{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Building a Neural Movie Recommender System\n", "\n", "Despite its name (and the original purpose), `timeserio` is a general-purpose tool for rapid model development.\n", "In this example, we use it to train a state-of-the-art movie recommender system in a few lines of code.\n", "\n", "## Dataset\n", "The MovieLens dataset is commonly used to benchmark recommender systems - see https://grouplens.org/datasets/movielens/100k/.\n", "\n", "Our task is to learn to predict how user $u$ would rate a movie $m$ ($r_{um}$) based on an available dataset of ratings $r_{ij}$. Importantly, each user has only given ratings to some of the movies, and each movie has only been rated by some of the users. This is a classic example of transfer learning, commonly known as collaborative filtering in the context of recommender systems.\n", "\n", "## Introduction\n", "We make use of `keras` to define three models:\n", "- a *user embedder* that learns to represent each user's preference as a vector\n", "- a *movie embedder* that learns to represent each movie as a vector\n", "- a *rating model* that concatenates user and movie embedding networks, and applies a dense neural network to predict a (non-negative) rating\n", "\n", "By wrapping the three models in a `multinetwork` (of the `MultiNetworkBase` class), we can for example\n", "- train the rating model end-to-end, then use one of the embedding models\n", "- freeze one or both of the embedding models and re-train the dense layers, or\n", "- freeze the dense layers, and re-train embeddings for new users only\n", "\n", "To make our job even simpler, we further wrap our `multinetwork` in a `MultiModel` class, which allows us to take data directly from `pandas` DataFrames, and apply pre-processing pipelines if needed." ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import pandas as pd\n", "from tqdm import tqdm\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "plt.xkcd();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download data\n", "First, we download the freely available dataset and define a few helper functions for importing data." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2019-06-22 14:53:38-- http://files.grouplens.org/datasets/movielens/ml-100k.zip\n", "Resolving files.grouplens.org (files.grouplens.org)... 128.101.65.152\n", "Connecting to files.grouplens.org (files.grouplens.org)|128.101.65.152|:80... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 4924029 (4.7M) [application/zip]\n", "Saving to: ‘ml-100k.zip’\n", "\n", "ml-100k.zip 100%[===================>] 4.70M 2.00MB/s in 2.3s \n", "\n", "2019-06-22 14:53:41 (2.00 MB/s) - ‘ml-100k.zip’ saved [4924029/4924029]\n", "\n", "Archive: ml-100k.zip\n", " inflating: ml-100k/allbut.pl \n", " inflating: ml-100k/mku.sh \n", " inflating: ml-100k/README \n", " inflating: ml-100k/u.data \n", " inflating: ml-100k/u.genre \n", " inflating: ml-100k/u.info \n", " inflating: ml-100k/u.item \n", " inflating: ml-100k/u.occupation \n", " inflating: ml-100k/u.user \n", " inflating: ml-100k/u1.base \n", " inflating: ml-100k/u1.test \n", " inflating: ml-100k/u2.base \n", " inflating: ml-100k/u2.test \n", " inflating: ml-100k/u3.base \n", " inflating: ml-100k/u3.test \n", " inflating: ml-100k/u4.base \n", " inflating: ml-100k/u4.test \n", " inflating: ml-100k/u5.base \n", " inflating: ml-100k/u5.test \n", " inflating: ml-100k/ua.base \n", " inflating: ml-100k/ua.test \n", " inflating: ml-100k/ub.base \n", " inflating: ml-100k/ub.test \n" ] } ], "source": [ "!mkdir -p datasets; cd datasets; wget http://files.grouplens.org/datasets/movielens/ml-100k.zip; unzip -o ml-100k.zip; rm ml-100k.zip" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "def get_ratings(part='u.data'):\n", " \"\"\"Return a DataFrame of user-movie ratings.\"\"\"\n", " return pd.read_csv(\n", " os.path.join('datasets/ml-100k', part), header=None, sep='\\t',\n", " names=['user_id', 'item_id', 'rating', 'timestamp'],\n", " ).rename(columns={'item_id': 'movie_id'})\n", "\n", "def get_users():\n", " \"\"\"Return a DataFrame of all users.\"\"\"\n", " return pd.read_csv(\n", " os.path.join('datasets/ml-100k', 'u.user'), header=None, sep='|',\n", " names=['user_id', 'age', 'gender', 'occupation', 'zip_code'],\n", " ).rename(columns={'item_id': 'movie_id'})\n", "\n", "ITEM_PROPS = ['movie_id', 'movie_title', 'video_release_date', 'unknown', 'IMDb_URL']\n", "GENRES = ['Action', 'Adventure', 'Animation',\n", " 'Childrens', 'Comedy', 'Crime', 'Documentary', 'Drama', 'Fantasy',\n", " 'Film-Noir', 'Horror', 'Musical', 'Mystery', 'Romance', 'Sci-Fi',\n", " 'Thriller', 'War', 'Western']\n", "\n", "def get_movies():\n", " \"\"\"Return a DataFrame of all movies.\"\"\"\n", " return pd.read_csv(\n", " os.path.join('datasets/ml-100k', 'u.item'), header=None, index_col=False, sep='|', encoding=\"iso-8859-1\",\n", " names=ITEM_PROPS + GENRES,\n", " )" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " movie_id movie_title video_release_date unknown \\\n", "0 1 Toy Story (1995) 01-Jan-1995 NaN \n", "1 2 GoldenEye (1995) 01-Jan-1995 NaN \n", "2 3 Four Rooms (1995) 01-Jan-1995 NaN \n", "\n", " IMDb_URL Action Adventure \\\n", "0 http://us.imdb.com/M/title-exact?Toy%20Story%2... 0 0 \n", "1 http://us.imdb.com/M/title-exact?GoldenEye%20(... 0 1 \n", "2 http://us.imdb.com/M/title-exact?Four%20Rooms%... 0 0 \n", "\n", " Animation Childrens Comedy ... Fantasy Film-Noir Horror Musical \\\n", "0 0 1 1 ... 0 0 0 0 \n", "1 1 0 0 ... 0 0 0 0 \n", "2 0 0 0 ... 0 0 0 0 \n", "\n", " Mystery Romance Sci-Fi Thriller War Western \n", "0 0 0 0 0 0 0 \n", "1 0 0 0 0 1 0 \n", "2 0 0 0 0 1 0 \n", "\n", "[3 rows x 23 columns]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_movies().head(3)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Define the model architecture\n", "We start by defining the network architecture. All we need to do is sub-class `MultiNetworkBase`, and define the `_model` method.\n", "\n", "- keyword arguments to `_model` are used to parametrise our network architecture, e.g. by specifying a settable number of neurons or layers\n", "- the `_model` method is expected to return a dictionary of `keras.models.Model` objects." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] } ], "source": [ "from keras.layers import Input, Embedding, Dense, Concatenate, Flatten\n", "from keras.models import Model" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "from timeserio.keras.multinetwork import MultiNetworkBase\n", "\n", "class MovieLensNetwork(MultiNetworkBase):\n", " def _model(self,\n", " user_dim=2, item_dim=2, max_user=10000, max_item=10000,\n", " hidden=8):\n", " user_input = Input(shape=(1,), name='user')\n", " item_input = Input(shape=(1,), name='movie')\n", " user_emb = Flatten(name='flatten_user')(Embedding(max_user, user_dim, name='embed_user')(user_input))\n", " item_emb = Flatten(name='flatten_movie')(Embedding(max_item, item_dim, name='embed_movie')(item_input))\n", " output = Concatenate(name='concatenate')([user_emb, item_emb])\n", " output = Dense(hidden, activation='relu', name='dense')(output)\n", " output = Dense(1, name='rating')(output)\n", " \n", " user_model = Model(user_input, user_emb)\n", " item_model = Model(item_input, item_emb)\n", " rating_model = Model([user_input, item_input], output)\n", " rating_model.compile(optimizer='Adam', loss='mse', metrics=['mae'])\n", " \n", " return {'user': user_model, 'movie': item_model, 'rating': rating_model}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The three models are initialized on-demand, e.g. when we access `multinetwork.model`.\n", "Note that the inputs and embedding layers are shared, and therefore changes made to e.g. the `user` model\n", "are instantly available in the `rating` model." ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/plain": [ "{'user': ,\n", " 'movie': ,\n", " 'rating': }" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "multinetwork = MovieLensNetwork()\n", "multinetwork.model" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "from IPython.display import SVG\n", "from keras.utils.vis_utils import model_to_dot\n", "from keras.utils.layer_utils import print_summary" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "G\n", "\n", "\n", "\n", "5263988776\n", "\n", "user: InputLayer\n", "\n", "\n", "\n", "5264000896\n", "\n", "embed_user: Embedding\n", "\n", "\n", "\n", "5263988776->5264000896\n", "\n", "\n", "\n", "\n", "\n", "5263999832\n", "\n", "flatten_user: Flatten\n", "\n", "\n", "\n", "5264000896->5263999832\n", "\n", "\n", "\n", "\n", "" ], "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SVG(model_to_dot(multinetwork.model['user'], rankdir='LR').create(prog='dot', format='svg'))" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "G\n", "\n", "\n", "\n", "5264408760\n", "\n", "movie: InputLayer\n", "\n", "\n", "\n", "5266445144\n", "\n", "embed_movie: Embedding\n", "\n", "\n", "\n", "5264408760->5266445144\n", "\n", "\n", "\n", "\n", "\n", "5264201992\n", "\n", "flatten_movie: Flatten\n", "\n", "\n", "\n", "5266445144->5264201992\n", "\n", "\n", "\n", "\n", "" ], "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SVG(model_to_dot(multinetwork.model['movie'], rankdir='LR').create(prog='dot', format='svg'))" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "G\n", "\n", "\n", "\n", "5263988776\n", "\n", "user: InputLayer\n", "\n", "\n", "\n", "5264000896\n", "\n", "embed_user: Embedding\n", "\n", "\n", "\n", "5263988776->5264000896\n", "\n", "\n", "\n", "\n", "\n", "5264408760\n", "\n", "movie: InputLayer\n", "\n", "\n", "\n", "5266445144\n", "\n", "embed_movie: Embedding\n", "\n", "\n", "\n", "5264408760->5266445144\n", "\n", "\n", "\n", "\n", "\n", "5263999832\n", "\n", "flatten_user: Flatten\n", "\n", "\n", "\n", "5264000896->5263999832\n", "\n", "\n", "\n", "\n", "\n", "5264201992\n", "\n", "flatten_movie: Flatten\n", "\n", "\n", "\n", "5266445144->5264201992\n", "\n", "\n", "\n", "\n", "\n", "5266445088\n", "\n", "concatenate: Concatenate\n", "\n", "\n", "\n", "5263999832->5266445088\n", "\n", "\n", "\n", "\n", "\n", "5264201992->5266445088\n", "\n", "\n", "\n", "\n", "\n", "5266407208\n", "\n", "dense: Dense\n", "\n", "\n", "\n", "5266445088->5266407208\n", "\n", "\n", "\n", "\n", "\n", "5263915328\n", "\n", "rating: Dense\n", "\n", "\n", "\n", "5266407208->5263915328\n", "\n", "\n", "\n", "\n", "" ], "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SVG(model_to_dot(multinetwork.model['rating']).create(prog='dot', format='svg'))" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "user (InputLayer) (None, 1) 0 \n", "__________________________________________________________________________________________________\n", "movie (InputLayer) (None, 1) 0 \n", "__________________________________________________________________________________________________\n", "embed_user (Embedding) (None, 1, 2) 20000 user[0][0] \n", "__________________________________________________________________________________________________\n", "embed_movie (Embedding) (None, 1, 2) 20000 movie[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_user (Flatten) (None, 2) 0 embed_user[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_movie (Flatten) (None, 2) 0 embed_movie[0][0] \n", "__________________________________________________________________________________________________\n", "concatenate (Concatenate) (None, 4) 0 flatten_user[0][0] \n", " flatten_movie[0][0] \n", "__________________________________________________________________________________________________\n", "dense (Dense) (None, 8) 40 concatenate[0][0] \n", "__________________________________________________________________________________________________\n", "rating (Dense) (None, 1) 9 dense[0][0] \n", "==================================================================================================\n", "Total params: 40,049\n", "Trainable params: 40,049\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n" ] } ], "source": [ "print_summary(multinetwork.model['rating'])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## From Multinetwork to Multimodel\n", "\n", "We can train a specific model by using its name. Note that we must provide `numpy` feature arrays to each input, and also an array of training labels:\n", "\n", "```python\n", "multinetwork.fit([X_user, X_movie], y_rating, model='rating')\n", "```\n", "In our case, we could simply write `X_user = df[\"user_id\"].values` etc.\n", "\n", "However, we prefer different models to be fed from one data source, typically a `pandas.DataFrame`, \n", "with any details of feature pre-processing, or input ordering, taken care of by encapsulated pipelines, providing an interface of the form\n", "\n", "```python\n", "multimodel.fit(df, model='rating')\n", "```\n", "\n", "Let's work through the necessary steps - these may seem trivial for a simple problem, but save a lot of headaches when developing and deploying complex models." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define individual pipelines\n", "We start by defining a pipeline (a `scikit-learn` transformer) for each of the model inputs and labels:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "from timeserio.preprocessing import PandasValueSelector\n", "\n", "user_pipe = PandasValueSelector('user_id')\n", "item_pipe = PandasValueSelector('movie_id')\n", "rating_pipe = PandasValueSelector('rating')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Group the pipelines in a `MultiPipeline`\n", "\n", "The `MultiPipeline` object provides a container for all the pipelines, with convenience features\n", "such as easy parameter accesss. All we need is to provide a name for each pipeline:" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "from timeserio.pipeline import MultiPipeline\n", "\n", "multipipeline = MultiPipeline({\n", " 'user_pipe': user_pipe,\n", " 'movie_pipe': item_pipe,\n", " 'rating_pipe': rating_pipe,\n", "})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Connect pipelines to models\n", "To finish the plumbing exercise, we specify which pipeline connects to each input or output of each model using a *manifold*.\n", "\n", "Each key-value in the manifold has the form\n", "`model_name: (input_pipes, output_pipes)`, where `input_pipes` is either a single pipe name, or a list of pipe names (one per input). Similarly, the `output_pipe` will have one ore more pipe names, one per output of the model - we use `None` for models that we do not intend to train using supervised labels." ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "manifold = {\n", " 'user': ('user_pipe', None),\n", " 'movie': ('movie_pipe', None),\n", " 'rating': (['user_pipe', 'movie_pipe'], 'rating_pipe')\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Put it all together\n", "The `MultiModel` holds all three parts:\n", "- the `multinetwork` specifies the model architectures, and also training parameters and callbacks\n", "- the `multipipeline` specifies the feature processing pipelines\n", "- the `manifold` specifies which pipelines is plumbed to which input (or output) of which neural network model" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "from timeserio.multimodel import MultiModel\n", "\n", "multimodel = MultiModel(\n", " multinetwork=multinetwork,\n", " multipipeline=multipipeline,\n", " manifold=manifold\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fit the `MultiModel`\n", "We load one train-test split, and fitting our neural recommender system" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(80000, 20000)" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_train = get_ratings('u1.base')\n", "df_val = get_ratings('u1.test')\n", "len(df_train), len(df_val)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "from kerashistoryplot.callbacks import PlotHistory" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Note: `PlotHistory` callback is rather slow\n", "multimodel.fit(\n", " reset_weights=True,\n", " df=df_train, model='rating', validation_data=df_val,\n", " batch_size=4096, epochs=50,\n", " callbacks=[PlotHistory(batches=True, n_cols=2, figsize=(15, 8))]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `multimodel` provides all the familiar methods such as `fit`, `predict`, or `evaluate`:" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE: 0.9139011481761933, RMSE: 0.9559817718849002, MAE: 0.7554579020500183\n" ] } ], "source": [ "mse, mae = multimodel.evaluate(df_val, model=\"rating\")\n", "print(f\"MSE: {mse}, RMSE: {np.sqrt(mse)}, MAE: {mae}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cross-Validate our approach\n", "To evaluate how well recommender system performs,\n", "we perform 5-fold cross-validation and compare scores established benchmarks." ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "from sklearn.metrics import mean_absolute_error, mean_squared_error" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 5/5 [01:00<00:00, 12.28s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1min 6s, sys: 4.14 s, total: 1min 10s\n", "Wall time: 1min\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "%%time\n", "folds = [1, 2, 3, 4, 5]\n", "folds_mse = []\n", "folds_rmse = []\n", "folds_mae = []\n", "for fold in tqdm(folds, total=len(folds)):\n", " multimodel.multinetwork._init_model()\n", " df_train = get_ratings(f'u{fold}.base')\n", " df_val = get_ratings(f'u{fold}.test')\n", " multimodel.fit(\n", " df=df_train, model='rating', validation_data=df_val,\n", " batch_size=4096, epochs=50, verbose=0,\n", " reset_weights=True\n", " )\n", " y_pred = multimodel.predict(df=df_val, model='rating')\n", " mse = mean_squared_error(df_val['rating'], y_pred)\n", " mae = mean_absolute_error(df_val['rating'], y_pred)\n", " folds_mse.append(mse) \n", " folds_rmse.append(np.sqrt(mse)) \n", " folds_mae.append(mae)" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5-fold Cross-Validation results: \n", "RMSE: 0.94 ± 0.01 \n", "MAE: 0.74 ± 0.00 \n", "\n" ] } ], "source": [ "print(\n", " f\"5-fold Cross-Validation results: \\n\"\n", " f\"RMSE: {np.mean(folds_rmse):.2f} ± {np.std(folds_rmse):.2f} \\n\"\n", " f\"MAE: {np.mean(folds_mae):.2f} ± {np.std(folds_mae):.2f} \\n\"\n", ")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Benchmarks for some modern algorithms can be seen e.g. at http://surpriselib.com/ or https://www.librec.net/release/v1.3/example.html - our approach is in fact competitive with the state of the art before any tuning! By using dense embeddings, we did not use any user features such as gender or age - all we need is to learn their preference embedding as part of our end-to-end model.\n", "\n", "We are now free to experiment with embedding dimensions for users and movies, or tweak the dense layers." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Using multiple models\n", "We now use a trained `MultiModel` to inspect the embeddings. Because we defined user and movie embedders as independent models, we can simple call `.predict(..., model=...)` with different model names." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### User embeddings" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [], "source": [ "user_df = get_users()" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "embeddings = multimodel.predict(user_df, model='user')\n", "user_df['emb_0'] = embeddings[:, 0]\n", "user_df['emb_1'] = embeddings[:, 1]" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2wiPS5QgEJyeKoiRuqE3TQFMPPo62DapGWFHRqv6FFJW6RtUkwKivKTI6SUKvO/FrjgoLCwmFQgm/Tmzd1KEkwnY22+CCmLt4vDXDBQLBiUXTtMQZU007mEtNkqKLO6XDi5qmaXXO3SiqiizJtSPtANmgi0YaSFExaoygghNly4401NaQ6zV74REej0BwclLfHfcxo2mghmu+1jSOZgxMkqTovodsq0tQJEmKnrLaW/v27WPDhg2kpaXRt2/fGsdt3ryZ7777jpSUFC655BLS09MBeO+99wiFQtx22228/vrrFBUV8fDDD5OWlhY/Ni8vjzlz5mCxWOKpa6q/X1RUxBdffIEsywwZMoSOHTsC0To6e/fupU+fPixbtozvv/+eSy65hLPOOqvW5zmS8AiP5zjw+XwYjUYMhtOrFrpAcLqQ0Ki24/A8JElCrwNFldCqYtNkSap3Pqc6paWl3H777Xz99dd07tyZnTt3MnToUD7++GOsVit/+9vfmDBhAmeccQZFRUVEIhHWrl1L27ZtWbJkCatXr+btt99m+/bt6HQ6duzYwbRp0wB47bXX+MMf/kBKSgqhUAhN0zCbzVitVgBmzZrFjTfeSGpqKoqisH//fmbNmsWVV17JZ599xssvv0z79u358ccfcTqdfPnllyxbtqzWZ6hP+BNhO5vtHE84HBaiIxCcxCRMeCQpmj9N1kWf6wxHHGaLHwqYDDImvYxJr8OoP7oFoXfccQd79+5l+/btrFu3jjlz5jBz5kxyc3PZvHkzTz31FJ9//jmbN2/mhx9+AGD58uUA6PV6Vq9ejaZp7N69m7/+9a8sXLgQgF27dvHQQw/x0UcfUVhYSEFBARdddFF82CsYDHLPPffwwAMPsGvXLtasWUOPHj347rvvAKioqGDHjh2YzWb279/PU089FS9jfSj19X8ibGezFZ5gMFhvHiKBQND0JHSOR5JBZ4zO7cj6o/aAJEmq8nJkdLJ0VKKTn5/PzJkzeemll2jdujUQHfqSJImcnBw+/PBDhg4dSrdu3bjrrrvo27cvQ4cO5aqrrgKiHgVEh9ycTicZGRlxcZg+fTr9+/dnzJgxAJhMJkaOHBlPazN//nyCwSC/+93veOaZZ2jfvj0Av//97+PtS0tLY+rUqaSnpzNixAgmTZpU5+eoT3gSYTub7VBbRUVF3DUVCAQnH4f1eDSNg7P4RylOksRRTew0kDVr1qCqao15k40bN5KdnY3VamXHjh1s2rSJLl26MGzYML7//nvOP//8+L5lZWUMGDCA3r17A1FDH2PXrl3k5OTUuF4swSfAjh07AOjYsSPt2rXj3//+N9ddd12NIbOsrCzsdjsAOTk5tc5X/bx19X8ibGezFZ5AICA8HoHgJKZe4dFUiISifyUZ9MajHjprDFJTU4GogCQlJREMBvnoo4/iKWasVitms5nly5fTt2/f+HE//vgjQ4YMwePx0KNHj/h2q9VKIBDA7/fTrl075s6dSzAYjHs5oVCIQCAQ39fv9zNt2jSGDx8e9xhXrFhBt27dAI56oWl9/Z8I23ny/G9VoSjKkXdqwP4xAoEAFovluI4VCASNQ8xw1sgirYQPrsXRVIgEj2ltzommT58+dOnShfvuu4/PPvuM4cOHU1RUhMsVLQx35513snPnTqZMmcL8+fOZMWMGY8eOZeTIkVRUVNRKgBqre7Nr1y5uuukmCgsLufLKK5k2bRovv/wyf/rTnygtLSUcDnPttddiMpl45513+Oqrr/j222955JFHGDRoEOvXrweOXnjqG+pMhO08KYRHURTefPNNsrKy0Ov1DBo0qM4oixiqqvLee+/RqlUr9Ho9AwcOZNGiRcd0Tb/fL4RHIDiJqV5rRlE1ghE1uoBTNqBVN4gnWRobg8HA3LlzcTgcTJgwgW7dunHTTTfhdDoBOOecc/jyyy9ZvHgxI0aMYPz48QSDQX788UfsdjsdOnSo4VF06tQJSZLw+Xy0aNGCefPmoaoqY8eO5aWXXuKBBx6gb9++hEIhUlJS+OmnnwiHw4wbN46RI0eydOlSPv30UwYMGIDVasVmsx3V56hPeBJiO7WTgMcff1zT6/Xao48+qk2fPl0bMWKEZrVatW3bttW5/9NPP63pdDrt4Ycf1qZPn66NGjVKM5lM2oYNG476mhdccIE2aNCgRH0EgUCQYDZu3KgpiqKFI4pWEQzHH/5gRFOUiKYFK6KPkF/TlIimqYqmqWriG6KqDT73iBEjtIceeqiOU9c+p6qqtbbv3bu31ra6jj3SecLhsOZ2u4+qzRs3bqzzGomwnU3u8ezfv58XX3yR119/nb///e9cc801fPnll7Rt25ZXXnml1v6FhYX87W9/45VXXuGll17immuu4X//+x/dunXjpZdeOqZrnyqZbwWC5kzkkOwBWiyoAKrCo43R4bdwABKZC1rTQFVBCUaH86oP8R0D69evZ968eTUCCGLUuxD1kO2tWrWqte1IEX91nUev1yckMXJDbWeTBxfMnTuX5ORkxo8fH98myzKjRo3i448/rrX/vHnzMJlM3HnnnfFtkiQxevRoJk+eXGv/TZs2sXnz5ng515SUFAYOHHjSZpkVCAQ1kSVq50eTJDCYo+JQY86HBAauVUuzA6BFQFOOmG5n9erV3HjjjbRr1w6DwcC8efM4++yzGT58eKIa1mgcriR4Q2hy4VmxYgXdu3evVV41Ozub3NzcWuOMK1asoEuXLrXC+bKzs8nLyyMSiaDXH/xY06ZNY8KECTX2FaIjEJwayLKMXtJQNRW16ndr1FUl45TkKjGoEh1JQpMO/r4bnCtNrSNw6SjS7XTr1o0//vGPbN++HZPJxM0338zVV199Si5YP9T+JoomFx5FUWqJDhx05Q790Ifbv65Oqi/qTZKk446IEwgEjYOmaciShFF/0MOoISiSLuqBoKFJMqoGYSUqRHpZQic3QHyO8wbVbDbXGJE53UiE7Wxy4cnIyGDVqlW1thcVFZGVlVXn/iUlJXXun5mZWSu3UNeuXRk5ciSKohAMBikrK4unW1fVkycEUyAQ1E+9GQMkiWhwroaqQTBy8DcdUjRMkg7d8d6wy3pQI/Vc8/RHkqQ6b+YTYTubXHg6derEpEmTqKioqBHmt2TJEvr371/n/tu3b8fj8dSYJKtv/7FjxzJ27Nha24XwCASNQ1hRKfIGmb0uj8qQwtV9skl3mLAa6zY/EUUlokZDCOLDZvUZ+6p1PJqkI6LVTmhZVwmDoyYeuBCq+boRsh+cDNTXZ4mwnU0e1jV8+HBCoRBTp06Nb1u3bh3ffPMNF1xwQa39L7/8ciRJYsqUKfFtmzZtYvbs2XXuXx96vT6eZkIgEJw48tyVXPzKTzw3ZzOT5m9j6Ms/sSnfW+e+pRVB9pb52VoQfT9aiK2ektPxwIJo+py67GR9JQyOCkmKJhY1mKOPWFBBM/F4oO758ETYzib3eFJTU/njH//Ivffey7Jly0hPT+df//oXHTp04NZbbwVgz549vP7667zwwgskJSXx+OOP8+CDD7J69WqysrJ47bXXaNWq1TGNqwrhEQhOPJUhhX9+t52K0ME5gS4tHbSQPajbf0EO+yD7bLC6QG9mV3EFEVXDYtBRVd0GVdPQkJBiRjBu+LV4YIGkKuj1BkBCkqgqUV1/SeqjppHyu52MxDybQ6cvEmE7m9zjAXj++eeZNm0aGzZsYM6cOTz44IMsWbIkHrn25JNPMnHiRHJzcwGYMGECX3zxBVu3bmXWrFnce++9LF++/JgKEwnhEQhOPKGIyr4yf/x1usPEeyMzyf70EuQPr4FPb4Z/9oZ9q0BV+Glr0cGqnxJIaJh0EpIaASWIplaLYqueILSaGKmqhl6WMBui0W8iivX4iM3xHMpp4fHAwXU4o0ePrvP9d999lwceeIA2bdrEt40cOZKRI0ce9zUNBgPhcPjIOwoEguMmyaLn6j7ZLNtVCsAd/dJxLX4WfAUHd4oE4Yu74c7v6Z6VTDiigglkSUbVNHRqJCo8gIQaXUujMx2cc1EDqDojIUVD1bRouLUUXXgqAbIsNVOfpWHUN0SZCNt5Ung8R8JkMtUZONAQzGZzPKOrQCA4fhRFpbA8wLKdJfywuZADnkr8wSqhkCQu7d6Cuwa143cXnsEVfdpRdtbviHQ55KbRsw8iAfrmODHoZaxGPZIsoakqknZI6K6qcjBDQdVCUqIiZdBF/wYjKmElmtstGD64BqixmTx5Mp999lmNbcuWLePmm28+6ZdzSJJUZxBBImznKSE8JwKTyVSjzoVAIDh2FFVjc4GXS179mevfWsrzX2/isc9/5YctBfgC0btil83I3UPOIM8T4KJJC7n8UzdftX0c7+CnDp7InAJ6E+kOE31znGQmmaoN9Rwmog2qJvyje8mSVGeKnUh9AQonEI/Hw0MPPcRf//rXGtsnTZrEhx9+yI8//tio7TlW6oteS4TtbLbCYzQaCYVCTd0MgeCUpqQiyK3vryDdbuLjuwZy9/nt6dEqGZ2so7wyKjyhiMr7i3bx+er9RFSNYl+IB7/cSUG7q8ESzdjMpc+CJVo2wGzQ4TAbooZP09DkQ2YEdHpQItHcbGo0qk0CjHq5XnGp5fFoGpqqoCkhNFU5IWUVFi5cSCgUYtOmTbjd7qrLaixZsgSIRu+ezNQnPImwnSfFHE9TYLVaqaysbOpmCASnNMW+EGjw4rU9+e3UX9jvPvib6tUqmXfH90MDvtlQUOvYn3NDnDHkcdQ256Jz5kQLulVDr9OhKgqaZAK9uarwm4SkqVHBgagAyXokSa5aRlo31YPbtFhdHySQ9EiagqaqoDMmND1M9YXxa9as4YILLmDbtm3k5uYiSRJbtmxJ2LVOBDqdrk7hSYTtbLYeT6zzxCJSgeD4UVWNmwbmMPnHHTVEx6iT6ZxhJuTJx6wF6JBRuwZMVpqTZ4sGc+0X5ewP1BSdiKKiEa29pWhE6+/IOiQlFF27U51qi0wlCXSHZnEGvlqXz6AXfqDdY19x3gvf8/nq/QQiKoGISkiV0WQDCc1sTVRs+vXrh8lkYvXq1QDMmTMHg8HAqFGj2Lx5c0Kvl2jqm+NJhO1s1sIDiAADgaABZCSZGN3DyRPnO/nhns6MOysDi0HHl7d1ZkLK12R9ehmOaaN54uI2pNoOisv5HdOQJHh30S5+yXXz4tzNVFQFJGiahi8YIaxEhU1VNYLhqBAh1c5OUH1Bp1SV182ok9FJEnpZZu76Azzxxa/sd1eiAXnuAH+ZsZ7Za/MAUDSNkBJdK5SoeSBVVVm4cCGDBg2ib9++rFy5EoDZs2dz8cUXM2jQIDZt2pSQa50odDpdnQEQibCdzXaozeFwAOD1emtluhYIBEdHqiGMlDcXedYDIOv40/B3uahTVzquexnDug+jO3nzaT3rRr6++z/sD1qwGnWszytn0rwtPHt1Dzpm2Mn3VBKKKNhMeipDCsW+IJokoagKSLHhMaLzOxDNoXZoCptqno9eJ6GTo69f+nYrleGad+eBsMqk+dsY3iuaD1LVtOh6VOlgYtKGsHbtWoqKihgyZAgAn3zyCQcOHOCHH37g3XffpVWrVhQWFpKbm0tOTk6DrnWiqG8dTyJsZ7P1eOx2OwA+n6+JWyIQnLroQr6o6GgqKGGS597PoFYmDOs/qbGfvH85Ge8NoI8rjNNm5N0FO3l+VE+mr97P9W8tZeryvQSqxCE2XKZJMkpEice0xUsh6AwHU9jIVR6QqkZzqkWCUVGqSm4pSRJ57rrnIw54at6xq1o0+i0UUasyHxy/9zNv3jwABg8ezAUXXEB+fj7PPPMMsiwzcuRIevfuDcDixYuP+xonmvqCCxJhO5ut8MRqmosAA4GgAUhSNItzDF1VzZm6sjqHfKCppNpMvHnz2fxj/jZW55YBsHxXKU/P2og3EMZi1NMi2YIkyVGPBwld1fxN/JqSDFI0ik2LFWyLRadFQtFFplVkpVjqbHqLZHON17IkoajRNT+hiNKgGZ8FCxbQvXt3XC4XQ4YMQZZl/v3vfzN06FCcTidpaWm0a9fupA6prk94EmE7m63wWCzRL6MQHoHg2FACPsrcbirchdE5l+s/iq7DsaaiXDeVSsyQ3bf1xxbZAAAgAElEQVT2gZ0uB4MFnSxh0stsyC+v8fb6PA+VYQW3P4QkgctmQtM09LrovE31iDNNi879hBW1akHpoY2MxIfe/nRpZyyGmnNDZoPM74d1jL/WyVJVTriq89OwVDvr1q2jZ8+eACQnJ9OvXz80TWPUqFHxffr378+333573Nc40dQXXJAI29ls53iE8AgER0HAA/5SKNoE6d2o1Dv4ZHUBMzeUkZ1s4A+DM8lJ64L+vmUgSeisLpJ1Brj2A9SfX6a403UoZhcm335cbXuCOVrKxGHWc2n3TD5cmhu/1IMXdWDdXg9Tl+fy0LCOmNQwdp1aZyVRDQhGot6QXl9HSpxq+1/dJxuAid9sIc9dScsUM38Y1okre2aBFC0YJ0vR9UY1TtGARDuhUIjBgwfHX99xxx243W5uvPHG+LZLL72UTz/9tFaJl5OF+sKphfA0gFjtn4qKiiZuiUBwkhKqgF8+gm8ej2+SLnmRvaVn8cteN5sOyCze6WbmbZ1plSKDIyO+X6mhBXv6PM3vPv6FPPcuzuuQxos5SbSset9i1PP7YZ1w2Yws2FrMRV0yGNQxnYsn/cwZ6dHfpirJRCJ1L1TU4t6JhoaMJsnR9T0xZEMt8YkJUM3jo3NHiqrVGFrTyRINiS/YuHFjDTG56667uOuuu2rsM378ePr27XtSig5EhaeuZKCJsJ3NVnhimay93rrrgggEzQFF1SjyBlmwrYhUm5GerVNIs1eVlg+WU1legv/yN7EXrsT061TMP/yVO8YvZ0TXJFoZ/WhqGEkXnYiP2ekib5CtBV4enraGa89uzdAuGRT7Qrj9YUx6GZctev5Uu4nfXtiR285th92sZ19ZJb5gpFoV0WhU22GS5gAQimgY9UakaEA0kiQf4YiqNT/VXutkMEs61KqgBFlqQMlswOl0HnEfWZbp1avXcV/jRKPX6+sMp06E7Wy2wiM8HoEAirwBLn11AZ6q9Db92zr5981n4bKZyAs7eNVzOes2+Tm3zVjuvfluMr65nxbmCNnTr4fSndGT2NKJjPuS/SEbSVYD320qoF2ajXuGnEGeO8DoyYtRq2rj/OHiTowbmEOyJbqmx6iXMVZlLLAaJFo5LVzTJ5tWTgt+PwS9Wp0SEhUOCa3qXzASDYE26XXHVagttvhUFnms49S3jicRtrPZBhfEQgKF8AiaE2FFpdAboMgbQFFUvl5/IC46AMt3l+ENRCjyBrju7eVMW13A5gNe3lt2gLtnFlFyxdvoZv32oOgAVBSh/3QsJYX7+fucLRwoD+ALReiY6eDtBTuJ5exUVI2J32yhyHvI8JmmgTsX5/aZ/Pf2fuwrq6TIG0KNLuCJZjA4ZKJfAkwGuWp+RkIv1w5AEDSMmPAcGmSRCNvZbIUnJSUFWZYpLCxs6qYIBI1CWUWIKUt2M/yfCxnxr0V8u7EAm6n2oIdBlin0BtlXVnPyeM1eN35jKuxZVPvk7lyyrApzfs3nws4ZLNpWzMrdpXW24+etRTU3+ArgnWGUmzK4+7+r+eKX/QQjCp6AQqSe0gHR4TAJg07GqJcx6OQGL/oU1ESSpDq9nkTYzmYrPHq9nrS0NCE8gmbD8l2l/N/sTRR6gxwoD3Df1NUMbO/ijHR7fJ8xZ7VClusvGS3LEhjqWa2uM+INRnh7wU5uPbctLQ9ZJxOjTeohx2//DnwF+O05bCv0VUWrgYaEqqiHHfyKCZDwdE4Mer2+VtG3RNjOZis8EHUZRXCB4HTCH4pQUB5gw34P+8r8uP3RYS1fMMInK/bW2FfTYOG2Yt6/7Wy+f3gIP//pQs7tkMpfZ27AaTXSpYWjxv4XdEonGFEI9b291nXVTpdjsDg4u42TOb/mYzLIXNg5g+xDFm+2SbXSs1VKzYPz1gBgkDV0skRY0QgrWnwtTfXAhaNG06KLSU9AuYPmRH0BBg21nc02uACik2RijkdwulBeGWbW2jyemb0xHhk2tn8rHhzaiYiq8fthHfGHIvEy1DcNyMGol7nyHwvxBiN0belg4rW9eGHvZiRgyh39+XT5XlbuKWNI53TOaZ/K9W8t561rb6OrMQnzL+9AJESgx/Xk9fgN49/dwL/G9uG9RbuxGPSomsaHd/TnkxV7+XW/hwHtXIw5uzWqpuH2h0ixViUNbT8YVryFY+t07j/vEv65II/yyjCpdiM6fXSox2AwHH1HaGrVAtIqg6kzRBe6Cq/omNHr9fWGVItw6uPEZrPh9/ubuhkCQUIo9AZ58sv18dd6WeLas3K457+rWLvPQ7rdxD/G9mbCzA1sK/Rxfb/WXPPGYpSq2f9N+V5enb+VGwfkoGmQmWTmNxecQSCiEAyrnPf378lIMrO8QMLW/V4s3W7FXV7Ol5u8fPzeFvwhhUU7Snj26u6EIgqmsJtszceDA5II6rOYt7mUCyb+SEhROfeMVF6+rhctky3QeiCkdcK+6O/cfkkLht81GIfListuIXd38bGl39e0qpQ51Y6JhKK1fqRmbe6Oi8NFtjXEdjbroTaHwyGG2gSnDTPW7K/xelDHNBZsK2LtPg8Apf4QC7cV8/Yt0aE1m0lPjqvmfMuavW6u7pNNnqeSfWV+KoIR7CYDEVWlfzsXk67vxc/birj1/ZW8s7wIn97FR6sK8IcUxvZJY3wPIzbPVlIixTiK1mIMe7HuW4Bz99eM7iAxrn80G/TiHSXcPWUVJb4g2DPg1tkw5DFStkzDZdVT6lfYXuRDBRRFrV1BtF60uofXlLAYdjsO6hOehtrOZi08ycnJeDyepm6GQJAQDs1HZjPq8QaiwyQmvcxbN5+FyaDjujeXcPErP/PnL9bz7NU9uPLMlvFj+rV18dnKfVzzxmJufHsZJYX7UfN/Ja10De+Obs2nS3ewaHsJeZ4A/1myhzm/5nNt31b0zXHyyJl+7FMupjx3AwciNjY7BrDT0J559Cc3pT/Blf/lifMcpDuiC0h/3e+Jtw97Jgz+A2XXfMKDs/NYnetGUTUkWUZRVcJHKz6JreWWEMLhMH6/P2G1fhqT+hKFNtR2NmvhSUpKEsIjOG0Y0SurRjTagm1FjOjZEodJz/0XduDr9QeYNG8rBeVBIqrGkp0l3Pb+Cm47ry0ZDhNnt3Fy9/ntmboslxSrgU9uaEP7r65HfnMQug8uw/BGPx7vVckFHQ+uyp+/qYBLurfg1RGtcG74D0U3/8QPunP58+xtXPGvRYx8fSmeiIE3V1ewuuUNyOs+5jcDD6bWiRV/A0BnwK/qWbSjJB7ZJklRw6dp8Zyfh0ei7qQFsq6eN04MM2fOpEePHmRlZWE0GrHZbDidTkaMGMHGjRsbrR0NpT7haajtbNbC43Q6cbvdTd0MgSAhpNqNvH9rPzKToh5FMKKS76lk3u8HcVXPTKav3lfrmJCi8t6i3Xx5/3mMObsVv/90DRlJJn5zbkvSl78ARVuq7ezDOes2Hjv/oHC0T7PRMcNOUDKz9uy/8+TcfXy8Yi/927r48M4ByLLEI/9bx+i+rZgwL4/SjHM4r010eM9q1MW9nxj+UFSIAuGDaXM0NRpSrR2VOyOBzlRTYyQ5WrqhEYMLtm7dyvbt27n11lt58803mTJlChMmTCA5OZmCgoJGa0dDkWW5Tk+tobazWc+22e12/H4/qqoiy81agwWnEJ7KEMGwikEn46xWTtpq1HPeGal8/eBgwhENWQIViHjyKfWG4xkEDmXtXjcRVWXpjlImXd+bLQe8DD9Dh+Gdb2rvXFGMyxAEIM1u5OmruvLJilzap9t58JM18d1W7C5jYHsXz4zszoOfrGHpzhJS7UZUh5Msm4WsFDOPXNqFJEvNaLVkiwG7SY8vWLV2JJaaX+LoFohKEiCD3szBJG9So0e06XQ6kpKSeO655xr1uolGkqR6w6kbYjubtfDEChoFAgFR/lpwSrDfXckT09exbFcp3bOSefHanrRLtUUXdgIl/hBrc8tomWIlxWrAWxlm8dYKLuqSWutcFoMOgz6aH80fijD6rGyue3MJYUUjdXQbLk7KgsqymgdJEs6kJL596HwcegVJho4ZDiZ+u6XW+ZfuLOW+CzrgtBqQJOjWMgkJlTeWu/n07nNw2gyYD5mXSrYaeH7UmSzYFs1uEM1QHUEvH0ORAqlqvK0Jo6dVVT0tFrXW5/E01HY2a+GpnnNICI/gZKfEF+TuKSvZkBctoLZqTxk3vb2UGb8dhKpplFdGsBp1rM518/ZHv6CTJa7tm83os1oh6SXOauNk1Z4yzki38cJlLckxV0LYjyMjh03uSl77YRcmvQ6jTmNlkY5B5/8Zy2dja7RBO/M6IpKBDjv/g/ztk+y7bTXpjhT2lNQdWruruIKWyRbOPSMNl0VGinhYujuXW86TsJtqr80x6XVc2DmD/u1caJpGyB9EUSINz06wbhp89wx49kFyKxj6FPS87vjPdwQURcHv9/PAAw+wfv16QqEQycnJjBs3jrFjxx75BCcJ9RWDa6jtbNbCk5oavQssKioiPT29iVsjEBweWQ3x3MUZlFW6eGlRKev3l3N1n2xmrt3P83M2o2qQbjcxeVxffthSxIShmbS3VmKQ8gmoTv5vZHfeXrCTR8+x02LmWCjeFj2xyUHvMf/lzWs6YQ6V4LW1ZeavRSwMdWTwuNmYF78EgXLoOhypZW8s7q2wZQ4A1pJfKTefQ+dMB1sKaofXdm7h4LHLO5OlLyf9i1tBCfHBBU+jk4JA3SWp7WY9dnPUNHkI4fP5Gi46sx6AcFXuOc/e6Gs4YeITiUTw+XzMmDGDvn37YjKZKC0tpbi4+IRc70RRn8fTUNsphAcoKys7wp4CQdNSVl6BPxAk1WaglbKX/16dzUebUrirXxKe0iKG39eVT9a5+efCfP790w7eHdOOFt/cgy43mtBT7TqSyKDneeKilqR/dedB0QEIepE/uYHkW+fgzv2Vx7ZWMn9z1EB2znTwf5e8TF9jLvrlk+H7ZyGjKwz6PexZhOuHxzhr3Lc8eWVXbv9gBZFqE0nDe7akrctC6o+PYlgzJb49+bPRaPcugqRDUufUQX0r54+J7545KDoxwpXR7SdQeNq0acPu3btPyPkbi/qi2hpqO5u18MTcRZ/P18QtEQjqJ99TyQMfr2XF7uiP/MzsZN4Yk8o9Ob9geH0YGZEAyHruGfwkqZcMZfaWClzhgrjoAMibZuAY9CTBoAF2L6h9kUgAijcTajOE+TMPhvtuKfBy88fbWHB7FhnF2yi+4WvchnQsyRnYL/o7yT88gWvGLfQeM41vHxrMB0v2UFoR4sIuGSSbDZgLVtcQHQA0DWnxv2D4P8Bg4nDUt4DxmPDUjuY77PYEEIlE0OtPffNan/A01HY2OJQrHA7zl7/8hfLy8oaeqtFxOKJJEEX2AsHJSmlFkN9O/SUuOhBdeHnb1E14IvqoYACoEaw/Pc0N3SyMHZBDKFLbWBtlKTqZL+tqvQeAxYmkRjDqDpqFS7tn8sZNfVGScii6cS7jvwkz7K3NnDfxZ/4bGYrvN2vhgsdImnoVcmUxFcEILpuRdxbs5OnZGwhX1mMXQj7gyIJSn+E7JpJbHdv2BBCJRNDp6unnUwhJkuocamuo7TysJG/dupX58+djNBoJh8PY7XYyMjLIzMzE5XIhSRJbtmzh2Wef5aqrrqJfv37H1YimwuVyAZxy466C5oM/pLBqT+3hjO2FPnz2rqRJUo2Vlf4dixjY/QZ251dyZnY/5P0rAFA6XsbGMhlZD306D0faNKPmCS1OyOiObdkH/HbQ1bzy0z4evawzFqOex6f/iqcyzKg+2fz5ym7c9sFyAmGVSfO3M7rPEOz7fwGri2K/yuerD6btkSQIurpGyyiEDwk+6HdX/eUVqpEQ4Rn6VM05HgCDJbr9BKEoymktPA21nYcVnl27dnH//fcjyzIGg4FgMHhcFzlZiU2KFRUVHWFPgeDEUOILUuYPo6gaqXYjafaaQ0+HW61f17qcUEoHvv71AHaTEedl79JSdhNSJVaVGLnv0x3odRIrfvc8hnAFbJ8fPcjVHoa/CsFyrMte5ZZL23PFPYMpxcF1by6Nn/vjFXvR6WRG923FR8tyUVQNLVgOPa6Blj1pne7CpJfjmbE1DZ7/qZB/3vwlus9vjw5tGSww+I/Q4syj6p/6DN8xEZvHacSoNuDYMmqfpNTX/w21nYcVnksvvZQHHniAt956izVr1tC2bVtKS0spKSmJu1gGg4F+/fqdkjHrRqMRu91OaWndlRIFghNJsS/I3f9dyeo90RXgZ6Tb+fDO/kB0MWiyxYDFoKNLCwebD9Qc0mjltODQhWsok5IziF1qBr/klnF5jxakpqbw4WqFf32/nYqQwlVnZjColZ6NRSF6nvNbpGFPR1f1h/2w8n0igx5GPvN6HMVrMHYaxrs/1kw6CvDN+gM8PbI7Hy3L5ereLbFqFRD0QcvepKgB3r+hIw98uYtiX4gUq4GruzsJOzPR3fV91OPQmcCSEhWgoyAhwgNRkTnBQlOde+65h8svv7zRrtfYNNR2HnH266WXXqKiooKCggI6d+5My5YtadnyYFJBRVG45ppraNXqxI2XnkjsdrsILhA0CQu2FcVFB2BHkY//LtnDnhI/YUXl79f04IDHz3PXnMnDn61lV3G0/klWspn3r2tPajgX9davqdz+M5Xpvck1tufuabt5btSZtEox8+K8HTjMBqbc0Z8WOi/Wte9jXT8fJTkHLnwCbd9KpAUT0Vr0Qrv0OXzGTIIXTsQf1ggGobWz9u8iI8lEW5eFz2/tStvwDlLeuxLUCIz4J6YzLqL/mseZc/2jBPRJmJQKnCufw9juGXC2Oa4+SpjwNDLt27enffv2Td2ME0pDbOcRhcdgMPDOO+/U+75Op2P69OkAzJs3j6SkJAYMGHBcjWkKjEYjoVCoqZshaIb8uq9mkkW9LLGj0MfvL+7EDW8vpbgixFsLdtO5RRLPXt2DFnYdVJaRFCogdd7tyHmrUC97kT1d7uLdxXuZvW4HtwxsQwuHiateXxw/70U5Mmk/3QEH1gGgy18L2+bCLTMhEkDaPAsp4MY6+gNe+D6P6b/s56nh3RjVuwXvL95DkTc6xC5L8OeLc+jqX4k05wEor+YRzbwfHliH3uQg46OhB7e3HgBG24nrREGT0RDbmdB4v9dff5127dqdUsJjNpsJBAJN3QxBM+SqXlm8t2g33bOSeOTSzpgMOjIdJiRJYub950VLGPRrzbq9bkx6mZY7/4d1/mNRD0NnpHTMF6wMtmLu4r30a+vij5d2RpbgvL//EL+Gy2aklVwWFx0gGtVmSoKV70GPa2HpG7BnIbIW4XdDOzD9l/089/Umrm3bnq9uact3O/2UVKoM75JMRnAn0oKJNUUHQFWgaBNcORGyesO2byDnXOh/J9jSGqlHBY1JQ2xnQoXHaDQeeaeTDCE8gsbGGwjjC0RIc5iY+dtzUTW478PV5Hmi38OnhndlQPtUXvxmC4XeIEM6pRNRNbQuV1DQ4WoiOjM6SeONH3cyZXl0Iej01fvp19bJM1f1YPy5bXl34S4gmnRTV3Egfu2KAQ/h6TGefE+QbJedZPcGLEvfgJxz0BWsIzkisfZPZzFpUQkVkoWMX//F2M6XRUtHr/oXSsfL0RxZdadBs2eANRUG3g99b4l6OrpTf4JdUDcnjfAAp1yWZzHUJmg0/CWUBiUmfreHaavzUVSNV6/vxex1+eR5AmQmmfjNuS24oqOZZ+Zv5esNRSiqxvJdpQzqkMqLo3vx1683kGSCB4d1YurKvBqnX7G7DG8wwpVntuTDpXsIRlQCYYXktr1Bkgn2GMs85w384Y1NqBoYdBLvjO3GoMGPoOt8CdL/bsfmzkU9cwx/GvY3UENojhZIsx4CWYd21u1Ibc+DtDNg08yo59TnZug6Aoz2aDE3AJ0uGkCQAE7F+Z3TCU3T6g0ca4jtTKhKBAIBTKbDr0Q+2UhISg6B4Ej4S2H5OyzZksfHK/NQqmKhJUli/f5yLu/q4qsbW3BLwUQyZtzE8y0X8NUdXbCboveGC7eXUOgL8psBTp7J+BFDZVGN9DQxVE1jb6mfjKqaPL87Nx152zdw6XO4+9zLn7/OjYdhhxWNR2fuoLT7eFjwSnz4TP71M2Q1gH7xq3hVE/mjPif/6s/wWrKQN81A0lvgzu9h/FdRj+aTG+HdYfDlfeDOTXjXnYoRs6cLmqbV60w0xHYmVHiCweBxD7dt2LCBMWPG0LdvX+655x727Tt8OouioiImTJjAtddeyyOPPHLcOZESkpJDIDgCank+YV8x3+wK19i+Kb+cQR3TePqiNNI+Goa86UvIW43j56c5Y8UEnrzoYARpWUWQLoWzsf38f1hKNjKsa0aNc52RbiPDYaJ3TgqXdmtBiyQz57dzIM99BEq2oyTl4AvWNBSF3gAeycG07McpuG05anY0nFtSFUqzL+LFooGcN3kr503ewr/2d8Td+hIw2aNpdzZ+CUsnQ6giGta94zuYMhJ8hQnrt8PdcQtOPIfzOBtiOxMqPIdTx8Mxa9YsevXqRV5eHldccQWLFy+mV69e7Nmzp879lyxZQvfu3XnvvfcwGo1MnTqVnj17snfv3mO+tk6na/jKaIEACCsqhd4A+0r9FJQHCFUtpPRUBPHtWoGhdBv9W9Zczf7Jir38YVgnkjd9XCuRpWHLTIa0ja7uN+gkOqbbsK6YDEDEmsF9F3TgvgvOoG9OCjcNyOHlMb1Yv99DMj7uPbcFL4w+E4fFGF0guuIdzLvn06+ts8Y1Lu6WydcbCnlkzl4ue38nBZe/Fc0ooDOw19SBD1cewKTX8bdrzmRo92x2hJIo9FRAj1Gw+j+1O6F0J3gP1N5+nAjhaVoO1/8NsZ0JFZ7j+YKEQiHuuecebrnlFhYsWMCzzz7LqlWryMjIYOLEiXUeM2nSJK644go2b97M1KlTWbduHcFgkE8++aShH0EgOC48lWFmrc3jslcXMOjFH7hk0s98tnIv5ZUhthd4CDo7w64fuawNnN3moPHPcJiQZTBGKmqfVNOQUNDJEn8Z3g2bFIznWaswuLj+rSXklvq5uFsmiqpx0zvLmLZyH17NzNJcHyFFY3/IjnL1m2By4Prpz7x+RTrj+mfTtaWD285ry52D2/POgmggQpk/zNS15USueQdVgz2e6N3sMyO78/PWIm54aymj/72MER/uJS9ogrbn1d0ZoTo+y3EihKdpOVH9n9DgguPxdhYvXsyBAweYMGFC/Hij0cjNN9/MP/7xD1577bVax0ybNq3G64qKCkKhUDxVd3U2bdrE5s2bkWUZk8lESkoKVquV1q1b43Q6UVX1tMgiK2hadhb5+MO0tfHXnsowT365njOzHOwpLCVodeHqcBnJmz7m1eueIN8bRlU1WjtNpAT2Ee59M8bl/6550qy+6Ew2Pr/3HD5fvZ9X8j08NeB3GL59FJOsoWkwe10+s9flxw9p7bKS743gDcHMdbmc1cLATmcK59+1DHuomAzNy5Md9lDeqx1zC6zc/O4yAuGDd60FlRBqcz7W7/7C2ec9jcu2n6wUC1+vP+jFFJQHeXvxPp7oexeGLXNrttlgBVe7hPXr6ZLz7FTlcMLTENuZUIvrcrmOuSELFy6kffv25OTk1Njevn17CgsL8fv9h61wV1payrhx43A6nYwcObLW+9OmTWPChAm1tuv1esLhMIqinHIBEYKTi4pghMk/7ajzvVfmb+fZqzrz11lbyBrxNh8s2s31IY1x7yzDoJP45eG+FBpasmLXPi4c+R+Sf/oLePahdLwU7fKXeGtROR8sXkdE1ZAkGDLmAs6+/A3s+Yu545zevLno4Hoaq1HHree24YCnko72IJd23o5r62dEPC7cqfezyJ9CV5eGo+xnTM4udMp01BAdgHED2+BXDSzNvpvuSoDP7x3A9sLa1UX3ecKEW56FIfUMKKn67AYr3PAxmBMT0QZR43aqRcqeThyu/xtiO49ZeEpKSnj77bfZsGEDSUlJjB07lkGDBgHw0UcfHXMDfD4fycnJtbbHxCYYDNYrPD///DPjxo0jGAwyZ86cOj2e+ia/YndR4o5K0FAUVcMbqDu6x10ZRpZ1TBjZgxGvLSTVZmRA+zQmj+uLqmls8ehYuLOAdfsqmB5owf1Dp5FqM7K+MER/XGQ7w/zjhj7sK/MzbeVe7py2g/uGnMWdZydze2c73Vun8/X6A6Q7TIzqk836PA/ZphA9N72Mcf3HQPRHnrbxc3pcP4P9Wk+mhq8gp9hG9ywTk67vxZTFe9DJEvcOaU9Li8ruYh+3f7YL2EX3rCTeuaUvKVYDbv/BwIjbzm2DNckJt82NBhOEfOBsC2bnEWvsHAtCeJqWw9nHhtjOYxKeVatWMWzYMNLT0xk8eDC7du3i/PPP59FHH+X5558/4vH/+c9/KC4uprKyklAoxO23305qamqdVexKS0sxGo3xug/V0TSNF198kSeeeIJRo0bxxhtv1Ft+tWvXrowcORJFUQgGg5SVleHz+SgpKQHEF1vQcKxGHcPPbMmSHSX0a+ukR3YyWw54WbKzhHEDcjjgDZFkMTL1zgFIksTbP+/AatRz/4UduHjSz/Rv6+KJK7tw49vLuP6jEmxGHe/f1o98T4BZa/PJLa2gY4aDxy7vyt5SP/3budjsCfHfpVu5qldL2qXZOFAe4KFP1zDljgGY/Xlx0YmjqTgX/BV15Ee8Mn8b/7m9H/6QgixJvH5jLzQNtEiQygoPrZJTmTimJ5vyyvnil/1MmLmRGfedy+s/7KDAG+SOQW3pkV3l1dgzoo8ThLgxbFoOZx8bYjuPSXgeffRRzjnnHGbOnBkfUvviiy8YNWoU48ePp0uXLvUeq6oqS5cupaKiAr1ej8PhQFEUcnJy2LdvH16vt4bI/PLLL/Tu3bvOobsZM2bw2GOP8dprr3H//fcfts1jx45l7Nix9aKSRfoAACAASURBVL4fDodPi/TlgqajPBChU6aDKbf3Z0+Jn4Xbi7m8RwueGt4Ng07mT/9by+pcN3aTnpev68VDwzoRUTWKfUHapVm5Z0h7nvtqEy9f1wuTXke63YiqRb2lJ6/syqo9Zbw6fyt3TVnJP2/oRY7By7St5VzRwczgVC/DksoJO7Jx0wFvMII14K67oWV7MRmNTLq+N+l2E3aznrbJSZSWFnHzp7vYVxaNquubk8IzI3uwek8ZH945gEBIwWUz8czVPQgrKg5z4/1eTuUbQ03T+OGHH9i8eTO9e/fmnHPOqTFfUlpayqpVq7BYLAwcOLCGrcvPz2fGjBkYjUYuvPBC2rVL3LzZsXA44W+I7Twm4Vm6dCmTJ0+u0UHXXHMNrVu3Zvbs2YcVHlmWmTx5cq3tLpcLTdOYPn0648ePB6LBAv/73/8YM2ZMneeaMmUKF1544RFF52gQwiNoKHoZNh8oJ6JqPD0rWjb6mw0HePjijhT5gqzOjQrBxGt7MntdHvf8NxoMcFWvLF4Y3Ysnv/iVQETh0f+to8AbZOqdA3j9x+38vDVaZOuKM1vw+o19ue2DFTw9axMDb8rkhh4pGH98FuPcTwEwWJwYb53Ldm8qWc5M0JsPVicFMDkovmkuH60s5bNV+zDoZG45pw1Xds/gwdn746IDsDrXzX+W7MZu0nP7ByuY9btBOCz/z955R0dVrX34mZrpyaQXQjotQCghoTdBkCIiShUFpIkFFFER5Ir303uxK4qKCohclKKCVKWD9JoQCCW0NNInbSaTaef7Y0gghqBAIETyrMVa5OTMPnvOZN7f2e9+i/M7opDd3dVHbY1qS05OZsCAAZw4cYIGDRqQmJjISy+9xHvvvYfFYmHy5MksWrSIkJAQMjMzCQ8P5+effyYgIIAff/yRMWPG4Ovri9lsJisriy1bttClS5e7/j7ulPDc1KNEZGQkR48erXBMEATsdvsNAwBuhF6vZ/To0bzwwgt89NFHrF69mg4dOpCfn89zzz0HON/g77//Xp7MdPHiRYqKipgwYQKDBw+mX79+DB8+nLi4uBtd6rrYbLY64anjprHaHaQZSpi/8xx7z+XSvZE3vx6rWMJm1bHLNPJ17l/W0yuRS8WsibsagfZrXDpFZitvDYhkaJv6zOjbhFWT2rPvQl656ACsP55BqqGEVvX15BotmCRaVCUZyE+vAsmVhO0SA+LfXiM5PZ1ko4zS3u+DRxj4RIJIREH3OfxrewEfbT5LqqGECzlGZq85yZe7LhIbUnlvdGtiFjEh7mQWlpJmKKn0+7tFbXW1DR06FLPZzJkzZ0hISCA6Oro8y3/27NmsXr2a/fv3c/LkSU6fPs2BAwfYv38/RUVFTJo0iVmzZnH+/HkOHz5McHAw27Zt+4sr3hludP9vx3becMVz+vRpjhw5gkKhQCKR0LZtWz7//HNatmyJh4cHgiBw4cIF0tPTb6vt9WeffUZQUBAzZ87EZDLRsWNHtmzZQnh4OAAzZszgvffe49ixY0RFRfHoo4+yatUqUlJS0Gq1+Pj4cPnyZY4cOUJUVNRNXbukpASFQnHLc6/j/iSnuJQHP9qB0WKnVX03PhwSRWM/HUdTrrq5mvhpSclzRoT1auJLRmHlgopJWcWsOJzCsRRni4RXezfkyHVaXR9LMRDureFIsgGVUk0OSgxD9yAWiXCz5+C+600keeep31TKyO/j2f3sAwiuflCSB/WiMeLNul92VBr3f/uTWftcewqMJn49nlUe5eatcykPJnC5y6uca7Hb7bWu+PDRo0fZu3cv27dvJzg4GACDwYCXlxc2m41vvvmGWbNm0bx5c+BqF8/g4GDWrFmDVqtl1KhRTJ8+nblz59KkSRMmTZpUI+/lRpFrt2M7byg88fHxTJs2DYvFgiAIOBwONBoNU6dORSaT4eLigkQiITg4mIKCghsNdUPkcjkzZsxg+vTpWCyWSm/m5ZdfRiaT0bRpUwBmzpzJzJkzb/l611JSUoJS+fe6IdZRBwAl+Ry6UITR4oyYnPpgQ0Z9e5APhrQgq8jM7qRcYoL1vNq7If0/282/+jdBKhHTPMANuUSMxe407i5SMU38dSSuvdpd9PAlAzEhenacqdhSuGV9PT8fSWVMh2AuFEt4dmkcOcXOAo2+OgVfP/YZoYY/2HKxlHcfqod8zTOILmx3vtgtiJJhf1z3rZTaHCis+byl+YWXxz/FW9vzWHsih3GdQvnhQDJNA3R4a2su3aA27vGcPHkSkUhE+/bty49pNBqkUilpaWlkZWXRunXrCucDREREsG7dOkpKSggJCSEyMpLFixfzyCOP1Ng9uNH9vx3beUPhefzxx6vcZ7kTiMXi6yqot7c3b7/99h25psViqXVPVHXUHI6iLETrXiK89Zvlx6RiERfzTIxbfIgxHUIYERuEq0oKiBjVLpgAvZLxiw/Tv7kfi8a0YfHeS4iBiV3D+HLHOUptV3Nptp3OZkLnMLo19GL/hTxaB+lp6q/D303JhRwjnwxtSY8Pd1R4TUahmWH/S+K3yYNYtnYXz7QORVImOgD5l1BLbOiUUgpLKoZ9B7orURQnozgwF8WRr/nPsNWM79qB1PwSHmsdyAONvPHU1Jzw2Gy2Wpfg7eXlhSAI5Ofnl0fb+vn5kZ+fj7u7O0B5JK8gCCxcuBClUolWq0WlUlFaWsrq1avp2bNn+f7W3r17admy5V33ztxIeG7Hdt6yjJrNZhITE9mwYQPz589n8+bNtzpUjSEIAkajEY1GU9NTqeMep9hs5WKmAeuezxGdWoNf5g7+2zeY6CA9fq4KBrUKQCYWcehSHl/tPIdMLOabP84zJCaQU5cLAVgTf5lXVsYT4aVmVv8mGEttrD9esa6Z3SHw9vqTvPlwE9a/0IlOEZ409NURqFeyalJ7tiRmVhCd8vmV2thxNpdQT42zYrS4orFW2wqY/XAkEvHVjXoXqZiP+9fHY887zgM2M9r1z9Jcb6FPMz+GtAnEswZXO1A7hScmJgatVssrr7zCiRMnWLlyJYcOHWLTpk1otVr69+/PjBkzWLFiBaNGjWLv3r3lgjRixAisVisLFixgw4YNbNy4kSlTptC1a1fOnbt+kvKdpKr7f7u286Y+0f379zNz5kwSExNJT08v3+xXKpVMnDiRHj163NIkaoqSkhLsdvt1c4XquH8oNlux2B24KeWIxRUjqOx2BznFpVjsAl5SEy4nVgDgtvkl+vT7hqh+XflqxzkGNNHx365q7CdWI1a5I9XUp3FnD0QZO5nQPALB7Meiwzn0ivQlOtgdk8WOSCTC31VR3gCujEldQigy2xg4bw9Wu/M71jRAx/8NaEpaftWNt0wWO7P6NUamFmPv8yGSja+A3YLQZhw2qZJ957P4aWI7Tl/OR24rol19Fe67/w9xytU22eQm4bAYq7eI421QG11tbm5uLFy4kNdee41FixYRGhrKqFGj+OSTT0hJSWHx4sVMnz6dt956i8jISF5//XUWLVoEgK+vL9u3b+f1119n6NCh2O122rZty+rVq4mMjLzr76Uq4bld23lTwjNs2DDEYjEvvvgijRs3JjAwEH9/f9zd3WtlyGNhofNJVKfT1fBM6qgJ7A6B5DwT/1mfyOUCMyPa1qdXpC96ldN94HAIpOWXEJeaj4tUQnM3O2rplRVAYAxxsuY8Oe8AvRp7EmVJQvbFGGRlZeS3uSEesQJ+nYTEmMMzI1bxUHQ7vtxxjnfWn6JlfTdGtQ/iy5Gtmbf9HDvPZOOldWFC51BiAjXMWJtULjoACWmFCIJAu1B3vt51/rrvp2O4J+kFJXyxJwvBEsmI4buRS0SUipW4uriRZ0zh6e8OsWmkD+6bJsOWOGfL6j8hXKfPT01RW6PaBg0axKOPPorRaEStViMSiXjttdfQ650FYq9NLXnttdfw9/cv/zkmJobNmzeXP9jXlG0t29e/3v2/Xdt502vYfv36MXXq1Fu62L1Gfr4zAsnNrfpqS9VRe8gtLmXgvN3l0Vuv/XQchVTCgBb+iEQiCkosIBKx9VQ2Npsdz2gPvKPHIv79dXKbj+e/O7IQBHguVo/rmifARQedpkFQOzDlYTYVYXj6KKISA2K5iqe+PsDlK5FtpzOL2HU2h4+HRtHAR8PQNoG4KWVsPZUF1hIc1+mDIhE5VzVdG3qx/XTF4IMBLfxxU8ooKrWVV5v+dn8m4NyD2vlKN/47qDmJ6UXY5UbIOXtd0cGtPjapknvB1JcZvtq24ilDJBJVcEWVic61ZGRk8OOPPzJu3Ljrvr4msdvtiMXi687jdm3nTQnPG2+8wcSJExk0aBD+/v5kZmaSmppKeno6SqWS8ePH1/jNuhnKIvGuVyuujn8+lwvM5JusqOUSmvjraBmgJlhhJDcniyyTQANXO5hLmN03ArPNgclkwu7zKOK8JBwubuWC5SrHWSBz9EZnF8/sRBz1YjmV78KIj/dgsTsYEh3IW49EMm7x4fLrp+WXkFlQys9H0lgXf5lvn2xFUlYRmpwLvNCuMZtOZpV3GW3kq8VLK+f5H46xdEI7dp7JZv3xy0hEIh5u4U/bUA/WxqeTVVy5FbHNIXA+u5iOEV6EeTs4dL6YLg++j2rNhIoniqUU9voEQe7OvVA212q1IpVKa5VN+Svy8vLo0KEDAQEBaLVadu7ciaurKxMmTPjrF99lbrS/dru286aEZ8eOHVgsFjp37lx+TCaT4eHhQb169Xj66adr1UZg2XKxTnjuT9zVcia09WFsSzX67ANIvCIQ5SXAhhW4PzALceI+XIM749j1Dqh8sYT048V1Bv7b53UUwKBWuXy69RwZJggc9iMsfxIyEwAQi8SEdf03kzt24J2t6SzZn0xjPx1tgvQoXMSEe2m5lGtCLhUxf2hjvO1ZyLP38a++7XCYVXgKDn6b0pm18en4uymJ8NFQanOwcmQoaXkFtAx0I8hdhYtMjEIqwe4QkEokhHqqr/tefXQK8oylTPj+MPGpBbzarRGPj9iM/shcJIbz2LybYWk3GZHGH53qXpCdf2Zyt16v58033yQuLg6RSMTDDz/M4MGDUauv/7nVJDdyc96u7fzbKiEIAsuWLWPo0KFMnToVrVaLl5cXer2+1j6RGI3OhlX34odex51Hr5IxpUkRykU9QbgSKdblFdAHI147Gfp+iHh+J8SCAx2gO76YVx9bR4rZhaxCM90b+VBcaueMwUH0xW8RXREdAAQH2m0zeGT0fj7+Q4LJYkftIuGToVGYbQK7k3JwU8kI8lDjd3EVVp/mfJLkyy8/7WXTczFsSDTwwe+7aRXkTnxaAeHe4aQYSuj02yAcI7bw6PyDeGhcMJbaeCrGj94N9cSlGJj6YEPq6ZUVSuB0CvfEQ+OCyWIjPtX5pDpnWxrfHVbwRKuXaBAixcfDnSbePqjuof2U2uxmqwqRSMSQIUMYMmRITU/lL7nRiud2beffFh6RSMTMmTN5++23GT9+PNHR0bd0wXuJsgrV1/O91vHPR2MvhJ1vXxUdgL2fw9CloNQjHF6MqPVoKDHAmQ3k9fiIxYey+fFgKp5aF2Y/HMnItkH4SQsRLVhz3WvIknfS2K8pGhcp3lo56QWljPnuYHk+zUebzjKrTzt66PwJ88nls+H+FDtkvL3+FKU2B9tOZwHgoXbhlR5BOFqMxCv3EL8M9edSsQgvjQv6Sxtw/XUVz/X/iUn/O8LcYS3ZcSabpKxiejT2oVOEJ+5qOcbSijk8GYVm3t/u7OfTp1kpH9b3oQaLFFSittZp+6dwoxXP7drOvy08RUVFBAQE0K5dO3r37s1LL71EcHAwer0eg8FAt27daNCgwS1NoqbIynJ+qX18fGp4JnXcdUy5zgZmf8p3QSRxCpFPJOj84fBC0PkjPL2Jfalyvv4jCYCiUhtjvzvEiontMJaYaKp0h6JrcnLcQ0HljqDxw2p3MP2hRuw4k82hS4ZKSZxzt12gcyNfUg0m1h1PZ1a/JpVydQwmCzklAnEeQ4iS5eC98hG8AUoLwVqCOfZ55m5LIj6tgMe/3EuXhl74uSppH6rHw5IOxWqUMlfCvDScyy6udDuGxwTd9QKgf8U/ccVTm7jR/b9d2/m3hSc+Pp5XXnmFvLw89Ho9//vf/ygoKKCwsBCdTsf8+fNrnfDk5+fj4uJSVzLnH0hOUSlmmx2JWERusQWbQ6CeXunMwreY4Mj3kPATdJ8BPx4ExxUx6DQVTq1DiBqOaEHP8sgv0bkthPdeWuEaFruDrCIzyw7m8UnsFNRrxoNnBNl9vuF0oZy0QhttAoJ57zFnzx4/VwVxKRVbFkR4a3jvseb8b38yF7KNDIkORCGT8EBjL7YkOiPXRCIYFhPIcz/EkZRVTIt6Or596Es8VgwsH8cu01Jods7V5hDYkug0DGOiVHgvbg36YDyf/JXPR7Rk8Jd7Kbymcd2jrQJo4n/vpRTUCU/NYrfbq3S13a7t/NvC06FDh3KV+/Pkqgq5u9cpE806/lkk55l4etFBnukaxi9H09h11lnpuWmAjgUjW+FOPtKji50rnhO/wJiNkHkSITCG0uI8Sut1RXNuM5Jrw42zEglQVQxxlohFeGpc2Hoqm22NmtHnkS/J8mrH4/87T0relT2W9Sk83z2coW3qYTBZaOynI6voaij0G/2a8NwPR8v3ZLafyWZmn0ZMfbAhPRr7ci6rmIej/Pk1Pp2kLOdK5VhqIYXqxniIxOVuQvXpn3mm9yi2nXaGeAM08dPhWpLsPCfvPCx+mIint7DppS4cvmQgo9BMxzBPvLQu6NX3Xtmo2prD80/B4XBUaddv13be9OPE5cuXKSm5unH5xBNPMHfu3FueQE2Sk5NTXqqijtqNIAjkFpdyuaCEhbsvcD7HSKC7qlx0wJmEmZaZieTyUdBeSdg7vZHC84fI9O5IpiyQxam+TNluwaD7U28pmQqpi4JHWgRcERw57w5qzvJDKTgEeOO3VApCB/Dp/sKronOFuVuTKLUJRNVzY1LXMJRXXFpaFykOQagQCADw/f5k1BIH209l8my3cERiynNzypBLxBX2pgSVJz5qCSsntmNk2yBm9w7hu0c88dh4TVXjvPNIzAZ8dAr6NPNjTIcQGvhq70nRgTrhqWmqSh6F27edNxX7vGjRIsaNG4ePjw979+4lMDCQ4cOHM3DgwPKGcLWJvLw8PDwq9yKpo3ZRYLKy+1wOn29LQhDgibb1eb1PI6Tiyk9rEsGKaPdH2Pt8hGTp4+Q89jOz/jCxccMp5NIzjIgNYlDLepyXuOHaajSyS39Q2OoZSkMeYNWxIup7KNkwuRPFZhvztiex+YpLa3afMDKKLZUSO8vYdjqLUA81Yd4a1r3QkTXx6eSbLPjoKhd91CqkqA2naOmnxmixoZZLeaSFP6uOpSMWwcTOYajUGqytxyEryaYwtC+qhl3xU7lTTySitacAP4+DHdsqBk6A029XS6gLLqhZbuTqvF3beVMrno8//piXXnqJoKAgZsyYATgrGYSEhLBhw4ZbnkRNUVbOoo7azfG0Aib97wgn0gs5ebmQ139JIMRTjY9WwYAWV0uRdAzTE2BPh9RDEP8jxnF7mBfvYH1CFg4BzFYH3/5xgWKLjXSritToGZx+bAvPn2rK2J9TcXfVYHdAv0//4HRmEc92C+OTRyPY+3IHWgR7IZdJeaFHBAFulf3evjolM1efIL/EyoTvD3Mxx4QggKtCQpfwq0+OYhHM6OaL5+7ZDG3miltpBkqxnak9G7BzWjd2TOvGqJZabFIVKW3/xcmOn5AT1IdiiRsyifhKrTkBzIbKouMZAfLaUxC3tgvPuXPnGDx4MP7+/sTGxrJu3bqantJNcaMV5+3azpta8aSmphIdHc3AgQPp2LEjs2fPJiQkhICAgPJmRrWJ4uLiCjWS6qh9FJfaWLD7QqXji/deon2YB2PahzDlgXCE4mzcis7gvnYiaLwpdIuk2Crjwab+9GkewC9H01h6IBlBgE0nM3m1d0MuF1uY9L/95RUKpi6PY+m4WH44kMz0n4+z5OkY6vt4cD7fxpyNp7iUa6J1kJ6PhrRg7taz5W6+UE81reqpebOHL3aHwNxhLSixOvDUuCAWrEzv04hRhaWk5ZnoVE+CV9w8SN6LxkWMRCxBs7g7IAKbGZs+jNxen2O1w7QVxzmc7CyvP6ZDMFN6NECnlIHaEx5fDMtHQvqVjsHejWHoD6DxviufS3VQm4MLTpw4QWxsLBEREUyfPp0jR47Qv39/vv/+e0aMGFHT0/tb3Ej4b9d23pTwNGvWjA0bNvDtt9/SrVs33nvvPT744AMSEhLuyZIPf0Vubm7dHk8tRyoW4aqsnN2udZGSWVjKgHm7+WZkK3ocmgIXdoDai6zB63jxt1x2r9oFgFImYUKXUP49oCkzVyUQ7KFma2I2LYOulsUp49BFZydQm92BTinDYLTw1MKD5b/feiqL/edzWT6xHZcLjtE5VMeE1lp8vu+Mt2t9HI9+zYl8OVKRc2XSa+5+CkqsBHmoiAl2p7d7MarDX0JQB+wWE/uyZbQfuQpx8j7Iv8i5sNGM+z6e2Q83LRcdgIV7LjKuc6hTeADcAmHESrAYAQFkatB4Vfv9v5PUZuGZOnUqzZo1Y+fOneXVF1xdXXnzzTfLiy3f69xIeG7Xdt7Uu//Pf/7DDz/8QK9evYiIiGDBggUMGTIEuVzOgAEDbnkSNcW1jZnqqIUIAgq7kdd6RaCWO10CYd5qujX0ZmT7II4k5/FizwZYHZD10DfgGkj+wCW8vMnA7nN55cOUWO18vPksKrmE9mHuPBFbn82JzgKbWpeKz2btwzwY3T6YKT0i0CllzN2aVGlaRoud3xPSWfFkA16RLMXn+y5guIDk4g6sJ9fz7m+n+WDzGbafzqagxClsl3JNrDicSr7cF9zDyO7xMb+eE2ga4MqXh4rYZGtORvNnmPHrGfKMVqSSigZBIhIh5k9GQu0J+iDQB9c60QGn4asNBvrPFBYWsnnzZl599dUKJX+GDx9OUlISiYmJNTi7v8+NhOd2bedNfapt27bl+PHjhIWFsXfvXjw8PJDL5WzatAmVSnXLk6gJrFYrZrO5rhdPbcWUB/HLYPmTeCd8w7GXW7P71W682b8J3Rt54aNV8O6gKI4mG5iz8RRf7MsiZ8xe8l2bsvOaSLdrWbo/mXcfi8LmcNCloRdfbDvHF0+0pmWgG6GeauYMakZ2USnv/naaJxccJDnXVCkirYyz2SbUyTtQHJ4PlqsJm6r0PQS7K8guKq3QlK0MqcaDhF7LGPlTBtN+PUe+VcI3e9MYtzyJ4+nFZBSaKS61kVNsoU8zX8AZ1j29TyM0itpTJ/HvcKNw3lvBZrORk5ODzWb765Nvg8OHD5f30bmWoKAgAC5dunRHr19dVLXirA7bedN/qeHh4RV6SdRW6ipT10LMBWCzgMIV0o/BL073ruj8Nux2B9tkD9MkwJ31CRn837pEfnqmPXKJmIu5Jp6ICWDaygQmdqs6yTmrqBSrXcBiE+gd6cv5rGI81HImdg3FbHFwKqOQ2FAP2gS7cyHHSKqhhNhQd1YfS680Vs9wHTL3epWO5wX3JX53ESfSCwnx1BBVz5W4K/XTBreux96LhUz/+Uz5+Sn5pciurG7WH89gcHQgH246w+s/H+fVhxrxbLdw9Co5OqUUtcs/S3iqM7ggLi6OyZMnl7dr/uSTT4iKiqqWsf+M2exsffHnzfeyNtF3Wviqi6ruf3XYzn/WX+pNUFcgtBZRWgy5SXD2NzAXQUBrSNlf4RTFpe2Y/brx1IIkvhsTw6Av9zB3axJjO4ZwJrOIIrOdbWfzmNDN6T4rKq385W8f5s7lvCIEsRQ/VwXTejei/9w/yDVebTUwf9cFlo6NZU9SDqFeaiL9dew8k43hmr2gSH8dHeu7YJQFI207GcWhrwAwtx5HorQxCWlO99wLPx7lh6ejEYlAIpGSW2whxWBi5cR2SMQi9p/PxVOjIOdKq4M1cemsfb4j9d1VrI1Px+EQ8NUp8NDcG9Wkq5sb5ZHcDDabjcmTJ1Nc7Fx5WiwWJk+ezJYtW+5InpCXl9OtmZeXV2FVUFbfzNu7dgR4VLXiqQ7bed8KT9lTiUJROY+ijnsLW94lshyurDT1ptgGI/Xu1HOth2j/1ZV3QYNB7DhhpqjUxrnsYoI91FhsDqQSEZH+Os5kOsu4Lz+UwvMPRPDO+op+dp1CyvMxbmgsKRyy1Gfjicv4aBUVRAdAJZOw/0Iuq59tT2J6PrM3nmLJ2Fj2nssl8XIh3Rp60SpQh81hY1FcNk+0ewlZu4mYbQ4+35vN/B/PlY9VarWjkEvJLrby8vKDLBwTy+y1J4lPLUAkgkGtAmgV5I79Sk8euyCgkEl4pGUAvSJ9cJFKKrXq/idRXa62/Px8LJaKn6PFYsFgMODp6Xnb4/+ZoKAgRCIRx48fL3evARw8eBCpVHrHVlrVTVUrnuqwnXXCUyc89zamXLIEV3p9faJ8lVJktjE7Vozk6c2I4pdjCOjCQWsYu846W0J7aV0oLLEwoXMzdp3NYWLnMMq8UD8fSWP6Q1q+eqI1i/ddJLOwlHZBGibGuOOzaRLSkhzaDV/NoYs2EEorTGVyR19GNFWiSt2KKrsxbX3CmftwIDqFmcAIAXUDF0RiEzbBxi+nimkf7s+FAoE3Vp/jsdaB6F1dcVPlkFNsoUWgG6/2boQIMaMXHaR/c3/mbUsqb1sgCLDycBqdI7xo6KMlp7iUtwZE4qFxumuU8n/+V7e6XG1ubm7I5fIK4iOXy+9YVXovLy/atWvH999/T79+/QDnquvrr78mOjq61teGrBOe26Buj6eWIJKw9FhuBdfY4830HC6C19df4osn3mDB7gssP+QUnYEt/VHJJXz/dFvS8020CXFnyvJjfD40im9HtuKb3Zf4z4ZTPNLSn7kPfMPFUgAAIABJREFUKHHkpKLO2ohyyRJnpWeRiOxCE/2i/BEB7/52GoBuDTx5OiAZ3XejKSuGJg7tSkD/T3Gc/gWxPgjh4LeIkjYhF4l47MH/kK0ezIbThSSkFZKQdoI+zXx577Eowr3VJOeV4CITk2eykG+yEuGjYcm+ypvOR5PzWTahLRabA71ajkxS+6K8bpXqEh6pVMonn3xSaY/nTpbjmT59Ov379wegV69eLFmyhG3btrF+/fo7ds27Rd0ez21wuz3D67jzFJisOOxydOqKEZManZ7nFx8lLb+EYV/vY2bfJgxtUx+pRITGRcra+HQa+erILirFVeXgv4Oa83NcBqczinisdQDvPNIYOVbchGzE656uMLYjuDOHU438kVbItAcb8kyXUL7ceZ7n27qh+21MuegAcH47mAsQn96AvcdsJEmbnMcFAcmWN3Fr+DDG0quFRtcfz2BjQgZ/TOuKj9SI3WJBqvVBKhZxLttIVKAbZzIrtizoFKTATSgEXfW7hO51qjO4ICoqii1btmAwGNDr9Xe8Bly/fv3YsWMHU6dO5cUXXyQyMpLff/+dnj173tHrVjfXu//VYTvvW+GpCy64d7HY7CRlG/m/tScxWx281DOCJ9sGsfjKisCGhIldwmjoq8XuEFh//DLTVsbhEGDZ+LZ8uOksIhEsGNkSrcqFz7Ymsf2Ms7LGjjPZzOrXBLFIoF9DD7QPvovL9tnOREu/KEr7fEpbqRedQ7JwtWUwrq0vDzXzI1xlAuN1wrDN+RiajQYLVHDciMTIxAI9m3izYPcF8q7sFQ2PqY/MXkz41gmQEU/Rgx/xXLcWLNh9ke/GxJCQVkDi5SIABjTzIkqeCts+g24znHk59xHVXTJHIpHckT2dqujcuTMHDx786xPvYa73GdQFF9wGZcvFuhXPXcJc4My9Kc4EfQhoq24gZTBZeeyLPZgsztXCkwsOsOWlLrSo70qQXoVOIWX1sTQOXTKglEl4qn0Q7z0edUWonK8RBPCRmdBqtOWiU8bqY2l8MDgKu1yKOKIHlkYPkVNk5kyujTcXXSAt/yRLhjcgZv/zuAt21I8uolhQIms6BNmx764OpNSDPgSr1J9TuTY6NnkE8clVzuZy3WcgTvyV8KaPsfH5tsSnFeKtU1JPJ8N9UUcwXARAu24iowYu5cGnozmSnMvcwc2QSkTILfmokrfh9vPrIJFDxxer9/Ooo45bpDps530rPEVFzqfKugTSu4DdCqfWwapnnD9r/WD8dtD6lp+SW1yK0WJHJ7PjZi9i7oBA3v8jl8TLRQyJDsTmEDiaXIC3VsGLy49x6JKzXEyJ1c6XO87zweNRvDOwGe5qOX2b+ZJrtOCqlCG2G/HVKcgoNJdfK9RLg9nqwO6wIrj48PqqE2w9XXE1M21dCj/1fQWvFY8g2fQGCZFvEtnuVdQKPcqza7DrwxB6/h/Sbe8g6ziL3y/kEtv+JVzaXWlDkPAzov1fIpZr8I7/gR7GHFC4wSPzykUHAMGB289DcZuSQBO3BNi3EeJ+qHj/1F5QsRXQfUNtLhL6T6U6bOd9KzyFhYWIxeJaV3GhVmLKg23vXP256DKc2wothgOQXVTK2O8OMqSZjgHswGXfBzyg8ydqwHxWXvSna0NvHvpkFzaHQP8ofw5eNFS6xG8nMnimaxjjvz/Maw81orOfHZHGC7HhIp8OjWLCkiMYTFYa+GiY0iOCN1Yl8EdSDt+NjiE+rbDSeMl5JmyqUACkp1dTL/p1DmQqCWryLPKIJ/HQyFEkLEUatxR9xnGmDF2LZPfbcGh+xYFS9ztL1lza4/xZcIBE5hTjMjTezlVSYIwzOfbPwtNhMrjUNSys4+4iEomu62qrDtt5/4TI/Im8vDzc3NxqZS2oWodY4nRLXYv6au2wdfHpnMoooneEmhK3cLIGr6Gw+Rg8E76leyNvvtp5HtuVXBabw1HeSO1aPDVypBIRncI9ERx2RMYscox2ztu9qO+u5MsnWvP7i52ZO6wlb6xKYOfZHBwCxKUW0NS/cnROoLsSqbmsnpsIAYF5O84RajxGhNaK+5KeqHZdEdPM43iuexpx476VxhEFd4bLcVcPpB2GXu9c7YsjkcGAeaD2Bp0/+LeAsVugUT8I7wHDlkHDvqC6P13CgnCfLvXuYarDdt63Kx6TyVS32rlbqD2dLqalg52rnSYDnQb2Cmcyi+kY7kGazZUXt6g4n51M90ZRvPXwMLYfz6gw1Pr4y4zuEMy87VcTMZUyCY9FB/LismMseaIx7i4CeY4GfLjuNOsTMvhxfFsW7r5AiKezgOi1tdp+PJjMR4NbcCTZQKHZGbItFYt455GmFCnMSAatRHt+PdsumgnxUONiugimdKdIFF2+OrGkzdDrPzge+BfiPz4EwYGj3fOIFTrIPHH1PK+G4BEBDR6CwnRnFWmFG5RFWSn1UC8aHp0PDgco6lzBddQMZSueP1MdtvO+FR6r1VqhcmwddxjvJjBuu9PVJFOC8uoT/PDY+uSbrDz13dHy6K/NiVkMjg5k//k8xnUOZU1cOjaHwNIDyXzweBQLnmrNskNp+KrFPN0+gC1nckjKMuIw5iFfOQbRiC30be7HpG7huEjFPNM1DLPFTqHZir+rgvQC555PqqGEtfHpbJzSmX3ncymx2GhWz43v9lzkpyNp9GzkwewB/0dQehGeehs5IQ3wXj8Wev8Xfn0esk+BRI4QO5FMqwJT+FP4Rw7FbLWz7ZKFelINTR/4D6ozq6Dzy+ARDgqd85/bDTr2yuuiLaty9dRxd6hKeKrDdtYJTx13B7Gkyki2YA8Vl6XmctEpY+XhVIbF1mf5oRSWjovl12PpKOViooN0+GbspJ33YaTmXGTLdxL1wI809NHiYs0n//GVGEw2DCYrb687RHqBmRBPNa/3aYS7Ss4XT7Tm2aVHSDWU0NBHy6j2wdgcDrw1cmyCjMe+2IvF7uzeuelULpN72piw5DCCAL46Bb+O/xzvnx6FztNA5wdSJYLGh/PZLuw7n4On1oV/rXauciRiEb9PeQL/5o+jdK19rQlqkqoMXx13hzspPPftBofNZkMqvW91997BbkNjzcVVDjplxc9DJhEhAsZ1CsVTYuLNkEReN39M4NfNkaXsRqn3R3b0O7CWoFMr+OapVuDdlN1pDg5eNDBzVUL5yuZCjpFxiw9TYrWzZN8lZvZtwrLxbZnYNYwDF3KRikTU18vILLSUi04ZFtvVnzMKzRxINcEjX4CLBkQSHA4bWWYpn21LQhAETqQVXH17DoGMQguK+zAB9HYRi8U4HI6/PrGOO0JVwlMdtvO+FZ66Fc89Qt55+DwG/frxfDO8OfX1KhQyMdFBemb2qEdzHzk6hRQPSxrSVeMQHV8OZgPsm+d0Wyn1mHt/hFniyovL4jmbZ0EslfLVznPXvdyHm84QHaxn4pLDDJm/jxeXHeNfa04CDvSH59IuxI0Ibw0AfZv5sfb5jqjkEuaPjKaRr3O/ReUix6L0JEsRSpEygExFGN8eyqNPUz96NvGlX3N/5FdK29TTKwn31tS5i26BOuGpWepcbXeAsppNddwdDEYLWUVmUg0lRPrr0KvkuAhm2PoWmAuQ5SQS4ibl2ydbYHUI6KVWVKU5fH5QoE2oJ63zz1QeND8FU/d/k+3TmUc/2oXF7kAEuKvkVTZoO5/jLE1zLWarA3NxAf77PkBbcIYlI96jQFCTYihhyFd7MVrs1HdX8fGQFny98xyN/XUsS8gkwteDz35NYvbDTRjYMoAfDlxi6YFLvNijAb+92BmD0UKguxIvbV0h2luhTnhqlqqEpzps530rPHWutjtPicUGiLDY7bz/+2n+tz8ZABepmBUT29HcW+6M3FK5k/HoTzy55GR5rTIfnQuLRkUTl5ZIdIgn1sB2zgx++5V9IJkSS3AXNieLOHkotdw9ZrTYKTZbaeij5XRmUaU5NfV3RSISIZOIsNqdXyq5RIxC7QpSBSSuwSflAMLTh3lpeRzGK9UTkvNMfPPHBd4c0JQxiw5yIr2QcG8Ng1oFYCy18+OBZAL0KobFaPnxYArB7kpefLAhWkXdqvpWkUgk2O32vz7xHsVgMPD++++zc+dOPDw8GDt2bHm1aqPRyIABAwCnLSotLUUikVBcXMyCBQto1apVTU4dqFr461xtt4Hdbr/jhQLvV4rMVo4mG3hxeRzTVsaRnFeC9JqqyqU2B7PXnMRgleLoPpPi6OeYsyuvQoHMzMJSXl55nMej66F2kTLvQCG5wzfiaNgPe6MB5Az/jSnrLlNPr8FwTVDC4j0X0SpkTO/TiD97t6RiERO7hJFfYilvOy2XiBnbKdgpUs0Gg09TGPQNdruDghJrhddfzDFiMFo4ke5MOE3KKmbOxtOM+Ho/4zqF8nhjJQNDHHzR153pXT3R/sM6gt5tavOK59SpU7Rs2ZLvvvuO1q1bU1xcTP/+/Vm+fDkAKpWKuLg4ioqKiIqKokOHDrRp04aRI0cSERFRw7N3UtWKpzps5337zRAEoS559A5xJNnAUwuuFkdcd/wy3z7Vhj/OZnMu21lgMM9oocRqZ81ZKd2bj2XLzn2VxjmRXkigu4qPN59lQudQhv+aSJ9G03AIAiuX5SIRi/DQuPBQU1+2nsriX/2a4K1T4K11tg9Y8nQsc7ee5Xy2kSZ+OsZ3CWXD8cuM6xzGsDb1GdpURYiqFDsS0krMEDXMmUOzaRayQT8THaQvL80D0C/Kj3yTpdI8NQopXkIumrVPQ+qV960PgWFLwbOhM6KvjpumNgvPli1biI2N5auvvsLNzQ1BEIiJiWHZsmUMHjwYkUiEzWZj9OjRTJw4saane12quv/VYTvva8tbt+FbPWQXlZKca8RQbCI3P58Pfq+4HyMI8N2eizwc5V9+7Im29REEgVlrz7LnYiG+rpX3QTQuUrw0LphKbew7n8vXT0bj5a7HIlby7qCmrB4VgcycTUM9/Di+Ld/8cYGh8/diMFkZMn8vPjoFQ9vUZ2bfxrQO1jNnwyl6NvElq9DM6JZaIv54EfmXsSi/jCb0xFzIOgE75uDoMIWUPCOv92nMk+2CaBvqzoy+jWkZ6EY9d1X5aqmM17r6oFn3zFXRATBcgMUDrl/Ruo6/RW0WnmeffZZly5aVF9IsKSkhJSUFf3/nd8BsNpOfn8/FixcZMGAATZo0oUePHuzatasmp10BiURS5f2/Xdt5zwhPcXExc+bMYfz48Xz99ddYrda/ftGV102dOpWffvrppq9ZlyNw+2QXmfluzwXm7zqPqDgbIeVQhR40ZRSX2oj0d6VzhCdzBjWnbzO/8m6bKw6lMOWByu6F57sE4a0UmNwjAp1CxphFh/DSuvBsWw9ii7ei/7E//t+1w3fbVPyEbEptdjw1LqTkmUg1mBn81V6KS20Euqvo2tCbdx5thkwiJj61AE9RIeLz25wXUnkgzk3CEtGbgw/+jKH+g9T39eattScosdppF+ZJXEo+/m5K3FVy5o9sjV7l3LvRuEjpGa6BS7sr35ziLGd1gjpuCbFYXG17PAkJCTz77LP07t2bZ599lhMnTvz1i6qJ4uJiRo4cSW5uLuPHjwcgI8NZkWPOnDkIgsCTTz6JRCKhR48enD9//q7N7UaIRKIqhed2bec94Wo7fvw4vXr1wmaz0apVK5YuXcrnn3/Ozp070eluXBxxwoQJLF26lPT0dAYNGnRT160TntujsMTKuWwjdofAtA56dDnHcOi8GBHjzlvrnKue9mHuPBSuJDbUG2+NiHb9PLHknQOTlTZ+WsQiOHjRwAcDIlg9uhFfHMjDbBMY1UJLC8dJVGcOEuLVjQI3JR8MbobNJiA+vwXprxPK5yFK/BVV2mE+fWQNfb89Q4DeWc4jz2hh5qoEAL5/OgaFVIxSLiYq0BUXudNlVtThNS6HDmbH+UJaGJRkOiSEiaV4qeV881QbcopLsdgcDIsJxEvjgkgkonMDT36b0pkSqx2FTILSkVX1TRJq7+Z4TSOVSiu0q75VEhISmDhxYnnL5pycHOLi4vjqq6+IjIy87fFvxJEjRxg2bBjZ2dmsXr2aZs2aAc56ZwCzZs1i9uzZALz88ss0bNiQhQsX8u9///uOzuvvcKME3lovPA6HgyeeeIIGDRrwyy+/oNfruXz5Mi1btuSTTz7hjTfeqPK1K1asYPny5TRu3PimryuRSP72qqqOyljtDjaeyGD6z8fZPrExrv97CPKTkYjEPPLEJkT9GtM9TIOb8QKuRz6CwKcQdv+C6Mhi1AAiEY5O01g1ZgQPf3sCiTmXqI1D+bDxYzgkCjT7V0NGPESPJTCsJ662DLTJuxFCuyHf817lCRWmoS9Kwt9NwW8nMnhrQCQfbjqD2WpnXKdQgj3UpBeUYLLYUcok2BTuiLpM54h+IE99fco5xpZ0pvVqSM8mzj0ZT40LnhqXSpeSSSR4667ZtzGqIaC1swDotSj14Fqvem74fYhUKsVkMt32OF988UW56JRhNpuZN28en3/++W2PXxULFy5kwoQJ9OjRg61btxIQEFD+uxYtWrBv3z5iYmLKj0mlUlq3bs2ZM9dJHagBqnJ1VoftrHHhOXbsGPHx8Rw7dgy93lnB2M/Pj1GjRrFw4cIqhefy5cs888wzvPbaa5w8ebLK8RMTEzl16hRisRgXFxfc3NyIiYlBKpXW6lDNO4XJYqPIbONCjhGdQoqXVoGXtrLxNRgtvLM+kTbBerSXNkG+M1QawYE6fS/dG49m/o4kii1Snol9iyBxNsoji68OIAiId75Lo/EPc/iVtqjFdlDoUP1ZVFoMh6OLcd/+tvPnIUvAWLGxWxlaaw7NAhqzOymHWf2bsPa5jtjsdpRiK6UWE6a8TGRiiC+SERETQnGrZ/l06fEKY3y14xyDo+vhpb2JgAC1Bzy2EP43CHLOXjnmCcNXgMrj749TRwWqK5z63LnrJxNXdbw6SExMZOzYsUydOpU5c+ZU2hMRi8XExsZWel1OTk75PlBNU9WKpzpsZ40LT9mTQFRUVIXjTZs25d13371uspIgCIwbNw5PT09mzJjBiBEjqhx/+fLlvPnmmxWOFRYWIpfLKS0trbb38U/AWGpjS2IWL6+IK8+LCfFUs2RsLAFuygrn2hwC+SYrCqkEibW4wu/ymozk4c/2lIcjrz2eyeZnWxKicANzfoVzhdO/IY56CsWBufDwZ3B8OeyZ62wbEDUch8Yb6c7/Ok+Wq6G0GKFBL0RxP1aav8kvho6CgpgQD97/7TSeWheGR/tTYCwlJlBF1/MfIkrdT0yjR5BYX6AILe6qink2zrybW9g41QfBqPVgLgSHFZTuoPK8WnW6jptGKpVis9lue5ywsDBycioHeYSFhd322FWxcuVKvL29efvtt6+7EW82mzl48CCdOnUqP5aYmMiuXbtYuHDhHZvXzVDVyqY6bGeNBxdkZ2fj6+tb6birqyuCIJR3u7uWBQsWsGHDBhYtWoRCceOs8Ospc0lJCUqlkpKS62e336/kl1iZsuxohVplF3KMvPZTPAWmin+AcqmYcG8N+y7kYop4+Go1Zbf6nM02VciBsTsEfj2RB/XbVrqmURXAjA3JZNfrCfO7QGg3GL8DntmL0GM2gt0Kg76FAfNwjPkde0khQsep4B56dRCRCKHnv0kqgH/9msAbqxM4eNHA6ctFpORbeW75Cfp8FUdKzExAwOTehJMZxfxxNpvX+zbhkSvRdjKJiHcGNsVDfYtZ2Rpv8AwH78bOgqh1onNbVFdU26RJkyrZCYVCwaRJk2577KpIT0/H4XAwbNgwunXrRps2bWjXrl25qMTFxdG5c2dmzpzJvn37WLhwId27dyc4OJiBAwfesXndDFUFF1SH7byrK57jx4+Tl5dHSUkJFouFLl264ObmRmFh5Q6QhYWFiEQiNBpNheNHjhzhueeeIyoqihMnTnD27FlSUlKQy+Xs27ePtm0rGrfGjRszYMAA7HY7paWlGAwGLBYLarUao9F4R99vbWN3krM52p/5IymHEqsdV66uDjzFJcwf3IAnvj/Ja79nMWfkTnSJPyBT6/F2rdyrI9hTBxkV/exofSnyjWX9L4m82qGRs2XCxlehy6uweTbC6I1IVk0AwyWE9s85o9B+nwmHwmHgVwi2UkQ5Z8C3KaKkLTRP+pKVT05i0HdnKLU5aB/uScKVgp05xRb+vT2L93t/yvI0b975JRFwVlFY/0InhsQEolXI8HVVIBbXhdnfC1SXqy0yMpKvvvqKefPmce7cOcLCwpg0adIdDSx49NFHSU1NRalU0rRpUzQaDcXFxeXRbLGxsSxYsIBZs2bx9ttvI5PJePzxx5kzZw5q9b3REqMq4a8O23nXhMfhcDB27FiKioqQSqVotVr8/f3x8/MjLS2tkkstMTGRJk2a4OJScX/hwIEDeHt7k5aWxrRp07BYLJhMJgRBoHv37iQlJVXwkQ4bNoxhw4ZVmo9Kpapb8djtYDOBXAMOBwrJ9SNVJCJRxSoAxlzIO0/I5Th2jelAtuDGcYOYRq1eQG86j0/2XoZEB7DsUBoA0UFudPATwGuGc+8jKxFHvViyWjzHpF/ScJGKcSlbHOScBa0fNB2E6LfXIeUAAKLf34AxvzmTMXOTAAHR+pev/HwObGZcgAipghGtB3Gp0M4jLfwZ+e2B8mnvPJuHsU8MX648Un6s1Obg+32XeKx1AP3m/sH+1x+oxhtcx+1Q5qJyOBy3nbAYGRl5RwMJ/kzPnj3p2bPnDc8ZPXo0I0eOJCMjAzc3t0oP2TVNVeHs1WE775rwiMVi9u/fX+m4j48PJpOJLVu28NBDDwHOP7TVq1dXiPgoY+LEiZUyfQcNGoRUKuWHH37423+gMpmsWkI1ay3GbDi6BC7+AY0fhogHifGyoZCJMVsrPuX0a+6HukwZjDmw+jk4swERIAE827+Iot5oECnJcWhQKL15PTKf57t1xu4Q0EiseHwb61zRRA2DejFYwh+i12fOaLL/PNoMk1iKMXoS6qS1YMoDhSui0j+thK0lIJY5qwFkJTqbsP0Jl2OLePWZZ1kYX8K4xYcosV794njrXMBmxlMjr9D7x10tp9Bso0OYB9Wy2HE4AAeIa3wLtVYjEonKn7r/qVVGpFIp9erdm5GPVe2xVYftrPFPMzAwkF69evHCCy+wa9cu0tLSGDlyJAkJCYwdO7b8vL/azBKLxTf1xymXy+9f4SnJhzVTYPObzpbNa16A/V/hmb6NpSMa4HdNFYHuDT2Z8VADzBYHqXkm7Jkn4cyGisOJFGSWiHho7l46f3mGh37M44jQAIlIIK3AgpJSKC0CUy7s/Qx+m47VLjB/ZGs+HdqCTScz6fHZYU6GjsHR92M4ssjZsfTBf4OLM49LaNAbrEawmUGmcI53PawmxCKIDXHnhQcicLsmeGByBx98j33G+4Mi8boSJh0T4k77MA8OXzIwsUso7urKEXx/G7vNGd23aRasfRGyToKlzp17O9T2QqG1maoqF1SH7axx4QFYtGgRTZs2pXPnztSrV4/ff/+db7/9lvbt2wPwwQcfoFAoOHTo0HVf7+rq+pdBBn+m7Obdl0mkVhOcXlfx2LHvkWq9ido7mV8fVbFjQkP2TGrEhw1P4ibk89nWsxhMFucK6VoUrmSHP85LK45TaHY+HeUaLYxbcoyMYjufbUsiR3ClaNAPoPEBlQfFfb/g873ZDJm/j6cWHmRDQgYOAWZvySDDPRqhz4cQ3BG8GsNzB2DKcejzPmy7Et2WeRIhuBOVqoACjvCe/Hgsh4Hz9rDzTDZfj4wm1FPNe4Mi6eFnRmzKIlyex8LR0Syf0I6BLQN4aVkcfZv50TzQrVI5nJvCmAVfdIC9c+HIYuf/c5Nufbw6kMlkdfl2NURVezzVYTvvCV+Ar68vv/zyCydOnCA/P5/mzZuj1WrLf9+9e3diY2MJDw+/7us//fTTm74JLi4uCIKAzWa7/xrCicSgcIOSqwUw0fqBuRDJpV14Xep99XhwR3IjHmJMxxDWxV/G37MVFTJT6kXz25nKqw+bQyA+tYB8k5UXfjzGJ0NiyBq0ET9XBdPXp7ImIbPSaxLSCpGU5iNaPRyihkN4d1B6gFt9RIB9xE8IpYWY7WLMIjn6vh8jWf8SOK48EetDyO78Dp99fxGAbaezaRqgY8W4VuhlDsQiPeR2QPXLU/i3m0GSJAyHRcQP42LwdlUgu90otJOr4Vr3oOCAne/DwK9AXjngoo6/prpCquu4eaoSnuqwnfeE8JRRVZRJy5Yt2bevcvXiMm5lU65M2AoLC/HwuM+S/FQezpyZFU+BwwYyFTz4trPfjdrzamFLn0gyHviEj3dmEeRRzJzfThP7VAPcgjohuXSlmKHFhIdOed3LuCplGC02Tl42IZGI0XkHUGhzsO/i9RN+fXUKxPmXIPME/D4DNPPh2FKn4db6ItH5kJGv46MdZykuLaCRexTDxh5GlXcSuc6bC1Z3nlmRSmbhVbfsppNZjIoJQKy60vwtcgCEdMLdcIkYLy0xDVzBpZqiiETXES7RPeFUqLXUudpqjrIEUkEQKuQiVYftvKeE525SdsMMBsP9JzwSGYR1c7qwjDmg9nImPcYvxzJ2B1ZjPjK5glyrCy+vT2NgqwA+3+bM8h69/ALzB31AaEwGspwTaCI6ESPzx011ifxrcn38XRX46BRcyjXhoZYjl4jRq12w2R082y2cN9dULtL4fEdf3OPeuXog7Yhzj+fI99DpJUrs8Pn2cyw7lALAOuCTXZepp1cxb0QD3t96hqSsismsoZ5qFMprhFHl4fzneQd6njTuB9vevpokK5ZAl2l1q53boDZXqK7tXBvccW3/neqwnfet8JSV5ykr1vePwW51Pnn/VaCFXO38p/On1GansMSKrNUkiizwf9sy2HU2lcZ+Ol7v05iMAnN5tFdBiZUhS5IIcFNKBMdpAAAgAElEQVTi79aCd5uE8PLKeBY81YZFey5yKqOQVvX1DG0TyLSV8bhIRSwYFY2As5K1u0rOgJb+SMSwNv4yJ680VXumayh96pcg2XbN3lNET1gz2bmXY7diLBWx93zu/7d33vFRVdkD/06fyUx6L4QQQUEgVCkqIFhWUEGRIioKqICyim3tBV3QFd31tyq6sCqCiILIYgNdUJEmbUEB6YQQCemZ9Ey/vz/GeWRIgfRg7vfzmU8m99335rw7b8655dxzlMNhZj09EkKwudx8dzCH+4d1ZFtqvpI1NNCg5S/XdsbcXAnZLNFw7xb43wfeCAb97obg+LOeJqmZ2iIkS5qe6gxPY+jONmt4goODASgqKmphSRoJRwVYU73hZkIS4ZK7vIrwdzweQbnDRYBe67dBMq/EzvwNx/jm1yxigow8cGUnwsx6yh1u/nfCyjOr9vL0iC6M6ZPAK98cUs7LKKwgKtBAmcPF/05YuXvxTkb3jqdfhyQujg3CYtDwxLUX0TU+hA+3pvHhTycwG7T8bXR3LooJokOEhbF9EuhxYwgWo5YwjxWD0wVXvQBZe6HrTV5HhqKTcM1LoDNidDtJjjDzW0E5z15/Me3DA9hyNB+zQcvw7jG43B7++9BgNh3NR62CQZ0iibA0LDd8nVBrvIZm2NPeJEQy31ODUavVco2nBfFNdVZey2kM3dlmDY9vd/AfJnpBWTbMH+xdswE49j1M+ATMEVjLHHzzaxZr9mZybbcYhneLJdTs3cty/ye7+emYdxTxW0EFd76/naX3DGDd/hxyS+0cyCxBq1HTPtzMQ1d14t2NxylzuJg6OJnxl7RDo1bzj3E92JVu5b+/ZvObtZyP7uhG740Pc0GHoSwruUGZposOMmLSa7nhrU3klpxeh7m5dwLPX9eJst/2QOdbCQv4L6x73rsxtM8kr4ebx4PFZeUvV7bn2m4xbDqap6Q8APi/dYdZMLEPl3WKYPwl7Zqt2WtEGp1GQU61tSzVtX9j6M42a3j+UCOeikLv5srRC2DPMjjyX282TJc3RM2Ph3N5cqU3CvOGI3kYdRpG906g3OFSjI4Pj/AmZrumazQfbUvn4tggMqwVOBx27ummYlL3Ljg8Go4Uq7h70U5+K6jgyi5RPHhVJ27oEUeMRUv4//4JR9dRHD+Ez3/NVK5939COPPf5Pj+jA9A7MYTvD1tZuNmCSnWYewcPYcDtwwnSeXBrTGiNZrCmwb+HkdhtAgUXPcjKXRl+13B5BH/+eDfrH73CP2WB5LxGrVa3zS0PrYTqDI8c8TQA36JYdVFrzxvcLq9C/uYJSNsAlhjodw90HQ3fzwa1Dqfbw3cHTrsum/Ua9p8q5voUN+7qArMBNqeHkAAdfdqHMuemboQHaAm3n0S971NwuzjZ80EmLtqsnL9mXxaldheDL4xEFa2j/THvOo2xJI3OUYP56feEiu1CTRzM8ne9HtQpArcQPLjsZ6Xsn997uOi23nxxMJdIQxHdY80EOooJqrCi9jj4ZMfJauUud7hJzSsjKqhue7okrZfGzELanLzxxhusXLkSjUaD3W7H7XYjhKBfv3688cYbgDdCy5IlS5g7dy5Wq5UbbriBWbNmVRs0uaWoLjVCY+jONuvr6dt0mpmZefbKrZXSbPj3UDi6Flx2KDzhDaJZmA53fAHmSHQaNTf38YbkmD4kmYWT+5GSEExOiZ0AvZaOUVVd0cdf0o4/dY1h4oBEXl97mHBhRb10LPw4F9I2smX/iSpGa+ORPFISglnyvzycyd4YVYb9K5k2OJl2YV6vsurM3PBusXy0NV35X6WC2Td249fUdIYHHufag08Tv/ZedNajuKf8F9r1r3UWSy2nuP5QnK/u1BUVFfz000906dKFfv36cemllzJo0CC/FC4zZ85kypQpDB06lEceeYT169dz+eWXt6rp/5pGPA3VnW12xKNSqYiNjVWixZ5XCAEVBbBrkf+GRR8/zYNOfwLhAvT0ahfK1/dfzpGcUsbN/wkArVrFZ/deyuIp/Xh4+c9sTS0gzKzn/mEdOZRdwpyvvdGbE0MDwGbyjqwAbIVEW6pOZQUZtdidHnolhqDt+SBceCWEX0BMgJ6V915KXqkDs0FD+/AATuSfziqpVoO7Uo+qd2Iotooyhti+w7L6aaXcdOx7RI8JaAY9wkS9YOXuqrdtMWhJCpeuy38kaku/3JpxuVy0a9eOt956q9rje/fu5a233mLZsmWMGzcO8AYNbdeuHYsXL+bee+9tTnFrpLoNvI2hO9vsiAe8boGFhYVnr9jaKM32GpecA9UftxV6PaxU3n5FcICO6GAj8344Hb7F5RG8vu4wJRVOHrzqQjb85QqWTx3AsIsiybBWcFF0IKN7xfPx1AGojUGnr513hK7BdjqdMVK674qOnLSWM7JHHCpzhHefUEgi6I1EBhrpEhuEVq1i9o3dMOtPG67//prNhH6nnQEsBi1dQjxYNr3Emah++RgQJJXvY0p//+kIvUbN/Il9/GKzSc5/Gsu5IDMzk3nz5vHoo48yb968Jp/pyM7OJigoiMcff5z+/fvTpUsXXnjhBSUF96pVq+jYsSNjx45VzgkNDWXEiBF88cUXTSpbXaip/RuqO9vsiAcgKCjo/HQuOLEFTu2GDoPhQDUPaVA8GIP99vKoVaoq+1kCjVqMeg1L1x/j672ZtA8LYPaN3Qg363jqus70SQzFYtSBLQj+NAfWvQAeF+FpX7P0rodZf6SA1LwyhneLISrQQKBRV+ueGZ1Gwxc/Z7Dk7v4czCwiu6icK9obiAsLxKC5mPc3n6CgzI5F46g5uGb+MUIPr2Bm4lVMnDaEH4+XEGzQMLBrMiFmI3qtdCz4I9EYhmf16tXMmTMHj8eD0+lk8+bNLF26lKeffpoRI0Y0kqT+ZGZmsnv3bnJycrjzzjsRQjB37lwKCwt5/fXX2bp1K/3796+SnbR9+/Z8/fXXNVy1+anJnb2hurPNG54TJ060tBh1R2eC1B/giie8o4rCdL/D4k8vowr0z9seZtbz4qiuTFiwlTKHm3CznkeuuYitqfl88cspAFLzynj8sz28e2dfjuaUMuvL/fypawx924cS2mcydL0ZEKj0ZiKNZsb2rVuomQi9kzlXR3EgK5f9p2xEBRkpsbkosztxo2LumBQSwwPQeAq89+isJudHeEcY/grBXz1I8KYX6dD5Ouj2AFh0II2O5AwyMzOZM2eOX3R7X9DROXPm0KtXL2JjYxv9cwsKCkhOTmbTpk3K9WNjY3nyySd59dVXsdls1Yb60uv1rWrfUk2Gv6G6s00bnvDwcHbs2NHSYtSd+D4Q3smbF2fM+5C+HaypiNIcxGUPQngnVGcGvKwopLO5nO9nDqDcrcZs1BMSoGPLGe7UF8YEsiPNquyRWfG/k8y6oSsTBySiCWpATLPyfFQb/4F++3x6WKLpOmYxh9SJCFS8uek4Oq2a67vHEm4xgCMELn8Efpjtf40uN/we8ibMmw7bZfdOKZoj6i+XpFXTUHfqlStX1jhi8ng8rFy5khkzZtT7+jUxf/58goODiYyMVMr69+9PWVkZmZmZREREVLvzPz8/n+jo6CrlLUVNQVobqjvbtOGJiYkhJyenShC8Vo8lCvvktRRVuAjROtGF5QAeXANnsuyQm74aSFS7CPBNe7kcsPcz9KsfJhrAFArTNoK2HbdcksjnP59SLj2qRxzvbjru93Gf7Ejnhh6/G4X6Yk335uIBKDqJduUUut61lmJNKE8M74zFqCVA/7u8+gBv5IWYrt61LGcF9Jr4u+EJ89YxhdRfFsl5RUMMz/Hjx2tMq+B0OklLS6v3tWujukj6PvdjrVZLhw4dWLVqVZU6O3bsYMiQIU0iU32oyauwobqzTTsXREdH43a7yc/PP3vlVoS1zMGCrbks3HoSsfVfqD65FdV/n0H37hAGxQlGvLGR3FI7OcU2Pt6ezvLdmeTGXA6hSd4LVFhh2wIQgq5xQSya0o+rL47mgWEdufSCcC6MDvT7vE7RFoy66qexCsocnLSWk1VUQamtlrwpZbn+/5dmgxAEmXREBRlPGx0fAWFw0QgYvwRu+9QbwUCObNokDTE8HTp0qDF0v06nIykpqd7Xro1du3b5jWiEEPz73/+mR48exMbGMnLkSA4dOuQ3ati2bRu7du3i8ssvbxKZ6kNNhqehurNNj3h8Q9rc3FwiIs4fpXYgq5i/rz3MB2PbY9j0+ekD5QWYbLmYdBrKHW5ue3cbJ63edZILIi0su/5fRHz8e64drR5UKoJMOoZcGMklSaHoNWq0GjWPXnMR6QXlbD9eQO/EUJ4a3qVap4G8Ejszlu5i2/ECNGoV0wYnM3VwMiEB1cRHi+sBwe2gyBtZmssegsrecjVhCq1r80j+QDR0JmL06NEsXbq02mNqtZrRo0c36Po1MXPmTEpKSvjb3/6GVqvlvffeY9WqVYosAwYMYOjQoYwYMYLHH38cj8fDiy++SM+ePRk5cmSTyFQfanJnb6jubNOGx7e4V1paepaaLU+pzYnqd8+0zUe9Q/admU4uaz8YnfX3qTFdAE5TJGp1IeUOt2J0AI7lllKs70KESu0NHnrJXX7Xtzs92JxuQkx6YoKNzL+9D063B61GTZi5qiFxuz0s2/kb2457e3Vuj+Dt9ccY2SOuesNjiYZ7voOcg940DIExXgcCiaQJiY2N5emnn/bzatPpdKjVap5++ukmcSwAWLx4MQ8//DDDhw8HoHPnzixZsoQJEyYAXqP39ddfM2fOHF599VWEENxzzz08/fTTaLWtRy3XZHgaqjtbzx22AEFB3h53cXE1mzBbCTanm6M5pfz9v4cx6dQ8MbwzV3aOZt4Px1i4PZvr73yQ9uEXYihKxZpyNy98n82wzpFEnhGVWa0CU0gUTN8EAREQ6O2xFJQ52Hw0lw+2nMDp9jCubzuGd4s563qOzeVhZ5q1Svmh7BKiggxkFtkINukINukINP4+1WGJ9ouYLZE0ByNGjKBXr16sXLmStLQ0kpKSGD16dJMZHfBO8f3nP/+hoKAAu91OTExMldGbyWRi9uzZzJ49u4artDw1GZ6G6k5peGjdhqegzMFNb2/G6fZ++ZuP5fPtg4OZOyaFf60/xlPfZvLa2EnEhxgRNhcv3gQmLagydvLCn9oz94eTqFUqnrumHZaig5RGp6DRaDC5HDjLrPzveBnPfnFUSeK252QRa/Zl8uaEXoSZazY+AXoN16XE8MOhHKVMpYIeCSHc/M4Wjud5oxPMvTmFG3vFo9e26eVESQsTGxvbJN5rZyMsLKzZP7MxkYanCQgI8IZXaU2xkc7kUHaJYnTAm4itxObk5t4JDL0oCo1apUyFGVRucJYDKvjhacbH9GH4nXeAcBPyy1voT5bwYdyzDEs2EXtwMbqDX3BFdC9WT3qMsUvTyCj0Ts1tPprPqUJbrYZHpVIxrHM0911xAR/+dILgAB3P39CV9IIyxegAzF69nys6RxIVKAN3SurO+Rgu549ETYanobqzTRsen9UuKSk5S82W44JICyqVNzwbgFGnJsikQ6NWERlYyTCUZsOmf8KpXdDjFrjhnxi/egjj7veUKsXD/oZHCML2vot66/8BoMs9SFzhUZ4d9k+mr0wDvHHccktsQHCtsoWZ9TxwZScmX5YEQLjZwOKf/DeVac4nN3VJq+S82urwB+NsI5766s42Pf8RGOh1G27NhifMrOe9Oy/houhAUhKCWXrPAEJMZ7iHVljhP/fC1nmQ/hN8ORNHxs9sG7SQnMlbIbwj7sTLyGl3LfEmB6YjX/qff3IHF0d6R02RgQbWTevCoIIVsPZ5b1SEWqIDG3UaIgO98djUahUjusfQ/vdAnRq1ihdHdSNUxk+TSP5QNFR3tukRj8nk9aoqLy8/S82Ww2LQMvSiSFISglGpvKOKKjhtcOw7vyL9vuUcaN+TR3cWsOKe9ew/fpJHlhzl7n6RXBHZDW3+sdOVg+LJq/Du7v7r1bEkfX+fNx4cwP8Wwv27wRx+TvJGBRlZMf1SiiqcmA0agoxadGdGUZBIzhGPx4Na3ab7x62ShurONv2NqtVqjEZjq17jAe9wN8JiqGJ0iioc5JbYqVCZIOJCv2MV0b04mO/mt4IK/neylJfW51BQ5mDhjjzyLnsOYrp7KwbGUnbTB7y+pQCdRkXfhIDTRscQSP6Yz1h1sJRXvz3I8bwybM6z50aJDDTQMcpCbLAJs0GOdiT157yLKtJGaKjubNMjHvAuklVUVBOMspWTV2rnyZV7OZBZzMQB7bnltjUEfzQc8o/gueBqcrrezap3DwLeKa92YQEcySklt9TOLZ/8xotXL2BgogWdzoBWH8Y/xrsRQKgohLBkKEil+NIneHE7fL7HG7dtwYZU1j48hKTwBsRsk0jqgDQ8rZeG6M42b3gsFst5sYG0MkII3t90nLX7vSmtX15zkGGdBxM86Wtcbjdf/JrPnMVHsTk9JISa6J0YQu/EUL785RQ/HMrhgkgLHRKTEEEG0GowAJG+kYmIhon/gW+fwnbBcL785qDyuU63YPXeTO67omocKomkKZCGp2Wprf0bojvbvOExm80tbnjcbg/55Q6Ky51oNWosRi0RtWzgFAIKKxx+ZeUON0RHofYILusWymO6IPRaNZd3jCDyd1fmOy9NYlzfBAxaDbqa9tWoVN6YbjfNR2VT0S4s3S9jaJeYcwhzI5E0EtLwtF4aojvbvOHR6XQ1Rq9tDpxuN/syirln8U7ySr3GpHNMIO9NuoT4kOpDyqjVKu67oiM/HMwls8jGVV2iaBdmUo5FBxkZf0lilfM0apU3sdu5YAgkQi+Yf3sfZizdzUlrObf2T6RHu9pdrCWSxkQ6F7ReGqI727zh0ev1OByOs1dsIqxlTia+t51S++mcFwezSrh/6W7evbNvtXHSABJCA/jiz5fhcgsMOk2N9RqCSqWic2wQy6YNQAiBWa89nWpBImkGzkfDk5eXx7PPPovH40Gv12MwGDAYDGi1WlQqFcOHD6dbt26MGjUKAJfLhd1uR6PRUFpayvvvv0/v3r1b+C681DbibIjubPNapKVHPIezS/2Mjo9d6dazepBFNlM0gNqm/SSSpsTj8aA5z9zx3W43OTk5FBUV4XA4cDqdOJ1ODh8+TElJCd27d6dfv3788ssvJCcnM2DAAHQ6HW63m4SEBDp16tTSt6BQm+GRI54GUFO+iXpTlg9uB2h055g/puaQIDJaiKSt43a7G23Ek5GRQW5uLpGRkcTHxzfKNasjOjqazz77zK9s7969XHLJJTz00EPcfPPNgHekM3nyZKZPn95ksjSU2gxPQ3Rnmzc8DU2t60dpNnw6ybsPJrYH3PIxBNf+gHeKDsSs11Dm8P8Ce7ULwaQ/v3p6Eklj0xjOBfv37+ell17i+PHjSi+9Q4cOPPXUU1x88cWNJGnNuN1ubrvtNlJSUnjllVcAsNlsFBYWkpaWxqhRozhy5AhxcXE8//zzDBo0qMllOleEEDUa/obozvNr8rQJ8Hg8jeM14/HAjvdOb77M/AV+fMWbtrkWQgN0LL6rn19YmY5RFt68tVeTrNtIJOcTtSm+c2H//v1MnTqVgwcPYrfbKS0txW63c/DgQaZOncr+/fsbUdrqWbJkCXv37mXevHlKNtSsrCwAXnnlFYQQ3HHHHWg0Gq666ipSU1ObXKZzpTb92BDd2eZHPG63G4OhEdYwhBuKT/mXlWSCp+r6TWX0Wg0pCSF8+9BgCsoc6DXeIKByXUUi8U5HNSQx2ksvvYTNZqv2mM1m4+WXX+bDDz+s9/XPhtvt5sUXX+TGG2/kkksuUcp9abGfe+45XnjhBQAeffRRLrroIhYuXMhf//rXJpOpLtQ24myI7mzzhqehD7aCRgeXPgB7PwWXDdRaGPIEGALPeqpOoyYq0ChTB0gkZ9AQ5ZaRkcHx48drrZOamkpGRkaTrfl8++23pKamVjFuPXv2ZOvWrfTr108p02q19OnTh8OHDzeJLPWhNq/ChujONm947HZ744x4AELbwwO7IPcwhHeEgHMLrCmRSKrH7XbX26stNzcXnU6H3W6vsY5OpyM3N7fJDM+//vUvBgwYwKWXXupXrlar6d+/f5X6eXl5xMXFNYks9aE2w9MQ3dnm13hsNhtGYyONNLQGCIqHC4ZCSDvQBzTOdSWSNkpD9vFERkae1d3X6XQSGRlZr+ufjfT0dL7++mvuueeeKsdsNhsbN270Kztw4AAbN27k2muvbRJ56kNthr8hurPNG57y8nIlm55EImldNMTwxMfH06FDh1rrJCcnN9lo57333sNgMCju05X55ZdfGDx4MM888wxbt25l4cKFDBs2jKSkJG666aYmkac+1Nb+DdGd0vBIwyORtFoaGrngqaeeqrFXbjQaefLJJ+t97bOxadMmJk2aRHBw1TBT/fv35/3332fRokUMHDiQadOmMWzYMH744QfM5tYT/b22EU9DdGebX+NxOBzo9dJtWSJpjTTU+efiiy9mwYIFvPzyy6Smpir7eJKTk3nyySebdB/PypUrlYRp1TF58mQmTpxIVlYWISEhWCyWJpOlvng8nhrbvyG6s9UYHiEE33//PceOHaNv377nHKto27ZtBAUF0aVLl3p9bqM6F0gkkkZDCNEosdouvvhiPvzww2aLXOCjupHOmWi1WhISEppclvryh3YuyMnJ4corr+Tqq6/mqaeeok+fPkyaNOms4Ri++uorBg0axHfffVdrvZpwuVw4nc76DRddDm+kgvL8en22RCKpHd8GxcZKixAfH0/Pnj2bxej8Uahpqq1BupNWYngmT55Meno6u3btIi8vj++//55PP/2U999/v8ZzfvzxR8aMGcP06dOZMWNGvT7Xl7a1znOqZXmw8TV470+wdBykbQL7+ZVMTiJp7bhcLmWnv6RlqMnw1Ft3/k6LG56jR4+yevVq3n77bXr27AnA0KFDue2225g3b1615zidTu68807uvvtu/vnPf9a7R+TbPRwaGnruJ9lL4bsXveFwrMfh5E5YdD0UnqiXDBKJpHoaM0CopH7UZHjqpTsr0eJrPGvXriU8PJyrrrrKr3zgwIEsXLiw2htftmwZADNmzGD16tV069aN9u3bV3v9AwcOcPDgQdRqNQaDgZCQEAICAujYsaPSeBER5xJF+nccJfDLUv8yIeCnt+GG//NGMJBIJA2moXHaJA2npjWeeunOSrS44UlLSyMxMbHKzUVEROByuSgsLCQ8/HQEACEEr7zyCrm5uX4eKePHj2fJkiVVPDCWL1/OrFmzqnzurFmzGDx4MABBQXVJ56z6/XVmsfyBSCSNiUx73fLU5FVYXFwM1FV3nqZZtaXb7aasrIy8vDxOnTrlzWppNlcbxM83h3jm4lVBQQH79u3jhhtu4JdffiE1NZXXX3+dZcuWsXLlymo/szpCQ0MpKioCzs37RMEQCL0m+pep1DDwPjnakUgakUaLHC+pFx6PB6Da76BeurMSzTbi8Xg8xMTEkJeXB3jTpq5Zs4aoqCiysrKq9G7S0tJISkqq4gefm5sLwLPPPkvXrl0BePDBB1m+fDlr165l3LhxfvW7dOnCqFGjcLvd2O12rFYrpaWlREREYLVagTrOU+rNMPQpCEn0TrkFRMBVs7z/SySSRsNoNJKVlUVZWVmr2lRZFzweDx6PB7fbjcvlwuVy4Xa7EULgdruVY76yM18ej8fvb234PAArv8CbsE2j0aBSqdBoNKjVatRqtVKmVquVv74yj8dDXl4eFoulWsNTL91ZiWYzPGq1mpMnT+J2u9FqtcrGo8jISKxWKzt27PCL1PrNN9/4hRH34YurlJWVpRgeON24ZzJhwgQmTJhQrUxvvvkmQN03bpkjYOCfoedt3lGOKaRu50skkrOi1+uJj4/n1KlTGI1GSktL/RTkmcrzzPLKSrayMq6saKFqj96n9OG04fApf997n9Go/N7j8SjGxeVyKcd9smi1WrRarZ/Mer3ezzCc+TpTfh++9z45K/+t/AIUw+aTsbKsPhl99+czgCqViqCgoBoNS2mp14u3vptem3WNp7rNRt26daN79+488cQTLF++nPDwcP7xj3/w448/snz58ir1w8LC6NSpE8uWLePKK68EvKHNt23bxkMPPVQneSoqvEnaattdXCMaLViaJrigRCLxYjab6dChA2VlZQQFBREYGKgoyDMVaeVyp9PpV6e6UcSZCtpHZSVfWfFXfu8zar73Wq0WtVqtGBff/425D6k6fNdu7inJBulOWoFzgUqlYvHixYwdO5b27dsTHBxMVlYW9913H2PGjAFg1apV3H777Rw+fJi4uDiee+45Jk6cSHZ2NklJSSxbtoz+/ftz/fXX1+mzi4qK0Gg0MlabRNKK0Wq1fmsJPgUvaTkaqjtbxbfXs2dP9uzZw/LlyyksLGTo0KGkpKQox33+/C6XN5vn7bffzoUXXsj8+fPJzMzkpZde4tZbb61z3KCSkhICAwPlAqZEIpHUgYbqTpU424rVH5g777yTDRs2nDVLoUQikUhO48tzVN/IEm3a8EDDMhy2NEIIioqKyM/Pp6ioiLKyMoqKirBareTn51NSUoLdbsfhcOBwOHA6nZSXl1NWVkZFRQUOh0PxsqlM5XlrvV6PTqdDq9Wi0+nQ6XQEBAQQFhamzLkHBwdjNpsJCQkhODgYo9GI0WjEbDYTHBz8hw174ttnVlpaSllZGcXFxUrbVlRUYLPZKC0tpaSkhPLycuXlcDiw2+3YbDacTmeVBenKHky+HqWv3Su3rcFgQKfTYbFYCA4OJjg4mKCgIIKCgpT3UVFRBAcHn7ej+pKSEgoKCigrK1Ne5eXllJSUUFJSorSv772vTW02G3a7HafTicPh8HvGVSqV8mzr9XpMJhOBgYHKq3L7hYSEEBISorwPDQ39Q1ErKqEAABgZSURBVDzPdrudU6dOYbVaKSgoIDs7W3l+bTab8qza7XblmfY9q761s5SUFF599dV6fX6rmGprKWbOnMm+ffswmUyEhIQQFhamKFKTyYTFYiE0NFR5CMPCwggLC8NsNjfaHLPH46GiooKSkhKKi4spLy+nuLiY4uJiSktLyc7OJjs7m6ysLPLz85VjVquVzMzMavdAVUalUik/MN+PzGw2YzKZMBgMVTxqfF46drsdl8ulGCxfUECf8SosLFT8/M+G0WgkJCSE8PBwLBYLZrOZsLAwIiIilB90VFQU4eHhmM1m5Yfv+8GbTKZGV5wOh4Pc3FwKCgoUpZWfn09+fr6iwEpLS7FarRQXF1NUVERJSYmi/EpLS8nLyzvnNgDvQqzJZEKv12MwGDAajYpRr7wg7XvB6QjNFRUVZGdnKwatvLxcUbIOh6PWz9Xr9URFRREZGUlUVBSxsbFER0cTHR1NQEAAISEhREREEBoaSkREhBKiv7GiBgghsNvtSqfHZzx8nabMzEyysrKUv1lZWRQUFCjfxblgMBiwWCyYTCa0Wi1Go1ExzD7PMd8z5Ha7sdlsSofMZrMpvz/fonltBAQEYLFYCAwMVNo0PDycsLAwAgICiIyMJCIiQnnWg4ODCQ0NVYxYY7SrEAKHw0F5eTmlpaUUFxeTm5urbBcpLi5W7snXGc3MzCQ3N5ecnBxlW0pN+NZvDAaDoi8qP6sajYby8vJ6y9+mRzwzZ85k586d2Gw2CgoKKCwspKSk5KxRscHbAzUYDOj1egICApTeqMFgUL4YtVqteNr4FITT6VQUl095nA2NRkNUVBRRUVGKYQwJCSEmJobY2FgiIiKUUUdwcDBhYWGEhoYSFBSEVqttkt6ux+NRep6FhYWUlZVRWFhIUVERNpsNm82mjMB8vdaCggJldJCfn09BQQHFxcXY7faz3r/ZbFYMp0+5+EZgZ7rPwmkXUp/x9MnkcDgoLS09J4XmU8q+0URgYCABAQGYzWYCAwOV78RsNitlvh+p7+VTUEajscnCvzidToqLiyksLFQUTlFREUVFRWRnZ5OTk0NOTg55eXmKcs/Jyak1LbTPndancHwjX98zfuYeEN9IzeFwUFFRoShEX2/5bGpGrVYTFRVFXFwcMTExREREEBYWRlxcHOHh4Uq7m81mAgIClNG2xWLBYrE02ijE7Xb7dTQKCwuVdi0sLMRqtSp6oqSkRGnX3NxcCgsLz6qMfe1qNpuVdvXpEZ9i983AVH6G7XY7drudiooKZZR9Lqrb55gREhJCdHS00rbx8fHEx8crHY7o6GiCg4MVPabT6ZrWG68tG57qEEJQXl5ORUWF0uMtKiqiuLiYvLw8rFar0mPzTWP5hqW+4X3lTWK+aavKP17fj8U3+ggICFCG+b4ef1BQEBaLhcjISMLDw1vVVInT6eSqq64iMDCQkJAQlixZ0qDrlZeXk5OTo7StT2lWVqSlpaWKUvP19H2vMzfhAYox8k2p+Kao9Ho9FouFsLAwpWfqU2ChoaFERkZiNpub1FA0FKfTSa9evTAYDJhMJjZt2lTna3g8HmVqxTfd4hvxVW5/3xSLr9Pke8bP3PDoM0I+mXxG1/d8+5513/++5zw8PFwx4K21vc9ECMHhw4cJCgoiMjLSb/bDt/HSN1qrPP1dWFiodHDLysqU59fXIfLNLPhG0ZWfYYPBgMFgUDpDFosFo9Go6A5fW4aFhWGxWBTDXN1sgRCC9evXk5GRQX5+PjNnzmzW9gNpeFoEt9vNgQMHFOM1aNCglhapTlitVsLCwgDvPotznQ5pLbhcLjZs2EBubi5FRUVMnTq1pUWqE+d7+9vtdt5++21lfWbu3LktLVKdqNz+gYGBStyy84XW8Py06TWeluLXX3+lR48eAHTu3JkDBw60sER147ffflPet2vXrgUlqR/79+9XNh937tz5vDM853v7Hzp0iIcffhjwtv/5Zngqt//5mFSuNTw/58fY9g9G5Xng1phn/WxI+VsWKX/LIuVvONLwtACFhYXK+/oG2WtJpPwti5S/ZZHyNxxpeFqAyl5c1cWva+1I+VsWKX/LIuVvONLwtACV936cj5tXpfwti5S/ZZHyNxzpXNACdO7cmRdeeAG3203nzp1bWpw6I+VvWaT8LYuUv+FId2qJRCKRNCtyqk0ikUgkzYo0PBKJRCJpVqThaQacTidvvvkmAwYMYPDgwXzyySc1Bpfcs2cPEyZM4I477mD8+PHcfPPNjBs3jptuuumc4ro1BW63mwULFnDppZdy+eWXs2jRonOKZwfwzjvv0Lt3b06ePNnEUtaMEILly5czZMgQ+vfvzxtvvFFrYE2Px8Onn37K9OnTefLJJ9m+fXszSlsVIQTLli1j8ODBDBgwgLfeeuusgUF37NjBvffey4QJE5g3b16LPTuV2bBhA8OHD6dv374888wzFBUV1Vr/559/ZvDgwRw+fLiZJPTnu+++45prruGSSy5h1qxZlJSU1Fq/rvfXHOzdu5cxY8bQp08fZsyYQWZmZq3109PTGT58ON99913TCiYkTYrD4RBDhgwRJpNJ/PnPfxZTpkwROp1OPPzww9XW//nnnwUgBg0aJMaNGycmTJggxo8fL15++WXhcrmaWXohXC6XGDFihNDr9WL69Oli6tSpwmg0invuuees527cuFGoVCoBiK1btzaDtNVz9913C7VaLe68807xwAMPiKCgIDF8+HDh8XiqrT969Gih0WjEsGHDRJ8+fQQgFi5c2LxC/47H4xGTJk0SarVaTJo0STzwwAMiMDBQXH/99TXKP2fOHKFSqcTAgQPFjTfeKHQ6Xa332xy89tprAhAjR44Ujz32mIiLixNdunQRZWVl1dZfvny5CAgIEIDYu3dvM0vrbUNA3HTTTeIvf/mLiImJESkpKcJms1Vbv6731xysXLlSqNVqcfnll4unnnpKdO7cWURGRoqTJ09WW3/jxo0iMjJSAOI///lPk8omDU8T88477wij0ej34/noo4+EVqut9gHYs2dPi/3YquPDDz8UWq1WbN++XSn74osvhEqlEocPH67xvJKSEpGcnCyuv/76FjU869evF4D48ssvlbJdu3YJQKxfv77acxYuXCj27Nmj/P/EE0+IlJSUJpe1OtatWycAsXr1aqVsx44dAhAbN26sUj8/P1/ExcWJDz74QCl79913BSDS09ObReYzSU9PFzqdTsydO1cpy8nJERaLRbzzzjtV6ns8HpGYmChuuOEGAYjdu3c3p7ji6NGjQqPRiDfeeEMpO3XqlDAajdV2QOp6f81BeXm5iIqKElOnThVut1sIIURFRYW44IILauz0DhkyRIwaNUoAYvny5U0qnzQ8TcywYcPE5MmT/crsdrsIDAwUb775ZpX6PkXz8ccfi1tvvVVcccUV4tFHHxW5ubnNJbIfI0eOFGPGjPErc7lcIioqSrz88ss1njdt2jQRHx8v9u7d26KGZ8aMGWLAgAFVynv16iXuu+++c7rGs88+K7p3797Yop0T06ZNE5dddlmV8pSUFHH//fef0zVeffVVoVarRXFxcWOLd0689dZbIjIyUtjtdr/yW2+9VQwdOrTac9xut2Jgf/nll+YQU+G1114TcXFxwul0+pWPHj1aDB8+vEr9+txfU/PNN98IjUYjMjIy/Mqff/55kZCQUO05brdbWK1WAYgVK1Y0qXxyjacJEUKwefNmBg8e7Feu1+tp164daWlpVc7xzcFOmDCBkpISLr74YpYuXcrw4cPPKf9GY7Np0yaGDBniV6bRaEhKSqpWfoA1a9Ywf/583n77bYKDg5tByprZtGlTlfYHSE5OrlF+8H4Pzz//PIMGDWLOnDk8++yzTShlzVT3/MDZ5fexZcsWZs+ezZgxYwgMDGwCCc/Opk2bGDBgAHq93q+8tntQq9UUFBQAKJGUm4tNmzZx2WWXVUn2WJO89bm/pmbz5s106tSJuLi4KjJlZGRUu0aoVquxWq1A07e5NDxNiNPpxG63ExISUuVYQEBAtQu+vsyAH374IV988QXz5s1jzZo17Ny5s155VxpKaWlptcajJvnz8vK46667uP322xk5cmRziFgrpaWldWp/H9u3b+fdd99l06ZN9O7dmwEDBjSlmDVSUlJSL/ndbjd/+9vfGDJkCH379uXf//53U4pZK/X9DvLz8wGIiopqMtmqo67y1vf+mpLanhshRI1JAH1tHh0d3aTyycgFjcShQ4f49ttvlbTE7du3Z/LkyQQGBiq9iMoUFBQQHh5epfyWW26hV69eXHHFFUpZSkoK4eHh7N+/v8ly9xw/fpyvvvqKiooKKioqiI6OZvr06URERNQof+/evf3KhBCMHz+ezMxM7HY7999/v/LDW7BgAUKIJlPg2dnZrFixQkniZzKZePTRRwkPD69T+/sYNWoUI0eOZPv27dx8883ceOON7Ny5s8kS8mVlZbFixQql/QMCAnjkkUdqbf+a5C8sLGTcuHFs3LiRuXPnMnPmzGZJslZRUcHixYuV7LpCCB588EHCw8MVhVaZs30HBQUFhISEVBlJNDV1fWbqe39NSW3PjS9RX3X4RpnS8Jwn/Pbbb2zbtg2NRoPRaCQyMhKAxMREDh486FfXarVy/Phx+vbtW+U6sbGxxMbG+pW53W7KysqadKotIyODrVu3otFoMBgMyrRMdfKXl5dz8OBBHn/8cb9yIQSdO3cmICBAydjqc0HdsGEDSUlJTWZ48vLy+Omnn1Cr1ej1euLi4hBCVCu/EILdu3efNfOiSqWif//+zJ49m8mTJ5Obm9tkve/c3Fy2bt2qyJ+QkABU3/4++f/yl79Ue6377ruPn3/+mR07dtCtW7cmkbc6ysrK2LJlCx6PB51OR1hYGB6Ph8TERDZv3qxkKvWxe/fuan8DPioqKlokbH9iYiJr1qypUl6TvPW9v6YkMTGREydOUF5eTkBAgJ9MvXv3rrEj4kuZ0OTt3qQrSBLx2GOPieTkZOFwOJSyN998U6jVapGVlVWlfmFhYZUFwRUrVghAHDp0qMnlPZO//vWvIjY2VlRUVChlH3zwgQDEsWPHznp+enp6izoXLFy4UBgMBpGXl6eU+Rw4NmzYUKV+Tk6OmDVrlp/r+vLly4VGoxFWq7VZZK7Mu+++K0wmkygoKFDKvv32WwGIzZs3V6lfUlIi9Hq9+Ne//tWcYtbK1q1bBSB27typlB0/flzodDoxf/78Gs97++23RVhYWHOI6IfPE3Lfvn1K2aFDh4RGoxGLFi2qUr+6+0tNTT3r/TUlOTk5Qq1Wi08++UQpKy4uFtHR0eLRRx+t8by1a9cKwO95awqk4Wlijh07Jkwmk7jmmmvEV199JV588UWh0WjElClTlDp79+4VOTk5QgghZs+eLSIjI8U333wjUlNTxXvvvafsO2kJMjIyRFBQkBg8eLD48ssvxSuvvCJ0Op0YO3asUufgwYPi+PHj1Z6flpbWooanuLhYtGvXTvTo0UN89tln4p133hEWi0Vceumlyr6W3377TXENP3HihDAYDGLixInixx9/FB9//LFISEgQ48ePbxH5i4qKRHx8vOjVq5dYuXKlmDdvnjCbzWLQoEGK/Onp6Yr8hw8fFoC49dZbxaRJk8RNN90krrvuOvHwww+L0tLSFrkHj8cjLrvsMtGuXTvxwQcfiI8//ljEx8eLhIQEUVJSotznli1blHM+/fRTMX78eKFSqcSsWbOqdMaaEpfLJfr27SuSkpLEhx9+KJYsWSJiYmJEhw4dRHl5uRBCCKvVqmwxOJf7awnuuOMOERISIt544w2xatUq0b17d2GxWERqaqoQwrvHcN26dUr9tWvXihkzZghAzJw508/wNjbS8DQDP//8sxgwYIAAhNlsFs8884zfxjKtVis6d+4shPD2WCdOnCjUarUAhE6nExMnThSFhYUtJb7Yv3+/GDx4sACEyWQSjz32mJ9rrtFoFKGhodWeW1RUJJKSksSRI0eaS9wqpKeni5EjRwpAaLVaMXXqVJGdna0cj4qKEjqdTvn/66+/FsnJyUr733bbbS0y2vGRlpam7IfSarVi+vTpfu714eHhwmg0CiGEKCsrE1dffbXo37+/GDlypJgwYYKYPHmyGDRokEhLS2upWxBWq1VMnz5daDQaZWNm5X1gvuervLxceDwecc0114jevXuLXr16id69e4tt27Y1q7z5+fnirrvuUn6HY8eO9Rvh9+3bVwCKy/XZ7q8lqKioEM8995wwGo3KpvTK+/Huv/9+AYgDBw4IIYSYMmWK0ua+jk5TIaNTNyMVFRUYDIYq86uLFi0iMTGRoUOHKmWnTp0iIyODDh06EBER0dyiVovNZkOn01XJ4fHJJ58QFBTEiBEjWkiyc8Nut6PRaKq4ya5bt47MzEwmTpyolAkhKCgowGAwtJr0xjXJ/+2335KXl8dtt93WQpKdOy6XC7fbXSUB2a+//srq1atrXLdqKZxOJ0KIKg4Ou3fvZv369Tz00EN+5TXdX0vidrtxOBxVHAoyMzOZN28eL774YrM4n1RGGh6JRCKRNCtyH49EIpFImhVpeCQSiUTSrEjDI5FIJJJmRRoeiUQikTQr0vBIJBKJpFmRhkcikUgkzYo0PBJJK2PYsGFs3Lixwdc5cOAA48ePp0+fPkybNq1F049LJJWRhkciaWVs2LABl8vVoGusXr2a7t27k56ezrXXXsuWLVtISUlpsfwwEkll5AZSiaSVodFoWL9+fb1TYDgcDpKTk7nyyitZuHAharUap9NJz549GTJkCG+//XYjSyyR1A054pFIGpF9+/axcuVKdu3a5ZfG4u677+bQoUNYrVY++OADsrOzsdvtrFmzhg0bNvhdQwiBRqNh+/btfPTRR5w4caJOMmzdupVTp07xwgsvKKFQdDodd9xxB8uXL2/4TUokDaXJosBJJG0Ip9MpJk6cKAARGhoqADFq1Cjh8XhEcXGxAMQ777wj2rdvLwCRlJQkevbsKQDlmA9AXHjhhUpQVq1WK15++eVzluWll14S7du3r1K+fPlyAfgFeJVIWgI54pFIGoFFixbx1VdfsWfPHgoKCnjvvff4/PPPKS4uVoJ6PvPMM3Tt2pUFCxaQlpZGQkICR44c4corr2TFihXKtVQqFcnJyaSmplJaWsqCBQt4+umn2bdv3znJUlsqZvAGG5VIWhJpeCSSRmD+/Pk89thjqFQqbrnlFu6++24ee+wxgoODMZlMGI1GOnXqxIoVK+jYsSMAH3/8MR07duS6667j2LFjyrW0Wi3PPfccHTp0QK1WM3nyZPr06cPnn39+TrLUlrpZq9USFBTUODctkdQTaXgkkkbg8OHDLF++nB49euBwONixYwevvPIK4F2zEUIwbdo0TCYTwcHBgHdkApCUlER6ejoOhwMAvV5fJUx9fHw8p06dOidZEhMTOXXqFEVFRX7lu3fvJiUlpUqIf4mkuZGGRyJpBDQaDTExMYpzQZ8+fXA4HKSmplJeXo7dbic8PByA6OhoADIyMgBISEjA4/GQnp4OeB0BPB6Pcu2ysjK2bdtGz549z0mWq666CpVKxcqVK5Wy8vJyVqxYwcCBAxvlfiWShqA9exWJRHI2br/9dlatWsWvv/6KWq0mLS2N1157DZVKxdKlSwGU5GCRkZEAnDx5kj59+hAXFwdAeno6HTt2RKVS8frrr1NYWIjH4+Hvf/87AOPHjz8nWUJCQpgyZQoPPvgghYWFdOzYkeeff568vDzuv//+xr51iaTOSMMjkTQCL730Em63mzvuuEPJNDty5Ej+/ve/ExoaSrt27SgpKQG8U2kBAQHk5uYCEBMTg9FoVEZAERERHDlyRMnoes0117Bu3bo6rc288cYbJCYm8swzz1BeXs7AgQNZt24dF110USPfuURSd+QGUomkEfF4POTn5xMSEoJOp1PKCwoKCA0NRaVSATBr1izGjh1L165dAW+0gpSUFEJCQhBCoFKpsNlsuFwuv9TbGRkZuN1uZd1IpVJhMBgwGAyoVCrsdjtBQUFKmmOPx4Pdbq+S9lgiaUmk4ZFIziMMBoPihFATq1atYtSoUc0kkURSd+RUm0RyHnH48GGMRqPyv29EY7fblUgJ8fHxLSWeRHJOyBGPRCKRSJoV6U4tkUgkkmZFGh6JRCKRNCvS8EgkEomkWZGGRyKRSCTNijQ8EolEImlWpOGRSCQSSbMiDY9EIpFImpX/BwfL+VvHsGZRAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x='emb_0', y='emb_1', hue='gender', size='age', data=user_df)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### And the movie embeddings..." ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "movie_df = get_movies()" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [], "source": [ "embeddings = multimodel.predict(movie_df, model='movie')\n", "movie_df['emb_0'] = embeddings[:, 0]\n", "movie_df['emb_1'] = embeddings[:, 1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Out of curiosity, we can compute mean embeddings for movies tagged with each genre." ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "genre_df = pd.DataFrame()\n", "for genre in GENRES:\n", " mean = movie_df[movie_df[genre] == 1][['emb_0', 'emb_1']].mean()\n", " mean['genre'] = genre\n", " genre_df = genre_df.append(mean, ignore_index=True)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Movie and Genre embeddings" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(ncols=2, figsize=(20, 8))\n", "sns.scatterplot(x='emb_0', y='emb_1', data=movie_df, ax=axes[0], palette='bright')\n", "sns.scatterplot(x='emb_0', y='emb_1', hue='genre', data=genre_df, ax=axes[1], palette='bright')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "We can even consider similarity between genres by:\n", "- computing centroid for each genre\n", "- performing hierarchical clustering on genre centroids\n", "- plotting the distance matrix with a fancy colour scheme" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "from sklearn.metrics import pairwise_distances\n", "from scipy.cluster import hierarchy" ] }, { "cell_type": "code", "execution_count": 90, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "X = genre_df[['emb_0', 'emb_1']].values\n", "Z = hierarchy.linkage(X)\n", "order = hierarchy.leaves_list(hierarchy.optimal_leaf_ordering(Z, X))\n", "genre_df_ordered = genre_df.iloc[order]" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "embs_ord = genre_df_ordered[['emb_0', 'emb_1']].values\n", "dist_ord = pairwise_distances(embs_ord)\n", "genres_ord = genre_df_ordered['genre'].values" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.heatmap(dist_ord, xticklabels=genres_ord, yticklabels=genres_ord, cmap='plasma_r');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the two genres furthest apart are *Horror* and *Musical*, while *Romance* and *Mystery* or *Crime* and *Adventure* evoke similar rating patterns!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Freezing and partial updating\n", "\n", "Finally, we mention another key advantage of the `MultiModel` approach: partial re-training.\n", "\n", "Imagine we have a powerful production system, but new users register with our service every day.\n", "\n", "We don't want to re-train the full model, only the embeddings for new users. This is trivial:\n", "\n", "```python\n", "multimodel.fit(\n", " trainable_models=['user'],\n", " df=df_new, model='rating', **kwargs\n", ")\n", "\n", "```\n", "\n", "This will ensure that only the user embeddings are updated (and only for users present in `df_new`, while dense layer weights and movie embeddings remain frozen." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }