{ "cells": [ { "cell_type": "markdown", "id": "f908d1ca-8324-4b79-8c61-b9488b731c27", "metadata": {}, "source": [ "# Recommender baselines extended tutorial\n", "This tutorial provides a detailed description of a few recommender models which are widely used in both research and industry. All of them are proved to be strong and reliable baselines for many use cases. They are also often chosen as candidate generators followed by neural networks and gradient boosting decision trees for re-ranking of retrieved items. \n", "\n", "With RecTools you can use any of them with a few lines of code in the same interface.\n", "\n", "**Table of Contents**\n", "\n", "* [Prepare data](#data)\n", "* [Matrix Factorization](#mf)\n", " * **[iALS](#ials) [Hybrid]**\n", " * [Model description](#ials_desc) | [Recommendations](#ials_rec) | [RecTools implementation](#ials_impl) | [Model Application](#ials_apply) | [Links](#ials_links) \n", " * **[BPR MF](#bpr)**\n", " * [Model description](#bpr_desc) | [Recommendations](#bpr_rec) | [RecTools implementation](#bpr_impl) | [Model Application](#bpr_apply) | [Links](#bpr_links) \n", " * **[LightFM](#lightfm) [Hybrid] [Hot & Warm & Cold inference] [Logistic / BPR / WARP loss]**\n", " * [Model description](#lightfm_desc) | [Recommendations](#lightfm_rec) | [RecTools implementation](#lightfm_impl) | [Model Application](#lightfm_apply) | [Links](#lightfm_links) \n", " * **[PureSVD](#svd)**\n", " * [Model description](#svd_desc) | [Recommendations](#svd_rec) | [RecTools implementation](#svd_impl) | [Model Application](#svd_apply) | [Links](#svd_links) \n", "* [Nearest Neighbours](#nn)\n", " * **[ItemKNN](#itemknn)**\n", " * [Model description](#itemknn_desc) | [Recommendations](#itemknn_rec) | [RecTools implementation](#itemknn_impl) | [Model Application](#itemknn_apply) | [Links](#itemknn_links) \n", "* [Linear Autoencoders](#la)\n", " * **[EASE](#ease)**\n", " * [Model description](#ease_desc) | [Recommendations](#ease_rec) | [Model Application](#ease_apply) | [Links](#ease_links) " ] }, { "cell_type": "code", "execution_count": 2, "id": "4cadc3af-48c7-46f9-962c-56fe0c34cee4", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import warnings\n", "from pathlib import Path\n", "import os\n", "import threadpoolctl\n", "\n", "warnings.filterwarnings('ignore')\n", "\n", "from implicit.als import AlternatingLeastSquares\n", "from implicit.bpr import BayesianPersonalizedRanking\n", "from implicit.nearest_neighbours import CosineRecommender\n", "\n", "# lightfm extension is required for the LighFM section. You can install it with `pip install rectools[lightfm]`\n", "try:\n", " from lightfm import LightFM\n", "except ModuleNotFoundError:\n", " pass\n", "\n", "from rectools import Columns\n", "from rectools.dataset import Dataset\n", "from rectools.models import (\n", " ImplicitALSWrapperModel, \n", " ImplicitBPRWrapperModel, \n", " LightFMWrapperModel, \n", " PureSVDModel, \n", " ImplicitItemKNNWrapperModel, \n", " EASEModel\n", ")\n", "\n", "# For vector models optimized ranking\n", "os.environ[\"OPENBLAS_NUM_THREADS\"] = \"1\"\n", "threadpoolctl.threadpool_limits(1, \"blas\");" ] }, { "cell_type": "markdown", "id": "5d09d7c0-1ce7-4cef-af3a-f54497e16b8e", "metadata": {}, "source": [ "# Prepare data \n", "We are using [KION](https://github.com/irsafilo/KION_DATASET) dataset for this tutorial. The data was gathered from the users of MTS KION video streaming platform and includes user-item interactions together with user and item features" ] }, { "cell_type": "code", "execution_count": null, "id": "86c9cbb5-9385-4524-b2b2-60c240e8c55f", "metadata": {}, "outputs": [], "source": [ "%%time\n", "!wget -q https://github.com/irsafilo/KION_DATASET/raw/f69775be31fa5779907cf0a92ddedb70037fb5ae/data_en.zip -O data_en.zip\n", "!unzip -o data_en.zip\n", "!rm data_en.zip" ] }, { "cell_type": "code", "execution_count": 10, "id": "022debd1-940d-4a0d-8503-f78f17e30c27", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(840197, 5)\n" ] }, { "data": { "text/html": [ "
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user_idageincomesexkids_flg
0973171age_25_34income_60_90M1
1962099age_18_24income_20_40M0
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" ], "text/plain": [ " user_id age income sex kids_flg\n", "0 973171 age_25_34 income_60_90 M 1\n", "1 962099 age_18_24 income_20_40 M 0" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Read data\n", "DATA_PATH = Path(\"data_en\")\n", "users = pd.read_csv(DATA_PATH / 'users_en.csv', index_col=0)\n", "print(users.shape)\n", "users.head(2)" ] }, { "cell_type": "code", "execution_count": 11, "id": "cb9af6f3-9a1a-4a10-8ffa-daaded7f0f23", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(15963, 16)\n" ] }, { "data": { "text/html": [ "
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item_idcontent_typetitletitle_origrelease_yeargenrescountriesfor_kidsage_ratingstudiosdescriptionkeywordsactors_translatedactors_transliterateddirectors_translatedtransliterated
010711filmTalk to herHable con ella2002.0drama, foreign, detective, melodramaSpainNaN16.0NaNMarco, a journalist, interviews the famous Tor...Talk, her, 2002, Spain, friends, love, strong,...Adolfo Fernández, Ana Fernández, Dario Grandin...Adol'fo Fernandes, Ana Fernandes, Dario Grandi...Pedro AlmodovarPedro Al'modovar
12508filmNaked PeppersSearch Party2014.0foreign, adventure, comedyUSANaN16.0NaNThe main character has learned not to invite h...Naked, Peppers, 2014, USA, friends, weddings, ...Adam Palley, Brian Huskey, JB Smoove, Jason Ma...Adam Palli, Brajan Haski, Dzh.B. Smuv, Dzhejso...Scott ArmstrongSkot Armstrong
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" ], "text/plain": [ " item_id content_type title title_orig release_year \\\n", "0 10711 film Talk to her Hable con ella 2002.0 \n", "1 2508 film Naked Peppers Search Party 2014.0 \n", "\n", " genres countries for_kids age_rating \\\n", "0 drama, foreign, detective, melodrama Spain NaN 16.0 \n", "1 foreign, adventure, comedy USA NaN 16.0 \n", "\n", " studios description \\\n", "0 NaN Marco, a journalist, interviews the famous Tor... \n", "1 NaN The main character has learned not to invite h... \n", "\n", " keywords \\\n", "0 Talk, her, 2002, Spain, friends, love, strong,... \n", "1 Naked, Peppers, 2014, USA, friends, weddings, ... \n", "\n", " actors_translated \\\n", "0 Adolfo Fernández, Ana Fernández, Dario Grandin... \n", "1 Adam Palley, Brian Huskey, JB Smoove, Jason Ma... \n", "\n", " actors_transliterated directors_translated \\\n", "0 Adol'fo Fernandes, Ana Fernandes, Dario Grandi... Pedro Almodovar \n", "1 Adam Palli, Brajan Haski, Dzh.B. Smuv, Dzhejso... Scott Armstrong \n", "\n", " transliterated \n", "0 Pedro Al'modovar \n", "1 Skot Armstrong " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "items = pd.read_csv(DATA_PATH / 'items_en.csv', index_col=0)\n", "print(items.shape)\n", "items.head(2)" ] }, { "cell_type": "code", "execution_count": 12, "id": "fd43a8e4-64cc-49fe-97f6-d46c80b8307d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(5476251, 5)\n" ] }, { "data": { "text/html": [ "
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user_iditem_iddatetimetotal_durwatched_pct
017654995062021-05-11425072.0
169931716592021-05-298317100.0
\n", "
" ], "text/plain": [ " user_id item_id datetime total_dur watched_pct\n", "0 176549 9506 2021-05-11 4250 72.0\n", "1 699317 1659 2021-05-29 8317 100.0" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "interactions = (\n", " pd.read_csv(DATA_PATH / 'interactions.csv', parse_dates=[\"last_watch_dt\"])\n", " .rename(columns={\"last_watch_dt\": Columns.Datetime})\n", ")\n", "print(interactions.shape)\n", "interactions.head(2)" ] }, { "cell_type": "code", "execution_count": 13, "id": "24a75573-6a0c-4425-82a5-0e705459275c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(5476251, 4)\n" ] }, { "data": { "text/html": [ "
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user_iditem_iddatetimeweight
017654995062021-05-113
169931716592021-05-293
\n", "
" ], "text/plain": [ " user_id item_id datetime weight\n", "0 176549 9506 2021-05-11 3\n", "1 699317 1659 2021-05-29 3" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Process interactions\n", "interactions[Columns.Weight] = np.where(interactions['watched_pct'] > 10, 3, 1)\n", "interactions = interactions[[\"user_id\", \"item_id\", \"datetime\", \"weight\"]]\n", "print(interactions.shape)\n", "interactions.head(2)" ] }, { "cell_type": "code", "execution_count": 14, "id": "5a9b1f4a-0507-421a-a3af-edd683c97e11", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1680394, 3)\n" ] }, { "data": { "text/html": [ "
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idvaluefeature
0973171Msex
1962099Msex
\n", "
" ], "text/plain": [ " id value feature\n", "0 973171 M sex\n", "1 962099 M sex" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Process user features to the form of a flatten dataframe\n", "users = users[[\"user_id\", \"age\", \"sex\"]]\n", "users.fillna('Unknown', inplace=True)\n", "user_features_frames = []\n", "for feature in [\"sex\", \"age\"]:\n", " feature_frame = users.reindex(columns=[Columns.User, feature])\n", " feature_frame.columns = [\"id\", \"value\"]\n", " feature_frame[\"feature\"] = feature\n", " user_features_frames.append(feature_frame)\n", "user_features = pd.concat(user_features_frames)\n", "print(user_features.shape)\n", "user_features.head(2)" ] }, { "cell_type": "code", "execution_count": 15, "id": "9b2104da-c8a2-4457-a614-e66d6822eb6c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(39942, 3)\n" ] }, { "data": { "text/html": [ "
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idvaluefeature
010711dramagenre
010711foreigngenre
\n", "
" ], "text/plain": [ " id value feature\n", "0 10711 drama genre\n", "0 10711 foreign genre" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Process item features to the form of a flatten dataframe\n", "items = items.loc[items[Columns.Item].isin(interactions[Columns.Item])].copy()\n", "items[\"genre\"] = items[\"genres\"].str.lower().str.replace(\", \", \",\", regex=False).str.split(\",\")\n", "genre_feature = items[[\"item_id\", \"genre\"]].explode(\"genre\")\n", "genre_feature.columns = [\"id\", \"value\"]\n", "genre_feature[\"feature\"] = \"genre\"\n", "item_features = genre_feature\n", "print(item_features.shape)\n", "item_features.head(2)" ] }, { "cell_type": "code", "execution_count": 16, "id": "258b35cb-a9ab-4596-a674-ace718ad1fb8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(82, 4)\n" ] }, { "data": { "text/html": [ "
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user_iditem_iddatetimeweight
017654995062021-05-113
3815176549154692021-05-253
\n", "
" ], "text/plain": [ " user_id item_id datetime weight\n", "0 176549 9506 2021-05-11 3\n", "3815 176549 15469 2021-05-25 3" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Prepare hot test users\n", "test_hot_users = [176549] # have interactions and features\n", "print(interactions[interactions[\"user_id\"] == test_hot_users[0]].shape)\n", "interactions[interactions[\"user_id\"] == test_hot_users[0]].head(2)" ] }, { "cell_type": "code", "execution_count": 17, "id": "f2795ba7-3297-4dbd-b0fd-cd2781a79439", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2, 3)\n" ] }, { "data": { "text/html": [ "
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idvaluefeature
48323176549Msex
48323176549age_35_44age
\n", "
" ], "text/plain": [ " id value feature\n", "48323 176549 M sex\n", "48323 176549 age_35_44 age" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(user_features[user_features[\"id\"] == test_hot_users[0]].shape)\n", "user_features[user_features[\"id\"] == test_hot_users[0]]" ] }, { "cell_type": "code", "execution_count": 18, "id": "8e2641ca-1b95-49b8-869f-efb75ebdfdb3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 4)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Prepare warm test users\n", "test_warm_users = [1097541] # have features but don't have interactions\n", "interactions[interactions[\"user_id\"] == test_warm_users[0]].shape" ] }, { "cell_type": "code", "execution_count": 19, "id": "fc2c236d-9121-4b28-84e3-54baff915a6a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2, 3)\n" ] }, { "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", "
idvaluefeature
2903011097541Fsex
2903011097541age_35_44age
\n", "
" ], "text/plain": [ " id value feature\n", "290301 1097541 F sex\n", "290301 1097541 age_35_44 age" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(user_features[user_features[\"id\"] == test_warm_users[0]].shape)\n", "user_features[user_features[\"id\"] == test_warm_users[0]]" ] }, { "cell_type": "code", "execution_count": 20, "id": "2e33f24e-510e-4b04-85e6-d789ba26040d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 4)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Prepare cold test users\n", "test_cold_users = [99999999] # don't have features or interactions\n", "interactions[interactions[\"user_id\"] == test_cold_users[0]].shape" ] }, { "cell_type": "code", "execution_count": 21, "id": "c5e48115-5297-44ce-8ef7-b19d4a953ad3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 3)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "user_features[user_features[\"id\"] == test_cold_users[0]].shape" ] }, { "cell_type": "code", "execution_count": 22, "id": "4898c25d-344f-4fcf-90e6-c28d53e580a3", "metadata": {}, "outputs": [], "source": [ "# Create dataset with both user and item features\n", "dataset = Dataset.construct(\n", " interactions_df=interactions,\n", " user_features_df=user_features,\n", " cat_user_features=[\"sex\", \"age\"],\n", " item_features_df=item_features,\n", " cat_item_features=[\"genre\"],\n", ")\n", "\n", "RANDOM_STATE=60" ] }, { "cell_type": "markdown", "id": "30b72d0f-2464-4393-8156-99cc113ad56d", "metadata": {}, "source": [ "# Matrix Factorization \n", "The basic idea behind Matrix Factorization is to discover user and item embeddings in a common latent space so that the product of two matrices would reconstruct the original user-item interactions matrix as close as possible. The goal is to predict the missing values in the original matrix and use revealed scores for recommendations." ] }, { "attachments": { "bf3109a7-a5d2-4ad4-813b-87cf3f376c66.jpeg": { "image/jpeg": 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" } }, "cell_type": "markdown", "id": "87589ae3-25df-4187-8d07-d4ce2891c508", "metadata": {}, "source": [ "![IMG_D7652F52304F-1.jpeg](attachment:bf3109a7-a5d2-4ad4-813b-87cf3f376c66.jpeg)" ] }, { "cell_type": "markdown", "id": "ce128b42-b65b-4ffb-9e0b-2d09ed3a94f6", "metadata": {}, "source": [ "## Implicit ALS " ] }, { "cell_type": "markdown", "id": "16f00522-3ceb-4d11-925b-6fff7244adc0", "metadata": {}, "source": [ "### Model description \n", "Goal of the model is to present interactions matrix as a product of user(X) and item(Y) embeddings. Implicit ALS model treats all non-zero entries in the matrix as value `1`. The actual weight of the interactions is treated as `confidence` in the observation. Zero entries receive low confidence since this they are treated as missing values and might actually hide items highly relevant to users. Non-zero entries with high confidence will have greater impact on the loss when not predicted correctly. Overall loss functions is the following:\n", "$$ min_{x*, y*}{ \\sum_{u, i}^{}c_{ui}(p_{ui}-x_{u}^Ty_{i})^2 +\\lambda (\\sum_{u}\\lVert x_{u} \\rVert ^2 + \\sum_{i}\\lVert y_{i} \\rVert ^2)}$$\n", "$c_{ui}$ - confidence in observing the item (${c_{ui} = 1 + \\alpha r_{ui}}$)\n", "\n", "* $r_{ui}$ - weight assigned to interaction of user u with item i\n", "* $\\alpha$ - rate of increase in confidence. Determines to what extent change in weight modifies confidence\n", " \n", "$p_{ui}$ - binary representation, whether user and item had interaction \\\n", "$x_{u}$, $y_{i}$ - vectors we need to find for users and items \\\n", "$\\lambda$ - regularization term to avoid overfitting \n", "\n", "Since both X and Y matrices have to be calculated, an alternating least squares algorithm is used. The procedure is done by repeatadly performing following 2 steps:\n", "\n", "1. Fix X (user matrix) and find optimal Y (item matrix)\n", "\n", "2. Fix Y (item matrix) and find optimal X (usermatrix)\n", "\n", "This algorithm simplifies calculations, as when one of the matrices is fixed, the cost function becomes quadratic and has an easily achievable minimum. After the algorithm has converged, values of X and Y are taken as embeddings.\n", "\n", "### Recommendations \n", "Recommendations for all users are received from multiplication of $X^T$ and $Y$, after that top-k can be extracted from $\\hat{p} = X^T Y$. As an example consider recommendation procedure for one user, when item and user embeddings are received:\n", "\n", "1. Calculate predicted preferences $\\hat{p}_{u} = x_{u}^Ty$ (first row of $\\hat{p}$ in the picture). It contains information about how likely first user is to be interested in all items\n", " \n", "2. Take top K items with the greatest value of $\\hat{p}_{ui}$. In the picture if K=1, first item should be recommended, as 8 > 3 and 8 > 7.4" ] }, { "attachments": { "d338e14e-625a-4c79-86a6-9f1db60e10d3.jpeg": { "image/jpeg": 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" } }, "cell_type": "markdown", "id": "5d2337ea-a42c-47d8-b956-ed409e13c8d2", "metadata": {}, "source": [ "![IMG_B5E77FBC20B7-1.jpeg](attachment:d338e14e-625a-4c79-86a6-9f1db60e10d3.jpeg)" ] }, { "cell_type": "markdown", "id": "356ca4c3-2a20-4360-a7c0-8fb4c1a8696a", "metadata": {}, "source": [ "### RecTools implementation \n", "RecTools provides a wrapper for implicit library iALS implementation which is the most efficient and widely used: `implicit.als.AlternatingLeastSquares` model. Additionally, RecTools offers a modification, which allows to add explicit user and item features to the model. \n", "\n", "For items it is done in 2 steps (for user explicit features procedure is similar): \n", "\n", "1. Explicit item features are added as additional columns to item embeddings\n", "\n", "2. Same number of columns is added to user embeddings (paired to explicit item features)\n", "\n", "If both user and item explicit features are used, each embedding matrix contains three logical parts: latent factors, explicit features and paired features. Explicit features will remain their original values after training. Paired features can either be fit together with latent features or separately, this is a hyper-parameter for the wrapper." ] }, { "attachments": { "ba5c6c63-ebea-4b20-957c-5a67ca4b5ff3.jpeg": { "image/jpeg": 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" } }, "cell_type": "markdown", "id": "e5d22764-7cf6-4a5e-8186-3bc2d6b8f0cd", "metadata": {}, "source": [ "![IMG_288C86E5A2C7-1.jpeg](attachment:ba5c6c63-ebea-4b20-957c-5a67ca4b5ff3.jpeg)" ] }, { "cell_type": "markdown", "id": "1e300cb9-ab53-4d24-9188-7b6e143d547e", "metadata": {}, "source": [ "### Model application \n", "* Specify latent embeddings size with AlternatingLeastSquares `factors`\n", "* Specify `regularization`\n", "* Specify `iterations` for number of model training epochs\n", "* Specify alpha for confidence computation with `AlternatingLeastSquares` `alpha`. Interactions weights that were already present in the dataset will be multiplied by this number. Remember from above that $c_{ui} = 1 + \\alpha r_{ui}$ and interactions weights are treated as confidence in observations\n", "* Pass `AlternatingLeastSquares` model to the wrapper\n", "* Specify a way to fit paired features with `ImplicitALSWrapperModel` `fit_features_together`\n", "* Use dataset with features for `fit` and `recommend` to add feature processing to the model" ] }, { "cell_type": "code", "execution_count": 16, "id": "67fdad67-01db-4efa-83a6-df28789399f9", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b57f124d613f4989ac275979821ece1a", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1 [00:00\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
user_iditem_idscoreranktitle_orig
017654977932.8564751Radioflash
1176549163612.8202272Doom: Annihilation
2176549140252.7788983We Die Young
\n", "" ], "text/plain": [ " user_id item_id score rank title_orig\n", "0 176549 7793 2.856475 1 Radioflash\n", "1 176549 16361 2.820227 2 Doom: Annihilation\n", "2 176549 14025 2.778898 3 We Die Young" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recos = model.recommend(\n", " users=test_hot_users,\n", " dataset=dataset,\n", " k=3,\n", " filter_viewed=True,\n", ")\n", "recos.merge(items[[\"item_id\", \"title_orig\"]], on=\"item_id\")" ] }, { "cell_type": "markdown", "id": "d6855f45", "metadata": {}, "source": [ "Vectors from trained model include all of the latent, explicit and paired factors. Vector size is `factors` + (number of explicit user features) + (number of explicit item features)" ] }, { "cell_type": "code", "execution_count": 18, "id": "68d1c3b5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(962179, 176)\n", "(15706, 176)\n" ] } ], "source": [ "user_vectors, item_vectors = model.get_vectors()\n", "print(user_vectors.shape)\n", "print(item_vectors.shape)" ] }, { "cell_type": "markdown", "id": "218bae12-765a-49a3-b8a3-5a3c4e3ad0b0", "metadata": {}, "source": [ "### Links \n", "1. iALS original paper: [Collaborative Filtering for Implicit Feedback Datasets](https://www.researchgate.net/publication/220765111_Collaborative_Filtering_for_Implicit_Feedback_Datasets)\n", "2. Optimization for iALS training: [Applications of the Conjugate Gradient Method for Implicit Feedback Collaborative Filtering](https://www.semanticscholar.org/paper/Applications-of-the-conjugate-gradient-method-for-Tak%C3%A1cs-Pil%C3%A1szy/bfdf7af6cf7fd7bb5e6b6db5bbd91be11597eaf0)\n", "3. implicit library iALS model [documentation](https://benfred.github.io/implicit/api/models/gpu/als.html)\n", "4. **Proving iALS quality**: [Revisiting the Performance of iALS on Item Recommendation Benchmarks](https://arxiv.org/abs/2110.14037)\n", "5. **Proving iALS with features quality**: [Benchmark quality: RecTools wrapper for iALS with features](https://github.com/MobileTeleSystems/RecTools/blob/main/examples/5_benchmark_iALS_with_features.ipynb)" ] }, { "cell_type": "markdown", "id": "b3ae0fd6", "metadata": {}, "source": [ "## Bayesian Personalized Ranking Matrix Factorization (BPR MF) " ] }, { "cell_type": "markdown", "id": "3358326c", "metadata": {}, "source": [ "### Model description \n", "\n", "iALS model tries to minimize (weighted) reconstruction error during matrix factorization, providing a **pointwise loss**: it calculates how well each **point** in interactions matrix is reconstructed by the model.\n", "\n", "Bayesian personalized ranking introduces a **pairwise loss** instead. For each user model takes a pair of items: one positive and one negative where positive item was present in user interactions and negative item wasn't. The goal of the algorithm is to rank positive item higher then negative one. It is useful for cases when only positive interactions are present in data and when the goal is to maximize ROC AUC. \n", "\n", "BPR is derived from a Bayesian formulation of the problem that aims to maximize posterior probability. Resulting likelihood formula in general case is the following:\n", "$$ \\sum_{(u,i,j) \\in D_s} ln \\sigma (\\hat{p}_{uij}) - \\lambda_{\\theta} \\lVert \\theta \\rVert ^2$$\n", "\n", "$D_s := \\{(u,i,g)| i \\in I_{u}^+ \\wedge j \\in I \\backslash I_{u}^+\\}$, set containing triplets of user, positive item and negative item \\\n", "$\\sigma (\\hat{p}_{uij})$ - probability that a user really prefers item i to item j \\\n", "$\\hat{p}_{uij}$ - arbitrary function of the model which captures the relationship between user u, item i and item j \\\n", "$\\theta$ - parameters of the model to find\n", "\n", "For matrix factorization formula can be rewritten taking into account that matrix factorization implies user and item embeddings dot product as an arbitrary scoring function. Here item biases can also be present:\n", "\n", "1. $\\hat{p}_{uij} = \\hat{p}_{ui} - \\hat{p}_{uj} = x_uy_i + b_i - x_uy_j - b_j = x_u(y_i - y_j) + (b_i - b_j)$\n", " \n", "2. $\\Theta = (e^U, e^I)$\n", "\n", "Thus, the formula for likelihood function for BPR matrix factorization is:\n", "$$ \\sum_{(u,i,j) \\in D_s} ln \\sigma ((x_u(y_i - y_j) + b_i - b_j) - \\lambda( \\lVert e^U \\rVert ^2 + \\lVert e^I \\rVert ^2)$$ \n", "\n", "The learning method is usually based on stochastic gradient descent.\n", "\n", "### Recommendations \n", "Recommendations for all users are received from multiplication of learnt embedding matrixes $X^T$ and $Y$ (user and/or item biases can be added to final scores depeding on implementation). After that top-k items can be extracted.\n", "\n", "### RecTools implementation \n", "RecTools provides a wrapper for the `implicit` `BayesianPersonalizedRanking` model. `implicit` model implementation has a few important features:\n", "- **Model ignores the weights of interactions** and treats all interacitons in the dataset equally\n", "- Model training process is **not deterministic** even when `random_state` is provided\n", "- `regularization` factor is shared for user and item factors\n", "- Model is trained with SGD\n", "- **Popularity-based** negative sampling is applied\n" ] }, { "cell_type": "markdown", "id": "cd5340e1", "metadata": {}, "source": [ "### Model application \n", "* Specify latent embeddings size with BayesianPersonalizedRanking `factors`\n", "* Specify `learning_rate`\n", "* Specify `regularization`\n", "* Specify `iterations` for number of model training epochs\n", "* Pass `BayesianPersonalizedRanking` model to the wrapper" ] }, { "cell_type": "code", "execution_count": 23, "id": "7dfb525d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 776 ms, sys: 404 ms, total: 1.18 s\n", "Wall time: 1.31 s\n" ] } ], "source": [ "%%time\n", "model = ImplicitBPRWrapperModel(\n", " BayesianPersonalizedRanking(\n", " factors=10, # latent embeddings size\n", " regularization=0.1, \n", " iterations=10,\n", " random_state=RANDOM_STATE,\n", " ),\n", ")\n", "model.fit(dataset);" ] }, { "cell_type": "code", "execution_count": 24, "id": "1a22660e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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user_iditem_idscoreranktitle_orig
0176549152970.0856631Klinika schast'ya
1176549104400.0854042Khrustal'nyy
2176549138650.0584713V2. Escape from Hell
\n", "
" ], "text/plain": [ " user_id item_id score rank title_orig\n", "0 176549 15297 0.085663 1 Klinika schast'ya\n", "1 176549 10440 0.085404 2 Khrustal'nyy\n", "2 176549 13865 0.058471 3 V2. Escape from Hell" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recos = model.recommend(\n", " users=test_hot_users,\n", " dataset=dataset,\n", " k=3,\n", " filter_viewed=True,\n", ")\n", "recos.merge(items[[\"item_id\", \"title_orig\"]], on=\"item_id\")" ] }, { "cell_type": "code", "execution_count": 25, "id": "8bdd669b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(962179, 11)\n", "(15706, 11)\n" ] } ], "source": [ "user_vectors, item_vectors = model.get_vectors()\n", "print(user_vectors.shape)\n", "print(item_vectors.shape)" ] }, { "cell_type": "code", "execution_count": 35, "id": "ceb06747", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-0.02226695, 0.01090536, 0.00503718, -0.02011885, -0.00435659,\n", " 0.04752969, -0.01570643, 0.00631561, -0.03203988, 0.02608355,\n", " 1.0004302 ], dtype=float32)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# constant `1`` was the last value of each user embedding on model initialization\n", "# These values are used for item biases multiplication\n", "# But note that implicit framework changes these values during training\n", "user_vectors[-1]" ] }, { "cell_type": "code", "execution_count": 36, "id": "31aac4c6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0.00281794, -0.00169547, -0.00304997, 0.00588632, 0.00074773,\n", " -0.00124499, 0.00424563, 0.00047185, 0.00077127, -0.00010804,\n", " -0.02039964], dtype=float32)" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# item bias is the last value of each item embedding \n", "item_vectors[0]" ] }, { "cell_type": "markdown", "id": "ffd89fec", "metadata": {}, "source": [ "### Links \n", "1. BPR Loss original paper: [BPR: Bayesian Personalized Ranking from Implicit Feedback](https://arxiv.org/abs/1205.2618)\n", "2. Implicit library BPR model [documentation](https://benfred.github.io/implicit/api/models/cpu/bpr.html)\n", "3. Comparison of BPR implementations: [Revisiting BPR: A Replicability Study of a Common Recommender System Baseline](https://arxiv.org/abs/2409.14217)" ] }, { "cell_type": "markdown", "id": "93d6477d-d3cd-43e9-8fc2-a675078c552c", "metadata": {}, "source": [ "## LightFM " ] }, { "cell_type": "markdown", "id": "8947ca27-a663-4369-8e48-33a93d3eb2d9", "metadata": {}, "source": [ "### Model description \n", "\n", "LightFM is a python library with an equally named model that has a few special features to add to a classic Matrix Factorization task. It is widely used in both industry and RecSys challenges. Key features are:\n", "\n", "1. LightFM introduces biases to both users and items in addition to their latent representations.\n", "\n", "2. LightFM is a hybrid matrix factorization model, which aims to include user and item metadata into matrix factorization procedure. To incorporate it LightFm estimates an embedding for each feature and uses a linear combination of feature embeddings to find user/item latent representation.\n", "\n", "3. As a result, LightFM provides a solution for building recommendations in warm and cold start scenarios. It utilises item biases and user features embeddings for this task.\n", "\n", "4. When building a model, LightFM provides a few loss functions to choose from:\n", "- **Logistic**\n", "- **BPR** (Bayesian Personalized Ranking). Building a LightFM model with BPR loss with no features will result in a BPR-MF model\n", "- **WARP** (Weighted Approximate-Rank Pairwise) and k-OS WARP. These are usually the best performing choices for the top-K recommendation task.\n", " \n", "\n", "\n", "To incorporate user metadata, user latent representation is derived:\n", "\n", "1. Concat user identity matrix with user features (matrix A)\n", " \n", "2. Take matrix of user factors with prespecified n_factors (matrix B)\n", " \n", "3. Compute $A\\cdot B$. Each row in this matrix is a latent representation for one user\n", "\n", "To find item latent representations similar procedure should be performed.\n", "\n", "\n" ] }, { "attachments": { "c7956be9-96fa-4f1a-8bc7-f5d526e23663.jpeg": { "image/jpeg": 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" } }, "cell_type": "markdown", "id": "c3dd255a-35ea-498c-b6cd-8f2bee5e9d91", "metadata": {}, "source": [ "![IMG_69E1A3854AE3-1.jpeg](attachment:c7956be9-96fa-4f1a-8bc7-f5d526e23663.jpeg)" ] }, { "cell_type": "markdown", "id": "c65864d9-6aa1-4f87-bd21-069902ffb624", "metadata": {}, "source": [ "LightFM with **logistic** loss maximizes likelihood of receiving interactions matrix. Zero entries are considered as negatives, non-zero entries are considered positives.\n", "$$ L(e^U, e^I, b^U, b^I) = \\prod_{(u,i)\\in S^{+}} \\hat p_{ui} \\times \\prod_{(u,i)\\in S^{-}}(1 - \\hat p_{ui}) $$\n", "\n", "$\\hat p_{ui} = f(x_{u}\\cdot y_{i} + b_{u} + b_{i})$, where f is sigmoid function, as binary prediction is made \\\n", "$x_{u} = \\sum_{j\\in f_{u}} e_{j}^{U}$, $y_{i} = \\sum_{j\\in f_{i}} e_{j}^{I}$ - latent representations of user and item with $e_{j}^{U}$ and $e_{j}^{I}$ as feature embeddings \\\n", "$b_{u} = \\sum_{j\\in f_{u}} b_{j}^{U}$, $b_{i} = \\sum_{j\\in f_{i}} b_{j}^{I}$ - bias term for users and items. $b_{j}^{U}$ and $b_{j}^{I}$ are scalar biases \\\n", "$S^{+}$ and $S^{-}$ are observed and not observed interactions, respectively \n", "\n", "**BPR** is a pairwise loss, which maximizes the difference of scores between positive and random negative examples for user. BPR is derived from a Bayesian formulation of the problem that aims to maximize posterior probability. Resulting likelihood formula in general case is the following:\n", "$$ \\sum_{(u,i,j) \\in D_s} ln \\sigma (\\hat{p}_{uij}) - \\lambda_{\\theta} \\lVert \\theta \\rVert ^2$$\n", "\n", "$D_s := \\{(u,i,g)| i \\in I_{u}^+ \\wedge j \\in I \\backslash I_{u}^+\\}$, set containing triplets of user, positive item and negative item \\\n", "$\\sigma (\\hat{p}_{uij})$ - probability that a user really prefers item i to item j \\\n", "$\\hat{p}_{uij}$ - arbitrary function of the model which captures the relationship between user u, item i and item j \\\n", "$\\theta$ - parameters of the model to find\n", "\n", "For LightFM framework formula can be rewritten taking into account that: \n", "\n", "1. $\\hat{p}_{uij} = \\hat{p}_{ui} - \\hat{p}_{uj} = x_uy_i + b_u + b_i - x_uy_j - b_u - b_j = x_u(y_i - y_j) + (b_i - b_j)$\n", " \n", "2. $\\Theta = (e^U, e^I, b^U, b^I)$\n", " \n", "3. LightFM has 2 regularization parameters, which is applied both to embeddings and biases: $\\lambda_{item}$ - for items and $\\lambda_{user}$ - for users. \n", " \n", "Thus, formula is:\n", "$$ \\sum_{(u,i,j) \\in D_s} ln \\sigma (x_u(y_i - y_j) + (b_i - b_j)) - \\lambda_{user}( \\lVert e^U \\rVert ^2 + \\lVert b^U \\rVert ^2) - \\lambda_{item} (\\lVert e^I \\rVert ^2 + \\lVert b^I \\rVert ^2)$$ \n", "\n", "**WARP**, unlike BPR, takes a non-random negative example, which is chosen by comparing scoring predictions. In case prediction for negative example is greater than for positive, negative is taken for optimisation. Gradient update is proportional to number of examples sampled before appropriate one is found, as it reflects how many samples are ranked incorrectly. Such an approach results in better ranking, thus, it is useful when precision@k should be maximized and only positive interactions are present.\n", "\n", "Model is trained using asynchronous stochastic gradient descent. Weights of the interactions define how much each observation affects the loss.\n", "\n", "### Recommendations \n", "1. For hot user that already had interactions during training scores are computed from user and item latent representations and biases: $score = x_{u}\\cdot y_{i} + b_u + b_i$\n", "\n", "2. In the warm start scenario the user has no interactions, but user features are known. In this case user representation is taken from user features embeddings and then score is computed: $score = x_{u}\\cdot y_{i} + b_i$ \n", "\n", "3. In the cold start scenario the user has no interactions and no user features are known. In this case model recommends popular items, basing on biases only $score = b_i$\n", "\n", "Top k items with highest scores for each user are taken as recommendations. Sigmoid function can be skipped during recommendations for faster inference\n", "\n", "### RecTools implementation \n", "RecTools provides a wrapper for the LightFM model and additionally:\n", "- offers **10-25 times faster** inference\n", "- provides recommendations for hot, cold and warm users in the same interface out of the box" ] }, { "cell_type": "markdown", "id": "c298b166-271f-4317-953b-2d20f872d771", "metadata": {}, "source": [ "### Model application " ] }, { "cell_type": "markdown", "id": "18876979-96f1-45ef-8626-1ad96aa97fcd", "metadata": {}, "source": [ "`lightfm` extension for rectools is required to run this code. You can install it with `pip install rectools[lightfm]` \n", "\n", "* Select `loss` from \"logistic\", \"warp\", \"bpr\", \"warp-kos\". \"logistic\" is default but it usually has the worst performance\n", "* Specify embeddings size with LightFM `no_components`\n", "* Specify l2 regularization penalty on features with LightFM `item_alpha` and `user_alpha`\n", "* Specify other LightFM params\n", "* Pass `LightFM` model to the wrapper\n", "* Specify `epochs` for number of model training epochs\n", "* Use dataset with features for `fit` and `recommend` to add feature embeddings to the model " ] }, { "cell_type": "code", "execution_count": 19, "id": "ead307c2-2109-44bc-a12c-7da1072fb56e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 6.28 s, sys: 53.8 ms, total: 6.33 s\n", "Wall time: 6.33 s\n" ] } ], "source": [ "%%time\n", "model = LightFMWrapperModel(LightFM(no_components=10, loss=\"bpr\", random_state=RANDOM_STATE))\n", "model.fit(dataset);" ] }, { "cell_type": "markdown", "id": "9331ef0c", "metadata": {}, "source": [ "Recommend for any type of users (hot / warm / cold) with just passing the necessary ids to `recommend`" ] }, { "cell_type": "code", "execution_count": 20, "id": "3445bf82-649a-40b0-b5a1-240dc7f0f9c6", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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user_iditem_idscoreranktitle_orig
017654915861-220.2937161The Dark Tower
117654914361-220.3542942Legion
21765497797-220.4204863Daikaijû kettô: Gamera tai Barugon
3109754115297-221.2929531Klinika schast'ya
510975413734-221.5517582Prababushka lyogkogo povedeniya
6109754110440-221.5983583Khrustal'nyy
499999999152971.2974181Klinika schast'ya
799999999104401.2738272Khrustal'nyy
89999999926570.9244463Podslushano
\n", "
" ], "text/plain": [ " user_id item_id score rank title_orig\n", "0 176549 15861 -220.293716 1 The Dark Tower\n", "1 176549 14361 -220.354294 2 Legion\n", "2 176549 7797 -220.420486 3 Daikaijû kettô: Gamera tai Barugon\n", "3 1097541 15297 -221.292953 1 Klinika schast'ya\n", "5 1097541 3734 -221.551758 2 Prababushka lyogkogo povedeniya\n", "6 1097541 10440 -221.598358 3 Khrustal'nyy\n", "4 99999999 15297 1.297418 1 Klinika schast'ya\n", "7 99999999 10440 1.273827 2 Khrustal'nyy\n", "8 99999999 2657 0.924446 3 Podslushano" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recos = model.recommend(\n", " users=test_hot_users + test_warm_users + test_cold_users,\n", " dataset=dataset,\n", " k=3,\n", " filter_viewed=True,\n", ")\n", "recos.merge(items[[\"item_id\", \"title_orig\"]], on=\"item_id\").sort_values([\"user_id\", \"rank\"])" ] }, { "cell_type": "markdown", "id": "02da419c", "metadata": {}, "source": [ "Vectors from model include user biases, item biases and embeddings. Vector size is `no_components` + 2" ] }, { "cell_type": "code", "execution_count": 21, "id": "0bb7b286", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1058088, 12)\n", "(15706, 12)\n" ] } ], "source": [ "user_vectors, item_vectors = model.get_vectors(dataset) # pass dataset to process features\n", "print(user_vectors.shape) # these include all users with features (hot + warm)\n", "print(item_vectors.shape)" ] }, { "cell_type": "code", "execution_count": 22, "id": "7120c77e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-2.23379684e+02, 1.00000000e+00, 5.62264979e-01, -1.28065735e-01,\n", " -4.61941302e-01, -1.90039784e-01, -8.23755711e-02, -9.92318988e-02,\n", " 2.55903333e-01, -1.77466646e-02, -4.70214367e-01, 3.65182817e-01])" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# user bias is the first value, constant `1`` is the second value (for item biases multiplication)\n", "user_vectors[0]" ] }, { "cell_type": "code", "execution_count": 23, "id": "a34854a6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 1. , -0.2681751 , 0.3677758 , 2.59228992, -1.3499459 ,\n", " -2.1741879 , 0.18057333, -3.33403778, 0.66558087, -0.87214583,\n", " -1.09833658, -1.58371723])" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# constant `1`` is the first value (for user biases multiplication), item bias is the second values\n", "item_vectors[0]" ] }, { "cell_type": "markdown", "id": "33db025c-8d89-48fd-a6b3-95b257dc3a91", "metadata": {}, "source": [ "### Links \n", "1. LightFM original paper: [Metadata Embeddings for User and Item Cold-start Recommendations](https://arxiv.org/abs/1507.08439)\n", "2. LightFM [documentation](https://making.lyst.com/lightfm/docs/home.html)\n", "3. BPR Loss original paper: [BPR: Bayesian Personalized Ranking from Implicit Feedback](https://arxiv.org/abs/1205.2618)\n", "4. LightFM explanation on WARP and K-os WARP loss: [Learning-to-rank using the WARP loss](https://making.lyst.com/lightfm/docs/examples/warp_loss.html)\n", "5. [Benchmark inference speed: RecTools wrapper for LightFM](https://github.com/MobileTeleSystems/RecTools/blob/main/examples/6_benchmark_lightfm_inference.ipynb)" ] }, { "cell_type": "markdown", "id": "dd7bd2b4-c0c6-43f3-836f-76c332a502fe", "metadata": {}, "source": [ "## PureSVD " ] }, { "cell_type": "markdown", "id": "28d000ab-b1c6-41fd-8512-9d47e9b731d3", "metadata": {}, "source": [ "### Model description \n", "Singular value decompozition (SVD) proposes the best approximation of Interactions matrix with respect to least squares error. PureSVD model does not include any regularization and it cannot assign weights to observations. Instead the model tries to reconstruct all of the values in the matrix as close as possible including zero-entries. This approach is usually not the best one for implicit feedback datasets but it was a very important step in recommender models evolution. \n", "Model aims to factorize interactions matrix into 3 matrices $U$, $\\Sigma$ and $V$, as shown in the picture below. $U$ and $V$ matrices are orthonormal and $\\Sigma$ is diagonal with square roots of Interactions eigenvalues on the diagonal.\n", "\n", "### RecTools implementation \n", "\n", "RecTools implements a truncated version of SVD. For that k factors should be extracted, meaning that k greatest singular values are taken from $\\Sigma$ and k first columns from U and V.\n" ] }, { "attachments": { "4753a05a-98cf-4f10-bd32-48de2fa3cb10.jpeg": { "image/jpeg": 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} }, "cell_type": "markdown", "id": "3963b76b-17ca-4c9b-8ca4-e00838da9359", "metadata": {}, "source": [ "![IMG_7D0525709378-1.jpeg](attachment:4753a05a-98cf-4f10-bd32-48de2fa3cb10.jpeg)" ] }, { "cell_type": "markdown", "id": "e4945bc9-6a6d-4cfa-ae57-cba06d1f6fc0", "metadata": {}, "source": [ "Latent representations of users and items are the following:\n", "\n", "1. user factors $X$ = $U$\n", " \n", "2. item factors $Y$ = $\\Sigma \\cdot V^{T}$\n", "\n", "\n", "RecTools uses scipy implementation of scipy.sparse.linalg.svds function to compute decomposition.\n", "\n", "### Recommendations \n", "1. Recommendation for user/item pair is the following: $\\hat{r_{ui}} = x_u y_i$\n", "\n", "2. Take k items with greatest $\\hat{r_{ui}}$ for fixed user\n", "\n", "### Model application \n", "* Specify embedding size with PureSVDModel `factors`\n", "* If we use dataset with features for `fit` and `recommend`, model just skips this info" ] }, { "cell_type": "code", "execution_count": 24, "id": "1b39d04a-9a4d-4c9c-af0a-138d394cd83f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 681 ms, sys: 19.7 ms, total: 700 ms\n", "Wall time: 699 ms\n" ] } ], "source": [ "%%time\n", "model = PureSVDModel(factors=10)\n", "model.fit(dataset);" ] }, { "cell_type": "code", "execution_count": 25, "id": "96126c06-e3fb-4c27-a5e3-6bdee09bd92a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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1176549121731.5248532Avengers: Endgame
2176549109420.9967343MARVEL'S THE AVENGERS
\n", "
" ], "text/plain": [ " user_id item_id score rank title_orig\n", "0 176549 7571 1.893236 1 100% Wolf\n", "1 176549 12173 1.524853 2 Avengers: Endgame \n", "2 176549 10942 0.996734 3 MARVEL'S THE AVENGERS" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recos = model.recommend(\n", " users=test_hot_users,\n", " dataset=dataset,\n", " k=3,\n", " filter_viewed=True,\n", ")\n", "recos.merge(items[[\"item_id\", \"title_orig\"]], on=\"item_id\")" ] }, { "cell_type": "code", "execution_count": 26, "id": "b0d0fc82", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(962179, 10)\n", "(15706, 10)\n" ] } ], "source": [ "user_vectors, item_vectors = model.get_vectors()\n", "print(user_vectors.shape)\n", "print(item_vectors.shape)" ] }, { "cell_type": "markdown", "id": "9e012e2d-cd57-46b1-a53d-65562dccf2d6", "metadata": {}, "source": [ "### Links \n", "1. PureSVD original paper: [Performance of Recommender Algorithms\n", "on Top-N Recommendation Tasks](https://www.researchgate.net/publication/221141030_Performance_of_recommender_algorithms_on_top-N_recommendation_tasks)" ] }, { "cell_type": "markdown", "id": "ecc6f5ee-36c4-41d9-8514-062abc0fc329", "metadata": {}, "source": [ "# Nearest Neighbours \n", "## ItemKNN \n", "### Model description \n", "Model bases on the idea that users may like items similar to what they have interacted with previously. To achieve this goal model starts with computing item-to-item similarities from the interactions matrix. \\\n", "Algorithm used is the following:\n", "\n", "1. Get items vectors as columns in the Interactions matrix\n", " \n", "2. Compute distances between item vectors (e.g. Cosine, TF-IDF, BM25)\n", " \n", "3. Keep only K closest vectors for each item\n", " \n", "4. Form item-item similarity matrix with every item having K filled scores for top similar items\n", " \n", "5. Build recommendations by multiplying user interactions on item-item similarity matrix so that users receive similar items to the ones that they have already interacted with" ] }, { "attachments": { "0c5463cb-696c-47c6-ab82-b00a54a846c5.jpeg": { "image/jpeg": 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" } }, "cell_type": "markdown", "id": "f0fa7603-032c-4fe5-ab82-eceb77922b33", "metadata": {}, "source": [ "![IMG_92C8B6EE9930-1.jpeg](attachment:0c5463cb-696c-47c6-ab82-b00a54a846c5.jpeg)" ] }, { "cell_type": "markdown", "id": "76960d17-3457-4c62-a9c0-eeda2d40a505", "metadata": {}, "source": [ "### Recommendations \n", "Consider an example of how to make a top-1 recommendation for one user. \n", "\n", "1. Suppose user interacted with items 2 and 4, which have weights 2 and 4, respectively\n", " \n", "2. Calculate similarity matrix for each item, which includes 2 neighbors (for other items set similarity equal to 0). Resulting matrix stores information on item closeness\n", " \n", "3. For recommendation use interaction values as weights and calculate how likely a user is to like an item. For instance, as the user has weight 2 for item 2, we can go through the closest items and add results to the respective item. Closest to item 2 is item 1, thus, add to item 1 the following: $2 \\cdot 0.8 = 1.6$, add to item 4: $2 \\cdot 0.5 = 1$\n", " \n", "4. After all calculations are performed, sum the values for each item and recommend items with the greatest sum. Also, it is possible to filter out already seen recommendations by setting their value to 0." ] }, { "attachments": { "40b6a828-4afe-451d-a03d-e6324203615f.jpeg": { "image/jpeg": 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AoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoA+Svip8DvGfxZ/ae/Zy8c6/qGip8Cv2d7H4gfE6x8Lx32rjxD4s/aR8RaT/wrf4f69qtjCbfRH8HfDH4Y+Jfizd2ljqjasdU8e+NfC3iK0tNG1H4eabqN6Afgh+3VpXxm/Y7/ZF/4KSfFD9prwD8ErDwf+0B4o+Oc37T37Wl38ULzxR8W/jx+zh4r8eax4H/AGW/2NPgZ8LbbwXoV/4Ovb39n3xLoH7PqnxJ8QPD3gf4MeMLz4kfGzQ9C+LXizx14r8R6oAdF+wH+xL+3Z46+BR8M/tY/B/wj8LfiV+07+0t8Lv2zv22P2jNf8c+F/Gnifxd/wAKg+I3ww+Jn7N3wK/Zz+FdnZ+KdQ8GaT4D8CfDTwB8K9V8QfFLXvBur/A+50PxNqfwx0Tx74n1rS/Hfh4A/ffxZ+y98Cde+Ldh+0refBb4ceK/2jPB+lzw/D74neLNGh1TxT4SuYdA1rQrS28K69fi8ufBdtf6frmp6RrM/hhNNl1HTdUv11H7Z5rBgD8Gvh/+wH/wUB8beJvgP+1h+0V8Mvhb42+NHwu+J3hT4qfGX4LfFP8AaC8Ta/q/7RXj5tD332paB4k8J2mtfAD4AfBb9lr4itonjP8AYr/Zx07wD8QbbxBffDbwt8WfjL8TPBnx58T694l0UA/oe+DFz8ZL74ceHb/4/aR8OvDvxV1BdQv/ABN4Z+FOseIfE3gjwut7ql5c6N4Z0vxb4o03QNZ8ZXWg6HJp2l614wm8LeELbxPrdtqGs6d4R8M6fd2+j2oB8jft0/DL9sr4tQaR8Pf2fLT9mXxP8FfiZ8KvjZ8Hvj74K/aOk8RLoqSfE+w8K6D4W+JD+H9A8BeNJvjB4d8B+GE+I9nrHwBfX/g5a/E7UfFejpqvxe8MaZpExcA+Nviv/wAE3fjX4j8Q2Hwwi8Q6N48+D/x58TfswfAv9pj4jeIZornxxF/wTs/Y4+C2p6zpvwM1wa/c3Uviv4gftMftOeJviEvxI8R6HpX9mw/CT4oeKNGu1i12x0zxEoBq+Kf2Gfjj8UviD4m8QeNvh/4I0jR/2of2tItC/aavbLxVoQ8UeEf+Cbf7Mmj6tbfs7fs3eAtY0XR7G61Dwb+0L8QPBXhD4ifG/wAASrcWlr4S+Ovxy+GeoXE7S6NrulgHtHxR/Yw+L3iv9kj/AIKGeF7+68C/EH9oz9tRvjELyzvNZ1jRPh7H4Cm0V/hf8DvgzouueINI8WXHgfTdC+BuiaHp+seILDwxdaXZfGrxV8RPirpnhqG48QTWrAHw78RfgT/wVR+L37UXgnxPpfwM+CnwR8B/CP8AZ98V6J+xXFqXxK0X4nfBD9kLx7rtp4i8F6j8XPij4A0seGfEfxn/AGw7f4daX4N8AfBbQPB+m6T8Avgh4C+Jvxxab4yePL+zj0j4pAHz54V/4I3/ALVfxp0T/gnh+zz+05pvg3wr+wz+z548vfi/+0b8AbD4ox/GfxH+0n8YdH8MXfjPxH8WP2pviZqPhvwRc/FzxZ8cv2jvF2qajD4L0bw5N4P8P/D/AELxh4g8feIfEvi34jeGPDPwwAP3j0b4RePvGf7bviT4zfEPQItK+FnwC+FGifDH9lqxXUraW31jxj8UkHiP9on4szaNYa1e2trJbaNo3ww+DPgKfW9D0rxR4astI+MyaTNL4W+JLvdgH5sw/wDBKvxjoHhj9lD486N8KP2L4/24fAX7U3jH9rL9q74l/EiHX/FNv8RPG3jPwj8cLKafw38cW+HcnxZTw38L/HPxH8E+O/Afg8W/gvTpPC3wo8MfDE6x4U0G2S/gAPff+CVPw0+IfjOL4x/t7/HT4t3Hx6+I37VGq6bofwc+IR8Iaf8AD7wxpn7H/wANbrU4fhNb/Cr4f6R4v8b6b4P+GPxe8X6v4/8A2hPBqXPiTXfHWq/Dz4j/AA3s/ip4j8S+NPDVzqEQB+wJzg4644z69vT+f5UAfjJ8fP2Iv2oPjT8Tf2qPjDaa98OvDHxQ+K9x8Mv2Qf2d/H1r4n1yTXv2Y/8Agn7q7+F9Q/aq+JPw+W68L39hoX7XfxV1LxD8WpdBudPsZtAlbwf+zhbeK9YudJ8F61ZXAB8jftFf8E0f2rvh+3jz4L/8E3PBvgP9nH4EeEf2J/CH7O3wN8e+G/Gek2XxP8B+DdR+IHiLxr+0t8MvgBFqRstV8EftHftUarN4N1j4k/tUfE7xhqdhZXnww+H3iRLfxJ8SdZ1fxj4CAOn+CX/BOP8Ab28D/G678R+FvE37Pf7Nnwhu/wBlX4U/st/AubwTrfiX4k/FP9gn4A+EfEd3e/EH4P8AwP8ABviPwPF8NvHvxw+Mtrp3grxb4+/aw8b+MLvQbP4g+GvDNnf/AAF+Kvhj4c+H318A5C4/4I+/tN6R8D/FP7Ftj8TvD8n7IPxf/au8Sjx/4b8G+LfGs/jfxN+y58WP2g9d/aW+OXxG/aJ+JXxM1W8+JnxJ+P3jTwj4d8B/sb+Hrbwd4pT/AIRzw/4i8e/HHWvEfi/U/F1p4O+GYB+1nx1/Zxuvi7efsweFNPu/CWg/BD4MfGvwn8WviF8Orrw+L1fG9h8IPCfiG++Bfg7w/EuzSvDtn4E+Ocfws+LYv2t5pI5PhVo+j2EMQ1GW6tQD5z+If7H/AO0J8VP23PA/7YN98Ufhr4GH7Nd8Phz+zf4ATwdd/ErStf8AgX8VbXwpdftZaz8Ur6/HgbXfCnxi+KV3oOgeHvhRP4A1280P4RWPwp8P+IfEN78TdM+KvxA+GmmgH6eDoP8AP+Az9Bj0xQAtABQAUAf/0v7+KACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAPz0/bd/YaH7a/xL/Ynn8aeKdPg+BP7M37Qs37SPxK+F9zbavLc/F3xj4L8F6xp3wR0eS5sb+00238PeEfiBrEfjnxFaa1aaxa61HoVjoqWCi/nvbIA/QoDAx/kk8k/iefbtQAtABQAUAFABQAUAFAB/OgAoAP8/5/z/KgD4y/al/ZF1P9py5ttNk/aM+Ofwn+HPiLwRrnwu+NHwy+Geq+HLHQPi/8N/EWu6HrGsaNPq+raFqXin4ceJdR0zTNa8B3PxD+GOs+GvGUXgDx14u0/TtT07xPD4J8X+CgD6+0rS9N0PTNP0bR7G00vSdJsbTTNL0zT7eKzsNO06wt4rSxsLK0gVYLW0s7WGK3treJVihgjjjjUKoCgF+gAoAKACgAoAKACgAoAKACgAoA/9P+/igAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAPJ9e+NHgjw58Z/hx8BdSm1UfEH4qeAfit8SvCdvBpF3Po8nhb4M6x8LdC8bzalraD7Dpt9BqPxh8FR6Vp1wwutXiuNTns0aLSL10APWKAAnHJ4A5JPagDxbRP2g/hN4m+OfjT9nHw54rttf+Lnw28CeGfiJ8RvDejW13qUPgDw9431XU9K8EQ+M9ZtIpNH8OeIvGT6F4g1Hw14U1O7t/EWqaDoWp6/Dp39kQpdygHtNAHmXxl+LXhL4E/DDxn8XPHbaovhDwJo765r7aLps2saqthHcW9s7WWmW7LcX04kuYyIIcyMu4qCwVWAPTev+fTj2/wA+vWgAPH+f/wBf8ufegD89fiT/AMFIvg34I+Kmg/C3wn4G+Mnxs3/HP4afs8fEb4i/CLwjpWs/Cj4O/E74qeLofA+g+GPF/jfxD4i8NWni7xLoWv3EDfErwX8GLf4neNPg/oXm+Kfi1oHgnw0g1ZwD9CqAD/P50AeV/CL4xeDPjd4e8QeJ/AsmrS6V4Z+J3xc+EeqHWdGvdDul8YfBL4l+J/hP45jt7S/RJrnSovF/hDWY9G1iJfsWu6UtnrGnvLYXtvK4B6pQBzHjXxl4b+HfhDxP488Y6kNH8KeDdB1XxN4j1U2l9f8A9naJollNqGp3gsNMtrzU754LS3leOy06zvL+7dVt7S1nuHjjYA+Of2Sv25bH9rD4jfHL4f2PwE+N/wAHm+Cmm/CnV7rUfjBpvg/RL3V7f4v6d4o8ReFdD1nwjoXivxB4r+FfxIj8C6L4Z+JniD4OfFjTPCHxb8F/D34r/CnVvH/gzwnq/i1PD9oAfdtAHm3/AAtXwoPi6vwT36l/wnDfDl/ikI/7Ol/sn/hFU8UJ4QaT+1dxg/tEaxIo/s/b5v2X/SchBtoA9JoAq3t7Z6bZ3eoahdW1jYWNtPeXt7eTxWtpZ2drE09zd3VzO8cFtbW8KPLPcTukMMSNJI6orNQB418CP2i/hB+0x4Y1fxx8D/FM/jzwJpfiCTw5ZePbHw34q03wL4ymj0jSda/t34YeMNd0TS/D3xX8CzWus2sFl8RvhtqHijwFqOqQato2n+JLrVdE1ezsgD2+gAoAKAP/1P7+KACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoA/Nn4wf8AKV39hPjn/hiX/gpLz3/5Kz/wTi4z15wM+uBnoKAP0moA8b+Pvhv4g+LvhT4o8P8Awz+Mkf7P/iW/TTvtHxeTwXofjzVvBfhW31SzuvG+o+FtE8U3kPhK08aS+EINas/Bvifxdpfi/wAK+DvEtxpninxF4A+IGkaTeeDtZAPz0/4Iz/APwV8Lv2WNa+NPhTRNY02X9tH4q+Mf2podR8WeJvHvjXx5r3ww8Yva6B+znrPxC8W/FHUNU8f638RfEH7PXhr4b+M/ijc+JL2S5l+LHi7x/ewx29vepAoB+t9AHwt/wUw/5MR/aa/7Jtdf+njR6APugdPxP86APn/9qj9pn4U/sdfs/fFD9pT42a5b+H/hv8KfD39ua3dTX+j6dPqN7eX1nonhrwxpN14h1PRdDXxD4x8Uapo3hTw5Hq+saVps2uaxYRXupWVs0tzEAfz+/sr/AB6t9E+LfwG+LP7X/wAE/Af7HH7Bfw+0T48a7/wT+1Gw8UeLvFHwfPx58QeNbzQ/iV8T/jJ49+LXgfwV4s0L4jfEHwX8RvGumfsbazaaRYeBPix4B1/9ovxhoWqeILbxh8HGcA/pJ+GnxG8LfFrwRoPxD8Eya3P4V8TQ3V1odz4h8JeLPA2p3lla391p63reGvG+i+HvEtlZXr2j3elXN/pFpFq+lTWWsaabnS7+yu5wDuT0/EfzoA/P7/gm/wD8kZ+Mf/Z+H/BRv/1uX480AfoFQB8I/t6/tBeA/hB8MofBut/tP6p+y58QPijDqkPw58TeEPhcPi/8XPFqeFpdMvfGfg34A/D278P+KtO8bfHHVvD2oND4D8M2/hLx9rwunn8SWPw38Zab4e1qzgAON/4JUfs6eNf2Z/2RtK8G+P7Px5pPiPxn8UvjR8ZH0D4ueNrH4o/Gvw9pHxb+JOv+M/Dek/HT4rWUbf8ACyfjYnh7UdNvfin4hk1PxLaaZ4yvtW8G+HPFvijwh4W8P65fgH6QUAfETf8AKR2L/sya4/8AV82tAH27QB+Q3/BWXxFc6Zo/7OXhzx78J/iV8c/2ZPGvxQ1TRfiz8D/g7deFbvxr+0V8T00a3k/Zv/Zu8TeEPE2t+G28T/A34k+NpNb8SfGJLTV18PRWHw70HSvjRZXX7O2u/F+S0AO0/wCCa/hX/gpPLB8afjL/AMFFPFPgDwfqPxe1/wAMXPwR/Y0+FEPhXWvA37I3w48N6ZeWcHha7+Jej6Lbap8QPiB4j+2WreOL3/hIfEPhODUNEivPCMmladqS6DpQB+otABQAUAf/1f7+KACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoA+Ev2xP23NR/ZG8LeOvGb/sq/tE/Gbwh8NfAOp/Evx348+H17+z/wCD/hz4R8IaFo3iDXfEGo614y+Ovx0+E9rJJoFhoDSarp2gWOvaqh1PTBZWN6XuRagGJp/7aHxL8E/CnX/2gP2p/wBm2b9mz4NaZ4G8M+JdNiufipZfFj456h4w8da14a8PeBPg9L8F/h/4IuIZ/ip4u8QeKNM8HaF4U8H+PfGl/rXxCv8AR/BXhuLX9Q1i1nUA/QVHDqDgrwCVJXcpI5V9pYBlOVbBIypx3oAduUZOQAOpz/PPSgBaACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAIpvN8qTyPL87y38rzd3l+btPl+Zs+fy9+3ft+bZu2/NigD4nY/8FHMnYv7E+3J27n+PO7bk7d2I8btuN3+1nFACZ/4KPf3f2Jf++/j1/8AG6AD/jY96fsS/wDffx6/+N/5/AUAfn98VD+3n/w82/Yr+3L+yB/wl/8Awx1/wUK/sD7M3xs/4R7+xP8AhaH/AAT8/wCEk/tjzVGo/wBq/bf+Eb/sH7EptPsf/CR/2iRONGoA/QHP/BR7+7+xL/338ev/AI3QA10/4KNyI0ckf7EckbqyOj/8L5dHRhtZHRoyrKykqysNrKSDkGgBsMX/AAUZt4o4IIf2IYIIY0ihhhHx4iiiijUJHFFGkQSOONFCRogCIihVAUYoAkz/AMFHv7v7Ev8A338ev/jdAHxn/wAFDP8Ahvz/AIYq/aNPisfsd/2D/wAK7uv7S/sN/jh/avkf2rpOfsQvkFn5xbbt847OfmypegD7MJ/4KOZbav7E23c2Mv8AHrOM+0eM+u3jPTtQBla1of8AwUD8S6ZdaL4i0X9hDxBo175IvdI1ux+N+raXdi3niuoBdaff209pceRdW8FzD5sTeVcQxTR4kRGoA09v/BRs9Y/2IyAQcE/HkrlTlTt2EZUgFOPkKgrtwu0AcP8Ah48P4f2Jvxf49H9Sh/n+VAAD/wAFHcjI/YmxkdH+PXqPVAPz455yOKAPhz9gA/t9f8Ki+LP/AAjC/sd/Y/8Ahtv/AIKA/bf7Yb44i4Ouf8NofG3/AISH7L9kVk/sn+3P7Q/sXzj9sOj/AGD7eBfm8oA+48/8FHv7v7Ev/ffx6/8AjdADGT/go25QtH+xGzRtvjZj8eS0b7HjLxsY8o5jkeMupVijuhO1moAd/wAbHvT9ib/vv49/T/nn/nqKAFz/AMFHv7v7Ev8A338ev/jdAHx6x/b9/wCG/IuP2Ov+En/4Y6nx8/xw/sX+xv8AheFtn+H7cdRN7jH/AC7i365J20AfYX/Gx70/Yl/77+PX9Y6AMHVPC37fGt6p4b1zWfDn7BWra14O1G+1fwlq2pab8bb7UvC+q6louoeG9Q1Pw7fXNrJc6LqN94e1fVtCu77Tpba5uNH1TUdNllezvbqFwDdH/Dx0dF/Ylx6b/j1gewHl44x+HagBc/8ABR7+7+xL/wB9/Hr/AON0Ab3hY/t7/wDCS6B/wmy/sh/8If8A2xYf8JR/wiz/ABpHiX+wfPH9pnQf7Xj/ALL/ALXFvuNiNR/0JpsLcFYyzUAfYFAH/9b+/igAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoACcf5/kBnP5fnQB+fH7UvgDx/wDtIfH/APZ1/Z7/ALC1zTv2bPBuq237Uf7SXiyWw1qz0P4jah8KvE+mP+zn+zhp2rwRWljfp4h+L9tH8cfifBb6ld/Y/BvwN0L4f+LfDt/4Y+OP2i3APhj9ub9r5p/j1b+I/DXwK+Ln7Tn7PP7BHhu6+M/imb4L3Xw7u/AXiv8Aba1q3XR/gh8PfG3ifxD8XvBtlHY/A/wxrOofEXxBo7+F/G9npfxA+IXwj8bxvonij4WWVrqAB8W+Nf2yf+Civ7IvhnxL8Hfiz8dfCHxx/wCCsf7d3h74ceCv2V/2GPh5d+EvHPhr9m/4kazJ8TdS8d/tBeJNf0rwZ4Xg8A/Avw/oNw8XhXwX4oh8WW0XhL9nz+39e+KXxZ8Xa78VfGOgAHy+/wAc/wBu34U/A/4u+LPEP/BXLx5rHg68l8O/sTfDn4/eONI+BngTRfiJ+2x8CIviVqvx/wDiX8Jda8e/Da60L4efsWfs+af4f8ZwfHv4s+LvCXxE+O/7Tj/BTxbY/CG90LVJ/hpN8SAD+0HwrNJceGfD1xLqk+tyT6HpEz6zdac+j3OrPLp1s76ncaTLDbyaZPqDMbyXTpIIpLKSdraSKJ4mRQDfoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAPlz9s79rT4ZfsQ/s3/Ez9pD4qS3FzofgLRJZNC8JaTJbnxZ8TfHmog2XgX4U+AtPnkQ6z47+IfiSWw8NeGtLhDF7y9+1XJhsLW7uIAD3vwRqniHXPBnhLWvF3h6Hwl4r1fwxoGp+J/Ctvqba3b+GvEOoaTaXeteH4NZax0ttXh0XUprnTYtUOm2Bv0thdGxszKbdAD4B+MH/KV39hP/ALMl/wCCkv8A6tn/AIJxUAfpNQBm6xrGl+HtJ1TXtc1C00nRdF06+1fV9V1CeO1sNN0vTbWW91DUL26mZYra0srSCa5uZ5WWOGGJ5HO1TtAPlf8AZq/bo/Zl/a5ub+z+BfjnXfEFxbaFbeMtJj8VfDD4q/Cw+OPh3f3UVjpfxV+FzfFPwV4MT4r/AAk1e8uLe20n4pfDhvE/gTUJrm1jtdela8tvNAPrqgD4W/4KYf8AJiP7TX/ZNrr/ANPGj0AfdA6fif50AeC/Hb9qD4B/sy2Gg6p8dviXoXw303xI+tNpt/rkeqS2kOm+GNPTVvFnijW7jS9O1GPwx4G8G6VLBqPjXx/4lbSPBHg2yurK58Ta/pcV7au4B7fp+o2Gr2FjqulXtpqWmanZ22oadqOn3MN7YahYXsKXNnfWN5bSS213Z3dvJHPbXVvK8M8LpLE7IwLAHyf+05+2B4b/AGcbzQPCOm/C/wCK/wAe/i54r8K+MvHug/CH4NWHgtPEA+Hvw6n0GDx78QPFPjT4q+Nvhj8H/h54Q8NS+JtFtzqXxA+I/hq58Salerofgux8S65HNpyAHu3wg+J/hr43fCb4YfGbwZFrUPhD4t/D7wV8TPCsXiTRb7w54hi8N+O/D2meKNDj13w/qccWoaJrCabqlsupaVexJdWF4JbadFkiYKAfIf8AwTf/AOSM/GP/ALPw/wCCjX/rcvx5oA/QKgDyz40/HD4P/s5fDfxD8YPjx8TPBPwh+F3hNdPPiPx98Q/EWm+FfCujtq2p2mi6TDe6xqs1vapdatrGoWGk6VZq7XWpane2thZQz3VxHGwBT+Dvx7+EPx+0nxDrXwi8daT4ztfCHiWTwb4vtrSLUdO1vwl4qTRdG8Sr4e8V+HNcsdL8Q+G9XuPDXiPw94lsrHWtLsJ7/wAOa9omvWKXGk6tYXt0Aev0AfETf8pHYv8Asya4/wDV82tAH1z4y8ZeEvh34S8T+PvH3ifw/wCCfA3gnw/rHizxj4x8Wazp/h7wv4V8L+HrC41XXvEfiPXtWuLXS9F0PRdMtbnUdV1XUbm3stPsbee6upo4YndQDQ0TXNG8S6Rpuv8Ah3VtM17QdZsrbU9H1vRr+11TSNW028iWez1DTNSsZbiyv7G7gdJra7tZ5oJonV45WVgaAPCPjl+13+y9+zNd6JYftBftAfCL4Nah4j0vWde0TT/iN488P+Fb/UPDvhyWxg8SeJ4bLU72G6Xwt4al1PTl8SeJ5oYtA8P/AG60bV9Ss1njagD6HiljnjjmhkSWKVEkiljdZI5I3XckkbqWV0dWDI6syspDKSCDQBJQAUAf/9f+/igAoAKACgAoAKACgAoAKACgAoA+ez+0n4Dm/ahh/ZM0qy8Q678SLX4JX3x58Y6npEGk3PhL4c+EZvGmmeB/A+meOL6TWIdW0zxN8VdUbxlefDrTbTRb+31bSPhh4/vtQvtJ/s7S4tXAPoSgAoAKACgAoA5fxr4O8P8AxC8J+IfBHiu1ub7w34p0m80TW7Oz1XWNCurnTb+Iw3MNvrGgX+l63pkzxsfLvdK1Gyvrdv3lvdROoagD80f2lP2Z/wDgnb+zb8K9S+KHxs+EmteMPCLeJvAvgTTvButeMfi38WP+E08e/Frxx4f+Gfw58EaN4J8b/ETUvCVzrHjTx14p0Dw1ZXviD+yfDWjjUDqnijX9A8M2Gp6vZAGf+xv8C/2Dv2pP2fvEnxZ8AfsUaV+zzoXxe8NfFT9lzxx8NL3QvBfgzVdK8JfCD4han8EvFXhfQZfgV428R/DPTdDvdX+EGiyaJ45+D3il4vFGieEPhzq8HiO8HhTwu+kAH2B8G/2KP2XPgJquieJ/hr8HfDNh4/0OPxht+LHiSXV/iD8atbvfiHZ+CdP8e614y+NPxA1LxP8AFHx14j8Zad8NvAGm+JPEnjHxZreuatpfgzwxpdzfNp+iafbwAHXzfsvfs4zx/CGCb4E/CR7X4Aa1qXiT4IWR+H/hj7B8JfEOr211aalr3w808aaLHwprN3DfXom1PSILW9L3dzMs6zTO7AHu4GOP8/15/HnvmgAoA5Xx14v0/wCH3gnxh481bT/E2r6V4K8L6/4s1LSvBfhTxD478YanYeHdKutXu9P8KeCPCOnav4q8YeJLy3tJLfRPC/hrStS17XtSkttL0iwvL+6t7dwD8v8Awb+3F+1d4w/as/Z2+DWq/sxeDPhZ4Z+NWm+NPiJ4i+GvjD4mT+KP2pvhF+zx4U8BX9wnxw+N2geBdL1D4J/CW51P41al8Ovg/wCGvhPpvxT+LHijxk/jHV/EWnaxp6fDb4k6b4UAP1qGcDPXv9aACgAoAKACgBCcDP8AnngD8TQB+HH7Rv8AwWf8Dfs3an40+I2ueDNT8f8AwNuPiZefsq/sw+D/AIWW+meJfj9+2N+1R4K8UX2ifHNvhPp+qeJ9A8IaT8Hvgzr1h/wpqLU9evR4p+JvxytvE/g/wfpMt4vwosvjIAft5p9zJe2Nndy2lxYS3Vrb3EljeeULuzkmhjle0uhBJNCLm2ZzBOIZZYvNjfy5HTa9AFygAoAKACgAoAKACgAoAKACgAoAKAPgT9tD9kvS/wBrD4jfsZWvij4Z/Dzxf4F+Cf7Qtt8efGPi/wAY6Tper+JfCS/DTQbrxB4D0L4bfa7iHUND1/xr8XbT4dy+J9fsILy3k+G3hPxp4Q1KJI/GEEqgH30BgAdfU9Mnucc4yTnr+dAH5tfGD/lK7+wn/wBmS/8ABSX/ANWz/wAE4qAP0moA/Jn/AIKL/En4X+K/F3w//ZR+NfxI8F/Cf9mzUfBniD9pL9tHxf8AEDxhoXgnw3r37PHwu8TeH9K0H4C32rat4l0O5/sT9oH4lahaaf8AE2OLTvEOga/8D/AXxS+F3iW1spvin4fnlAPVf2RdN8Y/Gz4rfEP9tbxn4R8S/DfwZ4u8EeHPgr+yb8L/ABjo0vhnxdoH7PPhvV73xVrPxb8YeDNS0jTvEPw38X/tG+M73TtXT4ba5L/bPhj4QfDX4JL4x0LwZ8Sbzxv4J8OgH6I0AfC3/BTD/kxH9pr/ALJtdf8Ap40egD7oHT8T/OgD8h/+CgWofDjRv2uf2Btb/aX13/hWn7K2mxfH46l8XD4y8RfDDw3H+0qb34IX3wD+Cvxm+Jfh3xB4ag074H/Frw/pfxc1vVPh74/1S3+Efxk+Kvw1+EvgLxvHruq3ng7wT4uAIv2DfjR+z78NPCXxz1rwd8SNI8GfsPeNv2xLPwD+w5rfjrxFpnh/4ceLtT+JHhfwSnirwN+yvdavNbXHiD4H+I/2j7z4kWPwD0rTfP0HVLmbxFpXwMhufgVZ/CpFAPhb9rfx74E/bq/4KTfBz9nzSPFvhqD4X/Dn4s/Eb9jH9pn4QeFviPqs/wAbP2sfAWrfCnTP2gfjR4Z8Z/D/AMD6+ZPhr+yB8GfGfg74I6D8QfG/xO0W11b4zeIPGni/4H6NfeCPht8QET9pEA/pdtLa2srS1s7O2gs7S1gt7a1tLWGO3trW3gRIoLe3giVIoYIIkSKGGNFSKNERAFUUAfA//BN//kjPxj/7Pw/4KNf+ty/HmgD9AqAPw0/ad/am/Z78Nf8ABQo6Z+014x0rVW/ZX+Gvw78Rfsf/ALIfhrR5fiD+0F+0D+078d4/HWl+JfjR8MvgbZaJeeKviBcfDX4c2GnfCX4XeN/DUv8AwiXw3uviD+0rr3xWv/DOi6Lpvivw8Affn7Fvwj+Jfgfw58XPi18c7LT9E+On7VPxi1L48fEfwVo2rza9onwrtB4K8EfCr4WfCHTtZN5eWGtah8Ofg38M/AOheO/Eehi08OeLPiiPHXizw5YWOha3p9lagH2fQB8RN/ykdi/7MmuP/V82tADP+CkXhu58W/sRftCeH08J6l470jUPCGnr468GaN4a1DxprXif4UW3ivw7e/GLRNC8GaRY6rqvjDX9Q+Fdt4xt9D8KabpeqX/iPVHtdGtNN1C4vktJQD8+f2Z/2gP2WPBv/BQTwV8Mf2A/iFpHxT/Za/an+BvxI+LHxd8Dfs0abqPxk/Z2/Z3/AGhLPxh4Lu/hD8RLnUvhhb+IPB37J3/DUfg+6+PMfjjQfEk3hHwH8SviL8I9I8Uado+g/FXXfHurfE0Awf29viv+zf8AFb9q74r/ALGvibxF4X+CVj4u+AHwo8G/t2fF+bSPEuo/G343fs4eKdV+KWs+CP2OfgH4e8OaZq2tXVl4wtvEHxHl+MXxjgsX/wCFb+DPiJP4L+FkWsfFrxvc+MfgYAfuh8OfFvhfx54E8JeMvBK6inhHxLoGmav4bj1bwt4j8E6nFo11bI2nxX3hDxfo/h/xR4auYbYJFJouv6Jpeq6eU+z3ljbTIyKAdpQAUAf/0P7+KACgAoAKACgAoAKAIbi5t7SCW5upobe3hQyTTzyxwwxRr955JZWSONBnlnZQP0YAwv8AhL/Cv/Qy6B/4O9L/APkugA/4S/wr/wBDLoH/AIO9L/8AkugCKfxj4YSGVo/EGgTSLHIyQ/29pMfmuqFki8xroqnmsBHuf5F3ZbChjQB+KP8AwTL+CPxq+AP7Qv7Z/wAVfjD8H/BXhf8A4bB+NWv/ABU1f4teNP22rD9oD426X4O8G+HfCPhj4HfCPUdGj+FdjZJ4X003fxU8SW+i6b8V7/wv8Iv7esPBPgax1zwy9u+gAH7Z/wDCX+Ff+hl0D/wd6X/8l0AH/CX+Ff8AoZdA/wDB3pf/AMl0AH/CX+Ff+hk0D/wd6X/8lH+X54oD+v6/r8yJPG3g6TPl+K/Db4JB2a/o7YI6g4vDgg9QTx7ZrGGJw9S/s69Gpbfkqwlb15W/xSKcJreEl6xav96X6+uqH/8ACZeE/wDoZ/D3/g80n/5Lq/aU/wCeH/gcRWl2f3AfGXhP/oZ/D2f+w5pP/wAl0e0p/wA8P/A4haXZ/cfz/wD7a3wQ/wCCpf7XHxj+NWnaR+0l+zr8Iv2GvCOm6V4d8B/sv+E/iBZaN49/bf8ADerPoT/FTw78dP2gP+EF8VeKP2ZtN8R+Hk8TeE/Bvir4RaXq3jHwZe6rb6/p8FrrGj6f4nlj6zh/+f8AR/8ABsP+D/XbYfJL+SX3SP0X/ZdvPjvompaNpXjXSP2Ov2Yf2a/hz4Lm+HXwn/Zk+Bviq5+KfiWLTNHXw5YeB/EOr/FCbS/hB4F+G+g+FvD2l6r4fs/gn4F+FHjGzAvtO1d/jC0VgfDTJYvCyfLDE0JPolWpNv5Jt/i/l9lunNauE0vOMj7rHjDwoeR4l0Aj1Gt6V/S7rde8k4+8ns1qn6NXv9/32IEHjHwmSVHibw+SOoGuaVkZ6Ej7VkZx3x7ejJNOTimnKNnKKa5op7XW6v0bt5d5OzSTadns+jtvbvby2+Yv/CX+Ff8AoZNA/wDB3pf/AMlD+X5UxB/wl/hX/oZdA/8AB3pf/wAl0AeAftN/ET4p+H/hFqniT9mlPA/jv4peGvFHw58Qr8PNX8ReFbGf4i+ANH+Inhe++L/gDwnq3iHxR4Z8M6J8SPF/wnh8Z6J8Lta8V+INE8I6Z8Rbrwxc+LNV07w4up3tuAfCf7NfwP07xn+2Nrn7c3iz9nPwN+xjKfCfxD0Sz8Ea74i+CXiT9pz41ePvirdfD+08WfFT9o/xl8JPFfxF8LaRoXhPwl8K/DXhb4PfDDw58X/HVklt4i8SeJPGEGhavpvhPQNAAP1r/wCEv8K/9DLoH/g70v8A+S6AD/hL/Cv/AEMugf8Ag70v/wCS6AD/AIS/wr/0Mugf+DvS/wD5LoAX/hLvC3/Qx6D/AODrS/63H+H9WAD/AIS7wt/0Meg/+DvS/wD4/QAh8XeF/wDoZNAHoTrWmYH1xcqcevP0wcbgD8f/ANjP/gnx8J/hL8ePiB8ffi1NH4w1L4XeL9Y+Fn7APh74q/ELw58Tbv8AZW/Zj0rRNM07UG+Ht3DqFxpmi+KPjT49uPHvjO88X3i3vxYtvhPqnw7+GvjHxO9z4a1HT0AP2B/4S7wt/wBDHoP/AIO9L/8Aj9AB/wAJf4W7+JNBH/cb0v8A+SV/z6fxAB/wl3hb/oY9B/8AB3pf/wAkH+f50AbNpeWl/bpdWVzb3ltLu8u4tZ4riB9jMjbJoXkjfaylW2t8rAqcEYoAs0AFABQAUAFABQAUAIWVQWYhVAJJJwAACSSTgAAZJJPABPGKAOd/4S/wr/0Mugf+DvSv/kugA/4S/wAK/wDQyaB/4O9L/wDkr+v50AH/AAl/hX/oZdA/8Hel/wDyXQB+cXxd8SeHZP8Agqt+wvcpr+htbxfsUf8ABSKOWYazppjjkl+K/wDwTmeKORxckI8iQzPGpILpBO6blt5ygB+jv/CX+Ff+hl0D/wAHel//ACXTtLs/uA4XxL4e+BXjPxB4Y8W+L9A+E/irxX4Ilup/BfifxJpngvXfEPhCe98n7bN4X1nVYbrUdAlvPs8H2qTSbi0afyIvNZzGhQtLs/uA7oeL/Cv/AEMmgf8Ag70v/wCSh/n160rNb/5f1/XcA/4S/wAK/wDQy6B/4O9L/wDkunZ9n9wHw7/wUo8T+G7r9hX9pmK38QaHLIfhtdYSPWNNdj/xONHHCrdEnJIA9yFGWZQxZ9n9wH3F/wAJd4WUkHxJoAIZgR/bWljv3BugQfYjI6HNFpdn9wFLUdd8CaxY3Omatq3hTU9OvYzDeWGoajol9ZXUJIJiubS6nlt54yQCUlR1yM4GM0Wl2f3ASReJPBcMFtbRa34Zit7NYUtII9V0ZIbZLdPLgW3iW4WOBYYx5cSxKojT5UCjii0uz+4DMtLn4ZWGsX/iGym8DWevarEkOqa3azeG7fV9Rhj2eXFf6nC6315FGY0KJczyouxMINq0Wl2f3Abn/CXeFTgf8JLoHUf8xrSz39ron8h+dFpdn9wHwL/wTn8S+HLb4NfGET+INCjL/t2/8FF5E3azpi7o5f24fjvLFIubvBSSJ0ljZSyvE8cqkxyozFn2f3f1/wAD5gffX/CX+Ff+hl0D/wAHel//ACXRZre/3W/r+u4Fd/Evgx7iK7fXfDTXMCPHDcNqujtPHHLjzEjmNyZY0fau9Y2Cvt+YGi0uz+4Cx/wl/hX/AKGTQP8Awd6V/wDJQ/l+VFpdn9wB/wAJf4V/6GXQP/B3pf8A8l0Wl2f3AfFLeJvDn/DxaK5/t/Q/I/4YouE83+2NN8vd/wAL5tfl3/atufx6/Ly3FFpdn9wf1/X9fkfax8X+Ff8AoZNA/wDB3pf/AMlH/Pp1os+z+4DM07Vfh7pD30mlX/g/TJNUvJNQ1KTT7zQLJ9Qv5QBJe3zWssRvLuQAB7m5MkzAAFzgUgL48WeEQ7OPEXh4SOFVmGtaUHZU3bFLC6DkLvYqDwu44AySoOz31t6fqPHi7woOB4k0D8db0sn8SbvJ/NvrzTs3sn91/wCv67CJYfFXhq4mjt4PEGhzzzSJDFDFrGmyyySyELHHHEly7ySOxARFBZicKCSKXfy0fl69t/60A36AP//R/v4oAKAD/P8An/P8qACgAoAP8/5/z/KgAoA+C/8Agp9punaz+wL+1Fo+safZatpGr/DG80rVtK1K1hvtN1TS9R1jR7PUNN1CyuVe3vLG+tJprW8tLhHgubeWWGZHjdloA1JP+CZn/BOSeSSaX9gX9jB5JZHkkdv2YPgszO7uWd2P/CGDLMxLE46ntQAz/h2P/wAE4P8AowP9i7/xF/4Lf/MZQAf8OyP+CcH/AEYH+xd/4i/8Fv8A5jKAF/4dkf8ABOEDb/wwJ+xftznH/DL/AMFsZ9cf8IaRn8fyoAT/AIdj/wDBOD/owP8AYu/8Rf8Agt/8xlAB/wAOx/8AgnB/0YH+xd/4i/8ABb/5jKAPjz/goL/wTc/YK0H9iH9q/X/Bf7Cv7Imj+ItA/Z6+MWvadqug/s1/CDTtd0y50X4d+I9TtNT0a/sfCMF7Z6lpl9a2moWlzZzRXUE1qk1s6zIhr5LjOjnVbLMEsjWJlWp59kVfHU8Hf61WyuhmVCrjadGMGqlRpRhVqUqb56tGlUpxjOTUT0cslhY16rxXKovCYqNKVT+HGvOjKNNyunFaOUU5KylJN2OC8Cf8E2P+Cdk3gfwVcy/sF/sZy3F34M8H3NzcP+zL8GnluZ5vDOkySzzSN4PLSyyuS8kjuWdjuJOa/jDFcU8SyxGIvxDnMksRiLXzPFtWdao9P3jVm23o+ut7n6hTo0vZUo+zgowpwjGNrRglGyjFbJJdE/v1Or/4dqf8E6v+jCf2Mf8AxGT4M9v+5P8A/wBX+1nK8/8ArNxH/wBD/OP/AA5Yv/5YV7Cj/wA+4fcH/DtT/gnUP+bCf2Mf/EZPgz/8x5/l+VH+s3Ef/Q/zj/w5Yv8A+WB7Cj/z7h9w3/h2n/wTnBGP2B/2LwQSVP8AwzH8GQQeMkf8UYCDgDJz2HIx8rfFHErvfiDOXfR3zTGO67O9TXf/AC3K9nDX3Vbr6ef49fuE/wCHaH/BOXdv/wCGBP2Lt/Hz/wDDMXwY3cdPm/4QzPHbkfh1p/608TW5f9Ys75f5f7TxnL/6dt+Hz1sHs4NWaTXbp93mTD/gmv8A8E7R0/YL/Y0A9B+zN8G/6eDx/L86j/WXiL/oe5v/AOHLF/8Ayz+vkR9Xof8APqn/AOAxMjXv+Cbv/BPO10LxBdWn7Bv7G0d3F4e8QSQTRfsy/BrzVmj0TUDCyH/hDjllb7uSRzjAzmunBcU8UUsZgqmHz7OFWpYzC1cPbH4qfLXp4ilOjKNOU3FyjVhCUU4z96MXyuyM6+EwtShVpVaFKdKdOpGpCcIuEoTi1NST0Sa3tbbXa0tz/gnJ/wAE7P2APGX/AAT6/YZ8W+LP2Hf2Q/EfinxP+yD+zf4h8SeItd/Zv+EOra3r2v618IfCOpaxrWs6pf8AhGa+1LVdU1G6ub7UL+9nnu7y8nmuLiV5HZ2/0Hx8I08fjacIqEIYvEwhCKsoxjWmoxS0sopJJW0XY/G8O3KhQk225UaTbe7bgm2/Nu7Ps3/h2P8A8E4P+jA/2Lv/ABF/4Lf/ADGVyGw1/wDgmL/wTdkR45P2Af2LJI3VkdH/AGXfgqyOjAhkdW8FlWVgSGUgggkEHOKAGQf8EwP+CbNrClvbf8E/f2KbeCIbY4IP2WvgnDDGOuEij8GBEGecKAPr1YAl/wCHY/8AwTg/6MD/AGLv/EX/AILf/MZQAf8ADsf/AIJwf9GB/sXf+Iv/AAW/+YygBD/wTJ/4JxKNyfsBfsWl15UH9mD4KgFhyoOfBZBBYAEHjB5z0ZxtdXbSurtau19bbapa7/cH9f1v+X3n4efsQ/8ABPT9gnxh+yv8IfEnjD9hr9kLXfEuqWHi6XV9T1r9nH4RapqU1zD8RvGdsIZ72+8J3F1KljFBHYWyyzP5FrbQ26ERxIq/u+Q0qNLKsJToO9KMP3clpzxu2qj5VFOdVWqTk1eU5tu1/eTinuk9LapOy3tr0u2z6r/4dn/8E5P+jA/2Lf8AxGH4Mf8AzGV69l3f3yFyR/kj90Q/4dn/APBOT/owP9i3/wARh+DH/wAxlHKu7++Qckf5Y/dEP+HZ3/BOMdP2A/2LeT/0bD8F+p/7kvkk/wD6+9JQjHZcureja1bu3pbVttvu9dbthyR/lj3+Fff5t/fp5Cn/AIJnf8E5QSD+wF+xcCOCG/Zg+DCkH0KnwZkEdweR36U7Lu/vkHJH+SP3RLFt/wAE3P8AgnhZMz2f7Bv7Gtqz43Nbfsz/AAchZtuQMmPwehOAzY54yQMZzWNXDYeukq9GnWS2VWCqWva9ubbZbWv12Sk0kr2SV97WV/W39fiQJ/wTQ/4JyB0b/hgP9i7PmIf+TYvgwDneOc/8IZnOec1tyq1tfvf/AAF+P3Byq/Nyq973sr3ve99731vvfU+nf+CM3hzw94O/Y28QeEfCPh/QvCfhPwr+2h/wUY8N+F/C/hfSbPQvDnh3w7of7eP7QmmaLomiaLp0Ntp+laXpem2ttZWWn2NvBZ2kEMcFtFHCiIv4ZxLTp088zCNKPLD2sJWSS9+pRpTqPRL4qkpyva7vd3dxu/V3b1vtvr1b1s9X1etle0f1drwwCgAoAKACgAoAKAGSxRzRvFNGksUqPHJFKiyRyRupR0dGBVkdGKupBDKSCCCRQB8P/wDDsj/gnBwP+GA/2LgBwAP2XvgqAB2AA8G4AHYDAHT3YAP+HZH/AATg/wCjA/2Lv/EX/gt/8xlAB/w7I/4Jwf8ARgf7F3/iL/wW/wDmMoA/Ln9pj9hD9iHw9/wUd/Yz8B6H+xL+yfpHgbxX+yB+35r/AIn0bTv2d/hVZ6F4h1/wt8Rf2HLHwzcaxplt4Wi0vUNQ0Cx8UeJBo13e209/p0OuaxFp1xbQahqKXH5H4w57nWU8L14ZZXxGW08RmOTUKmYYSpOjXxFPE0c++t5a60U3GhJYbC161ONpVWqd24U5I+h4cwmFxOPpuvGFZwoYucaNSKlCMoSwbp11F83vxc5whK3uqUlrzLl94P8AwTe/4J5N979hD9jg/X9mr4PH+fg/+v5V/Ka4hz5bZ1mi9MfiV+CqH36wuGWioUV6Qivyg/z+64o/4Jwf8E9F6fsJfscgDsP2a/g8P5eD/wCh/Hmk+IM+d751mj9cbXf4upf8u3ROQ8JhXq8PR0704O9/+3flt92rLcH/AATv/YBtW3237Dn7IMDf3ov2b/hChz68eEQCfqPz6V1YXi3inAy5sHxHnWGle79jmGIhd92lJRbtpdpu2iv9nOeXYCouWeCw012lRptf+kx/P7tyG8/4Jx/8E+tQuJLy9/YR/Y9u7iXyxJcz/s0fB6WSTZEFiDSHwaCcQoNign92mQdoZqMTxdxRjK9TE4riPOa+IqcnPVqZlieeXJCNKCfJKK92EIQVox0ik7tNlUsDhKMFTo4ahSpxvywhTjGK5m5Oy6Xbbe+va9j5E/br/wCCe/7BXhb9j79oXxD4Z/Yl/ZJ8Pa/pHw8nu9K1vQ/2dvhNpWr6bdDXdDiFzYajY+FILuzuBFNLGJoJ4pAjum7a7BvV4a4iz+efZTCed5rOEsVZxlmGKlFpUqrs4upZrTZ/LVGGPoUI4PEP2VP+H/JHuvJ9L9Puuz61l/4Jsf8ABOzzpgP2C/2NABLIAB+zN8G8AByOP+KPHHoMcdBnFeHHiXiLlX/C7m+y/wCZli//AJY/z+87Hh6Dbfsqev8AciR/8O2P+Cdv/Rhn7Gn/AIjN8G//AJkKf+snEP8A0Pc3/wDDli//AJZ/XyF9Wof8+qf/AIBEP+HbP/BO3/owz9jTj/q2f4N//MeP5n8KP9ZeIv8Aoe5v/wCHLF//ACwPq1D/AJ9U/wDwCIf8O2P+Cdv/AEYZ+xp/4jN8G/8A5kKP9ZeIf+h7m/8A4csX/wDLP6+QfVqH/Pqn/wCARHJ/wTa/4J3K6kfsGfsag7lHH7M/wcB5YA8jweT/AI9OeQ0y4k4ha1zzN3b/AKmOLf51P8/1ifV6H/Pmk/WEX/X9W2Pjz9hr9gP9hTxJ8J/iXf8AiL9i79lHX7+z/bF/bm8P2d9rX7Pnwq1S7tNA8L/tZfFjw/4Z0O3uL3wtNLDpHh7QdP0/RND06N0s9K0mws9OsYYLS2hiT3+JM9zynj8Eqec5nBf2Bw1P3cZWXv1MkwNSc/4rtKdSUpyktZTk276OXFg8Jhp0arlh6L/23HR1pwekcVVSV2l08vLWx9mp/wAE6f8Agn5GSY/2GP2PkJ4Oz9m74QJn8vCHb9O3evEp8UcS0rulxBnFNu1/Z5hiYX5fhvyyjezvZPbyv73Q8Bgna+Ewzt3o03+cP8/wTjUP/BNr/gnc5LN+wb+xqzEksx/Zn+DhJY8kknweCSTyc5z61C4k4hSSWeZsktksxxSSsraJTSWmmislorGqw1BaKjTSWiShHQT/AIdsf8E7f+jDP2NP/EZvg3/8yFP/AFl4i/6Hub/+HLF//LA+rUP+fVP/AMAiH/Dtj/gnb/0YZ+xp/wCIzfBv/wCZCj/WXiL/AKHub/8Ahyxf/wAsD6tQ/wCfVP8A8AifLJ/4J5fsCj9t+Pw5/wAMQ/sjf8I+f2RZteOhf8M6fCT+xzrg+OMGmDWTpv8Awihs/wC1RppOni/MP2oWRNqJVhJRfa/1k4h/1cb/ALcze/8Abyjf+0cXe39nN2v7Ta6T2311OX6vh/rq/cUr/VLc3s43/jX0dr+W/wAup9Vx/wDBOD/gnpCQYv2Ev2OYipyDH+zV8HkIPqNvhAEH3BPrivE/1j4g5ozWeZspxalGX1/EuSlFpxacql04tJppXXeNve6JYTCy0lh6MltaVODvf1h/n6q3vWx/wTu/YBBB/wCGHP2Qsg5z/wAM4/CHOfX/AJFAHP4/lXQuLuK001xNnqaaaf8AamL0ad00vaLZrv8AcZf2dgP+gLDf+CKfX5fovkXx+wF+wiIlhH7FH7JIiTO1B+zl8INq5JJwP+EPJGSST8zZyeRnNegvETjxUo0VxhxEqcbqMFmVa0b3e+suv2pSa6WtYx/sXKeZy/s3BOTtdvDwbdv+3kvy6N3auZdx/wAE6P8Agn3dHdc/sL/seznAXMv7Nvwff5R0HzeEJBgZPf2wP4fLr8U8TYmoquI4gzitUUVBTqZhiXJRjdxXN7Tmsm20ujbfU6YYHBUlanhMPBPW0KUI/lB/i/uO7+EH7Bn7DPw6+KPgHxv4E/Yx/ZT8G+MvDHinT9Y8M+LPC37Pvwq0HxJ4d1qFJ7e11jQta0vwrbajpOrWiXUwtNRsLmC8tvMfyZk3vX1PAnE2frjPhuFXOczrUcRmlDBYijVxuIq0quGxfNTq0qkJzlGcHJ06nLKNlOnTqJ80E48Ob4TDzy3GN0aTlToTqU5ckbwnT99SjL7LspLTdSa6s/W8V/bJ+Xn/0v7+KAPHv2gvjR4X/Z1+CXxT+OXjK31O/wDDvwt8EeIPGV7o+h2k2o+IfEc2j2Mk2meE/DGl20U93rHivxdqxsPDPhbRbOCa91nX9W07TLKCe6uoYXAPwm+E/wC1p8Sv2SfEei/Cvxl4h8S/FDVPhTHb/ED9uqDwzDpvj7xf8Y/+Cjv/AAUX8d3HiP4B/sMfAjxj461jwp4O8D+FPg3p2r+J9d8SXfjTWvAOm/DL4OW37K7+KPE+keFNf8eX8QB93/tPf8FO9H/Zs8a/sGfAq6+AHxM8U/tW/t7eO/D/AIb8H/s3Q614Nj8T/C3wlp66LqXxv8ffE/xt4V1Xxz8OIdN+CPh7Vbm/1SDwp4k8R6f4wvdK1H/hGddm8Labrni3RQD2r9lb9r/xP+1P40+L0ugfADxV4X/Z78D+O/iX8OPhn+0VqnjPwpfaL8bPEnwb8ez/AA2+IV5oHgO1aLxboHhP/hLrHXtM8D+KL5L6x8Zr4O8W6gkelaSvhHUfGIB4B4++P3xO/aa/b5H7D/wX1H4r/A/wP+ySnwg/aQ/a8+Mn/CMT+Frv4qaR4m1XV734Kfs3fBvUfFWjTw674C+J+veDvE998dviroVtLpy+EPh/4i+DXg7VH8U+K/EviP4dAH6heG9V1PWdPmu9W8Nar4Vuo9Y8QadHpmsXeh3l3cWGk65qGmaXrscvh/VdYsU0/wAT6baWviPSLWa6j1ez0vVLS117T9J1qG/0u0APjb/gpb/yYv8AtJf9iB/7sGhUAfcw6fif50ALQB8H+N/+Ch3wa8DePPEHw6u/hX+214i17w1rmp+Hb/UPAv8AwT6/bX8deCbrU9JANydF+JPhj4Fah8Pde0qUsEsfEGjeJb3w/qD7kstUmdJVQAtp+3RpNwgmsf2Xf24by3YuFmf9ljx9pDkxnawNh4hbR9UjGchGlsUSUDfEzoVdgD2r4NfHhvjHea/bJ8Gfjz8MbbQrbTZ11T4x/DsfD+z1ufUJ76KSw0C3vNbvdWv7rTY7OO51KWTTbXT44L+yFte3Vybq2tAD3ugD5S/bw/5Mf/bJ/wCzVv2g/wD1Uvi2t8L/ALzh/wDr/R/9ORJn8Ev8MvyPHPh5/wAk+8Af9iH4J/8AUV0ev83K38at/wBfqv8A6ckftEPgj/hj+R2FZlBQB+Sn7e3xC+I9/wDFb4cfCj4PftIN4O8Z6/L4M8B+BPg38JPiT4H0j4r6n8ffHXxF0XxBbfEL4ueFtQ0668UX/wAE/g5+z14F+LPxXv8AwzFrvh3w74ysPD/i3RvFWieMbi78JWWn/b8M4XCLBYzG47KPrGHpLEYnE5hjcJiKmCp5ZhsJUpSwmCrRkqMMfmGaYnA4GNd0atWhOrh6lGph0sRKflY+dT21KlSxPs6knCEKNOcFWlXnUupzTal7KjQhVrOLajOMailCd4M/W1tu59hym9th27dybjtbZxs3Lg7P4M7RnGa+HWyvvbU9X+v63/rtsNpgZeuSpDomuTSEhItB16VyBkhI9GvmYgdyADx/jXoZTWp4bNcrxFVtUqGZYGtUaV2qdLFUpzaS1bUYvRb7GVeLnQrQjvKlUivWUGl+Je/4JhkN/wAE3P8Agn+w6N+xX+y6R9D8FPBZHr29/wA6/wBH80d8zzF98fi3/wCXFQ/FMJ/uuG/7B6P/AKbifc1cB0Hx34x/bz/Zp8CeLvFfgTxHr/xQj8VeC9ck8O67pejfs2ftK+Ks6lDp1jqkjaJfeFfhJrOneKtLFnqNuw1/wrea1oTXCXtiuoG907Ure0AO4+Bv7VHwk/aK1DxPpvwyi+LQm8IWejX2sXHxF/Z2/aD+CemSQ69c6va2MWh6x8afhh4A0vxTexyaJePqmneGLzWL/Q7abTLzWoNPtNb0afUAD6MoAKAEPT6c8e3P+ev0PSgD8Hv2BJRcfsh/Bm4CsguLPxxcBHGHQXHxS8dTBHHGHQOEcdmVhz1r95yKDp5Vgqbabp0IU247NwXI2v7suW8X1Tv1A+wq9cAoA+SP2yfH/irw18OvCXw0+HHiiPwT8Vv2lfiXofwC+H/jMz28F54Eg1zQvE3jX4rfEzRjeaVreny+I/hZ8C/AvxO+IHhW21XSrvRbvxXoOhWmtCHS57qdPOzGtUhSp0aE3Cvi6scNSmnFSp80Z1KtWPMmvaUsNSr1aal7kqkIxqNQk3E/L+vX8vvN79j/AOMfwu+On7PngXx18EofiE/whthrPgT4b+IPibLrd94l8d+Efhpq114D0n4ixa94m1jXvFHi/wAP+OYtBPiDw9448T6lL4g8aaZdxeJdTH2nUndtMvxFLFYWlVoKr7FJ06U6vM5VYUZOkqsZTnOdSFTk54VZvnqwcaktZB/X9f8ADfcfTNdoCr95P99P/QhQBzf/AASK/wCTV/Hv/Z9P/BSv/wBb/wD2i6/DeJ/+R7mH/Xyl/wCo9Ib3+S/I/UOvBEFABQAUAFABQAUAFABQB8e/ta+Jf2mrA/Bbwd+zra6R4Y0v4i/Ey60P44ftA6zo2heMYf2c/hNongXxV4yvvG9j4D1/xR4T0/Xta8Va74e0j4baJrmo3HiHQfh/qfiy28ceJPAvjfRtFuvDmoAGP/wTo+I/xQ+L37GvwW+J/wAWvG8XxO17x5Y+L/FHhP4nf8I/o3hXUfib8FNW+IXiy5/Z3+JHiTw/4a0nQPC+l+M/H/wFb4ceL/G1t4W8P+H/AAuPFes6w/h3QNE0ZrLTbUA+av2stQZP+CnP7CelhMrP+xx/wUa1B5NzZU2nxH/YAtUQL907xfyEsfmXYAOHNfjHjniH/qZTwlly/wCsOTYpy1veODz6jGK3i01Uk3s7pavY+l4VpJ5o6rbusFi6ajZWs6mEm23vdOEUlazu72sj6P8A1PYep7AdeSfb86/kY/Q/6/rb8/uPzj1n9o79qrxzq/x+8c/s3eA/gT4y+DH7Ofj/AMSfDIaF478QeLtI8Z/tGeIvhnpui3Xxwuvhh8TPD9zqHgv4bP8ADDxM3jT4TaZo3jbwL4lt/GHxX8Ca5o+u+I/h94fjHiFfrKeU5LhaeWYfN8TmWHzDNsJSxiqYWlQqUMppYudVZasbg6sYYjGfXaH1fHTqYbE0XQwOJp1KdLF1n7E8+WIxU5V54enQnRw85U7TlJTryppe39nUjeFP2UueklOnNSq05KUqcVc+5Php8QfDnxZ+G/w/+Kng+a5m8J/EzwN4T+IXhee+tnsr2Tw74z0Cw8R6NJe2Uu2W0u/7P1K3F1bybWhnWSPtur5vF4argsXisFXSVfB4ithayi+aPtcPUlSqcsldSjzQdmt1rpsdtOpGrTp1YfDVhCpG+j5ZxUldO1nZq/67n4Rz+Bbj4xf8FW/FvwE1X4s+I/iXH8HPjH4L/bI8MeJtU+JeopYfs9/D7QtH0PXfHX7K3wp8O6Br+l3D/G/V/jR4p8A678ZNe1+w8S23g79jP4weHfhNcw+G9K+KOladqn6SsSsBwTh8zhgaWD+v4DEZBWowwkHLNMXUqVaWGzvG1K1CcVl1PLqOKo5fTpVKMq/EGX1scnVqYGbj4vJ7XNJ0HVlU9jVhi4ydR2oU4qLlhaUYtN13XlCVZyUlDCVY0moRq2P1N/4KEZ/4Ym/aWzjP/CtLgnAwM/8ACQ+H84HYZ6Dt0HSvi+GP+Shyj/sL/wDcNU9HMP8AcsR/17f5n2XN/rpv+u0v/oxq8FbL0R2Hzz+018bNQ+BHwsm8TeGPCbfEH4leK/FXg74VfBv4efarzT4PG/xe+JmuW/hjwPpGs6rp2m6zf6B4N028ubjxX8R/Flto+qHwd8OfDnivxVJYXUWjvE3q5Rl8cyxqo1q/1XB0KGIx2YYu0JPDYDB03WxNSnTnOnGtiJxSo4Sg6sPrGLq0KCknUvHDE1nQp80Y89Sc4UqNO7SnVqS5YJtJuME3zVJpPkpxnOz5bHzl8PNb/aV+G/7VHwj+EPxX/aF0748y/Fr4DfGP4m/Enwzo/wAFPDfw68FfCnV/hhrnwo0HQPEPwo1bQHvfFGkeCvFniDx3rPhf/hEPjF4q+IvirxLJZQa74b8S6Qvg/wAVWGqeriqeUYvJcfj8Dlc8tWBzPA4PB1qmY1cXiMbTxlLHValHG06ihSqYihTw1Or9Yy+hhKFHmdKtSn9ZoShz05YiniaNKrXVb21CrUqRVGMI0pUnSjGVNxTlGE5TlDkqyqSn8UZrkm5fofXyx3ir95P99P8A0IUns/RgfD37AH/JHPin/wBnuf8ABQT/ANbJ+MdfR8T/APIwwX/ZO8Mf+qHAHHgf4NX/ALDsw/8AUuqfVPxM8aw/Db4bfEP4jXNlJqVv8P8AwJ4x8cT6bE/ly6hF4R8N6n4hewjkw2x7xdONsHx8nm7hnHy+LhMO8Xi8LhIyUJYrE4fDKb2i69WFJSe/w89/8tzpqTVOnUqNXVOE5td1CLlb52sfmF+wf8T/ANuTwv8AEXwR8HP26vih8MPjN4o/aS/Z58UftY/DPVvhZ8Prnwfa/B1PCnif4Xab8Q/gtrutCe3svGHhuw/4Xl4L/wCFVas3hyw8Q2eleGfElj4n8QeMb+WDV6+x4lwfDlbCYnH8NYLG5fRyjNaOSYyGOxca8swdejjJYTMKdLlcqFaSy3EPHQ9rOjKpWpOjTw0LwPNwNTGxqQpY6rTrSxFCeKpOnDlVLklSVWi5aKUV7eHsnyqaUJKUp35pdV+0t+1B+1V8Nf2gbD4Nx3H7Iv7NPwh+IOkRS/Bv9rT463fxn+Kvh3xN41fXfCvhyP4QeKfAOjab8Efhr4D+Kmtahr15P4M0LX/2j5P+E402DTrjwfZeIdTTxToXhnDJ8myTGZXLMGs9zjH4Wo1mGRZasvwNWlh1Tr1nj6GKnUzLGYnBU6dJfWKlPKILDS51iZ0oOhUxFYjFYqliFRthaFGqv3WLrOrUjz3ivZzp3w9OFRydoReJvO8XGMvfVL77+Eug/Frw94VWz+NPxK8J/FPxtJdLcXPiLwR8LH+EHhqCA2NpE+n6Z4RuPHXxGv0tvtsd3fQXOp+K9SvkhvI7KS4uVtkupfmMbVwNWu5ZfhK+CwyTUaWIxqx1ZvnbUp144XCQclHli1ChCLcXJRhzcke+lGrGNq1SNWe/NCl7GK8lH2lR2vqm5N622ScvFm/5P3i/7Mvn/wDV/wBvXof800/+x+v/AFWsx/5jf+5X/wByn1xXiHUfK37TX7QPij4Ty/DT4afBzwV4Z+K37Sfx013WNI+Efw08XeMdX8CeEF0LwXp8Ov8AxR+KnxM8YeHfCHj7XvB/wr+GugXGnW+reILPwdq/9q+PvF3w3+HFpJZ65490idfayfK6OOWMxmYYitgsny2lTqY/GYfD08TiPa4iTpYLBYPD1cRhKWIxuMqqbhSliafJhaGLxbUqWFqI5sRiJUnTp0YRq4mtJqlTnKUIcsFzVKtScI1JQp01ZNqD5qkqdPRzhIyvgd8bvilrnxz+L/7OXxm0v4Yy+Ovhf8Lvgr8ZE8UfCG48Xr4YufDHxt1/4seGdK8M65ovjRbjVNH8UaHq3wi8QTW17b6vf6f4q8O3NnrUdloVyt1pUFZhl2Dp5bgc2wE8Z9WxmNzDL/Y46ND2qrZdSwNapVp1KHLGpRqQx9FOMqcJUasZU3KqrTkqNapKvWw9VUuelTo1uak52ca0qsVGSndqadKTupNSjZ8sdj6+rwzqNvwywXxJoDHoNZ07JzjAN1EvXIx1x179819LwZJQ4w4Wm3ZLiDKru9vixdKOr6X5rbO+1nc4syV8ux6W/wBUr267U5PT8e/o7NH2LX99n5If/9P+/igD86/+Ci/wY/ad+OvhH9n3wh+zZZ/Bm7Gh/tNfDz4kfE9/jle6+3g3SPDnw20rxN4t+HfjJ/CnhuzOq/Em8+F/x80/4TfFyx+GVt4g8Bjx7qfw/wBN8LX3xB8GaPqmp6/ZAHwh+z5+wf8Atkfs9/sUft9fA7U/ht+yf+0f8RPi38Qv2gviR8PL/wDaO1qf4tSftc/Ev4m+M9cvdK+KP7YUDfDL4dfD7R7KXwGngHwpH8IPDvhzXdOs4/BrWLfELStD1DT7LQQDk/2S/wDgl7+3P+zVoHiTxld/Ff4E/E79pDxp/wAE62/Z/wDDHxl+J+tfELxBr37K/wAcNO1Dx7rfhn4S/s/2ll4Ng0q1/Y4ttX8a+Gr/AFTa+gfEm5ufg/4Wt9etPiBDqmiXnw6AP3L/AGePgh4M/Zp+A/wb/Z7+HVobHwN8E/hj4H+FnhSBpJZ5/wCw/A/hzT/D1jPd3Nw8tzd395HYfbL+9upprq8vbie6uZZZ5ZJHAPlj9mP9nf8Aax+Fn7Q/7Svxd+M3xm+A3xH8I/tD+N4fF8fhzwV8GfiN4L8YfD/S/BvgXwL8NvhT4D0Pxf4h+NfjTRr3wjoGg+FvEXirxVbXHhCC61/4l/EPxZ4i0WXwxpFxH4doA+6fCnhXRPBWhWnhvw7DeW+kWU2oz20N/q+sa7dJJqup3mr3pfU9ev8AU9UnV76/uXhjnvZYrOBorKzSCxtra3iAPjr/AIKW/wDJi/7SX/Ygf+7BoVAH3MOn4n+dAC0AJgep/M//AKqAAqp5Kgn3A/r/AJ/SgACgdAB9AB/L/P5mgBaAPlL9vD/kx/8AbI/7NW/aD/8AVS+Lq3w2mJw77V6X/pyPr+X3kz+Cf+GX5Hjnw8/5J94A/wCxD8E/+oro9f5uVv41b/r9V/8ATkj9oh8Ef8MfyOwrMo4b4naJ438TfDfx/wCHPhp45g+GPxG1/wAGeJtG8BfEi68M2njS28AeMdT0e7s/DfjOfwhf3mnWXiiLw1q0trq76DdahZQaoLX7JJdQrIXrpwdTDUcXhauMwzxmEpYijUxWEjWlh5YrDwqRlVw8cRGM5UXVgpQVVQk4c3NZ2IqKcqdSNOfsqkoSVOpyqfs5tWjNwdlLlevLfXyPyV+Cv/BKn4ifAU/D/wCLngj9pbwzc/tZfDzU/GMFj431z4L39z8D/EngT4qizl+NfhXx58Pf+Fkz/F3x344+MvifTNG+Lnj79oHxh8cdc+Lt/wDGDRNMubDU9L+EYvPhBcfb5hxrhcz+tYHEZPWWR4uGHc8NTzGKzKlisDzLLq+GxX1NYHDYbL6M6mAwuVUMvhgI5fVnGVOWPUMwPLo5ZUoclaGJi8XBztN0f3DhV/jQnT5/aznWklVqV5V3VdZXUoUV7Gf69eCLXxrZeD/DNp8R9b8L+JPH1tothD4x1/wT4a1Xwd4Q1jxEkIGp6h4Z8K654l8Zaz4e0S4uNz6fpGqeK/EV/ZQbYrnWL+UNO3wuIlh5V60sJTrUcK6knh6WJrQxGIp0b+5CtXp0cPTrVFG3NUhQoxk9VThflPVhzqEVUcZVOVc8oRcIOXVxjKU3GN9k5ya7u51NYlGF4o/5FfxP/wBix4l/9MOpVdP+LS/6+0v/AEuIpfDL0f5eWv3Gn/wS+/5Rr/8ABPv/ALMn/Za/9Ul4K+n8vyr/AEqzL/kY4/8A7DcV/wCn6h+I4X/dsP8A9eKX/puJ91VxG43aP9r8GYfpvGPy/KgBQMev4kn+bN/n142gC0AFACHp+I/nQB+FH7CIA/ZQ+E4AwAfiIAB0AHxb8fgAegAAAHbpX7rw5/yI8s/7AsN/6Yp79359dwPrivbAKAPir9v39mdf2sP2ddX+FFj4fi1Dxff+KPCX/CG+LoPG+ufDfxH8JH17V4vBXj/4q+DvGXhmWDXbXxH4X+D/AIo+IkcPhi1mGm/Eqz1C7+G3iiG58J+Ktchbzc1wX1/CuhFe+6lPkmqkqU6Km/ZVa1OpG01OnQqVWoRlFVk3QqXp1JoP6/r+vyPr3w94d0DwfoGieE/CmkWGgeF/DGkab4d8N6FpVnb6fpmjaDotnDp2kaZp9jaRxWtnaWVhbwQQ29vFHDEqbUQACu+nCNOEKcIqMYRUYxjpGKSsoxWyikrJKySVklsH9f1/X5s2KsBR1GOu4Y+uePTvjv8AlR29Vf0vr+AFf/glZBpNt+zX4+i0SYT6f/w2x/wUQlEgmM+b2f8Abk+PU+qoZCSQYtVkvYjHwIDGYQMJX4Bm1TFVc0zCeNjyV/rmJjy8ihajTrTp4R8qS+LCRoS5tXPm527yYevl/XXp5/efpPXnAFABQB89fHD9pTwV8Cb/AMF+HtX8L/Fr4geNfiJLra+D/Avwc+FHjX4o+I9QtPDVva3Gv6zrEvhrS5/Dvgfw3pX9oaZaT+J/iB4g8K+H5tV1TStDtNRuNZ1SwsbgA4D4f/tp/DrxR8Itc+Nfj/wz4x+A3g7SfjPF8BrWD4o3vw61bXdZ+It18S9F+CVjoFhp/wAH/H3xStotZvfjVrB+FEXhq+1C18Uw+MtNv7K80S2tlt7u4APsMMDn2OO/UHBA4GTkY4z+oNABuHqO3XgjPTPQgn3H0xigBaACgD8eP2w/2AP2zP2zPjp4x0bxN/wUC1n4Of8ABP7xJ8M18Iah+zD8GPg18Px46+IOpanpUFl4r0z4ufE74l6d49sPE/gHxFdLqEGveGdL8O6NZ+JPA+rT+Ar6ws/+Jl4n1oA/Rb9nvRvjp4b+HVl4Y/aC1L4ReIPGvhq6Ghaf4t+Cvh3xH4G8IeMPC+nadp0Gk+Ipvhp4k1HxJL8MdauZVvLW+8EaT468f6DpsNna3el+KWh1D+xtIAPzi/avldv+CsP7DcOf3cP7DX/BRBlX/bufir+wOZGH1FvGDzxtA5zX87+NmKqTwuPwjf7qhV4PqwjbRTxD40VWV77yVCknptBba832fC9OKnSq/bmsxg/OMI5c19zk+/xa9FH6u5HIOCCCCOxHIPfoeen51/M59qfmbrv7CnxmiPxS+E/wx/ayl+F37Inxx+IXxK+JXxH+GWk/CJL39oHQr/43+KdV8c/HLwd8F/2mI/iNp0Pw98EfFXxhrvibWbu81v4T+NviZ4CTxv4ysfhn8QvCkY8AS/Dz6+nxLl7WCxuMyNY3PsuwuDweExs8dy5XUjltCGGyzEZhk7ws3i8TgcPSo04Rp4/D4PE/VqEsbhMRfFxxfnSwNS9WnTxXssLXqVKlSkqTddOtKU60KOIda1KFWcpNt0pVYc8lSqRtBw+99J8CW3h6eOPw3ruu6B4c074e6J8PPDfgfTn0pfB3hK28PNeppPiPw/psmlPeQ+JLfT7iw0Z5LvUrrSZdJ0HR4P7LSdLu5uvmZ4l1U3VpUqtWWKqYqriJ8/t67q8rnSqzU+X2TkpVLRpxmp1Jv2jvFR7ow5dIuUYqnGEYqzhDl+GUVo+ZJpatxskuXSTPhH9jz9gbxR+zf4j8CeIfiJ8bNC+LcnwZ+HHxR+F3wjHhX4R3Pwn1C8tPjj4x8FeOvjR8V/j5q958S/iPc/Gz9ob4p+Jfh34Z1nxj8S44/BGl3ms3PivVbXwfZ3PiScW/0ufcT0c3o4mlhMuq4BZhisFjMf7fHLHRUstw+Iw2X4HK4LCYNZdlWCo4utTw+EbxVSNONCnKvJUYnDg8DLDSjKpWVV04VKdLlpum7VpU51qta86nta9SVKMp1I+yTk5zUOabPYv+ChH/ACZN+0t/2TSf/wBSHw/XncMf8lDlH/YX/wC4aprmH+5Yj/r2/wAz7Lm/103/AF2l/wDRjV4K2XojsPlD9qD4DeNPjDd/s9+N/hn4u8JeFPiV+zV8dY/jd4Li+IfhvW/FXw98TT6j8Kfid8FfE/hzxVpnhnXPDniO0e48D/FnxLe+FfEGj6p53hvxjZ6JrF7pmvaVBfaFqXuZNmeHy+Oa4fGYeviMHnGWvLsQ8LWp0MVRUMbg8xoVqM6tOtSklisDQjXpVKf73Dyq04zpTlGrDlxNCdb6vOlOEKuGr+2g6kZThK9OdGcZqMoSV6dWThJN8k1GTjOKlCWh+z7+z9qnwu1Tx18UPij44tfi5+0V8XovDFv8TvifZ+FY/BXh+Dw94Lgv08FfCz4W+DG1fxJe+Bvg94Gudb8Sar4c8M6p4o8T67e+I/FXijxZ4o8Ra14h128vKzzTNIYyGGweDw8sDlOBdaWCwcq/1mq6uIcPrGNxuIVKjDE4/ExpUadatChQpqlQo0aNKFGlCEaoUHSc6lSaq4iryqrVUeWPLC/JSpRvJwo03KThBznLmlKc5OUmfTdeQdAq/eT/AH0/9CFJ7P0YHw9+wB/yRz4p/wDZ7n/BQT/1sn4x19HxP/yMMF/2TvDH/qhwBx4H+DV/7Dsw/wDUuqfZmuaLpPiXRdZ8Oa9YW+q6F4h0nU9B1vS7tPMtNT0bWrC40zVdOuk4LW99p93cWsyggmOVsFTg14FOpOlUp1acnCpSqQq05reFSnJThJecZRUl5o65RUoyjJJqScWns01Zp+TWh8j/AAE/Y5tPgh4+0Xx1qfxy+MnxofwB8ILn4B/BrS/ixP4Ovpfhj8JdQ8XaT4v1LQJ/E/hzw1oPin4n67et4V8A+GZPHPxO1LxF4rfwv8P9AW7v7zxRqvjfxT4s9zNM/lmWGqYaGW4DLlisfHM8wngVXisbjoUJ0IVVRq1qlHBU4+2xVZYXBwpUFWxVXlUaMMNQocmHwaoVFN1qtZQpOhSjVcX7Ok5qclzRjGVRvkpxcqjlJxgm3KbnOfXfHjwr8Yj8J5/Avwk+GvwV/aQTxZqXibSPiN4K/a9+KPirwt4N134feK4tfvdR0i41Lwx8FPjPF4mtbe81G08L2fg/X/BdtpEfgp/KOszXWlR2uqYZZWwH11YnH4zMcpdCFGeExORYKhWxFLFUHSjCap1swy50ZOMZVpYilivaPEJNUlGo5Q0rRrey9nSp0sRzOSqQxVSUISpyu7Nwo1+bW0eWVNrk3bsL+x98JPiP8D/gT4f+HHxQ8RaBreu6T4h8dahouk+FNS8VeIPC/wANfAXiHxbqmueAPgz4b8WeOVh8Y+NPD/wh8MX1j4E0bxf4ksdH1HXdN0i2uF0HQLFLLR7Iz3HYTMcyqYvB0qtOnOjhoVJ14UadbF4qlQhTxWYVaOG/cYepjq0Z4mpQpSnClKbTq1ZudSSwlKpRoRp1JRclKbUYOThThKbcKMZT9+caUXyKcrOSS0StGOI3/J+8X/Zl8/8A6v8At6v/AJpp/wDY/X/qtYv+Y3/uV/8Acp9cV4h1HxX8Wvg/+0JB+0EPj78BtT+CusarrXwQsvgXcaN8dl8dRaf8L7ez8c6147ufiF4BbwDZ3F74lPiy91LRbH4j/DrUr7weni2LwJ4DnsPHvh7+xLqDUPoMDjsreV/2ZmUMwpwp5jLMlUy36s5YxvDUsPHC4lYmUY0vYxhUlhcVGOI9j9ZxSlhantISjx1aNf26r0JUXJ0VRarc9qdpyn7SHJdyUm17Sn7nN7OlapHlkpek/s4fAO5+B+g+L9Q8XePdT+Lnxn+Lni3/AIWL8b/i1qmlp4cj8ZeNRoeleGdOsPCHgq31HVtP+G/wv8D+F9E0jwh8Nvh5p2p6qdC8P6d/aPiTxD4w8ea54w8a+JOTNszjmNWhGhhYYHL8DQ+qZdgYT9q8Ph/aTrSniMQ4U54zG4mtUqV8Xi5wp+0qz5KNHD4Wlh8NQ0w9D2MZOU3VrVZe0r1WuXnnyqKUIJtU6VOKUKdNN2j70pznKcpfRdeUdBraBGJde0OM/wAesaaufT/TITn9PUfUV73CtL23FHDdLb2mf5Or9rZhh5f+220cfU5cdJxwONkteXCYh/8AlGa/Xz2+cfsqv9Aj8hP/1P7+KACgAoAKACgAoAKAPlr9tj4UeOvjh+yp8cvhT8MofDlz8QPGngW+0zwfa+L9bvfDfhi88QRXVlqOnWWu+IdN0LxPf6Jpl7PYi1utVtPDuuT2Mcv2mPS75oxbuAeCy/GL/gqeJphb/sJfsbPbiWTyHl/4KO/EyKZ4d58tpYk/4J5SJHKybTJGksqI5KrI4AdgCP8A4XH/AMFVf+jEP2Mv/FkPxO/+l30AH/C4/wDgqr/0Yh+xl/4sh+J3/wBLvoAP+Fx/8FVf+jEP2Mv/ABZD8Tv/AKXfQAf8Lj/4Kq/9GIfsZf8AiyH4nf8A0u+gA/4XH/wVV/6MQ/Yy/wDFkPxO/wDpd9AHk3x71T/gqr8bvgZ8Z/gwf2KP2MvDv/C3PhT8Qvhj/wAJB/w8U+KGpf2F/wAJ54S1bwsdZ/s5P+CfVg2of2WNUN8LFb+xN2YBb/bLYStMrVrxck3FSi2lJwbSldpSjrFtK11qtwez6aPpfp2dv672scL4f03/AIKy6DoGgaEP2LP2I7saHoOiaJ9rP/BRj4sQfav7H0qz0w3PkD/gnlJ5P2g2vnCHzZfKD+X5j7d7fzlP6P6qVKlR8WyjzznOyyOLS55ylb/kaq+jttZNaXVj7P8A1usoqOAulGKblilHXlXNZLDT0UrpPmu4pNqLbhHX8z/grN/0ZJ+xF/4sd+LP/wBLvqf+JfI/9FfL/wAMUf8A57B/rfL/AKF6/wDCv/70DzP+Cs3/AEZJ+xF/4sd+LP8A9Lvo/wCJfI/9FfL/AMMUf/nsH+t8v+hev/Cv/wC9A8z/AIKzf9GSfsRf+LHfiz/9Lvo/4l8j/wBFfL/wxR/+ewf63y/6F6/8K/8A70DzP+Cs3/Rkn7EX/ix34s//AEu+j/iXyP8A0V8v/DFH/wCewf63y/6F6/8ACv8A+9A8z/grN/0ZJ+xF/wCLHfiz/wDS76P+JfI/9FfL/wAMUf8A57B/rfL/AKF6/wDCv/70KWp23/BWXUtM1PTW/Yo/YjhGpaZqenGYf8FGvixIYf7QsLmy83yz/wAE8U3+UbjzNm9N+3buXOacfo+xjKEv9bm+WcJWeRpX5ZJuzWauzsna6376h/rddNSy+14y/wCYq+vK7XX1aOnNZP3tFd+9bllqfsvQ/wDBVX9m/wDZr/Z9/Z6/4Yw/Yx8Wj4E/BT4X/B0eKh/wUP8Aidox8TL8NPBmj+DY/EB0f/h31qA0ltai0ePUn0wahqA0+S6ezW+u0gS5l/pPEVfb4ivX5eV1q1Sryp3UfaTlPlTertzWu97HxNOHs6dOmndQhCF9r8sVG9tUr2vpp2tse6/8Lj/4Kq/9GIfsZf8AiyH4nf8A0u+sSw/4XH/wVV/6MQ/Yy/8AFkPxO/8Apd9AB/wuP/gqr/0Yh+xl/wCLIfid/wDS76AD/hcf/BVX/oxD9jL/AMWQ/E7/AOl30AH/AAuP/gqr/wBGIfsZf+LIfid/9LvoAVfjH/wVT3Jv/YQ/Yz2b137f+CkHxNLbNw3FQf8AgnfgsBnaGwpPBIBzQB8JfBH4Jf8ABVb4KfCbwT8MbT9k39i7xM/hm28QG+1m6/4KBfFLRkur3XfGfibxO4s7GH9gPU2jtIINbt4FM920xmimBUoqSS/c5TxnLL8DRwVbARq/VoU6NOrTxDg50qdOEYyqRnRly1OZTTUZODSUly35Ijv0/F2PU/7F/wCCsf8A0Zf+xJ/4sX+LGMen/KPPOc85zjHG3+KvS/1/p/8AQtnfr/tMfwfse/S3z6C17L7/AOrB/Yv/AAVj/wCjL/2I/wDxYv8AFn/6XnR/r/D/AKFk/wDwqj/8o7Br2X3/ANdf8w/sX/grH/0Zf+xH/wCLF/iz/wDS86P9f6f/AELJ/wDhVH/5QHvdl94f2L/wVj/6Mv8A2I//ABYv8Wf/AKXnR/r/AA/6Fk//AAqj/wDKB6/0w/sX/grH/wBGX/sR/wDixf4s/wD0vOj/AF/h/wBCyd/+wqP/AMoDX5eoo0b/AIKxgqf+GL/2I+GB4/4KLfFgng54z/wTzxnjjOQDyQQCKFx/Tur5bPlur2xMW0r6tL2Mb2XTmjfZtbi1s+/r+utvu++x9u/8E+fgf8S/gD+zzdeD/i7oPgvwt488TfHb9qH4yax4Y+H/AI51j4leF/D0fx5/aL+Jnxl03R7Lxvrvgr4eaj4guLDTvG1tBqd5J4O0SBdSW6gs7VrOKCV/zzFYrEY7EVcXipRlXrzlObgkoRu/cpwtGN40qajSjJxU5qHPO85SY/6+4+3q5wCgAoA8Y/aJ+Mui/s8/An4vfHLxBY6jq2l/Cf4d+LPHkuh6PY3mp614juvDmj3d/pnhjQNMsIprzVfEPibVYrHQNB0mzjlvdS1fUbOxtInnnjWgD8H/ABN4o1L9km+/ZM+F3xH+FnxJ+Mvhz9hf9nL4q/8ABSX9tq6+AHh/Qmt5v2sPi8/xEutB8UeJ/DOu+P8Aw2994Q8ReMdW/bY+Ltjo9vB401Gx8d+Dvhrr7pZalomkXGpAHx58Yf2vv20v2HP2XP2h/wBqz9qfxV4703/goB/wUp03wX8M/wBkH9hn4U/ErUP2grP9nPRtV8Tal4V8PfFDwj4FhsdJ8D6V4n8C2/xq8C+F9S0/w+sHhb4ifEbwz8JPCmu+PtU+I/xjvriwAOq+HHxR/wCCoFh8T9O+D3iH9pvWvBHw58BfH79g/wDZ5sPD8KeEvFd1cfF6z0TTPix+0R+ztp37Rnj/AEbxl46+Kfw7/Z6/Yy8PX/i79qL41+N0X4gftIftOyXWi+AviB8ItFbxJ8P0AP62pGlWGRoY1lmCSNDFJIYEdwGMUbyCKUxKzBUZ/KcxglvLcqUYA/OFfjH/AMFViiFv2D/2MVkKqXVf+CkXxPZFf+JUdv8AgnajSID912jiZhyYkJ2UAL/wuP8A4Kq/9GIfsZf+LIfid/8AS76AD/hcf/BVX/oxD9jL/wAWQ/E7/wCl30Afmx8fvFH/AAUg8Uf8FH/2NtQuv2NP2StL+JVr+yL+3pZ+GNBj/b/+Il94X17wjL8SP2HD4y1LXPFH/DCNpqegaz4c1N/BsXhnR7Pwrr9p4ntfEHie51DW/DR8L2lrr3wvG/A2F4zwEsKsX/ZeLqYnLKtXMI0I4r2lDLYZsqWFnhnUoN2qZnUnTrwxMWlKpGdKV4OHrZXmtTLavPye3pKFdKhzuH7ys8Peop+/Fe5Q5XF0pNvlanD3z6r8z/grN/0ZJ+xF/wCLHfiz/wDS76/K/wDiXyP/AEV8v/DFH/57Hu/63y/6F6/8K/8A70DzP+Cs3/Rkn7EX/ix34s//AEu+j/iXyP8A0V8v/DFH/wCewf63y/6F6/8ACv8A+9A8z/grN/0ZJ+xF/wCLHfiz/wDS76P+JfI/9FfL/wAMUf8A57B/rfL/AKF6/wDCv/70DzP+Cs3/AEZJ+xF/4sd+LP8A9Lvo/wCJfI/9FfL/AMMUf/nsH+t8v+hev/Cv/wC9D5M/btk/4KfH9j/9oNPGv7Hv7HPh7wtJ8P501vWtA/b/APid4o1rT7Ia1o0jXGm+H779gzwvZ6tch40QWtz4j0aIo7v9tEiRwS9+V+BMctzDCY//AFqdf6rV9r7J5KqfP7ko8qms0ny/Fe/LLa1lduOOI4qdejUovAcvtI8vMsVzcvnb6tG/3/dZs+tpJf8AgrM0kjf8MSfsRfNJI3H/AAUe+LRHLk45/wCCdqHjOOUU+oHNcC+j3Faf63y0/wCpEv1zZ/n95t/re/8AoXffi/8ALCv8/uGeZ/wVm/6Mk/Yi/wDFjvxZ/wDpd9H/ABL5H/or5f8Ahij/APPYP9b5f9C9f+Ff/wB6B5n/AAVm/wCjJP2Iv/FjvxZ/+l30f8S+R/6K+X/hij/89g/1vl/0L1/4V/8A3oHmf8FZv+jJP2Iv/FjvxZ/+l30f8S+R/wCivl/4YV+mbB/re/8AoXr/AMK//vQ19N/4eku4/tb9i79jq2AZcf2b/wAFDfiXfE4weRd/8E/7DB3fKAA3HI5O2ujDfR8wLqNY3izGRpW0nhMmw8qjet06VfMYwS+F39pO95JpcsZSmrxfUUY+wwFOcrXkq2JnTin2jKnQqOS83CF90k3aPxL+xEf+Cmkfwu+KMfgb9kL9kDxFoy/tkft1Nd33iT9vn4k+FtSt/EjftcfF1fFukRabpn7Cvi21udJ0LxLHqmkaHr39q29z4m0e0svEF3oHhqbUTolp15t4F0syxVOvDiqpRp0cBluApxnksak5Qy3A0MDCrNrM6cVOtGgqs4Ri405ScFKSSnLPD8VSo03B4CLlKtXrSccVaKlXqyquCvhm2ouXKpPWSV2ot2PsPzP+Cs3/AEZJ+xF/4sd+LP8A9LvrzP8AiXyP/RXy/wDDFH/57G3+t8v+hev/AAr/APvQPM/4Kzf9GSfsRf8Aix34s/8A0u+j/iXyP/RXy/8ADFH/AOewf63y/wChev8Awr/+9A8z/grN/wBGSfsRf+LHfiz/APS76P8AiXyP/RXy/wDDFH/57B/rfL/oXr/wr/8AvQPM/wCCs3/Rkn7EX/ix34s//S76P+JfI/8ARXy/8MUf/nsH+t8v+hev/Cv/AO9D5Yab/gqB/wANvRf8Yefscf8ACY/8MlTwjQf+HgPxP/sL/hGv+F2wTnVz4m/4YK+2jWBqpWwGgjwybI2OdQPiIXYGkt3f8QIj/Zry7/Wt/wDIwWO9t/Yqvphvq3svZ/2nbW/Pz8/93lW5l/rU/be2+oa+y9ny/WtPj5+a/wBV+VrLv25vqfzP+Cs3/Rkn7EX/AIsd+LP/ANLvrh/4l8j/ANFfL/wxR/8Ansa/63y/6F6/8K//AL0GmX/grOOn7EX7Eh+n/BR34r/+zf8ABPFf0/T+KJfR+UbW4rqzv/LkdJW9ebOI7+XztpzNcXP/AKAIr1xTd/uwsfx/DaUTXP8AwVqUZH7DX7FL+y/8FH/ifn/x/wD4J7oP1H4dKwl4ByW3EWMl5RyXBL/0rP4rX19bX96lxZf/AJhKa9cTV/TCP8vvKx1D/greOn7Bn7G0n/XP/gpB8QT9P9Z+wJF19xx3zmuKr4G4yHwY7OK3nDKMiS9Vz8XU2/mvk7Ny3hxRQf8AEjQp/wDcXFS/90o976X+V0j1L4M3P/BSWb4keC3+Lf7HP7Kngv4f/wDCQ2SeKtf8Jft5ePvHvivQdHJb7RrWj+Drz9iXwbpfie9sG8uWDQrnxr4aS/YFX1ezEY+0fU8IeDNPKc4y7PMfmeMqLLa7xVLLsRl+DwtSeJpx/wBlqzrYPN80puhTnJ1ZU1KNSVSnTTahzqXBmPEn1jDV8LRpQXt4qn7aM5yj7KV/aLlqUqMlNpRirKceWUm5JpI/V2v3w+RP/9X+/igAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgD5O+PX7D/7M/7Tmv2viL44eAtY8bXdtpujaQ+mj4ofFnwz4U1Gy8Oa4/ibw9/bvgjwf440DwZ4jvNA8Qv/AGzomp69oOo6npWox211YXlvNaW7oAZvw3/4J/fsY/CTxp4w+I/gD9nH4YaH8QviF4I1D4bePfHUmhvrfjDxt4E1V4G1Lwr4u8S+IbrV9Z8R6Pex2tpa3Frq95d+bYWdnpxdbCztraIAofC7/gnn+yB8ILq11Lwl8H7bUdd07xZ4N8Y6V4p+IvjD4g/F/wAZaNqHw1TxJH8L9H0Txj8V/FnjPxPo/gf4VL4u8St8LPhzp2qW/gH4c3Gs6hfeD/DWk391Jd0AdR4m/Yd/ZG8aeHfB/hLxf+z78NPFHhnwD8e9d/aj8I6H4h0GPWNN0f8AaD8TeKPFXjXxB8WI7a/kmjuvFmreKvG/irXLy6v1vIJb7WLiT7Mqx26RAH1UBj/PryfTv7flQAUAeY/GH4zfC34AeANY+KPxk8b6H8PvAehT6RZX/iHXp5EgbU/EOsWPh7w3oem2dtFcalrfiPxN4h1PTfD/AIY8N6LZ3+u+JNf1HT9E0TT73U762tpwDz79mz9qj4V/tU6F441r4ZR/EDS7n4a+OV+HXj7wn8VPhd8QPg38QfB/iy48F+D/AIj6bpniT4f/ABN0Dw14u0SXV/AHxA8F+LtOj1PSLW4bSfEdiLqCzvlu7KAA+aPjD/yld/YT/wCzJf8AgpL/AOrZ/wCCcP8AgKAP0moA8m+Ofxw+Gf7N/wAKfGXxp+MHiSPwt8P/AANYW15rGoizvtV1G8vdT1Ky0Hw34Z8NeH9Jt7zXPFnjXxn4n1TRvCHgXwV4csNS8T+NfGOuaJ4V8NaXqWu6vp9lOAcH+zZ+094W/aT0jxiLTwN8TvhB8RPhn4h0/wAKfFX4J/Grw/pHhv4o/DfXNa8M6N408PRa3B4Z8ReMfBWv6P4j8J+INK1rQvF3w/8AGvjPwbqDvqmgR+IB4p8L+K9D0MA+laAPhb/gph/yYj+01/2Ta6/9PGj0AfdA/qf50AfOHjz9r/8AZk+GHxZ8P/A34gfG3wD4S+K3ic+Ck0nwdresrZ3v2j4l+INS8J/DOx1S8aL+yPD+pfE3xVpGqeGPhtpuv6jpl/4/8Rade6J4RttY1O2ktVAPpDPf/P05xzn1PtxQB5F4G+P/AMCfife32m/DX40/Cf4hahpmr61oGpWPgj4j+DvFd5p+u+HNb1Hw34h0a+tND1m/ubTVdC8RaRq2haxp80aXem6xpmoaZdxRXlnPBEAeuH+o/nQB+f3/AATf/wCSM/GP/s/D/go3/wCty/HigD9AqAPNPi78Z/hD8APAmrfFH46fFH4e/Bv4a6DNplvrfxA+KPjHw/4C8GaPca1qVro+jwan4m8T3+maPZTarq17Z6Zp0VxdpJe391b2luks0qIwBzXwQ/aX/Z6/aW0rXtb/AGfPjb8K/jXpPhbVLbRfE1/8LvHXhzxtb+HdWvdOt9XsNP1w6Bf3jaVdahpF1a6rp0V+kB1DTLm31CzM9pNHKwB7hQB8RN/ykdi/7MmuP/V82tAH1l468d+Cvhh4M8UfEX4j+LPDngTwF4I0LU/FHjHxn4v1nT/Dvhfwv4c0W1lvtX13X9c1We107SdJ02zhlub2+vbiG3t4Y2kkkUDNAHlPwX/aq/Z2/aH1HxDonwZ+L/grx54j8I2Gjat4q8JaXqZtfGfhrRfEj30fhrXte8GatDp3irSdA8TPpep/8I1r19pEOj+IV0+8fR729S2ldQDkP2mP2s9C/Zx1X4T+CbT4V/F/45fF747a74j8P/Cb4S/BvQfDtxrniSbwZoR8UeMtW1jxn8RfFfw++E3gLw94W8OK+r3+pePPiB4dm1ZUGkeEbHxJ4lnstDuwDV/Zg/aZ039pTRPiYz/Drx58IvHnwV+K+r/Bb4s/DT4hzeCdU1vwl470zwp4O8fW9vbeJ/hp4t8efDzxVpOseBviD4M8S2WqeFvFuqCw/tmTw34kttC8Y6H4h8PaUAfTdABQB//W/v4oAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgD4m/aC+O3xC/Zv+NPwi8YeME0i/8A2P8A4lPpvwc+IfiUQQ2Wt/s/fGrxL4kgsfg98RPEV+fl1X4OfFjV9Yi+D3i+7mdLv4a/EC5+FWuC2ufBnir4geIPBIB9sA5Gf88cEfgaAFoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAOU8XXfhiHT47bxNqPh7TkurhZNKk8RSaR5C6vpqtqtjeWdvrMiW1zf6PNZpq9vsBltnshdB4hEZEAPzC/4JQQjTtK/bR0TSvirJ+0r4U079s3xVcaZ+1zf6D4X0zxF+0p4p1b4OfBi++Kuv8AiTxB4A0jQPhp4+u/hH8Tj4o/Z10TX/hroGieDvCHg/4R+G/gpbacmr/CfWJ5wD0L4wf8pXf2E/8AsyX/AIKS/wDq2f8AgnFQB+k1AH53/t332k6h8Q/+Cc3wy1/RbfXNE+Kn7f3hGG8tr2K1u9Pt9Q+DH7Of7Sv7TnhDUrrTr23nt72bSPHnwQ8LatpEhCXGja9YaV4i0+aLUdJtHUAt+FL3w3qH/BT74yQeGIYW8Q6D+w9+z9B8YL+zs5FEh1344fHu9+COl6vqccSW11qem6fp3xk1Gz02ae6v9N0vX47wxafZ63bSakAfoLQB8Lf8FMP+TEf2mv8Asm11/wCnjR6APuf+E/8AAv5mgD+dr9oD4l+HNO8X/wDBT/8AZ88Y6hpsn7Qn7R37bH7EPw6/Z0+Gun3umXXxN8WfDP4i/BX9krw74I+KHhfwncanFrOoeA/hZ448GftPfEjxT4q0SCK18IaJ8E/iz4oLw3/hDV7pQD98LHx74I17xj4s+GeneI9M1Dxr4O0Tw3r3i/wzaXLvqegaH45k1+38K32qCHiyTxCfDevHTR54uZU024uAiRqjsAfhPovwj+D/AOwH8P8Awn8Pf2sv2RP2ePjr+yP+yzq3hub4cftweD/BXwx8VeP/ANn/AETwPfHWPBPjH9rX4Y+LbKD4geFPGnw2sovCVtrX7RPwQ174qXfi/Wpbz4r+NvAnwU0ebUntQD+gqORJYkkjYPHIEkR1IKur7XV1IwCHDBgcdD2oA+Av+Cb/APyRn4x/9n4f8FGv/W5fjzQB+gJOAT1wCceuKAPxwvNZ+Cvx5/bD/af+KP7YHiv4SaN8If8Agm54l0TwP8Hvhh8Xdd0TSfCPgzxPrXwP+H3xu+Jv7bnxI0/xzeWfhY6o+gfECD4U/BPxheabPZfCnwh4D+MetaB4uOqfFfxjonhQA9t/ZDsdQ+Ovx/8Ajl+3k3hmXwb8Ofid8Pfhd+z5+zjY6jocGg+LPiF8E/g54n+JXjGT4+eLbafRtO8S2OlfFrxt8T9ZT4P+EPEd5fjRfhH4U8O/ECztPDWtfGHxZ4a08A/SOgD4ib/lI7F/2ZNcf+r5taAPPP8Agp54c8KfEP4K/CX4M/FG5tbP4FfHP9rD9nH4VfHqa/utOsdM1H4c6146j1jT/AerXmpwywR6N8Z/iZ4f+HnwO1mGBrXVb/S/iTdabod/putXlhfwAHHeKPGvwrvv2/dK8XadqPw98HfDT/gnl+yN8aNL/aZ+MesX+meF/DPwrvPjhd/BXxf4D+Dut+OL63tfDWk6X4X+F3wj8RfGv4qeHtT8TWZ+Hfh3Ufgb4s13S007x7oGqoAfUH7XKeG/HXwm0/4Lt+1D4z/ZV8UftK+I7H4TfCb4ufCjUvB1j8Sbvxlc+H9e+Isnhj4a6r418MeMPDlv4j8S/D7wL40eO8i02PXYNBtdXv8Awjq+ieJLbS9XtAD5S/YBvLn4O/GH44fsPeDvFHwx+LPwh/Z+8G/D7xj/AMLE+HHgCPwPr3gX4ufFjXvGmrePfhP8c9R0DVtd8DePvjP4mgtNP+PGueJ7K70j4l3Fn8SItb+LnhlbjxX4O8bePQD9XqACgD//1/7+KACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoA5Dx/wCAfBfxU8D+L/hp8RvC+ieNvAHj/wANa34N8a+D/ElhBqnh/wAUeFfEmnXGka9oGtadchoL3TNW0y7ubK8t5VZJIZWBGcGgD4U/Y98f+Lvg5478Qf8ABP746+JtS8S+PfhT4UHjX9mr4p+J7/WtS1z9o/8AZNt9Wj8O6Hq2u+IvEDXFz4q+O37Pd9caJ8K/2jZ11fXtV1oal8Jvjlr82iv8erPw3oYB+jVABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFACZHofyagDyX4x/AT4GftE+GLTwV8fvg18LPjf4OsNasPElj4U+Lvw98K/Efw3ZeIdL80adrtponi/StY0621exWe4jtdShtkvIYri4hSURTSo4B6RpGkaT4f0vT9E0LS7DRtG0q0gsNL0nSbG303TNNsLWNYbWx0+wsobe0srO2iVYoLa2gighjUJGiqMUAfnd8YFc/8FW/2E2COV/4Yl/4KSjcEbH/ACVr/gnBxnpnLLx1+ZP7y0AfpHkeh/JqAPDvj5+z74B/aL8K6B4c8bS+KdG1HwX420D4l/Drx34C8Saj4N+IXw2+IfhlL610nxh4K8T6aTPp2onSNY13wzren3sGo+HvF/gzxH4n8D+MNF1/wh4l1zRNQAIfgH+zl8MP2cNB8T6T8PbLXbvV/H/jDUfiF8TPH3jbxLrnjr4lfE/x7qlpY6bc+LPH3jrxLdXuueINRtdE0rR/DPh+yeeDQvB3g3QvD3gjwbpGgeEPD2iaJYAHu+R6H8moA+GP+ClwL/sJftNBVYn/AIVtdcBWP/MX0g/yBP0BPY0AfcwPsep7N6mgDDufDHhm88Qab4su/D2iXXijRrO707SfEdxo9hPr2l6fqH/H/Y6drEtq+pWNne4H2u1tbqKC52jzo3xQBufKMnB56jb3xjPucADnOBx0OFAPkfxd+wJ+w74/+NEf7Rnjj9kH9mrxf8eo9Y8O+I/+FxeJvgj8PNb+JEniTwfBYWnhHxLceLtR8O3GsXXiPwra6VpVr4a1+6uptX0K20vTbfS721h0+0SAA+uCR6HqOx9R/n9TQB8Af8E4VZPgz8Yw6Op/4bw/4KN8MjA/8ny/Hkd+eqsPqrDqpo/r+v6/ID9AM+gP5EfzIH6/nmj+v63/AC+8DxH4g/s3/s5fGDxX4Z8c/FX4DfBb4n+OPA09pceDvGHj/wCGHgbxr4q8IXFleJqdhN4b8QeINE1TVtBls9Shi1G0fT7u3NvfwxXcOy4ijkSpRcbN3tLZtNX9LpX+Xztoon9f1/X5HtwIHY+52nn6/wCfbsKkAyPQ/k1AHxGwP/DxuJtrbf8Ahie4Gdpxn/hfNqcZ9cDdjOdvPNAH1Z8QPh/4E+K/grxN8N/id4N8MfEL4feNNHvPD/i/wR410DTfE/hPxPod/H5V7pGv+H9ZtrzS9V065Q7ZrS8tpoX4JTcqmgDmvhh8Dfg18FfAr/DH4R/CzwD8Nvh5Lf67qtz4L8F+EtG8P+GrzVvFF9PqfiXVtQ0nT7OGz1HVfEOoXM97rmpX8Vxe6rdTSXF9PPI7NQBN8Xfgr8H/AI//AA91n4TfHL4X+AfjB8MPER01td+H3xL8IaH418G6vJo2oWur6PLqHhzxDY6hpVzPpOrWFjqmlzyWpm07UbK1vbOSG5t45EALnws+Evwr+BvgjRfhp8GPht4F+E3w78OxPDoPgT4beEdD8EeENHSV/Mn/ALN8O+G7DTdKs2uJi09zJDarLczu807ySOzsAeh5HofyagBaAP/Q/v4oAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoA+Rf2xP2cNX+PngXwzrvwz8QaV4A/aW+BHiz/hcH7L/AMUtV0w6rpvgz4s6f4e1vwzJpHi3T4THeax8Kvin4N8ReJvhP8YvD1jcWep6n8OvGOuXPhvVdA8Z6Z4Y8S6GAdd+yz+0RpP7TPwk07x/D4Z1v4eeMtI1fWfAPxg+Efis2x8Y/Bn4y+C7kaX8Qvhf4pNlLPY3t34e1XFxofiTSbi78NePfBmpeGPiH4N1HWPBvivQNYvwD6MoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAIpoY7iGWCVd8U0bxSISQGjkQo6kjnDKzKduCM5BBANAHxB/w7Z/Yh/6N88J8f8AUU8Yf/NKcn37984ywAf8O2f2If8Ao3zwn/4NPGH/AM0o/r9OKAD/AIds/sQ/9G+eE/8AwaeMP/mkoA/MP9qb9hv9k/wp+3v+xr4e0D4I+HNN0fxD+zF+3ZqOsxWuseMYHu77w941/Ytj0ZzcQ+JYryI2ketasEFvcRxSi6lF3HPi28j6DhTB4bHZ/DD4unCvRWV4+v7CrCNSm6tPF5XThVlCalCUoQr1YK6ulVk4OMrSi+n9f5r9dteiPWP+GJP2V/8Aoj2l/wDhV/Ej/wCbav1T/VrI/wDoWYH/AMIsN/8AKxB/wxJ+yv8A9Ee0v/wq/iR/821H+rWR/wDQswP/AIRYb/5WAf8ADEn7K/8A0R7S/wDwq/iR/wDNtR/q1kf/AELMD/4RYb/5WAf8MSfsr/8ARHtL/wDCr+JH/wA21H+rWR/9CzA/+EWG/wDlYHyf+3T+x3+zToP7IP7QesaR8KNNstT074fTXFldp4n+IEzQTjXdDQSCK68YXFu/yO67ZYnT5s7SQCvFmPD+TUcHWqU8uwUZxi2pLCYeLWj2ap8yd9bxcXpZtpuMn38v8/6/pI+tJf2JP2VxLMP+FPaZgSyDnxZ8SOzkf9DsP8+vWuxcN5G0n/ZmB2X/ADBYb/5Wlf0SXZR2F/X9b/n95H/wxJ+yv/0R7S//AAq/iR/821P/AFayP/oWYH/wiw3/AMrAfF+xR+yxFIkg+DmjOUbcEn8TfES4hb2kgm8ZyRSrzykiMp68EA1M+GMinGUf7OwkVJW5qeFoU5rzjUhT54vzi4vpfVgaI/Y6/ZeBH/FkfB5x2a88YkHtyP8AhKhn15J557ZrD/VDIP8AoC+6pO/4gVp/2Lv2WrqRC3wY8PQYZeLLXPHlivYcrbeL4w3TOG3cnIGTldKfCuRU00svw879a1KnXfydWMmn5+S0augvb8vv0/rb83L4v/Yf/Y9/Zr134UfEq81b4U6de3Ft+2F+3Jo0Er+J/H8Jj0zQv2sfixpOkWgW18XW6Mtlp1pb2qyyK1xMsQluZbi4aSdufAcP5NVp1nUy3AtxxmPgv9koStGnjcRThFOUL2hCMYRV+VRjFRUbS5i/T1f5f5+Xz+z9fT/sN/snXSGO6+C2h3MR5Mdz4l+IU8ZPYlJvGciEj3Q+2a9CHD+T0pc1LAYSnJfap4ahTkv+3o0rq9tdV+HvH9f1t+f3Fe0/YR/ZEsXkksPgb4ZspJQFlksdc8d2kkoU5CyyWvjCJpADyFcsAeRg1pVyXLMRGMa+Fo14xbcY1qdOvGLfWMakWotrdx363veT+Vvv/WUv676ct/8A4Yk/ZYxn/hT2mYzjP/CVfEjGeuM/8JrjOOcZzjnHesP9Wsj/AOhZgf8Awiw3/wArEH/DEn7K/wD0R7S//Cr+JH/zbUf6tZH/ANCzA/8AhFhv/lYHzRD+yL+zVbfttRaKnwf8NzaV/wAMkTaobK91PxlexnUR8b4bIXRlufFMlyZPsrGEr9o8orgmMuquvlz4ZyWpmHsngqdOn9XdTloqNFcyqKF0qcUlprs3za8yi+Qf6r9f+B5/m4/V7fsffsusAP8AhRfgZMDG6OXxcjH3Zv8AhK2yfw/E9F6FwbkCu/q1V63s682vusu+vV/hFf1/Wr/BL5lRv2NP2XOWPwX8LqCecap42UDPHGPF2B7cfTH8Oq4SyH/oBp/Ozfzb1fz/AMw/r+t/67bFM/sT/sruS3/CntI+Y5xH4p+IqIPZUj8aqij2UD1PWtlwzkSSX9m4LT+bCYeT+cnTu36/5AJ/wxJ+yv8A9Ee0v/wq/iR/821P/VrI/wDoWYH/AMIsN/8AKwOn8Ffsp/s7fD/xh4W8deFfhVpWn+JfB+vab4j0G9PiLx7ei01bS7gT2dx9kvvF91Z3DRvykV1bzQl9peJ8AVnW4XyOpSq01gMLSc4SiqtLDUKVWm2tJ06kYKUJRdndNXV4u6bUj+v6/p/k4/s9G29EbaU3KrbW6ruAYg8nkE4Pv68FvxCStJq97Nq62dna69QP/9H+/igAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoA/MT9qOyu/2Nfi9ef8FB/B9vqEnwe1XQdK8J/8FBvBWnXFtFYD4W+GYVh8H/tl6fpMtu5vPHn7MemJcaT8Vf7PvNO1Hxv+zDf69PfL4y8TfAv4NeD3AP0wsL+y1SytNS027tdQ0+/tre9sb+xuIbuyvbO7hjuLW7s7u3Z4Lm1uYJI57e4hd4poXSSNmRlNAFugAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAPz2/al8car4l/ah/Y9/Zh0n4ga/8ADzRNaX4tftffGbUvDWt6t4T1DxD8Hf2TLj4Z6XY/D+68ZaNrGi33h3w94n+Onxv+DeueOYBLeab42+Gvgfxx8N/EtpL4W8Z6zG4B9pfDX4j+B/jB8P8AwX8VPhn4l0/xl8PPiJ4Y0Xxn4I8W6Q00mkeJ/CviOxh1TQvEGkzTxQPcaXrGnXFvf6fc+UiXNnPDcRboZEZgD8yP2xyP+Hh/7Dg7n9ln/goEcew8bfsOZ/mO/fvX1HBH/JTQ/wCxLmX/AKnZN/W/3g/hb7f5P/Lt91j08DPcDgnJ6cAnHfk4wPc845NftH9f1t/XfYDyGL9oD4GXHxXm+BMHxg+Gs3xpt4pJJvhVH4x0RvHsRi0qz1+W3bw2Lo3/APaEOgajp+vzaSEfVodCv7HWZbGPTLuC7fm+uYb27w3t6Xt1vS9rD2i0UrcvNzcyi1Nx5W+RqTsrOQeu579vbmukDw7wl+0f8HfGvxX8XfA/RPFF7D8UvBkesXN94T8SeEvGPg241/S/Dl1o2n+KPEPw61HxboGjaN8VPC3hTVvEWh6H4s8T/DjUPE+h+GNe1bT9G1y+sNQu7eCXlhjcPUr1MOptVqbleE6c6fMoOCnKk6kYqtCEpwhUqUnOEJyUZNSlFB/X9f1+R5f/AMFAP+TLv2j/APsnE/8A6f8AQawzX/cMR/gf5Ma2fp+qPsWb/XTf9dpf/RjV6C2XohEdMD4S8fftSfG7Vfih42+H/wCyr+zx4V+OehfBSNrT47fEj4h/Gm6+CXhHSPG5srPXT8HPhHcWfww+JsnxT+Kmj+FrhdZ8apqX/CDfD3wXfaz4V8Lah48ufEt54q03wZ5VXHYmVepSwWEhiaeGdsTWqYiWHpqo0pKhQth6zrVoxfNVv7KjT5qcZVuaVRUg+o/gx8VvC3x2+EHws+NvgcaiPBnxf+Hfg34m+FF1izbTtXj8PeOPD9h4j0iLVbBmZrLUobPUIob61Lv5N0kqK7KAzd+GrwxWHoYmlzezxFKnWhzLlly1IKcVKLvaSTSavo+9gPTE++v+8v8AOthPb5r8z4l/YI/5I98Uf+z1v2+v/WwvjDXnZb/Cr/8AYfmX/qwxQdV6P9CP/goPq3xmj/ZyuPA/7Ovj1/hd8dPjV8Ufg38EPhv8Rooba6n8CX3xD+IWj2vijxpBYXUUsepv4S8AWHi7xG+lp5VxqcGmTafaXFvc3MctRm066wnssLV9hicRVo0KVfR+yc6sFUqWdlL2dL2k7N68tlZtDF/Z8uvjH8M/jN47/Zu+LHxg8Q/tB6XafCXwP8bfh58X/HmleCNC+JjLr3ivxN4F+I3gPxjpvw38H+BvBV5o2geI9H0TxF8Otd07QNP1RvD3ii/8Ka/Bd3PhG38R+IVhJ18PiamCr1pYpezp1qVeoqcKt5yqKrTmqNKlStFxjOk4xvapKnPmcOeYfOXxl8Q6f+z/AP8ABQH9mbWPGX7T/jvw2f2g/FHxjn1q1+L/AMULnwf+zUvwp0XwJ4e8B/Db9lj4XfD6fWNI+F918f8AxL8cfGHhL4neDPFN3pWqfGbxPoPhn4uWV14pPhMaB4St+TET+qZthJVcbVSxUqqkq9WVLC+yjTjTp4SjS9pHDyxNTEVKVelJQliZRp4qDnKDhSiaf1t5d/67bn60YI4PUcH6jg56YOR0xx04r6AD5Nb/AJPui/7M5n/9Xxb15q/5Gn/cnP8A9Pob2Xp+rPrKvSEfn9+3B4k+Nfi2/wDhB+y7+yz8YvEvwT+P3xd8QS+NdY+JPh3wT4L8Z2Xwy/Z2+HOpaNF8WvG/idPHek6xpNjNqs+v6F4B+Gul6VayeKvFHxG8SabLbwR+CPCvxD1vQ/IzOpiajoYHBV54fFV5e0lWhTp1FRwtKUPbzmqsZRXN7SNOmlacqtSDV6MK86R/S/r1/rQ1vgRdfFD4Y/tIeMf2bfFX7QvjH9pvw3Z/Anwh8Z4/EPxV0X4Z2Pxe+FWrav421TwDYeH/ABVrvwn8JfDvw34k8IfFiDw94h8U+A01TwHY+JNC1jwR8QoB4m8Q+G73Q9I8ImElWoYyrgp4qeLgqFOvGdWNFVqLlKUEpPD0qNJwryjOVJOlGSlRrJ1ZqUKdI7f00333v33+8+669cC1YqXvbJACS97ZJgdfnu4V46888ep9OtZV5ctCtLtRrv7qNR39Fa7223W4fp/X9f8AAP0VHP5n9Dj2/wA+vWv51en3L8Vfz/rtsB//0v7+KACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgCC6tbe9t57S7ghurW5hlt7i2uYknt7iCZGimgnhkBjmhmidopopAySRuyOrIzLQB+Yv7Od1N+xH8b7H9hTxRcR2/wCz78SV8S+Kv+CffiS6bUFh8O2Wlrqfin4k/sP3t7cRy6VBf/BbRlufHP7M+mQ39rea9+zbBr/gPQ/DC2X7MHiPxVr4B+oNABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAfi9/wV6/Y1sP2nPD/wAMLfSvHfxv8L+Mvi3qen/sT634c+F/iXT/AA74R8cfAf8AaH+JHw78XfH+0+KF8/gPxb4l0/w94V+Gnwh8QeNIU8HeIPh3L401DQrH4b+KfElz4a8U3GmuAfsboejaX4d0XSfD+h2Nvpmi6Hptho+j6baR+Va6fpWmWsVjp1lbRAkRQWtlbwQQxjAREC44oA/KX9sYD/h4f+w4e4/ZZ/4KBD8D42/Ycz/IV9TwR/yU0V/1Jsx/DHZN/n3+8H8Mv66M9PB2srYDbWVtrcq20htrDjKtjawzypxxmv2Z7P8ATf5efYD8HrLwf+wx8PPin/wUH+HP7XnjDQPCWk6V8S/hnr3gOw+K/wAYNa0z4ma54c8c6JZfH+D9oX4LKuu6V41sPin4g/ao+KHxL8B/D/x78GbWDxxY698G/AHw08JX8S+APDPh7TflnTy6nXzSljasaajWpzpKviJKrKNRQxMcVQ96NRVZ42viKNKph/3qlh6VOjPnoU4xP6/pf5bdne8f0d/ZZ+LN/bfBr9lX4ffH/wAX3+n/ALTfxK+Clv4tm8C/EY6LYfGjxBZeGLGzl8QeIvGfhvwxAmlWXiHQ9N1TwzbfEvUNOtrHwzp/jvVn0i1kivNR0+wl9jAYiaoYOji52xlagp+zquCxMowpwcp1YQ0U480VWcVGEakuVW5oqQec/EfX4Pi/+278JfCthqWm+DvDv7DL33xs+KfjrW/FWj6JqHibX/jj8IPH/wAM/A/wR0DQbu7g1TUfAc3h3xNe/FT4m+MdTXT/AAnaeJPCXwu8L+Gz4o8SJ4sf4f8APWmq+Z0Iq1KGXc2Jr1W0pTlXo1aNPDqOrcOWpKvUk2oc9OiqftJKt7I/r+v6/I7T9uXW9F8S/sL/AB/17w5rOk+IdC1X4XyXmla5oWpWWsaPqlo/iHQlS707VNNnubG+tnZHVZ7WeWJmVlDZUhd8znGeXVpQkpRlTbUotSTTi+qbT+/7rjXVeX6r+tL/AKx+2Zv9dN/12l/9GNXpLZeiEY2vHWl0LW28Ni0bxGui6u3h1b9zHYHxANNujoYvpFDGOzOrfZPtUgVvLg8x8HaRU1Ofkfs0nPpzaRv5+Xp+oH48/BX4ua5of7H3gf8AZI/Z6+Fvx30/9r3UfhrqHg3xvc/Fr4CeP/Bvhv4XfGzxlLIvx7/aC+OfxPvvDvhz4Q+Lpbb4j+KvGPxUnm+HPjfxDdfH7VpBN8MrnWdJ1eTxBpvz+HrSjgKWBwtHExx8qUo1XXwtaEaOIk74jFYmtKFPDz/fSniJexrT+tTb9i5xlzh/X9f16H6wfC34c+Gfg98Mvhz8JPBVqtj4O+FvgPwh8OvClkkaQra+HPBPh7T/AA3o0IijxHHtsNNgJjjVURiVRQoAr3qFGGHoUaFNWp0acKUFa1oU4qMFZbWikgO9T76/7y/zrUT2+a/M+Jf2CP8Akj3xR/7PW/b6/wDWwvjDXnZb/Cr/APYfmX/qwxQdV6P9D0z9pv4ZfEH4jeCfC2ofCLUvCNh8WfhN8T/Bfxk+HVp8QjrEXw/8T674NbU7S+8EeM9Q8PW9/rvh/RvGnhfXvEPhyPxjpGk+IL7wPq9/pfjCPwt4sj0SXw1qumPw9avSj9XlCNejUhWpKpf2c5R0lCpJKUoRnTlOCnGNR05SVT2VXk9nJ/1/W2/r00seY/Bv4MfHPW/F3xv+OP7QWseG/hj8Wvi74A8F/Brwb4T+AfjjVPiH4f8AgT8Mfh9N4w1jT9S8PePfiL8PvDFp4v8Aij4t8eePfEfjTxJ4juPhNoHh2DTdN+Hvgufw14hXwZc+IfEOGGwuJlUxOJxc40q9enChTp4apKrHDUqftXFwq1aVNVK051qkpTlh4R5VRpyjUdJzkf1/W/8AXbY9W/aT8KfEPx58Lb74beB/ht8EPizYfEGDU/A/xG0X9ofxHr+keA7fwFr3hnV9N1jV7jw/4X8BeNLr4hajNeSWFlN4KaXwPaX9hfX98vjDS5dPtrK63x1OtVoOjSo4euql4VY4mpONN0nF814wpVPatu0XTfsVKEpfvYvlQHZ/A/4f638J/gv8JPhd4k8da38UPEPw3+GngfwHrnxJ8SqV8Q+PtV8JeG9O0K+8Ya2GuLuT+09fnsX1C7826upzJMTcXVzcGWeXbDUpUMPQozqSrTpUqdOVWfxVZQgoyqS/vTknJ6y1luH9f1/S/Ny8eb/k+6L/ALM5n/8AV8W9ci/5Gn/cnP8A9Pob2Xp+rPrKvSEfAPjH4d/tSeDv2kfjd8WPgn8OPgN41uvjV4B+BXgHQ/iV8VPiv4x8JSfCvw58LJPHrXvhrXPhl4c+HniS+8faPpfiL4geJviboC+GvG/hG48a6v4lvvBviK98FQaJpvi678epRx1LG16+HpYao8RSw9OFatVqxdGNGVV8soKlP2kYurVqQjGrSdV1XSlKlyQqSPX+v8z6A/Z/+A1j8EdF8VXep+Jb74jfFj4p+KH8f/Gv4ua1ptjpGs/Ebxu+m2WiWksOjacXsfC/grwd4b03SfBXw28EWM11b+FPBmi6baXepa74gn13xHrPbhMKsNGblN1q9aftMRXkkpValraJaQpwio06VNaQhFJynPnnI/r+v+A/v0Pfq6wOl8G2f9oeLPDdoRuWXWtPLjBP7uCYXUhIHYJbsTwQBycAEN5mc1/q+U5lVvZxwWIUXe3vVIOlGz6Nuord9kne8Q++h0+vP58/56fQdK/A3v6afdp5f133A//T/v4oAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgD5+/ac/Z68OftN/CPWfhlrmu+IfBerpqnh7xp8OfiZ4NuI7Txx8I/iz4D1m08U/DT4qeDLiZJbSTXvBHizTdO1b+xtXt9Q8L+L9JTVPBfjTRvEHgzxHr+hagAef/scftAeLfjF4L8TeBvjRpFj4T/aj/Z98RQfCv8AaR8KaVp15pPhu68a2+k2eqaL8WPhnaahf6vdXXwT+Ofhm6sPiX8K71ta1u50fS9X1D4c+K9Th+JPw+8daJpAB9g0AFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFAB/n/P8An+QoAKAPzy/aa+AnxN8dftb/ALMXxu8L6PZ6p4D+E/wJ/a18BeMpU1eGHXbbxF8YPE/7L+qeCYtM8PPayTazZ3Vp8K/F51O+t76BtHkttPjaxvl1XzLD6XhLE4TBZ2sTi60cPB4DE4WE6mlPnrYjA1kpz15Fy4aVpSUYXdpTjePMPVNd/wCvL8/uuaa+C/GDnavhbXyR/wBQu7H6mPHb2Hr6N+sPOsnSu80wCXd4qlr6Lf8APs904hBcfCDXdVvtP1S9+Hi32p6QzvpOp6loejz6lpLS8yPpd/qAa901pCP3jWUsDO2CxDAMvLUz7IOaM5Zng5Sg/dcZTk1ff4KdTtvf7tFEN+P4U+PZHMq+GZUkKGMyy3WlxymMuJDEZGuzKY2kAlMWdhkUSMC4VqzlxTw/F/8AIxpye140MS7fP2C0/wC3n+F5h458S/2Cvhj8bvEHhrxZ8Zf2Y/gl8V/FXgxJYvCPiX4m+Afht4217wxDPLHPNBoWseI9O1O/0y3lnjinktrW4SBpUWUw+YqsvFX4i4UrzjUxFShiJ0vglUwFarOP+B1KD5bvs9fPcP6/r8Tn/wBqT9kT4r/EP9lr4t/CH4X+EPCtrrfiPwL/AMI34P8AD41rRfC3h+GcatpNzDZJJaWb6do1jFb2s75hs2ij24jt3dwjcuO4ryKphKmHo1qzvFxjGGEqRVrW055RS9G/mrAfUh+CnjaWWRj/AGLGrSSMC2pOeC7EcJaMRkY45689M10/67ZJFLTHStpphYr/ANKr/k/vuBKvwN8ZHAa60BM56390x+uBpuD9Aw/HkVEuOcmV7Use7a/wKS++9fS39bgWP+FF+MWVVbVNEKL91GvNRaNfTapsSi/8BUemeprL/XvKE3bDY7Xr7Khd/wDlzfyV7dtVrEI3+BPjBVLLfaBIQPu/ar1M+wZrDA/HA457Bqjx3lDdnQx6V91Sov8AD6xfy0+7RMCofgp43RlwuiyAMOV1N14BBJ+e0Unjj6+gJNbrjbJH/wBBsfXCJ/L3a36u/ldhv/XbXy/rvsfLv7Kn7Jnxs+Enw78deHfGeh6Db6prv7S37WHxN02HSvFVnq8MvhH4s/tEfET4jeCbyW6Nppy29/f+FfEelXmo6W0Tvo99NNpkl1dtam7uObL+LcmpU6sa1atSlPGY6qr4WpJOnWxletSd4SdpSp1IuUbe7K8W3y+8efXX8f8Ahu33H0NL8K/H8Jw3hyd/eG802UfpeKfxx7AD+L1ocVZBP/mYwj/jo4mP/uB/+2+ulwIG+GfjxRk+GL8j/ZksGb/vkXuf0H8g2i4nyFuyzOhfzhiEvv8Aq1v/ACZ/O1w16/5/1/XYrH4feN1OD4V1nPtbxMOPcSsP19xnOa0/1hyR/wDM1wX/AIMmvwdO/wCfn2iET+A/GqdfCuun/dsXcfnGX/QD0GetXHPsll/zNcCvWvGP/pVn87L52vI1+Xr+h88P8D/imv7VK/FVvB2qjwWn7OUnw4N95E5vT4sf4rReKhZDTFgNz9lGiRm5Ooki284i0BabNcyzLLXj/brMsudJYd0r/XKF+Z1Ode66i0srfEvwtI7eX/D/AK+f42j73/wiXiv/AKFjxB/4KL//AOMV3f2vlX/QzwH/AIVUP/l4B/wiXiv/AKFjxB/4KL//AOMUf2vlX/QzwH/hVQ/+XgOXwh4tcgL4X8QEnt/ZN6P5wD9f16Uf2xlK3zPAJd/rVD9Kz/L7gNKz+HXji9lSKLwxqkRcgeZeRpZQqCery3TwhVA5Pys3oONrc1biPI6EZSlmeFlyr4aMpV5t9oqlGSk/nBebs0H9f1/X5n0T8OvhXF4TuBrOq3Md9rXktFAlurrZacsy7ZzE7/vLm4dP3RuGSJEjaRYoh5js351xFxVPNqbwWFpSoYLnUqjqNOviHB3gpqPu0qcXaXs1KcpSUXOXuxjEPY6+OA//1P7+KACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAPzy/bD+GHjf4feL/DX7d37O/g+/wDF/wAa/gx4Yn8LfGD4WeG2ht9c/am/ZWhvb/xH4n+EWnxXE9rpmqfF34Z6veal8Vv2ZLrW57eO38ct4w+FUWveDfCnx48e+IYAD7T+GHxL8C/GX4deB/iz8MfE+k+Nfh38SPCmheN/BHi3Q7lbvSfEXhbxNp1vq2iaxYTL1gvrC5hmCOElhcvDNHHNFIigHdUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFACYHoPyp3a2b++39f13AXAHT+WP8/59aQBQBDPcQW0M1xcSxwQW8Uk8800iRQwQxI0kks0rkRxRRorO8kjIiqpYsADQB+fWu/t+6P8QL7WPB37EPww8RftoeN9Nvr7Qr3xh4N1S38Ffsp+DNesn16wuovH/wC1Zrthf+BtQi0LxBoFx4e8aeGPgNpXx6+LPhDUp7WPVvhnFG7zRAHoPwa+Dn7Up+IVl8Xv2lP2l4ddvLPTPEGnaN+zr8B/BWm+AP2c/Dya7cR/ZNS8Sav4tTxh8a/jB478OaZCuk2ni3VPG3gH4f30k95r9j8D/Deqy2R00A+yqACgAoAKADAPX/H/AD/n0ou1t/l/X9dwEwvoPyp3l3f3gGB6D8v8+ppXb3/z/r+uwC0AFABQAUAFABQAUAFAH//V/v4oAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoACM/5/X6jrQB+W2juP8Agn/+0ynhO5lh039iv9s/4majf+B53tYLHQP2Z/21PiHq1nPqHw3WeygistH+E/7ZfiS81nxl4Lm1YW8Hh79q+78V+EDr2s6l+0h8MvCXhsA/UkHPP+f6c/hx3xQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFAGPr/iHQfCui6p4k8T61pPh3w9odlcalrWva7qVno+i6Pp1onm3V/qmq6jNb2Gn2VtEDLcXV5cQwQxgvI4UZUA/P0/t1eIvjpPBpH7A/wX1L9pKwuzatN+0b401XVfg1+xtpNhcHRrn+09A+MWo+Gdf8UfH03Wjatcaj4eb9m34efE7wRqOqaTdeG/FvxL+HtzKl+gBl6Z+wDr/xrePxD/wUP+N+o/tbXs0cgPwB8M+H9S+CP7DehpOmoW09if2b7Dxb4t1n41Q3lje26ak37V3xO+Pelxa1psHiHwN4b+HjytpsQB+jmkaNpPh/S9P0TQtL0/RdG0m0gsNK0nSbK203S9MsLWMQ21lp+n2UcNpZWlvCqxQW1rBFDFGoRECjCgGlQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQB//W/v4oAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAPMfjN8IPAXx++Fnjv4NfFDR5dd8B/EXw7feGvEdha6jqGi6mlreKGt9T0HxBo91Y634Z8T6Ffx2uueFfFWgX+neIPC3iPTtM1/QtS0/VtOs7uAA+XP2OPi/8AEKHVPHX7If7Req6hrX7Rv7OVhoUg+ImqWdrYxftNfAXxBPqWnfCn9pXR/wCzrDS9EPiPXl0TUfBvx48L6LZ2UfgP43eHPEhtNG0/4eeMPhfq3iQA+8aACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoA4b4j/ABO+HHwd8Ga98Rviz498G/DL4f8Ahaym1LxL448f+JtF8H+EdAsIEZ5rzWPEXiC80/SdOt41Ri0l1dxj5eMnhgD4Vu/2vPj/APtANJp37Cn7PZ13ws99FYTftTftV/8ACX/BD4CR2v2/U9N1bWfhX8Of+Efn+Pv7RN1ohsYNW0ZbLwz8IPgr8SNJ1Czl8KftHpDLJe2oBreFP+CfmgeLdU0bx3+2p8UvFn7bfxI0nUrLxFpmk/EnTdP8K/sy+AfEVnNoupWlx8Kf2UPDk0vw0sF8Oa/odvrXgTxh8Yrn44/HDwjPLPHB8ZbwSO7AH6ExRRwxpFEixxxIsccaKESONAFRI0X5Y0VQFVECqoUAKAFCgElABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAf//X/v4oAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgD4n/bK/Z/8AG3xE03wH8cv2fhoGmftb/s26rqPiz4Jal4hvr3RvD3j7w/rZ0yP4tfs2fETV9N8yeD4X/tA+GNHtfD+oXl5Ya/p3gD4kaR8L/jdb+FvEHiX4T+H7CUA9n/Zw+P8A4H/ad+Dfgz4z+AF1Wx0jxTa3tvq3hfxLbRad41+HnjXw7qd54b+IHwt+IeiRXF3/AMI78R/hj410rXPAvj3w691cSaJ4q0LU9PM06wpO4B7jQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFAHlXxh+OXwd/Z+8G3HxB+N3xN8EfCrwXbXVlp58R+O/EmmeHNNutV1S7t9P0jRNMk1GeGTWNe1rUrq10zRNB0mK91jWdUu7XTdMsrq9ube3cA+KLj9on9sT9pm2jtf2QfgQnwJ+HerjEH7Uv7bvhXxJ4dlm0m60qO8s/EPwp/Yu0zVvCvxx8aSvd3CaXPY/tC+KP2Tzpskcuu6fYeNtMittP1cA9F+HP7BHwx0fxnofxe+PHizx7+1/8d/Dt2+peGvin+0bdeHvEFp8PNRc6yi3fwY+D/hbQfCvwN+Ct9b6fr1/4fPif4dfDrR/iBrnh1bTTvGnjbxXNbm9cA+5gAP8AOT+uT64+vbpQAtABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQB/9D+/igAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAAjPHY8UAflz8Zin7Bn7QupftY6cGsP2UP2j/ABB4e0T9tfTrXT7FNH+DPxYi0jS/BPwx/bWuZ4pLa90/wlq2k6R4V+B37UF60Gs2Wk+G7P4PfGbUG8E+EPhb8ZPE+uAH6iqwYAjofx/XjI9COCMEZBBoAWgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAPBfj3+078Cf2Y/D2neI/jb8RtG8GR+IL6bR/Bvh3ydS8Q/ED4j+IobC71MeEfhV8MvC1hrfxE+KnjW5sLC8utP8ABvw88MeJPE+oxWs7WemTiJygB8pR/FL9u/8Aab1BrX4MfCiy/Ym+DQvTFP8AGr9qPQtP8b/tDeNdKiubB/tnwm/ZZ8LeJ00H4bafr2kz376H44/aR+INl448J63aRWvi79k7VrOVqAPXvgx+w38FvhP4vtfi54kbxV+0B+0WllJZ3X7Sn7Q2rWnxG+LsMd5baVBq9l4HmOmaV4I+CXhjWpNG0++1L4f/AAF8GfDD4fXGpQf2m3hhtRlnuZQD7IAx/nn8TyT6cn8+KAFoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoA//0f7+KACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAMbxF4e0LxdoGueFfFGj6b4h8NeJtH1Pw/4i0DWbODUdH1zQtZsp9N1fRtW0+6SW1v8ATNU0+5uLG/s7mKWC5tZ5YZY3R2WgD88f2S/EniL9mr4mXv8AwT3+K+s65ren+HfDWr+Ov2Jfil4v1869rnxd/Zq8P3mk2OtfCzxNrN5HHqmpfGD9k3UPEXh3wBr17rM2ra18Qvg1q3wi+KOpeJ/FnjvUfi2fCwB+k9ABQAUAFABQAUAFABQAUAFABQAUAGcdaAPmD9oL9sf9nv8AZlm0jRvif43nl+IPiixv9R8DfBf4eeF/Fnxd+PvxFtdLmtLfUp/h38Cfhdoni34reNLTTLjUNPi1jVND8K3Wj6Cl7Bd67qOnWTPcKAfPCan/AMFA/wBqRbpNK0rTf+CdvwavzNb2us+JY/BHxt/ba8Q6XJHrNlJqGm+FbO48Ufszfs635k/sXXfDeo+JtX/an1a+0m4nsPFfw6+H3iKKSysAD6A+Bv7Gf7P/AMAPEGqePvCPhC68SfGPxFYyab4t+P3xT1/Wvit8fPFmnTalqGsPo+sfFvx3e614wg8Kw6nquoXekeAtC1HRvAHhhLo6f4W8LaJpcNvZQAH1MAB0/wA+/wBf8mgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgD/9L+/igAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoA+Wv2uP2b1/aQ+GNppnh3xFF8O/jV8NPFGlfFr9nL4wrY3d9efCT42+EYrtfDHiaW007UtG1HWvBuvWF/rHw++LvgmDWdKtviX8HfGHjz4darfQ6T4nvHQAX9kj9pCP9pH4ZXeq6/wCHE+HXxn+GvijVvhN+0X8HJL651C++EPxs8IxWZ8T+Fkvb/TdFv9c8H65Y3+kfED4R+OJtF0i2+Jnwd8X+A/iPpNhBpPiqzRQD6koAKACgAoAKACgAoAKACgBCQOp9vr7D3+nNAHyD8cf25P2f/gb4rT4WXWua78VPj9eWel32j/s1/Afw5f8Axd+PeoWeu3c2n6JrOq+AvCi3L/DrwVqN/bXNo3xT+Lmo/D/4T6M9vdT+IvHGj2dpczxAHjlr4X/b4/agW2uPiR4h0z9gT4Q3rQXMnw3+Eeu+HPi3+1x4h0xn0W+i0vx18a73SdR+CnwOubiJNc8OeM/C/wAGPDnxo12KO4ttW+H/AO0noV/bx3agH0z8Av2UfgF+zLaa4vwf+H1nofiDxfJY3Pj/AOI+varr/j74w/E7UdNsbXTbHV/ir8ZvH+q+Jfil8TNYtLCytbK01Lxv4t125tLOCGzs3t7SGK3UA+iQMcDge1ABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAf//T/v4oAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgD81f2tPDfiT9mj4oWX/BQn4UaRr+u6XoXhrRvAX7b3ws8JaNN4g1j4rfs0+GrnXdQ0H4seEvD1pKt9f/ABk/ZS1XxNr/AI50y20O31DXviT8E9V+K/wxtPDXjTx03wbh8KAH6I+HfEOheLdA0PxV4Y1jTfEPhrxLo+meIPD2v6NeQajo+uaFrNlBqOkaxpOoWsktrf6Zqen3Nve2F7bTTQXVrPFNFK6MrUAbNABQAUAFABQAUAISB1/+v+A5J9eB+fNAHw38Wv2/vgv4F8cax8FPhZp3jP8Aat/aU0ZYBqf7O/7M1hovj3xv4RmvrC81HSpPjH4t1PXfDnwf/Z10vWLWxuZdD1n9oH4kfDWy8SGGSy8KnX9WaDTpwDiZfgn+2X+0w1zL+0b8YV/Zb+FN6t5bL+z/APsfeL9Tf4k69pVyuuaeY/ij+2Fqvh7w1400ltR0u80fU00P9mvwb8HPEXgjxJp9zBZfHHx3pDxzuAfW3wS/Z6+Cf7OHhSbwT8Dvhn4U+Gvh691S917WofDmnLFqfirxLqk8t3rHi3xv4iumufEfjrxlrt5PPfa/4x8Y6trnibXb+ea+1fVby7mlncA9loAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAP//U/v4oAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgBGUMCD0P4/pxkeoPBGQcgkUAfl78FxF+wZ8fdF/ZHvoV039lH9obXfE+s/sU6tNqNqmlfCH4qJp+sePPiV+xSlrMLeXTfCl3oumeKfjN+yzZWf2/T9K8H6X8WfgzbQ+D/Dfwr+Euj+KQD9ILjxj4StPE+neCbrxR4dtvGWsaTfa9pPhK41vTIfE2qaHpc0Ftqes6doEt0urXuladcXVtb32o21nLZ2k1xBFcTI8qKwB0dABQAUAIWCgknGBk+wHUn0A7k4A7kYzQB8D+L/8AgoH8Ob/xlrvwm/Zf8FeOP2zvjB4Z1N9D8X6D8Bl0S5+F/wALtahuNJiv9L+NP7RnifUtG+CHw413RLbWrPWtZ+G48X+Ifje/h/ztV8OfCjxGqRwTgHMJ+y7+0x+0fHDf/tnfHy98GeCb1ra7uf2U/wBjnxH4p+G/w/MAXRLxdA+KP7TJh8OftFfGL7BqlhqMc8/gGX9mnwF4s0DVrnw341+FviTTDKboA+1/hP8ABz4T/AjwNovwy+Cvw18CfCb4d+HIBbaF4H+HPhTRPBvhXSos7nNnofh+zsdPjlnkLTXNwYDcXVw8lxcSyTyu7gHpNABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFAH//V/v4oAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAP5+3rQB/JL/AMF5/wDgsre/speL/E37Hvxy/wCCdPxf8SfAvxvo3hvVPAv7Wtr8ZdC+Fwt/iBY213418BfEz9n7xE3gPxh4S0n4q/Bf4i+FdN8SeFrTxN488I/ErRPE/hOLxLH4LPhx9F1HXgD8Lv8AgkP/AMFIv2lv+Cif/BxL+yP8ff2hrfw34e8fX37P3xL+Amq6T4K8Oat4Y8OT+C/AfwX8eeMYvI0vxDfatq0VxrvjnVdY8YatKL23slv9QGl6bYQ6fpdvc3oB/pVDoPoKAPyn/wCCt3/BV/4G/wDBKP8AZ6/4WT4/utM8T/GHx++qeH/2fvgqdSks9V+I/iywhtX1TWNVksrW/v8AQPhd8PrfULPXPiZ41+wXEGjabNYaLp0Wo+L/ABJ4Y0PVQD4U/wCCbn/BbLXf2x/2bPgp4F+H1t4D/a4/4KLeJPhxN48+Nngnwbqen/s8fAr4H3XifWvGl94a0r4neMfGMviXXreDwnpWmaT4V8SaN8FvB3x1+JMd8tv4j1TwVp2iaqdSgAP0ml/Yl+In7QFydT/by+Ot/wDGHwxLJNJb/st/Biy134JfspQW8r6xDHZfEXSLPxHq3xY/aQkfR9Vh0fxHpnxh+IE3wV8VSaXZ69bfALwrqRVYgD7x8C+AvA3ww8I+Hvh/8NvBvhX4feA/COl2mh+FPBPgjw9pHhPwj4Y0XT4lt7HSPD3hvQbSw0fRtMsoEWG0sdPsre2t4VWOKMIoCgHW0AFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQB//W/v4oAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoA5bxp4H8GfEfwzq/gv4g+E/Dfjjwf4gs5tP13wr4v0PTPEnhzWbC4jaKez1TRdYtrzTr62mjdo5Ibi2kV0YqQQflAPzI+F3/BEr/gm78CP2qfhz+2L8Af2f7X4EfGH4aN4pbSLb4S+KPE/hH4Z6qvi/wAI+IfBesRa58JrfU5vh/IDo/iW9aCbStD0m5W9tNHnlmmTSbGGIA/WADAA9OKAPx6/br/4Id/sQ/8ABRj4xxfHL9pqT476z410/wAB6J8OPDkPhH41+J/Bnhrwn4Y0fVNR1uaDw94c0hF0+3ude1bUBqHiGe9S/Go3Wn6ZMiW0lmGcAyP2Kv8Aggf/AME3/wBg/wCMPh74/wDwb+G/jvxF8Y/Buna7pngfx38Xfip4x+I974Gh8TWD6Rr1z4S0TU7y38K6Lq2paLLcaLLrtvoR1iLSLy/062vIbbUb6OcA/ZwDHHYcUAFABQAUAFABQAUAFABQAUAFABkf55/z/n0oAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgD/1/7+KACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgBCQASegGTzjA984A+pP5YoAWgAoAM9evHt/I4GfwJx7ZoAKAEZlRSzEBVBJJOAABkkk4AAAySTgDk4AoAit7iC7t4Lu1miubW6hiuLa4t5UmguIJkEkM0M0TNFLFLGyyRyxsySIysjFSCwBNQAUAFABQAUAFABQAUAFABQAUAFAHL+KPG3hLwUugv4s8Q6T4eXxR4n0TwX4dbVr2GyXWfFniSeS20Hw9pxlZRc6vq88ckNhZR/vbmRWWPBB3AHnv7R+t/Fbw5+z/APGrxD8C5PhxD8ZNE+FfjzV/hbc/GC+vdM+FVr4807wzqN54Xu/iNqGnTW19Z+CbTVYbe68Sz211ZyLpUNyBfWQLXUQB8T/8Ekj8evE/7LCfG749fE/4+fEO6/aS8Xy/HH4XaV+0pB8NrD4tfDz4OeJ/B/g/TvBXh3xRovwj8KeDvh74Xv8AxUdF1P4sTeCvDGjxaZ4EHxCi8GLJd3WhXl/dgH6hUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFAH//0P7+KACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoA8D/ag+O2kfs1fAj4ifGTVNPuteu/C+k21n4Q8H6bNp0Gu/EX4m+LdVsPBnwo+Fvhg6ve6dpkvi74ofEvxB4V8A+FLa+v7K0utf8AEOnwXF3bQu86AHd/Ce3+I9n8L/h1Z/GPVvDWu/Fy08C+E4PijrPg3SLnQPCOqfEGLQrFPGWo+FtCvdT1q90fw5eeIl1KXRNNu9Y1S4tNONvBNf3ciPO4B+Rv7cn7Uer6V8DP+C0d5qfjPwr/AMK3/Z1/Zs8O/BPwz4f8S28Wl+GvD/x3+I/wG13x3rN74q8U6YI/EUtv4hsPjt8BLK5sLe9D6Dp2mLfaPFFqOs3EkoB+hfwf/aa+AXiP4LQeNdC+LFnq/hfwHeWfww8T6v4msfEfhjxXa+P9C0fSFbwvrng7xfo2geOoPHHiC2vdJ1rw/wCHLjwzFr3jHTfEfh7WfDGm6vp3iPRbi/AJvgP+2T+zz+074h8T+GvgX46l8f3vgvwr4S8VeM7iw8M+LNLsfB58Z654z8P6X4O8WXPiDQ9Hbwv8U9PvvAPiRvFfwm8QQ6b8RvBFpFpl94w8M6Jba/ocmoAH5F/8EbPj1efHv9ob/gof8dviB8XPE2u+I/2iv2mvHem/Af4QPrHxX1/wZ4J/Zh/Zb1i++EngjxdpltrelJ8LvBmsfES6u7zX7m18FXkK+K9DGga1dza5qo1OWyAP6FqAPD/2mfiN4S+EH7Ovx2+Kvj270yx8FfDn4P8AxJ8a+KbnWboWemJoXhzwdrOqail5OWUrFcW9s1ttjPnSNKscCvM0aUAfC3wr/aA/Z4/4JnfsWfsI/s//AB48f6rp/jPRf2cv2dfg14J8IaF4M8Y/ED4geO/E2heGvhl8INN0/SPC3gDw7rl899r/AI/8R+GfCWlNdW2nWF/4l1/TNHtJzdXKQqAfcfwE/aR+E37Seg+Jtb+F2s63NdeBfF194A+IXg/xr4K8afDD4k/Drxvp9hp2ry+F/H/w0+I+geFvHXhDVLrQtY0XxNog1vQbS08TeEtd0Hxf4autX8Ma7pGr3oB7tQB478dPj/8ACD9mnwFL8Tvjh43074f+BYdb0Dw7Jr+pWmq38Q1fxLqUWl6VbLZ6JYanqciGaV7vUruKzey0PRbPU/EWt3GnaFpOpajagHzt8cv+Ch37P/wLuvCEt8fF3xI8I638PLj42+OPif8ACPTdD8a/C74I/s9wX8OjJ+0B8W/HH/CSaZo2mfDK/wBbuPsekN4Vk8XeMNa0vSfGnjTSfCd74C+GvxL8T+DwD2n49/tNfC39nOy8IHx5J4z1nxJ8RNdk8N/Dv4d/C/4c+Ovi98TvHWrWlst9qx8N/D/4b6D4j8TXWi+HNNddW8XeK7qxs/CXg/Sni1DxRruk2k8EkoB5J8Xf27Ph38OPBfwB1nwl8PPjH8aPiR+1QguP2fv2e/BHhPTPA/xw8eWFj4THjvxdquq+Gf2gPEXwa0j4WaZ8PPCGNT8e3fxh8QeAP+Ed1S50nwVPFJ498R+G/DGrgHY/Cj9tH4AfFbwnofiNPF6/DrWNU0v436nqnw5+LscHw9+JXg8fs0eLdM8CftDQ+LPDGr3R+x2/wb8Xa1oukeMvEWm3+qeDjBrvh3xFoXiTWvCviXw/rmpAHztrP/BXr9hjR/Blt44HxF8a6npqan8SIvE2j6V8Ffi/P44+HXhD4QeEfC/xD+Jfxd+KHw9n8GWvjb4dfBLwl8OfH/w0+IN58W/Fehad4J1Dwd8VPhbrui6tqdr8Q/CB1cA7v4t/t9eEfhj4r+LXw4tvhp8QPE/xH8IeH/2cNT+D+j2UOmL4d/aQ1P8Aaq8WeJfh18LbD4a+KtOu9ZWz0vR/iB4W1bTPizr/AIj0nT4fhl4UtZviRrFpN4I+z6vcAHzBqn/BWbUrb4d6P4y0z9n22v7/AOEvgjUfiZ/wUBF38XINK8E/sf8Ag7wb8VPFPwX+IllpPjZvAN3L8ZfHlt4v+HXxW8T+BPDD+HPhvpXiH4R/C7xN498Z+KPhzda38OvDXjgA6z9oT/gpV4x8N/tWaD+yH+yt+zv4u/aP+I+gldS+NesjSvHPhj4eeCLX+3vhLZ/8IhpXxFj8I6h4O1DxhF4U+J8njfxPqt5q8Xg34cWmi6L4b8a6lY+J/iL4R064APsl/wBrr4RaB46+NPgr4oa9o/wZi+D3j/4O+AIvFXxT8XeCvC3hf4h33x18LaBq/wANrzwTqF14gLyHxH4t1PXPhhpWh63DpPiXVvHHg7XYdK0e80abRNV1QA+P/wBtv9rL9mOX4o/s9/ACH4/fCSb46+Ef22v2VG174OW/jzw9N8TLN9Z8XaDBDbf8IbHftrVxe2dj8QvBviDWtOtrWa+0Lwp4j0fxPrFvY6Hqen3t2AfWn7ZXwT8UftHfB21+COkz6dH4I+IXxH+GGk/Hi0v7qC3fxJ+zzY+NNL1v4yeALeG70rWLLUrb4n+E9JuPhr4m0m5gtzqHgnxb4ogsdT07VGsbtAD6rghit4YoIIo4IYUSKKGJFjihijUJHFFGgCJHEirHGigKiKqqAABQBLQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAf/9H+/igAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAPzi/wCChEfxTttT/Y38VeCfg38Ufjz4G+HP7U//AAsj4rfDP4QWHgnUvFfiSLwn8APjnP8ABa3uoPHnifwfoNloVp+0hc/CHVm8RXmv6XpvhPxHpvhnxP4k1TRvCml67q9kAfHX7PHxH/a3/Zq+JH7bPir9pX9mX4vfGj9qr9pz4weAPH3wd8D/ALOHhjxZ4q+AFn8K9K+APwx8HeBPgrp/7SXji80z4VeANL+D3jKw+IVp8T/GfxKj+Dl14w8U6l4w+Kng74WXsPjfQPD04Bd1v9jv46z+L/2Hvg/468PW/wAQLH4wftbeP/8AgoP/AMFLPip4e0rTT8KtW+JXwe8HaNrHwN+D1vcXthpevah4W8MfFpf2fvDvwXXVNGj1rWvhX+yrYz+OdTn1JdVstfAPk/xf8C/2sviF+0D4m+NfxE/Yq+Muu/s9+Bf+CqfjH9rLxr8LvC/jD4YL8ef2ifHvwU+B2kfs8fsbfEP4beGdd+J/g/4ex/s3eAdF+Evwu8ca9p/j/wAc6J438V/FrWtI8V6Zo3h7wd8Mr648YgH0f8G/2KP2+PFF3+034e+Kt98M/wBnTwL+3Z+0N4h/aT/aS+IHwb+KOsaz+0HoXw71f4YfD34V+Df2QvhlDY/D7S9A8A+I9O8E/DvRvD/xh/aX0v4leJ9TMt147vvgZ4f8M+JfHPhvx98JgD7D/wCCe3g39qj4DfCb9nf9kr4jfAfwT4N+Gn7Mn7PHhv4O6t8ZtP8Ai5YeI4Pij4l+Gek+EfBPgbVvhV8PdOsb3xFpXhPxRoOl+IfE/jCf4q6r4e8TeENT/sHwvpFj8QReav4xsAD9M6APjT/gon+z9r/7Vf7B/wC2D+zh4QsfD2peNfjR+zh8X/h94CtfFZjj8PD4heIPBOr23gG71O6ltrwaZHp3jD+xb+HWY7S4udEureDV7WJrmyioA+EvBn7A3gH4l2nwM/av/Z4+Hnjv9mr9oz4Q313ZaV4K/bf0r4y/HTwpBZzPop8V+GtU+GHjD46SvoGo6DremS3Xwm+MXwu8W2C+Hdei1DxR4dTxp4N8QXNr4hAP0I/Zb+AfxC+EjfF7x98a/ihpXxa+N/x7+INr488fa74T8G3Hw8+G/hfT/D/hHQPh/wCA/hx8LvBeo+JPGniDSPCHhPwn4atLi+v/ABV4z8UeIvFfjvXPGfi6e80bTNc0rwf4bAPrCgD8nrz9nP46eP8A/gqxN8YfHvgeNf2ZPhD8L/hz45+Efj68+IQ1KPWvjjD4R+NXwo/4RTRvhMl1cR+HLnwN4W+MfxY8Q+JPH9za6fN4nHjvwVols+qp4VZ9GAPI/jz/AMEqPh/4U/aLj/aY/Zf/AGXf2ePFmlfEDw3pXhL9or9nDVPH/jz9lvwb48vvC/jzxR8TPCPxf0q8+Efh7xL8O/Gvi9PE/jPxXYfEz4c/GD4Yat4a+K1hrGja/P418Lan4N1DSPiEAfZ/xZ/Z++MXxN8U/AP9qL4ceIPAvwL/AGr/AIWfDvxj8PdT0PxppOr/AB1+D2rfDn40av8AC3xV8YfhPrK6Frnwk8QXdwPE/wAI/A2p+CPit4auvDuqaRqXh8PqfhbXfDesax4VugDmfiN+zl+094i8c/s2/tO6J45+BN7+0/8AAnwN8efhP4n8L6l4S8f+HPgL8T/hf+0Brvwt8Q+JNH0u7j8SeNPiN8MPGmh638DfhXqWh+Onb4iaU9nb+OtA1HwHcp4s0bWvBgB5Dqv/AATEk+Ovww8MaX+0x8SJtK8e6n+0T8Yfjf8AGTS/gTDYR/D/AOIXw1+OGq3CeP8A9kHxBefEjw3rXiDxN8CvF/gnTPAXgz4mavbad4J8TfESTwc+u2Fl4Cg1lPD2kAH0n4Q/Yk8IeF/2xv2nf2rZtbj1i0/aZ+B3wa+EGt/DW70Vxp2gXvw5fx3pvjTxPaaq+rT21xF8UfCGpfCzwzrOjW+haY9rH8JNIub7VNehu9Ns/DwBxPwu/wCCbXwo+H/i/wDYg+IHiDxz8Sfif4z/AGDf2d9f/Z5+FWseONQ0S7TxJZ6vofhLwnp3xN8fW1tpEbax8VPDXg/w7rPhzRfEVndafaRW3xA8d3Uumvd6xbyWQB6N8Nf2Cf2cvhr4f/bE8JW3hOTxT4U/bq+KnxI+K37Q3hrxhLZ6rovii++K3gXQvh14v8KW1lb2NhHa+CrzwzoQgj0eY3U63OrazdS30sl6fKAPNYv+CZvwb8M+GfhLpfwj+J/7RfwY8a/CF/ilZaX8bPDPxXn+IPxw8W+E/jr4p8J+L/jd4M+InxH+Puj/ABg1TxjpfxJ1jwH4IuLrXNQh/wCE38GP4N8Kv8NfFPg1tDstgB6H8b/+CeP7If7R3jbXPiR8aPhDpvj3xz4g+B/in9ny+1/XdX8QXsS/D7xf4e8X+EtVubbw1Pqkng6Lx/B4W+IPj7wxovxRPh5viH4f8LeO/G/hbRPEdh4d8Y+JdN1QA+Lfip/wS++OWv8Agef4ceC/2q/BPivwt4o8afDX4y+NdQ/aU/ZxtvH3xD0r9pX4WL8N7jw7+0V8H/HPwT+Jv7PsXw68WX/iX4YaB438WeFtR8M+MfDuseIbrXdP8OS+CfCmt3fh9AD9i9e0zVNW8O6vpGm+Ir7wtrOo6Te2Nl4p0Wx0i61HQdRu7WSGHW9L07xHY67oc93p1w4vLO01rT9W015I44r+0vrcyRuAbaKyoqs5kZVUNIwUM7AAFyEVUBYgsQoCgnCgABVAHUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFAH/0v7+KACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoACAeoz9ef8/59KAEwD1/z9exxx/TpQAv+f8/5/nQAm1fQc+w5/wA+/wDhQAtABQAUAFAAAB0GPpx/n/PqKACgAoAMd+/TNABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAf//T/v4oAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoA8j+N/xu+H/7PfgI/Ej4l3+o2Hhp/Gnwu+HdodI0XU/EGp6h4z+M/wATvCHwd+G+g2OlaRBcXk1x4i+IXjrwxoS3LRpYaYuoPqmrXVlpVneXkAB62Dn8yPxBwf1oAWgAoAKACgAoA+evi3+0Fpvwm+LH7LvwpvfDGp63d/tPfFHxt8MNI1qy1DTrS08H3ngv4F/FH44zaxq9peOl1qlnqGn/AAxvPDkNrpXmXkGoaxZX80R0+1vZIgD6FHIB9f8APt/L8qACgAoAKACgAoA8V+MXxltvhFqHwYsLnw/da83xi+NPhv4N20ttf29ivh+58ReG/GHiNPEF2s8UrX1raR+EZbR7C22XE0t/DIssccEpYA9pU5AOMZAOPTI6d/5/nQAtABQAUAFABQB4B+0n8fdL/Zu+H2g/EDV/DuoeKLTXfjR+zv8ABmPTdMv7DTbi31D9oX47/Dv4FaVrklxqTJbyWXhrU/iFaeINRso2N7qNhptzYaaj6hc2qMAe/A5/Mj8iR/n/AOtQAtABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQB//9T+/igAoAKACgAoAKACgAoAKACgAoAKACgAoA/MT9pP9rX9sr9nN4PE+r/swfs3aj8KtY+NPw5+C/hfxNN+198RrPxjrWufG/4x+F/gv8FpbvwNp37HeuWukP4l8TeNvDKeK4o/FmrQeC1u725jufEWl6bc6koB7v4q/ab8YfCvwR8CF+L/AMJtG0r49fHv42+GPgp4V+CPw3+K1h49iuL/AFjWNW1XxP4m0fxz4n8J/DJtd0T4afBLwz4y+OXjqIeENO1Gy8OeD9c0LSrfVtXOlvqQB9hBgRuHIPTHOfToM9OcYyO44IoAXI9f/remfTPbPXtQAtABQAUAFABQAUAFAH51/wDBUWSOL9mLwg0rxxof22v+CaKbpXRE3Sf8FFf2XY403OQu+SR0jjX7zysiRgyMgYA/RMdPxb/0I0ALQAUAZ2n6xpOrNqKaVqmnak+kajNo+rJp97bXj6Xq1vDb3E+l6itvLK1lqMNvd2s8tjdeVdRQ3MErxKk0ZoA0aACgD82P2y/+Tw/+CS3/AGdr8dv/AF35+1pQB+kw6D6CgBaACgD4J1r/AIKY/sdaP4/07wBH8RPFPiNbz4i6L8Ir/wCJngf4N/Gjx5+z34W+KXiPxyvwv0T4eeNv2lvCHw/1j4BeDvGd58TZbb4cy+HPEHxGstW03x1fab4V1W0sda1GxsroA+9gc/59OD69/f8AOgAoA+Hv20P+Ri/Yk/7Pf+Gf/qsfjRQB9vp9xf8AdX+VADqAPEfjz+0T8Jf2a/B9n4z+LXiK90mz1nWovC/hLw/4c8L+KviB8QviF4wudN1PWbTwV8M/hl4B0bxJ8QPiP4zu9I0XWdXh8MeC/Det6wNH0fWNantYtJ0nUby3APF/2b/20Lb9oP4vfGT4Kar+z58ffgL41+D/AIU+GnxBntPjRY/C5E8VfD/4t6z8SNA8DeJdN/4Vd8Ufia/hW+1a++FPiy5k8B/EoeCviTpujLpOsav4P0+11a3CgH2tQAUAfm5/wVS/5No+Hn/Z9/8AwTG/9eKfsxUAfpEOn4n+dAC0AYPinxR4c8EeGvEPjPxhrmleGPCXhLQ9W8TeKPEmu39tpWh+HvDug2Fxqmt65rOp3kkNnp2k6Tptrc3+o391NFb2lpBNPNIqIxoA8W/Zn+N/iL9of4cR/FnUfhH4t+EPg/xXqlxqHwlsPiDdQ2vj/wAZfC6eC2l8K/Ebxb4GS0hvvhXdeNYXl1vRvh54ku7vxrovhe60KXx3YeEPGl54g8CeGAD6HoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAP/9X+/igAoAKACgAoAKACgAoAKACgAoAKACgCOSaKLy/MkRDLJ5UQd0QySFWcRx7mXe+xHfYu5tqs20hWKgH55eKdM1P9pj9uPwz4fnScfA39g5dM+IXiFI7lTaePP2wPid4NvY/h54avYbDWvPOn/s9/A7xTc/ErV9G8SeH5tK1nxj8ePg14p8PajFrXw0vBEAfln+1t+11+0R4X+Nn7TH7ZHwr/AGbdf+Lvw3+CfgjWf2Gv2QPjnpPjn4O3/wAMfgN8cta+M9j8Mf2r/jd8dfhj47+Kvwx8SzeCIfjPZfC/4aN4r8MP4ph8NeHv2b/iuPFup/CPwV4l8SeKteAIfi98R/2obf8AZS+C37Fnib9uHxBoH7Tf7R/i/wCMf7R3xL/aq0Xxb8LfHHiX9lr/AIJ2/s/ePX8d/En4heJPiB8Lvhd8KvhRrfiMaHb+AfgckHhvwNpOgnx/8UNf0XRr/wAV+A/hv4g8YXAB4p+zv4s+Lnjz4Tfsg/tNXf7Wf7aOm/ED9tz9ubw/D/wTo+AHxa/aFbT9M8NfsuJ8Q2+Jnxn8Y/HLTtKsW0T9oKT4w/s2/D34t/Fm28KfF618SeFPg5p/xE+Fv7PP7LOn/BzWbXw54v1oA/rNHTn3x24ycDt0GB0/KgBaACgAoAKACgAoA/NP/grF/wAmo+Ef+z6P+CXP/ry79k7/AD/+ugD9Kl6H/ef/ANDagB1AHyr+2N43+OvgT4J+JtZ+AUPw+0bxLBpniG98Q/Fj4pz3F54G+BXgrQfCuueI/EPxX1HwLpk1nrnxW1TQYNJW18N/DbT9Y8LWXiDXr+xbxJ4x8MeG7XVNSQA8x/4JgfCLW/g3+wl+zdo3ji3B+MHjj4c6R8bP2g9bnt0i1fxj+0Z8dUPxa+OvjLxDMtvbG617xD8SvF3iG7vmMMUNmgt9MsLez02xs7K3APvigAoA/Nj9sv8A5PD/AOCS3/Z2vx2/9d+ftaUAfpMOg+goAWgDyP46fGD4TfAj4XeKfiX8bfF1j4L+HOi21tY6xq12uqXV3eXfiO9tvDmheGvDmjaBa3/ijxT4z8Xa5qmn+GPBXg3whpmr+MfF/inVdK8O+FNH1TXtRsbKUA/HP4E6h8Kf2ufEPwe/YS/Zz+HPxP8AhZ+xh/wTU1L9nrWvjhovxc8P694I8a6/4++E2i+GfiJ+xx+zZH4Z8YvJ8RGtvCl1pPw8/aY+M/izxXHoWuC68KfCv4Y67F4l1Hx18ZNH8GAH7g+EfGvg3x7pMmu+BfFvhrxpokGseIPDs+s+E9d0rxFpUXiHwnrl/wCGfFehy6ho91eWceseGvEulap4f8Q6YZ/tmi65p1/pOoxW9/Z3FugB09AHw9+2h/yMX7En/Z7/AMM//VY/GigD7fT7i/7q/wAqAHUAfM3x60zwb4x1/wAF+BdF8cfDrwJ+1WPCnxe8ffsveJfGPhOL4ia14E1fR/C1j8M/HfxU0P4d/wDCReFLjxVo3hPTPjBofh7xXZ/8JDo1jcR+N9J0e71O1l1i1LgHx3/wTL8CH4Q+LP23/hHD8UtU/aRTwx+0hY+JPE/7UHjDR/DsXxS+JPxT+IHw18La/wDEXwF8WfFvg6y0fwd448WfBO5TRvCPhxvCPhzwz4c+GHwlvvht8BrLQrK7+FN+9wAfq7QAUAfm5/wVS/5No+Hn/Z9//BMb/wBeKfsxUAfpEOn4n+dAC0Afnv8A8FOdB1DVf2U9f166XwbqPwu+F/jT4f8Axq/aG8IePPiBdfC7w14//Z7+DXiO2+I/xP8ABup+NYdG16xtNO1DTvDtpf614a8R6d/wh3xK8P6Xq3wu8Z6jonhfxpqutWAB8ofsI/An9uH4n/tG6h+3j+2XZ6H8H7rxLpHxHi+GfwQ0X4leJPHXivQPhP8AEj/hBpfhL8L/ABrodnp3hv4X/Cy2+EHhDw3dar8QfD2iv8ZvFPxW/aG8c+LPiHL8U/BHgXwx4J+FFkAftvQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAf//W/v4oAKACgAoAKACgAoACcf5/kBnP5fnQA3cP9r/vhv8A43QAbh/tf98N/wDG6ADcP9r/AL4b/wCN0AG4f7X/AHw3/wAboANw/wBr/vhv/jdAHkvxo+BHwV/aL8IQ+APjx8K/Avxf8FW2vaR4ptfC/wARPCum+K9FtPEugSyT6H4gs7HVrW4hs9b0iaWWTTdUtljvbJ5ZDbzJvc0AfMun/wDBMf8AYU0WbV7jw9+z14c8LS+IL2HUtefwhrvxA8I/23qNvpdjolrf6uvhrxZpS6le2mi6Xpuj2l1ei4ntNK06x063khs7SCBAD3f4f/stfs4fCvXPir4m+HnwR+G3hLxB8cZ1m+L2saP4P0yHUPiKFuddvvsviy4ltpX1fTW1TxT4r1mTSbjdpcmveLPFeuy2b6x4l1y+1AA66T4KfBiXw5deD5PhL8NX8J33gbV/hhe+GW8AeGD4fu/htr7ySa58PrnRho406bwRrMk00mq+FHtm0LUHkke7sZWYlgCfWfg98I/EWrfDXX9f+F3w+1vXPgzd3F98IdY1fwR4e1HU/hZe3ejN4dubz4c315pc1x4JuZ/D7PoU1x4bfTZZNHdtOLm0JioA9I3D/a/74b/43QAbh/tf98N/8boANw/2v++G/wDjdABuH+1/3w3/AMboANw/2v8Avhv/AI3QAbh/tf8AfDf/ABugA3D/AGv++G/+N0Afmv8A8FX1aT9lDwnsSR8ftz/8EuMhY2J5/wCCmH7JijgKDyzKg45ZlUZLKKAP0nU4BB3feb+Fv7x/2D29+fagBdw/2v8Avhv/AI3QB8W/tdfsIfBT9t2x0zQPjp4j/aBPge38L+MfBniD4b/C39pL45/A/wCHvxF8M+O4LO08RaN8UvC3wi8a+DbH4i6fc2Fo2mx2fikajaRaZqGq6eITaalexSgHqnwH/Zn+Ev7NumappXwstfH8cGtRaRBqdz8QPjH8Z/jPq1zFoUV1DpUaa18Y/HfjzVbKO0hvJ4RFYXdrHLF5EcwljtbVIAD37cP9r/vhv/jdABuH+1/3w3/xugD82/2yVd/2wv8AgkuVSRgP2tfjuSQj4A/4d9/tbEk/KAAArHJ4wjn+AlQD9IwwwPvdB/A3/wAboAXcP9r/AL4b/wCN0AfLH7TX7JPw9/anuPg7qXjTxV8U/B2u/Aj4han8T/hv4h+FvjKbwfq+jeL9Z+H3i/4W6hqTu+mapZzXZ8D+PfFuj6XqqWUWveGpdZudX8L6voetJBqKAHhZ/wCCUv7E0EHh2w0LwF8RPBekaV4bs/CvirRPh7+0F+0N8PNI+NmmWXirWPHH2n9pWy8F/EvQ1/aV8Qap4w8TeLfEXijxV8cG8c+J/Gl/408bL4x1fX7Txj4kttQAPvDwL4G8EfC/wd4a+Hnw28H+Gvh/4B8GaPY+HfCPgrwX4f03wv4T8L6BpkCWum6L4f8AD2i2NlpOj6VYW0aQWdhp9pb21vCixxxKANwB1e4f7X/fDf8AxugD4g/bOy3iL9iXartj9t74aE4RuAPhj8aMk/IMAdWPQdyuQaAPt1W+VeGB2rxsbjjv8h5/H8qAHbh/tf8AfDf/ABugDwf42fs0/BL9oc+F5Pi34LfxHe+DH1n/AIRnV9O8R+MfBmv6VaeJILO28S6PH4h8Da74a1y48NeJodN0xfEvhW81Cfw54gbStKl1fTLyXS7F4ADvfhl8Mfhv8F/Anhn4X/CPwJ4U+Gfw58GaZDo3hPwN4F8O6d4X8KeHdLgLMllpGhaPaW2n2ULSvJPL5MCvPcSy3E7zTyvKwB3e4f7X/fDf/G6ADcP9r/vhv/jdAH5v/wDBU9Wk/Zp+HgRJHP8Aw3f/AMExuFjcnn/gor+zCo4CDqzKo65ZlUcsoo/r+v6/NAfo+G6/e6t/C3qf9g9evX8qAF3D/a/74b/43QB518VfhX4E+Nfgq9+HfxJ0e48QeDdU1bwprGq6JHqmt6PBq0vg3xZofjTSNP1WXQ73TbrUdAudb8PadH4i8N3k82g+LNDN/wCGPE+nat4c1bU9LugD0XcB/e/75bvyf4D3/wDrY4FABuH+1/3w3/xugA3D/a/74b/43QAbh/tf98t/8QP5/lQA6gAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoA/9f+/igAoAKACgAoAKACgDmPGng3w58QvCfiDwR4v0/+1vDHinSrzRNe0z7Zf2H27S7+Iw3dr9t0u6sdRtfNjJXz7K8tbmPrHMjYNAHySf8AgnN+xwSSfg/yTk/8XB+K/wD83o/l+VACf8O5v2N+f+LP9Ov/ABcL4r8fX/ivuKAD/h3L+xv/ANEf/wDMg/Ff/wCb6gA/4dy/sb/9Ef8A/Mg/Ff8A+b6gA/4dy/sb/wDRH/8AzIPxX/8Am+oAP+Hcv7G//RH/APzIPxX/APm+oAP+Hcv7G/8A0R//AMyD8V//AJvv8/hQAf8ADuX9jf8A6I//AOZB+K//AM31AB/w7l/Y3/6I/wD+ZB+K/wD831AB/wAO5f2N/wDoj/8A5kH4r/8AzfUAH/DuX9jf/oj/AP5kH4r/APzfUAH/AA7l/Y3/AOiP/wDmQfiv/wDN9QAf8O5f2N/+iP8A/mQfiv8A/N9QAf8ADuX9jf8A6I//AOZB+K//AM31AB/w7l/Y3/6I/wD+ZB+K/wD831AB/wAO5f2N/wDoj/8A5kH4r/8AzfUAJ/w7m/Y2/wCiP8jr/wAXC+K/fpn/AIr3j8+fegD88v8AgqF+w1+yT4C/Zb0PXNI+GSaVqUn7Xn/BPXRre4k8a/FC/W5j1/8Ab0/Zx0a/0pra48Z3cQTWtMvL7SJroJFPZW97Ne2V3p99BbajaednONllmTZxmVOMZVcvyjNMdQjO7pyxOEwGIxGGjVSUpSpSr06aqwjyynT5oqdNuM47Yel7fE4ai7qNbE4elNr4lTqVoQqOPaSpylyuztKzcZW5Ze33P7F/7Mb3Ny//AAqxE3zSnZH8QPi7HEg8x+I4x8QcIAOBjBwATkglv40qeLHH9WpUrf2/Vpe1fN7KhQo0aFK+vLRpJT9nGOy95yaScpTaaP0mPD+URjGLwkZcqtzzlKU5aJOUp+4m21zP3UrtpKCsiH/hir9mVCpb4XTDcNyeZ8Q/jDtdT0ZQ/wAQtrr6MNy+4zlcI+KHHsWmuJcY2ukvZyX/AG9FqSfz/HeNvIspa/3Gkk1ulJO63aatv6K3Z/ad/wAMX/sx/wDRLR/4cL4uf/N9W3/EV+P/APooK/8A4Kof/KCf7Ayj/oDp/wDlT/5YPX9jT9mRfkHwstyRz8/jz4sSPj3LePwSPr06YOAa1h4ueIMFyrPrrvPBYOcvnOVKMnbpdabK32l/q/lG/wBUtf8AlqVIr5Lml/wfO3uyL+xv+zKn/NKLJskY3+N/iueewH/Fwh1J5A64HIxWkfGDxBje+c0J3af7zLcHLbomoLR31T35VqtSXw7lD/5hpx9K1RX/AB3st7K3mK37HH7MzjH/AAqexXB6p41+LCnI7Z/4WI3II/oc9VcvGHxBkrLN8NDzp5Xg4v73GS/D77e6lw5lC/5h6j8pV6j+W6/4O2mjj8I/tTfsm/s8ab+03/wTP06y+GsFvZeIP2nfjRp2swL4x+JkovrK0/Yo/aL1e3gMtx44muLby9RsLS58yxmtJ3MHkyzPay3FvL7eVeKPHOKyzibE185jOtl2WYLE4SX1HCL2datneW4OpJxVPlmpYfEVadp3S5uZWlGLOXE5FlcK+BjHDtQr4ipTqR9pPWMMLXqKzve/PGD2+ykrXlzfdQ/Y0/ZlwP8Ai1Vr0H/M8fFf/wCeDXg/8Re8Qv8Aoex/8IMF/wDKzt/1fyj/AKBX/wCDan/B/P7x6/sbfsyqwb/hVFk+P4X8bfFdlP1H/Cw1/n+X8VQ8YPEKMk3nVGp/dq5bg5w+cVBX+9eqvcmXDuUSTX1acfONaomvT+vyJz+x7+zMf+aQaOPp4w+LA/P/AIuL79v8K65eNXH0lb67lUdruGSYaMv/AAJ1JL1tHXz3jkuGMoV/3eJe+jxU7K//AG6m7dNfu2I/+GO/2Zif+SS6b16Dxn8WMD2H/FxePbP9DWD8ZPEBtv8AtPBavplOEsvTRW/H1LXDWUJW9jWfm8RUuVbj9i/9mS4j8tvhakIyG32nxA+LtpLkdvOg+Iwk2n+JAwDcBgwOK4sZ4rcfY2l7Gef1sPHnjPnwFGlga/uu/L7fDxhV5G/ij8MtOaLska08gymlLmWEjN2tatKVaOu75Z3jfs+W63V7pFH/AIYf/ZgPP/Ct9Rz/ANlT+NP/AM8cfyP9K8v/AIiBxxt/rZxB/wCHTFr/ANzeb6/ff3d/7Iyv/oX4T/wRT/8AkF2Xf9D5U/ad/Y1/Zv0zX/2SI7H4fX8Cax+2H8NNF1BT8TPi/cefpt14C+LNxPbqbrx/O1szTWdu4ubVoLtAmyO4WOSVH9bKeOOMatPOXV4oz6o6OSYqvRc80xbdOtDE4KMasH7W8KijOUVKNpJSlZq8onNicqy1SwyjgsNDnxMKcrUaWsZQqXunTs7NJ2fu91LRH1Sn7D/7L+1f+Lbah91f+ap/Grrgc/8AJSV/l+A/i8j/AF+44/6K7iL/AMO2N+7+Ovy+650f2PlX/Quwd/8ArxT/AOB+X3Dv+GH/ANl7/omt/wD+HT+Nf/zzP6/lS/1+44/6K/iP/wAO2N/+Xh/Y2Vf9C7B/+E9MP+GH/wBl/wD6Jrf/APh0/jX/APPLP9Ov40f6/ccf9FfxH/4dsb/8vD+xsq/6F2D/APCemH/DD37L/wD0TbUB/wB1T+NX9fiU3+fXja/9fuOP+iu4j/8ADtjV/wC5/wCvmH9jZV/0LsH/AOE9MP8Ahh/9l7/omt//AOHT+Nf/AM8w/wCfTrS/1+44/wCiv4j/APDtjf8A5eH9jZV/0LsH/wCE9MP+GH/2YB0+G+oD6fFT41DP1/4uQ3r7D27q/wDX7jf/AKK3iJ+ubYz8nWd/vXzH/ZGVLbLsJ/4Ipr/22X9d7+78L/8ABRD9jz9nTw78APBmoaP4AvrS7n/bG/4J+6NLK/xI+Ld6rad4h/bd+A2iavB5Oo+Pru3V7rS7+7tkuo4kvLNpRd2E9nfQ29yn0XDHG/GGKzKvSxPE2d4ilDIuJsRGnVzHEzjGvheH8yxGHqxUqkkqlGvSp1qU73hVhGpG0ox5ePHZXltOjGUMDhoP6zg4vlowTcZ4qjCabUU7Si3FrZxck073PuyX9iD9mASyj/hW+o8Syj/kqnxq7Ow/6KOf8jPchvnVx/xxZf8AGWZ/sv8AmZ4r/wCW/wBX6acvZ/ZGVr/mX4T/AME0/wD5B/1orWsR/wDDEH7MH/RN9R/8Op8av/njY/T8utP/AF/43/6KzP8A/wAOeK/+XX/H79g/snK/+hfhP/BNP/5WH/DD37L/AP0TbUPr/wALT+NX/wA8rH6H2x0qf9fuOP8AoruIvT+1sb/8vX5fcL+x8q/6F2D/APBFP/gfl9wf8MP/ALMA6fDfUf8Aw6nxpH/vRm/n+eflpcf8cL/mreIX65rjHt2vVdvlb/t61h/2Rla2y/Cf+CKa/wDbZfn99/dP+GH/ANmDp/wrfUcf9lU+NXrnoPiQPTHXp6ZJpPj7jd/81bxCvTNcYv8A3K/Xddr6h/ZOV/8AQvwn/gmn/wDKwP7D/wCy+f8Amm2oD/uqfxq/r8Sj/IfyFJcfccf9FdxH/wCHbGr/ANzi/sfKv+hdg/8AwRT/AOB+X3Gho/7Gv7N/h7WNI8Q6R8Pr+21bQNX0rXtJuW+J3xkuEttV0PUbXVtMuHtrn4iT2l1HBf2VtLLaXcFxZ3caPbXdvPbSzQuPj/jaDhV/1r4gnKhVoYmMJ5tjpU6k8LWp4mnSr01WSrYarOjGnisNNuji8NKrhq8Z0KtSnN/2PlbTj/Z+EipKUbxoUlKKmuVyjKzcZpO8J3ThJKUdUj9ebd2kt4ZHADyRRyOBnAd0DMBnJxuJx7enSv7tw9SdXD0KtRKNSpRpVJxjfljOcIyko31sm2lfW2/U/K5xUZzim2ozlFN7tJtJu1ley6L7iatiAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgD/9D+/igAoAKACgAoAKACgAoAwPFfirw54G8L+I/GvjHXNL8MeEfCGg6x4o8U+JdcvINO0Xw94c8P6fcarrmuaxqFy8dtYaXpOmWlzf395cSxQW1rbyzSyKiMaAPwBv8A9t/9ob4k+NrL4L/C7xxqfhL9rv8A4KJW2m+Mf2cPg9caPHc/8O+/+Ceng+41DSv+G0PjZ4U8XeH5nsfjt8StH1jUfGeifD3xtoEOmXfxX8QfCn4C6r4e1DSPhD8TfHevgH3f4P8A+Co37M/iDwr8dtf8P2X7QfiDwv8As6eLfC/wmuPHOs/Arx14b0j48/FXxD4v1j4Y6T4F/Z61vxLovhfR/jR4svviB4fuPD+r3fhNLfwpo1zqWna/qus6V4QvE1yIA8DT/gur+ym/gLw5rFv8Nv2j9c+MOveBPi98Wrj9mPwN8PfD3xK+MOgfBX4DeM9U8HfFP456xrXw98a+JPgsPg5p8mgeINW8A+P7H4q3ujfHa20tdG+AUnxN8Ya14c8MayAfqL8X/jN8P/hN8LZ/iP498XXHgXw1qV54K8K6Xro0mbUNZTxZ8WPE+g/D74c6VpHhw6dql3qvibXfG3i7w5oui6CdKvpbzWL2CzmspUMsbAHiHwd/bC/ZgvvG3hn9k/TP2sPD3xu/aH8KweKPh94oh1K78NSfErXvHfwagl0v4jy/EHTvh94U8KeA/CfxAubnRtd1+58LafoHg611i20nxVqvgTwufDPhjVm0oA+cfin/AMFCdE8BftF/F3VvEnji08Afsc/sd6FH8Ovjh4rXwNrXjbxT8bf2wfiT4e0Xx34T+AHwd0rw9Yav4u8R6l8FfhHJb+OviFY+APD3iDUfEHiT4m+F/DNteWUnw5+JOm2oB7b4T/4Ka/sV+O/iP8I/hN4N+L8/ibx58afDXwx8XeFNG0X4d/E2/t9G0P41eAdc+Jnwim+JmuQeD20D4Q3/AMSfCHh3WL/wdonxP1Pwrret3Nm2l2envqMkVu4B9E+K/wBof4SeCPiVB8KPE/ipNJ8Vr8KfF3xx12W6sNSTwt4I+FHgrUbDSdW8a/ETxs1ovhLwBpN5qF9cW/hr/hLdZ0m68WL4e8Z3Xh231Gy8EeLbnSADE8S/tR/AfQdc1bwbdfF/4f6H4vsx8GLCzh8R6t/Z+jXPiH9pPWPEvhb9n3RbXV5RDputar8UvFHhbVNL8MaDol/d63qckECQ2gbVNK+2gH5TfEz/AIKM/Hr4BfDn4g3M158Nf2gdd+B/gPSP2WvD2r2fh6/8B67+3P8A8FUdVs7OXxR4F+CemnWbfwr4I+A/wDi0rWb346eJkl8b2fh+5uviPpniDxP8PE/Za+Jt14nAP1n/AGXfGuo/EX9nP4I+N9b+KXwz+N2v+JPhh4M1HxN8W/gxcaZd/Cb4heK30Szj8VeKPhzNo2r69ph8H6l4hj1KTQorTWtTSGxEULXs8is7AHzH+138dvi94A8B3fhb4OeP/h/q3xg/as+J+gfBL9j+903wlc6nYfCOC78HLffGT41fE2+bxLrPh/x7o37Pvhnwt8XvjxdmeH4f+GdaTw34M+BtxcHxf4n07W9eAPmDTP8AguZ+xX4a+EH7UHxe8S6t8V3+A/7IGi/Amyuf2idb0nwNqPh79o/V/jXaarF4ItvhBbeEfE8usap4y1+30jTPGF/4d8W+FPhxqC+A/Hfgb4s2uiW3wn8aeGPFN+Ad1pP/AAWb/Z28T6/aeH/Cvwk/aiv59E+Mnwc+EnxnfxB8HLr4fz/s9W37RnifwF4P/Z58ffF3RvHmr6D4g0jQ/jTrPxT+Ht14P8GaXperfF/S/DOuX/inx58OfBukeGPEc2ngH62alc3Fpp19d2dlLqV1bWl1PbadBLFDNf3EEMskNjDNOyQRS3kyLbRyzOkUbyq8jKgY0Afgr8GdY/aN+Jv7T37IyfEL43/FGX9rTUrHV/2mf2xfgN4N+ItzpH7Nv7EX7OuueD9V0Dw9+yhr/wAM/AF5rPw6+I3xW8U/FnUPC3hDwx4++NOp+IfiZ45l+Fn7R/xg+F2veAPBvhi1+FVkAfZH/BVWyTU/2ePhRpcyTzQ3n7dP/BO9p47eaaB3GmftqfBPWkZmgSSQwxz6ZFPPGQscsMTxzSRRM8i/F+IuJlhOB+Ja0ZQi5Ze8PepGE42xdehhJxSm4rnnCu4U5J88KkoTgpzjGEvUyWKnmuCi729q5aNp3hTnNarW146rVS+GScXKMvL/ANsj4r2Pwn/Z9+I2pQ/GfRfgT4/8XeH/ABD4H+DPjvUvBurfFHVoPi/rmg6vP4Ph8GfB7w1puueL/jF4vtnsLzWdM+HPhDw/4g1/W49LuJINHuoLa4Sv4r4fwUsbmmDhLL6mZYWhVo4nMcNHEQwVN4CnVpqu8Tj60qdDL8PLmjSni69WlSpucU6kW0z9MxdT2dCo/aqjOcZQozcHUftXFuKhSgpTrTVm1SpxlJ20VlJnyh/wTRtNC17Uf2jPij8J/iP8XfiX+z74x8TfDnwh4H8W/Fb4k/En4ln4mfF/4caBrmn/ALSXxh8EXPxU1/WvFHhXwrrfxF121+E7eC7bTvBfhvSPE3wb8Rjw34I0jTXhv9U9vi+VWnHKcFjsJgMJmmHo4qviKGBwmDwf1PAYypSnlOAxKwNClRr1qeFpvHLEOeIrVKGYUXWxVWfNCHHlqT9vUp1atWhOcIwlVnUqe0qU01Xq0/aznNRc5RpSj7kOejJwpxi7H3t44+OPwu+H/wAIvGnx01rxXaX/AMMvAWjeJda13XvCkc3i6a4HhO/vdF1bQ/D2meH01DUPEfix/EljP4R0zwvo1te61qXjBovDdpZzapKlvXzOHy7G4rHYfLaVBxxmKqUadOnXaoKPt4xqQq1p1uSFGgqMlXnWquFOnh71pSUFeXfOvShSlWlK9OCk5Shed+RtSjFRTcpuScFFJyc/dSb0Pzj+FniH9rzVP2of2ek+KHxi8S6J45+KR+LP7Qnxk/ZK03RPCc/ws/Zv/ZDh8BXXgn4R/CPxNqWj2Wv3l/8AH28+NeteCtW1T4pXnxBlt/G/ibwl8c9F+G+lN8N/CrWWjfWY2lkMMnzX6lgKVTDYL6jleAzydWusZm+evErEY7H0adR0oxyxZdSxFOngo4VSw1GvltTGVFjK7lPgpSxTxFD2teUalV1cRVwijB06GFUOSlSk48167qyg5VXU9+UK0aadOPu8d/wVv/aC+Mvwt1P9mbwH8D/i+mk6v48+Iejab8Q/gH4Mk8ReDfid8UvBPjjxd4Z+Eej+KfEn7SHhrwv8Qrz9k79nzwL4z8c6RdfED4o2/gZ/FPivX7jw34A8BeKdD8Q6klvqXRwNleX42GcYnMsA5wwuEnPCZpiPY18HgsRh6FXHVKNHKa1XDRzzNMVh8NUhhME8TGjRpe2xWJpTowc4Z5riK1J4anQrWlUqKNShDmhUqwnONJSliIxqPDYeE6kfaVeTmlLlhCcXJH6kfAHwB45+FfwT+F3w4+J3xJ1P4wfEXwX4L0bQPHHxO1eK5gvPGniizg/4nOsLDf3mp6nFp5vXltNHTWdV1nXho9rYf29res6yb3VLv4zM8ThsZmGMxWDwkcBhK+IqVMNg4NNYei3+7ptxjTg58tnUdOnTpe0cvZU4U3GEfSoQnTo06dSo6tSMUp1He85dXZttK90k3KVkryk7yPl/9rP/AJOn/wCCW3/Z1Xxw/wDWFf2lq9rIv+RLxp/2Jct/9aXJjmxn+85X/wBhdf8A9QsQffo6D6CvlzvFoA+bv2nvjpqvwS8GeG7XwJ4Z07x/8cfjB430z4Rfs/fDbVddTw3pfjL4na5pura49z4k1wQXl5o3w/8Ah54N8P8Ain4pfFHWdK03WNb034f+Dtefw9oeu+Ip9I0XUPWyfLYZjiKzxNaeFy3AYaePzTGU6TrTw+DpzhTtRpaRqYrFYirQwWCp1J0qU8XiKSq1aVFVJnPiKzowjyRVStVmqVCk5KCnUkm7uTu1TpwjKrVcYykqcJcqcuWJ8zS6l+1F+zv8Yf2T9H+I37T1n+0Wn7THxc1b4UfEH4e33wW8F/DjRvCcth8DviJ8Tr/x9+z/AC+A9Nn8XeHPCHhDVvh3AviPw98bvGHxC+1eHvFKRxfEC18VQ+HtC8Q+uoZPm2AzqphMnllP9kYGGNwuKjmFfF1K6lmWEwccLmixU40KuIr08W/ZVctw+EtVoXeElQdarQ5ubE0KuFVXEKusTVdKpB0Y01FqjUqOdD2cXJRg6d3GtOd4yS9pzqEZfpSDkA9MgHHpmvkj0RaAPkT9qz/kYv2Nf+z1/hZ/6rz4x17mS/w8+/7J/Gf+pWAOXE/Hg/8AsMp/+kVT65T7i/7q/wAq8M6j5r/aY+J3xf8AAWi+APDPwJ+HUXjL4l/F7x7/AMK80fxh4r0rxLe/BT4H2MPhHxN41174wfHq+8JqNasvAugaJ4VvtP0DRra+8Pr4/wDiNqng/wCH1x4y8DW3iSfxdpHr5Pg8BiqmKq5li3h8JgML9aqUKM6McxzKTr0cPSwGWRr/ALuWJq1K8Z1ajhW+q4SniMWsNiXRjh6vPiatWnGEaNPnqVZuEZyUnRoJQnOVWvye9yRjBqEbw9pUcKfPBSlI4P8AYz+PPin4o/s6aD8WPjP438AapF4q+J3xA8NfDf4n6P4XHwb8H/GH4eJ8StX8I/BX4geFvCHiDx143+xWvxc0e1sdX8Bx2njDWW8daJqOgeJNGtrYeI4NKt+niDLKOCzapgcvw2Kg6ODwtbF4OpW+v4jAYt4OnXzHC169LD4a8sDUlKnieahD6rUhUo1HJ0pVJRhK8quHjVrTg+epUVOooqjGrS9o40akYuU0lVSTp2lL2kXGStzqMGftQftg3PwP8YfDb4K/CT4L+OP2mv2k/izf2cnh34R+BZf7E0TwT4GN9PZ6n8XPjv8AFK90/UfC/wAF/hjazWOo6boer+JI5ta8eeIbK+0LwJ4f8R3Wj66dNMnyFZjh8ZmGNzDDZPlGBjJVsdiV7SriMTyqUMDlmCjONfMMY1KEqlOkvZYalONXFVaMZ0/arE4t0J06NKhUxOIqv3adPSMIbOrWq2lGlT0ai5JynJONOM2pcnPfCX9uLRrv9kP4jftd/tM6T4O+BXgL4Va78Y7fxT4h8IeMvEvxU+H2t+D/AIR+KtT8Kv48+GniLVPh38OfGHjzQvFmp6Tf6b4MFn8PLGbxxqNtFc+BU8S+HNa8O63qu2O4cqLPsJkOT1MRmeJx1PL3QpYihQwWKp18dQp1vq2LpQxWLw+GqUI1IyxHNi5rDRbjiXRrU61OlNLGxeEqYvEqFCFJ1udwnOrTcaMnHnpzdKnOoptNQah78tYJxlCUvlf9kP8AbU/ac/b28QyX/gLxJ8Kf2aPCmi2vhb4q6h8N/H/7MHx28efFjxH8A/iN4h1iz+Gmo6N8U/F/jX4R/BQ+JtTsvCPiTRfGeq/DjQPjZ4N8N+KvNsdJ8Qa3a6PBqWv+znvD+TcM0lHE0cbnFepKtgYYzC5zluGwNHM8JRpyxkamBoYbG5h7GE69KeHji6mW16tC0p0qc5zhS58Ji8TjZN05UsNFRjVdKphq9SrKhUk1TaqTnQoqVoSU3SVeEZ6KTSjKf1D/AMFK8f8ADOngfAwD+23/AME5CBknAP7ef7PmBk4JwMDJGTjJxXj8If8AI2xP/ZOcW/8ArMZqdGY/7vH/ALCsF/6mUD9AZv8AXTf9dpf/AEY1fLrZeiO4jpgFAHgHx++P+k/A3SvCdna+FPEXxN+KXxP8Sf8ACFfB74P+DGsY/FXxC8VLYzarqLHUdUmg0bwl4K8IaHbXXib4g/EHxHPb6B4R8PWrSSf2hrWoaFoWr+nlmWTzKdaTr0sHg8HS+sY/H4jmdHC0eZQglCF6lfEV6jVLC4alGVSvVdvcpwq1I4V66oKKUZVKtWXJRowtzVJbvVtKEIRTlUqStGKW/NKKlyv7O/xz+JPj/wAUfFD4SfHb4aeDfhX8b/hLZfD7xN4g0P4Z/ErWPi/8NtZ8B/Fm38Ty+A/Efhnx34g+Hvwt12e9N74K8W6B4n0PV/BOk3OlavoZu7GXUtC1XSdSuts1y7B4alg8dluMxGMy7HSxVGlUxmEp4DGU8TgXRWJpVsNSxeNpqPLiKFWjUp4iop06lpctWE4QmhXqVJVaVanClWpKnKUaVR1abhV5uSUZyhTk/gkpKUI2avHmi+Y+qa8Y6SWCI3Fxb24ODcXEFuCegM8yRAnPHBfPNb4Wg8VisJhYuzxWLwmFTfR4rE0sPfXRWdS7bvZa9LxipP2dOpU/59051P8AwCLl016dL+j2PtlFCqqjooCj/gIx7enp+Vf6LwioQjBbQioL0iuX9D8bd223u9fv1/UdVCCgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAP/R/v4oAKACgAoAKACgAoAKAPzt/wCCnPwS/aG/aO/Zw0r4Jfs86L8LtcuvH/xj+FNl8WbT4x6trdp8O/8AhS2ieI18VeLk8X+HfDstjq/xQ8GX2qaF4c0v4ifBe31vw5bfGT4cXvi74aarr+laL4o1K7QA8g/Y3/4J3eKv2Uf2zPj/APHyfWfCfxPt/jz8GvhBoXxJ/aD8da34n1b9pz4ufFnwjq/jfV/FuseJ9DtdM0n4ZeBfCl1qHiWF9G0zwdO+haR4M0j4b/CHwR4I+H/gP4PeGoNQAPz88Vf8EiP2xvj38RPiL8Rvi1cfsfeEvhd4j/an8UfGjwl+wLPN8Vvi3+xxb6vrnw08XeB7z9p74reHBpnw71v4m/HDxN4m8SzeN/HvwH8OX/wu/Z3+J95e+IvEHjiI/FXxf4l+Id2AfpR/wTz/AOCa+nfsTfEP9q/4teJ/H+p/Gn4r/tH+PvCFx/wtPxdML3xpF8LPA3w78K6No/g69htdM0Twj4P0yX4lH4leNdJ+HHwp8L+EPhP8PPDXiPwn8O/A/hmx8PeCNM2gHRfto/B/9rH4q+PdI8V/BzRvhRq2jfs8/DDxL8Tf2dvC3j7xZr+n6T4//bq8V2vib4d/DXxV8YtO02w+yWnwR/Zp8HarqnxAi0dG8T618RvHvjTTdU0Kx8EeJPg54Y1jxMAfAdh/wTB/ac+CXxB+DXwl/ZDuvhz8NvhX8NfDPjv4r+I/2x/iFrlr4w+Mvjn9t79obSfGPgv9ob9rLxp8IovBzf8AC1vjunw7v7jwT8G4vGXjvQfgn8P7L4weLPEPiHwX8RtD+D/ws+DkoB8zfDX/AIIv/HDwP4a+BGj6l8Bfg98ZfF/hn4A3d5rmo/tjftefHD9qv4B+B/25fE3xG8WeNfi9+1hqH7P3jPQR4W+JPjzxlqM2m6/4Rl8IaP8ACO51Cfx/8R9P8f8AifS/I02W7AP2U/Yt/Yz8Y/AD4Ffs+aT8UU+GHxO/aK1TxhH8fv20/jH4p0668TeKfHf7SXiT4b65o/irxv8ADbX7fTNAgtJ/C+tatYfDL4a3F7omjaJ4O/Z90Ky8BeE/C/hzTbfSdL0sA+Jf26v2MP20fH3xK/aI8X+HvCPgT40/s9fHD4tfsej4l/Cr4X65pnhv9qX41/sn/BSzsz4j/ZAvdb+L/iL4c/BLwj8IZPipqPxE+I3xFvLzx/rGo/GH4W/Gj4pfC6Pw74UmtI5PHwB2WlfsS/tq6z448UfF7xZqfwm074rXHhH4j/tP6HYweJPEeu/COL9uvWfhpqHwI/ZP+FEemyW9jrN1+zb+xB8H9GW4ur7UdCsrP44/HL4qaz8fNK8BfDXxR4XstIiAPjP4q/8ABD7VdJ179nf4l/Cn4QeHPEtz+z38EYT4Z+Ffjv40+NfiQfi5+2x+0Z41063+KXxL/ar8R+MNd8MjVv2R/gbqjXv7Q/xZ+EHwk17SZf2t/Fut+OLfU/h+l/a6b4d8egH7maN+zt8RfgJ+xDd/s7fsw+M9Fi+MmhfCzxJ4d8D/ABY+JGlWtnpt18YfGDanqfiL40+MPDfgvT9P0s3+p+PfEWv/ABM1Lwt4dsNH0W71ef8AsCwGiaXLFLaAH5zfH3/gizonxP0g+AtBv/hXq3wp+EP7ANr+yp+xz4Y+ImjfEBfGHwD+K93ea1Z/E74r2HxP8L+KoPECT/H/AMHS+E/DPxU8VRwah8Qx/wAIja3ulamw1nxdbeJgDm7f/gjH4m8bfF74BfFz4o6l+zh4W+F37KvhD4ieKf2aP+Cdvwa+GupaB+xV8Kv2ndROjN8L/i54p+w23g/X/jZq3hS4j8S6h4r8Va/4O8I32vX2qeH28I+FPASaF4nf4gAH0f8ACD/gm3438G6j+zB4a+JvxI0P4reEvAXjrxT+2R+1x4/1LR4rT4gfth/8FBp5dCg+GPjnxnoklhdaPo/wb+Dc0mqeNPhp4Rs9QOo+Bte+Ff7L3h3wpcaR4T+Dx03WQD7Z/bX8NftC+Mf2Xfi34R/ZXuNBtfjl4n0XS/D3hG78SeO9Z+GFjbadrPiTRdP8cXNr8RPD3hrxhr3gnxBF4AuPFD+FvFOj+HdU1PRPEv8AZWoWMK3UEU8AB+Z37D3/AASs+NX7Bvxa1/U/gj8SvgT4R+Gnx7t/gh4+/az1XQfh14mTxx4q+L3w11H4o3fjrw38GvBeqazf+AfAHwz+JOneL/Afhe38V+KNT8bfEnw74W8CeJrvXX8ffGP4p6l8a/DAB9of8FErddS8Ifsy6HKX+z6z+23+zQ1wqp5gf/hF/E+peO7QOu5Btj1HwrZzB2DeW8SSgM6Ia+B8Ukv+IfcTtxjLlwuCklJRaTWb5daS5rpSi3zQdrqSTjyySlH1cj/5G+BXerU/DD1X9ztZ7aPrsfIn7Sv7Gd5+0r8YfhF8Qr345+Pvhp4M8A/D/wCJHw+8V+DPh1bQ6P4u8XaT8S/Enw+1jxC3hP4sJqMevfB7UPEHhvwTe/DXxb4v8CaXB8T5fh94r17Sfh/4/wDhvqF9fave/wAf5Pn8cowGOwqy3C4zEYnFYPFUMRi26lChPB0cXCl7fA8ipY+NKtiI4uhh8TU+pfWqFKeKwuMhGFOH6NicI8RVpTdedOEKdWnKFNWlNVJ05PlqaSpNxpulKdOPtfZzkoVINuZf/YW/Zm+I37J3wftvg14u+Jfgrxh4J8EeV4U+Cvg/4dfDi68A+G/h18MNE1DW7nQ7XVr7XfEvi/xV42+I2urrCzeN/E91quk+GS2l6NY+FPCGkG31rV/Ei4kzjCZ5j3mFDCYmhiMSnWzGvi8WsVWxeNqRpqrKEadKhRw+Ep8lsPRUKlb36kq2IqXhSw9YLD1MLSVGdSE4Q9yjCnT5I06cW+VNuUpTm0/fk+WOi5YR1cvS/wBpz4DXf7QfwusPAmieMrX4ea34d+KPwe+MHhjxBeeB9H+IPh2HxX8FPiVoHxS8M2XinwHql3pFn4j8M6h4h8PWP9sWdtrOhaxEyQ6poWvaJr1nY6rb8eT5lHKsbLE1MO8XTq4LH4CvSjiauFrOhmGDq4KtKjiaanKlWjRrS5HKnVpv+HVpzpSlCd4qj9YpKmqiptVaVWMnFTXPRqKrFSg7cyco62lGWl4tSSkZ/wAC/wBmbTfgzqXijxpqfxI+IfxS+LvxJ12/8SfFz4o+MbzR7O/+It89hb6R4U0O48M6Bpdl4e8L/D/4UaHbnRvhJ4B8LQ6bovhVb/xF4k1VvE3jrxj4w8Wa5WZZvPMI0cPDCYTBYHCUoUcDg8PCco4WKlKdaqq1SrOrWxWNqy9pjsTXc6lblpUafscNh8Ph6RRw0aTlN1KlSrUk5Vak2l7R7QjyxSjCnSj7tKnHSN5Sd5znOfzt4v8A2CPEHi/4+/Fj4gXnxq05fg/8dfip+z38Yfil4Gm+GD3Pxn1PUv2ZpPB2pfDT4OeHvj6njy2g0D9mSDxb4GsPHN38J3+GWoajD4m8YfFySx8WxWnxO1aO09ahxPSoZXgMJHLp/X8swea4DBYpYxLL4QzhYiOLx9XK3hZOpnDoYmeGjjVi4wdHD4BSoOWCpynzTwDnXq1HWXsq1XD1qkPZy9s3h3CVOlGuqqSwynTU3SdNvmnVtNKtNn6SMzOzOxyzszufVnYsx/FiT7Z4r5I9E+AP2s/+Tp/+CW3/AGdV8cP/AFhX9pavqMi/5EvGn/Yly3/1pcmODGf7zlf/AGF1/wD1CxB9+joPoK+XO8WgD4n/AGhvh58eT+0B8APj98GfB/gP4rwfC/4d/tBfDjWfhl47+KWr/CKG01f4xt8L7/w98U9D8RW/g74gaJqN54eX4a33gPW9I1DwvHrdt4T+IWua94W1v7Tpt/4S8Y/Q5Xiss/svNMszGvisE8ZisrxdPGYbBU8c5U8B9chWwVSk8RhasFVWLjiaVSFZ03XwtKlWpNThiMLx4inX+sUK9GMKipUsRTlTnVlRV63snGqmoVVJx9n7NpwUowqSlBu8oSvfAX4A/Em3+JGsftNftQeIfB3i39ojXPC138P/AAl4a+HK63N8H/2b/hPqWr2mv6r8MPhRe+KYLHxF4q13xdq+naFqHxi+M+t6N4X1n4saj4W8KxQ+DvBXhDwx4a8IaRGZ5nhHhKeT5NSxFDKaVaOKr1cX7NY/NsdCnKlDGY6NGUqVCnQpzqxwGX06mIp4GFeu3icRXr18RN0KFT2jxGJlGeIcXCEafN7HD0m1J0qTl70pSkl7Wq4xdVwjeMYRhCP2VXgnWFAHyJ+1Z/yMX7Gv/Z6/ws/9V58Y69zJf4eff9k/jP8A1KwBy4n48H/2GU//AEiqfXKfdTJIGFyQMkDAyQOMkDkDPPTivDOo/nH/AGz/ANj3/gpB+1n4h+I/iLxh4at/E3w8+H/x80B/hz+zW/7Rlt4O+G/x4+A0XxKsdN1LwOumeC7DR9E8KeFfG3ws0/R9f+PfxH/aFg+NvxR1c678XPgp8Fvhr4E8Fy2Hifx9+r8P59wnkdLCUsPWlSxWKy2p9bzf+yXXxeWZm8HKUMVz4ipOrXr4bG1KtLLMJlX9m4ODpYDMcwxmJxKnRwvz+MwmYYuVSU481OnXXs8N9Y5Kdeh7SzglFRUYzpKLr1MQ61SXNVo0aUIJSq/0M2nh/Sp9C0HSdX8N+G0tdIh8PTQaDaafZ6h4e0HUNCitJNPTw3DfWMUVvB4curdY/DF/HYWN3Yw2tpc20VhMoSL8slVn7SrUp1a15uqnUlKUKtWFRvm9s4zu3VTvVi5TUuZqXN9r3lFcsU4xtHlfKl7sXHblvtyte6919x+Vfhv9mH9rXxz4r+Pngv4jy+HPhR4H+PHxx+I/ir9oL9oTwF8T9Y1X40/G74E6b4iutD/Z0/Z4+B2m2FlaXf7OngnTPgQnh/wh8V/HEuuWXizQPFL/ABZu/g94YtfGXxSb46aB9rVzjI8NRyzEYRVcdicsy3CUMqyrFYKnDL8uzKdKNTN81zOcpOObV55m6tfAYZU5UatH6jHMK0sNgXltXzI4bFVJV4VHGlTr1qk8RXhVk61agpcuHw9FL+BBUOWFWfMpwmqrpU1Op7aP0L8c/wBm29i+EfwP+GXwx+C3wY+O/wAO/hB8YdC8WR/A34yDQ/B/hrR/h/4T0Txgnwr8L/CO+0Xw1H4J8F/8KO8V3nw+XwVD4k8FeKoR8NfCWo6HJFqnjS9sfE8XlZbm6+v5ljMZmGYZbi8fgKtF5lgHUr1qmLr1aH12tj41KyxOI/tGgsX9Y9jiaD+t14VFyYeMqM962H/dUKVOjRrU6VaMvYVeWMY04qfs40rR9nD2MnBw54ySpwad5tSl6N+zd8FfHvgzVviV8avjrq3g/Xv2iPjnJ4Ri8Zp4Atrs/D/4X/Dz4e2Gp2nwv+APw21jWdO0zxR4p8FfDuTxH4v16+8aeKLDSNU8efEXxx468Z2vhXwJoGsaH4D8McubZhhcRDCZfltPEUsqy327w/1pr61jcXipQeNzTF06c50KGIxao4elHDUXUhhsJhsNh5YjFVadTFV9MPRnB1K1ZweIruPP7O/s6dOF/ZUKbcYylGm5Tk5zSlOpUnJQpRahHyv/AIKV/wDJufgb/s9r/gnH/wCt5fs9128I/wDI2xP/AGTnFv8A6zOameYf7vH/ALCsD/6mUD9Apv8AXTf9dpf/AEY1fLrZeiO4jpgFAH5f+Pvil4S+Cf7bfxe+J3xc8FfG/wAW+J3+Anwa+GP7K+ifDr4JeOvijB4j8OeIPEfifXvjB4b+GXiHwx4VvNA8O/Erx38UIvBFp8V9K8W+LvDeiWHgX4d/Czxt4lvtK8H6PqmsWX1+FwdfMeHsDgsDiMuw9H+08fjM6qYvMcNgnTq0aNGngK2MpVq8KlXCYbBvEvAzoYetUnicXjcPSjPETp0p+dUqRoYytVq0605OhSp4ZU6FSqpQlKbqwpyjBxjUnU5PbKcuVU6VKUnCDlKP0f8Asr/C34jeGYPih8ZPjk9lF8dP2ivGNl408XeF9KurfUtB+D/gbw1o0Xhj4Q/AXw7q8G863bfDfwnFPqHjHxELq6sfFnxf8X/EzxVoUWk+GtY0TQ9K8vOcbhKzweAy1S/s3KqEsPQrTTjVx+JqzdbH5nVpvl9m8XXahh6XLGVHAYfB0avPWhUq1d8NSqR9rWrP99iJqc4qzjShGPLSoRe79nHWcuaSnVlUlHli4wj9Y14h1Dldo3SRDh43SVCOzxsHQ/gyg1UKs6NSnWpu1SjUp1qb7VKM41ab8rThFicVJOMvhmnF37SXK+/Rv/gbn23ExeKNyMF0RiPQsoJHfoT6/nX+jVGcqlGlOStKdOnOS7SlFNrps32+4/GpJKUktUpNJ90n8vy+4fWhIUAFABQAUAFABQAUAFABQAUAFABQAUAFABQB/9L+/igAoAKACgAoAKACgDlfHOu674Y8H+JvEPhjwVrfxH8Q6Lomo6novgLw3qXhbR9f8YalZ2zzWfhzRtV8b674X8IadqWrTKtpaXniXxFomi280iyahqdnbB51APj8/tN/tSgkD/gm9+0MQDjI+Nn7FWD7jP7SAOD2yAfUDkUAJ/w05+1L/wBI3f2h/wDw9n7FP/0SNAB/w05+1L/0jd/aH/8AD2fsU/8A0SNAB/w05+1L/wBI3f2h/wDw9n7FP/0SNAB/w05+1L/0jd/aH/8AD2fsU/8A0SNAB/w05+1L/wBI3f2h/wDw9n7FP/0SNAB/w05+1L/0jd/aH/8AD2fsU/8A0SNAB/w05+1L/wBI3f2h/wDw9n7FP/0SNAB/w05+1L/0jd/aH/8AD2fsU/8A0SB/l+VAB/w05+1L/wBI3f2h/wDw9n7FP/0SNAB/w05+1L/0jd/aH/8AD2fsU/8A0SJ/z6daAD/hpz9qX/pG7+0P/wCHs/Yp/wDokaAD/hpz9qX/AKRu/tD/APh7P2Kf/okaAD/hpz9qX/pG7+0P/wCHs/Yp/wDokaAD/hpz9qX/AKRu/tD/APh7P2Kf/okaAD/hpz9qX/pG7+0P/wCHs/Yp/wDokaAD/hpz9qX/AKRu/tD/APh7P2Kf/okaAPz9/bs/aY/aJu/FH7Cena/+wN8fvDdnP+2lYahFbXHxg/ZDu5vFOoeG/wBmX9pbxNpfh3Tm0r48ava2t4NR0m2197rXptG0hdP0HUII9TOuXGi2F75OfcNVeMskzPhXDVo4fGZ5h4YbB16vP7CjiMNiaGYxniZQpVpww3LgpwrThTnUUJfuoTquETqwOKeCxuGxfK5qhUlKUFbmlGVKpTajdxi5Ln5kpThGTVnJJyNOD9r39oOSVbf/AIdsftSRkP5bTSfF/wDYrW2AB2eaJT+0QGaM43gojsU5CBvlb+baX0dPEitjpYGOXOHJiPYSxlahXoYBe+oSxKxNRQlUwsVerz0qNWtKkrwoSqSVM+/fEeBVP2jd7xUlCNSnKo7q/LyRdlLpaU1FPeVkubaP7U3x/AJH/BPP9opiASFHxm/Y4BbAztG748BcnoNxC56lRzX1i+iV4h3X/C9wYtVr9cz5282v9X03bfTXte9jhlxhg1GTWBx8moykoL6mpScU2oKUsWoRlNrlTm+RN3lKMU3HxT48ftN/HvStV+Bl2/7JHxl0aWL4uWGq6Vo+h/GL4X3U/ju8g8G+NYW+GOtaf4Z8VvZXV9qFhcXfiSG11SbU/B8M/hc3raoNUg0Qy/nPEfgd4kcLYnLsNjsko46WdZl/Y+VTynMMFjI4zHPDYvHKlCGIq4GtSmsBl+NxzVWlBLD4arBTliHChP8Arjwk4V8LOJMl46rT8Y+DcLUlwH/wsU+I+CeKadfg6hXzzh2VXiSjj62T4yhGll2PWGyOvi8nrRzbExzf2WGw9TLq+OlD1Dw7+1t+0Tq2lxajdf8ABPH4/RC4mnWCGD4r/s06ZPHBA/kBr2w8a/FPwtq9vPPIkssITT5bWSza3lFz5zyQRfT8O/Rl8S8/y94/EUsq4abrSpU8BxFiMVRx9SEadOTxKo5Zg81p06DqTlRh7atTrTnRqTVFUJUa9f8ADPE2PBnA/ENLJOFuO8s8T8H/AGbQxmLz/hjA47B5VhsbXqVebKacs5jgq+LxGGoRo1cRXw9KWFhOt7CNadSlKUt9f2o/j4VkZv8Agnx+0LHsUNh/jN+x7uky2NsQT46SbmUfMwOz5ehZiFrrzf6LfiRlWBq42lXyPO50uX/hPySvmOIzGqpTjFyo0sfl2V4eapqTqTUsZCfJGXs41J8kJ/n9LivA1ZqDoYmin/y8rOhGnGyvaThWqSV/hVo77ySu5ZV1+1v8f7b7n/BOL9p28Pb7J8Xf2NG9AP8Aj4/aCtuufbgHJHFfL0fALxNq25uHM0oXa/j4KK37unjKiXnt30s0dn9v4Bb1aWmr/fQvb8UtPL7z4Z/ac/ak+O2p/tJf8E4NRuv+Cff7R+h3Xh79pT4xajpOi6l8VP2Q59Q8Z3l3+xp+0Fo9xomgT6V8etQ0yx1DTtPv7rxJdT+J77QtKl0nRtQtbLULrXJtN0u/+lyzwI8QsJl/EGDr5VOGIzjLsJhMDCahB1a+HzbA5jUik691y4XB4ipeUop8jS1Vo8OIz7BTr4KalHloV6k5++vdUsLXpK+6d5Thaz0vfXQ+2x+1/wDtCAAf8O1P2qMjHT4v/sSkfgf+GkRn/PXrXjv6Ovianb+xq2naNNr71iGn9/33Oz/WLL/54/8AgVv/AGx/n94v/DYH7Qn/AEjU/apHv/wt79iXj/zZE/y/Ol/xLt4m/wDQlrf+AU//AJoX5/cH+sWA/wCfkf8AwP8A+0X5/ca0X7V3x4MfnXH/AATy/aTtY1DNIg+K/wCyFfXaqqb/AN3Zad8d7me4dziJI4GdzIeV2K0i8NXwB8U6d+ThTNa1ldOFPL4wl71tJVc1g1Ze/d8t46JSnaEvZ4exuR53nWX5VmHEuS8K4PG1pUsRxBnzzWplGVQVGpVWIx9PIspznNpUpzhHDRWCyzFTVevSdWNOgq2IpcH8Lv2u/jtrPhfxfqVz+xz+0P46u9O8bfEwaY8Hi79mjw7Ktvp3jHU7TTfhvAmtfFTQIDr/AIKt4h4V1HUdQMGi3uoaZc3UHiPVLV49Rn8vAeC/ibmsqbwPB+aVsKszxeU4vGKplMaWBr5di6uAx9XEUqubU8XOnhcXQr0KscLh69WVSlN0KdeHLOX7R4p8IeHXCFKnics8VvD/ABmOp8HcMZlQ4VyTC+ImLzXP8ZiuHcFjJZngsfmfCWGyHC4biqpN5rlbzDOMCsNh8ZQp5hgspcamHw/Sn9sH9oQEj/h2n+1WR6r8Wv2KWBGeCD/w0aeMe2fYZxXuv6PfiWtP7FxV/wDsElJLTa8a7i9b6qVvW9z8AfEGX6pVqWjtf20UnbqlJJ2e6vrbezuop/w2D+0Jx/xrT/as/H4s/sUgfmf2jRj8fwzzuF9HzxLv/wAiXFavT/ZJr7261u2rtt0vcX+sGX6/vab7JV6d/Tpd7dfuPmL9pL9qj486pr/7Jz3n/BPX9pHQDpn7Xfw31SxTVPix+x3cHXb+38B/FaGHw/YHS/2gb5LXUbyO5nuobrVTY6PHFYXEdzqUFxLaRXHt5V9H7xEoLMIYnLo4VZhllfAYepiJ06cfb1a2GqxUoxrVasU6dCpJy5OWFrTkm483LieIME3h3CSbp4iNSVmndRhU1Wkdm9lLX+aNry+tof2qP2gHjUn/AIJ4ftGR/KvEnxm/Y2BOV9E+PcgGO/zH2Jwa9Sl9E/xEqx5nm3CdDb3MRis4jNX7+yyWtF262l2te7cYlxbgou31XGS84/Vmv/T8fXr6u9pS/wDDUnx+/wCkef7RP/h5v2OOf/M8fzrX/iUrxD/6HvBn/hbn3/0PC/1uwX/QHjfuw3/zT8t3+sVl/ap+OtrHb3F1/wAE+f2jzFLdx2rw2HxU/ZL1a9iaRsRSy2Vh8cXkFpI4CSXSuYrUOs135NvvdfFzr6MPiXlGHVfDxyjP5utRo/VckxNd10qyn+/nLNsLlWHhh6Tio1pus5wlUg1RlTVWpS+t4JxPDvFmczyvOeLsi8O8FDLsbjnxDxjTzuplLq4T2Ps8tpUuFMo4mzWrmOMVadTCQ/s+OGlDC4mNTFUq8sLQxXlH7N37S37Q+q+C/Ep1r9l344fEO9b4sfHK8sPE2ofEr9m3w5p9lpI+MHia10n4bRyeIPivY3Z1T4Yabt8E3kqWP9gahP4Wv7rw5rWr6bNpt5qHyvDfgb4i8TqdbB5K8LgaONznLKuY4uvhnhoZjkGZYzJ8zwrpYOti8bKVHNMDi8DGtDCzw1WpQdanWlhpwry/bvH7IvDThCtl+O4X4+4Lx+Mp8I+F9CpwNw/lvHFLOswq47gnJK2Y8a08bnXC+XcPQy7iOpUfFkcNic5oZ1Rweb4fC4rKcNmkMTluH+hB8efjyQD/AMMT/E8ZGcH4/wD7I4Iz6g/GLIPsf6V9Z/xLB4k/zZV/5lP/AJ1P8/vP5l/1uwP/AEB47/y2/wDl5Q1L9oj496bbfaV/YW+MWqHzY4/sukfHf9kK6u/nzmXypfjTbJ5MYH7xzLkZUKjFvl6MN9FnxHxNX2csXkGEXLKXtcZUzelR0+zzQyapLnl9lKOtm9LNifF2B6YPHf8Als//AHZj+f3W974A/wCCg/7R3xw1z4CeDbLUf2F/jr4Wtof2v/2B9VTU9X+LX7Kl9a3F7on7anwL1fTtBih0D4zatfJqHie+srfw7pV1NaR6RZanqdrea9qOlaLBfala/Q5Z9GTjjIMTPHYzOeFKtKtgczyiEMNis6nU+sZ7l+JybCTlGpklFKjTxWOo1MROM5ThQjUlTpVpqNKXNieKcJXpxpxwmMTVbD1W5LD25aNenVkvdxLd3Gm4x92zm481o80j7pb9qT48M8hb/gnz+0YrGWUso+MH7HDBT5j5AP8Awv7nB4z8oPUcYFcsfoj8dcsebiThJSsrpTzqcU/KX9lwcl5uEb72Whq+L8LfTA41rvfDL52+sO1+13bu7XGn9qP4744/4J9ftGZ7Z+L/AOxwBn/w/rf59eq0/oj8c9OJOE79Lyzr/wCdj/L7w/1wwv8A0AY23rhb/K+IS+9/cQ/8NS/H7IH/AA71/aI+v/C5f2OgPy/4XuTx34+ma55fRK8Ql8OfcGyXni89i38v7CkvxX4rltcX4Jtf7Fjo3tusK0vN8uKu7eSflexwXxO/aK/agN18D9S8L/s6fEn4b2tx8UNKXxp4K8QfET4D6he/EbT9T8H+Nba1+GVzrHhvxh4n07w75WtjS/FN5r2n3F1BOvh5NGF8lvfyGf5TN/o4+JWU4yhhJ4XJsZTxmY0sqwGYYfN4U8JicVXp1q1OpGOKwtLGUsO6eGquUq+Go1INQ5oPm5D+hPC/D+Euc8KcZZhxVxXg4Z1V4AxOZYLLVkvFuKzTw/x2Ez7h2ric5xdPAYWhkfEGOhl88ZkccvwebYzBRebSzCjiK08HA6vTv2nP2orRbmHxN/wT9+Jt5ci5Jsrn4ffHr9m/VdIk08xR+WbyXx54/wDAGsQaoJxOJ7e30a405bf7PJDqEs0k0MHtZb9FTxRxdCVXMMTwflNb2s408NPOszx0pUUo8laVXB8PyowlNuSdJSm48ql7SXMlH8n4xz3gPK80pYXgvPM/4uyz6nSqYjNcx4apcMSjj5VKyq4XDYCvnWYYithqVGNCccXWeHlVqValNYZRoqctH/hqX4/f9I9P2if/AA837HP/AM/ivQ/4lK8Q/wDoe8Gf+Fuff/Q8fJ/634L/AKA8c/lhv/mqP5fd9qXw/wDtPfH7WvGGgeGtR/4J9ftBeHtG1vXNA0i+8ZX/AMY/2QbvSPDljrOtafpOoeINWstN+OlxrFxpvhyyvbnXtStdHs9Q1m607Tbq30bTtR1aaysLrgn9Frj+OMlgq2Myf2MMJVxdfM6Tx08tdKnBzqYXD1XhFjJ5lKCcMPRq4CjhqleUIzxlClz4iGr4qwSo+2VCu5c3KqDlRVVvpNpVOX2b+01Uc7K/InpL9toYxFFHECSIkWIFjliIwEBJ5ySFyefrnNf0RRpKhRpUYtuNGlTpRcneTjCCim31dlq++58BKXNKUmknKTk0tEru9kui10JK0JCgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAP/T/v4oAKACgAoAKACgAoAKAILia2tIJrq6mgtra3iknuLi4dIYIIIUaSaaaWQrHFFFGjSSSOyoiKzsQqsaAOb8P+OfBHixNLk8LeL/AAt4jj1zwxpHjfRH0HX9J1ddY8GeIN39heLtLOn3dx9u8M60UcaTr1t5ul6iUYWd3MVbaAdVhemBnr0/p1oAQbT02nHpg/y6f596AMLxV4gs/CPhjxF4rv7HW9SsvDWh6tr95p3hjQNW8VeJL+10awuNRuLPw/4X0C0v9e8Sa3cw27w6XoOiWN7q+r3rw6fptpc3k8MLgGlYXkGo2NpqEEc8cF7aW95Ct3Z3NjcrDcwxzxi5s7yKC7s51jkAmtbqGK4t5Q8M8aSo6KAfEPgf9teD4qftz/FH9j/4X/CnXvF/g39nv4YWmv8A7Q/7SMeuabZfD74d/GzxZf8Ah27+G/7N2k6V9ludS8Z/EXV/AF9r3xF8d3Fjdafpvw00S38HWWq/2jqfjeC30oA+6fl9B/3zx+HY/gffigBcL6Dn2/z+HP0zzQBT1C/sNJsL3VNSurax07TbS5v7+9u5EgtbOys4Hubu6uZ5CI4be2t4pJppZCFjiRnYhRmgDzyb4zfCuDxr8Ofh03jbQpvHHxb8LeJ/HPw58M2U8moap4q8E+DIfDs3ijxjp8NhFcLH4V0Y+MPCVreeIbx7bSRqXijw5pMd5Jqmt6bZ3QBP8Nfi58OPjDaeLtQ+Gniex8YaX4G+IPi34WeItY0mC9fRYfHvgK9TSPG/h/TdYmtYdO1+bwj4hF54U8RXmg3OpadpHjDRvEXhG+u4fEnhvXdM08A6LWfF2gaBrXhXw/qk15DqnjS/1PTPD6QaLrWoWk93o+h3/iLUF1HU9P0660vQIItJ027mivPEF5pdld3KxadZ3M+p3NrZzgHGfBH42fDj9on4a6B8X/hLq914k+G/i2XW28IeKp9C1vQbDxdo+ja7qegw+LvC66/p2m3GveBfE7aXJrfgPxxpkVx4X8f+D73RvGvg7U9Z8K65pGr3oB6x8n+z6dup6f579R1NAC4X0H5UAcTrXxG8C+HvGvgv4ca14l0rT/HPxFsvFmpeCPC88xGseJNN8CW2k3XjHUNNtFjZpLHw3Dr2h/2tdyNHb2sus6XbNL9pv7aGUA/ND/gpRYTaj8bv+CWkcYtfI0z9tf4j+ILjz2uBJjT/ANgX9sW0hFmsH7prgzaouftP7lYPOkUiZYkf6ng2l7TPcPL3f3NLEVXzN3t7J0vcSaTlzVoq0rx5ObRS5GH9f1/X5Hb6lqOm6Jpmo6xq97aaZpOj6fe6rqupX00drY6dpumWkt9qF/eXMpWK3tLKzt57m5nkZUihikkYhVY1+yylGEXKTUYxTbk9FFdW29kl/l1A534e+OvDfxR8BeCviX4Pk1Ofwl8QfCug+NfC9xrXh/W/Cur3Ph3xNptvq+jXWo+GvEun6T4i0G6udPuoJ5dK1zTLDVLIyeTe2kEyvGsUasa9KnWhzclWEKkHKE4NwnHmi3CajKLs1eMoxkvtJPQDnPi1ffCDwvoWkfEn40+IvB/gzwr8KfEMXjmx8a+O/FFh4O8M+E9ci0fWNCh1a/1rVtR0zSox/Zet6tapb6hcNDL57SLDJNFEyeZm2VZPmFTKcbm1HD1J8P5n/bWVV69R0lgcyWAx2V/W4S54RclgMzx2G5al4OOIltK0o+1lHEWc5Fhs/wAJlONlhMNxRkk+HM9pxpUqix2TVMwy/NZ4OUqsJyop4/KsBX9rRcK37jkU1Cc4y63wX408G/Efwn4e8efD3xV4c8c+B/Ful2uueFvGHhHWdP8AEXhjxHot6m+z1bQ9c0q4utO1TT7pBugvLS4lhlGcNkEV6tKpTrQjVozhVp1IqcKlOSnCcXtKM43jJNdU/vPF8+rPGvjN+1f8BfgJqun+GPiD4yvp/HusaQ3iLR/hR8N/A/j340fGbWfDUWpWuj3HinS/g78H/DHjj4k3nhWx1O+tLK/8Tp4ZXQbGeeNLnUEJYVzYnHYbDSVOrNurKLlGjRp1MTiJRTUXNYfDwq13BOSTmqTgtnJXSkf1/X/D/eer/Dn4heDviz4G8MfEjwDq39u+DvGGlRaxoOpvp+p6TcTWskktvLBqGja3Zabreh6tp95b3Wm6xoet6dp+s6LqtneaXqljaX9rcW6bUalKvThVpNSpzipRfK07Po4yUZRknpKEoxlFq0knoB8f/tWAf8NQ/wDBMLgf8nSfG3t/1Y5+0j/X/GvOxyX9oZP2+t1unfL8ff8AJevyA+8wFwOB0HavWsuy+4BcL6D8qLR7L7gK17eWWm2V5qOo3Vrp+nadaXWoahf308NnY2FhZQSXN7fXt3cSRW9pZ2ltFLcXV3PLHBbwRvNLIkaOyp8kU5ScYpauTskkurbslb1+4Dxr4FfGD9nz40+Hdf8AE37OvxC+G3xH8LweKrr/AISTV/hnq+n6xpUfi7xDpeleL57jUpdPIT+0fEeh67oviu2vSph13RtZ03X9PnvLDUYLufgy2OVqnXeVwwkKVbF18ViFhFTUKmMxcliMRiKiptp1sTKoq9Sb1qOp7Vym58x247MswzOWGnmOOxWOng8Bg8rwk8VWnWlhsty+l7DAYGjKcpOOGwdH9zh6S92lTSpw9xRUfbsL6D8q9C0ey+44gwvoPyotHsvuA+S/2pgP+Eh/Y84H/J6Hwv7f9U9+MH+f/wBVeZmen1K3/QZHbT/lzWA+skA2LwPur29q9NbL0A5zU/GXg/RfEnhbwdrHifw/pfi3xuuvSeDfDF/qtla+IPFUXhayh1LxLN4f0iWUX2qweH7C4trvWZ7SF4dNgubdrt4zcQh5dWnGcKcpxjUqc/s4OSUqnIk58iesuRO8rL3etrgdMOMEY4IYcdCDkHByOvqPzzV2V76X32B6pro00/R7/gzjvD+heDvh1psegaOdO8PWGq+JPEWtW9leaukb3/iTxv4k1XxTrrWf9qXbXF1c6t4h1XVL2OxtWkEbzPa2UCQwpCnlZXlOV5DhZ4HLcNDCYavmOa5nKkp1KnPmGeZpi85zOverKpPmxmZY7F4lxT5ISquFP2dOMIHs59xDm/E2Op5nnmLeNxtHKskyWnWdKjR5cs4cyfBZBk2G5KEKVN/U8py7B4X2sourW9j7WvVq1pzqT7E8BmPRFZ3Y4Coi/ed2OFRF/idiFXuVzmvUtHsvuX9f1rszxv6/r+vzQxHjlRZI3jljdQySRuksciH7rxyRlo5EOPldCVPboaFy6NW8mkH9f1v+f3nwj/wUaA/4Z78E/wDZ5v8AwT07f9Xy/AL/ABNeTnf+50f+xnk3/q1wYH3nKB5svA/1svb/AG2r1l+r/MBmF9B+VMAwvoPyoA+ff2kvi54F+B/gjw3488b+Ddd8esPin8N/Cvgnwv4Tj8L3Hi/UPiJ461+Pwd4TfwvYeK/E3hSw1DVLe41ud57e21OXUItJbUb2KymtrW6eDzczjgnDC1sZhI4t4XHYevg48tOdSljnz0KFagqk42rQjXqRTTVoTm3dc3L24PMsfl8cdDA4zEYSOZ5fXyrMI0J8ixuW4mpQrYjA4hf8vMPWq4XDznD3bzo03zLltLqPg18ZfCfxv8Mar4i8M6d4r8PXnhnxb4g+H/jbwX4+8NXfhHx14E8deFZbePXPC3irw9ePP9mu4YLzTtV0vU9OvNU8O+J/DmraL4p8La1rXhzWdM1S66cLiqWLp+0pcySnKnKE4uEqc4WvCSu0201OMoNwnTlGpTlOnKE5cT/q561geg/KukCa32rc2zcAC5tiSB0AnjOeOeMdv6VFRXp1NNfZVEu/wS/r/hwP0br+cgCgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgD/9T+/igAoAKACgAoAKACgAoA/Hv/AILLftRfDb4Jfs86Z8KPiP40n8E+EPj7da9p3xr1vRb54PGOj/sn+A9LTxF+0Yvguz07XNE8T3fjT4raLP4d/Zg+Hlz4OluvFGgfEj9oHwl4r03T7qDw7fPAAfk78Ff2qPiR8Pvjt+z/APEnxj8QPhj+y5d/tCeIvCvxk/4KXfFTxj4au9d+F37JHwr0n4c6Lr37CH/BI/wv8VNX0C2+FHwi16X4P6vrfjXxtYazqXhPWrb4h+LfEXj2203wn4k/aN+GnhnxgAejaf8A8FBf+CiHxI+LGoftC+FfGXgTwH8DP21de079lD/gj3+yxqvg/RvEeu/GW58TazofijXP+CjfxtmV7Lxnovwr+GPwd8KfEP4t2nhD/hJtFi8aeC9W8O+DrjRPBPikaJrvxNAP6Df2c/gr8SvgxZ+NLX4iftJfEv8AaOk8V6zoniCx1X4naV4O07U/DOpR+FtL0rxda6EvgrRPD2kWHhfxL4jsbrxTpXhW10m307wf/aM2j6W81ooegD88f+CkH7efxK/Z61X4n3nwhu7o6Z+yp8C2+Jvjzw3peg2+u69+0J+0l+0Svib4N/sOfsceEobvwp4jvLi+8b/EM6p8UviAvw+ltvijop8P/A/SLKyvfCXxR8QW9wAfi7Yfti/tifs//EP9sb4j6t41X9pT/gof8If2c/gT+zRqfgXxJ8SI9I/Zb/Zi8YeMNL8EeMvEXj74p2+l32keA7HR5vGHj34NfCr4eX1xo3hz4yftWftH2v7Ql74a8O+Cf2cPB8/iT4WgHjfiX4rX/wCzfd2l18R9f1r4H/Bz9kb48/DTQ1+HPhj9ptvEP7aX7ev/AAUx8d6v4G/bC+OOo6L4Q+CXiOH4SfEGH9rLXvij8C/DviL4wfFW7ufC/wABP2fL34y/DD4d/B/wpB8X7XXPhgAf0efsNfshfHP4GfFHQviV8ZP2yfHfxe+K/jL4J+P9c/az+DfiD4n/ABA8deBf+F3/ABm+LPhz4leBNd+C/gLxx4313R/gN8FvgbZaf8Yvg58L/Dng/wAJ6Bc+OPDGu2Evi3VdRu/Aum29qAfInxe/b08XeJv20vCWn/CfxlpGn+OfG3xG+Jv7H37H/wAMvFWt+I7fwI/gb4S+JItf/wCChn/BQj9ojwLp3irw8NV+HHwxu/gz4r/Z+/Zhs9bsNOk1nxx4P8Q+IfD3ie78A/HObxH4HAPp39kH9sT4+ftT/tB3154Uv/DNz+zJqaeNvjxPqGs+FDb3fhf9nPxhoOgfDv8AYs8M+FvE2l3r6Z4g8XftJ3fgb4t/tr6/qur6jPrnw2+BXjD4Q+B/FHgbR7/4g+H9asAD4E+K/wC3H49t/hH8Wv2uvht4C+K4/ae/4KT/ABV8DfsZf8EzvC2nweErrxXB+yj4f0WTxFbftM/Dy2g8TfEnwNaeG9O0PxV8b/2vdf8Aib4+0Xwd4RksV+FHhP4pRnwF4J0LxjegH7Cf8EtPEE/ib/gn/wDsw61/wqrwr8GdDuPh3HF4F8EeC/ibrnxn8On4YWGsarYfC/xnZ/FfxL4f8L+IviJN8TfAFr4e+JV/4x13RoNa8R3/AIsudX1Se9vr2e9uAD4k/bd/ac+PHxL/AOGwP2evgXqmnxWfjXxp8Bv+CcHwYtNN1pfhr471T9pX4veD9f8AjJ+1r468KfFfUdI8R29gnwW/ZD8UaJr/AIKudH8K+IBoPxH8CfEKbVLXULnR4tOtwD8orj9tX9tdfH9x4T+C/wAfPg/4C+PH7WvgDW/2M/8AglR/wS6+EHxA8JeKvCP7MvgXwVqGr+B/Ef7dP7Uvi+8+H8iabc/BbR/hD8R/F/hTw5p3hbxNpfiBNEX4f6FpfiJ9K17SLQA+gvB3xt/4KJfFK6h1zRv26vH+t/D/AF/9sL4Rfsg/AeHw78Hv2ffhv4i/aX/aM+D/AIzuPDv7Z3jvwiNa8PeK9T8KfsH/AAs8E/DX44+MtS+H+qSeI/2jPin4g+FXjDUtL+NvgzwjJoPhPxSAf1aDO36k4PoCeDjjoCDjjpjigD+WbxT4w/ak/bB/bG+PHwo+Av8Awtr9n79rnWfifN8PviR8efF3wz1HwdP/AME//wDglz8Nfi3qnhjwxafAq/8AijoeoeGPif8AFf8A4KKfEL4Q+MPi3pPjX4W6Nr2gal4am0HRfiHrkDfs4/Dy6cA/Sn/go4wtvj9/wSos5NRuvNf9rn4yKFchpNT+zf8ABPz9rgP9t8hYYcKSt5JJ5Xki7SJY4k8xDF9vwFFvNcXP2alGOW1E5O37uUsZguWSun77SlFWs+SU9WlJDW0tOn3e9HV6O3bpva7ukfnT/wAFlfin8Qfhr+yp4d0zwb8GfF3xw8P/ABW+N3w1+E3xK8E+EtQ8P6SPE/h3xjqT6f4O+FfirVfEfm2WmeAP2gvi/N8OfgX8Rr2Kxv70fDvxz4utNPitr+9tdQtPuuIa9WjgoRhh6mJhXxFGjVpQcI+0jUfLChU578tLE4h0cLWa5n7GvUWjsxH2v+zv8Kfi38Jvhl8LPB/jf4pL8S/FkCeL/Efxy8TeJbHXNS1Xxb8RfHt/ceKLy0+Gk83iaWy+Hnw68H+KtVv/AA/4L8DyWOv6VoPw40zwz4S0B9Ki0pby49LCUa9ChRhVr+1n+8niqk1NudSpJ1JeybnJUqUJylGnS5ZKFGMKa5VD3j+v6/r8z8t/2hvHen/tM/G7wL480zwJpHxd1b4SfEf4i+Cv+CavwF8UWjxeH/i/+0/4AmTwj8YP2+fi150l42kfswfsoa4bjwb4H8W6x4dtLVfEWm+KvFvg1PiL40+KH7N2ny+Bja8cfiaco0/bSw1WpDK8NJNRrYynaFfMK0k244bBy/d052Uo/vKtFzrYrLkPbs/636aX72vtZ2aP14+Anwq0X4C/BP4bfCTS9en8TWPw58I2Ohal4w1YaZb6j4u1y2E1/wCL/G3iAaXDY6Vbav4s8TXWt+JtdFrBZ2tre6ldAQ20cXlp9FhKEcLhqVFTc1SgoynK15yivfqSUW481SXNOfKoxcpNqKF/X9b/ANdtz8KNU/bavv2c/GHjSP8AZE8HyfHbxR+3z+0lNqnw8/aT+POteG/BknirVviJ4h8I/B/wv41+FPgj4WfDWf4l/Gr9i/8AZgQ6JbWvxl+M+s/CnwN4o8P/APCBeAvgh8SfiNB420jWdN+XlmCw9SssFTjip5pjf3eKxMqcef206dCM6VKlRdXEYDCU5RUq9d0Kc6cqVHC4iuqsKkD+v6/r8j9pP2Rf+FT2PwA8C+Efgx8TYvjN4N+GserfDG8+KkV1bamfHvj3wRq95pXxP8UXuuaZYadoGva5rHxDHiS98Uan4ZhfQP8AhKJ9Y0+xkV9PuLe3+ly/2CwtOGHre3hS5qUq2/tKtOThWk5L3JTdVS9o6fue05rW1jEPH/2rP+Tof+CYX/Z0nxt/9Yc/aRrlx3/Iwyf/ALC6v/qvx4H3mOg+gr1wFoA/LL9rH4kfDv4ifEfxj4H+NPixPCf7F/7Klh4K8V/tQ/u9Quh8ffjt48+w6z8Df2T7Ww8OXdz4n8b6fpuj3Oi/ET4hfBHw/oF74i+OXiXx/wDAL4X2lv4k8La7488EeJvAx9elWrVKWJqezwGDVOeLi7/7XiJtOhg+WHNOpFJxqVcPGM5YiVbB0o+1hVrYeqfl1/r+vwZ9GfsgeDfH0GlfFv45fFfw1q3gL4g/tP8AxNg+Kknws1rUNP1HU/g58O9A8C+FPhj8H/hjqkmlI2mWHifTvAfg+x8XfETQtKv9Z0Tw/wDE7xr400TQtd1vSNPtNUu+3LqNWMa2JrwdKrjKvtvYyacqFJU6VKjSk02lP2dKNStG81HEVKsY1JQUZzP6/wAl/V/zUfsGvSAKAPkv9qb/AJGH9jz/ALPQ+F//AKr34wV5eZ/8wX/YZH/0zXA+rmkWGBpmSaRYYHmaO3j824kWGJpWjt4uPNuJFQx28WR5kzInO4BvSvaKdm9Onp8/yl5p/ZD8D/2G/GXxo/bW/aHtP2sfDN94s8AeH9G8Q61pf7RPiL4gfD648OeItH07w+fEtp4E/wCCZnwW8HeNrCe98H6L8HtV1bTviN+3N8cLGGHWPiZ+0FpmnfDzw7reoeHPDtr4e+Efy2WVMTmOLWMi6lOEZyjiqlWm1NQgpezyijTq07Ulhqk1VzGvHmnXxcY0qcnTg6eFf9dvL8vT8bS/Yf4p/F+P4E/DT4ufFv4p2cE3hLwHJLqHhTS/AUGs+IfG3jPTLmx0HTfC/hK08OvZRz6j8VfG/wAQtSn8FeEvC3hs6pFrV7qfhaCylfU9Qu7K3+hr4j6rQr16yTjTd4RpKdSc04xUIKCjeVapVfs6dOLtOUqaUuaXII/E6w/ZU0H9oX9oXVI/jTYeGfiP+1L4l8cfCLxr+2X8cdYu9I8V/Dz9iTw54Z1XQviJ8G/+Cdn7Gt94str2z8O/GTxEdM8NT/EHxL4L03RviImiXXjD48+JNQ+Hviv4ifAbwpb/ADEcJTxuMTruFbGVatGrjcQ3GpQwEKbhWoZbgHOHu1ZtU/aVKXLKUKksXUq0auIwNMdt/wCvl/Wunkz9Jf8AgonpNt4h+EOh6cn7L3xD/bJ8V3vibWT4B/Z00DVbvQvg54+8YS+D9dt7Z/2mtSvdX0bwMfgx4etby61eew+Ic+qaPe+IotJ/sLwzrvjSHw7bwezm8FLDxisLWx1TmapYWElGhOfJNL625WovDxWrjX9pFyUeSM6vI4rz/D/hrfn6WsyT/gmpo1j4K/ZS8OfChfDGueC/EnwZ8c/E74b/ABG8L6pbeFrDRtF+J1r4x1DxZ43sfhvpfgjxb468I+Hvg7Dqfi8J8IvBeheKtUh+Hnw+XQPAF/8AY9X8M6jY29ZKowwMKCjKEsPOrTqwahGMarqSqT9jGnUqwhh7z/2enGpalR5KLSnTkg/r+uv4fcTf8FG/+TfPBP8A2eb/AME9P/W5fgFSzv8A3Oj/ANjPJ/8A1a4MD70k/wBbL/11l/8AQ2r1lt83+YDKYB1IGVXJA3MdqLnqztwAiDLOxOFQEnGKTdk32VwPx1i+NHgbVvEWjft1/FbTNT+KHi/xd4j8cfDH/glp+zB4dXSdQ8YeJ/Dw/tPwrefFL4b6AdYn0vUviT+0na6Xq/jHxB8d9bu9I8MfAr9kq80q01PUfh7od58aNW8Y/OPEU5VFmVa9erKpVw+T4KDg6jVnF1qcG5R9rioJ1ZYiXLChgZU/aOhTli51X8v6/G+v+Wmx+gP7Lvwm8WfCH4Uxad8Sdd0/xR8XvHXizxl8XPjL4h0d3l0G6+J3xM1yfxF4g0XwpNPZafezeBPAVrLpfw3+Hkup2yas/gXwf4efVS+otdSP7GBoTw9C1WSnXq1KlevJX5fa1pucoQvZ+zpJqlSvGMvZQpqd5JsR9E12ABYoC46p849inzA/gRmiyej2l7r809LfO9vMD9F7KXz7S2mznzbeCX/v5Cj/AI/e/wA4r+dK8PZ1akP5alSP/gM5R+WwFmsgCgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAP/9X+/igAoAKACgAoAKACgAoA+Qfjr+wl+y5+0n8TND+MXxm+GcXjL4k+Evg58WfgZ4J8V3Gv+J7C/wDAXgf436cuj/Em68CR6bq1raeEPHeuaOr6Nb/EzQbay8f6Jo91f6XoniDT7LUb6G4AMiy/4J5fse2HwV+DP7O0Hwa00/Bf4EfEHRPiv4I+H02v+MJtA1X4k6BNrGo2Pjb4owPr5k+NfiGbxRrd78QNW1D4vy+Npdc+JsenfEvWDe+ONH0nXrIA4H4Kf8Esf2L/AIC/Fn4cfHXwT8PvFWp/Fz4QeGPE/gP4YeO/iJ8Vfih8UNa8A/DvxLo+k+Hk+G/g/wD4T3xX4gs/DXw+8MaFpC6f4L8HaHa2Gh+FW1jxXqml2ia14z8WajrIB+iWR6H/AL5P/wCqgDjZfh58P59Vvddn8D+Eptb1LxFovi+/1ibw1pM2p3nivw3pEOgeHvE1zfy2b3M3iDQtDt4NG0fWZJG1HTNLijsLK4gtkVKAOV+JvwE+CPxo8E+N/ht8WvhL8O/iP4A+JVxpV38Q/BvjPwbofiDw345utCutJvdGufF2k6hYy2niKfS7rQtGlsJtWS7ltTpdgImVLaFFAMHVP2WP2Zdb8Ta7411j9nn4Jan4y8Tt8NW8S+Lr34U+CLjxP4h/4U14j0zxh8JBrevyaGdW1Rfhj4q0TR/EfgBb27mTwjrelabqWhLZXdjbyoAexxaBoMGt33iaDRdKh8R6np+naRqWvRaZaR61qGlaRPfXWk6ZfaqkC6hd6fpl1qup3OnWVxcS21lPqN9NbRRSXdw0oB8da5/wTa/YE8S6Z4u0bXf2Pv2e9T0z4gfFvVfjv46s7n4XeGzD4z+LevaX4g0LXvG3ivZYq/iDU9d0Hxb4s0HW4NVe503V9D8U+JNH1GxudN13VLW6APqXw78Nvh/4RufG174X8F+GvD158SdctfEvj+70bRLHTrjxn4gsfB3hr4eWWs+JZbW3ifWNRs/Ang7wp4OtLq8Mstr4a8OaJosBSw021t4gDxrwx+xn+y34Q+EFl8BNG+CXgiT4RaZ8PvHfwk0vwTr+n3Pi7T9L+E3xO8hPHvwq0288WXWtatp/w08TWtlp2l6h4BstRg8Jf2HpGiaBb6Pb6JomlafaAH0nZ2llp1pa6fp9pb2NhY20FnZWVnbJa2lnaWsSQW1ra20CpBb21vBGkMEESJFFEiRxqqKooAw9Q8G+ENVv9A1XU/C+gajqfhXxBdeLPDOo3ui2FzfeH/FF7oereGLzxFot3LbtPpuuXnhzXtb0G61WzeK+uNG1fU9MmnezvbiGUA4/QfgZ8E/C3iW48ZeF/hD8MfDXi698R6v4wvfFHh/wB4X0XxDfeLdf0dPDuu+KL3WdM0m11C88RazoEcWiarrd1cS6lf6TFFp9zcS2qLHQB1zeC/BzXXh2+PhXw8b3whfatqfhW7/sPThc+G9R1+0v7DXL7QZRbB9IvNZsdU1Oz1W5sDDNqFtqN9DdyTJd3AcA6ckeh/ANQB5Z4G+DngP4e+Nfi58RPD1hqP8AwmXxv8T6D4q+IGt6tres65cXtz4W8G6J4F8NaPo6ard3MPhnwnoWhaGkul+EfD8Wn+HrXXdY8U+JVsT4g8V+IdS1IA/Pj/goxp9rdfHj/gmFeyxFrnTf2tfi9JZSDepja6/YO/axtJxgcOkkMjAq+V3Irgb40ZftOBas4ZvWhFvkq4GrGcbXUlCth5xfk4uN01Z2cknq4yLvW3XR+l7699uvXXoR+OPhf4T+IuqfDbVvFdnql7N8KPiDa/FDwja22qanp+l/8Jjp/hvxJ4X0u+8QaVZzRWPiez0i08ValqmkaXrcV3Yab4nt9E8U2kEWuaBpN7a/q1WhTrSoynd+xq+2gryS51CdNOSTSmkp8yjJOKmo1FyzjGUQ74x5UqyOVKlSCsi5UqVYFl+YZUkblIYZyrKwDLsB8CfBn4bfsXfsO6r4i8IfDnTvFmi+Lrqx0HR9a1vxGnxz+NXjODwpo6XWpeC/h5pXjvxHY+NL7R/ht4Oi1W+n8HfDPwtqtl4M8MT6lql7Y6HDq+qareXXw1fiXhHhzHYjLa+JxdPHUo01VpwyvP8AM5qnKCrUaMK+Hy/GU3ThCfNToUarjScptUoTlNH6JkXhTx3xJlOGzzKMpwNXK8W6qw+KxXE/CeVufsK0qFWTw2a55gMXSjGtCUFKtRpxlpKMpQcZy+xtC+Hfw/0LwhqPgrwz4J8N+H/BHiCTxdqGqeF9B0C10TQtSuviRqWr+IfHWoXel2FtZxPqHjTWvEWt654mvJIkvtX1jWdS1LUJWv7y4kb7OnSoex5KdOEaNTmqckYckZe2bqTk42i+apKcpz5kpOcm5e82fns4SpznTmrTpzlTmk00pwk4ySlG8ZJSTScW4veLknc+XfD/APwTk/Ys0H4V+IPgxP8As/8Ahvxr4C8Xx+BLbxlbfFjU/F/xh8S+NNN+FupNq3wx0Hxh4++J/iDxX478S+FvhxdSSReA/CWreI7jwx4S06WbStD0ey06ee3bjjlGXRozw7w0alKoqaqKvKeInONGSlRhOpWlVqVIUpXdKnUly003GCUW1Kf6/rZ/c/u0PsnSNH0zQNK0zQtB0mx0TQ9F0+00nRtF0fToNM0jSNK0+BLaw0zStNsooLLTtPsbaNLe0srSGK3t4UWOKNVAWvRjGMIqMIqMYpKMYpRjFJWSSVkkkkkkrJaKwHw3+1Yrf8NQ/wDBML5W/wCTpPjb/CR1/Yc/aR/z/wDrrycdrmGT26Yutf8A8N+P19PP/ggfeYDYHyP0H/LNq9cBdrf3H/79tQB8q+Mfgp+yB8NfiRqH7U/xF8IfCfwd8QZtfsNbl+K3j/ULbTrXT/G6eFIPANt4v0dPE2pjwtoHxGvvAtlZeCbzxvoem2HjXVvCOm6b4cv9autH0uztrf57Osw4X4coyz3iLMcnyLCRrUoSzPOcdhcuwcMTWUMPQSr4ytSoQxNaKjh4OL9rVhak+aKUY+/w3wpxRxlmcMk4Q4bz3irOalKpXhlXDuVY7OcxlRoq9WssJl9DEV1SpprnqOnyRuk5JuJ714G+IHgX4m6EPFHw48Y+GPHvhpr2901fEHg7WrDxHorajp0vk6hYrqelXFzZtd2M/wC6u4FlMlvL+7lAcYrsybPcl4iwUMyyDN8tzvLpzlThj8pxuHx+DnOCi5QhicLUq0ZyipRbUZuylFvdF8UcIcV8EZo8j4z4az3hPOlhsNjXlHEeV4zJ8yWDxlP2uExUsFj6NDERoYqn+8w9WVPkqw9+nJxaZ2GGPRW/74J/Tr/n2r1f6/r+vzPnQw39x/8Av21AHyX+1MG/4SH9jzKt/wAnofC/qjD/AJp78YP8/wCTXl5n/wAwX/YZHy/5c1v68vmB9Zx71EbBXyuxh8jcEYYH2IIB9vwr00tEvK33f18/mB5v8IvhJ4J+B3w+0P4ZfDrSbnS/C2gza5fRC9u7vV9Z1bW/FPiDVPFnivxP4m16/aTU/Evi3xZ4o1vV/EfinxPrE11rPiHXNRvdW1a8u7+6nuGxw+HpYWlGlSTUYuT1lKTcpyc6k5Slq51Jyc6kneU5tzk3KTYHN/tD6J8F/EXwn1/Rf2g9JttV+Fl5f+G59YhvLLxLMtjq+jeINO8QeEtfs73wjGfEfh7WPDPijSdK8Q6F4t0e506/8La1plhrdnqum3dnBdJ5nEGZ5PlGV1sdntZUMtpzoqtXdDFYhUpSqx9jUksHSq1qUadVRl9Y5Yww9lUnUglznv8ADPC2e8ZZxQyDhvArMs3xNOvVw+CeMwGClXjh6ftKsaVXMcXg8PUrci/dYaNV4ivL3KFKpPQ539n2P9mu98D/APCHfs/+GfClj4D8AeJzqkeh6V4E1LQNL03xnrNzceLbnxVDH4k0WxuNW8V6vq2pX3iDVfGqy6jrl/4gvb/UNT1iXVp7iR+LhriDhriKhiv9Xq/1qhl2JhRxDeX4/BQhiK1KOLjOk8fhMN9ZU41eeWJw6q0/be0p1KirRnGPqcZeH/F3h/Xy7DcXZTHKa+bYWtjMBSjmWU5lKph6GIlhasqn9k4/HrDThXjy+yxUqNaUHGrCE6TU5Zfxj/Zo1j4m+NrL4heBv2j/ANof9nXxM/hnTvBHi2X4Mal8Nr7SvHfhHRtY1bXNE07WPDnxh+GnxU8P+HtZ0fUNf137F458BaX4V8byWep/2fqOu31lpuiQaX7GKwMq9RVaeLxWFk4KnU9h7GUalOLk1GUMRRrQjJOpL36ahUcZuMpyioxj8Zf+tf6/ryZ6z8IPhB4D+BXw80D4X/DPQ7jRfCXh7+07iFL7UdV8Qa7rGta/qt74g8U+LfFvifXLq+8QeL/G3jLxLqeqeJ/GfjHxFqGoeIPFPiTVNS1vWb66v7yaZujD4elhaMaNGPLCN3q5SlKUm5TqTnK86lSpNyqVJzbnOcpSk5Sk2B8sf8FG1b/hnvwT8r/8nm/8E9P4GH/N8vwC/P8Az615+d/7nR/7GeT/APq1wf6tAfekqt5svyP/AK2X/lm399q9ZbfNv72AzDf3H/79tTAa0e9XR4yyOjo6vGdjRupWRXyQNjIWV8kDaTkjrR/Wof1/w3d+XXY+EP2TPhl+wV8Mdd1TS/2VP+EA1LxhDoU/hGfVdN8Y+I/if4t0HwD4P1W4S2+F3h7xf4u1bxLqPhP4UeAtTv7iy8N/Cnwtq+k+A/CHmvZ6L4dtArIvxPDvEvA2aY6vgOG89yjNMdh6dSNWngcbHH1aFHDTip0VU5qzp0KMq1NQoRqQpQ54ezglJI+/4o8KvEngnLcPm/GHA/EnDGXYv6j9XxWeZdPLlV/tPDvF5e40sQ4YjlxuFi6+Hk6KjUo/vE1Frn+8cN/cf/v21fbHwAYb+4//AH7agBCDhtysF2ncShAC4OSSeAAM8/4ULdW3urdden42A+/fB7zyeFPDb3SMlw2h6UZQ4Iff9ihB3hsMGIALZ5ycHOM1+AZwqcc1zJUmpU1jsVyNWs17ae1rq3a2na2iA6OvOAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoA//W/v4oAKACgAoAKACgAoA5Hx94M074i+CfFfgPV9T8WaNpXjDw/qvhvUdV8CeMvFHw78Z6dZaxaSWVzeeFvHfgnVdD8X+ENet4pWk0zxH4Z1jS9c0i6EV7pl/aXcUcygHxaf8AgnL8I2JJ+Nf7dmSSTj/goP8AtkKOfRV+MIUD0AGB0GKAE/4dyfCL/otf7dv/AIsJ/bJ/+fFQAf8ADuT4Rf8ARa/27f8AxYT+2T/8+KgA/wCHcnwi/wCi1/t2/wDiwn9sn/58VAB/w7k+EQ6/Gz9u3/xYT+2T1/8ADxD/AD69KAE/4dy/CHOP+F1ft35/7SDftmY/P/hceP5fQ9VAF/4dyfCL/otf7dv/AIsI/bK/n/wuLH6cd85FAB/w7k+EX/Ra/wBu3/xYT+2T/wDPi/z+NAB/w7k+EX/Ra/27f/FhP7ZP/wA+KgBP+Hcnwi/6LX+3b/4sI/bKx+f/AAuLHY9uO+cigBf+Hcnwi/6LX+3b/wCLCf2yf/nxUAH/AA7k+EX/AEWv9u3/AMWE/tk//PioAP8Ah3J8Iv8Aotf7dv8A4sJ/bJ/+fFQAf8O5PhF/0Wv9u3/xYT+2T/8APioAP+Hcnwi/6LX+3b/4sJ/bJ/8AnxUAH/DuT4Rf9Fr/AG7f/FhP7ZP/AM+KgA/4dyfCL/otf7dv/iwn9sn/AOfFQB8B/tefsQfBLwx+0T/wTZ8Iar8Uv22tXsPiz+1J8WPh/K19+3R+1brV3pzH9iX9pzxjHe6VqOq/F19S8L3Ly+D4rK51zwvcWGtyaddXeiy3Euj6tqUDaUa1XD1qVehUnSrUZqpSqQk4yjNJrppKLUmpQmpQknaUZaID7CH/AASZ/ZoIB/4WT+3FyAf+Uh37bHf/ALrhXs/6y57/ANDGr/4BQ/8AlAGZrH/BLT9lDw7pt1rGvfF39tHRdJsY/NvNT1X/AIKNfto6fp9tHkKGnvLr46RwRhmIRdzgs7BFDMQFmfFOdU4udTM5whHVymsPGK9W6CX4/cb4fC4nGVqeHwtCticRVly06FCnOtWqS7QpU1Kcmkm2raLV305fz6+IX7NfwH03xRqcHw5/bY/aEsPB8clsuj6ZefFX/goH8TNWskjtbddQS78cQ/tdeF7HXjcagl7cWd1baPbRWtncW1kHuWtHvbj4zH8b8YPFVngOMcHQwrcPZUanD2MxlWnFRpqpGWKo5vhKVTmqKcoyp4emoQkotVXCU5fufD/h5wtUyvCviPw44zx2c8tV43GYTxWyLhvBYiUqtV4d0ckxPBmb4nAqnh5UaVWnVx2IlWrU6laPso1Y4el7b4U/Zr/4J0eKtRi0s/Hb9u7QLy4ZUiufFn7eX7cvh3TJ5nYAqNSm+N8mmWZd2JSO6uraPkRRsfkVffo8f42rJQ/tetCTtrVoU6cW0kvidLlTe/vO7bu3Js+DzHw14twFKWIWXU8VSjdunl+Ko42vCC1u6NNqtUUVZSlThL+Z2ufVMX/BJ79mSeOOaH4m/tvyxSoksUkf/BRD9taSOSN1Do6OvxxKOjqQyOpKupDKSDmvW/1mzxq6zGq09mo0NV5fuF+f3HwUoyjJxknGUW4tNNNNOzTTs001Zpq6d07WKn/Dor9mXez/APC0P28MtnI/4eN/twFBk5+VD8dAq47bRwOBjmuj/W7P7KP12OnX6rg7/OXsLv5779A5n2X/AIDH/L9X+Hu/CH7VP/BMb9nrw1+1J/wTG8OWXxC/bLubHxx+078aND1mfV/27/2u9c1W0stO/Yg/aX8VW0vhvWNY+L99qnhLU31Xw7psN7rPha70fWdQ0N9V8M32oT+H9d1bTrrlq8RZzWqU6lTGzc6M5VKUo06EfZzlTnSk0o0ktadSULNNWldJSSkF7/8ADJfl/X3s+/B/wSZ/ZowP+Lk/txdB/wA5Dv22P/n4VX+s2e/9DGr/AOAUP/lAhf8Ah0z+zR/0Un9uL/xYd+2x/wDPwo/1mz3/AKGNX/wCh/8AKAPHPi3/AMEjfAd3H4eb4U6/8bPE13Z3V9c6iPjn/wAFA/29dT0/TZfsptdOvfDun6T8UddtjqDRXWo217d3aW08dnMLe2mMc1wr+PnGe8V4iOGWCqZNjXSqyrP+3MLRxEKFVU5UqdXCwWBrKFV06tenUn7kvZzcFLllOMvteDsVwph5ZlHijOfEPKKWIoUKFF+H2Nw2W4nF0vbqticNmmKrZhl9WWFVShha1ChCdWjLEU/aVKanCnOHSfDP/gkv8M4fD3/F0/Hf7R2m+Jkv5TBY/CD9vX9unRvBttpflwPbRix1f41W8kupC6a8N5eRWNpBeRG2L2oljkLb5bxDxVTwvs8fjMDRqqc+Wlk+Fp4XCQpySdlB0IP2nM5uU4qCldNRjJSlLzOJp8N1My5uFsRxdi8udCn7TE8a5jRzTO62KUpxqTliaNSrbC+yVBUMPUr15UJKqo1XCcUeoXf/AASt/Z0voIba4+JH7awigk82P7P+33+2LZSb9hj/AHk9l8ZLa4mUqx/dzSyR7sPtLhWXoo53m9CpOrTzHFuc48knVrzrx5U1L3YV/a04O/2oU4ys3G/K7Hzpnf8ADpn9mj/opP7cX/iw79tj/wCfhXT/AKzZ7/0Mav8A4BQ/+UAfIf7V3/BMH9nfw1r37IUdj8Qf2zbhfEP7Ynw68P3x1T9vX9sXVngsrj4e/Fu9efSpNS+M1zJo2qpNp8Cwa1pL2OsW1u91a2uoQQXt2lxE+Is6m4OePqydOaqQ92j7s0pJSVqK1SlJa3WuzaTif1/X9fkj67X/AIJM/s0bV/4uT+3F0H/OQ79tj09vjgB+Q/Kr/wBZc9/6GNX/AMAof/KH+f3gL/w6Z/Zo/wCik/txf+LDv22P/n4Uf6zZ7/0Mav8A4BQ/+UAeS/Gr/glPoGneCWuP2cPGv7R+qfE8axpEdmvxk/4KRft6af4GstEkuQuv315aaD8TfE1xr9/Dphmj0rQryztdNub+WC6u9QtvsUe7yc64m43WAqLIMdhJ5jKdNR/tSpKjhI0ua9Zz+q4KtUqScE4wptRheXPKfu8kvsuBKXh/Wz6MPE3FcWYbhVYLGzq/6lYLLcXn1fMIUXLLKFGpmmY5bQwGHqYvkeMx9KrWxNHDRqwo4Wu6riQ/Aj/gl74kksdff9pz4sfFia6eXTk8JaX8FP20P227OLT4Fiuv7Yl1/XfEnxdtZtUluZXso9Nt7TSLP7FHa3M813cvepb2XlZLm3HkliKnE2b4OU26X1WjktXM6UKSXM60q1bEYiKrObcI04Qw1L2ahKUpS9rCFL0OPl4Swq5dT8LMHx9SoxhiXm+L46zHKcRUxM3OmsHDL8DldGSwkaUFWliatbMMS686tOnClSWHlUr+3Xf/AASs/ZxvliiuPiR+2sBEzvGLf9v79seyclxht72XxktZJlAHyrKzqh5jVSWZvo6OeZxQcpU8xxd5pJ+1rSrrR3VlX9rGLvu4qLf2m9In57/X9f1+bKP/AA6Z/Zo/6KT+3F/4sO/bY/8An4V0f6zZ7/0Mav8A4BQ/+UAfBP8AwUf/AOCZX7PXgf8AZ98DavpXj/8AbGvLq8/bO/4J5eGJYvEP7df7XPiiwXTfGn7df7Pfg/WLiDTPEnxe1bTrfWrXSNdvrjw54ggtYtb8J+II9M8U+GtQ0vxBo+m38GdXiDOa0VCrjqk4qpRqpOFDSpQqxrUpaUVrCrCE10vHVNNqQfe5/wCCTX7NDMzf8LJ/bi+ZmP8AykO/bY7sf+q4k/mc+ua0/wBZs9/6GNX/AMBof/KAE/4dM/s0f9FJ/bi/8WHftsf/AD8KP9Zs9/6GNX/wCh/8oAin/wCCTP7Nwgm8j4jftvST+VL5KTf8FEv23IYnl2N5aSTRfG2WWKNn2rJLFG8saEyRo7qqMnxNnyTccxqOS1ScaFm1sn/s70bVno9G9HsXT5OeHtHJQ5o87hGM5KN1zOMZOMZSUbuMZNRk1aWjZ8W6V/wSv+P95dwx6hqA8F6Czw/2jpPh/wD4Kb/8FNvElxPZsF+1WNjqqeJ/A7WN3HK0ksPiC3023u7ggedZwl3NfGUOKPFuVZe1nwhgMNCq5KlhK+OxDq02/hcYZNltKlPeXMqdWN7pp80qkf3DGYT6NmGo1XhM98es+xyU1hcdm+WcH5byVYu9HEYnDVeJ+Jp4mlOEYU6mXTxzpU1pDEVoxij7VX/gkz+zVtXd8SP24Q21cgf8FD/22mAO0ZAZvjeGYA5AZ/nYDc+GJC/aLibPf+hjVv1tCha/leg9O36bH4bK13a7V3a6S66aR91adFotlsO/4dM/s0f9FJ/bi/8AFh37bH/z8P5Uf6y57/0Mav8A4BQ/+Uf5/k4o6rwN/wAEx/2efh/4z8KeOdI8dfte6rqvg/X9P8R6dpvjL9uP9rXx34Sv73TWkMNp4l8F+L/i7rHhbxXokvmv9s0DxFpWpaPfFYmurGWSC3kizqcQ53Vi4zzHEWaafI4U3ZqzXNTp05ap239La8x/X9f1+SP0QAxx/n/P+RXjAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFAH/1/7+KACgAoAKACgAoAKACgAoAKACgAoA8f8AjZ8LNT+MPhKy8HWPxW+Jvwk09/EWmal4m1j4R61YeFvGXiTw7YR3hu/BUHjGbTNR1zwdp2vXcti+qeIPBFxoXjaC1smtNC8R6O95PdIAfh18Gv2Rv2S9Z+OH7X37RHjnxT8YNa/YZ/Zw8Ey/BmHxT+0v+3J+1D8cvhr41+K/wn1TxR4j/a1+M9zF8Y/jX400LSvAvwcez8PfAqPXLu9txH8RPAnx/sZtA0rS9H0vWfE4B9+/CH4kfsB/s0/szfGX9pD9nfR7bw38IdAu53+IOieCvCXxCsfGWo/EHw1DZaHongGD4R+K7Sy8aQfF7xXe694a8NeEfBz+GNN8VeOdQ8UeDIbK11WLV9CmlANXTv2rtQ/Za/Za0v40/wDBQPx54W0X4peNPEiXS/CH4Wab/wAJrrmh+L/id4hjt/hj+yZ8GPDXhK2vfGvx9+I/hlb/AEf4eRazomiy638UvGVrr3jGx0Hwr4bvrTw/oAB7h8Lf2vfg/wDFH9nbxJ+02LrXvh58OPAlx8ZtO+JcfxN0y28Ma98M9b/Z58Y+MPAHxp0TxdDBqGr6It14A8X+AfFmi6jqeha7rvhvUZNJkvdC1vVtLntb2UA/I/8A4Jhj4r/t4/HmL/gqB8QU8d+H/hlqHhzx9Z/ASz8S3ur6Db674c+JMmiWfhvwV4A8E2etS6NbfBL4JfD3Q4LPxX471qHXb39qH9rHxx8VPil4Vm0L4G/Cb9nibxCAf0J0AFABQAUAFABQAUAfmb+3nBAf2jv+CRN2YozdQ/8ABRHxXbxXBUedHb3X/BOX9vl7mFH6rHcPa2rSqDh2t4ic7FoA+1/jd8S1+EXws8UePFtItQvNIsreLSbCdpEt7vWdTu7fTNKiuniHmLZi9u4pbwoySfZYpRG3mMu3kx2J+p4WriLKTgkoRd7SnOShBO12o80lzeW1m0z3+GMl/wBYc8wGVOpKjTxFSUsRVglKdPDUKc62IlBPR1PZU5KmndOco30u4/y9/tK/tbfGLXfix4H+EWkT6b4/+KnxM0LxV8R1n+KPxDbwT8K/A/gPwLr3hjRfE3iAeH9NTVNd8QavYzeLbY+GvB/gfwwUkjsrufxV4v8ACFk8Gq3/AMTKdXFxq4nF4itOnCpGPJFSnerNSlCMKfu0aUVy255axT91Td3L+mKeGwGQVsFlGQZTl9DFYjDVqvt606VD2eCw1TD0sTVxGK5amY46tJ11L2FJShUcX7aphaXsiH9nn4l6l8Y/gn8Nfilq1lpNle+OPDMGusfD9xeXXhvU7Wa7vINP8R+GLjUVXUZfC3ivTre18T+Gm1FV1D+w9XsBeqLjea5q9NUq1SmnK0JcvvK0k+sZJXSlF3jKztzRdrpntZXi5Y/LsHjZwhB4mjGp+6k5UZxbahWoSkoydCvBRrUedKXs5xvq2cPrf7RdlpvxS+I/h7yfDml/CH9nzwFL4r/aK+MPiXXfsOleDvEOq6J/wk3hz4d6Fa2yyw3XiDTPBix+P/iPda9Pptr4b8M+IvANrplvrmpeL5n0G44dulTl7zq158uHoxV5Tipcspy2snP3Kajzc0o1G+XktLnqZrGGNxdK1GGAyrDe3zbMK1Tlhh606ft6OEpRV061PD2xWKlVlCNGlWwqgpzrv2X7Nf8ABOD9q5PG+ieCPBt5Jrz+D/iH4WsfF/wql8U6Zf6D4h0O11HR49eg8KaxoWsxw6royXWkO9/YaPfxxXug3kF1pUlvFFPb29p7+S42dKs8uryUknONCSfMoSh8VJSTalBpOVNp6crSvFxR+U+JPDWFxuX0+MMspSpTnTw9TMqMqMqNSvQxPKqWPq0pcs6WKpznTpYuM4KVRVKdWdq0K8p/sHX1B+GH5sftl/8AJ4f/AASW/wCztfjt/wCu/P2tKAP0mHQfQUALQB8B/tcftf8AxM+DHxZ/Z8/Zv/Z++ANv8ffjz+0bH4/1rRYvEXxT0T4XfC34V/D74Wt4UPjn4mfGLXdO0b4ifFLSfCNo3i7SNF0PUvCPwg8W6RqfjPUdD8HatrfhvVvEugDUgDtf2S/2gPif8aNY/aY8GfFjwL4H8K+Kf2cfjxa/Bi41z4ZeK/Fni/wH40N98FfhH8YpNQ0jUvGPgfwNqkGo+G3+Kg8E+JbG3tNX02HXPD128OsLdy3ujaQAfY9ABQB8Pftof8jF+xJ/2e/8M/8A1WPxooA+30+4v+6v8qAMvX9b0/w1oes+ItWllh0rQdK1HWtTmhtrm9mh0/SrOa/vZYrOyiuLy7ljtreV47W0gmubh1WGCJ5XRGAPw5+Dv7d/7Sn7UXiv9iX4vfDfxJ4K8F/Cj9sPx5q3iL4R/s02XgC6174i3v7IHgGz8Tar8Uf2k/2jfiL43m8Map4RWTRp/hdong7wz8GfBd54V8FfGX4ofDnwfqvxR+Nnhfxsuv6CAfrl+0V8UfE/wX+B/wASvih4L+GHif4z+MvB/hi61Lw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} }, "cell_type": "markdown", "id": "832db273-bdd1-4f9f-961e-78a46d831d3f", "metadata": {}, "source": [ "![IMG_A4ADFA2AB998-1.jpeg](attachment:40b6a828-4afe-451d-a03d-e6324203615f.jpeg)" ] }, { "cell_type": "markdown", "id": "449440a6-9bc8-4b26-9156-08e7b6ed8170", "metadata": {}, "source": [ "### RecTools implementation \n", "RecTools provides wrapper for implicit library ItemKNN models" ] }, { "cell_type": "markdown", "id": "1d99ced1-7fd7-47a0-96ac-fcc41ccc0b89", "metadata": {}, "source": [ "### Model application \n", "* pass one of the base models: `implicit.nearest_neighbours.CosineRecommender`, `implicit.nearest_neighbours.TFIDFRecommender`, `implicit.nearest_neighbours.BM25Recommender`\n", "* specify `K` for number of neighbours in item-item similarity matrix\n", "* specify model params for `BM25Recommender`\n", "* If we use dataset with features for `fit` and `recommend`, model just skips this info" ] }, { "cell_type": "code", "execution_count": 27, "id": "7ff2acb0-b624-471b-a7ba-ebf5f0234e34", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 764 ms, sys: 32.2 ms, total: 797 ms\n", "Wall time: 796 ms\n" ] } ], "source": [ "%%time\n", "model = ImplicitItemKNNWrapperModel(CosineRecommender(K=10))\n", "model.fit(dataset);" ] }, { "cell_type": "code", "execution_count": 28, "id": "e27725fa-0136-4f2f-9516-263e985f5050", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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user_iditem_idscoreranktitle_orig
0176549117495.1058611Incredibles 2
1176549162704.1254252Coco
2176549119853.0474373Toy Story 4
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" ], "text/plain": [ " user_id item_id score rank title_orig\n", "0 176549 11749 5.105861 1 Incredibles 2\n", "1 176549 16270 4.125425 2 Coco\n", "2 176549 11985 3.047437 3 Toy Story 4" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recos = model.recommend(\n", " users=test_hot_users,\n", " dataset=dataset,\n", " k=3,\n", " filter_viewed=True,\n", ")\n", "recos.merge(items[[\"item_id\", \"title_orig\"]], on=\"item_id\")" ] }, { "cell_type": "markdown", "id": "12d53193-4513-47c3-b0e6-b6fafcd48949", "metadata": {}, "source": [ "### Links \n", "1. implicit library itemKKN [documentation](https://benfred.github.io/implicit/api/models/cpu/knn.html)\n", "2. Comparison of Cosine, TF-IDF and BM25 metrics for the algorithm: [Distance Metrics for Fun and Profit](https://www.benfrederickson.com/distance-metrics/)" ] }, { "cell_type": "markdown", "id": "b4a6f40e-a15c-4b66-8631-f7935eb0b116", "metadata": {}, "source": [ "# Linear Autoencoders \n", "Autoencoders in general attempt to make output of the model as close to input as possible. In recommendation setting there is a class of models that aim for the same task. Interactions matrix should be approximated as closely as possible based on the data that is present only in this matrix itself. Linear autoencoders like EASE and SLIM were found to be strong recommender baselines by many academy and industry practitioners.\n", "\n", "## EASE " ] }, { "cell_type": "markdown", "id": "dbee4f7c-9b07-49ef-82b8-c9d0769417fb", "metadata": {}, "source": [ "### Model description \n", "The model's goal is to find a dense item-item similarity matrix which will reconstruct the interactions matrix when being multiplied on it. Unlike neighborhood models, its computation is done by loss minimization. \\\n", "Matrix we would like to receive is B, it can be received from the following minimization problem:\n", "$$ \n", "\\begin{equation}\n", " \\begin{cases}\n", " min_{B} \\lVert X - XB \\rVert _{F}^{2} + \\lambda \\cdot \\lVert B \\rvert\\rvert _{F}^{2} \\\\\n", " diag(B) = 0\n", " \\end{cases}\\,.\n", "\\end{equation}$$ \n", "X - interactions matrix \\\n", "B - weight-matrix, which should be found \\\n", "$\\lVert X - XB \\rvert\\rvert _{F}$ - Frobenius norm \\\n", "$\\lambda$ - regularization term to avoid overfitting \\\n", "Constraint is needed, as otherwise model may return identity B and because of the fact that replicating input model should generalize (not recommend the same item as input)\n", "\n", "By analyzing closed-form solution it was found out that B can be calculated from the inverse of Gram matrix = $X \\cdot X^{T}$. Thus, simple algorithm is used to find B.\n", "\n", "Algorithm:\n", "\n", "1. Define $G = X \\cdot X^{T}$\n", " \n", "2. Add $\\lambda$ to diagonal indices of G\n", " \n", "3. Find inverse of G ($G^{-1}$)\n", " \n", "4. B = $\\frac{G^{-1}}{diag(G^{-1})}$, where $diag(G^{-1})$ is array of diagonal elements\n", " \n", "5. Set all elements on the diagonal of B equal to 0\n", "\n", "### Recommendations \n", "Recommendations for one user are defined as following: \n", "\n", "1. Compute scores $s_{u} = x_{u} \\cdot B$ where $x_{u}$ refers to user row in interactions matrix\n", "\n", "2. Take k items with greatest scores" ] }, { "attachments": { "2cc5c944-5bb8-46fc-ada0-1c5cd439d08c.jpeg": { "image/jpeg": 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} }, "cell_type": "markdown", "id": "20db2e47-de9c-4672-9c9c-d116f60f0435", "metadata": {}, "source": [ "![IMG_F1181E6806C2-1.jpeg](attachment:2cc5c944-5bb8-46fc-ada0-1c5cd439d08c.jpeg)" ] }, { "cell_type": "markdown", "id": "8ed9f9f8-286d-4d77-8d84-dbf3b4793ab3", "metadata": {}, "source": [ "### Model application \n", "* `regularization` is the only hyper-parameter for the model\n", "* This algorithm requires a lot of RAM during `fit` method. Out-of-memory issues are possible for big datasets. Reasonable catalog size for local development is about 30k items. Reasonable amount of interactions is about 20m.\n", "* If we use dataset with features for `fit` and `recommend`, model just skips this info" ] }, { "cell_type": "code", "execution_count": 29, "id": "ab744746", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3min 22s, sys: 2.13 s, total: 3min 25s\n", "Wall time: 3min 25s\n" ] } ], "source": [ "%%time\n", "model = EASEModel(regularization=500)\n", "model.fit(dataset);" ] }, { "cell_type": "code", "execution_count": 30, "id": "a7596e6d-6544-47b7-9d9b-4c87997b562e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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user_iditem_idscoreranktitle_orig
0176549117491.5457111Incredibles 2
11765493341.4220802Brave
217654982541.2725783Finding Nemo
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" ], "text/plain": [ " user_id item_id score rank title_orig\n", "0 176549 11749 1.545711 1 Incredibles 2\n", "1 176549 334 1.422080 2 Brave\n", "2 176549 8254 1.272578 3 Finding Nemo" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recos = model.recommend(\n", " users=test_hot_users,\n", " dataset=dataset,\n", " k=3,\n", " filter_viewed=True,\n", ")\n", "recos.merge(items[[\"item_id\", \"title_orig\"]], on=\"item_id\")" ] }, { "cell_type": "markdown", "id": "358a6f14-7b73-48a2-a80d-1b21efd3f694", "metadata": {}, "source": [ "### Links \n", "1. EASE original paper: [Embarrassingly Shallow Autoencoders for Sparse Data](https://arxiv.org/abs/1905.03375)\n", "2. **Proving EASE quality**: [Everyone’s a Winner! On Hyperparameter Tuning of Recommendation Models](https://dl.acm.org/doi/10.1145/3604915.3609488)\n", "3. **Proving EASE quality**: [Top-N Recommendation Algorithms: A Quest for the State-of-the-Art](https://arxiv.org/abs/2203.01155)\n", "4. **Proving EASE quality**: [Challenging the Myth of Graph Collaborative Filtering: a Reasoned and Reproducibility-driven Analysis](https://arxiv.org/abs/2308.00404)\n", "5. **Proving linear autoencoders quality** (SLIM model): [Are We Really Making Much Progress? A Worrying Analysis of Recent Neural Recommendation Approaches](https://arxiv.org/abs/1907.06902)" ] } ], "metadata": { "kernelspec": { "display_name": "rectools", "language": "python", "name": "rectools" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }