k5yudSW+hil0BwQhAsHzYQxfUKjnrGGxC49CFQx02v00hbw4CRZT4spTHTwL0TZJk9FSJEb7LX73Z4/+R/+R/zIj/woAL/5W7+Fr/3A10wyDklHK98lCZ6+sp2JwKQsi+j3YPnbf+f/x5/7838RgJdeepGv/cDXsFwumM1mgzEeM/cwxoqyrBKDlGOn9mke3TH+fkpQSZ99XAtRAyK+Gm3bHjDq8TWua/IMolXK/SfysZXr5f4CYy3FcD0N5InBuOT3zvswDQLCfcN8ylqOADv+mzNdRuM9Bl75vcM89JkjJZdEurfPwLc8Z7pf+H2sFcluEI7O+uUcoDwDv9vspH/4A9/Pn/lP/mMATs/O+LKv+IoBIHiW+Xxaew4IshaIUDNEkvTIT8vfPuauVqL+Jssj4BPy6yXAHEHHZZuAhEjSEp8dpKvCxGx0CSAcMhE9sQDGG+ewKVJyEC/PEENovIAcUrx3rpGQ+8MzVnaMhN55SUoim7ffuHLNsKlUyA+vZFMHG7tRCsowHnU1o9AFJ8dnnJycsdlccfH4EdvNBc1+g91egOso6LDK8dg6Hj7Ygu84PzumrkqWpk7j6DsDTqN0GSTDskbrEnSJMguULinqE4piRj07xpQzfGF6dQC9D3EgP47OtanMcNcFhzQhkqYowSva1vZn+/DMIsPoyEBkviBKfa5jG4vPhCya4d4uSixJI+CjGhIxXZHmbMyAcvB4HUERiTapwYUZmACAwz3kFbUCOqYkzq+pVcxwR7+poiklMP3ogKZMMLk0QV2/3W6ZxVj/sF7CBSTDnbUqVeHrl96hnX/wTJHh4yRvvsxGLDvtVcaUVQCTozUvjHK9Xg8yBeb3D/3tHeuGkni6EjrmAujDAHtpXMY9zzch+2Zo7iFWIQy/SZ/G50xL7NOOeGMwOchT4IdmwdxXIAcgcp3xe+DFaqD9HIKovs858+5rGcS+Rw2PIjBmT1x/UVs1NNEO29SaH2oIHDY5wUoVzl7b0GsF6D8dKiySoBeExUxjIGAlu954rY4FvOyHJ+7bz6Y9BwRZy5GwUr29V7QBfiD5qzSP6Zj8WvFbWQhaqWg7tUkrUJVlIKBKQMGEyi0DEQduaiMpcOp9/Fmklf58nzRcg2M9OHUYPij9G6u18mN6QO4hprQNKvHheDsft2vkf9rrpHIOQMUhqmITXx4wOnhiL4+OaJs9N27c4vLyEdvtmsv7b2LbPbbb46M9eL0F2zXM3BJHiWEWirgACo3yikJVoEtMuQBTo4oKXSxQpqKsVxhTUVSLEJ+udVQdqiz/RCiI5FCpEIy1Qd2YZ7+UapmB4IR1IrxUZrY3ofSUJRwfJKw8GQ35YRPzjcy2Gs5hTmCful4yoiXnZd0Nc6QV1jo2+6ugGTCG46OjWMQoMtvIXHVG+HsgEQFBzDngtUd3Okm4ZVlOSM3RS8CFegqr1YqTk2NAMZ/PJjUbA8bnGYzLsOVqbwDDfD4P1/dwdLRC6z7sL9+7B1dKzFLFuXQDMNDPuU6aidDXYUjhFKPIixl5L75KanBfARmDOc2u8SQBopeUh2Bg3J8cEFynhcjHyAuAVTzx+FwjkuhL+tcnoSMwajHbKkhCT/Ys4YEO5ma89p/4yi8o+3Yw5T1NlUlOFHcw7nL40BgrfRgCx9DHqqpYHR0BsFodIQLp9cLfZ96eA4JR67qW9WZNXdcha1hm50rYMBISKZGjUVk9uLg+ord8kpKU4vv//t/jJz8SMgDeunmLX/aNvwJT6EQMFSStQG4uMJm0lWsGvO+l+utQ/7iNJfzcyS8HA/Lc4w15AFhGoWmhPw4X6wSYsoj+ANK/kC/fOZdKRh8kQ/JQlaGsrCmqOKKml3iJ5hRTU+iCsihZzJc41+FeeAkfQ9s80ScgmidwDTiLtTuM0hQ6VFnUxlBVC3RRUtaLCNJ0sj+qKPUaXfSOU0JsstwBAQC4pGJsY+Y3WRliA0/MOIrKSgUiXhZlmuMg/dhow+xryuN9TKbkeqlD5k1rycnTE0it8Sr6LsQm12vbFq01hTGpBHJP6KOGK64xnMM2bWLQxhSYsohjAoXS/OiP/QT/9nf9qZA/QCn+jd//e/nA13xVD6hjOFm+ZvoIiX5tif3eGJPy+0MI7QuaFkNZakL++LB+qqri//bH/xhN21AWJScnx5P+QD0z4iCH/minpP0h0vz/8Zv/eb7pl38j3ocESzdu3DgIp0s5/6HXCsU+a62i0GEHQFFAAiiapletp4qBBNAlDnq5b0kOFoStuMgoc0ae7/ucVvT7dhrUiAYgv0+uHchpwdhUELSBvXajp0lDWjIEAQz6NHiJA6SORMKDUx6XrXepreG8hxiimmxNeVzfRBtqL6SoWDTDRU2EjiYu53vhKhP309qR5+ifTzQtvteiIUmLru9Lrr37hl/0i/mKr/xqlApr6+z8fED7Px/tOSAYNWeDH4HUEh8Pda896LUCgjw9REmf8KtIH/G7zWbN40cPgVh/fABfA5XyQfkQvpKfAmvLmM90mwIDT0L+g+cZ/T2+5pig5Cq+J17bWVA62cV6lZuoJXyUhOLvov5THq1DvHjgcDYALCWaBh++picyWhlUEWL/taljEhUd1YgK2+5wtqPrKoxIT7GcclEtQgW+aoYQrH5Txo09VhmLhOI9Uqp6rFoNGz4whD53RE8k5HNgHKJFCBnvgnvAUDpLY+aC9kRMVQNBxffaJGEGTuX9dfRZ4sLfMh098Y2hk6q36ftIFMM1Q1hmiJAJJ+/3ez7+iU/SdYHR7Xa7g3UyBpFhXMVvYqh2lnZor54Gui+99GICFPnaPTw2ghx/3f4IcyPzLu3s7Iyzs1PyU8YMTWL/e2bRg/be/m5Hz5RpG/0hIAiag0NQLveX81K7Zs9/JpqBsTYpT4Qk7/kzTwGJ/HmG/g/9GAs4G/drHEGR1mk4KutpTAakQKVQXwEH4FXMFSNCwcRY5G04Jomrk4OY9Ms1YCbtb+EFKnM6lv55AbOE/gvACF8MxlDaanXE0dHxaO6f7bmetT0HBKPW2Y711SWFMdTRWYgJFKfoc087RpsN0mJ5EjD18RrhFjEELCq+rFMYb3FeY7uGVjmcqwhqwTqpq9TE4nkaaMg39rOom5JESy8xCOEbxCVnLUkTWFSngnOY6qXDMF45wMlqj7uQNU4phdFdkJKtS46VbRMk77YNTmdlVSLGnM5K8pcqhmAFKVcrhakW8V5HyEZKUlz0ZO+Z9fWqzETgnIMk+YT+dF3bV3ojFvHRhqosY9KZPjZfmH9hQvhcEQscESUha0kx8F0bagGaREwD2VPjfmYAA+/Z7XfRN6MvntRFyTmAXoe1TZabXoEPKbyNKSnLuk86E6v9hWpzAaD1C5C+pn1skstizCzydeV9yB5YFKHAlYTMyfiLhC0Ocv25fbW+sIR6e/pY8k39ycDIYW/ybySjogd6m74wspDB8JCp5mCkl849znUoxUhK7tdSuNYw9FMkVO8lN8fQ9p9L5uP9F8CcT2MofZP7jbUL+bXG85TPRX5uDgjy60v/xtqEKRNDf7x8ViEEdBTBkM+LwmO9T8nh5DydE0OycfIKJ+mDo/aMTOqWvlwPDHtQoLRG+0CzjSJlbSSNsTjZxv2YTERibsiEyAjulQr+Wip2L6SuHwlqAhS8TxlHVf6s6tlo/7O054Bg1HyMNOicFTkWT8xU2B8FBOI7tCn1jnND1Bvm9JXXXmO2WBBskEexeloPIOTKTu7rM1UYQoCyi9ITpSFSHUpkY7CQH5//PSYG123g8THyyolHTzTCQnbOAmJK6O2pqX8C6Uf3DtJUJCh4lJKiP+HazlnaJmoZIKlhrRPg0oeQ5dcWaVQG3RofcpEzlHjyjSnvPjLIAAr6mH7n+kx3oa+BSRVFmZzTYEjMc/NPb5vvJUf5HJihG4hT4uGsqzIby0D12qaN0nxICaw8KU99s9/inI8llEPuC/FQFwLmui58haKzNoAARQQ4wQmv7drAMg1YZ7l545zf8Ot/LZ4QD//Si3cH62K85tK6g+F6Ga05mYv8OlpLXQiH+BOOswSO505lY91rqOK98v4hYJU0rrltfyyV5xL08DdFno560Pfs+cfak76/OvKbPkNhmvvBccPMiC6uGTMhsUvEwQGIyJj8dXkPJrURozb2S5nyfZgC2QKqxymgB+fJGPp+nwiIH5pAVQDjGVj1UaN4vYmo79tw3fX71HnP3/17f5833nwLgBdeeIGv+ZqvDow6o/0SaYbWqYJkotcJuOdbOdP8EQBSFP6TWVWgiRTI2u12/K9/82+wiRVQ3/u+9/H+L/nSJz/cM7TngGDUrHPs97veBh3JQ25T10n16wegQNBdT1h6oct5eNe738u73v3ewf0cJIQJkpQtr5bWAwEvV33Chrxu806958Ry7BPwLGBAjpvSHqT7EGLwne0JRZCieo9rhcKpWG53RFStd0lNHcwmvfZBRaeurmtjQp5e+tJtnyxGvK1zqagoipi6V+ENaKvDvaP0nle8HEuc3kv4XCg81H8XVcH0iWiMMYMUwSJxCAHXOqB/HzUkMtI57nPOhdTGPkuyk81bSGyko8YgmFT2u10YM01MckRMvGPZbTfYrkMBVVkwq6twX9/PqW1bvLa0zmIjKNUxIkAbje1sTJCkcM5TmIIX7tzm//wv/WZMVVFUoaxzzuwGgGoATIMpwmIRaTFfi+O/E9GO0lpgIoHpam0GzDGM8biojc9AaK6GJ0ljSWGC7n/DT64FufY4RbOcI97pAkzHNvmcsctvAdyIhiD0f5yueAyQ+jUWomD06Jp5Hoq0T7J9IUw49/M49BHKfGAm5nV83Hj+n6RxkyRPuYmhPz+uAwDvUhKg4Jth0jxKuK5SOpHKRIfdQK0wWFvyPgBA4tcVfWy8d/zPf/1v8I9+8IcA+Jqv/iq++qu/ChXz18s60WKmVAqfaILw/CAd6vyB4rOEn4JTsoop1ZPTdT8JeIL5+S//53+RN994A4D/w7/4Lc8BwU9Hc9ayXa+DQ5j36IwxHiD6+H2eH0CkMl3ExS+Oc+ECUYugeokkqV3jd76vDyDq2QAOsoQYWcs3jbSxBHAdOMh/e9bPcGgzzL2Yx5JeJF34rIhuyJgWJUdFGruQo76X4vChwI1Xro/5jBtOfAe8N0CRNi+oHoVnfZR+Sv/HRWLyZxs+x3BcJdtf2zbBZBI9xsMrOB05pxKQ6zP26QFTEUYIYc0gBDRSMSFAtmuxXYPtGlSUgvEh2YxC4bSibYJ3vikKrDg0NqFok2Tu69qojrUWOoeORet8Y2lsk5hHsBjEGHYPHXu6CEQKE4CN7SIB7xzGFEjVRaViKV11yETk85jR+0QMXRqbKal0UJKcXhLUKLQu8F4lm3uQgmUfjOd+LB33mhiye4pQF/HBEDSIADDBLHOGm4OEMSPO19TYGW88ZuM2vte4LypcOB0ra1aY7HiN54BAxqSX2MV8Fdej680N4jkvUnRurhqbJKc0kDkQmEqclR/Xj4lPNFLhEQwW1qFK62LcrlMOTNG2vO9aBXrSZ2GcurZK9We0NpRFiXPQWZvMleInkOzHEortPShNEgUiww8+vtMhwcoP/QY+n+05IBg1F00G1nYRYQ6J2WSLk6PyZdcLgz1hIVtOSpzUwoYatLCjk7kiE2ZSX/L38efr2pR2oO/O9LONv5/a2P1x4Xq9dCSdzjQpovHI7F5a94DKKBOZUnh2h8tJdriiJB7xQ5WpitfxDDe/EBTRFPSe39P+DzJG4/ERAir5BYL67vD8QBTBOhnvoeaoZyzyDP09RZzpS9DaVEAmDJaKqYpDqdWQxrdDNC5d14X1K5EIOoysVbFMrQ1aFhU5nkPhba7yFibi6LyjccFc4PD4Isyjcw5nJcNfDv76mPJ8DMfjOFatC6EXNcX16ys/vyfQOhJUa5s0R3k/4sANriPzEj8xKTpmczfVl/zzmKFNScdP2ndjf5V8bT5JVX8gpEQthzjSwZDxXl5e0XYt+FDcarlc9Bo3le+yHhTk2gMXTanpZpn9Px/j8RiNpfAc1DwJDOTPmfrpbVKha+3wXg/mqN9b4TmiDqoXUcYMdqKvaVyVgJ7wWq2WnJ6c4PEsY1Ig2duBroTIMo+Drs9R4ujXkZd/I9AMyy+b27Qcr/FtUAGAnByf0OwbUDCfzacX62fYngOCUbPWst1s6NqQL17Jf3GsY07B4W/05CRUIlSD1KdjlV5OFMUGBrIO9GCBaW1i+KGJKtuhRHud+k5+G7cxMZoKQ5pqwiymqiwOY7HFrpfdB5I633a2d4bSUcqI2eFSshhPBGUuJWiRCmh5n4uiSKp/lX6LEtnEs0ie+XwOchVlPk9KKcbSXq5GraoqAALXRqLZz4HcRxEc3uTa4RqSpa5Lg6NjVctQWCuoQ63tsG3QDDjb4COza7o2rQtpImGppk2V69o25Lxw0TRg6OtkiIOgVN/TxvTx/5FwOsB6R+csrW1x3tGxi7MZyJwnjLd3nrqaoYzP1kesEeCGYWhTay58X4DqtQTj34WBaKXjHtFp5wUM5ei6BrGxgk6VA70X59F+33kfjFkCPCFqauj3Ud56bU/PJPNS6YeREJnzqe81CrkjYL6mpyTqIoahTu25cbjwAFiN+h20AqH+wx/9d/89fuiHPgTAN3zDL+D3/Z7fGemOBxVApynkfo4+GY+La8OndTwGdcE5LvRHAHfuZJmPUw4E8uJcY/+FfA+G8QzgWCswWuGcQaey19InlfZWEkD6ERlogqbmemDyzObTFAW/9du+ld1+T6htUSeaqOKzaq1TiuNcNJHoqLFwk/o0AqTeHQpN+Xyvjo74N77j3wraaKVZrlYy4Xwu7fMCCJRS/3vgG4AvB76M4Mb9l7z3/+LEsa8BP/mEy/0X3vtvvuY+3wr8K8D7CMVo/yHwJ7z3//3n0v+8eefoYinQweCqHggAw88DBn/osTtGnQcLUfVXFJtRvrB7zN53KScCY4Awfs/ReI7CxwRI7tJv9MHjJ1DQL14/+r1/XdfyMQkguS++g4/SfyIIDHLOQ09Ucylf64DKxX4IpCI5Yy1CPjbDeRjOUd7GY5j644fH9KApEHGp4NcTlUz6GpAoUSEIaLTJZOSyewfNQZaTIEqD3sash87R7PdJQxCiA2ws3a2DdiEyHyeAQCu0jWmGdUbCVEjF7XwgwN47Ohe1ZiiUMqAMnW6jJ3fon9IqzaGfILbXrQWdwMh4/GVXECW1zEYsv0RGaIzGucPQ2LCmr+tEZIfZmpjSbPTrpq99MPUaP1++z8cRF2NaMB6rfj+J5mZaozBYly7ftPGZtIyR4969+3zq9U8D8PDBw943h15DcO16RyIexCk4jQwCzJ6l5dcb77fxc+X7Nz7UpDJnag4GtJJejyXPOr63AOL8QeRncQA/OT3hKPk0Re1B7qA8eL78jrmGwPf8Q6R6uafqAaqAmYHGIhuPmzdvDtaO/1mkIfiDBCBwBXwCeO+TDwfgHwN/deL7H5o6WCn1J4DfHa//nwIV8M3Af6eU+u3e+z/9mXf7sDnn2G23ITRLiJxSgzU4tZFzMJBCykbOTNeFsfXXjWhTESXe8L33wZcgOK0NY5jHG2EMDkQSmZJW8s/hvZdGeuYf2jCsZ9jC6Wp03tDRSOyLyvRjNZYahLmL5B9UnOv0DOKgV9f1AfgqiyLYmQnaCOf94PnyDZuPTz9Ph+q5sSPiULUZnrM0ZAREje4Vfgge6iFzofg+5BTA+ZBTQJchDLBrHRZC1UAfc+9HPwMN2FiHXkZdE3xf2rZhu9mw227TsxXGUBgNZUUX57GT0C4hauLApOSzEF2fiK/2sN3t49iC1gWmKHGdoys7VsfHOB+SPJmiQBdFTNY1dLYbE/nh3hqDbN2/I/NtBsd5T5JspciQtD4fQL8v8u+GQO1Q6zYNnodAfLz38medYvzSB7l2ns5Yfuul+t6MMwUu8uiDkB0z0xYC2hAqZmpN18UU4vn4eEfb7rNrhvU+duyTZwh7s6/0mGsGfFoqw3EULdQUXRruPw7GI9fcydiqyJhz6TvQhxAKa63cS8fAmQwkKBUW8oTGZdBE6BGaZzTeWSw+7kmXQLMIIybTCA8jJIagYLIdKggGYzXo2gSQmaL9n237fAGCf43AqH+CoCn4m89wzj/y3v/hZ7m4UurnEcDAh4Gv8d4/jN9/J/D9wJ9QSv333vuf+sy7Pt0kQ9p8Pj9g+PlnYQI5AZMmqrMxYRh+Fi2BSnQ4vIffBkrACF49hyg7f4fhputjoochQCH1ariwArwahRlJvxgttgm7eX7fqT7IM+eOfOOCKaJCBXoHnbJM35VlSREZ/3jxJ8IRHdzEOWjcl+v7HZ44YsBpiY9M+kSYqE/zKJJTruIVB6CkiE9j0d+HmHwIpVI/Ql8U1oVc/XgNXnK5W2zbBC2WcyHu3HlwFr/f4Zs9NuYaKOczlNM4HzRenQ8qb+dcsCWrYDIIGgKdTC3iexAXBt579lfrYMJBoU2JKWvKWXiOPFwMLX3Via7mgKtnrG5oflNxJcbjB6AANZpz2UekegpjiVnWXL4GhmtBDa4lLWd4Y2k1TyfsvTpYZ2PToPRhvPfFnHFdSGYODJy1cR9mjMyD1zEPSEyVHTQEfdir7yxCMSTD5Df+0n+GL3n/ewHPu975jkHkQi5ATO3bnP4Nnyuu5Wysx888JcHn4GY89uM+DTQFGX0SgB1MGyJwayRCA9EgpcWs454M0rQPnSNpB7J1JffyPggYThy8xbgbhRcxR/X0NXvGwV/D1TbSP8W+5r9NazJkPOU9H2M1ceXPpH1eAIH3PgGAzwdKmWi/Lb7/MQED8b4/pZT6j4B/E/gtwHd8vm5ou45mv2c2mw0AwFAdmQOB4W8HUtBIUhl+F/0IMkAwRoxeNFl+uLmmVEpxbA5ehzHCgO/rmUsIXH57BYMQGQEj+XXGzzXe/LnEI979OZru+9PbE4M9Tl0LCMb3l/NNZoPMf5fPz7Y+++iAsYSUP6sQW030A1A5GJDzA8NWiJ9BVF/HFIM+StwuaSqD5zxeCY/HOvA+ggJcKJzU7umaBtd1uLZFAYVS+P0O9jvsbhfm0kQJxzbBOdDaSMA9TbMLtk9TYIoCtA7OiARpMV8FzsHu4jJUWERjygpTdfHpY/RFdIBEB/OENmNGLuQxrlcvpFVMBvRe2Alk9cBbpZU5ZOTBPNN/nUuVU5JpvxbE/HDIyMbq/R5U2wwUqLSup4BHvlau68/4GPle9kKSNj3EpMRyMl7rGGHYm5QCOAshsW23iyCtS9f8pl/xSwf9y5M9XZczYIr2pf5GNODjmsUnzDtoUz4W4/EYj5FzLkWX9PMFwddExqHXECiVHyfrR1ZOJK4RCAzmQP7OlQc+guLI31MZ6Yzmaq0iPRqmac41hk9mzl5EsTB25KYNH7HMoSOqjNX4NyV76HNoX0inwheVUv8ycAO4D/xd7/0PXnPsL47vf23it/+RAAh+MZ9HQNC2LbvthuOTkxRalWq8yyaRwjuFyf4GUb9e9xrH+IZJFUIY7EtaK3TRM9BwD/q0xp6DRTKWSqTlqkUQJh+lqxzFuxgvqxRo3Zf2zDfQNUtuvNnHG18IrPRBxnEcMy73kjz0wCCXwJRDmpwXxjH2Mrv/mJCN+yzENN1/IMkig31ATISRheQ+Wr6M56ssl8RQwhnc00vFQFDiKOjAqpDgxFlL1zS02y1ds2e7vsS3W1y7Y79Z463laBaKNXkPpmuZW8vpvKYoChaLGc5Z9s2WptnTtQ1ldPRS7T5oYVRJu9kEtasLoVI+FitqO0vnC5wPyY6sdbTWYlFYFIuTM2bLFYvVima/x3lNOatCyerZjKIocK7P2R9mJ0hvDoWR5DsKnKzteGjQtkwut4M2Bryyz/x4LrMm0u3UmhgzxymiPAbch9c+FAIg7kMBQyowUa2zdedC3g5vXUxMkq6aTHdyrVw9PTQjhONh6Mj3ND8GeS75PHbkzYsppXFPz379/pqiB1PjNRijrC9DEJ7fQ4qICQgUE8XQ1wgB6zHFocT5p9DnfI48waEv09ZJgTWvPcpLKes+Usl7m/qWRkO0EkJbDno/fB7PZ+eHcagh+OzbFxIQ/LL4Sk0p9T3At3rvP5Z9twReAq68969PXOfH4/u7P5+dcy6o2GTT6oE2QB0sugEggORYNQYCTwMEPkqQIX78EJWDaAsOpfCxZkLaoB/yHSM5ayTNK2F+IyaYVFoTBPZpmoOcGea23Ck1a0/ch6VjryNcOcHwE/ef6usBIY8gSYg12bhkhwy1J5m5qD/oyTUnApLPQUbIhJmei15L4zqLbVu6fUOz27G+uIBuh+92NJs1OMuS6MXsPNqFmhfzuqI0irn2dFFKdF2Db3cUvgxT27Vo4yg6sE2DbTuUgEII/gFtR+sLLBoXAcLDzY7OOVrnOdchTHS32aCUoZrvUVLGN/aFaA5B99kaeyHKy6CgBMgN5kxl/6ZDB7PQAzfZP/26GtvB889TYCD/nAM5Oedp7bp1l3tKCPAOc69znpH2hsvyBvT9vV7LMD5mijmPjxufMxUJNeX3lO/l7A6D64/DL8cgYzxGg+fyPiVrS4yeMO9h9fS6oqv1mt0uRL8UheH05CQCSVnFPjPjRe1c/jyKgzEdc+6DsVcEJ+as2qCPQsCwqf6eEV9cpzPoocR1R8jQTK+vsG/CPZ9Aep7avhCAYAP8UYJD4Ufidz8H+MPALwL+ulLqy7336/jbSXx/fM315PvTZ7m5Uur7r/lp4AjZNi3bzTbmjzAJDSb7dUSXoSphkTxNlUjeUfU5ZmSHkkPcJKKi9WEBGaNSKJhMclBRMpBohYDkmyx/yQI6UGtK2Bs9AZhyuDokQG6wXPPfpCDUMOd8ODoP6xsT2bzv435KKNNYOyBjmzdPcK6LPZMODgjSddKclmtJqlnpYwRF4z0W+hP7y7hFQkNPnEPO/WGClUAlRFpUGFOgUFgCY1fOsr284PLhA7r1Jc1uw9WDe7h2jW83FN5ReGj3OxxQOk9pDKXWuGZDpzX7WQV4Ku8wzZ66azD7bZgv20VzhUdbh8kiOqwjZExzHh1VwU3T8OajNX/pH32YzoYR+cavfC/vfvkuq+URrm2ZzeYYpaiLCte0Me98TBVdGNAaZaSiJ2gtSlOXUnYnEJAzbZnOA7NBn6jKFP154zkfMzPotWxjU9q45WG1/VqdYCSQMnKKpInvJVIdwYsU8AJwvg9dTGBg5NBoTDFg0FOOd4MCYT5EDoRzDEUxdNxN/ZOhVb2ZRK45NV75WBwKHkOaNk4kldOTPgnW8Lf0ACpEzsgsa4JwZDKzkUDn/+q/+R/4nu/9OwC8+vJL/MH/6++MZl4QU4LW0YEzc0i9DmDlc5E3pRXKaIoo6JWR1nVdm3VbaH0/HmIKGIAdlHz9GTXvhzlLfNRgKHVoQv1s2884IPDevwn8odHXf0sp9Y3A/wZ8LfDtwJ/8me5b3qy1NE0T1Xl68AJA9SYDpcbSPIiz2TgEanqjqZSkCETyJF2bfMFOqOHGG3S8yKdUp87rgfQ71jSMGTj0Wonw+bBNbST5XkBLTiSua8Nxmia8aUxUL14N91iP2J8mrWc9Tf+O+6nivcaS03CjP+mZwnzmkpMwDLGke2cBhXIeby2ubej2W5rtmm5zRbvbYrcbsDtwDYVSlAq0bTFA4aDEU2IwbWDCSUWqPMZZjHeo6LDgHWgv6aFD3LSMocrmWRHyTFYqZB+42u7poiq7a1p829BuN7RlRbff0xUFjSnwNhSfmi/mFGUZkraoXtJLo6584p1DSDAaw6eML9neSmPMUDMw3DcMjrv+2v0aEzAX+Hy2F+I/aS8SAIHK7p8z/fF+nPptrAnIj4nfIrkRpE/yvaxl2T9jrWR+3fHnKa1EfsyhUAM9SFOJXee/i+ZHkUcsZTs2pysRkKc9Qg8kGNGQzWbLg4ePADg5OUbAd8j3EYSo1Jfsg8/vmQHH8VyII6GMXf48ear0cN/8mRWxBCPEnTWkNCr7V558SMEGIykagNFSTQLiqA+fbftZk5jIe98ppf4MARB8PT0geBzfTyZP7L9/9Iz3+aqp76Pm4Cvl77Zp2K6vAILT1Sg1piBqee/j4WXRBEk1BxJjpjZQx2lNn+krEF4d88bHXZ1QYVikh6q47FkmN/4gpIlDYJEzqylVoc8J4OjaOaHKzx0wQA7TvY7f5bxBToFrWEFi+Tn4kXGSfuX1DUYmm6wjiFbgOg3CWKIaAoJeYzPoXNZyz3UgxTWDj6p1sD4SAa9wzY5us2Z/8Yjtowe0Fw/p9jvsxUMKbamMY1EWlEozcw2lV9RoKucplce4SHRtG3wRtQpaB++lJAQGRZQlqbTB+bBqHdAoT+c8BS59Vxea5WYfyVRkGs6iupbdxWOU9zRHJ9A02O2Ozju00dy6c5vZcsF8VkWfiyDRo4JeQMV+jIolImrY4fLOB1YdfneAG4fMeLzm5aSxpJvPm9xB1pT4AKg4f3gOVORy73yd5BkDp9bZmBHnKnxhQKE42LCIUOCTh060+bPlNEqOyyOPgrTbJwgS36V8HPO+HUrV2bvPGHjsoB9doz9RfCqipizPpxCjJ5QPrqvBHyWvsOoGJclV1LKJRiWXonsUMBzrMQjI6WQKM7YuagXKqMmF7XYnQT9xrsbmmng/MVXIvVQPFFFTZpdeKDxYkZ7B8hShzcU0iCq3PX2W7WcNIIjtrfi+lC+892ul1CeBl5RSd/2hH8EXxfcf+3x2pOta9vsdCg6cCoVI5d+Fl0kV5GRa8o04pabrN4nUNAhNAEGuYlOZaJVvaLnemOCNN26fuc33GgI3XQZ5DCBUtrnzRZmflz/T+HpP8sQeE9FESGXDq95GL6yoF4bCp//xr/1PfPBDPwweXnzxLt/8zf9CVFseSoyys/pnGkloSQV7nap5NL5+QGsmiPKQYQylwBCiF5zIQkpZrGO/WbO9uqDbbfHNDto9xjbMC6iMpi408yKYB2qnKFBUaEqlKMQhFBWiFYm+acrg0aToNedQuFAmQkXaJZJtzL5ogdaHnAidh0Vd80vf+ypdjD1/4XgZoiKspdvteHzvTTrrabuQ9tiUBWVZcIrn5OQ4FGWC5NWa++T0oybATdaTSVvD2d6TPF93vaRJWp+yDqcY0XCNqrQeUl9E8o6gRML7nKxBn2cuvN55znvP//I3vocPfjBkB7x58wa//tf9mpBdc7SeIM8JMgTVPeNySSoUbcV4zaW1Sx9KF6RZezAeuQYwH5PDPTNswtv68RO2pxIAEI0ASvX1LUYYToC4vAJtcsmPwmYJ4rTWsQRxPBbHL/x5X8dLd1/AA2cnJ8mRNTBKPxRu5JlcrI2CTubNHKSN57J3PJTw2t5noAd9uYAQmbMkbJVxzZZpAgjZyOUDkwBBKocbu+/750jPk//zOaoIfrYBgq+L7x8Zff83gG8Bfjnw50a//YrsmM9bs9bS7PeQNAFDk4FSMeVrIiI9KNBmyITH58n7kFCpwWQqonOhhDTmC/oaiWcKEEjLpeKALEMIm9KH5gR5l1LCgsrHkvWUZiL/bsoWeShZDInogClH+7yauJcQDxmT/+Wv/03+6l/9bwH4ii//Mn7Db/jnMaYY9PMwvrofbed9Mom4qELPz53S8Ew30aIMCWmf3S73I4imIk9fTtl6XNtGQHBJt9/i2z20e7RrKQvFrNDMCkVtgufzzAT7aommAEwGIoMcFbrlInFKDNN3qc9hCQbVpvcE5qcUHdC4oC3oUMyrmq9/10s4T/hO6QDQbEe323Fx7x6XVxseX16xd5ayrnnl1VeYzepE9MOtdAQFY61Nn4shBwX9tLt+7AK3EXErcinSvMkeGL8PGXE/RzoDKF71jBdCVT2nHFG3EcY1izsfM5H8Ht/zv34v/+V//VcBeM+7v4hf9U2/IgGCKW3UtCOx+OZMM6081DLVl1DCeIY0QzQGcj/px0ECqaw6oIx5+qzG+zKXaWVVEUFfTtt89m/YJ4GX9YAg3LvXgsqzaG0GNBDv+LoPfDU/9wNffTDuvUMp2fciQYd3MQUMtAGZ5kWuI75hKLBtCK+VBxAwoKOGN9G7tBDj02aM3eNjOGPP/OUXJccfjCbgo2Ak+zgXcNIeGJ/0mbWfcUCglPpKQlIiN/r+lxASHAH8xdFp/w8CIPg3lFJ/1feJiV4jpDLecwgUPqdmu47Gh8ppXWeZz6vk0COLPG1ciQgwOiV4EWezJOVnzPQ6z90IA0hYW8kr/uZ9SmdrraPTNl1bCEKe8CQP1cvGOfVZRS1BTiiulwhiZIA40V3DHMcMXp5XXpLbXI69TjthI0FQURpUus8Y6RmCFyEg2UMytCMOpbaesIGQJCGi2sS0rCMCc6jRGYEhrXtiE9Xg3jskP0FfJKZPxpSAflwzVxeXKcRwf3XBfn2Ja3aorsW2LdqHGH/nNNYZWgKzN4XBK43RGrEUDOy4PjpmkZNjD8rjVciD4FUoPb3tHPvO8mC95Wrf8mi7Y99aWuvxPoDg2XyWBJL1dk9rLcWjS7xSdF6z2zdstzvOXniB5XLJanXMYr5E6xJtSrQpICZDQvWAeiiVTq/DsG6HzCdpybQ6JKJxroqiBIZph1UcnARAyNjaCAjKK6jsewYavif1e0rSHDP2ptlTFMPwPXmX+gj5mkvnptyPfZRKF9NKhzj8XvL0SG2BnoaIY3Tel3wfDda4jzsjKVF6xt/vof6VgzM/8JjL99vhPs9YWgSvPgGJpHCICa50XC9JuJLrZcAhBwDBkTcfY8n34UNxLqY1A9KK5DgYMzd6G8Ybj1Z5GHquAVb0tq9sDBQxxbdDx/wVSvfmTXw+Hvk4PYsQko3p54gIPl+1DH4d8Oviny/E95+rlPrz8fM97/3viZ//feCLlFJ/h5DdEEKUgeQa+De9938nv773/u8opf594HcBP6iU+i8JqYt/A3AO/Hb/ecxSGO8Ziut0Hc51yT9AFmUfVaCGIYIZkQte1IeS8fXMJdtg9JsZhAnmSP/QG/lp0vf4/uPvpjbFxMjQE4XhPa+719QzP63J5lDWgo7pb0R6G2kUvPecn5/zyisvA3Dn9u0MQI+fqZd6yLQCSQoBxO5HRlye+CwjBizgrT9ex7jwTDMTia5SkZEpHbNj7thePKbdrGl3W1zbhloCESA5pegcqM7jlI/aAI/XnsIorpqWfdOigVIrbi3mwW7vVaZNd0ma9lEF2RHs+LvOsmlaHm52XO72PFwHQNBZBz4kYnGxIiV41pstTdtiyj1eaRyGLhakquua5WLJbDanrGqkdr0KOXXDWOgwdlr1+yasaWERw/lWmUYgn9J87OPUxs/5elVo7Xn8+DEPHjwEH6J77ty+MwCq6UrX7BO5hyRvygGBvPJ9eX52yssvvQQK7ty5HWYg00DlQGgq1LD3YwhMv1cwRxbqXcz10PdDfvd+aAoZgq5hv/Mx7mXUKKR4NRBOeuJ0HR2T8ToY1smWQ8Aeg4zoZOYDlGZhtMdzTUa4xtg52MflP0ybns4NCGJADwUQSOlnFGDCOKn4/AIn0/oUKX7wjOJa6NMx6T79ZAzGRLQL/eWGzzccsGcb6ye1z5eG4MuBbx199474AvgoIIDgLwD/HPA1BHV/CbwB/L+BP+29/96pG3jvf7dS6p8QNAL/J4Jw9APAd/rPY3Gj0V3Zbjds1muOT07RhUFlqXdT4gtthnkHAPEF1BObcYqZ9htNbOWSpsInMBDsalGVTw8fxqFIuV1w3MbHeGsH30FPLMbqszgkkR5MMPhMykgaBSFALqjorOpTpU5dIydY3oUkOEFDYJOEk0tt8vfv/J3/F37bb/uteA9lGZZ12zZRUhoS2TBW0mU7+C31I2YSvG7uhiYglRisjEE/VEE7IABFJKkUruhDdTnrO+haNheP+fCPfBDdtRS2Y391QbffBcnRg7Watt3RNg0magWOZiWzquRsteSv/uOP8Nc+FCxuL6yW/Pu/6hdwUpUhsiACC60C81CFDg6DTrN3np11fPz+BQ+uNvzYp+6xblou9k3Ig+88lffUZcmNm13su+Xx40v2TUM1q6hmM07Ob3J+4wan5zd48bW3c3bzFmd3brM8OqaYzdFlgSoLpNBS79Cger8H2igN96Cgn5j0Tz9fvncgC0AsX7AB3OXb4b/5b/8Hvus/+FMA3Lhxzl/4c3+Gu3fv9g5tSZV8CHLHAEHKU+d59+U4Offbv+1b+Zbf+M2gQgIrqbmQS+eyRsWxz/u+XLfsQ+dtlEr7PoydW/P+pj3uh07C42fKnQsVvdSLNjLS2SuOgVKB7h3sjTw52OA21woDSSMQ3xWgjEZ5NXQajM9Q5EXKvB+giby4k2g4fDxGtCpgk0Se06r0pLEv2+02pXyWK5o4J8rkwlt8fp8/RiYopQeA3gllKIRdpxEbjNNI29SrQ5566jO3z1fq4j9MyCPwLMf+WeDPfpb3+fPAn/9szv1sW9eGkrJiBsgZ0jiyIAcEMd/IgYZgLGVKU9mGkBWj8CjvZJUCUSZwDq+D+nKsmrxO/fW0Nu6jEJGDawxoc/+8fd/73wLTi4wVlcaQ7JwpCSx/jkKuqw4zJ+afV6tVqk8uTVSnJNucnC8388N9KEw93jM938T8TfV9LOKIajc8j2iNghU6VKCL4+lc0DCpYHbYbTbY3Ra322J3a1zb4poGoiS92+7Ybnd0NsiKR4ua5bzGe3i43vFo2wCwKEqcKAOsw3UW33VgfCh+aAo80AHbruVy3/HmoyvuXa65d7ll23asO5uiIDrnaS2Yiw2FCeWUVWGozZyj02PmywU377zA6fkNzm/e5vaLL3J8ds5ssaSoa1QRTAVonerM54xm+J69EuPPVpfKz5OfhcH2wAvGUTiK7XbHgwcPgLA/rc3TEQ+Jcy/J99frl8thNsP+t57ZLxYL5vN5+u1JauoclI+Zveya4T1Dv0JhIhmkXJof+vJIP8f9Pui7CnZu0f5L1sg+ffB1e0P6eCAgD9rg+bOHUWiU6scumQXiegmkQI24LD2T1T67fhyPwb7MwIE8qxcTbZTfvaSODpk5u67rfVlE8yTLJF8uavQ5PVNvFhiDgetAUn6JQyouve+PCILH00O6n9Z+tjkV/qxr+2bPbr8LyVTy8EI9rGo4tDX2PFwrJjbNdZLnmMi5aP+VegIBfVvn0C5IVLLZrwMA+fdjwjjuz9hpcJy+dco+pcjCi7J7osiyO0ZmaDS6KPplPNHnKedFUH0G19G4De6Z/434PPtESMbOWs4NKEXUxIRUwqjeFDQFWkY3D3f0hxoVoREaRfDwz0CWSC7agnahYiOK3XbD4/v3uLj3Jtp2MW9AyGZYGMPjiyseX1zyaL2n7RwnR3NOVkvWLzQ8Wm9GXdOhXEVr6Xah6JEpAyMvS02HpkHxaLvnrcsdP/qJe9y7uOLTl3sa79kDpQIDlB7M3nK1bZnXJctlzfn5CavVgpdefZWjkxPuvvoqJ+c3Ob15i/PbLzBfrpifnGHKEsoq1FXQKs1OPpKiCQucpHfS6iVb+SeMbK8h6KVEn/0uc/VEYOwzCTmL6QdhDEONVn+p4b7Kk/rkYEC+m8ovMJBM1WHSofwaKIWJIqaYC3stgmKYv3+4P/rERYdAZ0p7INULg2ZLDbSfU47Fw/sdjvv4eQ73ajxTq8GK6E9TiSzmZ0o+jVRrLXt3zsVImSHoSoAvriVJZKYUGB00blI+fLfbxbnzfRimV+AU3kX9rfM9wO8f/9qWj/OYJ3wmAlx60Ig0RPD4XNtzQPCUtttt2W03mJGTnmyOXgU9kojjGtbKH2yaKbXzGBAET1QFPvoiQPRbiIx2tPKmFkO/GVySUPPfZAcNNnS2OD0iIfRoOy1e58Le8D5knxsRoYHGRGVqyATYD8Mi877l5w4lvmFoltxrnO8gzENms8ueWZyeeokq24wenAp5GlRG3H7kR3+Uv/Jf/JfgA3H4Td/yG3nbq6/ktCr0Md0/XS72Rff50ZWAK4Xy0fvfexZHR6y2p5yc38BZS7Pb0m23uLZhe7UOY24tl1c7Li/3bDpL6z3N5Z713mEt3Kprfvl73s75csmN+YxCGbrOQ2vp2g7btngdUhdjoVWKVhkuty0PLjZs9pZ92zvdGaAqSkpjQt4Do1nOalarBaenR7xw9w7HJ8fcvnuXxdERN+/eZXF8wvL4hNnxEWU9R1VlrxnI1awqfYpzIAMX4FMvUo1hQ76GOSD6+cjLXPQyleLn/9yv5Tv+4B/Ae898PuP09GRwTC9hg1KhJLV1vd+FXD54/efre9oPR2jGuL/yW7/eSetd1l2u0QrmLYXzIhxkKvG0nyR9etCKjbUeU+B2OG5ikojJdDJAfB0Qz6Xd/hmHx+SfJ7UjySF0qN0YAo24a3IgKBk14ziE0NBc6xBfDMut40PESGlkHYYQxP1+z263p+26zHzTRy38T//z/8Ibb7yJ1prXXnuNf/aXDbLvH7RcaTAe9/H4jb+XK+S0rx/I7AbyRTrnMwUWfXsOCJ7QvPc0+x37/S6h9+tSESegkEkuwaElkMBD5j+WWEeSEBAyXygSGY1ECslZkL4gXXuq9SrDCck2AQH52Q//TsKXH57nfSxCI7bg6ZaPTaRQg25cp2YdqNRiP6bGfSjxj1SjGSh4uhklk/gYjqlSio9+9OP82f/Xn8d7T1mWfOMv+yUBEOQqTYbDmV8rYA+VTOaD350DY5gtFiyPjjg+PaPd79mur9g6z94Fz/+ubej2O67WHetNy84Edf/lrmG962iblve8+hLvfOkub795k6O6olAK27XQBVu37Sy+KNAavIVOK6zWbPYdF+s9u8bR2ih5qVBBsSoKZlXFajFjVpWcHC05PTnixs1zXnrlZU7PTjm7fZvZcsnprVtUiyX1ckm1WGDKaCqI4Yn5UhnIg+mHqNvx45nozxqr9YfzmhHSAYvv37/0S97P+9/33oGmpu/bGCSHxC82agrkgp7cnDDWZPR9GwLb8L3Evouav2cG6YmiVBqLp+mwAaxESLiQybSX5nuTYYjkHAKoPiTxkEaM90MCJWl2pjVy42sMgcU0yJf3ceXDMfOf2tvj6ydMYCP7dwHCWNUXjvL9A8lfKZRR3CYL0z9j1zaR3u/pui440tKDNuccf+/7vo8PfvCHAfi6r/3apwKCqfakdTLV/HCnTBwQwK+XrIifPR54Dgie1rbrNeurqwEggJ7R5QxvwPQJ61DjBsfCITiYUrmFSQ1Ja0RDYLRPOeBV5pU9XkxBpRicxURSGKoTId9U8kFkqiCwXq/u8xCyiGkhHsMFPValJlXoyAdjzKRzQjHIqqgNujAURZmykF3X8rSu8i4OaiEEUMY4EqgsAY1goB46+QDKgm5wcJ80jhl+CoAnJ4c+u1LSCaQxV1GVpAqP0ZrF6gilFO963/t58eWXuXz0Th6+8QZXF4/5xE9+hO1mzdWjR1Cs6biijc5+ZRlsrZtdx8PHa96sH3JjvqAAZoXBWIuKzm/W2pAWGYVuO6wBjKZEMTea41KjOoNyBlOWVPMZt2/d5Pj4mLt377JYLjg7P2WxXHB0tOLk/IzZcs78+IRyNmN+fEIxm1HO5gEMmCJEFYwl06nJk7nJAHFUntBrdOJP10iaSoGJyZ4SkI3gJuzJGOWBS5KwtVH6T7qrsIdI1xYsmx3jwcfwUulPrv4/XCs9Q5OMe9Z2crcQRRLfA0PzNF3os/goaa0HcEeeVzrknaPztt+LinStHDQMJfmhJiPvf3jufg3nx4upYfycU5/zsRmD8pwe5WAs0VnpE0NNhpdnDkQ2FIZ2oWKmNyqGR0eNZNdF7VoImw5pYsIaads9ne3Y7RvatqVpGtq2i2HPcv8soiwXFnj2ptK/PUgd09ixU7f3QjHypF1E2jGtB/jMzQ7D9hwQPKU1TUOz3w+Y+ljCH8cqA8murjLV+JSq+wAZSpRBJIL46IcAIRafHvQeEp5wztBUIBt7aJY4kBTg2kUG40VKJJYOGDoejpH/APXHd8mTMFURTYiHc46mafjEJz8FgCkKXnjhLmdnZ5NgZVwUppf2esfCwCSyp8yepcdGArhAAvW89yyXC971rndGDUHBYj6fHq9JsKLoq5mEyRxohWRdFAVVXXNydkZdVcxiWeN6Nmd9dUV9dRmIgypwKPyuo+n+/+z9ebR1W3YXhv3WWrs7zW2+9nX16pWaalUlqZAQagoJhDoEBiQQJtgGY2yMjBQMCAsCxB424NAZBLJwDIHEAxjYTkiIk+AMB4lgBWETISTUGElIVaV63dfee0+zu9XkjznnWmvvc+732iIZGd+quu/e75x99tl77dX85m/O+ZsewzACzgMDpUcN40ibv/cI0PAgwCBjwjtLC5u11B/ao9QKTVlgWZXwzsJ6h6qusFwucPv8FDdv3MBzz9zBcrUiELBcYLVeYnl6gqppUK3XMFWFsm5QVDVMWZHeAGfgTDmRtDweG2ef+cxn0LYt4D3WJ2s8+8wzBwvdcUDAdJbOjyMwKLnskQkSciyfelGTIB2X6HhMrPkjV/6mLbNorfPn4hgNnutZIAMjAYBkMUG4Qr4HBrIC0vPNNkyQ6QFwyl+Xa4qMnHTL3HDIjp/P8+mcj3f6xA1qygwk4JEADf1++PARLi+vgEDs3PPPP085/HJN8sPTTP4dsUz2Q2OP6DFhebxzxAiI3kBcRxTyh6qUwu3bt/HCC89DQeHW7VtH1/ADxkNWErmgEA7XjdkzSM9iaihmB6dlLPvvO21PAcEbtO3VJcqyhNazWIEjQGD+bwUalLm88XW0WBxQGTqnBU6TyyAEaBWg40anJkTSdB+ihX8cx4PvSAGRwDFggHg+NZkc88WEAhoBrTxl0mSWxzxdMf/sIJNBpUqQUhlNjgUINL3++j185//892Gz3QJQ+O7v/i58y6/7NfG7yrKMn+n7Hja7XxEYMkbH/SFwdLcoMObPzGSaEiqP0eDr/fIv+8X4b/7WfwlZIJfLZeynrNeQWwB5/yptaPEWNJd9VhlDwXZjgK5qnN2+i9Vpj7HvcXJ2A/1+h7MbN9Bud7h6dB/tbod2u8XDx1fYtS0e3H+Ioe3QXV5h3ZQoFKsVSi0MTxaUdRZ2HKD8CGUMKgOoUKFQATeXFUp9hrFvsW0bPNpusVyvcH7rFl763Jdw+84dnD3zDMqmQblaoV4usVyvUa/XKOsGum6gixJls4QuSuiiBIQZkK7EdLE8AKX8HL/7D/wh/PAP/2MAwDf/ym/En/iP/+jEwp2PqbjZiRBP4eP66PmZl2UBKIUAj8keFWhOeWRzDgIk0ryi93x6HTRm4rbOn83nTLTq2ZqOFnUgH7akFgcEAgIh07yXsReENVCwcSPJLHyfl1KmzA95jZQGVQzWUwoY2S+eg3F5FlMhM3puwqIcWyfygGYAmKsf5pvYdYJI0uT8phCXbDr+r/31v0nxOwBeeum9+M/+4vditVqRu0RcJgKsBLgBGMcRPkurNgWtM955OE8BhZ6ZpILXIO8pqyuyS9k1K6Xw2//138LnqlCV5dE1ff63YFS6ruPqmfl3pN+pb5J5idSvKn8tXunBc3or7SkgeINGfleLcRjgGouqqieAALieKaC0QX0UEMjngMOBJNu9DHKF6eIkNEEiMHPLhQqgyLmOXd98cX1Smy/cIbOmo1U0YwSuA0np/qYIOQcQ+SJvrcVmu8VmQ0Wm+r6Hcy5GVZPqH2LtAcoK4AUM0SBEzGnnL5XNH/E6Z5bNxLygzxVFgdPT08nkzX+rycPJ/1Sz+ZsDP+kXXtS1hjIGRVXFRdFbB2MKnN1s0TQLFFqhX+7Qr5aomwbtvsPCaHS7PTaFwqqqsahKFAXV1RBLUgpieR8gMjfwgPIBynssjALqArfWCzSFhtYU5HjjxhlunJ3g9HSN1WoJ0zQo1ytUzQL1YoGybmCqCqasontAadF214BKhYzyMRXH0pExuNvtcHV1Ff/O8/zzMZyPE8kSUAoILtt8YnQ/iUJNNyYaJ57pes/uoWizh6RpkDIRfBzD0+JbhxaifE7AtVjCga16hBT9fwx0T/oKIebYh2RMp81Czo0ZewJAefadYyqIdOy7JgZKtrFPNrjZmJfnmDN/Sjara+5p/v1Kxf9gvvF1XY/NZgOAxkMeN5HuMyQAxec0LC0v1xh4jAgrIGMmLZ2ZyR0olkXNrr1pGhhjUBTVkWyo68e03I64Pg7W1KNzYjpnZF+IJ+Om43iYHvF22lNA8AYtBLKs2v0Odd1gsVgexgvMNsCJkhY0ZwZMU3aOsQPxN28iFA3vpySrmg5QROaQl7EjtKZY4blWeR7dnN/rHLDkqDUi6Hj+XP1uGv0vcQOT+8oQ8xx9z/vcOZIJzZGDZ3AGo6GUx+DE2gkoCoNqpjanoJBo2BCfjykO4xDiPh07lX/P+if/e/7vGDgZv//gxNmXMVOgFMh+8DFbo1AaypT0ow2qxRJGa4xdi5PVEkO7w7Df4Zn9DmPf4/LGGvvNFvdfa6Csg/IBi7pEWRh4bxG8g/eOCigFIDgeRg6kR+A8VoXBojTQt07RjSNOtgWWZ+c4f+4Z3L5zC+sb56jOT2HqBuXpGcq6Qb1YQlc1tClgqoYYAW1AxYgMtKJ+dhz3fQgFD9sx1kDoXOdctGLz59F1HYZhiICgrkzcKEXS2lqKZamKMqbR5RtI5liaXCHNpwQG5HsTiJSo/BQgOP/JqWhpRgOF1vDexToWeZsbD9HdEzimge9BLGqtSE/BWhstX/ocnduyT3xeW0X6PP/J1wkwMJ0Xk8qZhVxMid7XCMEdfbYHxoF8JstsCMz7y+1PRgw/jwgIwZlOOIxNKKReBAOAvu/hvIMdR5oP3sXneuB64rPnbIpsyjnomtaQePJ6eqz/jh17uH7z7xkboPL3VbZ2vQOW4CkgeBMt+ID9fo/lah0raaWFYFqNUGudWapUtXBqhR6nl6SlQaFAPk3NxioLFSGbKIEnAwcR8qsH159T8vn3zK3/Y02OmQRM5RcQDo+f/87ZFLpC1s+PVp6Ply5IXyHg7u1b+P3f9btZGETj4x//YhiTKbVlVKFzFt4JKBGqVpgBOsaYw0DG488kd8ZM25wZmNx39vmMXKD+CmGSjaFEuYoXGYQsW8OYTEJZQesCWHuUVYVSKwx1haEqMRQati9RjR26skCDANcP8MOI1aJGXRigF218A4QCcJauLxgETxoFsB6lNtDGQC1XVKWwqlGenmC1XqNer2BWS+jFglwDDf1WVQ1dEiBQRUlsgNIIyKPnU1ZAUG/MShVFgW//nb8D3/qtvw4IAe9974soyzLW6JA2l+xWSsGDSgv3VzsGgh5FUcAYjZqZveA8BI56L9X/krsohGSRAwny5o9VaGYEQOuAKHWdUesmp6CRF9thqtoRoPWsHilurOM6HFOg4QPpkygoOF5fPKSAFm9w3tN1BraGQemtefrjMaMk3+Rk6Kbf05LM8889yTqerzUHa088T7Yd83V+w9d/Hd73vpcAAKcnJ1gsFlMwoSQ1mScdCAhadsNIH3sW2IrfGxKgiDE3AriO9b9PLES+HgrY+z/+7b+NV155FUoBH/zgB/HN3/RNByBF3BEKOHgv7785gyK8rMq2/fjZgz/efnsKCN5EC8Gj7zpYO04o8FSeeOo6EECgVIpvkk3sjQABNSV7CGRnSWSazJ20MYVwWB99ev1Tiu/NtmM01ps5x7FNViYDLahpQgilTQtsyBYW4PR0jV/7a76ZrHptogNlgqTlXD5VRxMABvDihjDpk3xTn1hD8+ufFdE5xmTkfZJYHL4+XkTzaY3sSNos5R1ZLATqF9CaFyelKXCsLFCqgEIrFBowwcEZjbJdotEapQ8Y2w6267AoCxRawwlrBA0EDeV1LA4UPMh57jyKABRKw1Q1agChqmFWa1SLBYqmgakb6LqGqmsCA2VFPwWxGDAF3ytT+vHeQlx4Az8s9YQ+1VrjG77h6xOIkKj7bCGei//IRup44e/aDoGZkbquCRRwaXL5TPAelhkmyVzRxvCFKggTJ0HBpjDRAxTHKD/RoNkqm4356YaVmDa5fuccPEfASyqiFNQ51oQlkBgBpQAVDXHpD7GgiRkTcBAC3Rbph0wt/DkbkaxeGndy49cZNHla3rFx/mZBQhwjId0LAHzRF30hvvALPzb57JMyOuQevbPRPZAkjfNgPRWBa84U8IkYdOX3I2vOlAECyLX8D37oH+InfpLKXO/2LX7lN37j0XtXfP5jroIpqEog6eg5Jvd9eMzbaU8BwZtoznk8fvgAq9UqBZ+BBYKkyBEymWIIjaMmSoXHrOfDlg0GxdYyVyVUMc0pm3iMXMNEUW/KSFwX+HLUys1+zxGsnCtOhJgXHeDhD47TRtIeFUs50yTU8jdbO86nsq7p+0hgRSvJGaaMBtrn00JroqY4vXZdehO9R7oQ+T0dA0up78hCT4qGOFgI8j7zIeU3Q03pvYDM8lDpXLGv+Q4lKEqxpkVRG6DyAEf/u6pGaJZwyxOgWsLv9yi6HkoZuN6igkYwBQrvAWthB2IM/EgbZAgBQz/QM2pKBKcQRsAED2UtUFVQRqMsK+iiga4WMIsVzHqN+uYtmLqBaVZcsbBA0AZeChXJIstzgMpIA1KlDzrIY3wisEzur6wH+Zzi+irLMi7k2hhUjqlg57CMpZZ9Uhc1RbRyZVOFJavdjiNCALSieI3CUIqr1hpFQSCC4i8obVNKkRtoeOfRDXsEZQClOQA5AQ/n3IG7rq4qTgEdSXyK090ks0bmkND7RVEAgWuYaDC9TvNucGOGRXgsZUxEPv688xgCoKxFVVUzXRUxdGKH8z2AXSWHa5hIMB/WPAnx82/WbI3z6trxcLge5eBJxoxzVBEUzlGaMxTJXOm8PxS0s5z44+NYkXmvtSbJeAHjcY4GZjdT1o7c7dEdmcdJXJ5mh+TjZM7M5P2oxFC4pi/ezfYUELyJFoJH17VU00AlOeLEEKQNWGcTJt+U3xYgiBegsgnPI0sm0Mziuu5759cw+UY1//yTJ7HQZN+c+0AAAQAASURBVGRoZhMjKiIi4hkfAA09fY8tx2Tt+YMBLiwBvS4uEaFnqS+m15r6NPcFynkOz30Y8LTd7vALn3mZn63BSy++l+sjpMCjHBDMaVPKWZ7TfCliOAReuQ8m85SjlH5SUKzbrgBDGhShCtABMNAw1sFDA3UDP1pAG1x0Iy4ur6CsRRE8bitwAJswBWIBggACSBY6WIegNT8wBW1KmLJCUTUwdU1AoK4pZqCsoJRG0PQzX+l4u0JKtcwsv/TSBJDN2+RlxcFds3Eqn41yvyHAa81MALvYojuAXTSZlS0biLWWgJzMEXafGK2zstYzHQr5H7MNjHKvnV+JdaJNT3MtknmwsbgOqA+m9URCCHGDk+1JsijIEEmbzwGYz8BnOn92N3EcH7o3hZk4lmI8Vwid3nd6ZMf6ZX6uMHnGaaAcGyfz9UxSrHPWgnQEOLCS5wB1vmz087GbmF/vk2E37YcQrwv8FMAM5AsvPI+2a6GgYlXL+XIeuZPcMjhyj8lYSHFaU3z85oDWW21PAcGbaN57XF08RrfbojRZ2qFJAT3zyXadMmF+jLQDP1Oks0iGExqMWOVzCUmHQDHqJjoUDsHAsSCiY9dxHWg4XBwkfS4kVj2LYyBE6xGChjEaXik4P11cpsJDhwFOdMyhrCqgoHRxNGhxvlnLteQTfd7n+fl/5J/8GL79O34fnPMoCoP//Pv+PL7yK35J7Necrp77sHPhJShKt5PqbPOJnrcJKOFnr4FYbVFed4pqAKCmCGfVLGHqJWzXYre9wBAUukdX+G9+8mfxt//HHwEC8MxqgT/+S78UJ0bDgkVbdIBXVC3TuwEItMU4a+mbdQC0RrU4QbU+R3N+G4uz2yjPzlEs1tBlBZQ1wHSrk6fCwEtEh+MwjjsU368PrKh2/eY5X3TzYyefUcwagMFYrC+fXHlKNrvocCLrTiGQZr2zMmChtEZRlsSOcIyHsxbBU4yKAqCVAbxntoLdhaaI7hMZk33fA0iMRqTVQ8AgQW3OQimNoiiPWLuUNhdCiDE0TdMgVTukceOygD5h5UQxVeaV51gKClblsRlLiRMABTTX7aBNcsoSErtwLFPkjdv1cQrXP9vrDafJ+pO9pjiOw5gMSBleY1wAvIdTClp7Cq7l7ye1SKpTE5SPc04pRQzoAcORGRlxkw/QRuN3/Tu/k97TGkVhICmu+Zqerjm5kXPWNb+/uCwgEQyfHV4gtaeA4E204D32u12UMI6AINtwgekAPsYKXLfhHtLWCRAIqlUBiBV+gor0+5OGyDFg8EZg4Nh7YjXMX4sWlRKjP7d0eSERa3RiYc+KJs0m+LG+SZMeTNcR4HjSvdNvxGs8dh8JgARY57Db7eG9hzGGVcuITqbqZ/bgc0DKqog0osLBMjJdYKf3F59//M/19yN0vAYJGZmqRHVyCjtamMVjOG3QjXSd3WjhHVmSUeiKzZ5IfYJAnWNzTpsSuqxRLdeoVidoTs9QLlcoWGdAMfAhAkDFtCzZeHU+hJFtcFzHIeTg4IjVdwieJDshgeFJJ6lERFD/SUxPRoPL8xJQEOhHsk2qqgYCYvEtej2NLe8pS2LsB9hxgBtGhOBRiApnUUKBylN75zAfZJI2KfdE6XAE0LyzCMCEwhfg6TLrP8l/T+dQTjfTM6XNX4pyydOJ3RpkzurJb7o2mWepn6Ppkc2TNwK5fHh8pvkambd83sff2bqSv55/z5zZy+d6CPnmyp8JJNAVXRIMGExhYCxtgT54aE81KxQcvNYk9gWFkK35cS3hPgocaKCUQt3U197rsXasL4/1oeDj/KinLoP/LzZhCPb7fUT78832OgCQ//3kTXf+Gk1iHaVzFS8G/G8vE3e60QgazQGAPhjQhwj8SdePg8U4QGuOalbZ+je5pQQIpA+v8wUem0DHrAKpvhbggaBZk+AwKnt6D3nFyeu/L08rkzbaEcPQw1oCA+Lf1VqjqqoJwIqBWHk/yTPJAONRmjT+O+vCaH0gnSNM7RVTGCBUaG7chodG8fgSuq4n9+BGDwc1XU24fKwPPm7kVik4KJRVDb1Yojm7gebGLaxv3YFen0E1S4Si4rRCvu+M4o0UuowHlT/rMDFx5vc9f255i64f0WrA7PnKcQjx35JpIkyBUlwcTMULALxHUZQIJssaMpoKMBkDObMxhsVtNPa7PbZXG3S7PccGaNR1jfX6BCgc12xI40OapB3KWCVBLYPgHcYB8LBoFgsghAg8BYzm2gtKKYq54ewEz26PmNLoM4Crk1BQQEY3BwCe3SKsy5Dn6gMSyJr1sZ5u0vmzuY7Kz5mBnM07xgzMPweV2LUcSE/AT2ZJT78TkYFUyjDKoQyU3C1BdSIK+KqEcRSv5JyHdQ5aEyhTWsacivoa8gxlvKUbmK+Z+T3m6yeyfx9nKq8FCZ8lEJC3p4DgTTTvPa6urrDf7SaI/Y1AQP7adZvucaTHxyhAgUpuRmtJUDzrdINT69LAkglxGD2cLII8U+I4uMmvJV3TdGKS0AuH2rAFmqP+Az/m7CfXLZhP+LwP0990/XLaojjMqRarauqygawzacHMvst7j77v8fxzz+AP/cHfSxuvUrhz+yYePXoEa320LsqypIA2OjmUMQhKwQXyJRulUGjeZDjYdH4v0jfSB3OG6NjCIsfnfUPywAYmnMND4+SZFr/sy74Mz63P0D98iGocEZRG5zwMAK8p4NCrAQiACwoBBp4lhmEKqMUCxckpFs88h+rGDajVCVA1gCnFmcHuKQIBIS6ZxALEcctMhGIwEkJAiIzs4fjIx8A075s3KS4zK2uqpio+BJS42l1i0DziQ9fZw8+agLTt1QZ/+s9+Dx49egylFL7+G78O3/TN38jXjkwbQmGxXEF4BsssQVAKo5TQDQEVi0rNF/ocOLZty5kFFoYDLAvZMMdRBgyqmizOuq4BBFjrYO2I0SqgoOMLCQrkLAvSIGBWkRUKTUFz3oeA/+Jv/Nf49C+8DKU0vvBjX4Df8Ot/nYywyaYmtkaAzHkXmbJJP16zrkl3z9eCY2B8yrByCPGMNcz/lhROaWIs8D/Sv0M2Hoi+4ftw9FpwtCbozOVnDNUx8B7KUl86HzCfm1J4Kr+/XJMgX2cwAQ8MSjEdI2/EuEQK7LOMCZ4CgjfRQgjoOqqClQ/sY5v//Pd1wCA/7lhLk5LTw+DZslOUdQAe52zxxMHlAwI0yXUfodYON/0pms/RfXY1k3PQAKefEEgkSBiN625pDkDmG3kIIaZezX1p8+vKLUWxPibU+7z/FTAv0pJ/p5Q9PT09wTd9w9fyPSgM/Yiu62Ctj5afYSsQStFmIX5att49d0Lsv/lGpA5p1+OW0vGWf8YYQ3Rms0RpPZqzc3zwcz4XL9RL7D79KYxXG7jLRxi8RyEmutaRhA+B8lYoU6AAjEFV1QjNAsXZGcx6DVU3QFEiMDOgoUgZDdetT7LIZUAs8iaHm8kxxkQsQM3BgUEAAaFd7mfN7gkV3xNbLLpuNGl4SHcKaJXr1gD6ocf//b/7u/jMZ14GADz/4nvwTd/8TZCNCUrTWAdt0AhA33VQSnHUv4YLVFUn7480HqnfcxA6jmMEBKosUBRZeWQZWwCKsoAxBnXDrE/fR7eAAhXqKsuSUiqLAuM4wlobYw9CIH82sZoG1jn8ox/+Efzoj/0EP4+Ab/sN3wJxP6R5M30+AST+5f10jsr8zSXIp8/3+Br4pL8laDhkGRLzcZYfH/s5CGAkIECZAAwsmRFKqZgCDKZshVaKvt6pFJQYAo/bxJKkn3RNT6Lw8zk/f+06tuy6cx4717vZngKCt9DGYcDF40c4P7+BmtH7FAm+MTjILeP8/cOWUU1KASDRFwCCBOhPYUCdo/UeSIFFWSqYMAOyEVPlPxV/PwmwHEOvdBwp7KWF3B1szDkAyM/hsgkvVv0cEOT9JddME5W+W9w3+XmPU23UDYpHO6WPsYhNP8Bai36gOghlUaMoSxRlgbPzEkppEixh/6JcQ1mW0EajMEW2UCD6QCNDfo2lOLm8I8ccYwjyFo8JgDUFzGKJ5e07KGCwWqzwGMD+0UO8sr2EswPC0KFWCiUUBhsAB+hCA2UBZWqo5RpqsYI/vwF3fgPu9BRhuYQtShhdwCiDEgwIfBxWicUUa5L7OwBQPr0uTH1+/fm95WqEonxHvnDW5w8B8CHS5GQBa/L1iovMEP2tmBlIMhLpy4NcmyJRH+dn/QoC3dHK5o1GA1Rtc6lRVHfhnYe1I6yjstOWKfyu76DBdQGMYSGzNO4AoGkqlEWBuqrYneDQ9x0ci+nowmBZreizWqEfx/h9SgNVU8MoYp+oQt/UWCkyJc4UCDuytv9U3GkYunTnMoazeS/jTBQSc8s8F1PK52ruVjWZS0beP0aTR9ciFx2KMHK668bnqOM18drjLL9v2UDycNZxLEYKDKV/X5PdxEaY3L/huCDFpbsDMh0Ja3kN4kzaGRt7fD/I3CIH76XPzef6fEmbA+l3sz0FBG+hOeew3+2w5jK1x+ihN8sSvHHLJ0KimchyEX14Ff2DIS5eAKL1Pjtj/H49+/1kl8aTB+CcSZgP5unmnr8+jy84BjxyRiaeC+Tzu+4ch2hcrkxnizOXiA400cWnasqSI81LFBxtTsfOiiIZQ2mnM1/n/PrfbLsOdB07ZmIh8Y/SGqasUC6XUKNFdXKCfbvHpzdb9O0efuzxTFPjZlnBerC+vYKCRtAFgiIGwGoDawys0TCKrCTwZlwEQOwlID35IJ2MHCBEjT/Mx0Te8rGVu3AEIAZFG3TcyaNFCBD1m1LujFKUiaHyCwkRoMTrU+maiqLARz7yYdy+fRsA8Nxzz9J1yd4TpveojEGpFHwRoAyVig4AYDWBAuej8h0Q4LMoS2ep3LEKnoIaFcUXOO8480BAp4IO4qfmbANWIVRQrKiYiRtljEoeLzR3vYVQ4PM/73Po2QSP97zwfDY3c0XV9GxEDySwivgxYyb/3mOu1LxJeqA87/SbAUcc4zqB6vTh+DtkzzcyBMETE8CbvcRaCGOS18TIY5qyG4rjMfBYf1KL/XT0vePGVQ4I5N/5dTx+/BivvPIqACrX/tJL70VVVbS+i7Hxhmvy229PAcFbaH3X4d7rr+Pk9Aw3Z8h43o4NhicdD1yzicisgIIyGiGkBCrvXNSJF0lWjbQpFoUECOXpRJQKmBgCPbm+/Hrl72OIfsIEgFN+hI7OjpOAKjl/LsaRU5vzvss3d6H1jSm4sIgCgo5BV3lEdqpIKdruLi6esokXBVn+WisoQxbwslrAaI2qqpNgi/SHDjAATCYc8qSFT6hIkcGdA6E3sgjkMxMRqCPnSRsn6dSjKFGsViiNwWJzG/faHf7Kj/0kLrcbIADf9N7n8eXP3EZhAwoPNE5Do4QqGuw9RdFLEaQWpIRo7ACvAoy30JrS3giAqBiQRguVMAEyJvIS4PIZwyp7h887/y33bC1ZeypQ/r1SydcOgKrWWTe1UL2PehBKHVnUZcdTClAaJ6dn+PPf8+ficymKgpUcs2VbKA55haWlC62gigKqKFAyGOi7LhZDs1aR6BHPWDcOUVc/1pdQOgINKCRRoci2AVVJxaqaugKg6HvajizgQKDm5OQEVVWhLEt0XReZFmGzSMLZ4A//we+C8x79MMQ+NybVHqE5mlvzdO/D6Figa8oE5OzfIejHhAlMW7s6eC2tMfSqrE8SAJuPC5Kl5kwLn/0EB3AchXMUmCkBmjkIyOdUYjdTdUrwM/FegAEImGYMqzEFGQNHYrBycJSP8WMsQX4NIQT80A/9Q3zvf/p9AID1eo0//af+BJV7Vqm3nmSoKf7f221PAcFbaKMdsbm6xDgMR4PxgEMr7hg7IEhcGgHc6/xC+SYskFRDiEzOrGaKkyYL0V6HVrNcx3FMe/015Bu0HJfOB0ArqCC1AzA5Ro47lr9/zCqWY+c0JE3CHFCwhS8R1gCmi1EKdMzfC0GxWBL9nftBteaccXFFzPrijdI2Dzf26SJ3XZ/mn8vH0ZNEXw6+JxD9HVgOdwgeAwKsd7BMiw8hoA8BNgQUUGg46DE4j1EbWB6HcA6+7+O+6eARfIGRg65i9LryJEzEgHV+D/P75T+O3pPEgcgzj2PX+wgKFJimBiaZG9JILEshutQkmIz8C/TVEgimNJSheZgyAii2wjmeQ9n4Ac+4SUyEzGWtKa4ikB/aMyBFoNgHF9xk45LgP2tHIj9k40MCBPmgGb2DsxrejnHtGAfLkfCp3wZel+ZjKnfJSaXAXMtA6PMUFJeeWZrzNB8kg2Pe73J8WvOyz2E2la6bJ1l3B9ZdkbwahTSnE6MwjR+g5Y9iLI6xjvPxcux1St8kFsN7gnIeiCBBmBhAMVA9zvxe9705MDjWRK0SIGYIyBUNs+5SKrJjB3Pv7eOBp4DgrbRxGPD40SMMQ39g7cvfKer6yWAgLfyAUgHezydJRpcFXoiUIvEfZZi6DRCxXBcAKegiC3luRb6VdmyDyt+bvE8H0YQROI3DDc1ae8A8HJtEc8pfrHWpcqcYDHkPtv5DnKT0frr3ORiIYiwe8CyfbHSSh537P4/1wbwv82s9zqZMSM/43rGFe37MdXrt8/7Kjx/HEePQo/UOffBxQQWAMQS0wcMgoABQs/XlBoegS6BQ5ENxDq5rQSGH5NdW7As2RQHd1EBQ8I6fIV1ApFyhpoqdstKHybif3rtYssLySPqdbKJCBYsQjykKSFlxmXFSvhhA3ORIkjZQ2phiClxTBVIoRQqDcUMKFJPmPaKGXbTMQvxbx+chViO5XzTT+VqT1e29R3AOzpIQkQrUT95THYVxHCkdDgJbEtNHl0YxGwMnHnRI8uieb7WsagBuYgVLiV5Kb0TUzwghYOD+UybF5QhIkGPo93RDLcsFAcGijOI/OdiXZy3sHHca/Wcyf6Z/XLM9I2TuIlpX5WPh4MfzjzAr3mXljTNDSObc3MCR8Sf9Z9lFSJ/nZ8Nrj3M+Midaaxiey8IUzL9Dvjv1z9Qom68fh4ZGqjSpFI9P2fMnxyZe4B3ggaeA4K20YRhw8fgx+r4/sskzHQSAJrRmS51pI5WzlflmQ2+K0lZ6nTYSFbLBqxRgaHJowxuKV5NFnzZLWlRkIZB8fSBtHMc2mWOb03XUVPq+NADl3ELxH/PVzSfhdchaNuZ8gyZjwIsredISjUnHSbR127YxSK1ZLFFWNdbrZaRQ/9Jf/iv48R//CWil8ZGPfBjf/u2/4+C8+XUd28RlE4ug8Mj9zkHWsfPkz+jNgLi8v+04Ytjv6We7g+0HrMoKv/lrvwbbyytsHl/gbl1ClwatGaFcAIKF9hbGOZRKoSxK1GWFypRU/4CzKlwYAU1OZGMKwAfoQsOUBfFUmuSCZZGSp6l5TgRx4mf3dXzxm8bjxAA0LxZ7iM8y+ZqBuLhO5o8ma9HRpmz4/MZI4BiNEZpL5RSo+ADnPS4uLvDn/8L34vLqCgDwq3/1N+Prv/7rJnErgCL1QkVCQ4vFkgon2RHjMKDvWmilEeCj+8yOI5QCyrKC8zZWJQQUghGp5HCU/FUgsCVhRdYmqeN8Q5JxIWxbGk/sSuGND5iXLk5xA1Mmk9xSyhvq6WD4XPnxcWQirWW0qUfykC3b/MjDtShfVeZzKEQAQz8+GkKvvPoq/tJf/qvoux4hePyab/4GfOwLPhxVII9poeTMZewDqGRQ5ayEEgMH0NqCWBMgBBOloQ8NlGTYKMWiWVnG03zt+9Iv/RL8L//IH0YABdXeunVz+vTV3MTI+i5cxzK/+fYUELyF5qzFbrfjCZ35jMQPGB8VBWtBkY4/BBCqpKt/uBhOJ0Ga5IDoaotKndKgqnU65CgDIm0s9Nk8gObNbDTXgYLrP5AGp5xfFiKhKjF7P1pkIeXi5//OG/mpxRcnk3Nuc0+vVa5hGAb0fR9jFcqqRhlooklJ3X/yT34Uf/fv/gAAYLff4dvxO46eV2jsvD/mm1sCLvNFZ3q/151/Dj6O3NzRexU3get72H6gWIDRodQGX/g578Pu4hIP6xphHBDGEaNSCMrDeIfCO5TOoeBr0IrS+YK1CLZAcB4+2FizIBS0wRgU5Cria46MQJiP48P+uu7+jjEtCIHUEfkYseRGLm3Ln+RDM/2C4GkOTqoBJksTfIzjhV42PxpbAS547No9/h/f/wO4f/8+AOBDH/4Qvv7r0/P0Plnywo4UZRkX5hACxnGAdmSF+zDCceCg0SJvS4M5phDzEkL4XyztkO6An5Fn4adphU91FFROQDlb78miPhT5IY+QsD+0AwWEiUKo947vXRiBaBbExxJXozhh1cEYfpKxcdhSDIGAyxwYbK42+Ht//wfRtpQ58WVf8nF87As+fDSz4di6dIwNRWD2NutXqq3CqciBXBQ6qAi+vE/XFxUjlQeUhldJI0PuPZ/3zz//PJ577rnZes2xYBkHcGwVebO9+KT2FBC8hdZ2HV595WXs9y20MlHvXIM19ZE9Kn7oOn90ikn+/CVZULMAlPgerw5ak9XgFfu+IRrcFImqAhBMwUaYjwAkHyDHqLY5LX5so3vS50PgcCmepM6lVJ6Etmf3GjI7jinePDtdNl2xBEkEiJgSHyOredHJgMI4Dug6h+12i3Ec0fcDMxWkAldVNU5OTlE3C9R1PbHoJz1+hLGQnzz+QRbSIQvOSm6NaVBWviDn9ReOfc+kr7Lfk0VTFlwfoJwnENC26DdbjPs9XNth7AYM3QhrA1xQgCkwdB2GfkDLVLx2FqWzUN6h61rYEHB1eQGPgPX5OW08ZQHLzgNXWKoaGGTDBbwSsCrWko+1CmQvnoynuFtMN/987EkfpTmRODCtK+gQoIOUu/bRrWYjAOXQKq1RlQW0Aqzz8b3Awa+mKGAmZ08MXghHGIzs2UvQnlynYYvQRcpfoSwrqJWCrUY4Z1GUJcZxZIEzj8FaGKNRcnpbsqzThqGUioF5qVCTgnJsvUaQPKWecws13xBHa+GCj+xItPLjHVLQIokasXuFBciUVB4NjgEVMZSO/y1S7pESVyojC1JcSG5MHRM6isNjBi5jZUJ2H/mMhRythRVRp/SByXlznYQ5YMqb9w4ucxnkI0DijGSuU70MSQcHgg+8LMkCnL5DwUOx8Yi8n7Jrmv+d/w4Cqo7AgXyOvRNg8BQQvIXmnEPbthgH2mwo71lPBnECBDoBhLhBiw9pet7raR5C1tNJkhYtmfQ+CL1KP4pBxwER96aR+Fs/fj5x4v/kovkgoToFTAAEcuTmZJKIrzQELq3MaX8+eFYOlLgJmtiSw962LS+gtEFXVYlmsURd1aiqGhWXp5Xv+cAHPoDN1QZQwIc+9IGD+86BwLHXc3CVZ1NM+yT5Vedukon1BOkb/pRK20P8bh/iPecMkPdCnaTz0RihbIkAwIWA0TvYQMF6g6Oo7JJ13JX3RHP3Pbq2RdAapqkBbThIjocyX1jg8wS+97QRTMeGvB7ym3tCOwSk2RiiC4AKGjoEUNYN3bPOQVVQEEZOKQUdkgIeMkZvtuVMrrlpanz841+Mi4sLAOBo70Og5tmlQZfn0bUdfuqn/qeYBfOeF57DrZs3YAoC7ZRGRuDZCMvCJcCltLKKMSaJkdAcxwGloEGpi3ku/rF+nLMuirqFx1RS4FQK0cCJfaMAFVSs/SBqlNHSz+Zw9oQO1zNCjAfr3hsxRnxUej4CmjLwRGOfgjSrqsQXfPhDsbDU+fnZQR/I75//5Kfx+OICznssFw1e5BRMmUsS3DmBaGoacBlHTr7uI/09qdApYDS7n+vuegoCsjUnnufJn3sn7SkgeAvNWYvddov9dod226I8KaH1tOKeLEDIBg+yQZQmzZv7TgVEhUIDrljnARj23QVPVpovaGFGgFYBWuFogFze5kxBTmFdR61NrgtpsoABiveAMQFBpcAyGsS8qQekycYTxtQGsqSIvnpZkV83eJIPtcFjYAGYcRxp8+/HmFbkHFUx05p05G/fvoPVaoX1eg1jSmhj0DQLAlGFiZvq7/l3vzOLrp5aLXkchFgY0ld5nMS8f8SKk7+NkViIZKUcD+TK9nPxiMtCDESfuFRrs7zhWOtIJ6As4U0Bq8m/X7gK1XKBtu8wBI/eOXTWoueUt7FtsYBCsbS0IQWPfdvCKQX1+j2c3jhHUdcoFwtKsyoKmKJEWZSAUvAuwNmUHieWptyPgOWiKCDFjSbLYDbe8jEY8+rlmWgVYwaynTdzJSEeLyBFvomCxABdVPTRI8WH8ibXURQF7t69i+/5c38mvi5AL/+dgzKAUhF/4eVX8B2/+/fharMBAPwvvvv34Vt+7b+EsqpRlBWJmoGmteO4gmHooQCUJRVXKooCXddhGEcMlsdfWcdrF/DjA/W/n4l65XFCef8WcU0IsNaj74e4yQg4kQqAEP5EGVp4VAAUz1V1ffAcP9r4nEg35LCiX3698vnpOUNkRKM1NAEFQPAUPzMOA+7evoH/4A99V7qfWeZKDsb/+n/1t/D3f/CHEAB8wYc/iH//D/weeo7OwVlLrp18PgMxxVZBmIAQQbJWiIGouQ0f/07IPnXQdWh01i/H3ruuvVNQ8BQQvI3W9z122w3WqzXRQ0K5TRBkNkFmwIDadZMgNWEXCGkywyAMgfzmlD9tDFPrBkpRQuIxoZAnTcjpb6aojr6Xrl8rwfAB4tYVhJ12uIDAC1dgtbaIuLX0XeqXEDwGlmnNy7tGijBQ4BdA6VNVVUJYiRBYUY6zE4wpYgBhVG8M6b7lOLm3YxRmDqryZzTv28gYRarWMEuSnkPw0ldC90YEIHfP/kkwGEiWgfcBzo5w1lEOunOpnxU4L1pFTXZdFDGlTRkDrxRsAEZPm4F3I7wxqMcRugkoCHcCkDoRBghAyRHrwRjy59PAi4ta8AEeWb55yAKrRO9B+i9a+mzpypjMp0iYWYU+zavp5pNWVAXEAlAe6dgwD9adZ5Bg2ubgueZiUXN3jmRFzGN0wM90ZOVFACRYxM8vZKC3KFgBz9qo6FeUNJadp+1QmxLrdcVriyKdfeehC81952IQo1yLjHNjJFUuua2ss3x8D88gUILoUhl3HggBCIEyGjQCgk5WrzrSV3M3mFL5/pfeO5aCnPdxLOCWRks8X3yuokGQxY0opVEWsqUl/32ul5CugVxMACKjCKXgQeXkJXNBZV+clvE055U6Fvp5eE8HRlnOHmTvP2lDz1mYz1Z7CgjeRuu6FpvNFW7fvTuxBA+pKcTfhHITnTQd6NPPxXYAEOi/GkBQVNBFc9pUcBohekQ9NAJbpvooS5Bv8MmamIGDIL/D5D25Vs2LjVyd6J2H+JNZLSy0IguQVuI+Ef8bI39Fxw9DT4GB/cAbRpbzq02kOYvCQCkKEtTawNkw0SwQf58xBYzOrPNZH+R9kbc8tuNYAFYEXTHKHpBcd83qh0plFeVYHZEy6WhhS4AyPRvZXOJz84Fz1yl7wg5jdB9Eq0SuQ7N/3FpBXlBFAa81LIDeB4zOYeg6hMKgGQdU8Aial2ANFGVJG0qgIMy6qmCV4mqHzICIa4QD5Yi5D/E1wyCECsGkcS/ph0qRPx+BovrFEhONgUT/e6pEqJAVMErAdLIRzYEvPJJ+x2GMyLF2bD7mLiJ5T9IkQ0jiWZ43F63U5J4lmFDGlDYGRVmShLYP0AUiC+CcwzhaBEWaGKvVGgDLFI8jfBhRVhWN8RDgvcUwKJJ/do7LK2t2O0jMAwGJcRzhvIUbWigFLnyECWgVu9Z7HXWBOAcCQQfo3HI+0pfH1kLIM0cCBfkmOLGIZS3A9FnHdEZIwLTL5gmiBoR8rwCvOSAIAROQqgQIhJCBAY4fyMBPfv0pXoKx7RFQ8Ebj7LqWG4lv1OZr8jttTwHB22ibzRXu3XsNL770UsYETNmBJzYeQG9I7wiSEJaAP0tv8fcpsUBNpJo1NAOCaalmejcF0WitMNE/mF9PUJP7mytvpY10DooySkQJi2CgEKB1qtUu37/Z73ijE+rfTVQIZTJXFWnAa0N659Y5LlkqNQbILVDXNRaLBeq6QVFUlBYGRfQ2ALEh4+aVLfZz5uSYZShlUGljlLTSfOFLwV/ymueFy7PKmvceP/D3/h7+xt/4G4BSWK2W+O5/7/fj7t1nIIGhCpgo1zlr0e5bKo3bD7T5BLaEggecx8hxFi54OJAIkVMACgNvNJzRsFrBag1bGAxKofUOxdjDDwZLdQPBaOiSqjiO1mIYR+hhgK5rRAMSYHlfKRojOdsS/JRYAtGgEM2AMONKoxUWxJ/NFqvW0RojsHjIFMhzyVsODjQPazk6H8PzZ/ykBVUphf/T3/4/4//2f/07AIDbd27jD3z378d6veb3KeUVUHjuuefwx/74f4RxoOwWkgvWTJZ59NynbduxZe9i1cK262Ow5GK5QlmWUAoYR4vNbgtjDKq6QllW0FqRLLUnxcJmsUJVVTG7JwcrkhrY9z3R4lWJFGORpMwRN2xyT402AHAoCgWlgUKHCa0ysZTzdSbkrkhE5icH4seegXxA8XhA8HHOSOqi90ngybrElIWQ3FTaaNYYyeu1pGf/r/6m34hv/LpfAecc7j94iD/9576P2JMQ8E3f+LV433tfhGKmTmXKjSbqN+hoFB0bK8fGkswHARnhyHB7EmNMB+CzShM8BQRvo/V9j83milNv1GTgEzCYP7EYZpKsQLwxAhQfe04vkatgikwDD3alAzjRkTQMdarGR9/Jm5/4wYIIIgkLkF+tjDxGxBnLMLec5k0puiYg5aJLaVzNJVkFOIh7YBwHdH1PdLiouHm6b601CmMoklsBIehkdbE8sdYextB3kChLhaIo4wREQIrKhk/PISSf63xhmrwmYIDviYL11CH6my+M9CWxf+M54fGZz3wGf/f7vx8AcHZ2ht/1u/4d3JHKc/K8JKLac7+MFE09jiOJ2AT2tfP3OHapiEUqQsGen4lXZJV7Tb+dAkbvMTgL4yzFqMixIAEdKTxUcEBmCrUKsdLgYf8pSrHi5xQZktgvzChkVnO+MUdrTAgSD5DAkGQzpGOP+7BzkJqIhfy9+djNF+Jjc/Of//Ofw9/9/h8AALz44ntihkl+vNYaq/Uan/iqr8rcCSSsJENBsiFCZuXK+hBgpftI5MiYVETJ2hThbmT+BLZ4DYqiRF03UaQoMV7JOvbOk76EltEpminMrET3n8cYHEX083WrVC0KyZs+BQXH+pGmjwDF48zcvB+l96XIVKyBEFIwbSz3HJmbbONmA2EKCNIz/fAHP4APvt9jHC3+yY/9U/yFv/ifw3Ktkq/8il+MyKy9wQ8mVztt83Vyem/JzXxdOxincb1PCPfdYAXy9hQQvI223Wxw/9492NFONufrWnxf5eDu+GCRf08/ryI1DJXiCISG02BBE59v4eANALCyYHsPA0UpRKxip4Vyo09k10YgYz6559eZb6hyrUopFByEFpd/R7UX+r6HHVk0qCPRoK7r4iYpFnhVkk+15E3IaFoY+66lYxWgDAW51esGq9UKdd3g9PQGqrLGYrEkZiCAF91sU1DJPSGBgSTwIgIiifIHmN7kxVkkjnMwcLAscJ/Y4JB8sYdBQlMPafoc4CnGIFAMhRfpWUuWkFYaVVlCFSReo7WGdw5D38MFj8GO2O626LuOgjG9w67r0DkHCyCURbxWqzV24wg1jgh2wKAcBuWw7VqMwcMC8FqhHXo0zsLUFRrDQYt5quyM5RVEExicBD42jk12l9gxVTiUWA+heHN2KM86uWb9PcjyiKyEAKwZG/BOF9NjzIQA0AKKN3wP7yy84lQ9cEAqp8lRBT6HThFodvAoygJVWeLyYgSUwn63h9Ea6/UJmkWN5aLBbr+HGx2qqkJRFGiahtNt+5hps1g0NKY11VSQyopKKSwWq0h7i+x5rIhq2NXA7IJ3ki4ICshlIkGyO+aALF8PQrB8sICJBOCOigLJc2HpZzkfrSE8V/maXKzcyO45raMRIHEUZCAk5iN3x9G1HBKjSktgZR6YOV3jEwCZPv9jRtP8vfhavgdMzju7ngh603rz2SIJngKCt9H6vsN2u+UNLB8E8tCOPLJ8LKg0FOYb7VErJWSDMZ5WNvJsFZ6NWmZuY8U6H0KMTqatJCTqNw3J7Pqn13LM73c4mQGlUnZ33Myci9a8dVThTT5DEqu00CdLxkX3RvAeDhQZH5CCJU1RwJQFyqpCxT9lWXBcgVyjE7kDmvzyvyBV6ezMipLNJ212mq1SlS0yOS09bTllDgZyCrk+g8z5Z5+5i0984isBKAY0NdG/3iXLm4Mq5fGIJkVc4nJLQdEmZJ3jGgaOWRG6dvCPh4IDYvqhcg6DHWFsicFZDJat0aKADxRvADtCjQMKBRR2ABTr4fO1KQCXVxv8xE/+JDyPro985MOktBbHXLKEGeNOovRTvv2xhVUs2AxS5xu+UtfOnfwP7z1efvkV/PwnPwmEgLKs8MUf/yI0WfCgULtzt8T73vcSvvqrPwEE4M6dO1EaOB0DhEBzO0kqAxScIYqBngLfvIcNHpqZgFjMSAcufKQzHQeKg/CcFtoGYOwHFjiiKopD32O0IxkpQIz/ABDlzI2hoDspTBUC4F2IY0dxEKwMN9pMC8oakr7IQulznQN5ZsfcbLKkhAw8HHeXBvl/EmrKgpMpoJjTDOP3JPeSSDHL/E3jaLq+5s/Ze4/lcokv+thHMXJg5sl6HUEDsRtPAo7JdTu55yN/H35UxjQyY+AQYM16KEPVT7ist9meAoK30TabK9y/9xoQPKqqyDaAY2pX9J4XARU8eZDMF7QD9oB41qjvTuEwIQ0smYAgd4BsjAAtKCQkwxM3H7jIJgt44w9S+F7HxfqYpSttEjzG10hV30aqAuccvBvj9S4XiwiolFJJjjkEbLdbDMNAypAcSNc0DaqqwnKxpBLFdU2goKJUrrIs+BoCrB2BQAIztMik/nTBYxhHjKNEgod4bvLZps0oWn1Ik1EpNXHFzE2MWGc9vqwnm5703yc+8ZX4xCe+In6P9x7j2JPvOQdaUCi0gVaKNhMSk6dT+4Ch74EQYJSC8w790BPoCo40HIxGuWhQ9B10X8KGgN5a7Pse2hhUAEKnYTVwtd9DFSXWYw9dFWhAxXX8OMLudyjsAFVqVK6iTU7pGDj5cz/38/i9f+APUpU9pfDn/syfwtd89S9NbhPvCZSoRDnLojy3FvNgsMQUCN+UFsyiSEtYvinJBhGBYEiW69/5O/8t/sSf/NMAgNu3b+N//1//TbznPS9Qd2YAZT4OvvVbfh2+5df92vhcJgqbMhzYXaiVBrSCCQpOkaiYswZGA6Y06HSAGzoUpgAUqWQGsC4BKAMEfB9N3QCgYObtdgs7WlQlMQPwHsE7dF3HriyNs7MzlGUR03OttaiqGsvlAk2zAKBwdXUVBbyquiZwozQ8AsYhFdWpqgqmIEYsIJV1hsJEiGtuHOT9Fq1zDziXv59tcPyQhHVwQBRrIrDk4HxSQPWkWBw3fxEMygXHDql9mZ+5tLPDiy88h+/+Pd+Jru/QDx2gwKzIISsgPzkz/KTvelKbMItHwNTkWKWy9z57HMFTQPA2Wte2uLi4gHPJZZAjyUNaHTDKQCBB3EzyTTkfCLkVTnY2cqqNELHMI470Z+EVaDOdXOLrBWaTlX9n/7huKOefO2oBxPfyBd7Bs//ZOc8WhYLiTAgE8CLD5/fkrxYmgfoWWK9XEBSeKOWCA/Z48YWCURqF0lBMRTuOrLaO/ITOeYwcl+ARoDkdsebFUNQLczWzfJKLz1fFDU2snxiamKyKfGEMiNXXPKeHyXHk902R3SmffaoepwBOL0VMrYtuCJ0C97qup+IrxqCoKgSQ1n3jA05OTzEMI4ZhJF0H5zBYC+Up31oVlFLYDxb9aDFYh8I69G6EQgmtQayOVRiHga1HA6MLyniBj2yL955ltvNAVAZmIVsImR2aW1QSDDsfc54r2UmbW/FFUUyAdAIamEjPyvMAiMFyHJ+RX0fa3LimgMolinkIs38dWXGyyXoeQnYOUHnwEBA8xQIsFg0Cq+81zYKMBu3jUxfrWuIt4IkZogBEcoV1XUvAexwjILi4uIBSCs5Z7lNwrn6Brt0DULCWslsWywXNq6KADx4qKBRlEWMVJDDWCYMRofW0aFLejlm49FIW0ySEgyhC8riWcS8GhXeOl6d5lgClOeeugbzNWVd5pjkwFw2TvEQ7wIqoE98XIisiAOBYO/byMSNx3k9Zd6RzHRw8ZQSPfebdaE8BwdtobdtB68tYbW+ODOeDMdKQaSeZoEJg+nBzRkiWE/GdRiTuU/BZPqFko0Ag0RI6YT5B00+kCkPgbcdjejGHyPpJgADg/F5r4ZylCGr2+0WrWquUOw+CKmmSEhMwcq0IYzRWqxUrDlbxO8ZxTFQ4GBAwKIALCHAYraMI+WHEbteiHwa0HH+gtMFytcJ6fYLT01MsFot4/txSrarq4DlKX82FpqXPaSFz2eugzAk+LwECFrEpAkIoE4skAWjcpSK8o8DRzApQ0FGDQb5AAEvf93Ce7q8s6dqtcwhQWDmP/b5F23XwARitw8AxMNZ56LKEMgX6wREosA7GOlTWogRpFHjvEBxIn19r2KKgYlsc5OQdafSHLBPDiF4B8k02zREBBPm4EkCQp4BK3zhHbqPcXSBzUFiBfHOXGJGipFx+UhUUvzJIv2PGCACI41YQjFaAi+8LU8HjP1LGCcIpRj9prAcYTal8li3/umng2Ipv6gYeHs6L7oaPADuyTYECWo3oFwQSFpIUX9kYd7st9ZP3MIasfFsMJNTDfVdVC1R1g8ViEVNVx3FEQEBRFihLAssE0j3cyGudlnGosvgbG5/bdVay9x7aFFN542iBM1UQQgI7bBgELyHQKgoNAYqA/TXW+fzv3D2Qg4GYwmvFcBHQI4BAIQWI598zvbf4+DG99yeBAXk/rYPxWyIBMI9ND9m0FyPp4HzvsD0FBG+jjeOAtlV4/OghHj96hNOzs6OgYN4E4cVNBrIRU0CPHCOTXcV/MaWsPP75P/sZ/NW/9JdogimF3/Zv/lt4/wfeT5tEQEpP5HMAHuLvLQxH6xsT/eyEyGmjE6GPNPAOUXc6dzj4iVawG+OEpg0LkCoMIbh4k3J813cURe8tRUEHj0XTkMBQUUJpnYRdQgA4r5/uqUCpCxSmgFYG+/2eUrS2uwga/uZ/9bfw4z/5U3DO4wMf+Hz8u7/7O7FYLFExKyAxDj/+4z+BP/vnvicqHv7+3//78NGPfkG2UenYX96zdSSRigpwvHhKH8p5hSVJfnKFojATnzmNB16I5LkExZHdcVDEzSv4wAF5FtvNFnYcY+6/ahp4FRBGjdANGH2Pzb7DxdUWjx5fYt926PsxBmUpH9B1HXwIuLi4YNACnJ6ewnmHqm5Q1w0JtQShfj3s6Fg0iFI63/ueF/Cf/K/+40j3f+TDH6aNVUCA1lAeCCpVK5RCU0VRREtNgEMOAl0GLH3wsVZ8Liol6Y15MKK8Nwx9tG2/5mt+KV588T0AgKossVou0XUdZ7EQcHUcgBcCi/eEgL/9f/k7+G//u+8/mNeAwrd927fia3/FL4dWJrrfgqN4GW8dxwU4hEBBhjLXLAOCyOIhTBZ2YVkUMy4y1jzT5kZTf1C8yBhTWhECM3IUhzJ6TwqWRvP9jeiCR29ToTZTsH6B0ej6gKvNVRS6IqEqPQFhEvAr4G1gSfe81HkOGpQ2UKaIm6AGVW0ti5LHdsDQ07V7J+qgUt0xAcSyLEDqhyaCR2FiU0DwVExMmMd5DIEYIONImRzekZstKKCYpRjKRJy6DVR8Nm/kLpDPBAFCYWblq0MW4F90ewoI3kaTAbbf77Hf77E+OTmgL3PKU1qc0GLa5l4CzP9OAVQS/qdAvr8f+eEfhiiSfdt2S+VVNU+ynFIKbD8rCn40hhXs4iBnCgyK/bsKKujj9Kdc2wwUyO8cEOQ/en5jDDaEtk0TlTcnraCD5mCm5KPMNdsljQigzck7j3EY4VxA23Ux2hqK7vfnP/kp/JMf/acASHlutVqjWTRUfjbL2X706BF+8Af/ATxvrP8ma9jn964gLIyUwE2AYCKWwgAmBwQheI7rUKC6Ex7e58xNZj1nwDFnfQIvnM65GEQ29H0EF2K9BaVj+qALAf0wou067Pct9xUHLiqQu8Y6KE3loslyr0gUZ73mjTqwVcZghzcez5UCnbVYLhb40o9/nDb5ooQuCGx5lgvWAFfbyypHApHqBjApGnTgl5Vu8vJesgDzcZgzBPLbOx8t+ueefQZ379yRQQzw9QfNRYpCyII7LQ2y4PHzn/wk/sE/+IeHkwLAV3zlL6Hv1cToeU6Jc87SuX1Kj4uppMHBuuS+QAjsVgwZkFYxPkFrFXPXlab+NJoDFhXV9pBywPxJHqPshgKd04AUDr3jZ8NzrFY1gib3j2zixhhS4NR13LAC0uY2F/6ZBx7nawFdUaLntVIwgauZct9QX9HnqKS2icWy5plM8t3yvYGNmPm4yS31Y/EE8jqtoxIvFCLLJVkusc5EHHtp7kYX34ydmH9HBAMQ8Id0rOwL6eKOXzMOto+jx72d9hQQvM0WQsCD+/dx79Y93H3mmYOHnw/e+Bl5hM5PzqXUNHr64LuQgm3mTVwGcUBm9KLiTV8zDWdYS38ippFTkty0ZpotBgAdpgrl/sO4IIsrI6OGya2RbWZs3UkuvWdas6wXWK1XdLcz2Cwba1EUKAoCC94H7PctrG0xDCO6rsM4kgRsVTe4c/cumsUCzWKJpmnSvRmDxWLBErHIaMgn920IEtyUFldhAVKwoIj0sMXKPvXACzIAXtzpeYoEs1gXotEQyRkBAT5zZVimO8cRu+2WCm1ZBwWg0BptP6DtOmzbPUVNAxisxdXVFR49eoz79+/HQM28DWwhPXp0wYI5Hs4FVFWDs/MbqKoazlNKXLNYwshCr4nJctbC8fioqxqh9ihDBWV4sQaJJAkgldLJ4ziybkTJz7eYWKE0HkkmuEQZtfurquTN38fj5wtxBEkAjKGlLiBE8EFsFMlBy+fkh+avR3AECEQH4roWrIPrewQeT33XRUo8KRgmwBImY4ZxTgiww5DGSjo7p+KWtDEZhdIY6JKqUQbvYKsSzia/uDAzIe5AOZ1PQCCoABhD8UhaGDwPb2ncaYDKao8Bthsi2KSA3ir2hxgn4nrTWke2QDIxtNYk58zqo/KZ4D3a/S6tQ87HPvIcQyCdodm1UZYlO+3SZlzXNbQu4vflTJOMI5GaNsZEQ2C5XMZnL7Ek3dBR/IXOQIeSDIaCmYskdpRnH6Vr4ifH7kD5nYUoJeYsH0fhejeDrEPHwMC71Z4CgrfZQgjEEOx2124octyTWm7hXPu6/FIB5zdu4Cs/8Yk4oc5unE8Q43woyaalsr+DyiWHBUCkwSn02/we5jEEKdo7GlpQGtBeRceaQsDQj/jRf/oT6IcBIXi88OwzePbubRRFgRACTGEoHUrcJioxFHJeozmgUItOgOTgGxQFUNdAUXgUZUlVDSsWJjIGH/3oR+GZev3gB94fGYYcuQMUcf71X/91lOtvNG7evJksWbF0E7GbLCBH8Q8ptZD7zFMVvCTKg0hba31s0kcOKfpN2RyncrW8QNoxxWeEEFAUhl0IlM3R7vfY7rYY7Ah4j7Yl1mQYBpKC9tPxJqxDgELf9/RMTEEZCHWN8xvn7L4p4L1H3/V03yGgrriUtFijrDIJkBVrggEUpV2O1kLzuKXI9RRfoDNrTEDaweKoKK6CnpthdoYAo0JKpJ2yWNnHZUMMBAoc6Fr/h//hH6HtOigFvPTSS/ic972EfMmVv9733hfxia/8JelieHMNAXj2mTuw4wjD46UwFOvh2XqH1vBZqq1iYDSyzoQ2huZNZBGz75cxgJGYAa/iPNVaUTZDVlY7eA+nVNTq5zfieYOMfSUxLzSf4ndmVivdYepPcW7l64BsvBL7I3EcecyIPEtjDOq6TmuJJ0ZDcRlUx4aICJMFn8q5++Chg7CbUqtAx2sAHJzL6xUcggJ5re/76KKSa5P3isLAFNnYjGAg1zkw/H7KpEipysm9QH31Bv7+J7AW/6KbejcCEf7/oSmlfhjAL3qzxxtj8Kt+za/B+9//AXzdN3xT9He+1f48RsEfayH7nyxCKuTR6CCaMSDGBtL5A6A8bdQaMJKeo/JBylOerSI+VQIiEeUmP74PyerNPyBBdSGTFL3/4AG+47v+CB48fAwA+K2/+dfjN37Lr055zEaCpGiBny/oWokLwcRUMuccuraD4g2kZIGWoizZ2hFdfwPDxY6quo7pSbQvTCfesQkYLTqOeo4lYHnzt6ON1qPQlnnMgURBp57FhF6VWBDNanH8OKC5HzwrN+63u8g2SCCUs5RzvmgW6Psej+4/wMXlJa6urvDg8gL9OEAD6PYtLh4+wid/7ufw6suvRgYnABRrAMQMGNmQm4YCztYnJ/jABz6AZ559Fjdu3iKXy8kaZVmiqiqcrNeoqxoNj38rAZ8hYH16QqmcVQXrLPb7PUTHv+T4DWWSz1ci2yXQcK5LQPnzyfrPXQRuxrpJP0Y3k0kiNXI+5xzu33+A3/Sv/Ba88sqrAIB/41//Lfi3f8dvzwY/s0KBfOTDmNwZWhuQUetjnQ25h9OTE5Ka5nRAKMQ4DRqDxIZst1v0w4CGN8luv0dwbhaYKgGVNlLVdU3pgHVNwaMqE8CSdEMBd7Gp5FunAENiozTX+iiZncnnQl7ePTatoMzURSpzMo39w0qrhus3kDWv0O5bEmiyFoa/s+s6jMOIS3bXGWYFApDFnZQUO1SW7FY0yb2iUulxmZPyW/pF3FK5eyMCBwSsTpYoyiKdx3teNwvU9QKmoO8MoPdEM4Qk0uWZTdU751kz6ZFcH3twbF1KdVhSv8/b7/rO78DP/uzP/uMQwpccPfET2lOG4G22EAIuLy7x+PHjKL8KPBnVHRsI89eeCChUshwJ0R+xJhANFwawyZ0gPi45jsgBob+TlZUdxhaXXHuA0iEK/UVqjL/eB0AFjRAcglbQkOI2ZmqpYSpmItfn470JTUdFeuTq+77HOHbRH0lpiCRQBLAkLAClDYqyYiBheOEwdC7Waw/cQdEiP+L3m+fGA4gWjXO88cl7AZEtCHyeoiyYUuQ6DkHcOLR4a34+UlZVKBGZ9FqpqOwoao5Ez7uoYOidR7vbo2s7PH70CJvNBpvNFpurK7Rdi8uLS9hhwNB26Ls++pqzITVlmLh/xtEihBajdXjllVfRDyOsC1gslxitRVlVqOuGvMK1gxstAxsV2ZOh77NASkqXCyCq3o0jgnPQFVlcCiSvLK6M5K/lbkEAHBDA/cd9pgg9Eehy0wU417UQUSvvMdkUTZGCEqVDYjxQCABboSp4LBYlFgtgv99ThpHz8TiB6t5a2HGAdxaGQY6AECmGpLSBtQ7b3Y76sVlEN0KzWBBt7myk3YV1inR/QCxS5D2nPkPkh/naee7EiadoUzUTQAD4IEW4ZAwKMyAATEdQIOsTYw/w4ROjZG6N540MCYoTUErmErm6ZOwXxsDUCuXtW5FBsM7RxjuZqxI8Kq5ZATKJpcsDGuW3gAFyV4rLZhoDNVrS5zAFsZEiC10UHlAa2jkUBYFWXRSR0VQwDMpSOfXJ2EJiSvJ94thx161J0XgTACQuxvxzePvtKSB4B+3q6gpXl5fRIpqDgbn1f2wQHDvmKChgMCABNlJ4aLLTQgnnnyj7iJzjEfG/vMXFRU1FwCFfkVT26FoTONCxoJFcO+UUBwkeUiou1MaQS0BEZPI8c1l8Al+j1E4XRqCpm8hM7HZ7tC0JHAn1KBaZFDoiCwwwJVLVP9YuEClimlcMQWaTM6c4c0AgvUYBT1yNLgo30Um9o8UrWWJEyyitISKWQu1656FAmvJxMfXJ3SCL2jgMGIaBgiRBDI+zNpY/dtbi4tFjtG2Ly8tLbLdb7LY7bDcb7PZ7vPKZl+GdgwnA0PeQWHXeM7jfJWQ1jUc70j22bYd79X10w4h6scR6oOqTdV1jXFiURYHgPPxoURiyWHlUYRxG8tM7csFUVcUWFQMapWgzMFSPwTvHCn60oRdlAfGYCkslpZCVkrFOOv6UJXNIT08AgQ/wSFah1MgoyzL6nkXrQpQyyfceoIIm4auiQN8PXD7aTsZLQCrX3Xcd6rrGyXoNpZJKoIykYRyx3+9x69ZtLJdLbHc7eEdFjuAd4Ios4JbnrqJA1ACP0TooB1g3RsBstIFWAnxJajsHBEolIE7zT0UmKlfmlHmpldQE0BML17PKZ854SX8CU6o+P59s0IN3QADHRGgU7E6hQEIFbQo0J+uYuTAMI0ZrI6iROWmtowJEUCwzEbLnPU1npiyfpHFirYg2DRMA45xF1xPgFBarKmv4ih2kaoQ2Hj4ApihQIYF8FaS0+uHGn7sm8j6Tv4/tH8daHkfAFt+xo97wPNe1p4DgbbYQAh4/eoSH5+cTP/Nb8fs8CRkevCb+0egnRUYHIIGAzNyjQMQECuiwXJpUzqwYS+RMgyD9SAdAgAX52w5BCy26Pv4WWn21WuIP/3vfSZsogGfu3oHixYooucD64VKmWOSH9eR7z8/PcXZ2Nklvss6i7TsoXriaakVa8BWpGGpjoLQhH26gzskLOlFU9VR1LqcUc2BgraWqgtL/HNhEVoUDoKEKQxH2WoEqPGpAGRSGFpmkG8+9zWwAQkA/kOKgVuSDdaPFZkOBg1Ln3bG7YBwGtPs9+q7H66+9hv1+j6urK2yvNthut3i8IYbg6uKCxF08fVZ8shrgPO58yCRtd8/xD4DCxQWlKpZFifXJCfpnejTNAsvVEuMwoKkbLGtSeVwuFihKAn9SjKduavIrW5s2F08Cx2PXQReUqkfpZSpmCVhnY7yB4AGniG0wOuW0S5OYFGEkhmEgpT1DYlgkbOTiRlGWJc7OzvAXvuc/Qdd1sOOI5557DqvVitIBvY/pnIDHbt/COoeb5zdgjMHlxWOK2xh6AjjWwTPDsVg0cHbE/Xuvc3XCEnWzIFCqDVbLJU5OTrHd7nD/wYPIVhkFGEXptKvVCRZLjxAo1mG325CQWUjWtug0qSAg0wFjSiXUDAzEis/ZEQmIQ2TmDn/iesDrkYAHrdL6kADs9VR4bgAYmdbBEdsVUiqtuBm32y31hzYwZYHFooGMyBRrUpDa6EjzVUC091QjwwdJ7Rwmgb9aBWhFGTPeZ6nRPLcNrxmaKRASWWMXaOFBGUJ0rQOLdAHglFOhT1J/5X2S/z1hs2YpnfM2YV4iCH0nXMDx9hQQvM0WQkB7JKgwnzjTSfTm0J+cY378FAwItReyvXo6EBNIpOWe/qvylxLvl234QSip2ZjMmQaxLulap1a1oHPIAA4BRVHgQx/4fDpGJQCC7PIjLRfTDWmRyuMWZNIUhQEU6UF479nHpwFFm0cR4w0YVMR+TQupYOv82gHEhSNpCqTFzjlH2vOgqG8FEY6mHwk8EgtNOk4WUaW5RoPcdNZHcSMLRIH7TDzFWrLEIWCFQUHXdej2LXa7Hdp9S8zAdoftdov9doeu7zAOA4LzpODIFK2Kz4Ee9DHaUZ6NUiBL3wdstlsEAKv1Ogb0GaVhhxFuqFFVBRA8qpqCOrVzMTJcrPXCGKAooEEZMM6yJHbpU+gLZ8f4QKqLUPnc4GM8pwkac7DQpjS0kM1BDa09aP1Pz7QoCnzRF34M4nuXc4QQAHbJUBphSKBQaRSGtC+CDyiMJYCjKSiOdxGuMdABoM2DUvgKKO2hyooL6EgGTZJppjgZRfEv0AiguJmiLOECgTsfN2TP4B1QsmXyRmGMIY3TwDojmXUqMRlKk7shsnr5+0cMlmlfTwnKJ7o7+XgVB2BmzbNbhFxuFsH5KH8dOLg12sJKqp9SDEHwwgwVCbz7EL9PBnMIWUqwzFgBNNlCJCwZSSJPbe2QDov3m8chEMhXk89c1+brzrSfrg80B0TRRa72SHsHOOEpIHgH7f79e1gsFnFAP8lFcKxdN4GeFEsgoGCyjz/pO+KolmvhSc5sd8QRoKC3aJMrWSjEO5pdgSIwQhM65RmPIwuueKHLDEh5LwCG03Uk15s3T6U113Yn+lamk/j7+n7AOEpa4QDrbGQPxEdbNQ2KsoYxJZrFglMPawYDadGNd5oH+HAk+DiO8TjRE5BNxfHGVhRJCEWekR9HojiLciKwI4tdjI/wjqpRuixtM9BiZjkewI4jW8HkErDjyFaSjm6Ctm3Rdx36jmIG9rs9ri6vsN/t8OjRI1xdXmJztcFmt6UIduui4tkEI/ILTJrE4RTiqqfiocEHhNHh4vEl+n5AWVZYNAvsl3vst1tyB2mFqqpwfn6G5WqF1XoVBWpu3ryJqqpQVxUdWxaoyhpKKfRuoDS2khgF5xzHXrDPuyxQhyYGaGpj4L3Hbr+LVf7y5yG++lzkSMYzoCdzS4IzJRVNKgZKtHxR0KbvncM4kDpjWVS4f+8+gndYrVYcXFnC2RHOWlx5Ym8uHj+mLjQG4zBgHAZ0XUvjtih4d1Q4OzvDnVun9NwtiUw5zzUFRstMBgmJ3b77DKwdMAwdxrGH8y5S3+MwxrkT43OkX0BWpWLwHBQ5C/TEHz0FAvO17GA9ioWtDtkBIMUPTOMJBIgHRCAamQ6RKvZJfEvGHoM1xwi1aRZwmlgTiW0+Z3G4jjNqCqMhQl/ejcyypJROqTKJkHIookuFLjxmExRZQLNoEuRkfQRO0cGVkNIcmGL2GQGBsVt1EkK6bv8wRjJ36G5ytjaP53g77SkgeAeNqGKL7XaLoizRNM3Rh/jGyFlNfh9Fh/Ex8wo+OSZ/Dzk0zj8h0z/+e3J2ppHjgBIEm/8dAIknyK0sEa0J8euFrgSC0pPXKMDqiJoYQlw0QgBGS26BcRx44R5Zipn8wUoF0iQoNFc4LKA5Sjqn/0NwsaY6OGBOBR8ntESQW6YT53EDQNLIl9/HaMB5RHV8LySXAy1OfH5RNHRJrc478q0KbR6VHgFONbTo+x5916FrW3QcKCgswtD39H7fEWXK55MRkjgmfrK8wCruf+kzunYJUktuDtHDH7qehJMC4IeRgZlGVZXSxaiqEvu2RfABi6ah1DpBn4Fqe4giIFX78xSVyn0TmVel4IwFgkEwrOgZkNwKIp6TaRG4awB6ztjlr8mzFiCX07nSTRJ/opRGURRwllwSJKpEVrhWCou6Jp+4tXCB6nPEeiU8pJyzEXNtNTD0bZSplqradI0GIVCQifMOu90W0oG5OJdWFDsg1nJcT3hzo39nAE+YMnadxdigIzT3vIUQ8AufeRk/9dM/Ax9I5vhLv+TjWC4XB4bMfB4lQOATKGVAgBAAn3zjEmujJT1KrosBPrGQPq5pfd/H8UAsi4IPNP+qrE6J6DTIcz6WmkhNxfEf1zM9/XcEXXzN6giFn593zh4fM/yO6dfM9wfvfbTkQrb2B37Ab8JOvLY9BQTvsDlrcf/e69BaoWmefVfOKYPtOn9S1LgOU5pAFtAJWJiN0UMwAPbFMjqVo9j6F79cTpuHMA3gigFEvMopRSVItc6CmLissKQN5vfl2Hq24HLJmeXTcZVEa8dopVtroXWAMRXK0mDRVNBFBaVLYhm0AjyLzuTXBx0jp/nio4UzjMPkmtIioGNNg9zHJ+dM90f97kRlT/pb/NZzetT5qJcv98hwBR5JsU++r+97DBw30O7IVbXdbOiz40gxBW2L/X6P3W4X3R1ROz4fI09YMuKmwH1gNAW5eQYEg1Jod3u4YYTvR2wsgRZdalR1hX6kVLemaXDx6DHGcURdllgulzDaIJSesguUgjIGox1p05e6IEgbuliIWil4Y1jUyESGRehaySK5jobNN6YIcpA2gjw9Ld84coZB8/fLijuOAx4/eghRCWxqYkBOT084/iKg7Vr0u46nRbq2fF5vLh/Be4+mqtHUDe7cuUspkrqAbsgS7Lo9uq7Dgwf3sVg0sb6HNgUKk+SdBw5AFWCtjaSyqmxMkmXpXIBSnrMuuNwzwgRQHx0fIeAf/qMfxp/8s/8pAOD05AT/6+/7M3jve99z9PjDwNxAcThzizmw0RPXChM3XHFnFMoQIHABTnk2Nug8lxeXNN6ZSSIFRzr3erWKaa273Q4XFxfxGcvzH4YhuxhZD+Vash+e6xMrXgDXZDmeG23TPnwzoGDSPzPmJlupyNAhK+4dgQHgKSB4x815h4uLC6xPTuJrB/7/JzAE+RgKGX11eK4w+0QagAfD4BhLAbHCQVSaSouEUoBWid7W+Sd4nxfqjgRs6PtpLiQallS8OJddsw65lu8RlMuGYLRXU1Sysw59t8PQdxGMEHXPugchQPlAqYZGYg5KCjDTDAQCWdrWc4qTT6BGaQNAsfUQIjWZ92E++UU1L6/IF10BmFlAGXsiD8a7JAEr1KhEoUerJAdTfB0ROHhPssScZmjHkVIMuxZD38cMhN1uh92WUg37tovsA8D70AzUxStUckC6amJQFEyg90Ks/CZyyRa7dodxLFklkfznZVViGEtoA6wWS/TnHa6urtB3HZaLBew4oqlruHHEYAwFDHJ8AALQ7vec2mWipSgLMEIqNmRYEEZS+MTaywvrRFfNkcVWLOF8Y5bNQECfpObF5+0DgVYBS1qhKEosFguMQ4+u3cOOA1qtUHGlwPV6jWZRY7FssN3t0HUd+oFFn7QmZoiVLBECetcRyLIORVmhqBrUi4ZqeSgKUvy8z/scdF2PrmtpTPC8BM9DYwoslxVkL4xuKahUpyTNeoA3uxgln60+x9gUGejz5Sy6JrINLjI2sQ+z4lGzdGklawlfU85qSLVFAQXyfdmABQKLc4WAwFU3x8FHrZS+7/ir6PuWyyVlvLCSooDBmI7IfaaiEZMKZ0UAQNris7kTBxhkRbmO9T0EryqeLh+/889MGBj5Q4f4nU8CIm+mPQUE77B557HZbNC2XXztjVwEeaN198hDRkbf48gzvobVO7YApvfAC0RAz9HTCuDUKy52BIp0zq9BzpunEqUBmzZ6pSRlUMMYhcLkg5x/e7KofGD6N7IRpCPQdh26doc47zLbluoABFQVRa1b66GUhdYjal3CGEWiSCFgFPTvE6hROqVECgjJLf180ks6o1gWef8GnwCVVjrenM+DmXhTlyBAYQjy7IX4GH0mR8qfEwZhHMjPTa4FCiQcOK5iZJDQdx2xA7t9ZiGm64jXzYtGBAPIAaliKy0bXoErZio6PjC46QWkFBZ2GBC8R+2pMp4xOmY/7LdbtG2L7WYDrRSDG8txAI7LNJfRslMLKvok1yzWGEIqhuTGEYqfTW7ZSTCebETyt/R1XgSJeiH1iwQTxu9kEKiVYtCYmB8AKFn/oq5reM8ZKY7qFVQlVeY8Oz1BQIW6IVGmcRxIrMt7mKKgv4cxPnMbLCyAvu1Q1DWqpsEqrFFWNZqmQVVVeObuHTx6/Bhd1yKKYMmY00BlKlQsWAQAbdvGTYTAQ3yyCJhlIMSNLG1Ik/4KaWzLvQMskDQDUHHOqsygiWMv/7eKm78wN+kz0+yoZFBMfwM0aHUM0PTR1SjjXTQHrLVYLBZYrVaRUcqZ2GEYogS65zGkMiYgsgI40uSWZU/mKz4AAvy8n9TejNt5YgT6HJy8M47gKSB4h83aEa+9+grOz8//BX1jnLX8a0pF5q+lwzj4j+n4sR/wvd/7vfiFT/8CAOArvuLL8Vt+y78SXQdKp4kKiOXEgXxGXpPF1sGYktG0LAxk2ffWRt0Eke+VDSgAsCMV5Wm7NuUHj2Ktze+brDJjCiyaJV5+9TX86e/5PgzDCKU1/q3f9q/hq778F8cKh/EngDdjwAebWUiI9xYtw5mmvoAg0QCIx3PH5laBWEPCAkgOtbAQzqcSuwqsbif9agBkedMDW952HLHbbUn73ZL75OrqigMMuWgO51fbccB+v4UCp3XxECgk5oMXzgAVhWV47SJrPDcy+PhoE/KNegAhkNa70QbWGrhhZF1+i7quUNclLh49gg4Bjx+Ty+BRWWLo2hh4WFYlqromIFrXJDc99DHVUTIyomtKC0Pl0fueis6wsI6AuzlQ1cZQRgM3ChQUBohZIkfVNTWIgRhGiltx1qHmdEXaXGlcW+7rdr+HUsCyrqEWC8CfYb/bot3vcLXZACHg6uoSVVVhuVigriosb9/BhSnQ9x02mw3XsEiKlKTGF2BZlMiNPa6uRiijo7ro66+9grpuqD5H1cAYg3FIao67PQWW1jWl3MaYJoXIVsmaQNlKOp6fgBe9b3QCT8cs3F/+1V+FD33g/VCGWLTnn3uWRKeEdRNxrgAYsbKL7HkKQue5IyzjnBaXFtiICSFVcQwCKCJoIIMhCQ5Ns4NEg2C73WK73cb7kbigEKi6ZgQLUNhstlT1kCuukuFCZamTKTRZTSL1Rjg2pRfLMRNNEwi7I+e7PpDw+vZWj39yewoI3mHzXhiC9rNy/unmnmg7+T0HAceOl4kqamjjOOKTn/wkfuZnfhYA8NL73ksDVZNQSQ5G52idJm9yFZAPMlU7o++jz8XUtpyl4OvxIbBACIuEeEdWFnxkB/gb4/eTTgGBAjs6/PTP/BzajpiZx48f08SXexbkjxirRmwB1MHiMwcFedT6nKbjm4usTrKwp/0cRWWYEpYoauikypbzH8KUeC6PK5Ku40A1CNwwou8ojkAsTammF//tkwyyXGOq3RZHTMrnFuYkPpfsGUUAwa9lz9B5KqbkINKtSfTFW4e+67C5ukLXtvDOod3vYLTCbrtFWC7ixhw8pRo67xAUUFc1qpIkqFXQ0Moli0qehadSxOm6jlCySkHzZybLpRImgbJdyA0h56b7cEwbBy+ZJWXMeZc+cs5BIcAVBRCQgcgS7X4fA9fqiiL/tWpQVCWaqoYGKBCUa0uIgFVkNqJ0eGDWAXAc4Nl35B4py4oCLZFqYojf3XAMTZq3igE+++P5mfsQIhsSmRUpGyCbWJy/abyHANy8cRM3b9yIstMyTlSgsSWAOboMQAaBj4x2zioen4vzZzp1WUQhgzh601wVcBji6/n7MVg3O698XwxkZNakqisEAKYoY7/NpZzFhTBhS5G5T+QKZ2v3gR2fDdQ3AwrE3fput6eA4B22cbR49ZVX8MJ7jgfVvJN2HKHLxDyeznLsHCO7B7y3EPp1ssdx6ltMqQkcPGNY61wBSpH/PS91Kt8tQWBSmUxSCYvSxAy/XDbUWcoasG6gzUU7aA7yIje/zqaWFDAqUVUNyqKMoCCfRHJuUrcDrCXlQpsFqJFMqyYfbVHEYEEAMZisqqrYr3N1MelPHwJpr2cUq2wmoiEv1yO0rGxqkXoOIZ5ARE8kk2AYBgxdj65t0bbkBmi3O8ou2O8itd/v9+jaFmM/IFiL0uR0Oy0sJurMJteJZmDkM/Y2/6GogbTgRGOO/xV4I/WGjtasEgfvYPse23HA/vIyLbzBo+9aaK1w5+5drNZrsvIQsNttoLVB2Q8AU/OL5YJcArzRaq1jLAgBTdA1gDa2PCVMqF9Znk3BglV1jeBDLO+sTOaM4sj8QhvYMMJbi8eXl5TBwKBguVxiuVpjuVqhdVR2+tGjhygKg8WiwXq9xmq5xNBTgGjbdhHMbS6pOuGLL76I8vwcN85v4P79+/jUpz4V2SgZiwGIOfDgZxHVhwDsNlfYb7cILDl85/adaOWenZ7i+Reew2AtxtHi0ePHdO9NTTU/ZNNSWWoiu2WUUgheAjPTppyCUlUCtvm6I4NKfnsZ03nZ43z8gNmfBD6uYwcOQbmsNz5bvzKjJ6SYIzpOUodndVf4+El8Dwf37vf7WE/jmWefgzYGjuORKJaJPu9mqX757/xvLcYIsjV8Ts/NDKY3ZfNnrot3Exg8BQTvsHnvKNo7iyF4N9v1KJn+elIA4yFgSJvfl33ZL8ZLL70EAPjwRz7MdDYS+hZ6VbTcM1oPSHnFk+9IZj1Zoj6hdeckajufpFMrQWsFeA3owMI1KgoMkbuArs3aEU1T4Wu/+hO06RqD9zz/PJRSlHvvPYZRAvnkuvJzFdG/LABHfucFWuYpQPniFHvdBXzm5Zfx//6RHyGlOKXwxV/4MZys17R4apItlgXYS2obnTCCCM9+Tztath4peKxtyR/f7/dwzqIqigggYowC33PBGRxEq1LGiI4LNqIb4NhmL0tRXJBEtloBB7YImYPRWlcASwd7BgvU56L9YIcBrioB71GVJdarVRwfe+tgg0U/jLF+QQiB03ipr6XKomz+Sim4KNGnogxyzQWWJMNEYmSUCegZCBQcXd73A/JCSUaTDoFhieW2bYEQ0HUdtKIATmGzKM3VYBwI6G43G9bXUFit1lEHQSo8Bgd4TSWoaxZtWi6XePbZZzFwyqnMGa31ZEcgtwKiFSqgjGchuq6NGg1QgPUO4MI7i8Uiju1898jZoCjcJdH8wgTEw1XcpXJDIFneKnJOsz06DZcDo0WleY8pKJh/bvrZFAdD+Hq+HubMQC4Zln2zSsJV4m4CEGXV87LgV5sNF0yrUqE03sFNIQHRcj+R9EdQ6bpD9r/s9g9aDrrnoOAwLixjFjNQ/260p4DgHTbnHB4/fozddvtZ/Z5Dd8FxammOqtNmTZY7vEdRlPiXf9Nvigu9VtPNLtCJotVlJAUoVhLLKgDOLAqZ2CEEXhTpODmeAIHjiSiRvJIGqONGZJTh4K4q1iIQffKu63B6ssJ3/Nv/BkoO4hKar29JXrbvB7KKCslA0LE6WllVMbI4yaASXZhHnOf9Kfc90WgPAX50+JEf/TH8+//hHwMA1FWFP/XH/yN88P3v525XgGG/rCJftmzYYqFIEGHXtsQQcAnjzWZDkfpth7HrUGiD1XKFYejRC+MyjjFgreKIaXqmqWI8QkibJJtmQlDIsumBiVtAg6zT+QiTDYlkqcXAUQCzAZ7TCAHaqAMCBtOhripopbBcNLh54xwtR907O6LvB+w7yaZwUXJY+tuwGJEPAWBL2nnHdLiOYLMuSc4YPtV5KBQAFNju9yjLErdu3cLV5gq7zSaCtH7oSWCoLFAag7qq0O52GPse7W7HlmbAZnOFxXKBF198EU1Tw44F2v0eF48fU/xEVeH2LSrK07Yt+r6jtNDgMSLg1VdfRdM0eOGFF3B2doa7d+/i/oMH2Gw22O/3pMwY03JFYlpNigvJXJNaBNvtVXTBbLYbKG2wPDlDvVjg9u07UMAkhdIzGhC5cIrsp3S+SQVDZrSCp3gATYgAIsojWUdgJ0FAbqU/mb0kEKAjKJi3Y+7P7N2Ja+B6g8lnP7zOZfok0oeyBkjWgQAC5xxee+01ChC9cQN1s0DdlOwepcqpzjly48gciLJuLsGAMNViiOtJzgoEkULPe+jNtuQ8CHhz7oYntaeA4B027z2urqioTN/3MSf6rbQ3ov2njTCkBO89iSGItBX7Bz18DI5BVpFLK6IpC2OgjYoWdCpW4iIjGOlDdiPoOKlzqWYAYo16LtkZBNXTPSSXA/u8o/oXUZgU6ER+UQoW6iMFqJSCKdi/yz5M2RSkxGkAbYrCCmgWz1GaxEtKFpIqucAKBSOlwD/pvwR+QkwRC4Elan2AHUZSGJT+B6dRBofCFJQ2panv4SlCO2YVhCQ6NDIrIMGCYz+gbztsLy7R7lsE57BcLnFysobzC7jRYr/bUUqVJ6GSpq4iVWvEilCK4xKoIBVZ5gQGlCeuIC0nIZNips8bWW5mZgu5LTxtWKDSrzoAiKJCCoEFeIzWaOoKt27cwHq5QlkY+Lqi73MWfU9VGZ216NoW65M1msUCVVlBASjLAm3XYRhHnJ6eRsYAzF7Ihjfw3CuLAvAeIwdoSmaEtWSle++xXq2w3W4xDD3VCdhs8NrLL+PmrVu4fesW6qqEViv0+z36fkDb79F6i77boy4MFssFlsslykJjtWjQDwOu2hbBU42E23fuYOh7bHdbDO0edujh2Z3x4OFD1E2N5WqJoipxfvMGyrrCaEd0Xc/Fg2heAogy2XHOBHo6SisSJEKIoC+EgH6/g+17YBhjYKQpyljoC5qyinwIGK3j9DzEFL98HkKEd3iMSBmQZJdMafK8ZoGAXlmX5kaKBC8fW7uetCamlOTjokLzfycgRYXPhBnIXYJ0vQZFoaILquQ6CgEg5rHrYpE0ynjSseohrRXsHggAgoJn0Jr3g1zPE929IXDNije7Lyj5/ztuTwHBO2yBacW2azEM/cTaPLY5v9NGp5kSS/M4g2MUE7SC9tPJC4BlhAn500QQZiBFyor/LDD1DTUVGppT6lnnRCDALxxel7AECFQymXPPC51kjMWSFkAgBWvKsojWgp3Q5yGePw8UFFrVOR+tAvG/dl0Xo9zD5PrYx58j/RBIgpivC0phuVgggBgC6TfRis/7RoKwwOACQYIrSTLX23QfVMCoxX63g1EKTV2jWTR0Pu9RNTWKsiCwAdLl98ohOAXpPQ9AeSBAgKDQwoH0TMJ8IQmxAxQUYrmM2fAlgRmx9hIboXxSGZRCSkZrVGWF09NTLJoa2hiU/FyDd6yvsAM8V0jkapI3btwkAZnRom1bdF2HZrFAGcc4AVsBcwMD8rquYRXVjRj5mUkA3263Ixnlusbm6ooAA1cefO2114AQsGwaNE0NXVWoypKYDu8x2AE+eFxeFBj6BZq6ggal3nUdsQEA0DQNnnn2WVRVCShgHzy6QGPFeo/NlmWlEXBycoKmbuARYMaRS/06qCNzNZ9nSrE9qqmzfZAofAXbd3BKww8jyTsvGlRNQwDDaGhFbkNR5wwusBcopdXFwFQBltlcFsAw36/y4Nx0nYeMZR5pf6y9GQMpBwQT1i57PxkoYhjJpp2OzfUrZD2LcVIlMY8hKK6kOvIaSP1sTIG6LpM7MGq1SNVDf/DscsZxesHxP5nb7jgDPAm8lNfz49/BVvMUELxLbb/f4+XPfAbPPvccqurmZ+U7Eqi4hopTU3GQyWAMCoHZARUCRIaTSpAqFIZJ4hBg7Qg4j3Hg4zjKmkqh0pARy1l03+fWgcgAT76fayMoph8pF5iCFaVJ7rkC5YD33QAo8vEtFkuUZYGyLJiZuUpZCk70zyUGIqURLhZLFEWBjvXeRWaVKsjtmJbW8bri4sf9nIsJ8UzPUgtHfOFHP4w/8yf+WLS0nn3mLvneNcEL5y0slyuWoCxnkxiKsEt92wLeQwcFOwyww4j9dovt1QbL1YIsDq2waBrUTY27m7vQhcbLL38Ggx3hxhEmEL1b8CbtlYLTCl4pKm/oA/k4AXomSsGFAAsiOqEkLVFHeWJZq+ajToEWEA2FWhsYpWA8W6reoSoNVEEumrObN/Ghj30sSlevVw3qsoS3FmPXodvvKQ5HG2y3W6zWK9y4cQPBexSFwcP7D/D48gLQOgrLeE+V7FIpW4u6rnH79m30fR/Hh7A+IQQ8fPgAN2/cwDN378Jo6qeHjy8ITGiN1199Fa+/8io+93M/B6enpzhZLckVEQLabo+ub/GAlUnHvsNyucTZ2RlWywXqqsR2t8dmu0X7qU9hsVjg/PwMi+UC8A5XlxcYxgF9P6CzA/rLEW3fEy19fo6TpsHJ6QkxEi2JTzlOFRbHvwKoUqgnpX5RIyxMcbhBg1xR7d5iGDqookBVN1BaY3QWdbPA+Y1zpraBoReNDI/RefQs3BM3zbgGJUaQ+nZq+IQQJqBAmhwf43TC4Ub+5hszWt7FuZ/uWx0cmurA8RqkVIy9kEuQNVGMklyDQOKoiIgJ8NoD3qHvu8hAlgwgFFdDDEUB62xWxjqBoXydnt5R5uZDvub/i2lPAcG71Ow4YrPZ4Nbt2299kMvG/aYPFXR++D35AMpBASLSFx9zQpuAqAWyr9GNAEKMSjbZJikD+jqqThr5+1PlxMC64iyPB2EGxL0Qr1fOFWsjEECg6nKG6TdJH7L846JUL0kTGyqYwxHcOT1PZInigkaWRYM8lCoZiIgrI5AWOsDpXyEqnyGEqJznvcNiscD7XnoxabKnR5qsIl4UJEfa8fk86Ldj4ZTgPAxUDDQUd0LwxAwURUF5/FWF9XqNvu9RNw0JFLVcPEexFQhZCLnufVxuElD0IUIoZkdCtjApTiVjB5ACMQx8pAZQ8PeVMCigeEFhYKE1VFFgdbLG6mSNerkEAuWpG2PgDenvi2iM4+6TMdm2LYqyQDM2aDkCvG3bCBqFOeq6nmpd8GYjMs/yO49D6HuKZ9jtdpTxQT4eeGdZ/ZGYmquLS2gA65M1tFJomhrOj3B2QO8dRhfQ7klAS4L3RLBI4ly01hjGEWVBtH3V1OSnR8qKGVi0ajlSIaiipOJPTWiglYo1KkJuBefTPnPlHG4eYrEGBAeSDFbEWo2OwGXPdRQo8t/HzVNGibjipM8pQFHHc9MYRwQFx9a+/LrE7SHCStd95uAcs9uWLw5BficGLkSHl0zCdI7YZUquWydGTwybAzCQgiDn3y+xUACntPK52WRP8VFIa6b0yXUxEvlOMFnDn9SmH3vb7SkgeJda17W49/rruPvMM2/r82/3WT5psBytmsXUouFvHEdKAxyGDsPQwdoRNRcLOlmv4pU55xCswzCmwjFigc/dBjmVpybFkHi/VOT7FLoeKOLibrmqX3D0HRT5XaCqimhdXV1dwjkLQfqJCiQffVlWuHHzFl2XMdju9hjHEcvVCkYreE8+5a7rovUTFFnTEMEl77k4UF6/wUVgZUX/PlvY6HkkGjLmtrPkr/PJUghKQxkSW9JlATVo9ENP0rVBYegHjiXoMXQdwnqNoihwenqCqq5QVhWeee5ZrE5WeP311/D6q6/iwb17UGVJufwwKJSmZ82LvPGUBqUZHmil4RAwBofee1h4aAQiErIVWHFsAbKNQgcNA2BRVKh0gZWpUUChgocuPZTy6CsDvWzwoY98CLefew4DKBOC+oesLeepb/qxx2g9rPXYdR12bYvb9++hH3pAK2w2V9hsNnj06FGs/SAL+eXlRUwXEwW9vu+x3W5ZeW6MC7BzDn3b4fHDh7hxdoa6KrFaNhj6Fp/5hU9TWqo2+OTP/3Msl0u8973vxXK5xPn5OQpDok8hsGjU5gpj38EOA07PzrBar3GyXmO0Fg8fX2C722Lf7rFeLdE0NU5OVlit1wghYN+2uOTUzL7v8eDBAxRFgeVyidVyiZs3bkYtigf37rFbhIC28+TyUmzdBiR1UYUUPOc9p30qDXBwb9eOxLhVFXabC9y//ypWqyWaZoHl4gSFoVRPVRhoXUYVVs2M22q55s1SKm/EZQURgByh7+egQClFGRHpqOw8x9c23mMJ2Irbi+ErzbUUyy/FuVKg3/R7JuedbPwEBrSmUuoqd50oxBiEnLAnNjQVWIpaECalM4tEctu2kzil2FdHEc+/+PYUELxLbRgGXFw8xtAPR9+f+7PyJq+8OXro+Kg5FjcgP3mQo/cOYVaGl/QDFKqqRlWRZW04ilmsYNlwnUek1SQ4J792uY7IIMQoJLkuji6O+jySO+xhrUs54WUBxUGFAEVK29FilOJBapo6J1XHqrqJOvejtXDDAKWo+p5mK6jvW9Z595GxGAeazBqaJzgBgOCnpZMFgKQ0SokmRkybA8cqBC+Wf6pmKAGPwQDaJ9VAiW0gVwQw2pHAmndw3mO73eJkdxLdBmVZYLFooDTw3ve9BISAn/mf/lnMCqEsA9r0CwAlMwYmKBhFS7lRBtZ7DNaiVA5D8DBwcAiwUHCKAqRkWdXMNJTKoNAaldJYljUqU2BZlCiUQoUApQOUAcqmgFkTpX5yskZVV7G2gmd2YrAO/Tii7TpYR6ySG2jT2+52KKoS667HwP717XZL2QPGxJoWfU9sgMQHLJdLAIhqk/0w4Kd++mfR9R2CD7h76wZeeOYu4B1WiwZN06Cpa9RVFcWedtstqSw+eoRxHElhsShw8/wGvBvRcSEpCVjc7/cIAKpmAWM0Tk/X6LngFGnpU4VOcWHVdY0b5zfQdS1t9i5AVCol3qUsKGvi7OwM1lrs25Y0KjLlTDEMRXArrRA87xQg+SJUjY8ArHMjvLOkHTH06ENAsIH94k1MzzXaYLlYwFlaIyQKPwQR8NEw4qXLmIp5AKGsDYkdED2UWRpvdgc8LeJrARLUm1Ke47ycsA0SKpvJ98S1VTGbMQMbM1CQd+50Xc6QlxK9CGHcsjsIgcqd8zOQcwgwEDZL1tDUT0/eAz7bmOEpIHiXWtd1uH/vHrouKRYe87keey0e/wbUWfLfpbPnvrP8uHzTlhxbAPBOwcHBji5qwYtVUdcNqqpEYdiaYilX2tBYkMeUEfXK988jaPP7EblRek9q2hMokBRECQpzzsYNra6aWCfAOYeuT2WQpehIQEp9FDnb5WoJrQs47zg6vMPp6Snqumaq1qLdU4qo5lK6CCoushp6spgJaAL3EbEaOgY5BqSFDuzSADvcfaDUN6KtGfQ4H70mXvECzRS79WQRwnn0w4B+6GFZXOnx48dYrhbUR4oi701pUC8bfPgjH4YC8P/6+/89R9mX0F5BB4VKFzAIKFDAaAIEBXMEWmkCBGpE60b03qGDgg0BHTyGEOC1ouyBAJSBsg4W2qApCiyLCuuqQWUKLEwBo2hBUaVCKDUWqwr6ZI1bt27i7MY5FouGBKNGCx8AG6imRtsP2Oz3oJx2oB8GdMOAy6srmKLA+mSPnrMFLi8u0LLeQF1XaJoGfU+1HC4vL6PIz2q1wgkXHGvbDt//3/8gHj6+AAB87AOfD/3FH4MbOpyu1/i8z/s8rFcrnKzX2O122O92GPoeerdDWRTo2hZVVeKZu3dx+/YtjEMHhYDdbgs7juhUB+c99m2LO3efQbNocOvWTWw2G+z2G3S9wzBQ0GFd12iaBRbNAjfOb+Dq8gpt28ZYFmKGHPqux/nZKRaLBe7cuQPrHB49esSZEQO5ZPK1Q+WAgB+YTn+roMieDjRm3UjZBUYH2KGHHQbsww5aG6xWJyiKEmVRYb0+QV3X2O9bWOs4i4czWQrJ6jAclJxdw2wO+ZAFAPocKGQWslIzABAm/0ZcS1JKYaIdc8ODaROeV3J6XoSeQNenFmMm5LPZunbAXKgpoAjiXWO3YEDSz6jrOq4psobESosK0cWat/yfiZGZHSQ+kHfYngKCd6n1fY9HDx/GSONjLahD/CcbyjGW4I2yFObvH/sBkG24EswTJiCAJpdjv2uH4ImORwickggAKRtBqVSPPr+2Y8GMYuHn7gthDsgKB4wuYAxQVTUF+igym733cNFKps2f0LaEx0vwj0JRltCmgA1AsCPsMKIoC5yfn6EsSigEbDabqAQooktCr1INBQWT5XyPoxQKkuhjDcUVAEV2OSqYcbqZACVB/iSFO8TFcOgHOE+brTEGRVmh3e0xdD3sSD7lYd9iv9tiu99R9HlJhXxGZ3FxeYGqqXF6dgalFQyA8rzAS+97L3751/4y3PvMK3j4yj0KFIXGUhuUUGiUQqnotSIIQ0BCuS4EdNai9xbbocfgLHZ2wICANvi44FVQKLXGab1AU5ZY1TWWZYnSGJTM0AR4WKMxFho3b9/B4vYN3H3mLhanp1SaNgSEYOAHiri3HuiGERdXG/DDhXUOlXPY7Laomhr7to3xAF3foTCUFrtYLIgB6Knq44MHD6AUVUK8c+cOzs7O0DQNVqtlqpAHAu+PHj2G6ztslgusVyssVyv8oo9/HJ/+9KfxyU9+MoLcYeiw2yk8uP8aghvRd3s8++zzePa5F2DdT6LrevTDAGU9oBwuHl+g6Ro8u1xguWzw7LN30e73GPoBSml45/Hw4UM0TYP1ao2qIlCzWCwwDAO2222cP7vdHh3LVRfGYLlaoaprrE9PIzDwnOapTcrKATIQznR6jG/JqH0ED5WVMUegudntt9CapJj7vmOXXQ1jSLyJgokt92ngNY9S+kg+OUtZjiqLAS64mEURQsjqm/DakvnqFWiDkyqNYCZR3D7RrSfvz5oEAuZSwyGz1I8xGPm6leIG+D16Y7a+pmPn3x3LXYOBgaJrtBnDKWuixFVIhpRkfeBI/IC8Pt9IZrDnbbengOBdana02Gw2FACWvzF7RmEO/64/lI5/QlBJjnRlAub+fPm8RLlaayPiNVysiGh0SqsZJWLfDkAIMIYiccvCYB6PIH6wOSg4/Js2ClIZpC0jTkTuiigOxJaGUgp2IJr94or8rM6T8E5RGBbQYXBiNDSriVGxF1okrbOo6gqLpolgSIR/yDIyAFfdA0SfXkHpqQ9WUhTJ9ZICooTdcD5FTstxItkr9LNkJDjncLW5wjhadNaiaRZYr9cY+iGWOZaKhl3foxtY9MRoQFPdgP2e4iFoE0jCUTdv3sIHP/RBhMHi6sFjFF6RT18XqJXCUmmU/FMw9V8ojaA0glLo7IjBOmgoDHaECgG999DBx5TCGhqVMTgvKyzqCqu6Rl2S+0B82DYAqjDwRmN9eoL1jZs4OTlFuVwiaA2tA4IJ2LQtLjdbtH2PloWJImBEgDIGAwfdDeOA0Y5UNXAYMWqi8AFK8RNrS4rWXF5eYs2+eokrKIyJVfk896NyI+zQRwXB5557DpvNBq+99hpnlkjFyR773RZlYaBUwHvf9zloFkus1qeA2mEYLci9FtB1LQJ8zI44OVnHcQRP86bdtwg+QCsdUyDFtZcbFOM4ciXGgLqucbZYkILjYkEKiKB1BwBntORUt/jWIVZHNJp5YYgehQllHwLsOELpjEFUGienZwBqVBUFi+ostVpEx4AAYzxCMCmOBilMNTIFbDV7dj8aJexFSHok8lkRIMrSC2NJdD8VHsrXnxgcKGtUpPeTETZfQ/PPpjUs/3w6h7wXPQgHa3T2Zdn30TqDGLSYS24TCPUkGhXSx5NXQk1fy9qx195OewoI3qW23+/w8md+AbtdpliY+5Se8NnrHqQMsjxSVVpK8cPBMfngE7EeOSZG3rP/fhx6rgM+xJrvZG0IOyA106dUm8omQg4W5v8GwL5L8R9yLjNbclqz1j9zZVTud4SzI15++RX8B3/0T2K32wMAfuu/+hvxy77mq7iAkYI2pDleN7RAjs5hsA5Ga9y5fTv2ycOHD7Hf7SidElzhTGtoDbLYnSc9hqhtgMzqoBLAWpdYrVe4uLjAZrNBURCY6vqOH66GtxYueLiRPk859cwmsL79/+a/+Jt47d4DBAR8yRd/EX7l138ttpeXRBtzvYKLx49jSePRW3gFqKqCDQH3HjzE+vQUt/o7WDenKCoqwHJy6yY+8sVfjGWzxO0bN3Hx6V/AuN2h6gcUHqiCQlOUqE2Bdb1AaQosypoAmzIYrMPgHK72e/R2xNV+x5X/LDFGIaDk8bNmQZ6yLKCCAwKl/wUEBGOwqGssT0/w3Isv4vT5Z7E+O4WuS4wqlTP+y3/tr+PHfuInsN+3gHcwzseNY7leYble4uatm2gWC+y7NsYQbLYbeEcxFXfu3MGNGzfixnVxcUGFoJyDMQZ37txBVdWoqxov3r2FG4saZ2enKBk4bocWQ2tw//XXAO9x59YtLJsGH/z8D+C1115D2+1RFApFaVBVBuPY4vHFiB/70R/Fan2Kz/vc96PtWrz2+mvoupYCIJm5ff3117Far3Dz9k0smiUUDBd7IoCfp5tSsOgpiqLA7du3I4slNTG6fkA/WrT9gKZpsFwucXpyipOTU3RdD+dIilmCXLlEGRA4HiaLi8mpdaXIOg+K2YOkhEQj31tYnq8Xjx1vYhRjsFguUVUlTGFQl4to4Y7Wcr0IRL5daclOoNiguqiBAGy3OwIlhmh2F6Q0txgMtDEKG2BtUj1NjOd0zdPR0NHQykDlDAHYEXGEHZivuzH2Sj5PnXXAEMzXwvz1ANY+yAIbBYC5Wbq2AqWAIyiEitUlHTM7mVvlqHH4LrgKpD0FBO9Sc47K0/Z9j2EcUJRlRuG9/XZ9oOGU0pKWUoHSIMn1AaaUfV6ZT3x78YsjCEjXcByJ5yBg/nq6rsN70sbEFJ9oeUuwEYDBWrz8yqu0cADY7fcMyukzZVVy6WWOefCeo6Ep2EykfUmNbgCQFYuKAIWsDFJdJNZBRI6IBuWoY5PUzYi6lH70bI0AYEVACihMZVfFgh2GHg8ePsK9+w8AAJcXl+jbNv4MfY9hIIp4GMcoXqO0RlFqwBi0XYe2H9APA1aK2BEfiPFZ6AI3b9+BbXtU/YC+uYK/vIJ2HqX1KHWBQpNqXWEKlFUDow397QLq4KGKCoMdUVYNpVYyYxScg9GkINksatLuNwrwZEnTQg4UZQmzXqM4O8fJ2TnWp6coyhIwBTSotoNWGg8fP8Krr98DAFTa4ISBTRD6W2v0A82jRkZeQEwL7Pse6/U6WqcKnLEwjlzidoPtdovlkizIG6enBGiYKdBaAY7SQbuuw363w+XlJeqKdAx2uy0UyTnCGAVtEmvUdi2ULiIrtFwuILl6nis3ynWOo4NSJJvtRgunUsyNMEmSaeC9R9M0MVZF3HIDFycbhpFjcKgIl9E6ZvmEoGCdhXJSYVMALZd69orYGe9jyB1Pc0igIR8OKE5rVpyiK5a6o99aK5SjoedZ0PihdUYxm1hTGiin1Ur0f0zl88QaFkVJrkvFcTvZuiWqoErmaMYQzGWL5dqvc5tO1lAeSG8mjkD6RzEYyFkCxRZ75BHmgYoq+1c0iPJrSG4LsIEkqqtRzl2pqD55eF3Z2prd+zttTwHBu9SowlmLq80VLi4e48bNW5NgvjfbjtFf1/m5JlXRIp2W/GkpCC6lXDlnMfakf+8d+eglhkAoKw3K5y9MEY0GoRxj2o06VAE8OgHBbhL2VYoaolIKinlmASUxuAbEGggtOesQGEWBkqcnp/y5ESNL065XS6rN7j122ys8fPiQ/JWaz8vMAFm1VOZWIaAsTaw3YO2Itm2prG1psFwuQVr2l7B2gDFJPx8gMFEYTamI1rHgUsqvF2tvv28hKooApao+vE9a9l1LQWcidzuOI4ZxJKnUwmC5WKIoC1xu97i42uDx1Qbnd59FUS0wki41tAl44aX34fm7z+LxrdvYX1zg4Sc/Bdd2cLsOGB2C9fBewykDXTUoywpNvcBSGwRtcOJZ91ApwDsEa0kKl2MLPMSSpKjv4Igh0FrBFAbNaoXFnVtYPHMX5+99CfXNc5i6QdBACI6qv4kIVDamC1PSMZpAhQ/Az3/qk7h75w7Oz89p00PArt1jv6eCT2VZYr/dsVwwV0V0VIVwuWxw4/wM6/UJqqrE533OS7i8uMRP/7N/hpPVCifrc9hBAcFju9nETJuPfvRj+OAHPwjA49Gjh9hsLoktMh7aMNjUCs6N+IVPfwrNosHp2SnqusIwjmg7yjzohgFdN+Di8QVVSlyuUJgSlgFLzuI55/DgwQOUZYnz8/PoRhBQ4LdbWEf+9+1uj+1uj0XToKwqnJ6eoShrNAtFrpVxRNd2cNZCp9B7BM2xBD6JAiklpEAGjoHokoMh4SZaXwKD7gBve+y2A/b87NarNQUh1g1OTtZYn6xxcXmBtmvRD8TA9f0A8esHELA5Pz8HQsDIYEjAuTAZ3nsqBuZT+q/MuXweTTd/WYsoQ0khrUfR1s5UIOdB2ccBBW3SUDozfObuA/mG/LdAhhDdNprqusagwxACbHDpu1kETlhMifuaCxvl1xq//WlQ4f/vta5tsbm6wunZeQQEbxQcKC3wwJmnKB7z09PgoE/JhD52/hwoRJoty52XwQ1oGAMgKAg4DYFFaTyreGEKBq4DAJN7kuvKVMBkvQmcsjfPVNCagq9OT07wrb/2V6HvewQEfOD9n4eKXQRaa4zDEK1FozSKqkJhDB4/fowf+P7/J3a7Lfb7Pb7kF30Mzz/7TNROF1Eb58jPazhgEAAHADpIzECq7uZiBbu8Cd0H8oJO+mLiNgFQGoNf9IUfweXlFYZhxLN3bqNvWwIzI9VEkEBFUYEMQcEY1j0AKSQ+vrjA/Xv38Z73fg40NGlKKECrAF1U0LXC6c1baKoahfUY2w791RbBEiCoQGmli3JBGSO6hClKaGNQADEDwHPgZLVsUDiLitMpI4OqESWYA+fG14sGzY1zNDduolosYXhzj9acD1De42Of//kwo8XP/POfo9dIvBoAsFqvqWSvokj6q80GfdcR08JiVNaO6LoWl5ePYQrNcSFU48LagL5r8ejhA9hxQFM3aKoKfr3C2ckaVVkBIUSVzpLFgIqyQNvu8frrr0EpjdV6TWmjbsAw9uyT1rDOIkChbYmxWiwXUEqzBkLA6CxJRmvFJa0djCGgqECpZy6yUKk552KMiLU2bgrNYknZMW3aOKkGwYDNdstxEk0MElZKk4ZB30fqneE8gkWKH0gmLIEDcOZClNsW65hT9UKA1nFbjefu+w7WjZxC6zCMLQCFuiyhFJUKNqbg7ARi8rwP2O32RKYH/n6tM2taAYGLbnlRJJT034xGn821BAZYfh0zjRQ+9h/94x/FZ155FcF73Lp1E1/1S770IP4qnhvSB1GgO/1vMt+z/ox/QSDB5DgVcp4msQXkIhnhKMAisrtiZOR1Ed4NRmDengKCd7ntd3tcXFzgmeeej4FPebtu4xYwgAkVFg798UL5Z0Eo0lQ2gOTzIYRJ4Z54Ddl1TAe6YWs6wAfyHesATEGAnvx7fn/HAiG1mQbQzEHKPEgRUDg/O8Nv/22/OS5oRVGhKEucn50hhIB79x6Q5G/fkyZ806AwGvfv3cef/76/HBmHW7fO8fyzd+ME1krBeQ9rBywWJ6grErMhtoEWXQmopEBCH9kVkS+WZ2Q4i8IfAXFzN0pZFvjqL/8SUsK7pChxikDvuWrhGKV2LYsZBWhyCVgHWAs7Dnjw4BGqosJH+4EAAXeZ1gGFAUxlUN66jXByilW9wNC22F1cwo8OcB51UVHioWf2yYOqShYlSqXgAfSjxegs3DiilOtvGrZgiJ0qjKa6CCHA9iOUAkxZoD5ZoT47hV4soYoSNiTaOHiKbP8lH/0onj85w+a1+9i2HUb+XgA4PTvBarXkSHaFxxePgUD0vuXgQtog93j46AHWJ2tKwyw0isJggEfX7nH//j0MfY/VconPeeklFFrjFsccUC2IClVZoKorqlZYV9juNvjUpz+Fs/NzrE9O4BFIt2JD1wIGBNZx5UCtsBpWqJuGXViGro/HtQQGam2waBoYpvsty2Hna4L3HrvdDkVRYBgGnJxQyt9qtaSUPxtYtTJgGC2UpfiCqqpwdqbRNE0sr+ysxca6NOf5vzpMreJoO4dAwav8YnIp0GZIgkxifLD8tqMAwb7bk+a/AvYtBQDfvn2HWS0qBGQrYBhG9P0I78k/vrmkstF1XUaGR0dKkkSz3EiZChI/MAcCwCE7kBhLck/FWyQrB0Ep/L0f/CH84A/9jwCAL/jwB/CVX/YlB4ZO6iEBFjoCAWQ/0/VZejsZAnMwIEArByryWxgcz3FfNY+Z/LpkPc/bu8EOAE8Bwbverq4u8fprr+FzP//9b+FT1/vm8+Ibkw0dYqml7AJpOSuQ+9pkM1ZKxTSk4ENy0HKkr3U+WrsySYXCN0U5TeXJAEAeqyDflybWYYWy/Prk33K8RCIrKK7YRmlQ2mg8ePCACt7sWxhjsF4tUZcljFLYbjbYbTbTPqWdiCYyuwq0poJEpTFk5Qx9rBQocQ0yEcWay5F5jMdgkfTgA5nM4nOUPlcKhdYIIqHsHBxfhxspjW0cRlY+pMXAsKuHGKbAQWMdFChzYXO1wetB4/7r97FcrHB6fgOiv64LDW0CBYhqjeb2LRTjCHN6ytXxFLFASmNRLWCUhoGO3WVdVvFQadJKMESXGv4Oo+n64T2qgqpSDl0P5x2GcQDKAqgKBEPxDd6xL1lxdUSj8eD+Pbz6ymegnEOhgKA81ShY1Og2Owy7ljJFWFOAItQ5ZY3ZmHHscXV1gaJQUFigqSq4ukK/1/DOoW9btNpAOYd2u4PRGmenJwS+hhGLJeluLFcL2tDrCkEB3TBg7T1KbXB+4wb6foGAAOtJxIsWdI2youez223Rjz2KosRytURZlrh58ybatsXji0uMowVCT+wUp0tKoK+Mq7nV51iEqW1bLFdrmKLA+fk5+r6nOgesbQFFAYoXjx8TE1LXqEtiyu7ceQb9MOBicxlFthTHUJAFTs9QHN6aRcM8fIxyl31PSxZDIElv74n29lrEtQKGfk8bolbYbC7RtntULHJkNJeXLgp4T6zBZrOF1DyhbAYVNQ3ky6uqYtcny4xPMgvydVCKE80YzHgTmSEUwmzJZQaA44UUx7CoouSYjYLpsAwEHGEI3qi92bgFxOtOa/k4jnFNyF208zX1nbangOBdbi27DEha9/qWb+oZcZQFqajJg5fXrkuxyZmDY2Bg7m6YnBMQxyFNbqbypZaB0hpKS8RukvLM70NovrmFnL6TfueD99jPpH8CCJlrw2VHaVLud3sMwxBTu2oOsELwGFjW9uz0BMNAVmtVFpPzhhBQmhJVKQGJPqYGIgRA03ft9m208rTWfJ4QF6DYfz5I98UlA9lzodRAug+r0kIVGJyIaFFg9kFrxBLQ5NcNMV0JIaDvelxhg8vLK1xdbXByds7nVIgDiOMvTFlAOQdV19AlgTpnHbTSJECjDAplKIDQBYyjg3UWF7sd3UNRYH12hrppWPYYMFohOAdvbex7KS+MriXXBgKCljEpEIPz3j3QbnfYXW2gQoABCSA1ZYGmacgVxAGmKgBjWcZ0NR/FaQKXS95jHFaoqxJVYTAyMFQhUNbHOMIaAzsOUGWJRdNg5E2xqSuUVYm6rkjJUuoMeB8Zn6quqaBUv0TXdxh4Y1cqVTUdRqqC6JxFs2hiqiO5pEgtcbQWZiSgV1cVjUFW1AwZGMirjEbXQVmhUgqLZUkbMmeuiC6H54qR8AFwDroBNMchQCmYtgBs4Ch+1vBgIDDxdiuVTNrMtFUhRB2HuIoohaAVnSpovv+BAnCVxtB3GEfa5Emem8qQK2MAZr36voyBt7QmOI7K53kDsBuLgntDCFDOsZeKxlXy518TTJgvsNnSuVotcH52CgA4Wa+Ofk5pzUFTWaaBzHD59SYBwZsGAxB3Dn3f3Fg6tidIy7Vh3m57Cgje5ba5usK9e/difvCbbeKbNoYsLgkGFGYgl7qM/rFswCQpXT8ZFMIySJPgFKV1pAkVU+DBO5r8BfvaNcUTgKnSABUtGzU5fwq0mQ7YjAKbBT3OgYDUMpD35NxV3USabbcl/2q7p7Sm87MzYg+UwtC1GK3F0HV4/u4t/NE/8nvjd56dniRsrzUKQ7KsZVlgHG1ckCRQSTILvvc/+6v48Z/8aQABX/yFH8Hv/O3/Gvc5bYrcAxyF7eK1CxCSwkoIARoKTmlC+oY2hb5jdcSJ1e3YH69QVUUM5rLOs9uBgtd2bY+f+umfxq5r8ewLz6M2JAtM/nVHkfqFgeYYiaYogIICOe1I16qrhq7fA8oDJgSo0eGTP/dz+PY//Aew7zoACn/od/9efOMv+xUk2gQWizEg67QEvAF8UQGhQLUqqaRw38HbERgdlB+hvAOcgx9HuH6EaVuUdkQRLGCAxbKGMQGwAwooKFOiXjSAVvDWwTpyFXgOYqSyxwM2VxusFkuU2mDdLFBCoWu2KIsCi7rGimWJ/TgCWuNkuYxZKNZbBARUTQVTGAR4KA2YUjMr08MHj6os8MJ73osHD+7h0aOHMbakMJonAs+/4HB5eYmyLHF2fo7FYoHP/dzPw73793F1dYUeBIjrsiBma73GhgMaac4AhTFc82LkoF6F7eUlXW/X4eTkFC88cwcPHhm0XYuu7+Hg4R0wDgPcMGBsexSmwOgcyqbGrVs3KS2y69F3ezhL7i+EwKWwqVkn808CDnkzVQrBkdYCbfikgUEbMzFvKsgaERAk80QpDH1HmT79CFMUMKYAFDFvt2+dIQRgtKy90fVUDtuFFMejVax/sWiayVpHoChnI1PpYsQNnNavwHEsQRND8Fv/Z78e//K3/Gr4QLLmZVUyAFCxlgHTHXGey/oma9N8832r4GAeJHis5WuhsEmyvlZVxYCriK/T8W8fFLxjQKCUugXgWwD8KgAfA/ACgAHAPwXwVwH81XBESkop9ZUA/jCALwewAPAzAP4KgL8QZHU9/MyvBvBdAD4Okmb/CQDfF0L4373T+3i3Wtd1FLWcFe54UlBhELpeTYP25HP5Zjq18ulz4tPOo26f1BKbwH9rOVkAOBKZ/GVybPJvObbYpiyGipNyel8e3qtJdOx8AuRMwTEJ5Jz5GK0j2VvryN+tkySzY0lVqnjnUBQGd27fmlgR0VpngJTEQLh8ajbxxKJ/fHGF1+/dBwBcXFxhQlEmLgBKybOhyThnSbTWCCYpNhpDgjQlU6iWC/UkiMG2WxA2gsSEBHxZRyDk8uoSDx6t0O735IstSg7y46p2EL8quXqUAVXBCXHIURldea5seY12xMv3Xse+JRnu/W4LxZLRYOBIK6wnv3pgtxa/FpylDdhyFocfKH1qtHB9j6HtoUNApQ2assSIAF0UCErRuaGjQI1WCrosgIGfZc4kcWxHcA7wHou6hlEKTVWhYjZgwX51w7UPyHqvUDcNZQS4kQSeeHMXMRypQOk6B60X7JuvUXKgHI0nCNsMKEoro/GkSZlQGzQLjbqqsVgs4R0p0Y2jRQmqjlgYA1cY1shI+feUNujZHUUBpWPfY6w7DF0dx5D3HlY7KmvtA4KjPkEgttIGD11S1k1hNBxrjHinEYI7ZOUgcwbMctGIlPWCXGMyUsN0zDKAED0JBBVdLJSmC3ZbkHiR9za6LozWHPswxjWNNn/OYvESJAhoU0BpTwBEmEQtDFnGYPK1Q+amAhDons7OTnB2ekJxIMIIqBQfJQ83/Tmd1xM2IWtvBApkPTv2uWMMwuG6H+LmL2mv6dnxtT3xCp7c3g2G4NsA/EUArwL4AQCfBvAMgG8F8JcB/Eql1LeF7G6VUr8WwP8BQAfgvwTwCMC/BODPAvgqPuekKaW+A8BfAPAQwF8DgY7fAOB/q5T6WAjhu96Fe3nH7fLiAq9Vr0RL+ljLH6IgOllkJAgm5bynTTJmLYBozSjryU0pHAyQYy2V/CQGQGhLpQDF/mWlQkxJAnwKggq0CJDSISFo+V66B1pQcvGQuftCmrw+j7YW1EubNlVk7No25lDfunmLom65Hnm738OOPYnoiH4A03o+25RJVnUqvzoMlqVUwcxMibIoYbiwzPSCaVHRSNKs5F6RhYIWLZO5SsCMgS4JFIivVCkd1RNH1inY7/ZQoBgCEiax0LqA0gp1Q9ZAAAm4WCi89uAe2nHAK6+8jNs3b+LujRtEswaieaEUNFPoRmlSHPQBRVCAD1D9iOA8BRtKLIkLcH0/oVdV10Nvd8n/yuyXVoBuKuiigKlLWOfQ71v4ln7gLRQc4EcCKqPDsNliu9mi9MBJs8DNszOMwcEahc5adHZEUAYqkGjWcrXEjfNzKn3ctdheXSIwgOIOpjkQPG6e3yJdge2WykOv1lgul1w/oI50/cnJKc5vnOPBw/touxa6VKz6SEB2HAeylpXGdruFDwEvNgssFkssl2uMbuCxSH5naCCPZnfO4fLyCouBnt/J/4e9/w60bsnqQtHfqDlX3PuLJ+dzOnfTCZrQiaa7oZEmI7TiJQsqggLiFa8gCogo73GVJOo1cZV7L1xEUcwSG1BA5NGEpqHTgT7xy3vvFeecVeP9McaoqjnXXPsLJ9NrnLO/tfdcM1TVrKrxG/nESZw6fQaPP/4YqnWF+WyB6XSC6WSM8WiAggLm8xWslDfUPi14QCRy4oB6vcLlixUOrlzBTbfdhpMnTmAwGEgyILeU7J6svgnB4+DwAG5GODi8hBMnTmBvbw/T6QTBS6htU9dYr1Y9zsZaIt0l0G/7k0XsOc1AavNAdwUEBTHGUH3TgCgguABQI+BWHQgP/RpQJj4cjrG3vxdNd3UlOTkW81Vs13AwkOJLVm6aKJYhZySzJGdAxiaK+fWQnkdaN8Mps5c06GYWTeZRcyHsUh8Y6Dunbx+2410H8E0z7HYykxKAKMBY8qcnggieDEDwewA+E8C/zzUBRPSNAH4FwOdCwMGP6fGTAP4RAA/gzcz8q3r8mwH8NIDPI6LPZ+Yfzu51P4DvggCHj2bmB/X4twH4HwD+IhH9GDP/9yehP0+IVsslDg8PN5gckNBjvgAT6hSHLXOkY9vQTQWmFMFAJ2Xntc4Bk2StYjgU1TtTjTHBkam/LW7ZI2h1RKv3TbAyvxylXokPBpgbDTFKYMD6m891O94FPaLOF/t+UzeqGhSba1kUmlmxRrVexQ0hhXFF9qy1I1xc3OaH4D2jaQLq2qtM70RD4AhFUcbN401v+Fg87/57QES4+6472poGXcw+eBPpo+bAKi8akhfwInLTQBNWsQ8YqcOceaIvJ2OUdY1Kc0N4LwVopGJkmbQXoUARxIa+Xi5w7pFH4KoKp4sSo7IUR8nA0f0J5QDEou4nMHgtDC00Pn4SQxzJAuPmYoQ//fbPkFTXRHjR2VtRXz4E143Y/BUAuoIQmhqhdAhLKZTULFfgdQVar8Gs/Qg12Hs06wrr2QLrxRIFCKNygFN7e1j7BiuWinyBgQa6DpgRGilX7H0TzS9W5MYRYVgUQBAfkL3JFGDG3nSK4WCA6WSMyVi87ieTsSY8koiXoiwwGkt+BJRioy7LEnJAkv9I2VqJFLpycAByDqdPn8HB0RXUdSVFn4yhZHNaim55rKsljo4c9liiBcajMQoqsF4uEHzAYr7AL/7Kr+L9D/4+qmqFM6dO4BNe95FJe6UVEomKTBMhq3e5mEsiIicmoclkLL4SRYFQi4bD6XowB0sOXiooOsmKN1CAtFqtYoZHS9hFgGoDgKBSdQRAAAJxTA1sa86pgMBQLVT8VD8JnWS+saJZFiJYqnYPml4aMeFSURSoKgnJhSvA5DQbaYGyLKTEsLNyzCnaR1hR+70gttSYJgMK5MRPysXkSXYOZ9qDbT4DVzvWBwxybUMu3QuWSj5JsGaSaSURxxS2vgMjwLTIyUH4RugJAwJm/uktxx8jon8A4G8CeDMUEECk+lsA/HMDA3r+ioj+KoCfAvBnAfxwdrs/CWAE4DsNDOg1l4noOwD8EwBfCeAZBwTL5VKYTtNWx+UTpGs3Kixjn04Oi0+14juWJa3RMKJgYEBRsLkG2dOi+i6j1oRUtVIEBRDbMkyyFD2lhk6FyJChzzTHH0nKY2FoLoIUscuHaDZpqyUTku9rm9UOH6rj1XK51LGEJtEZYbGYo64rLOYz2cizSACXLVpjzrEWQVkCcGi8xHHXjY/qQdlALEe7qEbf8vGvi2lwrZ0GCCwu2JMwU/PCjhJVZm8EIMwX5lcgks1oNML+/h7qtSWUWWpN9bWUTvZSsdFbZTdYMihGyQ6hrlEtFzj38MMY1DXu3j+B4XiCcjQCe51jTKAyQDMDiSZguQSaRpJSBUkuFOW9wLi5GOKrP+1zYl/qdY3q0gGa5RoOjPFwAJQFimGBUDmEglCRhKH5VQVuPKhuYNUom1BJkafFGqvFAtVigRKE8WCIk9N9rJoa1FTwrKmtvVczhjkOLsHE0YwC/a4gTfcaJGJjbzJB4ZykVh4MMJ1MMBqPMBgOtFS01OxwhdTNGE3GoNIhUC3pdV0BZvHAl8iWAsORZFC8fPkyTp06idNnzmC5Vqna5J/WWgtqOgioqoCmqWN0xng0xqAYwGtFw/lsjp/++V/Cz/zCLwEAXvi8e/DGj30ViFwsiEPE4qNjzFgftVwusK7WOHHiJMqixHAwQOMKNK7AmuT+tk+w91gtF1ivlxJZMxhgOp1G0xmghcSyMueA1B0w8G97iuNkWoGz4kG2p8i+YLNe9jK9n5qxQAFeNQgFi6OhI0JdVWA0GjosKcQxlLoN8/kSK1rJuAJomiCpw0Gx1He+Rk1AiG+kG6Jnu5+ZBTIw4FyWrlhRGJNGIJA5Vl4bKLDjXT7QAgAdkwABVk0umva0ubHl2ZkwlQd7y7HwxKINnmqnQtOb5x52b9XP/9Rz/jsBLAC8nohGzLy+hmv+Y+ecZ5SsdsClSxdx5tJZnD5zpoUGc1VTy18AEGcymxwkdmIfPKDOPkHtZU8AAMJsTNEmqCUYc1u+b2rRDvha7YzmBQ11DBKP++Gg1PreYou39Ku2sbQgR5z0tr0kMq3ASDcD5xxmM6lMyCGgKBxGgzGCrzGbrdUhKmB/OhZGulrKwso2THmUhQqJGnA0nCCw5MGXDV1TzUKKLw0GJcajUcws2Nbg9Hgwx+MOTgyZiDZIbr9f0xqUgwGIXIxoIADNsIZvxHQhmQoXWUpaRlXXkREWzmFYSBKZwMAAhMWFizjyjCujKWhvH+V0qiadAm5cAWUJDFcipYUAVCuQ9xhqpsp6VWHdNPCN1IKovcfRao2jxRwXDw9kk3cOd565CaOyxJDUT8DXGEyHKAYlhntTYQ4B4EbMAyABtw1Lsal6tYZfrhHWtRZeKlCSw7AosVdKJMloWOPRCxcAItz/gnvReI/D2REWqyVW6xU4eDiIlqx0DpPxSH5GI4xHIy0odAJE4vgmCYcG4mDpHMqhAxUO67pCMSgxHjgEFLA8IKIuLgASCd1yiaxriXxg5zDe24MrB1guFro2Ut0L+xHeIVkfDw6vYDab4ezZm2PdgrpaY7mct6crSEP0VPWua4WZwaS+HpTs2gRJwFSUJUaDEcrCYTCdoChL+KbBYinrEiyluJkDqvUCTSVRAJYTYTIe4+SJE5jN56jqCovFQtZ+45PTIYmJMQSO+IeRNAUgczh0cX6zmh+cbR4wswRkbnjRQvgQADcEuQGaqkIggi8LDf0dYH9/DydPnsRyJbUdvJo4LfQRmVkw+QFIJUYBI41GpyBunmxrVJ0HyRUxqsDWMJnmgYr4Lq5mJjiOcgDQBQVpDiSKR3t8DnQDT58wbPBEuMNTCAiIqATwxfpnzshfrJ+/172GmRsi+iCAjwDwPAC/cw3XPEpEcwB3E9GUmRdXadf/3PLVS4677lqJWSb4Yj7HYjHHqdOne5kI0LH3R5UWkgTPmte/7yVThI0RJBw3VfsmMpsqSq+XZuTV/FKIV64qNxOBqddCkAxyMQFS5tfgLDY/hiQS8qaYv0A0E2jDLHNfURZwBJSlw3olkrTkSACKgtA0jBAamF9EHEMbD5Jwv2h64eS7QIQ4vkVRonAq1Wd+DX0ALpf8xXFPgY+9ZyT1YtTWkIThOeeAQkof82Agzl7OwZcl9iaT6GXOzPBNAlnGBCTgQ81LIaBggl+tUM3nWB4eYhoYTQBQDuBcIZJDWSCsa8B7cVCrlhKe1nj42qNaVagq8WNYNh51CFh4KT98+egQxWCAcjBA7WsQN1gu5gj1Gr5aY7Q3QjkcYFrtS/SGkxA38gxPKtFB1oSvG4SmQWi8pFpGcvIcFlJ5Ec6hIElSNB6NUdUVCBANw3odN0ci8dUw1XdZlppauMB4PJI5SBRV/yYBFmUJkJh6XFmIj4Y5EgaOviYmBRelaoLMsz0EqQXBgKtqcZqzcuEANLdeVP8CAVW1BrhCU1coSBJUhSAA5cT+Hm4+exoM4PSpk8nhFUCuNzbNIeVcDazhzQzvCjgaRGDrHKFsCgQPBK/MlwN8I4lzm8bHvo3HY0mX3DRwTiJhPBiNrzUfQXqe7RuRkbEon0wDT6raTgr7/N/OXhYkN0VghoOYFIL3qqZXXxgKGLoCg+FIkon5AoVqjuqqgjHpXPCQtWJmOkaIe0PuqBwbldbtBuBPWoL4g7Su7fecejWz2X6en9f1Gdj4O445tfmDnav37nNSvFF6KjUEfxvAywH8B2b+z9nxU/p5sOU6O376Oq/Z0/OOBQRPB3EIePzxx3HixEncfsed/ZMESZVF2WQzTUHX4/7Y52Vmgxtqr2kH2BwVcylefh+UZZQoiKSy2XK5iOmDg9r4TcUIXZiI+cTbFRulywIsTuzvI3iP5ewI67UUIpJCOoTxQDatei1SC7iRePHAmM1XmoNebJOZbk0fIo6R+3uiJk2+HWpLR0qZOlGnvdVqjrq2LHL9GoF8zOIw5RoB8bJKHYVqCJhBJcAKpAZlgdGg1KQxAYNhiapaYzgaYm9vjb39FVxZSO7+tZShLYlQDKVIEcohCgYoMOrVGpcuXkZZBZR1wHQwROkc6qBhgl4cyKr1CkeHV1Ct15gfzFAWJcajCRhSBrkZDDHc38d9L38Znn/qJCY3n8HerbdgOBnj6Ld/Cxcf+hB++Wd+HYX3GMIyUBLcSELKJsMRRuUI43KMisVRaFlIqemyLLFeV1gsF1itV1K8SMMi3XiEVV1hUJe49aabsKpqfPB97wMVDsWgQFOt0dSVOE06h9F4hOlkjKlGEkxGQzRNBeeA/ROSctg3HsORZLccDEoJsXVOsg82a4zKseZhUGddZ2DLJELpH5GYGOqmlrDC4UgS7pCkz17MZ7DEW/baLSpVrDQCsi9eOI/BYIAT+ycwKAucOrWPL/sTn4N3fMbbwJCcBXtTTcIU8sgcjrxJbPweFADAaagpY9UsUGsO/On+HoajAagUVfxqdiRFt0KKUxeAIynC16s1XFHgpltuwXRvD4PhCE21wnp5KE6vmofDdgNjTdG0EERb4VTyJ2IUZi6wf9l+t10lMTkQiSY0VBpBQCDzXvQktR8ww2gsgJmcA4ZD8GQi0SshaDiqtUnXrJO/nTp7iLuJ+Hc4W//mHK21CgQApPwDSXqx9e/iHtfdE26UbN9omTbiUF3bvZ8sUPCUAAIi+hoAfxHAewB80VPxjBslZn5N33HVHHzUk/IMAIvZHPP5vPvsDTTY076tvgebpN8ZM2S+xuljrURcqObw14UVkotANvuicBE0+LqS+OK60o0LEjJmtnRpPAzhWjcS2KbIDNhLmd2mrhF8AwSPwXCkjF+0FU1Tp0pt6mwX9NPUp3m/TIIsWxJe0nqYv4PLtB5gSSBjuRP60H+SMNqb26bUkAOTpClgBthpSupCy1ATAS5gPJZwsvW6Vi1MieVyKRqLRlS/HAJcARk7KmJa6QAWtbalzW0kxr7W8sLwIlE1dY2wroC6wQASu1sw0LCHZ4A1LG08GmJvOsH+/j5CU6Oa1agXM/jVEs57FCFg4Aikzotcy2QKRYGaAfiAVRNQB8ZcMx5SUWCxWmKxXmG2XKHStsJJwSqT8wpXoHAevlqDPeCDi/4ORBIRMNTkP2MFBOPxOA73YDhEETyaook1ClzhkkmJunMlgVWHTGWc/bhCzDd1XaMcDOFAsXaBW7q4fvL1JcEP5nAHqQ0BRrVeAjxAUQCnT53AyRN7WCxkryiKMvO/MYYTf0XmDhy1dwypskkQAFZXNYoBS5VJZjRlAQ4OHBxajWTLExIAjXjxvkGpa304kjwV5aBOIJkBy1sSx5ClVd6Lz4OFKreZaSb1Zsc56wtrhBKChQQzQCFeGXOscJ4ZVRi4OWLnTDV1ta3ZE5AWMm2TJQvrgn9E7UHauLQXmXYhfmZj2+LnPfuqXNLWAF0PXc30cKP0pAMCkvDA7wHwbgCfyMyXOqeYlH8K/WTHr3SuuVm/u3jMNds0CE8rMTMuXbyAM2fPROaXT9Y+aTP/tO9y5LjNS7WP+iZa95hZKWzhJS1BUkla8pXBoERZyqJZLZbwTY31egHzLzATQgheNlTN70+dH1s85j08Ho/gSIrENHUd0/OWhcP+3hTOEQ6uXJH89Zq6s3BOQIgPSTsAZKpNUaOZOnk0HmFdrbFcNhFQBE2XyiFgOByiLMUxKTCjqWrZiDLVdD6G+YZhx5L9WTce3Txyhy1ngEEdxgiEQF6LtxDAAaPxCHXdwPtUCpqZMR6O0KjjoW9quMEAo3KA4aiEA4GqBg2A+XqFdWgQiLGu1+CqxuXHHgUFjwFBww8JEyK44QjjvVOicgThcLnEsqpRFA7jssD+oMTUOeyFgPe/+904f+5xuCuXUM2OcLJwGBYOY3KSt4UYtYafFIVU3ZvXCxwt1ljXDS5XDWrvsWwa1MHLDzMCEYrxECUN4YKPYJNYNDgFQZIwzVZSUIgDymGJsiixv7+PkydO4PSpk9if7mE8GoljJwHj6RgM8b8ZDIeihlfHXJ9V+TMHWtEIyOxxVIiJyZzM9D0WpSSxqpsKw8EYpSuxt7eHwjmsFgsxXbGPzDoEr3M0oHQCSJpaTGtz36AeDeDDBGfOnMF4PMbR0SFCCJhO99E02bymADM/BGhODWdchvSZAODEKdMH1L5BUZa46fZbURYEX4/gwHAKaAJzVGJZQi4GcOH8OZSDAW4+cxaDwQB7eycx3RPmefnSJQEFwZi2tpHz5GLJzOYymzzibhA3Ap13tiGlr8VHQcKcyTk45mj2MVAv80xMjFIwioByoCWiq1aSsQTsxfk5ZlrV9RUZvgELfe8GAEx70AKIafFvfnb26agl2SLkdf2U0l5jl+S2jU3gkPOQZ52GgIi+DpJL4LcgYOBcz2m/C+CjAbwIQMuer34HD0CcED/QueZmvea/d665A2IueOhq/gNPGzFrTfZZLHGZF+/JMwe2Q/K2I7yrawp0cquWgJzrnSQ5smdpKt733t/DL7zz52TDHZT41Ld/Gs6ePYPBwJA14Jsa3tcantQkO7zcShioInaRiJJzT5zw2i7LFBe8hw8B65UkwBkOB7FefbVeI6iTHbM6W+qmExqvzlK2oUv/bWE75zAaSCpasNglfdMoUleJDSKZFxrDa+F3XjOyAYT/+rO/gEcfOw8i4L5778YnvfmN0XEp92K2iAIbaSvbXDCDPMVxauoG//EnfxaXrxyAQ8ALH7gfH/2ql4uuGoxBKTnTXVGgUKfC6d4U3nvs7e9jPp/j8MIFBXDA/nQPZSE2cPgGh4sGj15grGYzTAAMmFFyg5JkX7akk6NhiYIcBqrNCXA4MRlhPByAh0MMHbC+eAF+dojVhXPwly5iPF+AqxpFINy8fxKOGSUzUABMwBIeDQE1B1QIqDhgXldYriscLFeofcAqNPCAZHYsxJvbkYSHBp3jhZoWhsxSbpkDipoQQOCgmesKh9GwxGhYYjgsUQ4cioGTtNvEgLPkUqXkk9AQNXsn+UYPUJy3qvuO6y3X9JiE6Vwqa13XNRjAZLqH5UK0UDbXA9saAAAfwahMY0ZVBdS+Vn8Cj5tvvhneB6xWFcDAcDhCVa3hPaMsnS4xjoAg2syj1SppCzgA7BscHR5qJMYQjsXpNgAxisOwv1UyJBDgayxnR6gHUs64UO3KdO+ERL2spLRy07AmTIJqCBClfdEWMohDzAcimvyk6uikNNLfLBEXIuMVoZwUe3C8xgqAsYIky4uQOzk3TZ4ULV3v4j6V5RCxcMMYSdD5N9cS5JRrDpizMUjRYvZ2bB61L08+AFGgcJZxMK9o209X0zhfLz1pgICI/jLEb+DXAbyNmS9sOfWnAXwBgE8B8P90vnsTgCmAd2YRBnbNG/Sabmjh27NznhXEzJjPZphrUhNj9skhTzYnYypdMJCDhG7BoPz7dCwzGbRUXtvVSNHbF8CDH3w/fvRH/m8AwGQyxSe86RNw++23YTIZwnIRVFWFqqpRVbUyY3OeypqANnqOnr/6N5GZIAQU+KaRWPr1GmUptuzRUHINXLl8WZ+5hnMOg7IQNX9AyuNuT7R+66MdEQaDgUghzDEkkfR8srEjqK+CkwQ93ksaWU3w8c5f/BX8+m++GwDwho/7aLztrW/aSCYS+5pJQDF1s35fsBRQaoLHT/7cL+D3P/QwAOCT3/ImfMxrXg3S+ujlYACGOMKV5UBD56bwjcd0byrVEVcr3cgZg+FQvKKh5ZLXa1TLBQ5AOFkUmBQl7jh1AqSZ+KQWAWM8KDBQ3w5mYRJlOQQ7QnBS7bK6dBFr1iiXEDAOAb7yYCaM90+Ig2LTgEsHdoBniUhZNDUqDlhzwLKpMavWOFouUAWPtRZcgtOCWeRQKhgIptkpCimAw4xBU8CHAkVhIyT+CkVBGuFSauniAkUpiIcJ4rypqaltDpaDAZBv1qwx24A4EUISPtnmblqE+IqRQIGl2a6qSvxPplPU9Rrr9TKuPQE6Ak5YI1ri/RiSWXPtMRoNQQTceedd8E3Ahz70MIqixHAwQlPX8PDq5MgIoVP51H44W4SMaEI4OjrCeDjE6RP7IBJAUDUejkjThCftmnSbgeCxXByhKIcY+IDRZILBaIjJdBrHrSaSNYg8xwjEKVQZIVk0Qrp5XCs5swUEmGdft/avFqNT4GEmi6ZpwAoqJbmlJBYTDYGD95kPBjJApQBe4JM9N89wmDN+SuPc1QjkLyEez00yrY8W5UCg1bbs76vRk+lMaPSkAAKSpELfBpH4P7nHTJDTvwTwnQA+n4i+j1NiojGAb9dz/n7nmn8G4BsA/Dki+mecEhOdAfCNes4/eDL68mQQM+PcuXM4cfIkmqaJqi3bnCzr37aXfiP2oK0TNmtT/mnSD3GSNuzS4WiEwXCoCXMqVOuV1Dyvm4i2CSnRjdnecnu8hU9aaFCp1Qon0z3Jpd6IzTL4BuPRCEUh7Tk6OhRHRVX95evNN01MZdruV9rcB2UpDJ0ZTV1hXVXiPZ6uyICThBs6IqzWK723pn/Nwi1zylMxR3tl3EAM9IhNs5a8qLKhGwPK3g05gisLdUxngKTS2ngyUam2xGQ6BQCslisBBtMpmqbB4dEh4CS5zv54CkJA8I2kG16vUZw5g3IwBY0t5I7E3wCAJy2ipG0nU5WSg6XnL5o1CIQhQ4oEeY/laoXaN6ibRjmAlxlQEHg6BBUOk7JAdXCExfoAB6sVjhZzHC4Xojkg9ZMnYIiAgkuE0sFxg5Wv1TksYN3UaIIHkxZZ0Fj8oiAtZjXAyZMncObMadx8800YDAeakngMOIdAEh5bDgZSWEdBOMUoEqQwNKJoa7d3w5CQRQuf80CMPiiLUkoR+wqhaTDd28Mtt92C1WqJo5kUa2ppkFU7Y9Ysu39ZCGhZVyv4Q4/RaIKiKLG3dyJqukajcax4yWAMSrkfSCI0iAAnpQZBbDU1gqgnACAADTxmC8CVA7jhCEN2KHwDXq2S5kwWUtQuAlLXoFnOsW5qFMsSk8lEnB739uDVd2OxmKFaV6jrKpOGpYHBzAmBFYxotJFM/AjIVW2ojLrtv2EDmZZMthvo+woaSSB1noL6Mch7FnPgICZdWldV0j5YvgG9r9N6LbYWQFm0kGVqzNrSx4eP3c8JrTmGHmbe9guwvnd9Uzaf+WSCgiejlsGXQMCAB/DzAL6mp4EPMvMPAgAzHxLRn4IAg58loh+GZCD8TEh44b+EpDOOxMwfJKK/BOB7AfwqEf0IUuriuwH87/wsyFJoxCyZxOaLueby5lR0AynszWjbC73acWbGpUsXUa2lAttkPMZNZ8/2tqfvE6C0MLNzL168gOl0gqZaoxzIBuwbH8GAXrmhRcvbO5vNMZ8vwGCURYE77rhdpUJIRru6jsmbhgMt5ek96qrGarXSnPZS7IV0MUVnKwM1aKNvAiIYYRatgG+ayKzzPkq7bUNQp0PVIrBmBzx96iRuu+VmEBFOnz4pG5y1g0NrC8wlHwNI4oAlKl4OAYUrcPPZs1iv1mAAJ0+eEC2GQjJTqxaDQQRXg8EAfjjEcDTE0Grdey+FnOoaVBQI6k/nOaBuavhqhZWvMQ4NajBKAEE1NQSgYbWfBg+LACEuRNvADEcBWJv0yZot0mNerVB7j3VWYIiDqPKpIQAFuHCowKjBqDmgDgF18BJ6SOZxLyaOghioKzjvQFTHsfUhwLONsajxzS+jLCVpzWQyxnQywWQ6FQfLosBwNAIcofZBAXih/gNFnBdizmEUKMShkVP4b6FzIyh4I+e0KqAcL0gSZzV1qk7JHCTVdVEo4DOAqvt/UiIjxQJJZkRyQAgN6loScA0HIwyHE32eOBgCUNt8iOGIrGGupJOv7WRomjNhJMF7VHWNAYkTqytLCe1sxGmRg87jloe7aBq89whUS6ilJuIaj0ZwRYEBgHIwRNA8ArFaJ2kfVYPYWiM2Aynbd4jAHac++74l5LTuk7VT143taZbf39T/zokPAiszZrugtW4NDHSe39FUdMFAnzTft69H02qmCUGmIeg6BsqzjgcC7WHITnyC4ODJ0BA8oJ8FgK/bcs7PAfhB+4OZf5yIPgHAN0FSG48BvA/A1wP4Xu6BWsz8fUT0IKS40RdDTKLvBvBX+VlU3Mjo4OAAB5cvY71eYzSSoijAk4voQgj4ge/5bvzGr/86AODjXvtafMNf+UZNL5wqatlz7Rojy66X6o9LpsW/8S1/XTYAAG9585vxBV/4BbJg1HHMJAlHLOrurmoPwH/5yZ/Bj/7YTwAAbr75LL737/5tTCZTXLlyGavlGtV6jf39fQyHUqioaRosV0sp8iIGP0lNqxKSOGlJHHvcLDJNhDBQQqkbfvLaJnHSM2lfx6RwEr/umwYNM9bLJUCS+a7RLHRf/oWfBx9YiuEMh2IzzUxAssdkiCjLZw9G3ES1gZjuTfCXvuYrxUEuBBRlodnkNN+DpuedTCbRpDMajwEiTKZTrKsKJ06eBEiLRhHgwfDEgGPUBNQF0DjCufkR5vUa5bDE/niCs/v7klTIFZgHyUewWswRfID3jMKVcFrRkhloGvEXWa1WWK3XqH0DTCZgR6gAsPdg38SiQMtmDXYEDEcYDkYYDUfAZISCA9CsQUQYj4eoqhrrusJstRCT2HKu88clBkcOAcDa1+JbYFqnwmG6v4/9vT3ccsttOHP2DM6evUkFfcJ4OgUIWKttHwAKY9ZZzo+ikDDExsC6ahGGjlCrbwBpRUPV8cDs1IXOMUkMJUxwtVqJ6WAygW+kYh9rfgBWqT2BAsR5qJ4sYDQ4PDzAeDzBLdN9Te4jTKFpHKpmDSkOZJAiJuCNAMOs+IBOR9UGsaYtbnxA0XiMx1MMtNpiU9dYLx18XcP7BkVk29JryQchJqXVcqXVEmU/m0wm2N8/CdoH5gspRz5fzCXdMbPWd0Bmm1eHPpgUIaGc0YlPLZiFmrKgkrz5IiVtQmubMWNpbDUANAqCTAhz+v6nRQHvPRr1LwjM0VeHLFdFBgLsswsOttGxWl1HKclTtDRumg3MJHW9oCBrxHVe0KYnI3XxtwD4lhu47hcBfOp1XvMTAH7iep/1TJDYuDwWiwVG4zHGtskrXW1iXStomM9mOLhyRX+fC6NS8WRTI9A/0btFfI6OjuLvS614Z9oESUwa4uem5C2TfLVa4+DgEAAwHAxQaX6BppaqbqVWn3OO0Pgm+hNYGJQxeEfQFMqSnVAEC7UkttL5ShpTmGQZskqKnK2TTPVHJJUSLREQKfCQ2gGMvelYKtaNRyBKqZmThsckDm5rWtIu1VnshP19s8VaamifSlFHoGNRKRylFWfOdqMhBispvmR55c3OzyTFnLwjrDWX/ayugKLAoK6x8h4FHBAEkNR1QOMDmsZjUEolRQtBrb1I9VVBWBaEGoTBsAAXBTyRMJF1yo3PBcFzQNV4BNeAfQHvAAwKjPam8JCQxL3xCPvOYT6fo6pr1E0j+I8M4KlTJQEhKBM3dTMR9vb3sX/iBPZOnMRkuodyOIrfSdIhwgBJcxTT82Yq4JjKWgGbRRQUpVPAJ+mNCVLwyPxUjExbAZYU12stBjUYDEHwWivDcC1HgBvnBpC4tqws1WhJ9E5ZliiLgQDcQQHPhWrHAKvjEOdXvFdc4eB8AiqnFa2MpvQlQllKErDgxaeg8C5qBrJGJmBhVojMf2IwGMCpZsYVJQIjASqNQjATgADHjte+RXKYUyc0yiNbO63qg5Sa1UFE8TvpgoyA14ReZmKUvAOEQvNMSP0Sl+6brdf0/E1NwXG0FRTo0FLn620agtSWJ8bgr5ee6tTFH9bkfYPLFy9KMpITJ570+2/OzbT5hC0T0zbDlOazHfWw+RDE84X/BjA709PJU3UTMWbZ9YEIzDg6mqEsJbJgOBhgOB6r1oSxjJ7LYkcG1GastjsLJ3KUJ3wR5m39sFLC67UWaVFP8Kbx0T6eb04SBih+Bo1WZAOAprHsZwZ8zKlIVjRrMaWILDoii/TdgEo+DvZ7kuTEGcqZY7OeJfcLPgDs1XMeKAcCBqZTcS5crVfKtCAOYhzEuc8RfOGwZHEIvLBaYwlCUwy0VHCyMZMTe/iqqjCZlBgWJn8yGkdAMQBNhlhWA9S+weTkSbiyBBUFmsUSy8MjKSQ0HGJcSBKc2eVLaILHqlrCFwyMS5w6cRaND5it1rjppptw00034dz585jP5zh/4YIW1VE/k6LEYDgEOYIED0oueR8CGIybb7kNp0+fkiQ60ykG44lWKkw1P4rBoLWN5htudHR1DoUeIwUNRWlMC4gOh1ZXwEwEms3Q3pNvPOZHc8AB4/EEa/KgmlGtWFNFs4A1TlK9NIqAkCRoRwHBr3F4cB6j8QTT6T6GwzEGxRDeCl21cgGktWl9C601qX1mxS4MeB9Q1TVKFvOihPEW6iOigDwD04BkC0yYhnWNSFbL0WSCwXCIvek+QITxdA+z+RyHh0dwoYmMmJyDK7MibYrIDQzETJIwgSMuJv1QYLi53BQnJBAkLhUEkDjx5ubZGMGi2k9moGo2K61u+7xhzS6nzxyqbdM6bPoSPH2gYAcInkJqmgYXLpzHZG+K28LtG+hzG3W/2fa3I4fP/KzPwWtf+3oAwGq9wj/4e39PVG+Fw2d+1mfjjjvvbD2zCwgCM178kpfgK7/6z2mIJCBFaSSs6L777hMbnPdg51Iuc0PiQWoN5Oi2KAp83Me8BmfPnkFdNxgOByLpKBgYjUSlvF4v0ahmgINPmxyEATpVjUcVGhIIIjACJEJgUEg8PjMnx0OQFofKEbeYEMT7XH05TAXblbKY8Z9/+hfxyGPnUZYlHrj3bnzyW94oWoIQVAtDUUqXGvK2eLMdALmJITkzWtloIop5IOLmpfsAqXqaBwOMxmM0jcdkOsV8sYi1EcCSJMo0PYPhUJgeZCMOwyGa4Qj1aCw5Fthj/+QJjEZj7J88i1VV4eDoEPv7+xiPR/BB3kVda0GipgbXNYYh4KZbbxEHvMJhMZ/jaHyAm246i8l4jMXsCCF4nLn1Vr2u0pwVDdhJJcRiXYGKAofzOapGQhDHk6loSoJ400tq5wKBhIGx2ndPnTmNvf193HHXHThx4gROnDqN8XikPgSaeIiEMTRN3TKRxfG3SUACMuxdk/2t41YSxXLQwfzQmRKDsn9YojuWyyXKYYliUGA4HKFwhOX8CEwuq0mAmB3P6dQgLaiVa6wAAYNVVaEoB9HJVHx4lmAnPhvOpTTWUDMPcZYdMPIQdWhz4uPAtk6CmuSGIzTqL8FEIFsTrBkulXN2lRwMfT9VDaKl5goYYDyZohyOUS9n8HUtJkAiBQQq7UsFMjEPGCAgTRyVRUxwL+g2E2c2YPZWsqUnzU5zwMjWmStKEDkMyjJetuGvsAUEbPMd2KodsG2BsmiKY+7XBiGmDWW86zd+A//9l34ZADCdTvA5n/WZUdC0RxPp+79B2gGCp5C897h8+TJuuvlmAP2mgF4zQjZx4nddVRMEGb/xTZ8Qj/3iz78T3/KP/xGYGWVZ4g1vfCPuvOuu+H0OBmL4XAi49/77ccddd2v8LsPK1rJurOZohSj9SxsR+lVkRVHgZS97MV796ldgtVqhrmspmBJCrGQ4HA4wnx1iXa2BmBkwScil2v+quo4mhKRiledbtbOylNLAHDgCCJPyC5cWiGRRQ8xeaOYJ7gUEAb/8q+/Cu35byme87mNejbe9+fVp4bOJXqo/0FwC7QWZMiImQCD3Fy2FbIZNy2FTg6F0M3JlgRLAaDRWqWwsTD9qdQQEFc6ByhLlcIBiUAKsznLjMTAaIQxHaALgA2F46gymeydw9ra7sVit0Fy+hBMn9qWEbrOSGO71Wgo8zedwjWyop8/eJtX/CsJwPAOVA9x8x+2YTqe48PijIAAnT+xjtVpiuVhgdnQkyZRYpLWyqrFer7FYr1F7iVAYTSbwIaBurB4FRbd8UbSIBH/y9BnccsstuOXW2zDdm2Bv/4RoJiYjlAM1oUA2+3VFcSy9xtxb2ClgzEKBGcU4GXkvCkqkRgGD4AR6ctq0zQFOlo9H3VSAG4MKwmg0UIfBQh31km47IOMNSK6kEegKwkMwjYBqckajIZoiYLWuwEwSVkltQGBty+GoHY+V+qhQE40kMHJFGesZQIUDdgwJcQypGFbH6hH0GT6wAEhUKMoS0+kQw9EY03KABTGq1TK2xSnTdxHJEIgs8iP3JbDVk2nWWr1BXBtxL8req+K0lrk0dzi0vwemJXKiLTCNap/JoPt7l44FA0A0VeVvJc7FDRNBenb6TgDZ+973fvz4v/23AIDTp0/jk9/2Sdjf37ch0fttbcY10Q4QPIXU1A0uXriA226/A8DxWoGc+lDkjVBUkXe0AgAi42x04zMbdlEQmAvZeHQnsHS/0fuaJM4X5CA4QbYhAxpDlVJDCFiv12iaBqdOnRJ13XCI1WKBgyuX4ZXZp4WOmI0wcJDwPwULIE0rCzEhOOcwnk5VC0Ca4c9HiTLe0pnpQfpjY5Av4v7FnoolAbJwvVadzEsVwOquB9uck1d5XzSJ07ZYCFyh4U4cJBY/hIDQIKqSR6MxeBgwGErWRWZGVUlO/aautcCRSofeYzgcYTAaYTwVD/znP++FKLXI0eHBIZbLFe55yYswne5hsaowHE5w+4k7MJmMMRwMUVcr2TCLArOjI1w6fwGnTp7EeDyRTb1wGIyHmJ44iVM33YwTJ/YkoZIrtILfAijHmJwc49a77oFzDo+de1x9JQirdYX1eoXZXOpgrNZrldwloqIcDOA1c15RFBhNJjh15jRuufkWnDp9SsPfpDSxmH8oSreuKOEAjMpC6zdokS6WmPUQOGYBNJUxsUyXJFCrbZsBQbxB/g6q5SdGWWjoYu2liiACar9GqDxGw30UTuzqNQFVFuUiSYRIgakxNVlHTqMiynKoeRFIwuUCYzTZw2BImO6J9qNuKgkPtbbafOT2zhFMU8BQjQhhONTiTj6A4DUKo9QaArLuGt/AuRBNHmRhjAwtRGT3U+0EZA9YrlZi9hl4jCZTTKZTVOtKixL5hHpUHULZ75FNOvHlAcWUQf1CU3pdbVCQgYG05iwVckgJ1ZoGLjBcISGRpTp991H0tXKuBTSuhTbay4jaPGP4qRJjBgjUYTrAq6sWbzKEaIJ88mgHCJ5C8sFjNpuhWq96UeBWinBvOyjom5CTyRT33HsvwKJyH4/HLV+B3LYfF0emTqPWP7rRZhkWTd3NJi3pVcyMxgdcOidla/emU5w4eQKnTp6Ikz4v59t4cUqyFLWIavSkvQgh5WqIql59ni1Oc4yKWoxOaug0nNRa1H0qv+41zgG33nwT7rnrdgDAzWdPaya7JB1Go2D8nTuLNL9/uy3xGEm0R0AaAxsPgoNm1RW1uHM4cfIk9vf3MZ1OsVpJboKhakNcUWC6t4fxZIrJiT0MhyMs6xocatRVDVeUmJ48if3Tp2WzvnIg7XAO49FQGTsAZowGAzTeYzSZYLp/AtOpqPbJOQzGIwxGAePgMRpKRshpCKjWQ9Q+xORTJ86cxWBQ4mi1hPdaxrqupR7AaIaqqjBcrQCSipeD4SgCApBk65tMpzhz01mcPnUa+/v7EQhE5TinRcJaeMZRCUZAgDjMEWvuDArqYGrznjZeX4tRqcQqCptcQ2BLRBEFNG1vA/Vrkf4EjfEnAwR2GWVz0ik4JBe1E1Zwx9TezFAHw2GUZp0mlYhZ9wgbgMBCD5lZK5pmHvvRTMVSoIo0JJMJjkNMZSBX6fUEOFanZQMEZLkAEENGyXsMNZJhwAQXAqBjwXHMDRyI4JIWiownUXttbnO0ztdwVdV49JHHxN8kBJw5ewbTyWTjGruO1QHZMfXeO6d8/75WMNC9FrD3b4BIxuyRRx+NwGl/fx9nz5yJ79+UkETAiZMncM/ddwOQkOWi3Mx4e8N+Dko7QPAUUlPXePThh3H//Q88Lc97xateie/5/h9Q73zxyM5LLFt54q50LJ8AOouVKbO1qjRiDlK59BtCwOHhIf72d30fLl68BCLCZ3/m2/F5f/QzMFbnJUvINJvNoumhUDu4FXIpNENgUBtnCAw4CSOExv0TEYaDUXQQ8l6cB4MChzyToJFX56LRSPLaFxp+ZACiZULJxuSrvuyPR+0IEYm0qPFUm3uChQ+Saj1IpBxKDCE9QJXG2U0sYQ4B0a5aFpIIpzBpIYQYduiKEhcvXUS1rrA/nGAwGGKyt48zZ8/i1Jkz8v3ly/jb3/M9OJrNATA+/49+Lv7IW9+CU7fdgtFwiMnJE6gbUeMPyoFkbCRpvysKjHiK07gZ4+keBsMh9kdjCc8yJ7zC6t4HjPdPIgSPk7feGuPzT50+hXJQoClKVdkzilLSCR8eHWFdVViv1yjKApOJ9KHUDJOucGIWGAwxHk+ixGQaI8ugWTe1+KFoAqFkTJV/yBUgLsTUwYzSSz0B0RhYSltETRfZYqASREABh0CMYGY0hLhBFyUBXpz5mqZGxRWGS4fBQCJTEDyWc2P+LiYtKqOWyIEGA5ArUA4kvr8cDIVBugKDwRBFUWK1WqEoJWtlWUqhMWkPJ6dEW+ep8xHsBwUFnDIzSx2NwOJkiFK1LiWcrWm2iIQgUjurt0Mm5VuiLdO2BH0AsyQBql2BwXCMghzKMWAVHE11nwN126M4lo/elMRb522o6RkPPfQQ/sJf+iYslysAjK//mq/GW978piiI5M+MgxXkmY2Wfo5Op5kA1apCiBsHBRHvI+2py/Ua3/JtfxMf/MAHwQA+/dM/FV/9VV8pc5cBYo3nYsJbP+FNeP1rP06TPUl48pNNO0DwFJL3AbPZDKtV0hA82ZQz9rIc4MTJgZroNmsm9C8ko277KP7LPd/aM6koMBwMxfN9ucJ8LuUkpGRqEcO+mlo27li8pjUelG1qHKUgjs0QacSkK0s0Y1qOnLFzlyFY/8HJ1+AYU0EuCUwnY3VsVHWzNw0ElIvIc0Rd29EQdIbYtCtWh8Aem2824m0tPTXv67Is4UgZMABXDnHq7M24rQ4oxxNU1Rr7wykGgyGme3sSkre/D3IOy6rCcrWW7IUAyuEAJ0+fRjmU7IWDogBXErcffUQKAljsvOVgIGaZsoAHow4ezgHDcoiilPTKyUdC34XTOcmMYjiAK0uM9/Zi2elCy2ifKApMmkaiJdTMVA4GkoxH3/HYGOBwqPHowoDteRRc1B5Rnl1SYhhjruCoryFowZxCcCbEnBCZZGA4kux6ZvZVtpR+mBF8kyusILk4BOdV1RrBF9ibjgXIOaf5OjgCAtECmJe9AqwiY0auAPSdk5rlzI/H1rnnjCkZWNdpb4eZsvazOqhl42GglEOA91BAjmgiIWc3svlski2ZmgO2dkXbV8T22I4hJgZWJ77tJjsjR5rWkRID30bdfcwH2W8FEED9UvprBbj4u/Qj1zK2NaJX37f7NI5bToy7KmVCxWK+wNFsBgBYr9ad5+rEglTxLMvy6s95AlaEHSB4Csn7BpcvXcR8PntanmdMh1w7t8DVwQCQs31zZEkaA0XFRNkGqdUQXYGTJ/ejp7dRUUh5WnMOXGiqVDujBQeyLGFWOz6kB8fzTdouyhSBECV9U8Oa74Ne61TaNLMFoGF62qcWiEB7cyp086orK5WcGLmpofPNT2LEVYuyATTs3u3yrMypQtxgOID4oruoJSgKKc7jioFoR8jhtuEUJ8/egpsuX0Zd1ZiMRhgOhphOpinuHsCqrlv92dvfx0233RIbNCgH8GDwYoHKS+B8UThNSg2U4xEG47HUlGgaVNUKJZcY7u/BDQcoh6M4HvFdqBMnEYEGQ7iyxPTUaUnWwyH6TuydPgVAktrI+FNMLwwIUxqqycs0Iva7JZlyIUgCIS8aiKpeIwRx8JR7ZrnsI/MsQYVDYWGowSr3QcILyUrsSj+S2Uq0VEBA3VhdDFshHJOBLeczMZfsT6SE8KCUfsfaG4jMn4pCUgoXBVxp77mEVFuUqotwLgLkummkyt9ogCJIUisfNpkqFEBEQMRm2kh7AbTugLw7yVxJzphkIREHzJJsKphZJmkHbA5FAG0aNqLWeaHxQCGRGzY3bc3mTn7M5oNkXfBxXXb3LKJUClm+6t/TrG22xiUNdNIIipamiIAgBwMAWufbvoRj99D+NnTBRa6VjSW54wXpumieMgfYTTljg65Xc9GlHSB4CimEgMV8jsV8jvl8LgyyvPEh73vZbdt4Wqs588+l0O3qrn4NQWvbM0EJIqUMBwWGA6nQVw6G+Px3/FEslksMhwO8+MUvRFmW6kHvNU1xiCpZiqK1hAI6taWiyR3xKPYHiuYLRdmsG6R5SEsFOPUWlsThsvA0oZCp/cU50Otzi5YJZQMgELTDaTPf8A/IhjJJyiZBITmvSfWV1igboCDSyn+FJECCK9MmouFRZTmEK5zE6Q+GGE8mmO7tx3TLLmqEbEcBbrn9Nnz9X/ha1HUFEOGVL385yuEwxvQ3HFAMSpw8fUr9SRiN5n2v1muU5QDj0QhUFii9l5TSCgollC2Nu5RSBIpQJBDpKErlZiu3ss5Ow8yGk0nc6KKaVq9vQsC7f/vd+Lf/9t/FkMov/eIvxJ133iGSOkyTpOp3zXIXNOyUdc64Apr0KiBwA4IWDbNQUSqS1kElZuFrCgJUe8KaVdJrNs2yNC1Vo+YeEu0BC9AonEQd1FUtXv0KUMuyUOZfgMoC5EoFPIWCIvn58X//X/G77/0AGIT7770HX/gn3iEmNGXoRA5gn8bPXjzZXxptY8kEsonHbKCVxfkwMKA5O8qyAMHBFQOJxEkOFi3g0WJ0lM3tDigABISbxtLMdrbWcmBg+1jjg0rRbS1BV6ghBSrMwG233oyv+/NfpY6jwMs/4mXxGTkzTv4bLoYwBmu/fbJE79ieUOj6sv3Ch5TSOh+P66XhcIiv+PIvw5WDA3Bg3H//fZ0zkp4qp22Mf+dD8Cwm8QjX9K/LpdiErwcQ9M+F9ikdBEqUOeJt0QxsmzTplCQBxEWdtUMYlHiFj0ZDhKZC4Qq84fUfByLCZDqJ6VHrqooZCAlJkshbYCpUlcmyBWybUJLmk4pPIhDi9a0+cWw3ObI9M5JJAq3UwseMTZJCDKZnG2zrckFM0YcgO58JQBAgZOmBZXx1YydhDEQqJeoma45mpmoX5zuxh+/tyVObOtUBiL4dRDg1GuIzP+PTpF+Zj4QUqwzqUFZgOhzGa5cEcFXBr4KUTS5LDAqHIkhSG/HoN1zIpvoQBgKGK9vpmmHAgYTRNE0jHufOAc5hMCx0jJNWh9VJzTPjwT/4EH70x/4VAGA8HuGzPvPTcNddd0ZQ0h7HIs4blelF2jaJMkrHiBI9gWJFwhBDC0P26pJJJKrXG/EncCTSP2tNCIAlhFa1CVZ1MzQNgk8SoSVRKsoC0KQ8yaHQRe3A//i1d+Gnfu6/AQBe8+pX4k/8sT+KUk0HzlkdjuQYwEBas5CQSUEqmabAkeLbtL5Y/XOaEOAAFChVK2PTOyuYlDH+Dem3tXYU3Omxbvn3mAcl80kCkAQbS8i4VYBpExFw6tQpfPqnfko8tm3f6zpag1K10nz9B62LYJoQ51JYZMj7quut71lXMzuUZYlP/MS3ttZv12chSnrEG+ORm13S8RvXEuwAwdNAi/kcDz/0EO65917JTf8kkE0yy9cdN0KGJhhKm9gTeIrel+JGY2GB4/EIgIRxzWYz1HUVS9eOxxME77FeSchh8D5KB3FpcLInFoVTyct32itSDmlImgrdAgSYU3KeTBKRc1K7iQiT0UgkBd+0VIdAUifmz7UNS2LR1VlQ781WXc3wgLlfE6EgRulE5pIcDZrp0JGU/iJS6V+XrGEMk/aMuart2PwIoi9BB/jEzcAZwEjZ+ix/u4U3WTw+K9MuUEZJKI80GY8nKIsSq9UaTIRa7eXkCGduPqtzzcFpdcqgoMzCooajQSo3ra/FQgPdoBQTkj3POUyn05iJ0goflQoSLL9CTpbEycwSLpPacibTNI2kyQ5BkleVJbgQe75oQ7SyZRBTkGmDYpY+MjOB1/wWjWYqDPC+Bjighn4XGg1xDCAwCudQa2W90hFqzRsQASNBmUxi/va+Ckvg0wW5eo1hUda5XQ4GsDTYsEdkC40UDCThQtEQuwgSiJP5wJyPy7KUNQdhfgEZqibKPgmIVTx1gYKSz4crAFjkUEBd1601ZgW8LPuhhTCnnaLN/K5m+jSNQfq742thnx0AY0IHxT7YMwOaxsyF5qtBKHTNhSCFw7jLxDfaRRufJvgcJ+3nIZOIQlJ7POz3J6odAHaA4Gmhuq4xmx2hbup4bLVa4ZGHH4oL4Pbb7xBnMFvAAIDMHs6b0mv3b9ksjls0tFXrsGVKQtmrfJLT+gOykYXQxBhj7z1GwzHKwUAneYhOhPndssa30HMObttMD5E5Rmk7k/Rad1UwIL9bSlhhGoVzIpl2xq1vEdlCDJ32m+alNa6mjGAbLTnIQAzZRJAqeMIIdAHru0jtbQ9SrhXJP7sUTSZ2qUlBUQrTbH1ZhlblLZK2VoGCtkgk2ByAqEmASMAgqQ1YNkfEug9RKWAlhrP3F4EOUfRvkaQ/VpdeQZCq6kn7w87h5KmTePGLXgSAMRqNMNZcDABwcHCIhx95RKVP4O677lLg2PEQZ4bTaDuT8trbtzIhtvmlVRahpgIFEBw1MHKM4nWa78B7cYpjhm/qaBN3EfRuaqNaKncimMaIyOHOO27Di174PACEe+6+K71/NqYJze4n2pno6xCnUdICxJ52JPx8r0hrMXP4c5K6+ff/4CGp2QDCmVOncNtttyAC8UxoyBluLkx0gWyf8147UqJNG1Ix96vNYx+SzqZjykB7vHNJPp0SW2HawQDSSqDJjEmmveyM3bUw5uMEtRwktIBDewfdAAPx76s+fTvtAMHTQMvlEucefxx333NvPPb7D34Qf/Ub/pLE4wP4X7/xm/CGj39Ta4OPk7mlrs8mcDYJ26q37tQB0J1MPe3sWV7xt8IVgAMm4yEACbNq6kZqoQeGcwVOnToNAFitlqgqqWhYFialIuKR2AdnYYc5eGkjaQAqKZfwvk4bcpz8HFF9vCYyRSfaAEcIBATSDTEbt1xDkC9CWYCs1QjTcTC3No5U3Y0g2QS0SBJbIiNSe7mmh4WlyU0aE4qgS+4VQogq5G5IpLW7/ZbiwMa2lwNh6GzZJ5GYhSWXKRT01Kt11DT5RiTnU6c0vNE5sYGHEM1QgDDYQelilsXgjcWKaaAsh6gqTSOdCV1Wvc5D1OyhsTz/Mk6mK2Z9769/3Wvxka9+lTBz0kqQ2o9f+MX/hm/7G98BBrA3neIHvv+78cAD98s7Z0YoC0mfGzy8F3PTUJ1fmUqI3MtaolxqR0giIwUEnMIbfVNHUOC9VS5KM5a1GicgdRcWsxkGgxKj0RCDskBZFlivVgoos3dH4lwoqQedStvy81V/6kvxZ75cJMPCFbGSp2hmGnG8LDQ3QUhOtunecn+bMyGEXmDSnVvmdAuIc/BqXePbvuPv4H3v/wAA4HM+89Pw9V/zZ1PGQZfVQiEy5AVLXGT3NXMBkFJKG9DsOhxyJrnkjK8LBvpknpiPobMfyK+64pxpA45X6RuZGp/RBnKmpSJuC2LdMc6Zdp+WD9l9u+em89kg6MYznpgmONEOEDwNVFVrHFy5grqq4jEOAavlEpUeyxcy0MX1m5MwntddLC3KduJcSsj+vRqJehiZuTipoOUnYDQeo3CyEQbvJcOaSpHQfbPD01KfkDaH2N6k4VOVeca08y8VPMW/kdA/VKORM3/bPcgAio6D3CqBKFKpz8o8mznmWIobQSqzbA8J5kzJBl5kQKnr+Z1GJvUl3n5LGFb2fg2opP0js0t6k8hs3NWuDpIqfXrNslpK9sOBlkMmqdJIcDHqwlFSZZr5JKZ+BSEwiSpVGTshA63QvPvZ5mfqf6AdOkqQFNbT6RTRuQ9QwCR5LSyk0lHKRGlZEYuiENMAQvQR8JQiBBw5wLEED1gfWM0GllcC+k5VKxAUFIADPKWy2zbu0ouApq4ACAMeqjOxbwRsOCdOpKo+0BemYBHGdIDhaJgxLJvT2WvXdWgRKbktPs6KDrCWOYStJCCZI5Cw97Rar9vhfBqiqCe1pHC5vw1GWyPRfRYALS6WawqkXgPgIFE46ueQlDjpZ6MDUXeS/WsN0PZEzUVbwDqOutqTpNlxmSVFjm34AGT9zfPCHEcbgMJ+ekBHfq7lM7lR2gGCp4FWyyXOnzuH1WqVHW1PwP7pKNupJBfbzLIXUWsHZfZTfrwLN7ZcoWp6qf5OmrJX7MZNIz/ee5w6dRKj0VBy11drLJdLFM4laYQZiG477QXlCGgay46e1HDWl+FwCNuUk6kgqSbtvE3VKzSkJ8v4ljoGiu1QXKFDJHINayiabNHObPR9KrvsECsg6qpiAbSyHIrJ1YEsPasBCWaYSaELALtZGJM2JH0YeMmdn7wXVbb5cTh1sgOkUp8jwmQykTCwpsF6uYT3HpO9PbBjyX1ADlQSSnN2VAbo1TExMKtXOKGAJOqpfbD6QNKtwODGx03cMldaCGF8NZk0BMjLcbBnhdbc2VTBJ2cxyWRZAuzhwep4GVBXXhM+pZLZ7Ak+m5us0QjRsJABg6CVNA0swDmUrpS14TQSnxlVtUIIYr6YTvcwne6jrlWCd6YVSH4jMk9dNGUkcGrvW/+KzFf+rdV7f6iOptuYUd94dUQO6SozmG18ZVY5cu0zSWpstK7N952sT/m9qWf95P4fyR+q0H0mB2U9YIATsLd1bFI0uusk+32bcNWlDUaLXHgx4YPjntOX9yX/+1pAxzbQJH9sAoLcTGDC1RNBBDtA8DTQer3GxYsX1QYndMddd+EvfMNfhldV64te8lIA+UYgJN7MslDMGa7lTf4UkW1ABZlkCICB+ewwqvVKrVxY1x51PcdysYiaDmPC0c5GaRszZzfAnJcTEzBGWWTV0dJGJ5tFK62pNtaReQO3mYL4OqgZxYkqmUIQyVf7FLUTABwlKfRHf+In8YHffxjMjBc8cA8+6498Qlvj0BovOV5VNX743/wXPHbuIkIIeOmLnoe3venjIhgoioFKp5Rt9pRJmhRj8Y+juMGwjZyOH+tdNQMbe9ECDEvN1R44Oh42vkEdAqrGS3EgIgzHo6jmlzuEOLZN8DANjgEQ0xBEJ7ieTa8FYo3hKmiBOXia9ifTFDkSM49nq0oJBYaEuq7xqle+An/jW/9aXBu333abvEMDRMSqBXBSJZAZCEHi7j3Fdy3vUrVBZvIJyvgtmU/GnOwnBB/zXIQg+SeMKXDdgAloAgPFAOVwDFeu4ElrGziHQJnzXeZUmtokUrEA676h1TfASc0/GAxaYXx9auhNYSCBDmbKGLOArPFojK/7mq/G4dERGIz77r0HZTHI3kmcldm9KfvZBAOdLoBZynVbamXxGwIIJVjDOkMrb0H7NhF3Z4pGG8d8/nXX7zYm3WXmeVn39liaRqkjmGTX9mlx+56/YbLctr9nIKB1WL97IlxhBwieBqqrGkeHh+L1rHTq1Cm89W1vS6g2ilL9SyefaFcHAldnKFenpBouClNzBdR1gxCaiOiHgwHW6wWapkKtUphyE2UUyNC6ajooczzj9jNJi7ZIQp7NUB5D5V2JJQEB2ZAty1vMk86momdpE0v0AgfE44AAAlvov/abv4tffdfvAAAWqzU++1PeHJ/Z9w7MlPIr/7/fxu994A9inz7p4z+2XylDtklpHzIJcJswcbV3TzAlg9lbZaxa6Vvz9jYeTVVhCLEXm+MgG9fPbhxgRVjSs+SXfmmrd1MzQGAho5q2mogiiCESjZQxaORRHtq3EALuuutO3HPP3RubalcCbK0dqE+F5gkgSpt0ZGEKHAJr6W1tt2mMQja2QCeMzZkWSHRNgaFRBAPJKcGQcMkMBBDBimZuvGtrnzQ/ZyIpX4PNu1QHZFNLYGayNFa55iF/m9ySdMWkNMBb3vzxtqy172kuJkbXFWfIHp79nTFEA5f5viZFF3SvUKdWamsJrApkt3+I7yk5Y+dgqD2u17aXdvvYYug6Ic2/xkxZx0n6+eexTL9zbZq9bcfm/Gru3WSuj3aA4Gmg+XyGRx56CIvlIju6ie9kjdgiQqzkl6RP8TfYphZ8opSvKSJJBGPhNuvVCk1doygcimKoaYDFPl7XNZq6wnHYNFfttRcMo1T1o+yRsqnasaZpRHaLjnlJsraMBi1mqhKGSV5EDkwe7CwuW5zHYNnsnGoPdC050qx7HUkq3b+9wZjkIO03RpAPKlrfEWVyk+5wpv0IIUja4iL1cdO/4JgXJ8Mp0pR51+tz8jt4vWcTAgIxMCiwDg3ga1ChmSDVFml2+W0bap/0ZdRNK10WRQzra5oaRA04lKryHsBDXg3YSzcsnCtkeR0oSWymJTOHNJNsy7KUezFLpj226nJalyA04hTL4kBp2ipSXwEBZDIngoXJqYqMSJJjseVRKEuURQkuRRvG6kc3GkxlzqJEYELVeMnsWJTiU+IQcxE4Mx/AtATZ68yYbXt45ZhTwGuaORuHrvmgPYd0fpH9nh2n9s6U3rOtq7YTbtSu0CazuxaSRFypn6YFsGcXJA7FlPXT+tonXZtmxQSD/PtNTclmP7vXXFsfstBe1RLFvYA55b/AppagBUwykAkoXgq6N+UaC6jTslVJRNpcn5h+YAcInhby3mO9XqFar1FXVYypN5As1EbsUULqUT9tW3BHh4d46KEP6X0I9953H6bTvetqa9fOJhuLpQj2MTJAJE5NP6p2ZOsApe5kN26DAdIB4IyJEskmabZ/1cMBcOp4XSQJDIilRNuAQK51KkURpdSjIm2SSiH2A9Ue6PMp2evvvecOzJdLMDPuvvO2rZtc/j4cEe67+474fm+/5abYpmt7AXbqMRuHDVYmpdi4R7W8pVbWDSK9n3SOFffRXoCjySbL2MjY6HcXDPQd67NzZiMm+RyIECB5DjgUqs3I+x2yvACx8fE5Bgr6bMPoagji2CYg6tUfwIpsRW0EB0vpgyiYK0CwsSf9NE2UIwd2YqYgUs9zKmD5/a1kN4gA73U+G0jM4/jT+H3ooUdweDgDOYf9/T087/77pQCVidBQENIBEPlYtI+13qLtOK1jm+fp9DKATO133P29DyzGIWw9fnM92DttmzvSd92sg30k0vQm4+/TFHTbfS208Wyyt7CpBTDgz3adAmxrX9QQxsakH1WUpPtxOpC2rU6b7e8ngAl2gOBpIJGIGhxcvoIL587h1ttuEwkb0EkiUkdLmswYst1jG7o0+s3f/A38zW/962BmlIMBvuM7/794+Steec3ttGeWar9nliQl69VSnOLAUnKYxBmwrhus12tBqnCRyXfumjZnl4r2iDe4SmNqJoCzAj8afgSOiXwEhAjjNycnCm31MNBW39p4uYJixIBpYmBjGb3XWVPLQjZsInzVl70DITCaqo5gpmv7y6UDSbJS4qu/9POkKl/gCHYcQX0DQlQ85z4EMjZdDUMWr23PpExVjM3tXNLQtqUo6Z22m+XZIQTxCdD+WHpWo9yJCkDsI1GqCRFb2bOZ5vO1ruuYtMp2s2BVC4lijQvrJwdTEbsU1qn9tVwSlsym1iyN+YafRyoURSHJiBqn2QI5btRNXaFpajgFhINC0xlzQOnEdk+lSdvqkwHEtMtEpNIrqQ+GZQYEBgPJOklaNTGEgEE5BBOSjwaxAmDJVAmoWl/f6v/xz/4v/MzP/XcAwEe9+hX43u/6dtBgIE6vbBEr9knxfdm760u6lWaOzZjjgaphzhBCpp1rz/2crlUzkO6/eb1pN0SLxTEscagZNe37jcisnCF31mkfYHmyiDoSUAukItOGEjSfp76TTvbHjVXEuhZ0zci7FK1sKxw6NeIJ0w4QPI20Wi4xOzrCzTffDFInL0GMQjlj61OHdal7PATJ+JZUqpl9tEeay69vSVOqnrNMfU7EbBjTtGcllbAxYAM1nCYoWVsJgIMrSjAkNA0W2hSlJZOYCOQKFGi3336cLiBHm4Aglw5l9YRWf5lVncimyoNurtpupLwH5AowB1ERc3Ie2gQ9yO4vJpCCXZLKsw07OzkCEdsgGKySmEr4gZRxUAyri7OFO+CBxQEPliiop10kl20wCRnLNgDtU69aeNhoNNrCaNCyZbcSFIVUzMY5h2q9gpWkFt+UKlYHFAc5AZ8y5yBAiAhoONprwZIV0OZ7kwECAJpUyCICAMs+KNPZNAdWvZDRBPlb/P1l7FOECcDsWgl1uilwnWbcNHWx0zTUINL6DXaevSExYyX1PUDRo5/QND6aCSXDn8wZFkSlxYtcZAhdCTW+3wwc2986ZfJ/8hmTXYyEPANpyt62jbxvj9lOcUOI1+Wmja6ztAFR5uTbUJZlfA+5A2W7C2kNHKfJelLIJPvOOFrVTBgIyfYlZ0A9Ta7W/mKgJu3lFvYqNUc4hNa4tTRCT0BFsAMETyPN5zNcuXwZ/t6UoKhX3ZlRX2jhVuow+OvVHeVVwEyrwWyOMso4kBZpCD5NSkpJSOKnSxtPYEHHzg1gKuvYXwUEUpVQri+K4wCLAILCJYe51GckKToEsLMCJlAJV9pJCg6k/ks7/I+oQFECoanBxniDFoM5RiKyxdsmiqlx47lxA0sq8viDAKuAqJGKsvHZTez5RHCcMVxw2pS4z3acwI95+hsQyhlbVwWfg4KqqlqOazlztPY3TYPBYBClOmuDZ0uJK3kl6lpqXAggYNRVhVDYd3V8fl6/AtBkUUEKzwCiAbD02MHs6NkcAbcTWZkELxoZuW0T6jgujpTPogAV+Zq0hFHt+PxcM2USHMhqUBQoylLnIytDkKidkEVOJIk729h5cy8w0BjnQEAyUWTvulu1b4P5Zcwrao6yvSLpYxj5tIICMkuatY2uRwq3eZMDgVzyZSAlK+KUyCj3+o+RTfk77mg+bhQU9O27ScBAC9ggttou1j2Dcr1KElqs0Jfdo6UF7oxLBAbZvtsNgdyWzfR6aAcInkY6ODjAuXOPtzKBbaOuieBa6MUveSm+6a99i6o1Cffee9+x5+cbftp8s+xz2WQsLVSQGRw86roWlT9Z1TggKvCy2a+Bh6ksL5ljX2JErtA45DJXcbZT4KYNLm32Vl/evm9J4QyAkvQEAEWpoW5axpZZ7K8cvZbtmKYJJUk5jOzeOczqbixpMaqUHnR8sg1B2swAgoQIMsOx/N7UFahx4FKKDhXFAHAMwMGxZKljSoMrYXH5VmNzpq0VkbFDVEWz9/AqsRdaeKitRdn8MRWtMf0u5dJ/WZYYDoeotfzyRipj01Ywo16vYcV+gmdwoFisyezuFvlAJGYNR5CKg/pqKQQ4sGZLlOwBBiy9r3QDtWyEVscgSPbNcgD2Ndh7+THA5AHiFFtu/cjzQXTH2DkHb2Ys5zR9tJYxhlOwoCYHEq1Jx7CeAQ2HL/oTn4tP/sQ3ASCcOX1KHW3jwkqg1zRAXdCcresctMn+YNkAW4/PbtyRdtn+QWt82+dsmjRzDVP3vG1goE/T0TfucW6opiCBcWqt2di940DSFnrf+96P//Nf/F8IQeb2l37xF+AFL3j+sde0mL+1n037h413kwt93TExwGP96/50NT95hMiN0A4QPI20XCxweHiYpXkVyidI38K4Vrr5llvwCW956w21rWt7t1Aaw+rpuxAnKbOZBkhPNHYpOx9nR1ohgFAGRU7t9qw2WS1V3BkT+zupKs2py6Rlu20mRVN6DuLXJNdkw8/EsTwsQ2sOIHfUiqxc+m+P60jPZJvpBnF2B46gQHwXHMyJDUzwDScnM9j4ZO2IKVkR923K/o0bSghRK2KaGMumBwDJWS+AkT8ja3Vnc8ojBmItg+z9mJRmNRDsx0BCmivZ+4BEGwhYHEQTS5xbSNofYa7xtSY/A+2POQSa5sXehG8a+OARQgPTyJjfiHMEaPGoEOe0XqggkV1i9qYhOG5dyhyzkNdkAotaAhsHliyQka9yPnsIIODVr3xZmjmmfYgvKP1wBJ+Jydi4dzWQ7fFJGookU+v3PV1kfZbjXFvSBpLt81Nmvq7mLNemdfe89r04tta0AvaZm6WsPUljGV9I/zvKPruayJwuXrqEn/rpn5XoAefwGZ/+drwA2wFBL8zg9mjbc7aBknw8cp+JcAxYz+95vXwjpx0geBrp8uVLePThR1qpOvONs4uWn3Iic4wShy/LtJcSsEClvYFUCgwBq6rSbHwm6dvklVtutFylnVxKMYbqnNWrLxIfV+kpSZUGHnLGrN+YjQ5oFW1R8avVrvz3JOsrCIn2XFHZR2BBVhHHVLQhggLbOEXyFv4hjouMUnm34+QQKICDtAiS0wpzHghA7b3wn0JLHBclmD28V2Znde9jkSeTgGyMNBEPm99IALP4fHgvFQPdYKBDwlqOOqAAEGXOXLmiWoAcBACIzoTr9TpWw8vPB+S91XUdN2dmjmFw+byW2vIFVqtlSwoH2oDAQJekXm7SPq85ArwPUfqP7zcCHwEc3jdomko0EyShmI7MREZwGMEXBdYKpiRTYQC8MG9XOJQZo83BijnJ2oxwThNqFW4zE6Gp3YtCMmH6rLF6B7m3+rlErY5t9PKikkIdG8yya+bJgcHVnAy5s5bzY9lZMTpF1iu1zu0DBd3f7bMrGee/i9q89eD4fa55ysNNQ9CCapxFPeF45mvfb6eraxLExHPtWofuurJ7FEXRqUVBUTPnVasnvjPyfVc78ETNBcAOEDyttFqtMJ/PYrrWvsX0lIOBbNckZlCRUtl2AUmSLCUdbXRo0cnP3PGOJagXewsLq4Qkf+XJOyJTjlydI0jpAoCkoswZv16mkrdJOfP5Au/5vfciaO7cBx64F6dPn7aTgazVqe2WV9822lzpZwCB4rnQTVcYvYABjklV1DlNu637BUIIeN+DD2Nd1SBX4KazZ3DnnbfDB0ZgklK/ChRkiujmT4xAAJH4uUc/iNg+Ux2mgjxgEx+T1sDGOPoPUHsjybUMtmmZkyCQ7OS5ujL/lNuL5kE2Npkrzkltg3xnz6U7uz5naPmx+J1lYVSJ2EwALV8WIGpHtEOxzzIGXuaYczEFs3MO7DTcNWpiHHLpVF47bXy27LbC8fW952r7NAfinIqT2tZGziwNOBNigoxsHtHGHLVnt6k7jnnb+861Qeveqg0KUs6BbXvVcXtYH/PPr+kzFwD9bDnfM+1dFEUhpaA7jNU+u/2/GhM9dfIEPuojXx33rZMnT2bXWkMQ962+NvbRtuO51iI3CfT99L3zJ0o7QPA00uHhEc6fPx9VrvmGmEtFTzkleI+hpo5lRddmKgAQS8maBNg0deKn9mNEiWHkNsiWGULt5gCy9KguW1kW0uXaG21vH/T5HUmSAXzgwT/A1/7Fb8JaPbS//Vu/CW9588enZ3SGIt2SIg+xMwlpPEDq6Q5buKyaDWU0QcFBUaQuZTiiWtf43n/yI/jghx4FAXj7J70RX/mlfwyNDwgABsNSQuR8DeIAxwzvZaCtrLSZFJwrQIV4qTMgzw5eHQYlDSwzoyxKybpndn9m9bwXPwUx2Qjgyzchs8ua7bKPgece3qb1apsTZACKQtJRN40UDfJBK1FyiaKQ+ddoTv7cBtpVhToghVtljoLBN/C+iYzP5q3MJ0lTjdAg+AZNtZaqgYMSVIiDnyMCCmEmphuzdxaQNuVu5IRJdd1EQITMVKBH4hxig8AK6rZoCDgD1mR+LMigbD7BGJsJseyOHbCVawn69hs71CfZ24iwgqU2uO9/di5c5JqBbhu2AYE+6u6bIYRoqjIn01Siu505sA8cdAWznF760pfge7/7u+J3vTZ6yoSa1uF+9X13HPra471P+3EHhHsOySExu+cTNRcAO0DwtNJyudAUxk0LtT+VQKBvqRrD7WoG4vfZBOcQ0HhORWjIJCi0/paNykHSjCaNQBSe5EEbjYtCd/w3XZBvzK3edCUYWLIPlcSZUTdNVGNbiJrhFI6Snylfc6gPRftqEiEFCkRxI25tgLrJBrMPc+bEF1W1BYJ6jeeZ1qzwECDQg30Ao5GWhQCmIA5p5OAblUgLUUmLyC2/W4Ghrp0R2ZhzK6uZht4pqDFTQ/va/EeuF2aCeI2Ud7bNSN5VW7NgG5xr3QvQTb2QLH0WQlUWhXjgWxSDF4BTqwOgZB0UMOB9E7UiZjLwXmoLQJ3v4garLCywZMLzYDgwHCQvQuE6OQwoyeDCbNtOetKnpLLO/QsAxORd2GATDCnvrBkRVeRPsy9jTIHBZqpCMrMhfqZzCRy1Vn3UZTqmdcm/uxZKoCa9y7zf3eflv+efxwGCPqLs3777GiCVPCADFEWB0XAUM3IaHRcZsY1yk+5Wyr66msZhm0ml25+uOVm/lO/DJqCzd3ojfcxpBwieRlouFnAkXtQhU2kxc2Qe17NA04Z3HaQbgnnn2vNN2mtvfAyf2eXYNi+yLarNSuUa9aDOGQDZhKdWY02tGqX9ZDFVNXxUZMRe5pJWupmVIE1PzVM+gzublF3O9sTUTmiqWxsnZtP3UpIE9Bx5bwywgCu2RD8mnZo0X5SgwLF8cK5iZi3oQo5EimWnvgoOcAWck3wIPqjq3nwKnCXBITQ+aQZMw5E0MwrQAsUNJWlvpMvGeENMAsSKbdLv2fTR7wK8zyRXk6iDqfABZqdSNGXXShstxLRwDp7Fr4GGQ5HynFSj9I36RDQMlKWo9SHPbupKErRkQDb4RoAbp1S3RAp+IF7ewTcgJngO4kxZFAomOYKBXOvU3V7z9ZGH6TqXyuAaOrLxTWRhpgoCmTUvRPsZaV7lszq7d94e5MunfyfInSFz80+fLftYMjCYrxlsZ3Ldv3MTRlf1bT0FMh+hKCz0A478Hl6reQ6Hw6i1qeomJrKS+1Ecj+th3Ddqn78a8zfqFqOyZ5pPQf6OojNwZgKM9zSg9wQEzB0geJopMOP8+XPYO7GPW265NX3BHNXRG9QVYAFlTtdPFv6XI+uNx1lYVAf5ksVPc8YEiIQ5sW1gIQKHrpwp/FZs5aWq3kLQjH1EINdh1BkQaFELFXQWHRj33HMXvuNvfHNcHC99yYtaFg4CEFTqj5Aqxu6bGUM1KXpPKUhT2MVqhweg4YBEGpXBAa4sY/Iku2cAYzAo8ZVf+DmaDhm49ZabYEMoqMXrp/YrqLO7FQIih2JQwrkCYKnieHB0hO//hz+Iw6MjgIFPeusn4E1vfF0EfNLvJGlGKKeAL4/nFkCRS6XZdcwI3hCh/G4MxjYvwICYgcwmzh17TybVm6q+cITgOVP7F/E770ST5kNA4z2cl2gB1myCUoa7iTUiQhAT0XodonOmVS0kMBwxSqfvJXhwUIMQx1kgbSVzAGSkKW4e9YSU3rmIwDOPoJG16WLBb3AQQKaFioKr9a20NU3biQ1xZ++xzaSuJkh0TQc3xuQMHIrZIFdT5+aInPpC6szHJWgSLQEE8ilmv7xtFDWAV+trCAFrDWMtigKucBg415OnoM2cb4TZX42uVROwWq/xA3//H+Kxxx4DA/i4j/lofPqnfWo8z/piDrze+zQSBqTsH+atpqNrpR0geLqJGbP5DPP5HDffnCZjG+UnvJwUZtwSsG9kCucbQW6Xyr+z36Wpmf08e2jcONk2Twu7U0dDysOYrNvcsr8TmcRqNwRgWds6D+xf/9nitvBD/ThxYh9veP3HIlfH2u82mpst1OOm+6b0O+kGz46hUe4RFKV76XAAUeI37UNQyd05wite+nzBTtbcXMujgCoTNbX/yqAcgzxpnnNJQbxaLvErv/pruHjpMgDgJS96vmgqUOjVAuAIaRPKNUMRuIUkrSFXisTB121ZtQ8hOg4WUoSrzPwm7ApOzo5plnMM4QIQTVfRROB9LJwlWQKlhRwCPKAJiQIKshobDQotCmShiL4BoBqAWAsBIu0X7UkJaEbIOCcprTtqSasGBvp/ElggiJYsVWy0sYAW15L8Ay6i5u70bpsS9d3puRGk0bbzu++gnzF1mWD3vNYcoVxzyeANx+H8Hl2tUtI2JdNkEh5yZpaPxOY6NUa68djW880XxbRz5LL8C9lPBME9N7whbUD7n1ab8t+7gMA3DX79Xe/C+z/wQQDATTed7fUtaGX/9KQjo+Nmj2grbm6IdoDgaaYQAs6fP4+TJ0/h3vvvV8/mp55sUgEmvSUTgX1vZLkAoioLgOmi499yEVIlOajEbfnYkTHTeOf4LyMtFqnIl0nr6Nmw7JGbHYuSV2z7NajM4oKKB9SBUBkenGQCNBDDtrFBtAvQuPboBR4gIIDV4Y9ElRCCRWeEjU6kHus4GOOMDCMgsNPnkmRdJKAJHtQ0YALqao18FxB1Yg1Z2oSqEueqIkoOHJmRDyLZFoVrMU4wgQqn7co2ai1I5EiAAUJAo1LnqCzsTUZmLgoaTkmEgMj0PUv61tFwqCmGg1bUrDAeT1AUDqVqnjyUcQMgFn+Bylfqq9DATBPGWOqqQShLBQWqJSGpaTEclrDyxwbCKMvRYO00/xrnSmNxrbVi68nya1A8X6oWmrMs6zNksxZwJpI6JDU20qroZ0S5qS6fsW2peRso6FNPp7Yn4aB7bt7XzXsGCbO1FOfB6/mqLQPAyKoWItMMmEaATfY3xpcLJe330Ufb1O/mUOi9RzkYaBl1F/e8vuu7zHcbONpK18CIW2r/1rPblxpo6qZkNjOv9aVpGnATIqDUUdN1fuM8ZQcInmZiZsxnc8znczmQM+L42+YLNSnPmF13g7J7b6NcA9C38Pva2UXQtrzTFERU8QGIFbqMqdqtbfEjW3Cm+oraBH3Ogw/+Ph57/FzmmJU2zOc98ABuu+1W1ZQYV82ZerY6ONcIbBmT2AdppKkqo1yWjy/LiZxpDrLBkr6BED3CicBBNTEKouyzPe66seuuH3kHq0Mjm83WqTRrWhvJZV8WhFe9/CU4ODxCCIzbbr0JFvonYKRRSbXAH3zoYTx+7jyICJPJGB/x0hdjMBiIFK7Ssr3iJPOaEGLSiGZ3zLz8E9Pj1nXxelMb2+/M6jRJQLTBE8ABvgkSzcIOpStg5Yjj88HZ3DR7KrDBQex7uDgJZL45OAqakz8/3cLpdO5YnQy7MJ/vOsdYz+s8tnWsPYfbz4p8ROdPpwMAkjo+9inel1t7gLUtf0a3f3YvImppBvPzcz+DOB6d++RtZBMUwIJjqaONitfY/MkAZr7jtQBBZ1/a0oYuw8yPW44KwGuNif4+XM3Ukp9zPDDI1ffb26u/xPnsHOHlL3sZbjpzFgBw3733bvQvf29FUaDUyLC+TIVPlHaA4GkmZvEhOHXmtOROv55r9fN6X3vXG7pvAnU3izgZ7QTbFPWzZeMzfeYGCzbP/1Tcw6lNr65rlKrac2URF8i//rf/Dv/vv/zXvf34377h6/E5n/0Zeuv2KMTN6xrQevvCdAOV8VQaNbuwOSCx9lOxeOY3Ya6MWto9SoYGAgIbGOA4dhkeSGpgEbvk/bBIWUEKPUiOGyYE3+g9xV64vzfGX/qar4APAeuqkiRSXMN7kVJ9U2k/Svybf/8f8K/+zX8CANx3z934ge/+Wzh54qTmNVLzUcZ8yIZZGXiMNGGHoOl/ZRMkqeyoKIwEG6Ags+2btMgREHgNtXRlAULAaDBAXVdomgbr5QLOOYxGI3sj8MyaNIuhHiARIAWkzHUgSW1MMNCRMU1Ccv7LmUIw2zWnsXc2OcTp0FTPcimDA+ClBxkASJNPqlm6bF61p1ucpMcwpAQG7Nw0aQQm6oy6BkbQlwgnTxZmz0vfd/oTGY+JBYS2yj/5AznnOpkkcwCwCQasPVv9GnrWdFdg6TL2EAJCXaFpCIPBMEZW5dk2u5qBvvvYfrgNeMk19pMDwXS/dluTaS6EgOGgxNd89Z+NIYQRNHf6aTVCBoMBxuNxSsCUhSO2TDI3SDtA8DQTM+Po6BCzo6NjN4OtlEmR+T1bp3Qm7LaFn1+Xh6vksegmvUQhJqrQM12Bbh6mGZCNOaF2sjaAYmhb79joJr7N87n3OgKIHRibC4GzjaRPUrODxiBiSt8s6Q3yBR0i6weyUDphhGlB2whJczMQkYEoe3LrPWo70o1sLC39LRDYJ0DAHNMwMzMKp2WWCRrFElRFLG0JPo1tSjJlBVPUrFG4TBMlxX6iolXbFjgxeOtNkLSKan6Q0tURfBpwsvjpIAydCJqNkVEUhKYRYNI0Hja7cpCa7M9Q1ahmQOx4XNvvHKS4VQA0XXT62rlUjTJJ4GnS5Ft7/OkwpsCcKlCBWkzNaalr0nTYBjajhgEGttCibUwxgy+6/pOG4Gpmgj6yeZC0AeYM2mbgUa2dM7NOo6KvEUP9QezcdFKfxjGOwZZ2bzDpjPFuMtoe0rFsfAMKKaOh5Y3oOhv2aU5tH3Qumwf52+DOL/EjA3xs3ycw0Np7CxcVnUHnbK6pyRN0VVUV91grB53nC9HW94/HNdAOEDzNxMyYHR1hNptdH45rSZRXObUHECT0mNphPxvFT+KEtc3JFgxipTyzwbY3OFP3FRsNNZtqOyxGFwnSYjEk3+22AYzNYaEIklqDpZKtfeYyXAvNaAugDN9r6uZoY842xWCbY94yyiWleDe0GEnUNmTnsLQ93+jjZzwoXvgSxSG83xIOSY0COddnAM5U0UHz8gcfAOI4PinsTJwSLRWqhR5KZUHZ5NFqW3tjB2dghhgcGjAKwJmGKS+6o32OIYnC2EX+RszDb/dPYa4hellHYKFAwjlNEFMwmmzOpjmZMUudB0kZJKiJWsAzh4xtOd7uCUYrBYesKUQwKLfNtGEao0IwSZ8iCuB8Qvag1AjAW6TXUeZqt5X59x1PDzVmuLmm0nzP+5mDgeMYfegBNH2SfN859tkLiHQKXhcgYJYw1MbDaU4HC0nsmk66YGBT42DCTpG1L1+r7XkDxkafEzDutjlNgtwXJU8SZwDGe4/BYBA1aCGEmMrZ1s0ToR0geJophIDz587h7E03PeGXd9wzALQythkg6Kq+uuqyTdtiOne5WOIHvv97cOHcOTAYb3zDG/H2t789hTFqelpTtSdmgOQTkDNOW9wmURDjsz7jU/Haj/uYtGlTUrE/cP/9rbbl+0ZrX9U/ooYjo8TQjHVn9mhlWNHBzjZCY8KmBs02TDH16wNbm3yms6DMoTNYzv0cpBCgkmRriEAAiRe/1yyEvkmOUYE9mBDTC5t3tXOEpvaIZYKJwC7gk9/6Brz6FS8BgTCZTFAWDk29BoEiqCgh6lUUCdZw8AjeiiHZuGSbYpDqg+y8Mus2UzDgE8u2xnoZkAyKnKT8wjl4fU9NXYkWwdTbUepOFQNLqZMNbyF1aDMbVs5qwBHZfHdxclJ8faYdocK81DVzZllk95R+h5DmN+uz4j0N7BkeYcTSE11WsI02pHFDe9oIhkUuWJ+vdT8xRmUhxFdn4O29KgcD7dBCItrYV7r3vFbaACAabdN3r96/df07cjHzX1mWrQJclg0wASTE8SAQ3vO7v4d//E9/ECGI9uvP/Kk/iRe/6IX5xhifmYxDaT/tG8dNcCTX5GCIiLBarfED//D/wPnz58HMeP3rXos/8rZPisDAxjiGGBPF0uE3SjtA8DQTM2OxWGCxWERV7fVll6KWtLP1rKi6dBseq91zrF1JostUdQSYGrXxHu/+7d/Gww99CADwvAceUDStW35UndoTchWW3TO02m4L3JDzvffcjfvuu7cDBjY3mLRwM7aa787KlIkohdTFZ2aLU0GBSbWmOmfm6OjYct7RaxLoT9KzKSU6g9we580XhbYrHtovN2c4pm7P7pXGL4Xw2cByLPlLCADuvONW3HH7rRLcqQBNnDszv5FCaxBkzUkSf77xpxfYAnVB/B5azmG6MTPnJiEZS29RIcyw7H0maYvvgUIndnAskReARDC4bGxd9rxee7Ay/diu7NiGJphEo0NEERDkqYjZBt7m9wYapY33zPFoArixfS2JOM2tXFKlOLkM7TJSLGI7LDCnHDwztxqarfdOW69B+jYwsI3R5aaI66W+Z8qY92sVtl7P7bHJM2i6rOy3aVr6INXBwQH+x6/+WtynP/8dn5tF5HT6R+19/DgQ0Ae0cs2WaC88fud33oOHHn4YAPDA/ffFc/Lr8lwg3vurM4djaAcIngGaz2Y4OjjE4cEB9k+exHQ6fdLubRMjNwPkqqTuRM7NCV11XcQDtkltcrvI8PqXU1vTkDPZfEMMzHDKuPJoCu7cp6UGzoAHq/RESHb92Jc+yYFTTnz7zze+oyHITAaxUE/PBhlBRY5DsqQ+RAC5zGnIMgxuDFXvuAUfEEirDypDZRInN3uEg4QbDbPaEyKNJ0kc3tSPhAACcYBvKhlHpHv5ppYEVJoMCcyxylrX7mxSsb3DQA4M9YTWzYmZxSva2qRhhxZtGxqposmWxAiMgswcIn3wwVvKi8i8qS4wGAwxHI5a4bR5+4C2rdw0CwZgClX/mg3cJH5zIiRIpUNyDoUro5YiSf4yH1LK5/jywFlOjQyfgohtxDfJTrQ/W/NdrtUH6LkKM3rAQK95LZNE7f7duio2Zt0shjnAyyX3Lnjo7jO5lvK4trWGoW/Nxu5tzx+w5Waal0PDo0NAtV5riXAnc6AoouOrRfEQkWa9bPsz5U58m33p2R87fbha2+1+RVGgKMvWfCDnUJZlfL4llcvf4XA4hKPrETDbtAMEzwDZy5wv5hiORhEQ9Eo22+6Bfp5yrWo6Q6HHSQJdW1pZlvjIj3oN7r33XgDA/Q880NuKKHRlElwrIQnl6jVj4LmmIMT7dp17Nj8zBkx2v3Y7csYF7mxg9p960eeOcN1rrP0tqMJJHkxDn84wsNICOJT1/irv2tpiP9kj4jNJzQRxrMxBMLbZRhlRagKE6ZNGMdj9utoRIEttbGpVG9vO/GECSJk9O4r3Cr7B5SsH+K13/24ECR/xkhfi9MkTsHgM0QLYRqtOh0j+ByHvPwHkqOVIZXMsZ1wb5rH4yWDHkekTaa4HlxJyExGqqsZv/sZ7UTceVDg87757cN89d/SC3Cgx6/gkAJK3g9vgIGoM5LrDoyO867feE9fKR7z0Rbjl5pviPG8xnDzEtjOPDGx3+2/ntZl6kp6PY9R91+Vagu4esu352/4+jmEmvJP2im6fc3LZvQ0EtxaOzWUWcwKBe232BOD0qdN4w+tfGzUEp06dbAlP7Ta096xt/eujvmuGgwE++qM+Cvffdx/AEnadg99t2oKdhuA5SE1T4+KFCxgOhzh95sx1XbsNDLTO4XYp45xyiWDbeYl5IQq0k8kEX/3nvkYXZm5nt/ta6tLUQtNUmPNa3naT9ENgTWTDcAgIcddv3yNfVBvAB0kqZ2wy89aCZJPsQjy3JQWzMCe01NnWr57ER5TJfNsWvmkrerQW20geq5oMrTPgyKF9tWUxK6Lq35vZI0p42n9zxicCSDL6OZV+k4YgOcVZUqZcIuky3DYzMGfMAQoirb4o+RDe87vvxbf+rb+D4ANcUeBv/tWvx0e+8iOieQAI8KoNsPF2Wl8qEMVqhvZsVwgjt8x0XdOXU2kqf/e5aWGDYcW5ksDs0XyJ7/r7/wIXL10BAPzpL/1j+OJ7PyuGN8b3FCxtdfvNxGTHNp8NnHHQUM/25v0HH3oY3/gt34mqEs3Nd3zLN+AT3/wGbbv1jWIdCyJkUQ7tedPlL9310sfckw/K8cV8omYk+sP0Mzw7L58r3bZ079uXwEf+sGP919o7k/v39RmtCKfcDu80lboH0K0x84LnP4Bv+ea/EgE96bXxuRt9yUHBplDTBm4Ur+DOMQCYTqf42j//1bq/SSdy7Y395BrgwWCwTf90TbQDBM8QNU2Dixcv4uSpU0/aPbf5BHQnYb44jy1uYmCAqD1hCTB7nix4OTku/uwW3TZsSAbpREAzoMFDVeLtvAjbzBymIYiq+7zPqeGbjNikLu0DkSVSSWGHUVpWQECm5djoA2eb1hYpABTVvK3re8Ym3SPK9q0NBECssGjGEgdxDvSqhrcxZUBDwUQUlQgDZ7skYswT63wgAK5b5lV9EqASmNOnGlAyhgBR/3tTt7J6R1vkgL2fwHF8wbkXBW2o4B0RAkm8v7wbG6PQq/Lum+9x3FQitA0798dwIUQzNSkgjZuxnYQEauN9C4mq6QK1yBLi2KB1TuAg6t3sVad+96ngde3ZO9L30NVUJ+x5PGOIZqnOHtAXlXQj1JWgt0nOXTCxqSXI3fXigu4+TNewi1qk9AwktQza88M0ViZ0DAaDeKwVNqs3yoFfn4ZAokwc+tZ0d2zagDQJQH37gGkv7Lq8FHdem6aua3TNHNdDO0DwDFHTNLhy+TKWi8WG5NiaQt35b9qvjU0gqedbkyhjpPk58fZbmVf6rbXV5XAWtijkYNp47aQUfpafn7HQtuFAFx8jgIIVWEqLuNu/hNSVqXUXfMZUevtIJJERkdnn3eOUVQ+2ERn46FDGNLrj2RqTDhjoSqmbt9WN0SS+jsCUTYn4L1tkgfUh3iOyMZlukBz+cGneAZLZML+r9MHaYzkMPAoqQI4j07dxIBCCl9wFEbg0DRBCtH8WTvwL6ko2LyJGkT2IW+9NIwxCarudEzRMNE/D2xo3bNl4I4NpgwV2bQBA5KJXOiDx4i2iriTYHrBo8s8iS3JQgShBKwYjkfA4cLx3W8q2C+UXu0fSQMTXsKEhaDX7Kow5r4x4nKZgYzPoITNF2DuKbc/u2wUCXYCQX9fX9ngkgoK2QVJv1rvv5QmK8hDXbhbAbe3d9CHY3s5WmzeYfz8g6JpJu5RrayyS4okAuR0geIaormtcOHcOR3ffLQf6VnGX6W/7PVtwFlWQT3Q7xz43Vb1XlybaTz5+E8gbvzmHk6tVa+HqXskqsTJtLoyWtNflkCGyxM4N5SctO6lwl7QNAmiYCWylj7WSm9mt8QQlpbzv8aPzbrZuvNy6UnlKBhwJMV+/SeKhkXStBLSynpl0lVfhEzAXonQamkbuHyVMQqGlio0NiX1fku6kdonfR2SPQTIRMgtAef799+Db/rev1dLGhP/ys7+A/+df/TsAjJe/+Pn4ond8et9kydquTmGGhjn95FX8YnM4lcRtaRAyadxMI/G6CJxkfpw5fQrf+pe/WkroEuGO22+N/JhJxpFtPtu8jAlsEJeKtTmCGUC0Tp01d/99d+N7v/OvqSlLsklejZwxy3ivq0umfaB1w9zRcWAzyn/vAoY+jWQ/E5PPnHG1sqP2MlqZA4Q0L/P2Q9eAVfvLr/chafn62ggk4SIP37V2mRbqeHA7+opOAAA1H0lEQVQkANIASUesa7Up38vSfdNc7DPvEBGaxmO9rnDh4kXM5zOcP38B88UC58+fx2w2x2w2w8VLl/D4uXPHtvM42gGCZ4iCD5jNZqhW63SwKzKbREEAcZpM8kvG5DoTaavUf8wmsZ0yxgXjr7TlDLtftrcifabF3Eb1sje2N0z7t+vsZJJL+6ntgSN7KGen6U7OBgb0ktg25a5pHCXnfX6L7MStzKtXgulKqKZ1yN5XvuH0SUoRRnHWInvvtnl5yT1gY5/zCAMPmTwSmV9irqIFkKlnjp3K/bL3Rq1BzV60sUftH2d92ZtO8LIXPT+Wvf6/f+wn8NvveS8A4MTeNIYtpvHi1vxJ0z7zFMnGKYQQSzDbWHaPGSVlSTYgcVASgx8OB3jpi5+fxpiSXwUBsXx2LFuujMAYAjPH56S5nc3uzhzam07w6le8FGb8silsjRTTXXd+UWSI7XWQndGZk9tAQff3nCn20TXLEMi7mt6taU36TAUboCD/tSNV5yAhfaaLHGlkzjUA+5wB5/3P12j+ubne7V21G71NuEnCWUDjJXuogRBJOtTAynwvV2ssFAAczWY4d+48ZnP5PDqa4ejoCBcuXsQq5ynXSTtA8AxRVa3x6MMP4+DKlfYS7vI5+9yy+PKsW2ZDAo5nTPnCM8erq6mZhIfSxiamN9x4RoIPbWarv7Uvb10hIhVzSIWEYMlu5P4hZDnedVNxyu0o2zzTvTttzhklte1wdi0HNRKwSLrSxyxFrqKebVqYzfHIGDuRhjKmc7apSwOHrJssmQe1D66QpEWj4RDeByyXixjeKG1DdEYHTDOQOdZBJVVY38SRj1kzIoJUgwIgEArN7y98lNFyvMTmFCX9jox5B9b8/x0zVOx3/p7a5iFLoJOKXtmmz1rPAJlaOo1310acNzQtr+y5+fQlaCVEAhUEJo3IMAZMybkwk5uRgwoBRzpXDUBcVdLMAUAaCzmmroqZVJyuS0WJuvfa9owEsDcZVZdyZijX2V5i36fzOJuzAIlvkL6zEDFo2Jjvfc/LWh3HvQUAiFo5KdCZA6lyZds3ok+bkZdPHg6HLX+CXDjpzrXu2LYBSj8gyAHHer3G4+cv4ODwEBcvXsLFi5cwm83w8MOPYDab4fyFC5jNhOkHBRAh5M6d7d9vlHaA4Bki7z2Ojo6wXq83GKTRtbzWa9UMtNVT2FgIxz6jvWWmtmVqAEae+W2zA2lh5PdF65htfpE1RAbdxiFszl+ZZAoiEKsSO0pLQu/6zXfjscfPW2f1Cvl85ctfgptvOhtbEzeUuLGQevbn4qp9bkpefZ+t7/nq4x37mbWVmTXAIRP344nZM6D1DAAs12v82m/8DioFiS+4/x7cfcdtSFebf0FW+jg9PA5jtHN3+pWHNqbWpHwSdv/N6cB45ctehFMn9sAMvOCBe7LWt995ksZs/HQ2koyLACYHp5uhbbKPPHYe73vwQ7KxDwb42I96BfYmk5ZKn8FQTpUNILXnqDFe/eQMBFCcH5RScBG11rOcQnmHtjKSDdoi/YJUU2BtzdsIoHv7a36eUi795vvGBnM2XGzrl7P5GTVO3Lm3jX8OJNqgeuv66LwLQtLc2DjlgICt77aPZHNkm9mkz5RqWqa8rdtAf/pb2lI3DXzTYLlcoW5qzOcLNE2Dqq6xXq9RVzVm8xnW6woHB4eYLxY4PDrC0dERlsslLl28hOVqhYPDQ6xWK6xWq/6xeZJoBwieIWqaBpcuXsBiPruh64moHW/bI13G8zKnq6424PrQJG/8la7PN6McoORtse84fqYuUAdIZH0haiUBS8VTsn5ExC3AIO3BjB/+0X+Nn/65X9zoDRHhb33rX8HNrzsDk17IkgiRbDaGeeLYGhPMpbhsk9gGBvqefdzYt94Ta8585qgBcJQp7rWR3WceHs7w9//PH8XhkZTa/vI/8dm4+47bNvQzrU1QXmoyKZBTLYBrx9RzcmpLUA5Ifgnp/UWcSAL3iAif/1mfAsDU0fb8kIEAuyMbLlNeSNmU4tY42Zg65/Brv/E7+If//McAACf2p/jub/8G3HvX7ShQtO6x8Q40g11OaYOXdMaJ+RrDdHBxDDbfO8GKfW367HTfmWmREu/PnfFsEF1mqkiggDpgZrMP10Z9+0doZfu0tttYpOvkfXDsawBvmecJMLY0c515nO9fERSRa42faY262gEzL8VDHFAQbfgrdPtu39tzzak072PevvyzvQ8Cq+USs/kcDz/yKA4Pj/DQww/j8PAIl9TWf+XKAR57/PEnnHL4yaIdIHiGiJmxXotN6PDwEJPJBIPB4JquAzIprQfVGvVtNsdpEfL7b33+xi9I0o/8YQ/LTkrZ2VLIF9LGm2EBu13bkY9jrgJZqKTHQusiq0YIIKtOtr3P1t8NbYluMsH71E3lcZuAZ/vmnp8Tn8H2zKymgTJ0S7Fsf6cx5DhIZOUMHUnWPEpZFzc1FJte8a22oA08Wu0ik3ah26pW7svAHIJau2PXkhq/80iZInEOpHOok8+irfJPZxtjSOmTg1orPJzTED4gqUdaKiWkKpZWpdIAGYumgPW9OpZ7U16Y3NoGY/gCPF1kQEkrYGMWwZINFzkt4pS9ji1MmvUFEMv4RvMYWhe3mWAPGN2qKdA+569S/t7UBCYw0i4C1K/V7AoFDKKUC8MYugF6u0fgTVV87ija/nERJLU1Amkc2i1K4NRmch6md5ymNNeUmBnBbPvL5RLrqsJsNsd8PsdiscTRbIb1eo0rVw6wWq0xmy+wXC709znqqsJsPkdVVVit1nKP9bqV1+CZph0geIbI7FWr1Qrz2SzWur6R+2wzA9R1LdKexqzmiVrquo6MoCiKqzw7X1QdLND9JWN84knN2VVt5J9vYt2nyXXcel5ieqYhSC0J2eYukka6d1mWGI2Gm88hiuAi9q1nUzDAcz3aFDvXe4+qbuK4DLQQiTFBi2TgDBBIuKZtXxwHhVVKFcCSNj/OGEc+nmYHHQ4rAOZvko+o3LhPY0TxX93I87YY84jMWc61exMyCRzaTLb3qv1KLzUCn+QwqC3LVAPEhDxs07Q2HLTEDzkweQBOtUXiFAgAw+FAehIYTMHQSRr32FwGs8uAXwYQdRSipIr8s/2b/Ku+A2wdT7jZ5nGf+jmf4zKHbU5QHCOycdi2drJ7tgCIjR0xSE0v9tl6H9mb7s4pQLU32fqyl9yHb5Kg0W1l24Rp53b9GTb9G5AYv2kEKRvgrnSRCSi9e01n7IHkROh9aM0DSQIkDn6z2Ryz+RwXLl7ExYuXcOXKgTj3zed4+OGHcTSb4+LFS1iv1zHF8HOBdoDgGab5bIaHH34Io/EYk8lk63m2UeQJKXIm1WVWwXt833f/XbzvfeLJ/TEf+3H48j/1pwFIyOPf+a7/D37/wQ8CAF73+jfgi77ky45XK3LnBzlMsI1N2+QDmL0uwnTuMXfvkbIzqRE5w0vFdvJQIe8lK16pjCk3k3zZF/0xfN7nfOrmMwHcddcdukmL6jqEVHwpV6HnEr5+uTlE3JaimBm//D9/Ez/0L/8DAGA8GuJrv+LzccdtN8Pi91nvH6VJHWARdPNNvxCptiMhAe1Y6vz4zTedxjd/3VfEgic3nz3TbXHWoe7fBIs04MCSv8gZODAgGqJWxjQyjorW/ezcOObGPKLWgxKn7KXEPBCLG0GPMRjqma0ZLh0YcMDrXvMRePHz7wVAKFyJW86eAViieyKT0vfI9hgnLgWOi2PAX450OsOn8z9+xjkj49ottXtVNT6zvALXc77dO89tkYGXNHJ54xCBWRury9wL+VhwAiL9TF33pA0GjNjWnOF3TQHy7i1ML41Lt15Gfq9cG9LSCui92p3Ox0HBpNYnycFO3hdzHDx37rww9EsXMZ8vcOHixejFf+7cecznCxwcHqJpmvTjvQhZPqCqK3gfnpRyxE837QDBM0xVVeHo8BBNc3UbUs40j1N1Ecl2+wd/8CB+9z2/AwC46667Wwj49x/8IH73Pe8BANz/wPM2ntE3kROrSDCAcjf22J52et+uTbArdWyqOrdIPwoIcnWfjYU53pn5Om//XXfeBuC2TeEhttc2rbzZm+rTeFQ3+PYJSXpmtk/GlcND/N77fx8AMBmPsFqvYaWWDRDkErPsZerPYJsxKWuNYGC7h3M+jsPBAM+77y4k7mV9TW3c1n5qHdXrszS5Ip2HpJkhs+Oi9e6FaWwjCwEVRmYMOu9DCxBkt25hCOVuZu5gdjh1Yg83nTkNQhqz2O6OhJ69cs1vdQwYsHdPpAyVE8Ox9mZaj6iORz9479MUJHW+3StfDvruTMtB0EiRVP8jNsfOaXVBn2XMPwe9+bPj6fl8yUeCM5bbpuPWdus8YCPfSPc+3f0iAZAOKDAQEKeNna/tDYymFge/uqnl9yBMXJh3jaqqUVUVHj93HrMj9eyfz3H+wgUcHR7h8GiGc+fOYb5YYjabPeeY/bXQDhA8wzRTDcHznv+CY8/LF0UrtGTLpCRbNJHSRnhVyaSXZJPLlboRbRtTNiahttJtG0Zfn3Ibov3dRvKsHuKA96kvgG1aJJXLYG0MMLNBbj7YAgnif9rTqBBuRzMg2yzNfs5x04zsMzvGLV8IwHMNH2rAc5TWEDc9K7mbVNMmeZsDGdDOox8ZOMm40MZ35nCXN74LJrsbvr5LAGCzVSO2KX4fODoFEg3ALvcxOJ6EX2UAt1NZL83V5BEu2hvL468/9iaY4X2NoBkuAUJRWHRCGqfU54wxK0OxZ1mxoghWInMXxBCFULYsgwZ6CKnWBScmG6RmRtdWnCcTs/ZQxuiZBYBxlu1PnmIgCm1fG1LQaHMk5HkL+jNsps/U5sDcOoUoAxvx7cWHdu8a32H+mdvt80sJm/3fAAGUgcLI+HMwsClkdKluajz++OO4fPkKzp8/jwsXLuLw6AgfeuhhzGbC6A8ODnHlyoH65CABzGA1Tzp77x9C2gGCZ5iuRUPQJ1UDaUPrLgPZPAq89nWvx913340QAl76so+I3xdFgde9/o1RM/CKV76ydb9Nsud0JKrOM9tABd3y4Mf2r/spSV8i5FDJM7XEGH36PpdpLQERd7auFEAZN175Igl4QPzDbik2VwMM3N5A448l9Mk1BAF33HYWn/jxrwFDJPa9yRhBmU6ETB1VKOW2UTuWveWu7oKI1VHLmIOLZ+af/eal3MER7eMZ4xHGkLUh5EBo88okrVqCnq57VwcUWAIEZIwxktQxcOI9KLIwaeZC58AxVpzjeURSvY4Kl0mzrBt9v6SO/u5op/T9hwBQiGCgg6Oy+7adfbtObDnoiXMSKcTyOFCVa3fimJq2gDRvRsdg0KV0XeYYSjnANTJgXaS+bWgQ8je7KfF3tY5JE2Jg0+E9v/tevO/9HwRBivq88Q2vFd8PIvz2u9+DBx/8EEDAif0TeMMb34jBcAgiQtM08N5jsViiaWoslytU1RrLpYTo1XWN+XyO9WqNy5cvYT6f4/DwCIdHR1gtV7h4ScL6Dg8OsVgusFgst47ZhwPtAMEzTOvVEpcuXkS1rja+yxnkNjCwjcqyxBd+8ZcAQAxpsQ2oLEt88Zd+2VbV5fVQfl2wjCPXcW2vuQCySbQZGkVJ0Da7FE+cA6P25pSu32Rq+amJMaUNPfE0BsdaCWK3BkLmBZ5pBDpagpe88D686Pn3xGNAioYQr3iV5lye9CZPfkNoO9sRYtGl1pTQ8tLIgUEamzYTzCTAXBvQGTcpQKRHbSzsu0yKTu8xJY1q3SmJ6XZxzPKH7NOk3bbtWeaCcymGnFjG3ELagnp+e59ntSSU5QDOZT3LGhU6GokN4nxccibMADcKdBBBgSgTOkBDxzqwSZdtpmhgoKVJ65+eSVGRn8IyL/PrAwB436cPaN8cMq+tvdY9ztsff5f01X33MlCR7pmBegM8HSCQzk3r950//9/xz3/oRwAAd955O17zmldHR+D/+pM/ix/50R8HANx/3714zcd8NIZD+a6qKiyXKzz00EM4OjrCo48+hsuXL+Oxxx8XLcDhIf7gDz6E1Wr1nHLue6ZoBwieYVosljh37hxW6+0JJ1olhNEBA9mm1VW35fHZfXTdpgNToWaUNixun9f6dpP5b1cNZttW3EzI/tcmEJglBM3MCfGS1mbcZgS2acfNSs9IAhmnv5HBEK1SG5SLEydNLekVqRmkgCHKwHJsAydZRQDNic/xzLj7m8oclHngc4qhbknsnJi7td5AQ9RY2HEkRs8cJLkP0nnpptnrzl9vBlCIXEr2oypdBm1U4cuZfzyczwFmkfazvrXb7yS8MNg7Y5BjUMwel3JscNTSEEYjeeeFK60V/cC3D8caFw5BTTaiOpYAGM4mKqKknebOJktmJp0rahayLIibKr40PjBJmtCqHZG1u/3eU1cs55JpHKLGi+1Ydy2rsY3ThXn7kmSPqFHrg9/yjM2jm/uNaH7A7XBMZhbN6dFMvfkX8buDw0P8yI9IfonZfIH5fC6RWvMF6rrGcrHEupKQvtVqjbqusVqtnlWhfc9m2gGCZ5jW1RpXrlzRspXbkHTuVHV1CXybiu5aiJmxWq0imCjLcktIYia9drlG5I6bz70aKNBGRPDRlujNXt7VIujzTALfMkSbYAARaNjv7R4m5Ter4C4iWNqwoyKBJN1yuhEf82l3T8yVkKQxkbKFgZBjQMPPAERbuzGBrlYkOYVxar2FcHIbFhhokE9kbcvAVGT+/RJnAi0ZYsPxcy7/Lr77TEMA5O8qMTR7HqBZMVlMBsjmewgsud89Y101qBuPwWCIvckULivp3PW10BtkY5Da0QbCrJqTpA2y35k5SxamgC6OXQJIFH0H1Hm01Zb2+OUZPPLvY9uUWqGj0so4j9J7yvF8DtZji+MwsJ7cTdGbg4r8KrZy6L3wIGkMrN0G3gTgejCLKTNoZcijoxlWyxUuXLiERQYIFoslfumXfhmr1RoXLl7CYrHAen3juft31KYdIHiGablYoFqvsZjP0TRNKytWSzWY/d1V03UpV+VerxlgtVrhO7/j2/HQQx8CALz5LZ+I/+ULvyidYJtzvK9tVsc/5ziNwPaLure1623jzjUmxtmVa5tYnxodz42bdA4G0NMFckkWdg4OqoqNwIMjaGBmlWAZIeQbqANRiMyNo2SZ/AJsMxUVMim20fZl4KDLsNP2207iJPdUn4asLHT7+q4PQI8qIP6VmJFIt8rQSLPIOSd1FfKQ2Dje2Eob778HBBoTk/HLIgWydhVFAQ5BTWNiOvifv/U+/Oef+1UQEfamU/zFP/MFuO2Ws3BU9M87NkaF+Iz4ae/Z3ntokGo4sP4q2gO4QrGRghyXQIFUa6QOk90EA/nfpv04zmluw09BR8fHglH5Ws06HN+BagFM06JgC6plFP8UAX45qGrf6drp8pUDzOdzPPbYY+LNf/4cjo5mePUrX47Hz59HVVX45r/+t8DMaHyDgyuH8dqqqvDe970/lr5+IqV+d7RJO0DwDJPFvq7Xa6zXa0keg7Yk3ZJosckn+zaKG/WEDSHgoYc+hA9+4AMAgJe/4pXt+2b/6rYH7jYoO3dji7sWUBCRj6krN9WhJvl01Z+mKm7FJcf7irSdnAPbatTWA1o9zDQCnXbHR5tET/bOkjTV/TtKgS2pl7IT+jb+dsOSK1qfpNeWeNuvpwsC9BztSHfaJKkyvbfcOz7/vcu0knCdM5/jKbc9t+/RlaYzBhufn+4zmy3woUekDOz+3gRVVUm2yyI9J7VzEyiZH4SB71xTEEFCriVAPBn2ZqWVNnYKAVvzP3v3aQQ2IUJ2INf+dQF/FxBYbo3j9oIkOJAuGQZnWRrtOSFGOuSgybot2rHGN7FSn4XzVXUtybmqCr5p0DQeFy9dwny+EEAwm+HChQs4PDyKGTfrusbvn/9Qb7tFg7nTCDxVtAMEzxI6uHIFF86dw1133w03GLQ2jqheuwp1N7kbBQV9xNlG2OUaURra+rjr1Ax0rtUWxE9jsImRWRuR7aAuagAoXs9I5f9Utk6h9a1uJXbPSVMQGUWIaZSjlKjpbhkByZSRe5Ujfar01WYK7c1+s//ZEblJW97rqoJVgpWW5OAh93bPwUHWvuzZHJ+XmH9ZlhtAoK/SYC7d91E/GKSN+WXSKaD+AgQZawIYBVxZogBjk7mmIWmaBr6pJTRVn5uHu2UxJHosgEA6P+RZ8Z0xR18VMk1TBIhJ82OVCZ06jBauUFCZpd5FT5vjZMkLKW2OXdePRLqa+1HIZ+joeVoAA6S1PwgcEigVTVX+Pik6aFrbrdQ2EaGua1y8chlHR0e4cuUQjz72GA4Pj/DYo4/j8OgIjzzyCK5oWJ9lSW1HXqQIkCdz39rR9dEOEDxLaLGY4/DwAHfyXb2q1y71+RkYPZEFNRgM8Ja3fiJe8YpXgcF45Stf1ZLwkkeyxXhnNvuWKJr/0dYVtCXAvpSitiFyurx7Rmt3I6TELGZj1yxoxji3DklbKk4afQMDCeikvmabNCeZkJVRWdw2c8hqKrT7Z9IijClkTGUTmCDLh6CuX5Fx5qFq2hdODCAq123TjarinFlvqpRNIBYfh8TY+kBAnzo7+kZcg4aAW+3tjFTrmvROQVLwyTmgcB7szGQREALhzttvwsd/7CtARBiPhhgOypjNkhggV8DAZVsClygSAXfJ4TTNYDWZMMFxnBhx+BIYEMbvtFgSkfo7wAHOtd5/h0NHqPdLv/JrePiRxwAQbrnlJnzCG17XqryXawii9kaBMJOMAwiZo237UXHsWwOvc0p/841HCB6LxSEa7zV5T43laoXlfIl1pWF9VSUV+ZYrLJZLHBwcYrlcapU+8ZNaLpZYLJd/6GP5n8u0AwTPEjrSClgAWos+R9JAe4Ps22Aj085toFvO7VuUw+EQX/BFX9K6vqWejBJESJoBbAp1cTON6sV0P2MkVwMG9hfprmwOc+m0LmjieCxKgaLLb+938VjuXZ8a27bv5nKjeRX2OWjl7yUxG2ZGep25JiCp31vP7Ep8G+9SQh4VfbTfjYGBTPq3t5UDnxwM9AOy7hg7ZW4JADjn4jzd0PwYSIpd2uxT/nucA3LgGOBgUr32z2kfgmxjrijgQoBzjBfefzeef++dIG33dDJE3TQofQOiMjJOuMT0YyvIIgayaAoY04X4IXCWoIioo9rX95uZVCQSo9BohbxiYhqo1hJixo//u/+Cn/pZqdL5mle/Am987cf1OPmlsU+aD/W3KBDnRfJdAbp7gzw7+dZYUakAQlVVqKoKDz/yOObzBc5fuIQrBwc4f/6ChvUd4UMfelgAwvLDO4b/DwPtAMGzhGazI1y5fKlTeY5bDOFaqLvZPtkUJVYAUMbgm9ykkaR0OU8ZFBey6RwDaHLmEJkmpyxpFBXgeZy9nSshTOYYxkwZMzRRXjb7ZPxMlvh2OzosPlYhzthDFLoMhITIMJJzWhbrbn3QUq0mJVo+98hUdFzNHMHozgXtiiVPUhBABpgsv08GfGKn0khsvIPuXEnqd5Nk2/4CXca0QX3ifkb9z0MLEG3oVch0HtJBx4QQvOajcBgOhlLkiCsAqb6D2KXFh6AoClg0SFk6AQaupSJIzJXy0MCshoRpdGz+meNgBHpAMguoto/M7EFacTHra98a3zAFIJoAtgkCKRtgnpaZYzrmLrhfrdc4uHKEw9kMi8USB4dHWK3WuHj5EMulVOibHc2V2a/QNB7rdYWqrsTnaVWhbmosFstdWN8fEtoBgmcJrVYrzOZz5AVyrhcMNHWN5WoZGcd0OkFRXN8rvurzMlV6Egg5tVv/zZTP8ZxcndrnT9A91pK+kAOGTuKbpEuAhecldT4pw0RiUmT9pOxguk+UVLNv2g+MN4+/t0sNs7bDxfMJ5hSnACBmI1Rfhw4gWK3XWK3WUSszHY+kLr1t6txud5RoOUl6eaOPV8W33/vG+8mYZJ+JYINB9YCBbQ5ifW1q3bv1vWI60YNLCKZzCMqsi6JULYJX23/SrjWNB0DwvoFzhKLwCEwABwEFmQq/1eccFNn7sjaa2cxR+3ogRmJInob0u7yrBH7s/Upti/b4TCYTnDyxDwDYm06SAa5nLPOx897DfAlCCPDBwwdR/XsvxaC895jN53j83EVcvHgZB4dHOH/hImbzBR55VIr7XL58BYcKEnb04UE7QPAsoYsXL2D/4f2YTetGnGve9a5fx/f83f8dzIyyLPGX/8pfxYte/OInpX1J0DT7n8YSx3b2h7ERJen4OOpjBvpNdj/NY6+Mtq0pyBmUaAiEMZmNwTQEgCVCSY6A+TinPshdWywJkdtFR0MNKUReKjWBFjOrtBgptRmLaRZiC5jx0+/8JfzQ//sTYACnTuzjr3/DV+Hmm84oEOgCotSs48Y3FrTpIZMujwVoGRDYJqlea5u6ppAN0wlMSKYImIDMSMSsaYsDnGaSLIoBAEJZSiy7hKV5Nbs18Tn5uirLQhm29k/THlv6aJP0jeHHcyDRDcL8E7CDgojClR0NgzkkkiYM4ghMBcSIf0pMCsTAn/1TX4Iv/oJ3AADGoxGKnneUvyuT/I9U4n/4sccwm89x8dIlXLx0BVcODnHxgnj4P/r4ea3U52P4XuM9QpCy7Jb5cRfW9+FFO0DwLKHlcoXZbBYX5zYwsM0ngJmxWCzw0Ic+FAFBVa2vvmlfB+VNsjoB0UPbxLecqPO5hTZ8B7oSIqdnApbVLwMB7Y94JXPKYZ84bqYZSCqO1MfeFur17KIGIt3GAIXatg2HwMCA6geiaSAPzzOtQeqzbfhHswU+9PBjAID56ZOZSjbXYmTtyxlsTw9M3a5NzMYDree230WuKegdmK0UR7sDClgbHn0e7OQ2pkN09stBQfchbIxQmLgw+wJF4eC9i2WxrX9RYvY+5vzwQZwDySI/jPFbgSADby3NSDoetT7O5pOe03K4zN65KDeyQUkaNNOsMcu43XzzWdzEZ+O7bRqPEGp4zbngG491VWnVvgZ1LaV4L1+5gsViicfOn8d8scDly1dw+coBDo9muHxJvjt3/mKriNGOdgTsAMGzhg6uXMFoOMR6vYb3/roY+dPjscudH5GwfdiiyVAGtMlk8lO2fwdk0nlkKnbPTNhvncmtcww8RA2BSsmwhMFOjueSqvlXM2fR2JQ/iW1HV3Wvah44qyWQ9yv/zJiJqZZvhJLqWNtgSXLi3/HL/vHsoeM0A3LtEyAFRWmcs04AiGGYUGlchXOTuDdaYFofBzg4cCHhfIEtZn4A5nbimmQ6aOLvzjkMeICiLON8EUfAAtAERikLo4M4ixKsgaQhjOY82AIE+Xt2LmkRALgMyAVmcNAwxvguoRX2ko9L03jMZjMcHs1wcHCIRzWc79HHz+Pw6AgPP/I4rlw5wMHBIRbLJRrf9qHo+9zRjrq0AwTPEhIfghmqdRWll66K1ijfqPPjd911N97xxz8fzBKpcMstt153O0ztmFOv/Tf7jlrHsr8iE0zMP+9PN2Qq71uLGWVMnbnNmrKRiNqAZEU3sVKBAhtQcBkjz0BOrkXgvDchHo7nmpmkdW2IzCo9O5ewN+3v3fG131/8gvvxxz/n7WBmTCZjTCeTNGbW9My0gdZvplKxprUZe2446M6lzXfRlny773EroLP+GpCLmpUY+BjbQcb447hl2gHVnsQ3ygDUedR8CchpLARJSJ9zBYqiRFkmpuiVQZrGwGztSYtAcCVnWgcBAc4lR8BcGxEZvZkXsvDCHBQkMwQlX4OoyWFwI2r6o6MjXLh4Cf/tl/6HthU4c/okhsMhjg6PsNbc/qvVWqrzHR5htVrJsfUaVw6OYoW/KkuDvqMdXQ/tAMGzhFarJWZHR1itpWSnpTDetqz7QMH9DzyAr/yqP3fVZ2318EZiCl0A0vKwt3M77Ytq6c5516tvTk6FnesiQ94GCtpXMdlfFrtvl5s93Zh5d5RNUwBl/LnDoDL9PC0s6fmx5kAOhPr7Zj0RP4bNd/Kql78Er3jZiyII2PApseZtmyEUB6AFbgyY9LWn32fAbOnbQcHm+6X4qsjeARsUCS1QgPyTIB7/mXodhOjFH98sI9U9cCJxBwJc4cAoUJYSSWCaAiCF7+Y28aZpQEQo6gZgoChLzXhtEQUZ84cDaa6DJP0XkORBxvC75iBtr0sAQtqfAA2zR9N4XLp0Gb/znvfi+37gn8TqpC98wQM4deqUhPUtlzg8mvW/6x3t6EmiHSB4FlEIARfOn8d0MsVdd9+98f0mK9wEDNfk7LXlmuuWKiLvt406qezt6742H9eGXoq3pPyPvAFbLjNGprkDcuZvHCu3Zbfum5/XCR9kq3rHKTkNzNlRNQec36/dz+3Hkkq3+9NWfVtLpH+texrD14F3AMzG4vS7ru14Gygw34dUjrlog4Fc45Nu0DJX5KadLoDstsGRi1J+NBuApN3WHu0bQyMIgr5TJ5EezjGCRhyUJceUu2aGMw2B+RJEDQE5uMYL44dHOXCgwrROyvQNlpgmoFWm2rX+JiKs12scHs0wO5pjsVziwsWLWCxWuHzpMmbzOS5fuYIrlw8wXyyxXK1wdHTUKtH7yKOP4/yFS1gul/B+59y3o6eedoDgWUTMjNnREeaLOSwcCZlKHkgMljvHgOMZ73GM6DgwsF6vMZ/Po2lg/8SJJCVlJHt3Vq4YHBsbQsDsaCb3cITpdIrpZNJqRy8YyDT4/T1sS7Tb4UyuMrdzs3ZGATUx5GgA6Q62pSbmkJhfvNaK4IT8q+yeXeLWvXOHuz7NQEtLYOr8mG9Bj/UgMLK5hOj62P6eOuNjTN+k3A6jixLvhikiawfSgU39S/vTwEX83Rz0khNHkrqtcw4KBuw9UAIN2raiKDTvAPdGUSRHQwZ5CclzLqDolFBujY2arAIYoW7kracXID4BEKAyXyxw6eJlCd87muHhhx/F0WyGxx47hysHBzh37gIuXryE+SJV88tpPu8/vqMdPVW0AwTPIgoh4MKFCzh56lRrX2+p5e3YE3QQ6rNbA9hgzD//zp/DD/6TfwwA2Nvfwzd/y7fh9ttvt5O7NgO7YWp5AC5fuYxv+/a/hStXDgAAn//HPg+f9ZmffkPtTs+Sf7awpOycnDoFj3oc76K5gHnTkgAGQbMQFhscH2JOCOiy3e0aGGtzkqGvxX8jvz4xbEs6k99S+tB6p8ySvCe/Hs6gld7WHPwk9a6BAXbp+66ZoLeVdkrY7EcL40XTgHnra7Ig13mBnBJTp3a46KVHVIAzTQEzR0BgPjlpGDJ/gqoScwFMuyH3LpgBiJmAigTY5oslVus1HnlcvPgvXT7ApctXNJb/AuazOR5+5DFJ81tXCBq+16iTo88+d5L/jp5NtAMEzyJiZsznMywWiw2bcdf2bOfrL3bSVe9/LW3IablY4PHHJfztxOIEfKbSjM/sajMiUBA53HuP8+cv4NKlywCA+Xzeq6bO25Az0BRtwFEci8+RK5AObjYvahJyW7VJi11RPr+25zcBBYTeh7VMGtTbl60P6fn6uPfVclqk1Cqz20dfidY1og0hE2vte8uJEDkzBBBYNsJoz88AQf4pjdVDnZTUsFkgn22JGskEET3xDWx0QEdLNZbPHWu5aTDUwY9TRkX76eYhEA2BJDgK3sOTxzKssVrX4PkSIEIIIvXXjUfjAxofMJvPsVytcf7iJSyWKxwcHuHg4FCT+VyWsL5zF6Sg0i6Of0fPIdoBgmcRhRBw7vHHcfr0mRuS/G/Ef+D6n9HDP49hqsfRcd7q7b5kav1Nsb11v2s9vg2QRHMBcUwLDHJZ/8wXIR0jM5TDqaKA20zxGsdmW0RJ33sVfq+aCCcvJcKQCAYILUSgfzi2fPWthyfmmvsJQOsHOGPu6fy+tudttmdzwodAzCSp6n3XZtxUFNEkYZfEpudqM1LH0CAaAcE3oikpXBG9PkwzYD4EphlIvhleE/AAja8wW6wwWyxx8cohFss1Ll0+wNF8gccev4ArB4c4OJrh8OgIdZ2A8TZt24529FyjHSB4FhGzhB/N5m1v4i7T3Kru7zlm9MEPfgC/8M53AmAURYlP/iOfgptuvvmqbXrhi16M/+ULvxgAYzgc4eTJk+222TOPucdkMsXnfPZnYrlcgojwER/xspYGJGd6v/wrv4rf+Z33AAScPnUKn/apn4LRaNh5Ch373C7z/Jmf/Xk8+ODvAwBuv+M2fMonf9JVq0nmfYt/ZA+LdvkMKESOpZJ3r+2/5ymZEmOjD7mGwT6lPkTILnLJhyEyzG39IyBkY5QM+S0gEL38M01Ea1g3QNQmpcMc/2W9T4zJL8SRkDIQEO9pZYf14l68R6ryiJoMc/pjcTBUp8LVusJytcaVg0MN3VtjuapQNw2q2qNuPFbrGuu6QVXXWKzWqOsGi+UKVVXjaLaQdNJrOb7L4LejP4y0AwTPIgoh4OjoEPPZrMUs80+jbbkBtukHPvj+9+MH/6n4AoxGI3zUR3/0NQGCl7z0pXjxS17S6+Qm1OaUrVZpg6Z7U7zjcz8HREka7OsDM+OXfumX8aM/9q8BAPfddy/e9klvxXA47DADzvhYv/remBoz4yd/6mfw0z/zcwCAj/rIV+GPvO0TW4Bg0zSjyWHina2PmnxIJfDoSS836R2RvvfUdcbr+84AgIXLtaRuNhBlbdCUzpTfNGkHNt6JQzK9dCT7WLQoNxGkE3q0KZvUdoTMH4youTBzhHPJXABHMeMl54AlBydQ00e8twGBBAqyOoT6NzBfisf/Q4+ex9FsgYOjGS5cOsB8scKlg0MsV2tcunLU258d7ejDhXaA4FlEIQScO3cOt952e+v4tYABYDsYeLJJmJE9sdf43fZvYIBd/nX7muPMHDljuRZrSEvNjbZZQs9oVerr8zxPIxkyZs/ZZ/tYYoDyd15poKvy3/i030meZ22I93R22+S9LsWkSKMp24luTOOgcBIWHdIZJf2/A0wMBPSBgWugLli0X02WDsnTQdrtqBO7nzcmv7G1y7QpBARGVVeYzRc4PDjEfL7E+fPnsVwucfnyZcznC1w5PMTh0Ryr1RrzxRJ102C1qtB4j7qRVL/ee1SNR9g59+1oR6CdzUuIiC4COPssaAcm0ynuvPPObJPs2yGvj44Oj/DYY4/GZ9x9zz0Yj8dXv5C3yP+cy+kbJ260MfaAqPV76zsA585fwJUrVwAAw8EA9957D4qiuHo7Ow/Kmd3DjzyCI03qMplMcO89d1/F14KTzXsL4Om7pvU793+TNbHnj+5jtoCtrXc+/vC1UYcxd5VBx9HGnOh+h813n0v+xw4MtQ9xyiXQeCnQU1c1fPBo6gaNl4Q/TZa+eEc7+jCiS8x80/VetAMESkT0QQD3AFgDeM8z3Jw/jPQS/dyN7ZNPu7F96mg3tk8d7cb2qaH7ARwy8wPXe+EOEGRERP8TAJj5Nc90W/6w0W5snzraje1TR7uxfepoN7bPPrq6q/WOdrSjHe1oRzv6Q087QLCjHe1oRzva0Y52gGBHO9rRjna0ox3tAMGOdrSjHe1oRzvCDhDsaEc72tGOdrQj7KIMdrSjHe1oRzvaEXYagh3taEc72tGOdoQdINjRjna0ox3taEfYAYId7WhHO9rRjnaEHSDY0Y52tKMd7WhH2AGCHe1oRzva0Y52hB0g2NGOdrSjHe1oR9gBgh3taEc72tGOdoQdIAAAENHdRPRPiegRIloT0YNE9N1EdOaZbtuznXSseMvPY1uueT0R/QciukRESyL6DSL6OiIqnu72PxuIiD6PiL6PiH6eiA517H7oKtdc9xgS0acT0c8S0QERzYjol4noS578Hj176HrGlojuP2YuMxH98DHP+RIi+hUd1wMd509/6nr2zBIR3UREX0FE/5qI3qdz8ICIfoGIvpyIennLbt4+u6l8phvwTBMRPR/AfwNwK4B/A6nN/bEAvhbApxDRG5j54jPYxOcCHQD47p7js+4BIvosAD8GYAXgRwBcAvAZAP4ugDcAeMdT1spnL/1VAK+CjNdDSHXie+lGxpCI/hyA7wNwEcAPAagAfB6AHySiVzDz//pkdeZZRtc1tkrvAvDjPcd/q+9kIvouAH9R7/+PAAwBfD6AnyCiP8/M33/9zX7W0zsA/H0AjwL4GQB/AOA2AH8UwD8G8HYiegdnme928/Y5QMz8Yf0D4D8DYAB/vnP87+jxf/BMt/HZ/APgQQAPXuO5JwGcA7AG8NHZ8TEElDGAz3+m+/QMjOFbALwQAAF4s47DDz1ZYwjgfsgmfBHA/dnxMwDep9e87pkeh2fB2N6v3//gddz/9XrN+wCc6dzroo77/U+kD8/GHwBvhTBz1zl+OwQcMIDPzY7v5u1z4OfD2mSg2oFPhjC1v9f5+q8DmAP4IiLae5qb9oeVPg/ALQB+mJl/1Q4y8woiyQHAn30mGvZMEjP/DDO/l3W3uwrdyBj+SQAjAN/PzA9m11wG8B3651feYPOf1XSdY3sjZOP2N3U87bkPQvaUEYAve4qe/YwRM/80M/8EM4fO8ccA/AP9883ZV7t5+xygD2tAAJEeAOC/9EzsIwC/CGAK4LVPd8OeYzQioi8kom8koq8lordssQm+VT//U8937wSwAPB6Iho9ZS197tONjOFx1/zHzjk7Au4koj+j8/nPENErjzl3N7abVOtnkx3bzdvnAH24+xC8WD9/b8v374VoEF4E4KeelhY9N+l2AP+ic+yDRPRlzPxz2bGt483MDRF9EMBHAHgegN95Slr63KcbGcPjrnmUiOYA7iaiKTMvnoI2P9fobfoTiYh+FsCXMPMfZMf2ANwFYMbMj/bc5736+aKnqJ3POiKiEsAX6585I9/N2+cAfbhrCE7p58GW7+346ae+Kc9Z+mcAPhECCvYAvALAP4TY//4jEb0qO3c33k+cbmQMr/WaU1u+/3ChBYC/AeA1EDv1GQCfAHGaezOAn+qYD3fzeZP+NoCXA/gPzPyfs+O7efscoA93QLCjJ0jM/K1qT3ycmRfM/FvM/JUQp8wJgG95Zlu4ox1dGzHzOWb+a8z8a8x8RX/eCdES/jKAFwD4ime2lc9eIqKvgURbvAfAFz3DzdnRDdCHOyC4GsK041ee+qb8oSNzLHpTdmw33k+cbmQMr/WabZLYhzUxcwMJpQN287mXNDzwewC8G8BbmPlS55TdvH0O0Ic7IPhd/dxm43uhfm7zMdjRdjqvn7mKdet4q+3xAYgj0gee2qY9p+lGxvC4a+6AvKOHdnbYY2ljPjPzHMDDAPZ1HLv0YbF/ENHXQXIF/BYEDPQlJNvN2+cAfbgDgp/Rz0/uZtYiohOQZBkLAL/0dDfsDwFZZEa+wH9aPz+l5/w3QSI6/hszr5/Khj3H6UbG8Lhr3t45Z0f91DefgQ/zsSWivwxJLPTrEDBwbsupu3n7XKBnOhHCM/2DXWKiJzJ2LwWw13P8foiHNQP4xuz4SYiktUtMtH1M34yrJya6rjGESF8f9glermFsPwqdRDt6/BN1/BjA6zvffVgmJtI+frP2/VcBnL3Kubt5+xz4+f+3d4cuDYRhHMe/h3+BWAyaxGo1iNmgyCxaBbNBu7BgtfgXrKmwKBaL02g0CCYVwaCgoEMQ5DU8L7hwIopwx/b9wIVtvGz3cHf73e7eZ0Uu8MAqaV18CUwTPQquiAOArYtLFEXRJG4iOgVugBdgApgndvQjYCml9N4zpgG0iR19n2hfukhMMWoDy2nANspck0Z+OArMEWeiZ/m5x9TTovUvNSyKYh3YJQ6uB3y1gB0DdlKftoD9TW3z1MJJ4nhwl1+f4muu+1ZKabvkPXaAzTymTbQuXgFGiBONvmtdnP9LoAV8EJcLyq7jX6eUWj1jGrjd1lvViaQOCzBOTJ+7Jza4G6I3/3DVn63OCzEla4+4q/iZaEjyABwTc5GLb8bNEGHhCXgDLoANYKjqdaqojk3ibOe75fo/aki0mu0Qwa0LnBNz6yuvQR1qC6wBh0Tn0lfibPaW+CKa/eF9VnM9u7m+HWCh6vWvsK4JOCkZ53Zb42XgfyGQJEneVChJkjAQSJIkDASSJAkDgSRJwkAgSZIwEEiSJAwEkiQJA4EkScJAIEmSMBBIkiQMBJIkCQOBJEnCQCBJkjAQSJIkDASSJAkDgSRJwkAgSZKAT2LkVV86me/DAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 251, "width": 258 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image = add_noise(image)\n", "plt.imshow(image);" ] }, { "cell_type": "code", "execution_count": 37, "id": "a7bf9c63-0420-4a93-a8d5-ea711b32eeb8", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 251, "width": 258 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image = corrupt(image)\n", "plt.imshow(image);" ] }, { "cell_type": "markdown", "id": "9a01c720-7034-4d27-a38b-a3b1581c5d0a", "metadata": { "tags": [] }, "source": [ "
\n", "
\n", "

\n", "
\n", "\n", "
\n", "
\n", "
\n", "
" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" }, "toc-autonumbering": false, "toc-showcode": false, "toc-showmarkdowntxt": false }, "nbformat": 4, "nbformat_minor": 5 }