{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Users behavior clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "install retentioneering if running from google.colab or for the first time:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "!pip3 install retentioneering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use a sample user activity dataset to illustrate how behavior clustering works. Let’s first import retentioneering, import sample dataset and update config to set used column names:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import retentioneering\n", "\n", "# load sample data\n", "data = retentioneering.datasets.load_simple_shop()\n", "\n", "# setup column names:\n", "retentioneering.config.update({\n", " 'user_col': 'user_id',\n", " 'event_col':'event',\n", " 'event_time_col':'timestamp',\n", "})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Trajectories vectorization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each user trajectory is represented as a sequence of events. Before we apply any ML algorithms to users dataset we need a way to convert each user trajectory from a sequence of events to a numerical vector. This field of ML learning extensively was developed in applications for text processing. Text analysis in some sense is similar to analysis of discrete user trajectories of behavioural logs. In text processing each text document (in our case - user trajectory) consists of discrete words (in our case - event names) and we need to convert text to numerical values. Let’s work through some examples.\n", "\n", "Function rete.extract_features() returns a dataframe of vectorized user trajectories:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
cartcatalogdelivery_choicedelivery_courierdelivery_pickuplostmainpayment_cardpayment_cashpayment_choicepayment_doneproduct1product2
12291511800017000042
4634580800011000001
14759071511012001012
15766260000011000000
21123380300012000000
..........................................
9992751091210110000000
9996429051211001001100
99991455411000015000010
9999161632200010000000
9999419670100010000000
\n", "

3751 rows × 13 columns

\n", "
" ], "text/plain": [ " cart catalog delivery_choice delivery_courier delivery_pickup \\\n", "122915 1 18 0 0 0 \n", "463458 0 8 0 0 0 \n", "1475907 1 5 1 1 0 \n", "1576626 0 0 0 0 0 \n", "2112338 0 3 0 0 0 \n", "... ... ... ... ... ... \n", "999275109 1 2 1 0 1 \n", "999642905 1 2 1 1 0 \n", "999914554 1 10 0 0 0 \n", "999916163 2 2 0 0 0 \n", "999941967 0 1 0 0 0 \n", "\n", " lost main payment_card payment_cash payment_choice \\\n", "122915 1 7 0 0 0 \n", "463458 1 1 0 0 0 \n", "1475907 1 2 0 0 1 \n", "1576626 1 1 0 0 0 \n", "2112338 1 2 0 0 0 \n", "... ... ... ... ... ... \n", "999275109 1 0 0 0 0 \n", "999642905 0 1 0 0 1 \n", "999914554 1 5 0 0 0 \n", "999916163 1 0 0 0 0 \n", "999941967 1 0 0 0 0 \n", "\n", " payment_done product1 product2 \n", "122915 0 4 2 \n", "463458 0 0 1 \n", "1475907 0 1 2 \n", "1576626 0 0 0 \n", "2112338 0 0 0 \n", "... ... ... ... \n", "999275109 0 0 0 \n", "999642905 1 0 0 \n", "999914554 0 1 0 \n", "999916163 0 0 0 \n", "999941967 0 0 0 \n", "\n", "[3751 rows x 13 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vec = data.rete.extract_features(feature_type='count',\n", " ngram_range=(1, 1))\n", "\n", "vec" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the obtained dataframe each row corresponds to a vector representing each user from the original dataset. Each column (or vector dimension) corresponds to unique events in the dataset and the values are how many times a particular event was present in this user’s trajectory. These are supported types of vectorization (parameter feature_type):\n", "- ‘count’ : number of occurrences of given event\n", "- ‘binary’ : 1 if user had given event at least once and 0 otherwise\n", "- ‘frequency’ : same as count but normalized to total number of events in user trajectory\n", "- ‘tfidf’ : term frequency–inverse document frequency, frequency of event in user trajectory but weighted to overall frequency of event in the dataset. \n", "\n", "\n", "Second important parameter for extract_features is ngram_range, which sets the lower and upper limit for event sequences to be extracted. For example an ngram_range of (1, 1) means only individual events, (1, 2) means unigrams and bigrams of events, and (2, 2) means only bigrams of events. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clusterization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After we know general idea about user trajectories vectorization we can now use get_clusters method to split users on groups based on how similar is their behavior:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "data.rete.get_clusters(method='kmeans',\n", " n_clusters=8,\n", " refit_cluster=True,\n", " feature_type='tfidf',\n", " ngram_range=(1,2));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Under the hood each user trajectory (sequence of event names) got transformed to a numeric vector. In the example above we used ‘ftidf’ vectorization (default vectorizer), where vocabulary is sequences of events from 1 to 2 (parameter ngram_range), meaning that we count individual events up to sequences of 2 (bi-grams).\n", "\n", "Parameter n_clusters corresponds to the number of desired clusters. Parameter method - type of clusterization algorithm to use (currently support ‘kmeans’ and ‘gmm’).\n", "\n", "Result of the method above is assigned to a new rete attribute: cluster_mapping, which is a dictionary containing user_id’s for each cluster:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [], "source": [ "#data.rete.cluster_mapping" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, if we need to obtain all user_id’s from a specific cluster, it can be done very easily using cluster_mapping dictionary. For example:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "clus_2 = data.rete.cluster_mapping[2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "here, clus_2 will contain all user_id’s of users from cluster 2." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Very often it is useful to have a high-level overview of the results of clusterization immediately after clusterization was done. Clusters statistics can be shown with the clusterization by including plot_type parameter:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc8AAAF8CAYAAACpJjDwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAAAuQ0lEQVR4nO3df1iVdZ7/8Rci+IMQM1Z3F7GWjCMqIKmZ4eQiMWDS2I/tqphxcnIL+7FYox7EbdV0R/wRyoo1Rc3qmjNR4FiBholOpqgIujT+OGFaKDYKNjYGBB6Bs3/49Xw7CeIH7ID1fFwX18V9fz73/XnfN1y8uO9zn8/xcDgcDgEAgCvWpaMLAADgWkN4AgBgiPAEAMAQ4QkAgCHCEwAAQ4QnAACGrig8P/roI8XHxyssLExxcXHKzc2VJE2dOlUWi8X5NWrUqGa3r6mpUVJSkiIiIhQVFaXs7GxnW2VlpSZPnqzw8HDFxsZq69atkqSGhgZZrVZFREQoISFBJ0+edG6TkZGhAwcOtPmgAQBoj66tdfjqq680bdo0zZo1SxMmTNCuXbv03HPP6ZZbbtHx48dVUFCgwMDAy+4jNTVVdrtdmzdvVnl5uRITExUSEqKhQ4cqOTlZAwYM0PLly1VSUqLp06crPz9fO3bskIeHhwoLC/XOO+8oPT1dixcvVlVVlU6fPq2hQ4detZMAAICJVsOzpKREAQEBeuihhyRJMTExCg4O1s6dO1VVVaWAgIDLbm+325WXl6d169bJ399f/v7+io2N1YYNG+Tv76+SkhJlZGTI19dXMTExCgsLU0FBgby9vV3209TUJEnKzMxUYmJiW48XAIB2azU8hw8frvT0dOfymTNnVFFRoT59+sjDw0MJCQkqKytTUFCQZs+ereHDh7tsX15erqamJg0cONC5Ljg4WHv27JHNZlP//v3l6+vr0lZeXi6r1ardu3crMjJSFotFaWlpOnr0qHr27NlqYEsXwrahoUFdunSRh4fHlZwLAGiVw+FQU1OTunbtqi5d2vbYiMPhUGNj41WuDFeLp6dnq7nRanj26dNHffr0kXThKvT5559XWFiYBg4cqJtvvllWq1XBwcHKycnR1KlT9f7778vf39+5fXV1tXr16uWyTx8fH9XW1rbYVlVVJS8vL6Wlpbm0paSkKCUlRZmZmcrJyVFQUJAWLlzorO/bGhoatH///tYODwDaJDQ09JI7ZK1pamrSuXPn5Onp2ebgxffv/PnzamxsVLdu3Vr8ObUantKFB37mz5+vgoICPf3003r00UfVtWtXZWVlOftMnjxZ2dnZ2rt3r2JjY53r/fz8VFdX57K/uro6+fn5Xbbtu4qLi2WxWGSz2VRUVKS8vDzl5uZq6dKlSk1NvaT/xQMePHiwPD09r+QwAaBVjY2NOnToUJvC79y5c+rRo8f3UBW+D3V1dS3+vFoNz/r6eiUkJKhfv37Kz89X3759JUnbtm2T3W5XTEyMs29DQ4N8fHxctg8ICFBjY6MqKiqcDxYdOXJEISEhCgoKUnl5uerr69W9e3dn28SJEy+pIysrS6mpqVqzZo3GjRsnb29vjR8/XqtWrWq27ouX3N7e3oQngKvm4u1W05eDHA4Hf4uuMZ6ennI4HM3+rFv91yk3N1d2u10vvfSSMzilCw8CzZs3T6WlpaqpqdHq1atlt9s1cuRIl+179OihuLg4LVu2TNXV1SosLNSmTZsUHx+vwMBAhYeHKz09XbW1tcrLy5PNZlNUVJTLPjZu3Kjo6Gh5e3tr0KBBys/P19mzZ5WTkyOLxdLW8wIAbtPY2Mit2mtMly5dWnxtutWfpM1m0+eff67Q0FCX93RWV1drypQpmjZtmsaOHautW7fq9ddfV7du3SRJFotFRUVFki68Vnnu3DlFRkZq7ty5WrBggfMqdPHixTp48KBGjx6tV199VStWrHB5gOj8+fPasmWL7r77bknSmDFjFBoaqujoaOXn52vmzJntOzsAABjy+KF+nmdjY6NKS0s1bNgwbpUAuGra+reloaFBktS1q+urZXHWDVe1vubkL5nwvY/xQ9TSz0xiej4AwBUYN26cdu7c2ebtZ82apeXLl1/FilwVFRXpzjvv/N72/12EJwCgU7p45XclRo0apY8++uh7rMYV4QkAcNq1a5d+9rOfadiwYfr5z3+u8vJyl/YTJ07IYrE4g62hoUEWi0UnTpyQJK1cuVJ33HGHbrvtNj333HP6+uuvtXz5cq1fv16vvPKK5s+fL0nat2+fHnjgAQ0bNkyTJk3SkSNHJF24goyNjVVqaqpuvfXWS+qrrKzUlClTFBERoejoaP3+9793bnfxynPWrFkuz+hYLBatXLnSuf3UqVM1fPhwjR8/XgUFBW06T4QnAECSdPLkSf3bv/2bUlJStGvXLoWFhWnu3LlXvP2ePXuUnZ2t9evX64MPPlB1dbVee+01Pffcc7rvvvs0depUzZkzR5WVlXryySeVlJSk7du36yc/+YmmTp2qi4/gHDt2TD4+Ps6HTr8tPT1d/fv31+7du5WRkaGlS5fq6NGjLn0WLVqksrIylZWVaeHCherdu7fuv/9+ORwOPfnkkwoLC9O2bds0a9YsJScnq6KiwvhcEZ4AAElSXl6e7rjjDo0ePVo9evTQU089pfvuu++Kt+/SpYu+/vpr7d27V127dlVGRoaeeOKJS/q99957Gjt2rMaOHStfX1898cQTOnfunHNWuB49euiZZ55pdoICDw8PHTlyREeOHJHFYtGf/vSnFj+c5PDhw/rP//xPLVmyRP/4j/+o/fv368yZM3rqqad03XXXaezYsfrnf/5nbdq06YqP0XmsxlsAAH6QvvjiC/Xv39+57Ovrq3vvvfey21z80A5JGjFihBYuXKh169bpzjvv1GOPPea8Hfvdcd59912X26pVVVWqqqpyjtvSe2Jnz56tESNGaNasWbr99tu1ZMmSZl8bra2tVVJSkn75y19q7Nixki7ccj558qTLuHl5eaqsrGz13HwX4QkAkHRhLvPTp087lysrK/Vf//VfLn0uhtrF0Dxz5oyz7dChQxowYIB+97vfaffu3Ro1apReeOGFS8bx9/fXI4884ry1WlZWpnfffVeRkZGt1lhYWKgpU6YoNzfXObHOtz8j+qI5c+aoX79+SkpKcq77u7/7O918880u4xYUFLTpk7oITwCAJCkuLk5bt25VcXGxqqurtWTJkkteD+zTp4+8vLyct1jffvttZ5vNZpPVatWxY8fU0NCgb775Rtdff72kC1PdffXVV3I4HM4HdT7++GN98803ysrK0pQpU66oxjfeeEMvvfSSampqdP78edXX1zvHuCgrK0tFRUVKS0tzeS9ueHi4zp8/r/Xr16uurk4lJSX6l3/5F/3lL38xPldXNDE8AOD70ZkmMAgODtb8+fM1e/Zs/fWvf9Udd9yhBQsWuPTp3r275s6dq+TkZPn4+Oiuu+5yzmk+ceJEffzxx3r44YdVX1+v0NBQ59O1Y8eOldVqlY+Pj5KTk/XCCy8oJSVFJ06cUHBwsH77299e0aT5c+bM0Zw5czRmzBj5+PjonnvuUXx8vIqLi519XnvtNZ0+fdrlSva+++7TokWL9Morr2ju3LmaN2+e+vbtq1mzZiksLMz4XDHDEAAYuNozDKHzYoYhAACuIsITAABDhCcAAIYITwAADBGeAOAGnp6eLX6wMjqnxsbGFh8K47EvAHADDw8PdenSRfX19erSpUuLM+ig4zU1NampqUmenp7y8PBotg/hCQBu4uXlJS8vL+cfZ3ROXbt2bfWfG8ITANyMK89rHz89AAAMEZ4AABgiPAEAMER4AgBgiPAEAMAQ4QkAgCHCEwAAQ4QnAACGCE8AAAwRngAAGCI8AQAwRHgCAGCI8AQAwBCfqgI0I866wa3j5S+Z4NbxALQPV54AABjiyhPo5LgKBjofrjwBADBEeAIAYIjwBADAEOEJAIAhwhMAAEOEJwAAhghPAAAMEZ4AABgiPAEAMER4AgBgiPAEAMAQ4QkAgCHCEwAAQ4QnAACGCE8AAAwRngAAGCI8AQAwRHgCAGCI8AQAwBDhCQCAIcITAABDVxSeH330keLj4xUWFqa4uDjl5uZKkoqLi53rH3nkEX322WfNbl9TU6OkpCRFREQoKipK2dnZzrbKykpNnjxZ4eHhio2N1datWyVJDQ0NslqtioiIUEJCgk6ePOncJiMjQwcOHGjzQQMA0B6thudXX32ladOmadKkSdq5c6emT5+ulJQUffLJJ3rmmWf06KOPavv27brtttv07LPPNruP1NRU2e12bd68WUuXLtWiRYuc4ZecnKwBAwboww8/1IwZMzR9+nRVVlbq3XfflYeHhwoLCxUfH6/09HRJUlVVlU6fPq2hQ4detZMAAICJrq11KCkpUUBAgB566CFJUkxMjIKDg1VQUKDAwEA9+OCDkqSnn35aq1ev1qeffqpbbrnFub3dbldeXp7WrVsnf39/+fv7KzY2Vhs2bJC/v79KSkqUkZEhX19fxcTEKCwsTAUFBfL29napo6mpSZKUmZmpxMTEq3YCAAAw1Wp4Dh8+3HnVJ0lnzpxRRUWF3nnnHd1xxx3O9d7e3rrpppt07Ngxl/AsLy9XU1OTBg4c6FwXHBysPXv2yGazqX///vL19XVpKy8vl9Vq1e7duxUZGSmLxaK0tDQdPXpUPXv2VEBAwBUfYGNj4xX3BS7q5uXh1vEu93vamWoB5wcXtBqeffr0UZ8+fSRduAp9/vnnFRYWpn/4h39Qr169XPr6+PiopqbGZV11dXWz/Wpra1tsq6qqkpeXl9LS0lzaUlJSlJKSoszMTOXk5CgoKEgLFy501tec/fv3t3aIwCXm3N/PreOVlpa22NaZagFwQavhKV144Gf+/PkqKCjQ008/rUcffVTLli1TfX29S7+6ujr5+fm5rPPz81NdXV2z/S7X9l3FxcWyWCyy2WwqKipSXl6ecnNztXTpUqWmprZYe2hoqDw9Pa/kMAGn++dscut4f5wf22JbZ6oFF648+accrYZnfX29EhIS1K9fP+Xn56tv376SpIEDB2rdunXOfna7XceOHdPgwYNdtg8ICFBjY6MqKioUGBgoSTpy5IhCQkIUFBSk8vJy1dfXq3v37s62iRMnXlJHVlaWUlNTtWbNGo0bN07e3t4aP368Vq1addn6PT09CU8YO3fe4dbxLvc72plqAXBBq0/b5ubmym6366WXXnIGp3ThwaGysjLl5+erurpaaWlpGjZsmPr1c73F1KNHD8XFxWnZsmWqrq5WYWGhNm3apPj4eAUGBio8PFzp6emqra1VXl6ebDaboqKiXPaxceNGRUdHy9vbW4MGDVJ+fr7Onj2rnJwcWSyWq3QqAAC4Mq2Gp81m0+eff67Q0FBZLBbn1+bNm5WRkaH09HRFRkbq8OHDLrdPLRaLioqKJF14rfLcuXOKjIzU3LlztWDBAudV6OLFi3Xw4EGNHj1ar776qlasWOHyANH58+e1ZcsW3X333ZKkMWPGKDQ0VNHR0crPz9fMmTOv6gkBAKA1Hg6Hw733hNyksbFRpaWlGjZsGLehYCzOusGt4+UvmdBiW2eqBfxtwQVMzwcAgCHCEwAAQ4QnAACGCE8AAAwRngAAGCI8AQAwRHgCAGCI8AQAwBDhCQCAIcITAABDhCcAAIYITwAADBGeAAAYIjwBADBEeAIAYIjwBADAEOEJAIAhwhMAAEOEJwAAhghPAAAMEZ4AABgiPAEAMER4AgBgiPAEAMAQ4QkAgCHCEwAAQ4QnAACGCE8AAAwRngAAGCI8AQAwRHgCAGCI8AQAwBDhCQCAIcITAABDhCcAAIYITwAADBGeAAAYIjwBADBEeAIAYIjwBADAEOEJAIAhwhMAAEOEJwAAhghPAAAMEZ4AABgiPAEAMER4AgBgiPAEAMAQ4QkAgCHCEwAAQ4QnAACGCE8AAAwRngAAGCI8AQAwRHgCAGCI8AQAwNAVh2dycrKys7Ody1OnTpXFYnF+jRo1qtntampqlJSUpIiICEVFRbnso7KyUpMnT1Z4eLhiY2O1detWSVJDQ4OsVqsiIiKUkJCgkydPOrfJyMjQgQMHjA8UAICrpWtrHXbs2KHt27frvffe04gRI5zrjx8/roKCAgUGBl52+9TUVNntdm3evFnl5eVKTExUSEiIhg4dquTkZA0YMEDLly9XSUmJpk+frvz8fO3YsUMeHh4qLCzUO++8o/T0dC1evFhVVVU6ffq0hg4d2v4jBwCgjVoNz3379qmmpkY33HCDc53D4VBVVZUCAgIuu63dbldeXp7WrVsnf39/+fv7KzY2Vhs2bJC/v79KSkqUkZEhX19fxcTEKCwsTAUFBfL29nbZT1NTkyQpMzNTiYmJbTlOAACumlbDMykpSZI0adIk57pTp07Jw8NDCQkJKisrU1BQkGbPnq3hw4e7bFteXq6mpiYNHDjQuS44OFh79uyRzWZT//795evr69JWXl4uq9Wq3bt3KzIyUhaLRWlpaTp69Kh69uzZamB/V2Njo1F/QJK6eXm4dbzL/Z52plrA+cEFrYZnc86cOaObb75ZVqtVwcHBysnJ0dSpU/X+++/L39/f2a+6ulq9evVy2dbHx0e1tbUttlVVVcnLy0tpaWkubSkpKUpJSVFmZqZycnIUFBSkhQsXqk+fPpetdf/+/W05RPzIzbm/n1vHKy0tbbGtM9UC4II2heeQIUOUlZXlXJ48ebKys7O1d+9excbGOtf7+fmprq7OZdu6ujr5+fldtu27iouLZbFYZLPZVFRUpLy8POXm5mrp0qVKTU29bK2hoaHy9PRsy2HiR+z+OZvcOt4f58e22NaZasGFK0/+KUebwnPbtm2y2+2KiYlxrmtoaJCPj49Lv4CAADU2NqqiosL5YNGRI0cUEhKioKAglZeXq76+Xt27d3e2TZw48ZLxsrKylJqaqjVr1mjcuHHy9vbW+PHjtWrVqlZr9fT0JDxh7Nx5h1vHu9zvaGeqBcAFbXqfp91u17x581RaWqqamhqtXr1adrtdI0eOdOnXo0cPxcXFadmyZaqurlZhYaE2bdqk+Ph4BQYGKjw8XOnp6aqtrVVeXp5sNpuioqJc9rFx40ZFR0fL29tbgwYNUn5+vs6ePaucnBxZLJa2HzkAAG3UpivPmJgYVVRUaNq0aaqpqdGQIUP0+uuvq1u3bpIki8WiNWvWaNSoUUpJSdHs2bMVGRmpvn37asGCBc6r0MWLF2vWrFkaPXq0brzxRq1YscLlAaLz589ry5Ytztc/x4wZo507dyo6OlrBwcFatmxZe48fAABjHg6Hw733hNyksbFRpaWlGjZsGLehYCzOusGt4+UvmdBiW2eqBfxtwQVMzwcAgCHCEwAAQ4QnAACGCE8AAAwRngAAGCI8AQAwRHgCAGCI8AQAwBDhCQCAIcITAABDhCcAAIYITwAADBGeAAAYIjwBADBEeAIAYIjwBADAEOEJAIAhwhMAAENdO7qAH6s46wa3jZW/ZILbxgKAHwOuPAEAMER4AgBgiPAEAMAQ4QkAgCHCEwAAQ4QnAACGCE8AAAwRngAAGCI8AQAwRHgCAGCI8AQAwBDhCQCAIcITAABDhCcAAIYITwAADBGeAAAYIjwBADBEeAIAYIjwBADAEOEJAIAhwhMAAEOEJwAAhghPAAAMEZ4AABgiPAEAMER4AgBgqGtHF4COFWfd4Nbx8pdMcOt4APB94MoTAABDhCcAAIYITwAADBGeAAAYIjwBADBEeAIAYIjwBADAEOEJAIAhwhMAAENXHJ7JycnKzs52LhcXFys+Pl5hYWF65JFH9NlnnzW7XU1NjZKSkhQREaGoqCiXfVRWVmry5MkKDw9XbGystm7dKklqaGiQ1WpVRESEEhISdPLkSec2GRkZOnDggPGBAgBwtbQ6Pd+OHTu0fft2vffeexoxYoSkC4H4zDPPaMaMGfrpT3+q//7v/9azzz6r995775LtU1NTZbfbtXnzZpWXlysxMVEhISEaOnSokpOTNWDAAC1fvlwlJSWaPn268vPztWPHDnl4eKiwsFDvvPOO0tPTtXjxYlVVVen06dMaOnTo1T8TAFrFdI7ABa1eee7bt081NTW64YYbnOu2bNmiwMBAPfjgg/Lz89PTTz+tY8eO6dNPP3XZ1m63Ky8vTzNmzJC/v79GjBih2NhYbdiwQadOnVJJSYlmzpyp66+/XjExMQoLC1NBQYGamppc9nNxOTMzU4mJiVfjuAEAaLNWrzyTkpIkSZMmTXKu++STTzR48GDnsre3t2666SYdO3ZMt9xyi3N9eXm5mpqaNHDgQOe64OBg7dmzRzabTf3795evr69LW3l5uaxWq3bv3q3IyEhZLBalpaXp6NGj6tmzpwICAowOsLGx0ai/u3Tz8nDbWJc7B+6sQ+q8P4/v6kznhVo6l85YE9yvTZ+qUl1drd69e7us8/HxUU1NzSX9evXqdUm/2traFtuqqqrk5eWltLQ0l7aUlBSlpKQoMzNTOTk5CgoK0sKFC9WnT5/L1rp//37Do3OPOff3c9tYpaWlnaIO6fK1dCad6bxQC9D5tCk8e/Xqpfr6epd1dXV18vPzc1nn5+enurq6Zvtdru27iouLZbFYZLPZVFRUpLy8POXm5mrp0qVKTU29bK2hoaHy9PQ0OTy3uH/OJreN9cf5sZ2iDunytXQmnem8UEvn0tjY2Gn/KYf7tCk8Bw4cqHXr1jmX7Xa7jh075nIrV5ICAgLU2NioiooKBQYGSpKOHDmikJAQBQUFqby8XPX19erevbuzbeLEiZeMl5WVpdTUVK1Zs0bjxo2Tt7e3xo8fr1WrVrVaq6enZ6cMz3PnHW4b63LH7846pMvX0pl0pvNCLUDn06b3ecbExKisrEz5+fmqrq5WWlqahg0bpn79XG/p9OjRQ3FxcVq2bJmqq6tVWFioTZs2KT4+XoGBgQoPD1d6erpqa2uVl5cnm82mqKgol31s3LhR0dHR8vb21qBBg5Sfn6+zZ88qJydHFoul7UcOAEAbtSk8fX19lZGRofT0dEVGRurw4cMut08tFouKiookXXit8ty5c4qMjNTcuXO1YMEC51Xo4sWLdfDgQY0ePVqvvvqqVqxY4fIA0fnz57VlyxbdfffdkqQxY8YoNDRU0dHRys/P18yZM9t84AAAtNUV37Z94403XJZHjx6t/Pz8ZvuWlZU5v+/du7defvnlZvsFBARcst9va+7BIavVKqvVeqVlAwBw1TE9HwAAhghPAAAMEZ4AABgiPAEAMER4AgBgiPAEAMAQ4QkAgCHCEwAAQ4QnAACGCE8AAAy16VNVgO9DnHWDW8fLXzLBreMB+OHgyhMAAEOEJwAAhghPAAAMEZ4AABgiPAEAMER4AgBgiPAEAMAQ4QkAgCHCEwAAQ4QnAACGCE8AAAwRngAAGCI8AQAwRHgCAGCI8AQAwBDhCQCAIcITAABDhCcAAIa6dnQBANAWcdYNbh0vf8kEt46Hzo0rTwAADBGeAAAYIjwBADBEeAIAYIjwBADAEOEJAIAhwhMAAEOEJwAAhghPAAAMEZ4AABgiPAEAMER4AgBgiPAEAMAQ4QkAgCHCEwAAQ4QnAACGCE8AAAwRngAAGCI8AQAwRHgCAGCI8AQAwBDhCQCAIcITAABDXTu6AHeKs25w63j5Sya4dTwAgHtw5QkAgKF2h+fUqVNlsVicX6NGjbqkT01NjZKSkhQREaGoqChlZ2c72yorKzV58mSFh4crNjZWW7dulSQ1NDTIarUqIiJCCQkJOnnypHObjIwMHThwoL2lAwDQJu2+bXv8+HEVFBQoMDCwxT6pqamy2+3avHmzysvLlZiYqJCQEA0dOlTJyckaMGCAli9frpKSEk2fPl35+fnasWOHPDw8VFhYqHfeeUfp6elavHixqqqqdPr0aQ0dOrS9pQMA0CbtCk+Hw6GqqioFBAS02MdutysvL0/r1q2Tv7+//P39FRsbqw0bNsjf318lJSXKyMiQr6+vYmJiFBYWpoKCAnl7e7vsp6mpSZKUmZmpxMTE9pQNAEC7tCs8T506JQ8PDyUkJKisrExBQUGaPXu2hg8f7uxTXl6upqYmDRw40LkuODhYe/bskc1mU//+/eXr6+vSVl5eLqvVqt27dysyMlIWi0VpaWk6evSoevbsedmw/q7Gxkbn9928PNpzuMa+PfZ3ubOWzlKHRC0toZbmdcZaLlcTfjw8HA6Ho60bHzx4UAsWLJDValVwcLBycnL00ksv6f3335e/v78kae/evUpKSlJhYaFzu+zsbOXl5emBBx7Q2rVr9fbbbzvb0tPTVVVVpYULF14yXkpKilJSUpSVlaWcnBwFBQVp4cKF6tOnzyV9GxsbVVpa2tZDA4DLGjZsmDw9PTu6DHSQdl15DhkyRFlZWc7lyZMnKzs7W3v37lVsbKwkyc/PT3V1dS7b1dXVyc/P77Jt31VcXCyLxSKbzaaioiLl5eUpNzdXS5cuVWpqaos1hoaGOn/B75+zqc3H2hZ/nB/bYps7a+ksdUjU0hJqaV5nrKWxsVH79+9369jofNoVntu2bZPdbldMTIxzXUNDg3x8fJzLAQEBamxsVEVFhfOhoiNHjigkJERBQUEqLy9XfX29unfv7mybOHHiJWNlZWUpNTVVa9as0bhx4+Tt7a3x48dr1apVl63R09PTGZ7nzrf5IrtNLvdfqTtr6Sx1SNTSEmpp3rVSC3582vVWFbvdrnnz5qm0tFQ1NTVavXq17Ha7Ro4c6ezTo0cPxcXFadmyZaqurlZhYaE2bdqk+Ph4BQYGKjw8XOnp6aqtrVVeXp5sNpuioqJcxtm4caOio6Pl7e2tQYMGKT8/X2fPnlVOTo4sFkt7DgEAAGPtuvKMiYlRRUWFpk2bppqaGg0ZMkSvv/66unXrJovFojVr1mjUqFFKSUnR7NmzFRkZqb59+2rBggXOq9DFixdr1qxZGj16tG688UatWLHC5QGi8+fPa8uWLUpLS5MkjRkzRjt37lR0dLSCg4O1bNmy9hwCAADG2v0+z8cee0yPPfbYJevLysqc3/fu3Vsvv/xys9sHBATojTfeaHH/Xl5ezuC8yGq1ymq1trFiAADah+n5AAAwRHgCAGCI8AQAwBDhCQCAIcITAABDhCcAAIYITwAADBGeAAAYIjwBADBEeAIAYIjwBADAEOEJAIAhwhMAAEOEJwAAhghPAAAMEZ4AABgiPAEAMER4AgBgiPAEAMAQ4QkAgCHCEwAAQ4QnAACGCE8AAAwRngAAGCI8AQAwRHgCAGCI8AQAwBDhCQCAIcITAABDhCcAAIYITwAADBGeAAAYIjwBADBEeAIAYIjwBADAEOEJAIAhwhMAAEOEJwAAhghPAAAMEZ4AABgiPAEAMER4AgBgiPAEAMAQ4QkAgCHCEwAAQ4QnAACGCE8AAAwRngAAGCI8AQAwRHgCAGCI8AQAwBDhCQCAIcITAABDhCcAAIYITwAADLU7PIuLixUfH6+wsDA98sgj+uyzzy7pU1NTo6SkJEVERCgqKkrZ2dnOtsrKSk2ePFnh4eGKjY3V1q1bJUkNDQ2yWq2KiIhQQkKCTp486dwmIyNDBw4caG/pAAC0SbvCs6amRs8884weffRRbd++XbfddpueffbZS/qlpqbKbrdr8+bNWrp0qRYtWuQMv+TkZA0YMEAffvihZsyYoenTp6uyslLvvvuuPDw8VFhYqPj4eKWnp0uSqqqqdPr0aQ0dOrQ9pQMA0GbtCs8tW7YoMDBQDz74oPz8/PT000/r2LFj+vTTT5197Ha78vLyNGPGDPn7+2vEiBGKjY3Vhg0bdOrUKZWUlGjmzJm6/vrrFRMTo7CwMBUUFKipqcllrIvLmZmZSkxMbE/ZAAC0S9f2bPzJJ59o8ODBzmVvb2/ddNNNOnbsmG655RZJUnl5uZqamjRw4EBnv+DgYO3Zs0c2m039+/eXr6+vS1t5ebmsVqt2796tyMhIWSwWpaWl6ejRo+rZs6cCAgJarc3hcEi6EN6enp6SpF493PsSr91ub7HNnbV0ljokamkJtTSvM9bS2Ngo6f//jcGPU7vCs7q6Wr1793ZZ5+Pjo5qaGpc+vXr1uqRPbW1ti21VVVXy8vJSWlqaS1tKSopSUlKUmZmpnJwcBQUFaeHCherTp88ltV28Uj106JBzXfLP+rbpONtq//79Lba5s5bOUodELS2hluZ15lq+e3cMPy7tCs9evXqpvr7eZV1dXZ38/Pycy35+fqqrq2u2z+Xavqu4uFgWi0U2m01FRUXKy8tTbm6uli5dqtTU1EsPrGtXhYaGqkuXLvLw8GjPYQKAk8PhUFNTk7p2bdefT1zj2vXTHzhwoNatW+dcttvtOnbsmMut3ICAADU2NqqiokKBgYGSpCNHjigkJERBQUEqLy9XfX29unfv7mybOHHiJWNlZWUpNTVVa9as0bhx4+Tt7a3x48dr1apVzdbWpUsXeXt7t+fwAABoVrteNIiJiVFZWZny8/NVXV2ttLQ0DRs2TP369XP26dGjh+Li4rRs2TJVV1ersLBQmzZtUnx8vAIDAxUeHq709HTV1tYqLy9PNptNUVFRLuNs3LhR0dHR8vb21qBBg5Sfn6+zZ88qJydHFoulPYcAAICxdoWnr6+vMjIylJ6ersjISB0+fNh5C9VisaioqEjShdcqz507p8jISM2dO1cLFixwXoUuXrxYBw8e1OjRo/Xqq69qxYoVLg8QnT9/Xlu2bNHdd98tSRozZoxCQ0MVHR2t/Px8zZw5sz2HAACAMQ8Hj4wBAGCE6fku40pmT3Kn5ORkl9mZOsJHH33kPCdxcXHKzc3tsFrWr1+vcePGKTw8XA888IBKSko6rJaLqqqqNGrUKO3cubPDapg6daosFovza9SoUR1WS1VVlR5//HHn7GJ/+MMfOqSOjIwMl3Ny8SslJaVD6sEPgAPNqq6udtx2222Ot99+2/G3v/3NsWzZMsc999zTIbVs377dsXDhQsegQYMcb7/9dofU4HA4HGfOnHEMGzbMkZWV5aiurnZ88MEHjiFDhjhsNpvbazl69Khj2LBhjq1btzpqamocr732muP22293NDY2ur2Wb3v88ccdISEhjsLCwg6rYfz48Y7jx4932Pjf9vOf/9yxdOlSx9mzZx379u1zhIWFOT777LOOLsvx5ZdfOqKjox2ffvppR5eCaxRXni24ktmT3GXfvn2qqanRDTfc4Paxv62kpEQBAQF66KGHdN111ykmJkbBwcHatWuX22vZtWuXRowYoaioKPn4+Ojhhx/WmTNndPr0abfXclF2drZ69uypv//7v++wGhwOh6qqqq5oIpHv26effqoTJ07o17/+tXr16qWIiAi99dZbuv766zu6NP3Hf/yHEhISXCZvAUwQni243OxJ7paUlKTf/OY3+qd/+ie3j/1tw4cPd84xLElnzpxRRUVFh4TFww8/rJdfflkOh0M1NTV68803NWDAAPn7+7u9Fkk6ceKEMjMzNWfOnA4Z/6JTp07Jw8NDCQkJioiI0AMPPKC9e/d2SC2lpaUKDAzUr3/9a4WHh+uuu+7SJ598csnEKu62bds2ffLJJ/rFL37RoXXg2kZ4tqCl2Y++PXvSj02fPn2c/6mXlJQoISFBYWFh+ulPf+r2Wjw9PeXl5aVdu3Zp+PDhevHFF/Wzn/3MORWjOzkcDqWkpGjGjBnNznblTmfOnNHNN98sq9Wq7du365577tHUqVP15Zdfur2Wr776Snv27NFtt92mnTt3as6cOZozZ44OHjzo9lq+7ZVXXlFSUhLvA0e7EJ4tuJLZk36MampqZLVa9cQTT+jBBx/Uq6++2iGBddEdd9yh/fv3a+3atVq7dq0KCgrcXsPatWt1ww03KDY21u1jf9eQIUOUlZWlW2+9Vdddd50mT56svn37dtjVZ3BwsBISEuTj46M777xTo0ePdr6FrSP8+c9/1vHjxzVhwoQOqwE/DIRnCwYOHCibzeZcbm72pB+b+vp6JSQk6KuvvlJ+fr6mTJnSYVOUZWZmKisrS9KFW+ojR45URESEKioq3F7Lrl279P777zuf4Pziiy/0q1/9Sr/5zW/cXsu2bdu0efNml3UNDQ3y8fFxey39+/dXQ0ODy7rGxkb16NHD7bVc9Pbbb2v8+PHy8vLqsBrww0B4tuBKZk/6scnNzZXdbtdLL72kvn3dOyn3d91www3KzMzUoUOHVF9fr+3bt2vfvn0aPXq022t5+eWXVVZW5vwKCAjQqlWr9O///u9ur8Vut2vevHkqLS1VTU2NVq9eLbvdrpEjR7q9ljvvvFNnzpzR73//e9XW1urDDz/Uxx9/rHHjxrm9lot27typyMjIDhsfPxzMbNyCi7MnvfDCC7JarRo+fLgWLVrU0WV1KJvNps8//1yhoaEu61NTU3X//fe7tZb77rtPFRUVeuqpp/S3v/1NN910k1JTUzVo0CC31tHZxMTEqKKiQtOmTVNNTY2GDBmi119/Xd26dXN7Ldddd53+53/+RwsWLNCLL76oG2+8UStXruywf0BPnDihL774QmFhYR0yPn5YmGEIAABD3LYFAMAQ4QkAgCHCEwAAQ4QnAACGCE8AAAwRngAAGCI8cc0bN26cVq9e3dFlAPgRITyB/6eoqEgWi0Vff/11R5cCoJMjPIGr5LvzuAL44SI8cc04fvy4pkyZorCwMP3kJz9RWlqampqaXPpMmjTpkgnZLRaL89NWjh07pn/913/VrbfeqrFjx2ru3Lmqq6tTUVGRfvnLX0qSRo4c6fzkj+LiYj3wwAMKDQ1VTEyMy+3hjIwMTZo0SStXrtTw4cNls9la3D+AHxbCE9eEhoYGPf744/L19dVbb72luXPnKisrS2+++abRfmbOnKlevXrpzTffVGpqqnbt2qUXX3xR4eHhWrp0qSRp/fr1Cg8PV0VFhRITE3XvvfcqOztbTz75pDIyMrR27Vrn/v73f/9Xhw8f1urVqxUcHNzi/gH8sDAxPK4J77//vr788kstWrRI3bt3V0hIiE6dOqWqqiqj/Xz++ee68847ZbFYJEnp6ek6ffq0unfv7pywvH///urevbtee+013XPPPZo0aZIkadCgQfrLX/6i9evX6xe/+IWkCx+HtnjxYufHbLW0fwA/LIQnrgmHDx/WkCFD1L17d+e6iwGWm5t7xftJSkrS4sWLtXHjRt1+++0aO3asfvKTnzTb99ChQ7LZbPrjH//oXOdwOOTr6+tc7t+/v8vnU5rsH8C1i/DENeGbb75p0wcYnzt3zmV50qRJmjBhgrZv367du3drxowZGjVqlFauXHnJtufPn1dCQoIefvhhl/Wenp7O7z08PNq8fwDXLl7zxDUhKChIZWVlLk+0LliwQM8//7xLPy8vL5fA/Oyzz5zff/nll3rqqafk5eWliRMnKjU1VQsWLNCWLVuafVJ24MCBOnXqlG6++Wbn1wcffKC33nqr2RpN9w/g2kV44powceJENTQ0aN68eTp48KDWrVunt956SzExMS79brnlFu3atUt//etfVV1drfT0dHXpcuHXvHfv3jp06JDmzJmjP//5z/r444+Vk5OjwYMHq2vXrvL29pYkffzxx6qvr9eUKVP0pz/9Sb/73e9ks9m0du1a/fa3v9Xtt9/ebI2t7R/ADwfhiWvCddddp8zMTNlsNj388MPKzMzU3LlzNXbsWJd+iYmJGjBggMaNG6d7771Xd911l3r37i1J6tq1q1auXKmqqir96le/0hNPPKGuXbsqPT1dkjR48GCFhobqySeflM1m0+DBg5Wenq5169bpwQcf1B/+8AfNnz//kjEvam3/AH44PBwOh6OjiwAA4FrClScAAIYITwAADBGeAAAYIjwBADBEeAIAYIjwBADAEOEJAIAhwhMAAEOEJwAAhv4PndCukIgnEScAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.rete.get_clusters(method='kmeans',\n", " feature_type='tfidf',\n", " n_clusters=8,\n", " ngram_range=(1,2),\n", " plot_type='cluster_bar');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default it shows the relative size of each cluster. We can add conversion to any specified event to the clusters statistics using parameter targets, where we can specify target events. High-level overview bar plot will now include conversion rate (% of users within the cluster who have specified event at least once) for specified target:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.rete.get_clusters(method='kmeans',\n", " feature_type='tfidf',\n", " n_clusters=8,\n", " ngram_range=(1,2),\n", " plot_type='cluster_bar',\n", " targets=['payment_done']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Parameter targets can contain any number of events. For each added event, corresponding conversion rate will be included to cluster overview bar plot. This is very useful when you need to get a quick intuition about the resulting clusters:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.rete.get_clusters(method='kmeans',\n", " feature_type='tfidf',\n", " n_clusters=8,\n", " ngram_range=(1,2),\n", " plot_type='cluster_bar',\n", " targets=['payment_done','cart']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In example above we can see that clusters 4 and 5 have relatively high conversion rates to purchase compared to other clusters (CR: ‘payment_done’). Interestingly, cluster 0 has very high conversion to visit ‘cart’ (same as clusters 4 and 5) but don’t have any conversions to ‘payment_done’. This must be a cluster of users who reach the cart but get lost somewhere between cart and payment_done. This way we can immediately start building our intuition about resulting clusters." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploring individual clusters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After clusterization is done we can explore individual clusters using a full arsenal of retentioneering tools. Function filter_cluster can be used to isolate individual dataset for a given cluster number or list of clusters:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "clus_0 = data.rete.filter_cluster(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, clus_0 is a regular pandas dataframe containing only users from cluster 0. Since it is regular pandas dataframe we can directly apply rete tools such as plot_graph or step_matrix to explore it:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "'experiments/graph_2020-10-05 14_35_28_724074.html'" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clus_0.rete.plot_graph(thresh=0.1,\n", " weight_col='user_id',\n", " targets = {'lost':'red',\n", " 'payment_done':'green'})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that this cluster #0 consists of users who explore catalog, products 1 and 2, then reach the ‘cart’, but lost after the cart. To see how users in cluster 0 get to the cart we can plot step_matrix centered around cart:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clus_0.rete.step_matrix(max_steps=12,\n", " centered={'event': 'cart',\n", " 'left_gap': 4,\n", " 'occurrence': 1});" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Other clusters can be explored in a similar way. Note, that dataframe containing multiple clusters can be extracted by passing a list of cluster numbers to filter_cluster() function. For example, if we would like to obtain dataset only containing users from clusters 4 and 5 for subsequent analysis, we can simply do:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "clus_0_7 = data.rete.filter_cluster([0,7])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compare clusters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Function rete.cluster_event_dist() helps to quickly understand at a high level behavior pattern within a given cluster by comparing the distribution of top_n events within selected cluster vs all dataset or with another cluster. Let’s see an example. Suppose we would like to explore cluster 2, which has a low conversion rate to ‘payment_done’ event." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.rete.cluster_event_dist(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can immediately see the distribution of events (by default top_n = 8) within selected cluster 2 compared with the distribution from the whole dataset. Percents on Y axis correspond to how frequently a given event is present in the given cluster. On the histogram above we can see that users from cluster 2 are much more often interacting with product 2 compared with the entire dataset.\n", "\n", "We can also compare two clusters between each other. For this we need to pass two positional arguments corresponding to cluster numbers." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.rete.cluster_event_dist(2, 7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we can see a comparison of top 8 frequent events in cluster 2 vs cluster 7. We can see that cluster 7 is similar to cluster 2. Both clusters have low conversion rate, but users from cluster 7 more frequently interact with product 1 whereas users from cluster 2 interact with product 2.\n", "\n", "Note, that in the above example Y-axis values were showing the percentage that a given event represented from the selected cluster. Very often we are actually more interested to compare percentages of users who have particular events between two groups. This type of normalization can be used by passing the name of the index column we would like to normalize by. In our case it’s user_id’s: weight_col=’user_id’ (default None):" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.rete.cluster_event_dist(2, 7,\n", " weight_col='user_id')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now in the histogram above we can see that actually 100% of users from cluster 2 have interacted with product 2 and 100% of users from cluster 7 have interacted with product 1. It gives. All users from both clusters have interacted with catalog and were lost (no conversion). Interestingly, non-converted users who interacted with product 2 (from cluster 2) are more likely to visit cart (35% of users) before they are lost, than lost users who interacted with product 1 (20% of users from cluster 7). This effect was difficult to notice when we compared cluster 2 and 7 without weight_col=’user_id’ normalization.\n", "\n", "If there are some events of particular importance which you always want to include in comparison (regardless of selected top_n parameter) you can pass those events as a list as targets parameter. Those events will always appear in comparison histogram on the right after the dashed line (in the same order as specified):" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.rete.cluster_event_dist(2,\n", " weight_col='user_id',\n", " targets=['cart','payment_done'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize cluster using project()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sometimes it is useful to have a high-level overview of your users trajectories. This can be done by dimension reduction techniques where multidimensional vectorized user trajectories are transformed to two dimensional vectors. After such transformation we can visualize all users on a single plane where each user will be represented with a single dot. This dimension-reduction transformation is done in a way that approximately conserves the distances from high-dimension meaning that users with similar behavior will end up as close dots on a plane. Retentioneering library provides tools for two popular transformation methods: [tsne](https://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html) and [umap](https://umap-learn.readthedocs.io/en/latest/index.html). Let's see an example: " ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.rete.project(plot_type ='targets',\n", " targets = ['cart'],\n", " method='tsne');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here each dot on the plane above represents each user. \n", "\n", "As keyword arguments to project() function you can pass any parameters supported by scikit-learn [tsne](https://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html) implementation. For example:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnIAAAFmCAYAAADpgXeFAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAADTYElEQVR4nOydd1iV5RvHP+wpWxARRBzgQFHce6emuXKVZqZNzaystMyyNG1Y/VKbZqaVqbk198699x4ooAICsmX+/rjBwwG1ISjg/bmuc3HO+z7v8z7POXj8ck+TrKysLBRFURRFUZRih+mDXoCiKIqiKIry31AhpyiKoiiKUkxRIacoiqIoilJMUSGnKIqiKIpSTFEhpyiKoiiKUkwxf9ALAMjMzCQ9PR1TU1NMTEwe9HIURVEUpVDJysoiMzMTc3NzTE0Lx6aSlZVFRkZGocyt3B/MzMz+VhcVCSGXnp7OkSNHHvQyFEVRFOW+EhgYiKWlZYHPm5aWRmZmJmZmZgU+t3L/SE1NxdTUFAsLizuOKRJCLuevkcDAwGL7S5eRkcGRI0eK9R6gZOyjJOwBdB9FiZKwB9B9FCVSU1M5fvx4oVnjMjIysLa2LpS5lfuHubk5KSkpRV/I5ZgNzczMiu0/yhxKwh6gZOyjJOwBdB9FiZKwB9B9FAVy1l0Y4USZmZmFJhCV+4+pqeldP1P9pBVFURSlBKFCrmSRI+TueP4+rkVRFEVRFEUpQFTIKYqiKIpSZNi1axcdOnQosPlGjRrF999//5+unThxIocOHSqQdSxcuJDBgwcDMG/ePJYsWVIg86qQUxRFURTlvnK3sigNGjRg1apV93E1t+fy5cucPHmSWrVq3fNceffbrVs3Zs2aRUpKyj3PrUJOURRFUR4SNm7cSIcOHahTpw7Dhw8nOTkZgK1bt9KlSxeCg4N5/vnnuXLlCgBTpkzhnXfe4bnnniMoKIgBAwYQExPD3Llzeeyxx27NGxMTQ40aNYiKiiImJobhw4cTHBxM586d2blzJyCWtp49e/L222/TrVs3ACZPnkyDBg1o2rQpn3/+OVlZWUYWufT0dD7++GOaNGlCs2bNmDp1KllZWQC0bt2an3/+mTZt2tCgQQO++uqrfPv9/vvvWbRoEZMnT75llZs+fTqtWrWiYcOGjB8/nps3b972vZo5cybdu3e/9Xr+/Pm0bt2aunXrMnbs2Ftxa9988w1NmjShdu3aPP3001y9ehUQS+CECRPo0qUL33zzDaNHj+avv/5i8ODBWFpaUr9+fRYsWHBr/lGjRjFq1Kh/+YmqkFMURVGUh4LQ0FBGjRrFxx9/zKZNm0hMTGTmzJmEhoby6quv8tZbb7FhwwYqVarEa6+9duu6ZcuWMXjwYLZu3Up6ejq//PIL7dq149y5c7cE3+bNmwkODsbNzY233noLX19fNm/ezNChQxk+fDhJSUkAHDt2DH9/f/744w927drFmjVrWL16NfPmzWPlypVs3brVaM3Tp0/n4MGDLFy4kF9++YXVq1czf/78W+fXrFnD3LlzmT59Ot988w2hoaFG1z/33HN0796d119/neeee45ly5Yxf/58ZsyYwZIlSzhz5gxff/31bd+vNWvW0KhRIwD279/PlClTmD59OitXruTQoUMsX76cs2fP8uuvvzJnzhy2bt2Kg4MDP/300605Vq5cyaeffsrQoUOZOHEiTZs25ccffwSgYcOGrF+//tbYSZMmMWnSpH/9uaqQUxRFUZSHgD///JPWrVtTq1YtHBwcGDNmDDVr1mTFihW0atWKpk2b4ujoyIgRIzh+/DiRkZEAtGzZkgYNGlCqVCkaN27M1atXcXFxoW7dumzevBmA9evX06lTJyIjI9m3bx+vvPIK9vb2dOzYEX9/f3bs2AGAi4sLAwcOxMrKChMTE2JiYti7dy/Ozs4sXLiQ+vXrG6150aJFDB8+HA8PD8qXL8+zzz7L6tWrb50fMmQIbm5uBAYG4unpecsadicWL17MkCFDqFChAh4eHgwfPtxovhzCw8NJTk7Gw8Pj1nW9e/fGz8+P0qVLM2HCBHx8fPDw8GDWrFl4eXkRExODjY0NN27cuDVP165dCQgIuG2ZmYCAAA4cOPBPPrq7okJOURRFUR4CwsPDKVeu3K3XFSpUoEmTJoSHh1O+fPlbxy0sLChVqhTXr18HwMnJ6dY5KyurW/FeHTp0YNOmTaSmprJz507atWtHeHg4CQkJVKtWDX9/f/z9/dm9ezcREREAODg43Jqrfv36vP322/z88880adKEN998k7i4OKM1X7lyBR8fn1uvXVxciI6OvvXa2dn51nNLS8u/bUmWd69558shKirKaK1Xrlwxeu9q1KhBUFAQ6enpfPbZZ7Rr1453332XsLAwo3kcHR3vuBZHR0eSkpJISEi465r/jiJREFhRFEVRlMLFycmJqKioW6/37dvH5cuXcXV1NbJkxcfHExsbS9myZe86X/v27fn000/ZtGkTNWvWxMXFhaSkJFxdXdm+ffutcefPn6d06dIcP37c6Prjx48TEBDA7NmzSUhIYPTo0fz000+0bNny1pictXl5eQEQEhJy6/l/Ie9e7zRfXkGY971bv349pqamHDx4EEtLS9avX4+JiQmfffaZ0bi7kWOlu9ei0GqRU5RC4lwYbNoPk36BN6bBtiMwbwOs2Q3RN/7+ekVRlILkkUceYeXKlRw/fpyoqCgmTpxIWloa7du3Z9WqVezZs4e4uDj+97//0bx5cyOL1O1wdXWlevXqTJ48mU6dOgFQrlw5vLy8+PXXX0lKSuKvv/6ib9++t5IqcnPs2DHefvttrly5Qnp6OomJiUYWtpw1T506laioKC5evMisWbNuJUr8U8zMzIiJibk13/Tp07l8+TLXrl3j22+/pWvXrvmu8fLyIjY21mgd8+bN4/Lly1y+fJkJEyZgZWVFeno66enppKSksHfvXpYtW8bNmzdvW8DXzMyMuLi4W+fi4uKwtrbGzs7uX+0nLyrkFKUQWLcXFm2BPu/DOz9AHX8YOAEGfwz7TsvjXOjfTqMoilJgVK1alZEjR/LSSy/x6KOPUrt2bXr27ElAQABjxoxh9OjRNG3alAsXLvDee+/9ozk7dOhAWFgY7dq1u3Xs888/Z+3atTRu3Jjx48czadIk3N3d813btWtX/P396datG23btsXZ2ZkBAwYYjRk+fDhlypShU6dO9OvXj86dO9O2bdt/te+mTZvy22+/MXPmTPr160eTJk3o06cPjz76KAEBAfTv3z/fNe7u7jg5Od1Knmjbti3du3enb9++tx6NGzfmqaeeIjIykoYNG/LDDz/w4YcfsmnTJjZt2pRvzqCgIMLDwxk6dCgAZ86cMSpt8l+zVk2ycvJ4HyAZGRkcPHiQoKCgYts3ryTsAUrGPh7kHtLT4UQIfLUAKpYVEdciCOpXhc0H4ZXH4YOf4UwodGkMI3pB86Dbz1USPgsoGfsoCXsA3UdRIjU1lSNHjhTKHtLT0wFpuK78d8aNG0e1atXo1atXocz/+eefU7p06XziNS9/93mqRU5RCpAdx+B8OBw5Bymp0LoOvNYHzExhWE8Y+gWcugSZmbDkL5i5ElJTH/SqFUVRlLwMGjSIpUuXFsrcaWlpbNmyhZ49e97zXCrkFKWASE6G4xeh7zjYcxJS02BEb+j9Hkz6FQ6egdg8yUlr98KZsNtOpyiKojxAfHx8qFWrFnv37i3wuZcvX07fvn2xtbW957nU7qooBcS5KxCXJAIOoGF12HYYbmZb3DIywdYaknJ1ZGlUHawt7v9aFUVRlL9n5MiRhTJv7o4R94pa5BSlgDA1AT9Pw+ur0WCZS6T9ugZG9wfX7LJCdarAkM4Qn3R/16koiqKUHFTIKUoBUcYNrkTDK73AxEQsc00DwbmUnI+6AXM3wMLxsGgCDO0Bo76DMi4Pdt2KoihK8UVdq4pSQDjagpUF3EiAT16CAB/YewoGdwYTRNx5lYbvlkCFsjBhFrzRTwSgoiiKovwXVMgpSgFhZgY1KsCMFeDuDCG28OV8iIw1Hjf9LTh6AZ5sB50aPpClKoqiKCUEFXKKUoA0rA4vdJPs1fRMsdDlxjQ7mCGoEtSuDDX87vcKFUVRlJKExsgpSgFiYgKNq0v9uLW74fW+xuef6yL15eqoiFMURVEKALXIKUoBU9lbHtYWEHINZr0DYVHg6Qp+XhDgBa7Od77+wGm4cAWc7eHunQ4VRVGUHFq3bk1YWP7CnO++++5t23ABLFy4kPnz5zNnzpzCXl6hoUJOUQqJFrX/3fgdR6W91+UIeSzdCivHQWQklClTOGtUFEUpSUycOJEePXo86GXcV9S1qihFgF3H4PGx8Own8MFM2H0CereSc0cvP9ClKYqi3DN7T8D3S+Xng2Dy5Mk0btyYoKAgnnzySc6cOZNvzLVr1xg8eDC1a9emTZs2/Prrr7fOnTt3jgEDBlC7dm169OjBvn377ufy74oKOUUpAqzfB1evG14fuwCls92v12IezJoURVEKgjemQZOh8OJk+fnGtPt7/+3bt7NixQrmzp3Ltm3b8PX15Ysvvsg37ssvv6RcuXLs3LmTKVOm8Omnn3Lu3DmSk5N55pln6NatG1u3bmXAgAG88MILJCYm3t+N3AEVcorygDlxEcKv5z9uZyM/3Z3g7e9h84H7uSpFUZR7Z88J+GoBpGfI6/QMeb3vZOHcb/To0fj7+996dO3alYCAAH766Se8vLyIi4vDysqKmJj8fyGbmJhw9uxZzp49i7+/Pxs3bsTb25uNGzdSrlw5evbsib29Pd27d6dixYps2bKlcDbxL9EYOUV5wCQkSyKEmRlkZH/Z2dsY2n3dSISVO+HwOShbGiqXe3BrVRRF+TccOGMQcTmkZ8C+0xAcUPD3u12M3JUrV/jggw84f/483t7eWFpa3vbat99+mx9++IFRo0Zx9epV2rZty7vvvktYWBh79+7F39/faHyHDh0KfgP/ARVyivKAKV9G3KfvPQ0nQ6Sll68nDPsClo2Fl7+Eic/D6VAIj1QhpyhK8aFOZTA3MxZz5mYQXOX+reGLL77Ay8uLH3/8EYCZM2eyevXqfOO2bdvG4MGDefXVV7l27RrPP/888+fPp3Tp0jRv3pwffvjh1thz587h5lY02vKoa1VRHjDuzvB4C4iIkXIlAeXhja8hIUXOJ6bAtiPSMeLXtXDiwoNdr6Ioyj+lblUY3lPEG8jPVx4vHGvcnUhLSyMtLY2UlBQOHTrEnDlzSE1NJSPD2FQ4e/Zspk2bRkJCwq3xzs7ONG/enOPHj7NlyxaSk5NZt24dvXv3Jjk5+f5t4i6oRU5RigDNg6BpTTh1STJW85KaDhbm8NNKaFkbXBzBw+W+L1NRFOVf8+lQ6NMa9p8RC13dqvf3/sOGDeP111+nfv361KtXjw8//JDhw4fz448/GlnVxo4dy9ixY2natCl2dnZ06dKFzp07Y2pqypQpUxg/fjxnz57Fx8eHzz//nDJFpC6UCjlFKSKYmkJVX4i8AWVcID5JjpuZQRVv+GUNWFtCyFU4E6pCTlGU4kPdqoUv4DZs2HDb4xUrVmTx4sVGx3bu3HnreU5MXZUqVfj9999vO0edOnVYuHBhwSy0gFEhpyhFjOa1YNYYQ72lN/rC14vl+ZAukJwKUTce2PIURVGUIoQKOUUpgrQJhpZBcPAgVCwL/duLazUhCZJSxEKnKIqiKCrkFKWI06UJuLvCyYuQbA/NakE13we9KkVRFKUooEJOUYo4VpbQqrY8FEVRFCU3Wn5EURRFURSlmKJCTlEURVEUpZhyz0Ju0aJFtG7dmlq1atGzZ0/27t0LwJ49e+jcuTM1a9akX79+nD9//p4XqyiKoiiKohi4JyF3/vx5PvjgA9599122b99Ox44defnll0lISGDYsGEMHDiQrVu3Ur9+fUaMGFFAS1YURVEURVHgHoXcjh07qFu3Lq1atcLOzo6+ffsSHR3NunXr8Pb2plevXjg6OjJ06FBCQkI4c+ZMQa1bURRFURQFgAEDBuDv73/bx6hRox708gqVe8pa7du3L7179yYrK4vExETmzJmDj48Px48fp1q1arfGWVpa4uvrS0hICJUrV77jfHn7nhUnctZenPcAJWMfJWEPoPsoSpSEPYDuoyhRnNdeFJk9e/at5wMGDKB+/fq8/PLL+calp6djbl6yCnbc027MzMwwMzNj+/btDBo0CJCeZteuXcPJyclorJ2dHQkJCXed78iRI/eynCJBSdgDlIx9lIQ9gO6jKFES9gC6D+UBELoHruwHzzpQrt59vfXChQtZtGgRHh4eHDlyhA8++IA33niDLVu2ABASEkL79u05deoUAPv372fChAmcO3eOwMBA3nvvPSpVqnRf1/xvKBBZ2rhxY44cOcKhQ4cYNmwYTk5ONGvWzGhMcnIyjo6Od50nMDAQMzOzgljSfScjI4MjR44U6z1AydhHSdgD6D6KEiVhD6D7KEqkpqZy/PjxB72M+8PKkbDzf5CZDqbm0PAV6PjZfV3Cnj17+OCDD/joo484cODAHcddu3aNF198kU8++YQ6deowZ84cXnjhBdauXYuJicl9XPE/556E3Pfff4+DgwN9+/bF0tKSevXqUbt2bRo0aMC6detujUtNTSUkJMTI3Xo7cix8xZmSsAcoGfsoCXsA3UdRoiTsAXQfRYHiuu5/Tegeg4gD+bnzf1CzL3jVvW/L8PPzo3fv3n87bunSpbRo0YIWLVoA8NxzzzF79myOHDlCzZo1C3uZ/4l7SnZwdXXl+++/5/jx46SkpLB161b2799Po0aNOHXqFKtWrSI+Pp7JkycTFBSEh4dHQa1bURRFUZSizpX9BhGXQ2Y6hO+7r8u4m0cwMzPz1vOwsDCWLFlilCwRERFBRETE/Vjmf+KeLHLdu3fn8uXLvPTSS8TGxuLr68vEiRMJCAhgypQpjBs3jjfffJPg4GAmTZpUUGtWFEVRFKU44FlH3Km5xZypOZQNfmBLMjU1NRJv169fv/Xczc2Nfv368f777986dvLkScqXL38/l/ivuCchZ2pqyogRI25bI65Ro0asWrXqXqZXFEVRFKU4U66exMTljpFrNOK+ulXzUqZMGaKiorhy5QplypThjz/+uHWuY8eODBw4kO7du1O5cmWWLl3KlClTjMLFiholKwdXURRFUZSiRcfPILDPA8tazYu3tzcvv/wy/fv3x9HRkfbt2986V7FiRcaNG8fo0aMJDQ2lSpUqfPPNN9jY2DzAFd8dFXKKoiiKohQu5erdNwGXu6YcQI8ePejRo4fRsaFDhzJ06NBbr1944YVbz9u0aUObNm0Kd5EFyD33WlUURVEURVEeDCrkFEVRFEVRiikq5BRFURRFUYopKuQURVEURVGKKSrkFEVRFKUEkbdOmlK8yczMxNT0znJNhZyiKIqilCBUyJUs/k7IafkRRVEURSlhmJmZcfPmzYenp2sJJSMj428/QxVyiqIoilLCsLCwICsri4yMjAe9FOUesLS0xMTE5K5jVMgpiqIoSgnExMQEc3P9b76kozFyiqIoiqIoxRQVcoqiKIqiKMUUFXKKoiiKoijFFBVyiqIoiqIoxRQVcoqiKIqiKMUUFXKKoiiKoijFFBVyiqIoiqIoxRQVcoqiKIqiKMUUFXKKoiiKoijFFBVyiqIoiqIoxRQVcoqiKIqiKMUUFXKKoiiKoijFFBVyiqIoiqIoxRQVcoqiKIqiKMUUFXKKoiiKoijFFBVyiqIoiqIoxRQVcoqiKIqiKMUU8we9AEVRHkJOrYDQXWBmBd4NoWKbB72iYsP+U3AiBDIywcsNnEtBaSfw9njQK1MU5UGgQk5RlPvLqT/h956QflNe27lD79/Br9WDXVcRJzQSdp+A82Hg5iSC7qITlHWF6Hio5gtt64C19QNeqKIo9xUVcoqi3B8O/QapcRAXahBxAIkRcO2ICrm/YfEWeOUrw+t3BsD1G7BxHzzdCaLjYOcJaFn7wa1RUZT7jwo5RVEKl5hQ+bnsRTAzg5pP5h9jYnZ/11TM2HsSxs00PjZ5LvzxIdhYwUufQ2YWvNAVXEpBzUoPZJmKojwAVMgpilK4RBwCvOT5zThwqwxWpeBmvBxzrgBlasrz8AMQdQrMrcC1EngEGuZJuA72rvI8NgwsLCHiGBxbCBmpULMflG8GpiUvh+tmGiSl5D9mbgafzjEc++oPCPRTIacoDxMq5BRFKTzS0iAtWZ4HdIFK7SB0N3SeBik3IDESfJvJ4/wmWP06hO+X8TX6QONXIT0FTi6Dixuh3UQ4vhgubwO/NuDTFHZNkfH7p8PgLeDT+EHstFCxthBr25fzDcf6tAY7a9GtmZmG4+fC7v/6FEV5cNyzkNuyZQuffPIJly5domzZsgwdOpQuXbqwZ88exo0bx6VLl6hevToTJkzAz8+vINasKEqxIRNsnCEeqNgOFg+Ww3u/E0tc56/BylGOXdpmEHEAR+dClY5wcikcXwgdv4TNE+HiJjl/9TDEX4FGI2DHl5CZIXMUQSEXEQ1HL0B6Bvh5QiXvf3f9kfPQth6ULwP7T0ONChBYEcbPgk9ehDnrYN8pGVvJq+DXryhK0eWefBAxMTG88sorDBgwgO3bt/P6668zevRoTp48ybBhwxg4cCBbt26lfv36jBgxooCWrChKscHCCq4ckudH5hmfi7kA8WHgUjn79fn81ydHw4lF8typvEHE5XB0nlj5crByKohVFyj7TsFnc6HjG/J4+wfYegiWb//nc7g5iU71Lg1dmsCx89BlFKzeDSOnwWNNJFZuZF+oXK7QtqIoShHknoTc3r178fLyok+fPtjb29OuXTuqVKnCunXr8Pb2plevXjg6OjJ06FBCQkI4c+ZMQa1bUZTigkd1+WnjnP+cuTXYOslz3+bG50zNwM1fypMAmJiAtZPxGIdycDNRnrv4QYU8cxQCWVlw+BzM2wirdks5kLPZ+Ry7T8CsVTBjBew8JsdOXoLJv4s1DmDBZth7CjYfgFW7/tk961QBSwu5btdxmLUGMjIM5/edgtlj4HIEONgV3F4VRSn63JNrNTg4mC+//PLW6+joaC5fvszixYtp3Njg3rC0tMTX15eQkBAqV658L7dUFKW4UfkROHhQkhFOLZaYN4BKHcClomGcRy2JndvzDViWgsYjwLsRtP8YFg+BTR9C+0mwfBhkpktCRPtJIuT6/gFedcVqV8hs2AePvgVp6fDmEzBvA+w4KtawNXvE/WliAjuOQdJNuHI9/xzHL4KPu4z7J5R1g/gkKfwbEZv/vFMp+HaJrEETHf4bJ0JEkFtagJM9nAkVS2hNP3n/FaWock9CzsXFBRcXF0Csc2PGjKFmzZp4enri4OBgNNbOzo6EhIS7zpeR+0/MYkbO2ovzHqBk7KMk7AFK4D4qdYAnlkHkSbCyB9eqULauwbTkESiPCu3BzBycsgPJKneDJ8vCjRBwrQ5PLoe4MBFt9uXB1Uesd3KzQt1DbHwG7/8ElubwWGPYdgQOZjsaklKk08L0ZWJ9C64CUTFQqawkJeSmlh/8ulbmCawAHi5/v4ZKXlDXX4Rkt6awdq8cd3OErk3A0wXqVr37W1DifqfucR83UyXmMDUd/jcfNh6AsU/D1IVSl69jA+jeTMR5var/XHj/E4r7Z6AUHUyysrKy7mWChIQEPvjgA9atW8fQoUMZOHAgn3/+OampqYwZM+bWuO7duzN8+HBatcpf9DMjI4ODBw/eyzIURVEUpdgRFBSEmZnWUVT+O/dkkUtJSeGJJ57Aw8ODVatW4e4usSyVKlViwYIFt8alpqYSEhJCtWrV7jpfYGBgsf2FzsjI4MiRI8V6D1Ay9lES9gC6j6JE7j1MXWTG+zNg8KMwfyPEJcmYCc/COz8YX9e2Lkx6Dnq9Bw2rSULCnzvhajQMfxwszeCdgQ9mH8X1s4B730dGBizYAs9/ChXLQvNa8NNKeLylWFkzM6FdXfhlLdQLgGY1xWrXrCa0DAJLy3vfQ2pqKsePH7/3iZSHnnsScsuWLSM1NZVp06Zhmes3u127dnz00UesWrWKJk2aMHXqVIKCgvDwuHtXZzMzs2L95QIlYw9QMvZREvYAuo8CIy0FEq5J0oW1w9+Pvw1mZmb0b29GKVuJhxs9AF6fJvFycUlSpDc9l8esZW2oUl4Ewvs/GR83MYGWdaTZxf3mgX8WBcR/3cfavXD0PCSmwOHz8EJ3eb52L3RqKAkqB89BOXcIKA8fzpLrPpsLv4yB3q0LZu2KUhDck5A7ceIEFy5cIDAw0Oj4xIkTmTJlCuPGjePNN98kODiYSZMm3dNCFUVR/jMRJ2Dd21KTrlx96PQVlKv3n6Zyd4Znu8AzneBSBPj7SEP7mn5S+uOj2XAtRix29avKNR3qS6LCX0cgqBIE+0tMW4Bvge1Q+RfExEkdvpH9JE7u8FmY9AJ8vQhK2UDbYBHmJibGRZgzMqRVWq2K4F/4eTWK8o+4JyE3duxYxo4de8fzq1atupfpFUVR/p70FIi/BjZOYO14+/Pr34UTi+X15Z0wrzc8uxNK3d1LcDfMzKCCpzxyqOMPNStC8k2oXcVwvF41ebzQ7T/fTikgwiNhyTZxi4Mki7zcE8xN4afRUuNv22F4qYdkCOfNSYiOg9AoFXJK0UFbdCmKUvy4fhGu7hNXqUsl2P65FA/u9BX4NDSMy8qCa0fh1DLj62MuQtzlexJydyKgPJy4CD8sheU7JAarc2NoHVzgt1L+A7tOGEQcQNQNiIiR2oBbD4OjHfiWhYxMyShuWRs2HTCM79MaEpPv/7oV5U6okFMUpfhwfgPEXoaok7A1O1zD3Aoe/w3+eBLmPg7P7waHsnLu9J/S/aFsMFzeYZjHrjTYFbyIy2HDfhj+P8Prpdvg9/ehbkCh3VL5h8TEy8++baSsSHqG1PSr4AlL/oJqFeCbRbBoi1hQR/aFQD84Hy7uWCtzqTWnKEWFe+rsoCiKUugkRED0eTi9CmZ3gqjj8NcnhvPpN2Hrx9DtJ6kvd+OyHA/ZCstehIOzwL+zWO4A7D2gx8+GOnUFzLVomLnS+NiQzuJuPXyuUG6p/Asql4Mn2kpc48e/SteNkV9L8d/mQTBxNsQmiKVu/M/yvGp5aFYLbK0kJtKqALJWFaWgUCGnKErRJDNDkhO+rg2zO8Kh2SLasrIgK9N4bMJVafVl7SRC7eQyeeSIug3vgVcwNB0J/RaDhT1cL5yWgVYW4JGrG9mySWKhazkceo8Vq4/y4KheATo2gr8OG46lpcMfm8A629IW6Af92kIVbzhwBmb8KQL9ZAg8MwnS0h7I0hXltqiQUxSlaBJxDOb0hPhwMDGD1Gyf2I1L4F7deGydQXBpD/SZB8cWwPXT4NMEHLOtbpnpcGQuhO6FzeNhRnMRiKdWSNGw1MQCW7ZTKXihK9haSxD9zyth/T45dyYUnvtEWnopDwYXh9sLsZRUqOQN7zwFvmUkLi6oEjQNhENn4Yt58Ns6yMzK36lDUR4kGiOnKErRJOaCCDCAyBNQ60k4tVxi3hq/DuWbwPVz4jb1aQzJMTC3F6TckGtKecJj30lv1huXoEwdqP8ShO4Uq93RubDoGWg9DnZNhaCnoOYT4FjunpdetyrMekcsc13fNj4XdUPcesqDo5ovVCsPx0MMx/q3h8hYWL0b9p6UY/M2Sr/cN/pJWRmAUU9KqzRFKSqokFMUpWji6A0mpgY36t7p0O1HEXU2rlCxLRxfCJd2gHs1KSuSI+IA4q+IZc63mcTH+baQmLmoUyLkWr4Lm8ZD9Fmx/q15C1IToM0H97z05BTYcwK6NoVGNWDF9lzbsoeyrvd8C+UeqFcVvn9TujhcjYZypeH4BbHI5Yi4HFbsgOceg/HPgp+nuF2trB7MuhXldqiQUxSlaOIRCD1/Ays7sLCRmLm4UHGR1nseZnUwjA3fC7X6334eZz+o2E7i5KJOybGEa7BtMjQZKRa6HPZ8Bw2GitC7B7zdJbHB3wde6QlXoqQ5u6crTB4Gvp5/P4dSuDSqAZjAsm0wew10awqRMVK4OTLWMK6SF1wIF7FXxUeyWhWlKKFCTlGUoomZBdg4wJpRcO0weDcUa5m5jQi33MScl44NlnaGeDdbV/CsDX6t4cphuJQnyyAxEpx8YOP7hmOlA8DS/p6Xbm4u3Rswgc6j4c+PpX2Xoz1cDIfTl2HVLijrJnXnKqiweyA0qg5upaBXSwi/LlmsE5+HEV9BQjI4l4IJz4GzvfRjNdf/MZUiiP5aKopSNLlyEFYMF9cniOt0wzh4dAqcWJh/fEamJDuE7QNTU/CqLyIu9SaEbBbX6tk1hvGO5cHGxeC+tXKAth+JGCwAGteAXcehRzPo9jaM7g+fzJEYqyGfSHC9qSl88iK80AVsbArktsq/pLKP/AzKgjIuEBoBSyaKVa5caWhQTT4nRSmqqJBTFKVoEn/FIOJyuLQNLKykFZdTeYjNjlYPeAwcPKFcXajSyfiaK3th9RviRs1MhwsbwaMmdJgM5ZvBi9kdIlwrgUvFAlt+g+rSxiuwIvRuBS9+Dq1qw8+rRMSBJMyO/RGCq0gNM+XBYWIiVtRgTWRQihkq5BRFKZrYuYOjj2Sc5uBZBzCDo/PFepaVAWaW4OoPZYPyzxF5Aq4egYw02DxBslsbvSquWKtSYG4Jnre5rgBwsoe2daV0xZXrUoesjCuszeMVTkqRBu2Koij/BTUYK4pSNPEKhs5TwclXXrv5Q/uJYnV7cS/UegKCBkBgn9uLuMxM2P0NZN6E6o/LsUvbpS+rS2UpR3IfqFVJWnM1qwlr90DP5sbn6wVIb09FUZT/glrkFEUpugR0kb6pidclk9Szlhw3/wf1H9IS4OxqqNIZrJykLVd8ONiXEWtc8nUoVXj9VnPj5giTXoBvF0vCw5tPwLq9IuJ6tYIavvdlGYqilEBUyCmKUrQpG/zfrrNygGo9wdQC7ErD4sGGAsONX4NdX0Odp6Ha42BZ+JkGDatDncoQcQPKOMNrfaG0Y6HfVlGUEo66VhVFKbnUGQwOXnDgZ4OIA9g1RWLjFg6ECxvu23IsLSUT0txcRZyiKAWDCjlFUUourhXBuzEkXjM+npEGpmaQlSXdHx4QoRFw7ALEa7KDoij/ERVyiqKUbMrUEMtcbrwbwbXszvX2Ze77krKyYOlfEDwEaj4NPd6BE9mVVM6FwsWr931JiqIUUzRGTlGUkk/QAImTO7ce3KtDZhrs/hrqvQA+Te/7ck5dgn7jDPXkNuyHtFT4YRl8vQisLeGVXtA0EMq53/flKYpSjFAhpyhKyadMTXk0exMSIuDqYSlJ4lkHrEvd9+WERRlEXA5HLsILnxleDxgPf3yoQk5RlLujQk5RlIcLe3eo1PaB3DomDg6cgeSbMGMUnAmFNXtgzFNilctNZqb0ZFUURbkbKuQURVHuAzcS4K1v4UYipKVLh4fnH4PHW0JammSz5sXl/hsLFUUpZmiyg6IoSmGRGAHhByDuCkcvwI8roFI5WPIXvPUE/PQnjP4Oer8P9atJrbkcujaFqr4PauGKohQX1CKnKIpSGITuhvlPQPQ5KFWWah3n4GTfnLhEqOINB89AbIIMnfAszNsAz3WBod3B3Ay83KBxjQe7BUVRij4q5BRF+dfsOg4nQyAzC6r5QoNqD3pFRYzkWFj2oog4gPhwnFYP4PXOu7hpVQY3R7gWYxheowKMmQ7fLDYcq1kRfn8f/H3u47oVRSl2qJBTFOVfsfUQDP8fHM7WKNXKw9TXoEXQA11W0SI5GsKNsxdMblzixa6R/HKoDJ0bw8002J5dyi41Q2rL5SY2QWLnFEVR7obGyCmK8o9JSYVDZw0iDuB4iLgJlVzYu0PFPJmx7jVwdrHl5cfhrSehflX49CV4oi3YWEKj6sbDn38MalS8f0tWFKV4okJOUZS/JT4R5m6Ali9DQnL+83GJ939NRRpLe+j4BVTpCCYmUK4B1OwHPzaXvq/nN+HhlM74WRBYEUZ+Da/3gXcHQq+WMO1VjY9TFOWfoUJOUZS/ZeNBeGIc7DkJ1StIMH4OZmZQs9IDW1rRxaMG9J4HXX8Eq1KwfgzEh8PSF+DUUmonz2Ht51DBE5rVhMfHwuw1YGkJY2aAnc3dp79xA3afgMNn7892FEUpmmiMnKIof8uSrfDx89C6LqSnweIJ8OOfkuzwZFtoEvCgV1hEiAuD+Cvg4AWm5nDlMGweDzHnDWPSU8ChHKx8leChbTl8zpOsLOjbBhZthf2nYPwzEOwPIVelUPCpy1DdF65FQ2qaxCP+shZmroQyLjD+WWgfBKVvU4tOUZSSjQo5RVH+lrf7wo7T0O1tuBoNvVvCqCehrgo4Axe3wNw+kHAVmr8NFzaKqCvfxFjIWdiCtSNY2hMVm463uySP+HjAkM4QFgnpGVJAeNiX8OcOw6Wj+8OOoyKgv18qxy5dg0ETYdkkeESFnKI8dKiQU5SHmIwM2HEMwq9DxbJiBQLJmNx5TERCRS8RDkM+lo4EAHPWg7dHwQm5kKuQkgYVyoClRcHMed+4dlyE2qVtkJ4MNs6QEguXsxVY1W5QqT2cXQOO3tBwOOyfQVKzCbz9uzdHzkuLrpU7YfUu6NEcWgfDqUvGIg5g3kb48S0YO934eEYGnAu7H5tVFKWooUJOUR5ifloJI76S3p/uztL/85H6MG0hjP3RMO7bkQYRl8P6fRAbD07/so1UWCRcuQ5epcG5FPy2Fl6bCokp8EwnETXeLsmACVhY3/MeC43oCxC2G5YPg6QosbI1GwUZqXB5l2Hcji/BuyH0+Bky0mD162QGdOfdrR1xsJM4t90noEmgxB9+twyeaG8ch5iDtSVsPiRdILYcNj7n7V6ou1UUpYiiyQ6K8pCy4yi8PlVEnImJ9Pqcux5OhcD4WcZjy5WWpIbcNAn89yJuyyGo9xw0eF4eG/bDs59AfJI0iZ++HP7cEg+zOsDP7Ug7sZLwiLR8NdYeOKkJcPgX2DBWRBxAyg3Y8T8oWw/8OxmPD98nteUubweHcoT4vcaXS13Ydwqa15Ih245I6y6/suBdGgLKw4vdDFOYmEC/tjBhFjzSANoEy3Fba/j4BbGoKory8KEWOUV5SIm8IaVEypeBZ7vApgNwJRpOh4GnKwzsAO5OUjvO1R6+egXe+V7cru3qSi/Qf8PV63KP/u0hNELchLerP7fpADxfJgIiT2Jx6VGOB23lm+gmDO0OZVwLZOv3zvVzItyiThsfT7gKCeFweiU0egWOzgc7D2j1LpSuLpa59pMIPy/BbFsOwTtPgY0VbD0sSQwfPWcQyO8Pgo4NJS6xtKO8h/8bDvY28OVwcUnbWkGdSlDqX4pqRVFKBgUm5N566y3q1q1Lr169ANizZw/jxo3j0qVLVK9enQkTJuDn51dQt1MU5R4p7w6VvcSNN/ZHsYiBWMnmvi/WsdW75Zi9DWz8Hyz/GBKTwdcDKv3L1lG/rhVLX0aGuBDnfwDRcfnHtakcBpcuyousLHxNj/DI7Cb4lYVBnfKPfyCYW0HYXvBrDec3GI571YOTS+D0CrB1hUqPQLlGIuJKV7k1rK4/LJwAw76AKQvg82EizMqVFgtbDm5O8GijOy+jmm/+Y3tPwtlQsLeFlJviwm5UQ0T6zZv3vHNFUYoY9yzk/vrrL7Zu3crSpUupW7cuAAkJCQwbNoyRI0fSvn17ZsyYwYgRI1i6dOk9L1hRlILhWAj07yD/2eeIOJDn58JhzZ5cg03gRIi4Ab09/tv9ckQcwLELIhgPnYUxA+HrRVJU+IXOKXS0+EFKdABY2GBTpiIznzlMakJZwO2/3bygca0sxX6TY6RG3MWtIuLqPgdzH5cxSdfh8G+QGAmNht269FyYvLdnQ2Hqq1CrIvh6FsyyVu+CvuMMBZpf6QXbDsPYp+HL+ZCUAl8NgaPnoVZlGfPXYThwRhJbalaURy2tC6goxYZ7FnL79+8nISEBV1eDz2P9+vV4e3vfss4NHTqUmTNncubMGSpXrnyvt1SUEsvJEHC0Bc/7UEbiShS896O47/Jib2Po/dmzBbSqA5/9LtajV3pJAdty9xhcf+islNmYtlC6GXRrDllZlmyI+ZSAGmOpt6Ym6S3ewWvz0wyIDyfTrSqE/wJl69zbjQsCUzOoP1Ri37wbS7mRi1skds7MEtJzmb4CusjP1CSiEiwZMN6cXcehdmVIzwQry4IRcnEJ8PFvxl02pi6EV3vD5/PgZiocya6CcuCMCLnjF+DTObB8u+Gaz4epkFOU4sQ9C7nhw4cDMGDAgFvHTp48SbVq1W69trS0xNfXl5CQkLsKuYycP9eLITlrL857gJKxj+K4h/OhEJcMpqaw9wRkZEGAdwbmGO/jYjhcj4eybhLHdjdupkJUHLiUkhisvFQpJ4ItKQUeayJZqAANqkJwZajkJdmlnRpKnbMcXvgMZr/z9/fPIWf9Lvby8/1BYvW5mQZujtDuNWhVG7YehK8WyDVlXOyY9to5Wm8JICP5BpjbQewlMla9BX3nixXsPnLb3ylzG/DJFShoX07crT1+hd1fQ8I1CHoKPGrD0UWw7VNOeH/J0fPBvNEPLoTBL6th30lwsIYGeXqt/ltiEyAiGuzyJPqam8K161DHH86Fyvr/OpTBgEfgQjhs3G98zQ9L5fOoXuHe1lOYFMd/43kpzmtXihYmWVkFkw82YMAAHnvsMXr16sWYMWNwcnJi5MiRt84/8cQT9O7dm27duuW7NiMjg4MHDxbEMhRFURSl2BAUFIRZ3pRwRfkXFErWqoODAykpKUbHkpOTcXR0vOt1gYGBxfYXOiMjgyNHjhTrPUDJ2Edx2kNKCrz1HcxabTgW4A3TR8Ejr2Ww/D3Zx7GLZgz6CM5fMYzr3kyyHEdMMRzr1RKux0n8WQ4TnpWkhZ/fNi4XsvMY9HkP4pLktakpfPM6lHWFpjUN46YthDF5CtB++TIM7Hj3vZ0Lg7V74FxYBk82OYKvXyAbD5jxzMeGMeZm8M1rcDkCQqMkS/bnVWIJrFkRFr64A9eFHQwXVGov9dgsbe9+8wLmrr9TaTfh2hGIPCYxc8cWgkd18U0fmSNj7D3BtznxMbH87jiTj363JTbBeJpVn0GDatwTZ0Nh6V+wZJskQlTzFfe1iQmM+wnsrOR3Ko5Ajl0wIzUDHGzFbR6eXUXly5ehYSC42YOr072tp7AoTv/G70RqairHjx9/0MtQSgCFIuQqVarEggULbr1OTU0lJCTEyN16O8zMzIrtP8ocSsIeoGTso6js4fQlKfWRlQWlncA/V7bnyVD4bb0Uw81h3xmJYVowHkiTfYRGmnHkgvG8DnbSazP3taWdYeYq43FTF8LTHSE82vg/5gNnJZMxN7uPw+Fz8ONo8C0jx4IqS8zU9qPyunNjqXF2t7c26gYMmiRi0c4anmwCf+4yIzrezGi9Q3vAyG8MIsLMDN57WrJouzSBkBhHnEtXx+LKbskAbfsB2DyAOhvZ2SBmS1/ALCsV6g6B8s2lBMmRObB8qGFsq7GwcyoE9gELK6kfl3YDTLNwCllI1+D6rKj4Jn/uMrl1iYOdlFa5119X//Iw1EOyXSNviOs8NAK83OGn0dKnFeCNb8w4cEZuZmYGs8eIm7VSOXCyhRbDoHUdeKGrxEcWVYrKv/H/QnFdt1L0KBQh165dOz766CNWrVpFkyZNmDp1KkFBQXh4/Md0N0Uppuw5AduOwmdzRMi92ltimXIsL86loHI5KRmRg601HDoH5uYQ4CLH3Byhhp9Y4ExMpIm9tZV0Y8iNiQn5sLaS/6zdHIyP294mbs7GWjo7XL1uEHK2VlLrLCYeStlI3bnAinfec3q67KdxDYm1qpEda5WRKRYiV0e4fsMwd46IA8lqPRMK/3sFqpaHR8YGsnfKGvycosHe4/5Y4rKyIPo8ZKaDsx+YW0hSAxZwbB6kJ8LR32HwVoi9AOveNr5+5xSo3ktadpWtA+fWQfCzsOdbADzNLvHh4DQuXrPk+EVwcRCR5VdABX1trSWz+NRlOHFRrKvPfSrn7Kxh40dw+rJhfEYGLN4C44dIxuv+7NJ4f2ySxImKZcGnTMGsTVGUgqdQhFypUqWYMmUK48aN48033yQ4OJhJkyYVxq0UpUhzNky6J+Tw1rfyn3aOkPMrC2MHwlMTROBZmMNrfeDH5eDpbBByvmXg8ZbwyW+iM4Z0hg4NITEJ1uyV2m4ghqP+7eGXNfLaxAReeRy83MAzT+WOuv6SOXkguyhvaSdp8/TjcqidXfJs93F4b4ahFImPB0x/8+57XrETeo6RdZZxgVFPQmXn7IQJE/hpFHy/DOpXlfny4uoA7YNh72nYOhX8KjgCdw/LuGcyM6Xd1rWjYGYBsaGwcSzUewFavANXD4F53VzjM+DyTki8Bjfjjee6GQeW9uDdBFyrQMNXwKMGVGwDFrbgXoMgK0s2fiUlP1wdoXwB/42bmQlfzBMR1qgGTHwevl0Ctpa3H29hLtbZHBGXw5o9cPEqXIuBelULdo2KohQMBSbkZs+ebfS6UaNGrFq16g6jFeXh4Hx4/mNnQo1fuzmJuNt6WOLUfl4pMWI5XQw+/lVcm+/PMFwzZYFY435bC7++K//ZupSSMhbnwsUKk5QiQinAG6reJgMxMUUsa+3qQWaW9FId+TW82BVCrsmYYxeN68ldugbr90ObuvnnA7G0jZxmKF3Sq5W0lFrxXvY9k2XNbYMl7u6pR8RKd/yinLezkYbxVcrLo1CIOg1he8DETGq/xV8R9+eKYXAj21RVoSW0nQBrR0s3BitHyJtkaO0IR36Daj3g2B+G49V6ypwtx4B7rnASZ1+jy90c5VEY1KokFtEmgfDKV2BpLoWFG2VnxlYtD3tPyXMLc+jWDKwtRHhfzeVur+INWYg19txlqOhdOOtVFOW/oy26FKUQuV2JjnKlYfFWCPYXC1hiigT5p6bBd0vBzBTeelKsI9VKw6RfoWVtKca75ZBhnqvRYvHr9rYIoN3fSexak8A7r+fqdXG1OtlLSZLl2427KzjZy7rikyS+LXdNshxyu0LzcjNN5nu8BXRqJO7h8nnqzVX3g1HfyfMZf8JzXSSGz9IcqviIa7fQiDgGP7WR0iAATUfBuTWSRHEjl7/xwiYRZCAlRRq+ChevG86XqQW+LSA+HK6fgUYjIPIk+LWS2LnS/mCTx+99H/FwgVlj5PcsNU0eczfAvlPQ+HV4qbv8QZGWAdaWMOxL+OENGNEbJv4CNxJEZH4xDFbtArIgIwhcHOWPBk83EX2Kojx4VMgpSiES6Cci5eds43S/NiK2lm+X2KQb8fDMRMna/GUMdG8hdb/e/xF2n4T+TeS6FTtgZD9jIVejgsTXVSgr7suAu1iwrkXDjyukur+nSxYfP5+Bva05E56Flz43WNCG9ZTkiDf6Qcc3YN44iblKypWg0L7ene9T1g2mvSoN4Ad/LPPWC4DmucpHOtkbX/P9MnE1b/wSrG4Tt1egXNxqEHGAmNkyISki/9i07HRe70bg5A1ch75/gEmmCDkHL2gwVGLhYi9B1e5QpibYOBXyJv4Z3u7gk0dEX8nWoglJIthyaFoTJs+VIs1PtgMrC7l+8V8its3NoKovvDIFVu6UgtBdm8kfHcFV5JyiKA8GFXKKUojUqwoeTtCvrcQtZWaKBS0uUWKjZowyuLL6j5eff34CZ/O4ZC0tRBRaWYo4GtodHqkn81pZyPm7sWIHvJtdQuT6DRO6vmPO631FlL0zAJJuyjxz14ul5nqcrNGlFPw2FpZvk3X2bAmBdygUm5wMfx0FTODrxYbjOW7T9vXAwxVK2Yo1MDlX84POjbK7HPztO3qPpKcYvzY1hysHJY5tXy7ftYUtOJSFFu9KP9UcKrUzTi21cQb/zoW65HuhflXo2ABW7pLXVbJdo3ljEz2cxQIcmyDt0mytJTHnh2VyvmE1mL3aUNZmyV/yx0dZN8mM3XBAypzUrACtgu/P3hRFEVTIKUoh4+MJlyJg1hpYts3grrx+A978RroqLNgsxzxcpNL/B4Ph5S8Nc4x6Eno2k3iyjAzpz2mZE7iemgQh+yD2MrhUBM/aYJ4rqv1GKAs2egIGAZKeITFx+05Jjbk9ubJmHe1F1FUtD4u2iuvN3hYaeMLFa+J2C8zVwikyRkTA1Rh4/lOpW3c7GlSFz+aKWHxvEMzfCGGRMOARcTd/OAvGDAB76wzJGDUvBFlXvimYWxsE3ZWDUOcZODYfuv0osW7WTlCzn7yXgU9I4GIxrcLv6QYz34bD58W9Wt0XIkKlpEyLINh8UMadDcti5tDLXL8UQhVfS2wTTvHt6e6AlHppUA0+n2s89/7T8EI3eG0qhFyVY26OErPZ9i5WW0VRChYVcopyH6heAepUlozQ3Jy6BC88ZhByDaqJe3HiL/CqtCpmZB9oWguiEyHr+lkSroSx40o5PCpWJMAnC/ZNhz9fkcEmJtB7LtTIvjjlBqwcQdMKn7Nqj4/Rva0s4O0fYM5YGPoFRMSIJWb8EBGMPh7ius1xkYIIza9fl+fnw8R6dy5cyo2s3Svi0MNZLIQ5Ncty+GKe1JcDePt7iYWb9Lzs9dPsurld60TT6PwLEHMBGg4H/y4F66r0qguDN8PZtdIvtVJ7KRdSpqbEyDV7UxIVMtKMExWKMW5OUhMORI9GhIol7dexsOMopCXG0cVrM7Yrh0BiBJyzheajaVz2PFALkCSXyuWME3U8XcHUxCDiQD7fHcdVyCnK/USFnKLcB5wdoG6APHLXjOvWTGqtTX8L4hOl7Mfmg1Ln6/N50CVIrFhuTlA1dTXB6x6XxuxWDly0XsjWyEY03jHVYGvLyoIVw8G3udRdu34aji3g8VotWVt9MJuP2WBhDh8OTGLPaQvS0y14cTJMe00u9XaHhtmZjT++Be/+aBBxILF2N+JhxzF48TMY1kNctoM6GVzEH82WArNfzIPIWBjSSY73a5fFl/PleWamlFR57lO4kKtbRcy5o2IdA1jwlIjSwN4F+VFAufryAElkODDTcG4jYGkHLx/77/Mnx0DIVrh2DNz8wbcZ2JW+lxUXCp6u0CPgGKx5C0KuiIgDiQ3861PaNHfmg15uTFzqxaaD8PkweG2KiDVHexj+uBQRzkteAa8oSuGiQk5R7hN1A0SwffwLrNsHXZtKzTh/H2NX5clL+a+t530Vz42DRMQB3IzDZ/tgpmXuJsv/B5rvbWkYnBIL6dkBaGZWYGJK5UMvs6jeds607oqdrTlVTPYSUasbz3VrgKW5FBt2yVMwOOmmBLPnxcYKFmyCI+clZi8uCTYeEBfx4q0S37fzqCQ5lHaCn1ZCm6rQwO8Gv7yazsFwV6ytzKlVSbJtTU3gz50SiB9gsd/4ZgdmitUsxyqXmSmuznslIx2iz0BGqmSfXtxsOOcRCNb/ISUzLQWiz8GJRbD+XcPxpm9A24/ArAh+3UadAicfuLDR+PjNOGyTLvB2SmP6vTeTXUmtGD9L3OAtgsAEKVFTq6KIuhvZv5ZWlvfeZkxRlH9HEfxmUZSSS6AfzBgtdblcHaQ8R15aBokbK6fMRyUvqOQaIy6/XJjeCKGyXyxLz9WmuXt19nqPZ39MDWwdS9Eo0Z2KToBbADR/GzaPx/H8HOqazIXHvoXQSDzPfoNnzwZ3XOvh8+BVWpIT4rMTOIOrSMD8D9ku4pU7pFDxvA0i3J5/TOLtyrnD69NkjJ119nrjL9H7WF26VHuGHRW+4e3p5uw/Ld7gl7rD443i8Fs52ngR9h4w+1Fo/xEkRcOuqVDKCxq8JPXd/gvJsbDzK9j0ocTi1XwCgp6Cg7PA1hU6TAbrf9EG7GacWODC90sniK15ip9v/wKCB4t1rqhhX1pErH8XOJorCM7NH+LCMEmKws/HlvJl5Q8OK0sJE8jNnLGSTZ2WISVyOje+v1tQlIcdFXKKcp+xtJBYsztR2RtWT4YD2VX2F4wHZ1dvMiq0wezC+lvjEnw6s+hQORrVtGRntbUs+MucUpZpfLfUA+clkv3q42EJTUeK6Lm0TRIIrhwAKweo2k38psnR8trMOPXVwhQm/w4vdpOisGamYGWRRTmbq3Rt4sGGfabM3QhfvCzibucxyZAc3iOTq7FZtKptysYDhp5h9TP+gKxM7C8sYlvC17e6CGRlwbSF0CbIBuo+KzFrAI7ekjl68Ge4sAU2jDUs7sRCeH73f4tjC9sDG94zvD78G3T9HuoMBqfy4PwvKxEf+Fnc2QD1XwSTPBZDE1PEhlUEKVMbqvUCn8Zi6Ty/QUqrVGwPtm6SCOLdADOgzh106CMN5FFYXL0OJy5JWZ5jFyX5JsAb/iZRW1EeGlTIKUoRpHwZyeQ8eDC7VISZPWadp5C+dTLm51dxvcyjLMl8lV1nbPn+9TjcYvbSsM4+OLeOQf278M7+wRw8aomPeynpQOD/KDhXgit74cAsiL0IiZFw/SxsfB98W4oLsIyhmnBQZWhWy5CIYGYGi8Ym4HZgPJ1t6hE/5Cl+XGHKgk3wVn94rVcajmfnwS/PE5CVScUhuzkV74ftta2AG15n/icTuVXlwLn8DcNT0i2km0L1XiIo4sNg68fgUgmu7DMenJoI59dLhqnDv2xSmrvwbw6RJ0RE/ltiL8O6dwyvjy+Eus/Dts8Mx5qPlgzYooiVPTR9ExYPhvA9ULGtFDZePVISP0o/WCviwVOw9ai0shs8SWIuW9eBTg2heSVJ1gj2lx7BivKwokJOUYoL7lUx7/Yt0ZGx7AtxwuqGOcenhVFm5xtweI74KGs+gXfiJl6v58vFiPIQZmoI7Dc1gSXPGQrdHvpFrHBZmXBoNlw7DIPWi3sRcY9OHgqD28QSHZNCoO1R6u4eBKU88HW6yuj4r3hq8mYc7EwpFX8Ezp+HsJ3irky/ifearnh3nEy8eQqnyW70amLKSa/htHIyZfl2w9YsLbKLylqVAp8mUgZk7w9yMjkaHIwzbgFxNe/9AVq/l//cnYg6ffuyJq6VYe908G4MmanynrhU/gcu1kzpu5pDwjXpwdrlG8kY9qiRbe3KL1yLDhnyuxN9Th452HmAe/UHtqp1e2HNbilrY2ct8ZbNa0knlPdmwMaPJLHmtb6SMGRWlN9iRSlEVMgpSlEn/CAkXAbnClCmFi5l3GjvEAUXNkP4ZRFxID7KQ79Ci3coH7ERV4dACDMxCLnYiwYRl8OlbVJ3Li5MGsPHXLwl5EhPxT91I/7W+8EjA1z8INxLmss3HwWRJ/G6sQEuX4YVL8s1dqWlyfz6sdBqLCwajLVbDQj+nJD2y7iR4c72a/4cvyAFZxduAU/nDMYPuEGg203AU1x89V+EiKMSz9ZoONwIg07/EzflqtegSme4dgRCd0H958G+zN+/jwkRMK+PlBZpNRb2fC/vR+2n4cRiEYyRJyR+LjMdKj0CnaeB612saU7lofX7sPpNwzG3KmBpLyVgct7LooxVKbHYnlhoSJLxrAPlm8m5B8C2I/DUBMmSBvhjE0x/U+LwVu2UThMAfx2R0jwupe7s+lWUko4KOUUp6vzaGRKvgo0L9PwZqjwKu74W911gv/zj01Ow8ayI09Y3JLEhh1LlwMxSMjVz8KwDobvluZWD3COH8P0Qth9S4yWgPzMDWrwNF7fA2nektAlAQBeo3BHOrBR37ZWD0g3h/AZIjsY0u9u8z+ExmFlY41tnFKmpLajgnsLQKqtwv/QbdquXQcQgaDdRxE9iBFTuJK6/hU8b1lStB/RfIT1TN44T0WRhd9e3LzUNTl2G8knHcLhyUA7eyG6p5ewngvHsGtnb5o8MF55dLQKv6et3nZ/gIZJUEnFM3MBedcHZ9+7XgGTgJkXJ+27xgH2D3o2h89dw/RSY24JPUyj34IrBhUXC4EchJRVsrcCnDLzzg9Szq+INbw8wjI1PEiudojysqJBTlKJK5Cn5eTNefiZHw8rXwNEHtkyU7gT22b2WTEzFZZiWDI7eWIXvB6cK4J3drDUrC8wtpHvBn8Ol1plPUxEeR36XbgfdZ4BLrpTEpEi4egCOzjcca/MhWDoYRBzAyWUSBxa2Byq0lPPejUXYAVTqIEu8egiT9EScQ7bwavtPpJTK5S2QEgkt35U1nVoqYnJuLxFtYXuN35PjC0U0YiLWsPYf39VqFB0nfW2PXoBBNay4VWHlZrxkqVZoDenZVsoca1RuLm2DsBaQfANwuv1NbJxFzAZ0ueM68i/sgmTgHvpFLKat34eyD7C3lUsFKUMSf0Xq6Nk4P7ClREbDsQviNs3hzScM9elOX4ZFW6BVFXldrrSUv6nmK23vFOVhQ4WcohRVkqKAPNam6LMiOMwsoUonKBMEj/8iLsGbcVCuAVg5yqPlu+IWTIoVQbLxfYg5B/VehNIBcGyBiMMmr4tL1P+xPAvIkli13Oz4H7S6TUyag7e0tTq5VMRhufrQ5FURfDHnIfd/sJnpkJkGN2+IWzPuCqx5Q865VgbPIEPcWe5qxLeuT5X19/5dft6F7Ufgxcli2Tldtzq/1BmI/cmf5aSZhbhw52UXHDa3kli23DFvZevAD03AxAI6bxYBZu96b0InM1Myc3d8Ia9PLZf4xGd3goPnf5/3XjE1A8dyD+7+2Vy4Cp/+bnzs60VSw+67pfL2HTkvx0f3l+LUDrZSrkeFnPIwokJOUYoqzhUh5qrxsUavSRZq/+Wwaxoc/lWsKJd3ZA+YAk8sgjpPy8uQrbDlY7j0l3R7qNgGtnwEVbuKKDy5RMbVf0ksdjmkJkqBW0yQ4iPZmJpJEHxu7NxFEOaUDYkNgfC90oi+/ScQcSL/3lITxNp2cinUHyrN6zPTJckgK1PGnP4T2k0yxN+BrNvaGZwrg5vfXd++5BSYtghqlE+jatkkVh50ZLjdp0x8tDce1tdJcqzO3qs+NHp8PuaxZ8ly9Ma0zzzYOQ28G0C5hiJCaw8EOy+Z9Oh8ODhD4vYC+4Gd213XcDuyEiMwOTTb+GDsJYi98GCFXBHBwjx/a9uybpLQ4O4sos3JXo4H+MD7M2HsQLCxzDeVojwUqJBTlKKKQxngKvh3hpDN0h3gyG/wVYC4Lqt0FBfh8YXG122ZBF4NRIQsHw5XD8rxk8vE9erTGK4dlYzKiGPg4JW/9Eb0edjxFdR7AXZ/bTje5HVJEGj1nggtaycZs3m88fUpN0TglSoLdp4Qm+tcjT5Quqq4Xss1kJi9Kp1E1EWfgzqD5HlqoiRyPP4rRJ0UF6pLZfCoCa53F3Egrb/eabuPmlc+wSF2P5eeGswvEQNIsqkArm5su+BHxZjfsfjzRUAka+Zj32Ma0EXE6B9PyNEGw0QIO3cW4RzQReLz7D2hxuN/uw6Qshnr9sLWQ1DN151ONT/Gb+dgwwALG6nbplCjArzQFaZm/1qbmIhrtc/7BgNt00D4fJCMGf0EuDlCJe8HtmRFeaCokFOUok7X6ZB0BRYNgZAtcuzSNnFN1hmcf7ypOeyeJjF0OSIuh3ProPFrklVZtZtYw0oHSPHd3FjaipstPRnafCAC0NpR/ic9OFPu79MEkq/DmjelzdWVA4brTUykDlxGGgR0h9goeOwHiD0r9cou7xChd+gXcac2eFnEG0BqCvSeB4nXxI+WHA1mNlC+uVjK/glJ13FKjaLa4S63OmL4mP/CqMZlML12Ai7F09qxAmaHxhm/dWvfgk5fiRu60iPS7uyvT6BFdjHihKvizq6WCKeWga2LZHfmKaacm6wsmL4cDp8FBzuY+Isp++oO4JuKS7mZmsUel9cIN69FlWuOBDuJRephxsICejSX1l+RMdLya856Yy/7gTPyc89JGPSo9O1VlIeVh/wrQ1GKAZY2kGQmcWUmpgbX47WjYGJuyBAFEVANh4swOzhLkiESrhnmcq8GrlWgcoe7dzBwqQiBfWHd27D/p+y5TaHLtyLOMtLgwibD+I5fwsVNYskzNRMrVvg+CBoIvz0GjWfAmeVg7SCWQZAEibNrxMXrXAEezS71EXVKhKKtq1jfEq+JiNw4Duo9D35tJJs1h/QUKcxrZS8WwpPLYNdUylZ8hPDyzxBn6YtP5DxsGwzEdMf/JCnD2gmzLl+LQM1NaoJYx4KfFUunrSu0+whuZidCBA+W8idJ1+X1odnw9Dr5DO5AaKRY+/aclNZsT7SDS9csWFX+N3YcM+OzKVa3Pro/PoRuze78sTwsNKoOmVmw+zjY29w+VBJEwFUsC41q3N/1KUpRQoWcohR1ji+GPdPA1EKyRvfPEBekcwUI3SFZrF2ni4UuIxXWjpKSFh0+l8zOvz6RjFB7DzlWqb2ohr+jdDVoNAKWPi+vszLF5Vj3WRFaOXgGwbF50OV7OLdaaro5+khG6B9PQLbu5MQSqNlHXLlxYRB5HGoNkLiwC5ugTE1J2FjzlogzECEYNBDOrACvYOlEYWELldrJ+evnYP0Y6RNq5w7dZkDIFrJs3Yiz9uOd452YtcmRFzv15atzr2AatkeuS4mFbV9Arf4ieHMIelrcwjmdGWLOS329rjNkH6U8DSIORGEcnX9bIXciBM6Hg5UFjJluECNfL5LyGbZ2tny+wHiqt76VorcuDvmme6iwtIQWQZKk8vxnMH6IZKZmZv8u1aksPyc8J/FzivIwo0JOUYo6i56GtAR5fmkrtBwL+3+Erj+I9cvGGdJT4bduEB9uuG7jexJXF9hPyoJc2i7WubRUsLxNd4O8XNwkmZWtxkJqEphbglc9WP8udPpSCuw6VxDXaMx5qYXm5AfpiVJ4t/GrEudmnivzNmSrZILGhYFnXannlrt2W9uPpKBwyg0pDLznO/BrBdsmy/mOn4vVD2TPIZvFxZmVJe7d9e/Clf2YAI4nFvF2vR9ZuOsZ4hIyMb201Xh/4XuksLG9h2TXlmsoxZF3TTMel5EqLmZTxJWcl9vEtq3fC4+NFiHyRr/8FqVz4RK0nyNMcohLlOzLh13IgXz8HRvCko8gNg5+fx+OXwBnB6iebUzu1FA7OiiKCjlFKerkVgFZWWKZe34PlCojcWkxF6Qobu5CvyBxaKbmktRwZpVY8kxMpU5YXKgkGLhWvvN9Q7ZK382NHxiOtZskHRX+HCGWtxf2gqMXVGgh5zPTYFaHbPevSf7YsbJ1IGyfxJ951oLNHxrO+TSWMhxHsmtPWNhKCZWbcYYxWyZB3/kQsk1q6d0IgYYvS1HjMrXg6Dyj21W+8DH9mj3OnwdKEdX3cdyuTzSctLSXPe75VqyE145Bm/GyxlPLjNedHCuVYDLSpeBvTn07G2eo1t1oaEw8vDIFBnaEK1HZvXLzUN0XNh2ENsGwPlcb2SfbwbwNUhPN1DT/dQ8jtasYnvfM/jXLyJA+xIqiyN+YiqIUJ2ycRMSd3wjz+sJv3eH3npJRap9LNZRvDtau0gVi/ww5ZmYhYvBmPCwbBolRt79H9EWJkeu7AHrPyXXv7PppVg6SXRqyVVqFpdyA1GTp7JBTWPfwb9BijMS3AZStKxmuvX+DwD7iojTLVTPCt7lBxIFkx17cbOzKTEsSIftzezi9QuIE9/4AtQeJ8MtDurUHgZUseKaTCSfdBpJVo7dYMV2rQNfv4ODP4sb17yxCcuNYeQ/L1JYJTEzElXx2dfb+XeXa5qOg81R4cokIv1zciJdyGAlJ0q/Wryy8M8CQxNAmWI6t2iUi79Xe0LsVfDUCzExh/ibtVKAoyj9HLXKKUtQp1xAurpfnXvWlI8OZtbDzf9IEHkSYbfoAmr0FG94H70Yiog7PkhZUIIkOwUNgw3tSs63lu9JuK2SLCJSAzuJavLwX9n4LB2aI6PNrI22xTq8QaxyIkNk8QVynIHXoTC0kq7R0VSlQHB8ufUvbfSJjev0GTmXlefw1WPoc1H0Otn8ux3IX4s0hIcI4Hq/FO5KFmpYkhYfLN5USJhFHRIAFPwv7fpCxZhYc8H6fEZ/aYGcNtUZVIqLKSzjUeh7La/swwRTT5BjwbijrPbtGrlv2ktynZh+xxNm6wsHfoBaSiRt5Qt6LNhNgbh94YY9Y9LLZexqe+MBgSP11LfwyBl7uKVa2fSclbs7BDn76E6wsobwHdGkC5mXh1V4S4K8oivJPUCGnKEWdbt9LRwFzM8nojDopXR+u7Dcel5YMnsEweBPYuoN7VbGgRRyHk4uh+dviuqzSUSxhydGw8CmD4tg1BfqvlBIh+380zHt+vSRINB8thX696sPxPwwiDqTWXPPRcq/qPeH6GXlevpm4YBOBUrmshV71pKxJQqRYxpLjxNV6fKEkcuTQcBiYWYFHoIjTCq1FmDYYKpa6U8ukHMi+GfKeVGgFrd4nybocu2Pr8FdkEK88Dkv+grNhZgyc2ILkm/Bcm1p80OcKrk3fBLLgr0+N38vNE6DJSEl6aDLScNzMSsq2uFWBpS9K0kT0eSMht2qXsTf8RgKcC4PP50qG5ecvQ2wCzP8AwiLg7BVoHpCAVdQ+XDJCKFvZD5P0ug++/6qiKMUCFXKKUtRxKi/NzH97QoQDiCsx+DnYlKsOml1psR75NDIcK1sbesyUEh9XD8H2L6R0iIlJdoP60tKgHsQtemmrxNy1+QD2/ShZqiDXO5aTR+J12D7ZcI+gpyQhwcQMkqIlMQAzKVpcto7Umztx1nhPYbth8bPSFisjVZRP77nwxBKJc7t2WFp+VWwvruRaTxiuLRMEB34SN6ypGcRdzm5nBlzYCBc2kv7IT3y0rjbr94lL8/muUp8sMbvayLdrXWlW15q+AV3EunfoV+NEEXsPEbqO3pASYziengLe9eHEIvkszK3B3t1oa863af1qbQULxovrdOAEEXIW5vD5MAiLyKKy6wx8970igw8gn1ntgfknUhRFyYPGyClKUSc1VWq55Yg4ECHjXg1q9JLkhXINoPtPxiIuB2sHSY/c8L6IOBDhtGm8XJ+bxGviDt3wvnG3h3INDc/TU8D/UXne8BXAFBYOggVPSSyevTu4B4hAc/YzrvmWQ1xo9lw3pVZc8GCJs/OoDm3GSZuxGr1FxOUlLUlKmYBxXb3cQ9IybiURpKXD1AXglKdtbaDNQZjVHi5skIQJ82wLmLkVNH1T1tZslHSTaJPdueLcOokLPPSL1JvrPkNi5nLRvq50GsihflUI9IPgKjDuJxFxOesa9R0MbJ+K7+FRxotb+apk9iqKovwNapFTlKJOepKU6chL4jUJ9m/zIVRsJ9mpdyJ8LyRcMT6WmiBWvIbDJQnC1g1uXJZzWZmSxenTRPqb5g7ot/cAy1LQ4TMpwLt4iOHctcNS261ssLhg/Vrlb5wJ4Jbd7L75KNnDsT/EIujdEMoE3v39sHaUzNFz60SYWtpLokNakpy3cuBoav18l0XdyDWFJZRP3SbuaHNr2PE/cdeWrg4xZyF0l1gwD/8qF7QeDzZAz58lS7dGL3m/XCvnq8nXrj7MHQfHLsh9KnqJlS46Ds6EGq8pMRnik0wNCSI5pCUZRLeiKMpdUCGnKEUdWyeo9aSIixzsy4B7Dej0PynIa1f67nPEhkDNJ+HATMOxyp3Asw780V9KfJhZSpC/ravEn9mVFovU1kniPs3BzFzixJa9BFU6579X9FloN0Ge3wiDU3+CWR04tkA6NzhXEME2cK20EHP2g6uHpUWXnYfs1dJO1pa3BsfNeLEmtvtIkg7iwsQF3PUH6diQlUmSZzO2HDIWg6am4O+djpO9OUk3pcxHunm2D3TvD2KRC98H3k2kwO/1M4aL7dzBoxYkI++1mZlkDd+BrYeg11gRbjl8OxIGtIPHW8LMlYbjVctDFR9T0ms/i/n+7wwnGr8uRZUVRVH+BhVyilIcKNcYOk8TkeHiJ+U7/Fr98+sDuojbs9ErcHmnxK/V6g8L+hvqtGWkSgZprf5w4Gex8n1dSwL5TfIIqsRrEo9W5xmx5uW2HlXM7rqQkS4iKe4K+NSB3d9CyEZwrw7dfhCxlBgplsHqPcVFmZ4sCQxmlrLOWgPAxlGK/55dLRm36SnQ6j0Y8pfE84Vsg5UjZJ6sLGw7VSO4Knw3Usp7XLwKsfGQmWXKW/3h6nVYsR0WurdkkIM3JnGXYd07UKmDWD+bjIS1oyVGzqoUtB4nLcvCkv7RW33ikrGIA/hjEzzdAQZ1glK2sGIHBPvD849BlfJm4PQulG8ge/ZtJu+hFpJTFOUfoEJOUYoD5YLl0eCl/3a9T2OJ6Yo8AQGPiWszLkysZ7lJuSGZpv6dYfVbcqz9x7ex+GW7E7dOgu4zYfc0ET51s3uhgtwr8SqcXQU+z4F/J4g8AhHHRICdWCjuUQcv6c1qYQPLXpRrza1FQIXuhMqPSHLEb10N6aDz+sJTq+RcqTJSiDh0F9R8glS/Ttick6br0xbB8u3ZKzYx5Yc3YdwM6bjw4qyqNBj3B9XtjkscoWewJH6EH4BHJkN8KDj5yl5dKkDYsdu+tVsOwqGzEJsosXCezvnHeLvD0m3Q5314tCFMfwNqVATXnFg6Ry+py1dn0D/5NBVFUW6hQk5RHhY8a8sjBws7qPY4HJljPMajprTcavASuPpLbbi8uFeHim1FiC0cAPVeEkte7rEXN0uLrZwWXVsmQr0hcGwRnN8g14IIyk0fisURRDSm3JB1uVSSYxEn8ve5CtvPJYdHCI2oinvAOCpl68cDx6TVVXySQcSBXP7tYnixm/RAbRIISy8Ec8AjmCreZtQpBebO5cWte2YVRJ6SEivBQ/J3qMhmzwl45Ss4nF0xxdQU5o2DXq1g/kY5VtoJerWETm/K6+U75LHiE+hwm7dWURTl36BCTlEeVmwcpZCvjbMIl3INRLS4V5XH3bB1lQb1l7eJe7RMkHFCRFYWHP3d+Jr0m1L016O6dKXITVqSiKVWYyHmooi5jDRDp4rcHSsATM3Ybj2YHs9BZKy4K2e+DZbmsHYPNKgGmXl0H8DNtCz8vU2IiMnizW9MAGnUObo/XI2GmAQo71GNujUrYx8UK4WSTU3zJWwcPS+JC+ZmULOiQchlZkqR329ehx7NIS5J4uB2Hs2/lssRd3l/FUVR/iEq5BTlYca3qZQWaXQBSnmBVf42V3fEyRuc+t7+nIkJlG8h8Wu5MbeCpBjptbrnG8NxWzdJsMjd17VCK3Gd7psOlg7w2HdSMLhsbdJKVeDEuWRi4mVofBI89ykM7CDuSksLiI2CZjVh62HDlC/3hCDfRF783LgWyc+rgCzYdQI27IfPh5kxvNk1TML2Snycc8VbYzcfgPd/gi2H5PWAR2BkX/jsd8PWMzOhd2vD/JGx+d+iyuVu/9YpiqL8Gwo1mnbPnj107tyZmjVr0q9fP86fP1+Yt1MU5UaoZHb+EzKz66+Zm4Nb5X8n4v4JQQPEypdDu4kQ+AT0nSc9Vyt3lOP2ZaQA7q6pxtdf2Cju2cXPShJGSqzEw22ZhMWK53k6rBmzhhhU2vUbUC8APvoF+n0AZV3hpR7w2UvwZj+Y+z5U8TbB3NqOCp4woje83hdqV5br0zKkdRbAOz+Ycm7bBpjdCb6pAxdFkJ65CLuOG0QcwOzVEFAebKwkobV3K6j1DOw/bRjTopasw8FOaszNGAUN8hg9L0fA7pNwMRxFUZR/TKEJuYSEBIYNG8bAgQPZunUr9evXZ8SIEYV1O0V5OMnKEvF29Qisexd+bA6/dTf0Db0d147D8uEwowUcmCXdGAqD0gHw1EoYtEFe13te3KpRJ2HDWLF0PblULG1WjmBxm8LBOUkVobvA3lOyabMxi79MM7O5eLjI6+oVRAzdTIX0dHhmEhw5B4EV5RGTAGFR4int3Qq+XpTdNssL3ntaar1tOCBz3UyDdJNsYZuaCBvHAvDtcjh3G6F1LQamvykC7cv50pZr5U7DeWcHeLUPHJkJe6fDwI5gk6sD18b9MOwLaDcCXpgMG/b92zdbUZSHlUJzra5fvx5vb2969ZLK8UOHDmXmzJmcOXOGypUrF9ZtFeXhIOI4XM8uXHvgZ6jZF7Zlt82KuSB9WJ9eLy26crh6WJIMwvZILTdza1g4ELr9CMHPFM46bZzBKxgiD0o7rajT8Et2W6y2E+CPJ8WCaGkLj06R4sI5SQ3VH4cLmwxz5W6VlY3LzZNUKQdBlaBhdUjPEKvXkM5Qp4pkimZlwfGL0m8VYNILMOlXwxx/bIIWQTL2ZqocG9I6Gr/w7w2DUqUdw4w/4X+vwPTlhlOmpuDlBgfOwme58kYSk+FKFBwPEZEYEyfWwshYmDpCOj3Y2Uof1vGzYFO2iFy7FyJvwKwxUN33377hiqI8bBSakDt58iTVqlW79drS0hJfX19CQkJUyCnKvRC+H35uD3Wfk0zQSu3h3FrjMckxEHncIOQSIqVW2qlcCqTRCOlesGsapN0EGwfJRM2bWFCQRJ6QmnStx4kAzXEDm5jB4d/hse/h+mkpwHv4V0MRZAtbsHGRum65XMcX3Z/ErywcvSDtr1Z8AlNGSFHej381ZIXmiDiAiPx6kCPn4e3+sHIX1PNPp136TCz37jEMaDD81tPoOPhsKHyzGGyt4JVe8ONyEYM5mJlB8yBoMhRCrsKo/jD5d+jZEp7rAt8tlfIojzUBLxeDiANJoDh6HsIjVcgpivL3FJqQi4+Px8nJyeiYnZ0dCQkJd7wm43atfIoJOWsvznuAkrGPkrAHuMs+TqwA2zIQfUFKe8Rfky4PUecMY0xMwK6MIdvy6hE4t9FQCgTg2EII6CFJBilxsPoNaPI6tBhToMVojfZh4wZ1X4S0VCkUbGEP9YdCxk3JEDW3A5cq4FYNqvYEMxuwtJHWWRs+gEe/hTMrIf4KGVUe5eCNFizblkFqOnzwDCzaLG7Rsm5SYsTcTEIB7XK5Me2tjV8D1POHjg3lASYQ0Z4Mi9fh0jao0ZuM8s0h5Dp2VhmM+0nuNayHWNm2HILOjcHfG359F86GQvt64oJ9fxBUKQdrdkhGbdfG8OynBqPj0q1ieQuqBKERMOWJY9Sx2YmZWSalHBqQkVGzwD6HfJ9FMaYk7KM4r10pWphkZeUtzlQwfPLJJ6SmpjJmzJhbx7p3787w4cNp1cq4In1GRgYHDx4sjGUoiqIoSpElKCgIMzOzB70MpRhTaBa5SpUqsWDBgluvU1NTCQkJMXK35iUwMLDY/kJnZGRw5MiRYr0HKBn7KAl7gLvsI2Qb/NoFAvtJ6RBza1j5igTlm1vDo1Oli4JlLutbajJs+gB2fy2vTUyke0FsCGSkwIXNkoRg7QhDtoNTwdXGMNrHspcM9eXqDAI3f1gzCpq8Bts+N76wyesSy3dglsTaVeshruC0JHEdl28GFzaAQzmizStwyPlZhnxiQe/W4GQP+07BzmPwam8o5y7FgJNToX97WL0bfD2gUSA42km2q5tT/rWHRkhSRNSNDF5qf4QfNgYysrcZttbg4QpL/4Idx+DPHeDhAp0ayb1fnWI8z9iBUMoaLkXBlAXG574cnsXAUl+SlmmKxeaxxic7fAZ1n72Xt9+IEv9voxiRmprK8ePHH/QylBJAoQm5du3a8dFHH7Fq1SqaNGnC1KlTCQoKwsPjzvE3ZmZmxfYfZQ4lYQ9QMvZREvYAt9mHbxMYsByiz0l/1HXvQVJ2ddn0RFj1CnjVgtK56lvY2EPjV8C7HsRfkViz0N0ilNIs4Gp2mmTLj8G1fMEsPPIkxF4Cey/DPjyrw8FEOb97KrR6X9ackSI/cxN9CsJ2QZ0BkHANLK3B2UcEqo0rXDssLcDOrKC0bwsaVmzE052CsbI0YeFmQ/mPt76DRxvDtNfh8FlYsxeq+4GpCXw6B7o0keLBjzXNv4V9p6W2XFQsvNQe4hPMuBJjxrELEJsA/j5w8Yr0Vz1xScqHfDgEElOM57kSDU/2gSMX4ccVhrpyDaplUdUnC7N5b2DW7K3874EJEnBXwJTYfxvFiOK6bqXoUWhCrlSpUkyZMoVx48bx5ptvEhwczKRJkwrrdory8HDtKGRligjLMoG0REl8sLCF0yukGX3ybSL6Hb3AsZc0oE+KgrL1IWQrZGVA6w+km4PfIwWzxjNrYE43SEsGK2fomJ2M4d8Fji2Q2DMTEzC1gKrdJAHCwlaEqbmVWBf92sKSZ8G1EphZSiN7kOueXAaHf5PkCSDKvjZXomwo65CIi5u9UQ03gBXb4Yk2klk6a5XxuZoVoZIXRESLyNt0QDpD1PCTEibxSeBaSsY+9xi895MUBQYJJZz1DizbCampkJQCPh5gYQ5p6YZ7NKoOnqXlMW8cHLuQhZUlVPPJomHoGzIoMwPs3KXfK0hyh0+TAvk4FEUpuRRqZ4dGjRqxatWqvx9YREhNk4rwilJkOfUnXD0g2appydBkJDR/BzZ/KCUyaj4hZTucfPNfezMBTiyGAzOlBVb1XuDfGW7GgZU9OPkUzBoTI2HZ87I+EHEGUu/OtRJ0/wkO/SLPt30Gjj4i4nr/Lhm5KbFSSDjiuNSYc/SGzR9JWzBLe3EHh+65JeIym7+DTcx1Atc3oZJLbfb5LGDs0y4kpkjrrgOnpffq+SuGgr+5KesGlb3g68XwYXaZup/+hD5t4KlHwNoKamS/neHRBhEHkkjx3RJ47yl4Z7occ7WHOe/BzyvFlTuwA9SuZLimeRA0d9wMM1rBTqBldhzxzq+g4XAp01KqLPi1kbp7iqIod+GhbtEVFQt7T8nP2ETYdUzKFSQkg621xMd4uEgrHR938PYo0GQ+Rfl3XNgMiddgnSGBCHNLCNstFjmyIDVJ3I5bP4NqXSE9RTJaHb3EWrdggOHaM6ug5ywI6PLP7n8jVKx9meliDXStdPtxN+NFbOUlORquxoFjOajRC1JugP9jsONLaQ92YBbEZGfemphCz9mwfKgIu6rdoWY/sSC2eAcsS4Ffa4gNITMhErsjUvMt1cKZb5eYMSe73IiFuZQKuXBFskctzOHHt6RP6ryNEFQZmgRCGVdxs+Zm3gb46Hn4aBYMfhSquxuaYeQmIxMsLOS74Y1+UNoFWtSB7s2lMLH57b5lrUoZnp9bD41fg30/wO5p0PJdqNUfbF3u9mkoiqIAD6mQu3QNTl+CrxbAih1yzKs0PNkOBk2Cb0fCW9/C4y1F4CWkwI1EWL4D3J2lf2MZ1we6BeVhI+UGJFyFhDyd1h28RZAdyU4gKOUJ7T8Rd+usR6RRfcV20HY8HPo1z5yxcPUgeDeUBAJ7D0mWuB3hB2H7FyIcnf2kZEn6zdtbjBzKQc0nxeoGBtHyey+IPQeetcUqlxQt4qX2QHD1h73fGebIyoSjc2VNKbFwYpG05zq7Wvbadrzcp2p3zDcZ+rMec3qaOX853nqdlg4Ls0uS7D0Jrg5SU87UFKa8ImLLwwWuRksh4ZRUwxIsLaCKawxepZ24eVOOmSBu1125YtSff0y6NCybJJa7crnCgG8r4gBK14BHPoHVb0L4XhHHT60WS5yTj7iPFUVR/gEPjX0pKhZ+Wwtz10OXt2DjQYOIc3eG0k5Scmvic2BhCq/2goOn5S/wjHT54p6+XAKoNx2Qv/AV5b5wMw42jJPeo6XKGJ/LSIWwvYbX8VdEFGx4T4QWSLHg0yvB/Taiy8YVFj4DX1aGeU9AxAnj8zEX4eh8OL8OAh6F8+th3dvw1ydw4/Lt12tuCa3fh+ajJSu1ZXYmZsJV+XnlgBQndigrAnLXNIgPzT+PmaXsJYerh8E1u5h4+D64tF3WX7au4a3KyO87TUwBG0v46zBU9pZjmZnw5rcS/wZQxgW+eNn4ugm9Quh6rCHz+yzE11OOvTAZXu8Dnw+DtwfA3HHQqg54l5bvhSXbpFDwiK9g1koIizSe8+p1cbkOmGTFB2dHsq1nCj8EXufVm9uZfaIRVzLKq4hTFOVf8VBY5MKjYNNBKcJ56KzErZRzk+/L1/tCbLwIMzcnOHAGypeRL2APF/hiHtjbwLhnJLttYraRoV8b6NRQCn+6ON7t7opyj1w9Cju+gPLNoUJrePQrsYjt/d4Qf5abxIj8x0J3wSOfwv4ZhvP+j4G5DZzO7vZwYhGQBb3mgIU1RJ4St23kSbGE3bgEdZ6BrR+LGNs9Dfxa3t6K51IR6gyWODeT7Oy8hi+LierMahGl9t9Cp//BiuEQFwZlgsRCCJLwUCYIjv1hmLNsHTg4S55bOYJ7NUiNgwbDyIo5j0nUKaplbSK4cnv2nTFkBD7aCD6aLeESN3O9XYnJEJdkeN2jGZz4LhL76N3YZURgmxmNyeZQqh14hm2+dQApArzvNLSuA22z9ePBs9DmVQj0A09XWLzVMOdHz2XyVoeLIm4dy/HHJnjlq5yzJiyrYoVfWSv+2CRHPn1Jki5cHSXTtppv/rdWURQlNyVeyJ0MkfY9q3ZKT8MBj0DDatL/8Oe34Yv5EgwNsH4fjOwnFdhdHGD2ajkenwSvTYXR/Q0xMr+uFcGXZQI9m4PZQ2PbVO47KdFSSsS9GszrI8fMLKHvfHDwkQSA7F6gmJiI69PUTLIgc/BrDRc3QccvxFJnZQeYwbzexvc6uVRi4S6sh03j5T61B4J3Y3H5paeIcEtPgYtbxD3qUPb2606Ohoij4BoApYNh5xQpr9HsLfBuIha9tGToMFnmtnaBGxely4RHoNS1s3OH5OuSmJGaIC5mayeo1h12fAVLXwCXSpg88jFpMeFEmLagY2MzWgVDYkoWnq4mLNoiPVjHPWNcw61RDfDLtXTLjBtUOfEW7P9JDlg7QvNRsH4sXjbXARM+HGJcDSQpGU5cFPeqv0/+jNjPfjflKYuf8Dz7Ndd67eCbJVWMzu8/DW2CDa//Nx+a14JPf5fki01fyfeMoijKnSjRQm7HUfj8d4jKbqPzwWAY9qWhPc7s1fBCV4OQA1iyFSY+L70T85KSx/hhbQkJSeKyaVawnXQUxYCbvxTD3TLRcCwjVTI5n14Hg9bDkTlScqRaTzC1lHIi+6ZLBmnNJ8ClEszpbri+1gBwrQK2bsYWvHINpEfr0hcMxza8JwH41qVEuJlmf21UfkSuvxMuFbMteJ9Bx16G43u+gycWw4wWkJEmxzxqwoAV4F1fBF7oHhGc3WdIvbvUBLAvA+0/hsw0OLpQ3LwA0Wdh8bNYtJtEYOIS3NqVhRshuJhFcPpmDao6m2Dq6ElquilPd4Q/d0rD+mE9pXjvLa4dMog4ENF49RBZlTtSu74P4RH5Xclz1sNznxpeD+sJoZFwOUJ6qpZ2gk1mz1K/iguuJ37D0e49JNLOQG5Pqp21fK+AxPIePa9CTlGUu1NihVxoBGw7CvWqwujvxU16Lswg4kAsbXn7k3m4iNWtbV1poG1iAi2D5MvUM0+CQ1o6vPCZuF5nvQPlbAt7V8pDiWtl8G4kCQC5iQsTy1i5+vK4vAOWPAeWDhD0lAg4O3e5fvlQ42sP/yK12JqMhG2fiuBzqgCdp0mJkrykJYmwcq0iosq3JTR6VVyGeUlPg+gz8tyvNWz52Ph8ZhpcP2UQcQAx5yH6vFgR5/URVzCIVazRK7A9u+tDg2Fy/dk/jedMjgayoEIrPH8PgjiJuQt0Kk9gQFeuXMxgtckwwiIqMvxxC+oGQI0KedZ9Mz7/XhIiMOn2A+7OrvmEXGgEvPGN8fDpy+DZLpLJunq3fOeAD96lh7PqyZm80SeDvh+Yk55tLB3YATYflOcmJjCwI4RclcSrX9caRJ2iKMqdKJFCLj1d4lhu3oTAiuDnCYMehbiE/GO9chkUrC0lnmbYlzBnrGSv2tlInahl2+Wv5WE95K/wZzvDuuwY84RkqT/13Yv3ZXvKw4h3Q/CqB2F7DMeavA522b/AkSfhpzaG2m1hu6DbDAgaACeWiODz7ywu2qwsSX5w9pUSIt6NgEyx/Nl7QMSx/Pc3txKr2cWtkshQoZWsKS9JURJDt/0LuU+bCWKVy03zt+UvKL/WcGGTFL0t3wSWPivu1ardxCoXHy5WsbgwsfwlRcG1I5KZ69sSjs0XK11KrLiAPYMkISIuV+JEbAhY2uJ5ZhJPm0/n6ebvQt0hIiTD7eX9sLCRsW5VZb6cpAyAei+A4+07XSSkGMfcAaRlSNzs2TBp7ZXD5Ugztt5ozqAGp1n5aTWOh4i1rkYFOHIeDp4BK0upX3cmFIb2gL5toOYdKrwoiqLkUCKF3M5jsHInLNsG/R+Bj18UcfZSN7G4XYuWcQ2rS8bq6P6Qmi5C7vI1iaPLMpEEiB+XQ9QNGT9tEYzoBb+NhX7jIDrOcM+cLNbEZHDI7a5RlILA1hUeny0ZpJd3QI3eUOVRw/no8wYRZ2Iqoi0uVASRRzXp2bnjf3BqucTPNX4NSpUDG0cRcLmp0EJi0o7NFzNRYD/wqCVlTHybS0ye3R1cquc2wl+fGV5fOwQ2peV57afB2RtsS4ub2MYZ2k4QN/GG9wzXhO+FZm+K6xjEGpiTUFG+KZSuLt0ovOpKm65SZSXmzqM2hO7Mv6YcS2b6TXD3F5du1Ck51uIdidmzKgVxl8V1G30OrBzA3h3MrCWpwyMIcLo1ZVo6LN8GT3eEb5cYbjWoE1T1lZZceUkwL4u5hyWty0LrXHFxF6/mr2G3+SCs/ETEnqIoyt0ocUIuMxPW7oUflsnr39ZCYAVxd5wNlfIiUTck+NnHQ6xtdtbSI/G13jB9iwi9ncckxiVHxOWweKsESFcsayzkOjeSn8dDRCAqSoHj5m/oApCb8P1wI0QC82NDxP15YrFY4nZOgcdnQUyIxJqBuC//+lTEnm/z/PM5ektsWvO3pPaOo7chocHWOf/4tGSJV9v7g2Sa5sahHOz6BsoOhJOLIXgQrBllOJ8SAz55mpxmphtKp5iYiog8MheCBkp7sfRkiL0gyRg5eG2WDhHejcV6mHO9hS2YWcnz4MFwfqNBxAFsngCVO0C5RlKYd/OHhnNNRopw3PAeZAKdN0PUafCoyrkweOcHmP6WtPc6dE46RCQmw9ZD4OYgWbJJ2T1XLcyhSR07uE17zbQ0qWuXu9hwvQCx9CuKovwdJU7InQiBRVuNj5mawsw/JQh59hrJCuvQAJJvSqPs0Ejo1gxemyZfxADbjoBvGajuC8cuGuYK9ofrNyQh4tQlKW3i4yHxMiAiMDUVLDW2RSlo4q5JvTX7MnB5u2SNlvIU1+K2yWJ5Kt8MnPzg6iG5JuEqrBsrVqu8xN+lGKKVPZQNvvP53FzYCL9kd4coU8v4XGaaiCmQmm9XD+dfw+1cl66VpVuFWxXp4jBovQjKb+tLbN+2z4zHh+0Wi1rVx2DgOikanJkqSR434+DJpSJsI0/kv1dChJQ92T7Z+PiuKVDpEen7am4nxw78DI9MJCvLhMws8R6PnSF/DHq6QtOaMGiiJFG8PUD+2DM1ge7NJFnq55Xg6wlNAyX7NSYepi6CkX3hy/nSJtDfR2rTPfkhrJ4sGfSKoih3osQJuYOn4fEW0KwWmGRBaWeYulDqPpVxlW4Onq7SmicjA5ztpWn2lesGEZfDlkNSsuClz+VLuKKX1IqKT5J6dK9Pk3EmJjBhiDyPjIWTl2VORbknrmSLnm1fiHv0wEwRTW0+hOUvGTJ3nMpD3WclGzRkK/i2ECGUGCki78o+KSFyYqFhblPz/C7V/8rR+YbnZ9eIW3TvdBGWdh7wSLboSowUt21uUhPBpYJky+YkOAT2FcFnbgWrRsoxvzbw5GJ4ei0k35CEjryYZNcA8m0q8XVRJ+We5pZwaZu4ihu8JO9hDhY2UDpA6vLlTX3KypI15ObCRkhLoZKXDcN7GixpkbHwzKPwyW8yLDYBxvwgrb1e7w37zsCQTySmzspS2oRFxkohYi9X+H09DO0u84VFwrELUprkbBjUVyGnKMpdKFFCLuUmpGdJeYFrMdCnNXwwU87tOi4uzy9fli/bPzZDj+bQuxUMniSBxaVsDZXeAVrUli/k798UD1PkDSnUeeC0obk2yPf9tEXQtiqER+YPgFaUf83NOHFFOj8m4uzEHyJ0PGrAqWXG6dexIZLdmYOTj9Scc/QRgXTtqFjuHvlULHf2ZaD9JEleKAgcfQzPQ3dJP9ZOX8DlneAWINmwVzOg81SwsIJLf0lBYZBkjIhjUKOPuHlNTCVmztRcOlG4V5fz59dLfTuPmuI2bfo6zO9nqJUX+IQUDM7BwhaOLzRYJit3hEYjZH1N34CTS7JbifWHqDOSsVrnGekyYeMia6j5pJR0yU3VHmBpgwXw1pNirX+xmxQOT88w/lhAvoNmrYEZfxq+F26mwhtfS1LEz6tg1JNSu/KLeXL+8ZbSJcLKEhzt7vnTURSlhFOihFz4dfj0N2hfXyqi54i4HBrXgFeniEsVYP5G+aJMS5eYus+HwfhZkv7fqSE81kSSGko7woTn4Hw4LNoCvVpJDMvaXJ2RcirE1/CTzhGKck+EH4RdU6HDYyLK/loqx9NSDFmWucmxRrlWEQF1IjsC3221iLnfukHjV+H5PVIPLrfwuxdCd0tSQE62Z+2nRWymJkpyRPQ5WPAUPLoJlr0ITV+TBIeoU2ItTI6Ra68egIOzpbxI6C7JzjUxFXFl7SRJG6mJUt8u6ri4XZ9YIvPYuMgecxcmLldPOklcPyOdJcrVlyzbcvXFoufgLb1cFz8jyQ5xoWDlBD1/lphDCztxLduXETGa0+M20FBA2d1ZHj7uUKuSJEuVdZNwC4DlH8PkufKdEJFHD165Ln8Ugoz58xMRhZGxksG65yR88xpULlcwH5OiKCWXEiXkQiNEZH06BxpVl/6HeXsd5oi4HLYfFTfrjQTJQmtSQyx1u09I1mvFsnD6shT9nPqKiLe3voX3BsFfRwzzdcuO116+Q2LwmucJFVKUf0emoc9oYpRYj+JCpfhtnafh1AopKQISF+fgIy5XE1NYnyshIuo0BHSV59u/EMuVUwGpg5gQmP0o3LwhwsqzNuz+WlzAIL1Wt00Gk+z+p6mJkrQQvk/Kh+QkIZSpJWLpVHYV7pwSK1mZUtS423QRc/FXJVPVrYq0FssylVp5efvPgpRRqT0IYi9KaRLH7D37Pyri8n8Bxn1cD8+B7j/BomcMVj5bN+j2owjpyp3kWEp29lP0ObhyCNKTqehZm4qPVAPA0V7icU9eAjdH2Hlcer22CZbOMTk8Ul++e0D+kLwWA3WqyDWNqktIR/UK4mpVFEW5GyVKyJmbwce/ieti4wH46Dk4fN6QOVbNV8bkFOMEqF1ZBNnjLWHy78bz7T4hbpPTl6W3akyC1H3q3lz+cp43TsZ4uoJndjLfH5ugftVC36pS0nHxh5oD5PnJJWLJ2vqxWLH2zYC+f4i1ydxaRMX6d6T/aJPX8vv3THOlSmam8Z9JuJadxeolr6PPSm03EJdk81FizcohI01clOa5GtnfuCTCbflQqSP3yKfiEk2+AR0+l73mJfIEOHhJ79e938kxC1vo/iNMqyVz1OiV31JpagouftlrjxABCeBcQUqopMTK69Bd0uni/HrjtmY5detOLIZKHcED6R2beVNE8dG5Ms6pPDz+K5RvQvt60KwGxCbKVG2DYcFmeKWX1KzcfVJEXGamoV3YY03gqz8ksWrCs9Axuzzfyp2w4xhYmEk7sZzeroqiKLkpUUIu+aYhDiUrCz7+FV7rI+UBTl+GOevgnaekn2FsAjQJhOZB8PsGaZpjZ2Oc8ODqAHGJUDdAMs+SbkJlb+mr6ucNUxbCmuyKDi91g6ezKznExMtabPLESSvKP8bRU+K3ooFa/cV92X+FxInZOEh8WHKsjG0yUoRJ7EW4flaESswFOVf9cSniC1CxrQT2/1vSkqV5/aqRUvqj5btQZ7DUksvd0zW3CAIpieIRCNfPG45V7QFn/gRLOwh+FtxryHEbRzCzkJi43J0lTM3ForbpQ9nLrTUlwf6ZktixcKCIKe/Gknlkludr7fo5WNBfxKBjeRG/7T+Gpc/L+Qub4PHfxL2bFyt7sQiG7Mie67RkUeWIOJAYxeOLpKgxYGMjD4CXuksZkf/NhzZ14OvXoJIn/Lkb+rUFr9JwJQqWbpMi5k93Ag9X+HMH9H7PYPF3cYC54yRpS1EUJTclSsj5ekoW2NXsYpyxCRAbD442Ynm7fkN6o859H67Hi1Xt1zVS5LdNXbC2gvHZSQwmJvDGE/D+DOnmYGstCQ6p2QaNQD+x1uUIuVmrRcjVD5D2PCFXIeD2BeEV5Z/hUw+iD0KHTw2d2mMuwoyWBhEHEktX73kp+Hv9NHT5RpIJbEtLkkPIZold82sjRXj/LRc3S5xbDqvflLk9a8Oj02DFMHFTWtjJ/DkJAscXwuO/wNnsLNFW48DZRwSgS0WJY8vd4suztrhf206A3d+ArYsUI945ReY3NZdCvTX7iXDNyhT3bNuPREwdmg3ugfKP1y1AasBZ2sL5DdItYv9PcGyBdLJo8Q48u00KKdu5S227al0ldjDHfepeXSxy+36EhiPk2LbPoF2u+nU5RJ+DG2EGa2U2LWtLGaPw6xKPW70CHD4LJ0MkK/WPTeJaBSlZYpFtvNxxTOLveraAPSdg62E4fE6FnKIo+SlRQq6iF0weJkV+j12Ejg3EjWpmDk99KGIsM1OCiz8YDJN+hdf7wIJN0Kq2iLzR/eFmGlhZwI6jMOUV6bM6ZYFBxIG01UnJldSQ4816qQfM3wQvOt2/fSsPEWnJUlIjN+kpYrUCCeZf+DS0/wQWPiX109p/nG+aO5JyQ6x6VvbgUlkESvhtLFXh+ySpwtlXBFFWJjj6QsBjEr+XHAkVWovwajkGzkdAkxHSkcGvhdSUy+3yBWmXFR8OIX9JYsa5dbD+XRFxbT+SYr7NR0ncXdJ1Gd9kpLTwWjtaypasHGGYr9P/oNFwyZTdNNXQuuvyDhGHTywCn8biLq7UFsxtoe1EKTZsaialU86tlWsO/Awd+0P7T8HFR1y7ablS3Cu3h8O/QbM38r1Vvp7yyCEtA5b8JRa5j2Ybjk94Fhpkh2XUryp6dPl2+SN0ZD/541BRFCUvJUrIATiXki/ALo2lDtz5cGlzE59kXFrk+EVxnX78GywcL3WcqleA75dKuy0Lc3i1t8S3PNvFYBDJTUyuHtuPiVeFJVvhrScMGWmKUqC4+UPwENj5leFYxXbSyL7luyJ+Eq5CZHYkvbXT3ee7fkYsZ5d2SOeD7Z+Lq9HcSkQSJpJokRc7d8hIkbpql3ZAVrpY1Oo9D63GiGt3/ww4/Dv4PQLlBsl15pZg7m48V/xViT0zt5J+smWDIT5C7uvdUHqoYiYWvN8fN1jMIk/AoV+kbEm1HrDnW+N5178LFVpK7GDu/qsAFzaIIHbykb/0mrwhdeaWv2Q8rsXbcPpPEaUAZ1dJbEWvX2H/z5AQLvF1YXvEmvgPCPaHwZ3FGzC6v/xBWK08NMlOkIq4LokQOTXpDp2V8kkzRt15TkVRHl5KnJDLzJQ+hZsPGo6ZmOQfV8ETqpaXJL/f18MvayQR4om2EqdSyUv+Ai7vCY+NhjnvwcItUkQY5HzjGlLw09XR0L+1aaBkwSpKoWBqCvVflC4HZ9eCdwPwrAPbPhUxkZFjNjaBhsOzRdAdSI6Fxc+K69SutMThXdgk5+zcxb1Z/wU51miEuHCzMqB6H4g8Lt0Tmr4h1qrW48QiZeMGPo3kmpyCugdnipBLjgV7V5k/5qIkXmSkw/y+ho4PtQZAx8nSE9U9V8HitGQRqTkiLocr+yWG8Ga8JFbkJj1F6shZ2ouLOXcnC9+WkpWag31pScTIS06rr1pPwk0kISI9UZIyBqySmn5rR4uQ7jUn//V3oEN96QhzIVy+S2pVBH9vObf7JPz0p/H4EyHSk7V+tX98C0VRHhJKnJCr5CWFf3ceMxyrUUHcFtHx4jLNaeH13gwpxjkvO4QnPUNi3QB+eFP+z7S2lFIA1pYw5im4HifPU1LF3RqbKPeysYSh7cHzDr3EFaXAKB0gj6bZXQ/C9kksV46Is/cAnyZQoZW4SO/E9TMi4kASJCJPSEur2gMh4qi4RV0DxJXZ6n0RhnZuMmZzdpxYXCg0ekUshDbOIgZ/fQwSs+uuNR8Fydmm65Ct4F5VGt2fXiltxmo+ady269BsqNkXqnQyXquFjVjq8gqyCq3kddQpCOwDh341nKvVX0q3LH1BYvVWviYJIWWDJdPV0tb4HrcrkOxcUUqQXD8L9rkKH2dlyfojT4sIfuQTqNT+zu91HmpXkUde9pyQ76DyZSSGNwdLC7C/TflARVGUEifkKnvD2Kdhwz64dA1aB8PXi6VSOki19G9eh+c/ldfHLkCAjwQS5+BoD+VKw2tTDe7YsU9LgWErSwlOzswUwWhhZtzs2t668PeoKEZ4BUt/0UvbxGLmESixcncTcSDiKCfrNOIY1H1eEgzW5apDd3wR1HtRasXt/ArajpeM2eajpWNEmSBY85ZhfNgecclumSiv01Ig4jB4AX/0l1ZjHjXg4iZ49H9wLFfbsBxyiu/mxaEs9FsIf74iZU6qdpMEjuUvQe1noHIHKFsXrhyUsVGnxcqWlgRnVsOQvyT+zdpZatHlpWxtaPUe7P1eEiuajRaLZunqcPjX/ONtnOHJhWIJzEkiSb0JieEijP8DKamwZBuMHyIJEQnJ4lH46Flw1lZdiqLchhIn5EDqNaWkQp82khm2KVes9s1UKfTr7wNHz8Ofu2Due3DgrFwTEw+NA6XNV+6YussRYu07G2Y49nRHSYjYmsugcLu/shWl0PGuL49/g5s/tP4Q1r0t8V2Z6XDtmPGYpCiJI8tIEwvg9i9F+KUlS1bnlYPG4zPSDJbBmv2k5MeeH6B29vmwPVD5EYmhW/uOJDXkFBAGSdqwdRNLmt1tzNveDWHgGnHNbsgWXY1fkzi462dhw7tiIUuMgKCBhiLDVR+TeLqN78k+m74JTV4HW1fD3OH7JfO3129wbj2seVPcsy3eAZ8WkOPVdQsQC2VmGoTtNfSPPb9RMmPDdkGlDlC9l/R9/ReU95SC5BN/gSFdpOxReQ9oGQQ1tH+zoii3oUQKuWq+krgwaKK4VHNT2gkaV4dHG4lL9MAZOB4iX5yZmSLWqvka15MD6Yk4Y5QEHV+LluKc05dLTN2YpwzJDfZ5vDWKUmQxsxB3afmm4p60djQIn9xYOsCSIcbHPGpB0FNwdN7t53WuIJmd8eG3OW8tZqZrR8CylFjBTq+Q55Xaizj682Xo/DVUeiR/ewNrR7k2p3hwTt/WPnOh73zpuGCfnXFq5SBWvLNrZVzzt0WwbZko7mf/Rw3zJkeL2/jEEkPhYYCN46D3H4AD9JgFmUmweJCIWUs7cb16NpI6e1eyCyJHnZbMWs+gv7eM5sLHHV7sKhn4mw9As5oQWFFFnKIod6ZECjlTU8kidS4lzagrl4MzoSK2Xu4J788UoVbGRdysPcYYyoecDZM4lTr+UoRzYAf5P8fBVurTzVknQm/PCdh7Uqx2XZvCzZt3W5GiFFGs7MC3mTw/sUQK6+aupVauoVitGgyH3VOkb2mdQWJpm90JOn1laGwPEPS0lO2o/5JYzJq+YZxtZGIqcXRWDuD/mLgwUxPApQpEn4F174gFLOYi/NYVXtgHZQLzrzvjNv/g4sLEwle1m7z2rC1xbKtGQkx2UeKLm6VOnb279G/NTdlguHYCrmaLsQotxQKYkW4oMlyqLMztJiIOxJK5+g0RizkiLodj8yR+sFy9u30C+WgeJA9FUZR/QokUcgBlXKFpTVi/F4Y/LgKtijeM/s5gbbsaLeVH2gTDur2Ga8+ESs24KSPghc8MLtbnukiBzwbV4P2f5Jibg7hCKnnB+TP3dYuKUrCUqSMi7NGpkpBgaiaFduc+Dr3nSumQrEy4uEWa1MeFSS/UJiOl5ImbPxycBetGQ4NhIvYO/Awtx8r8vi0hsIe4QBsMl/i133uAqYWULTG3gWrdYXd2GZGMNBFgtxNyZYPFGpZT8sPMUixsOaTEiYDzbmgQcSDxeVmZUrLF0dd4znINJC3dsaxk29qVhi2T5NzhOdBmCaQnSKuyHExM5HVaEliVkuzZHJz9RKgqiqIUIiW6JbOnK3RqJI3vZ62C0AhpuZWbI+fFwpabVrUhOg5+XG4cJ/fDcunJOma6xNpZWsDrfaFeVXCwK+zdKEohkhQNl7ZKLbWoU9KHdMskETCZGdIabNtnkvBQ7wU4lV0fw94D7MuIkDm3TtpoPToNqvaER7+C+DDY9IGMrdIRtnwsCQmlysDBn8UUnpEqBXorNJfabzllQExMDM3u8+IZBIM2SreIlmPgmU2S4JFD3GW49Jdxu66gp6SI8Mb3YdlLkoSRkkt4mZpBhWZQuZOUQTk6///tnXlYlXX6xj/sICggKCLiiigq7vualmmplTZuWb+2aS+nrKlsm6a9qbEm05qaNlssTW3R0tQ0zdx3RXHFfUNE2ZHD+f1xczwgppWmHHw+18Ul533f877f7wHr9lnux33ONUkjuLrGgoH8/Do/DB0e0DSL66crrQyyPLnsOdi/9nf/KAzDMH4P5f6fi5UrQa92MOV5+TDF1YAtxbxBB3SRn1zXZupyvaozNKmr1MYjJ/mLOp265q0RkJ2rbtdLbZC1cSHIy5SXW0GuxElwlbO7X9Jk+LpYQWmNtkpRbvhKAiciDvqMVup1zj/V9Vm/t4xyp9wCmUWWIMveUc2bX6AmLdy5HPauASdaa+NrYcZDUP+K0mvIz1SkbPN0Rdv6jNbIrV+jRptfT1sGVlYadMsPSgWv/1KdpQvH6Xx2qvYbEq1UsrNQUTwfP0XS/H7lX2Zzn4buT2naxdrxmnABEp3XfgyDv1SjRUiU0sS9Xvn19RuGYZwDyr2Qc9GlGdStrmaHNyfB0o3QszUM7AFXPSpz39YN4dOZsP8wdGuuOruNO9z3qFddTRQt6qu+7lTTHgzjTyfrMMx+wj3JIKaNJg1E/EEn6uzDsHh0yWO7l2iqwY6foeeLkJmqbtLsw3Dp8/Bxb43+ytjjFnGgjtDUZKgYo7q5/atVz+aNauYKsiR6wmpSCv8Q6DxSzwuoqHmsf5RK0dBvjMaV+fhrZNn6L0te43RC6gatNWMPrPpY663TA3o8LTFWPI0KaqBImgiDJ7hFnOteS/8L/T+C1+tqjx0e0M/GMAzjT+SiEXIAMVX01aahhNyMJXA0QyO43v1W11SuBAO7a2h1fCz86y7NRWxaT00NLeNt/JZxgdm7rOQ4qj1LNUaqw9/+2P28fNRJ6iLhajUwePtpXml2qlKtC15V5KrDA9DrVdmD5KSVvp+Pv3zc3u0ogdP3bSgEOo2AvUsVcSt0qmN2xXuqjWt7J/zyb6Vm4/ucnYhzEdcb+r0lwVWxmlKi22aXvKZCpIyQV37oTulu/xHmB0H/DxWRPLxJqVZwW6ucmKBRDG9fNY/cuQS8/VUz6GfGkoZh/LlcVELORUQo9G6nryPH1LzQtyMcPqqmhb2HJNpqRkG1cBgx+NRjvgzjguCamlCcgxv++P2CwqDzgzBhqMyE/SrATy+4z/d8UTVsrkL+n56Dq9+VVQfe0O+/sPQt2L9KUbX4K/V9XgZc+izMeQa6faZ0cEg1+asdz1CErN/bMjJe9KbEYu5RiGn3x/dSHL9AaHi1UqV5GVCtGTS6FjZMlu9cj6dh1SdqiDh5PNfWmbJQydinjlQnsKGYa3hEPNTsrDo8UDdum9vVDRty0ixZwzCMP5GLUsgVJ7ySvur9Sk21YZQ5qjZW9KewwH3s5JFWv5f4q+H6aYq+Tb6x5Lmf/6VI2bJ33ceObNOYsM3TYMsMWZhc/pJmkx7ZLmFZpaGEUPPr9Z7VH0OTa2XOO+tJzW9dO17RRBd5x2RNcq7wr6B5tC4i4jWCLOsgzH8FDierCSK4akmBHNNaY8q2z5VnXWxHHa/fGzZ9IxPly56HQ+slQCMTIOb3mf8ahmGcCy56IWcYHkd0C7hxBsx9DrIPQZdHoO4lZ3dP/wAoyFEkzctLESgXXt5KqRYnoj4sfx9WFvnw7FmmKQ8tboEd86BWF4mkynVh1j+g75XyXlv6X0X92tyt6zgp1N3uPqh2ipmn54qqDeHoDlmoVAiHhg/JW+7K1zWL1WWjEn+le1SZb4D7/f0/gLwjSsn6V1CnrWEYxgXEhJxheBpeXlC3h6JEhcfVGHAu8A/RTNJm18v/zUW3JxSt8vFTzVvLWyGigYbRF2fHfGh/H9TsCMv+p5Fep6qh27NMtWpHd0GLmyREMw9A7a7QoF/pYfbnmsiGEBoLaVuVEvbygYZXwR2LFElc+aEaMwBa3w5VGrnf618Bgs7R520YhnEOOCdCbtGiRfznP/9h/PjxJ45lZmby2GOPMX/+fMLCwrj77rsZOHDguXicYZRf8rMh57DsRLz8Tn+tXyBwFsX0mQclCl3WJRGNoUFfReW6PQYF+fJr8wuBClVgwIcScuH1isadxCiN6sI/RLVn+9co5VhYINF0MsW7QVd+qIhXtycl/s42RfxbCK+lOr0qjdSFG14LIhvJWqVSLIRUUcNFcBWo0VojthyOP39dhmEYf4CzEnK7du1i9uzZjBs3jqioqBLnXnzxRfLz85k5cyYpKSnccccdJCQk0KRJk7NasGGUW/at1lSE7XNlStv9n3/Oc/IyYd0XMt/FC3q+oBq48OrQ7Dqo3lJCK6I+hMVB7iFwVlH9W0ScolnZaWpkmHKLDH29vOHS5yBlrqY7NOinOalB4YrogcRf0+sgqqlE0+GiUShePor47foFDqyT0Ps1ctL1jJT5ENUY6l52aiuTMxHdTLWGeUchMExeeaD5ftVb6cswDMMDOCsht2PHDjZv3kz16tVxFPsXa35+PlOnTmXSpElERkYSGRlJr169mDZtmgk5wzgVOUdgys3uAfBJk6DgODR66tw/a+cC+Oqv7teTb5KXWtxl4BMAVZqo+D8wXD5rqz+UcKreEhKHyqw3NBZ8K8J1X6njMzQWKtZQzV7tSxTpSpos49/qLSED6PEsrPsUJk+AtndJ5B1Yq9Tq4jFai9cZzBnXfAZT73G/bnQtXPuhooG/Fx9fzZE1DMPwYM5KyHXu3JnOnTszefJkJk50j7NJSUmhsLCQuLi4E8fi4+NZsmTJae/n8OD0hWvtnrwHKB/78Kg9FOTCsb2aadpoEMT3k2/Zxm9x7FwEjU6zjx2/aLpDQCjEtFJjwW/h4AbwPWlywYH1cHCjhM28F4u6UhPgkifh0Fbo/AjsWQFL35GH2tFdRRMcgiHzMOxaplRqYKi6U9vcpaaGpCk4judCeF8cfhWhXi/wqwTL3ochk7TX7EPQ+k7VrFVp/OtpzMxD8POokmvfNB0OJisF/CfiUb9Tp8H2UXbw5LUbZQsvp9PpPPNlp8cl5Fw1csuXL2f48OEsWLDgxDUTJ05k6tSpfPTRR6Xe73A4WLVq1dkuwzAMwzA8iubNm+NjY4KMs+CMEbnx48fz9NNPn/JccnLyKY+HhoaSk5NT4lhOTg6hoacfiZCYmOixv9AOh4O1a9d69B6gfOzDY/awcpwiUvtWF1lxFKPLozhq92DtkQASG9TFx9tbRfcAB5NgwzdwPEudpEvfhvwsuOY9aPKXMz834wDMe0FD60HD3/2CNZv0h4dLX3/Vf9UdO/Ve97FOD8KCf5e8rsXNmtrQdLBe//I6AA7fYNb2/o7E5FfwObpdo7v6jlVThW+gauP2LINWt8EVr/76ugsLYctMmDDIfazD/dDtcfD1P/O+zwKP+Z06A7aPskN+fj5JSUkXehlGOeCMQm7QoEEMGDDgd900JiYGh8PBrl27iI2NBWDLli0kJCSc9n0+Pj4e+5fSRXnYA5SPfZTpPWSlQsYuOLgW8g5rBmlxqjeDGi3hyHp8xl+DT/5RNQ1UaQgfdlcNGsg8t/29msRwdLsaCry9T//ssOoSTG1vB7zU1PDD3yGjQDNK07a4r63RFhzZEo/F11iQXXrNB9dASGVwFhkVn3Texxvto3It7XnFuxKj8X0k/nIPn3qAcfpOWDcR1k+E+r3gxmlweKvGgNVoBwFBp9/vOaRM/079DmwfFx5PXbdR9jjDf/H1yxYQEHDKr18jKCiI3r17M2rUKDIyMliwYAEzZsygb9++53TxhuGxrP4UKtUEvCVkilOtGRQ6YE/RUPa9yzXM/YuBimK5RBxoEsLxHM0m9fYvOUvu6G5Y8jZ8NkDNBOnFxlD5Bcp4t1qivk8YAOsmQc/noWqRb1r1lpqr+svripydjN9Jfm8N+sqsOPMgHM/VdITiRLeE1GRI6C/z3fxM2ZkkT1WzQsubSz+j0AELRsGMh2D3Yo37+ulFaDJIUxaCwk/zIRuGYZR//jRD4JEjR/LYY4/RqVMnqlatyrPPPnsiOmcYFzU5R2DLD4qk1WwHe1do7mfadtl7xLSDpIlQtRn4t1fTgJcT9iyFA0kSUMez3fcLrgpdH5eYcwm5guOK0i19S683TNFz+o4Fv1P8I6xudxg6EVK3wFXvSGQFVAR8oMlgqBiliQepReUUqRugz2hZjWTslYlw/BVwPB+O7VQTR82OkHUIHEURui2zdCz4FLNID28pmt16Esf2uPfgYssMNWP8mRMgDMMwPIRzIuQGDBhQKv0aFhbG2LFjz8XtDaP8cGAd7F4CcZcr2vTj09Cwn4a6V6iseresQ+reDIoEB/JVyzsCPf4JwVESWC4hFxgKOGHRf+TrVpCvaQr7VsHyd0s+e+WH0PlhqNLg1GuLbn7q7k8fH0XC6vaA1ndAWCys+Ry+ulXCrGoj1du1uaPIA66l3peXAZ/0U5dpk84QGALRnSG0ZtEYsGJ9VidH70B1f3lHVbuXnuI+7h/yx+xGDMMwyiE2osswzhcp8+DTqyD3qF43HqQIWdpm8PZV40NcL6Uaffyh1yjIArbOUr1Zyjzo9xZ0fFC1Zb5BkJeumavHs+Gzq+HW+YqaHd0pkVc8DesfcuoU6ZmIaQ1DJsiMt0KkBNjOX3TO9ec1/5OIy8/SvNKgCAgKg35j4Jc3dU14HWg2FEKiFfWb9bhEZ4sbleINi4XjeXBoHaTvUtTt8FZFK7++TbYnXl7Qd/Rvt1oxDMMo55iQM4zzQW4GbPzWLeIAopvC939TjRsoSle1iQRM9VaqjQu9ouR9di/W9Zn7lOpcVizq5nRqPNauBfKEa3cvzCk2HaLHM7BrISwZA3Uv1WxTv9/YKOAbCBWruV93fQzqXKK6u8gGENtB0cbvR8DWmaqVu+ptNUtc+TqsXQc9XwK/orFjTQZJjKVtg9wjEFpL0cQlb8KMv2svvV+FrP3ww6PQcYSEXJ3u+pwMwzAMwIScYZwfju5UFM1FZLyE2vFiNj1bflCDgbcPNL4W8nNL3ycwHBKukbiJbV/6fEgUpG7WyK2V72tm6vFcCKkKR3fAka2waDT8/ApcN0X3+iMER2rQvIv8bJjxsEQcaELFF0PgjoVKEUPJbtq9y+HDy9zp1cAwTYlwibjIeE2ZSJqs8/Nf1p8p81TPx59rN2IYhuEpnLFr1TCMc0BAiIbMu1Kb/iGQe6z0dWF1oOtIWPKWInPFqdIIEvqpy/X6byC2I9S7XF5yFaOh5S1QqzNc+ox81ZoOlW2II19NA4vHlByB9fO/FQU7F2QdUhNCcdK367mnYuPXJWvkctM1LcJ1rO6laqI4GUee/OQMwzAMwCJyhnF+CKul7tMuj6guzNtf0bdts93XhMZCVBOY/YSEUdIUqHs/9H1DkbjQGIhsqBmhfhU1Qqvvm7D1B6U1qzWDQxuhXk+oVANWfqRZpttmq/Gg5S2qv3MRGKph9yeTc0QdrtmpesZv6g51qpZud7ExfBWjVevnwnFcEcHCAqgcX/oWFaPlDXdsr0RdYSHU6gI75ruv6fQgBFb8DesxDMO4ODAhZxjni/g+EF4XMvapJsw7AAZ+Bpt/kICp20NdoNd+rO7VI0W+bxWi4LMiD8aG12jg/E/PSeDUaK+u1+Xvqgu23b3gdCj92OXvENtO3nNVG8OhTYoMtrxZs1U7PyRRWJy8TJj9pHuIvW8A3PiD6unOREJ/CcZDGyQk298nwepi2buwYw5UilUtYOs7YNl/da5mJ5kdD/sWFr6h1GzTYYBTn0nuUdXhJfQ/ix+AYRhG+cOEnGGcL7x9FHGLauI+FlFLKdDi1O8FNTpA9hFISYUJg93narSR0NpTFPnavQjyM6BBP0XbvLw0fD73qCJch5LB20/iqXJ9jcfauRBa367I4ILXZKpbvaUibwfXu0UcQEEezHtJgvF0Y7D8g+HYblmRxF8JWQflDRdaw33NzJHuaQ812sElT0hw+gWpuaNSjL76v6fn+gWp0zVti4RhdAuLxhmGYZyECTnDKIsEVZI4IrXk8dCabhHn4uB62ZZ0/rsMeheN1nHXxIhN0yBlvgRkZH0JpOPZsOFrXR8ZD4nXKdXqyFfjQW66+/4ZezVr9XQNBuk7IPOQImb5Gepk3T5H9ic+p7A82b0Ysg5DyxtLn/P2Af+iqRGx7fRlGIZhnBITcoZxocjYLw+5gDClFX2KrDmyj8G2GbBmAjR4FPp/oLYkbz+lOi97HtZ8qkYGUNQq96iiccWbCzZNg66Pws4F0Po2OJRU0o6kfm93DVp+JqRuUldo02HqSv3lNY0AazRABsCN+su0+FQER0H9y+G7v0m8RSVCu/vUsHFgI/idZPjr5QVBoefqkzQMw7hoMSFnGBeCfath/AAJHW9fuOI1pTt9/SFlNkwYAj5BEnJf/xX6vA7rJsDm6YpYtbhZ4iltm4RdQZ6iXF7e4CzW1VnogI73q+HBZeXhYvN0RfF2FJkIb58jWxDQGLBer0JBNmz4Cnb8LPuQynESd+k7JMZqtIfqLTR54bv7JQhBTRabvy967wK4crbW7aLN3RBlI7YMwzDOFhNyhnG+KSyExaPd9iKFBbIbie2gLtEDa0uKMS9vDaLfPL3oegcs/x/0G6t6N99AnXc6FIHbs0yedP4hUK25TIDzjilVm10sVevtU8zuo4cG07s4ng0Ze9Rpumepji1/HxpcqdRtxj4di2wI3Z/SRAeXiHOxYz40Hgjbf9Lrzo9ozmvlehDTFkKrn5OP0zAM42LGfOQM43xTkKvoGUBINbhxJtTqCh9dDp/0LRI5Nd3XB4bDke2l75O2VXYey9+D7+9XV+hPL0i8tbkLuj2hxoj8DNj4DbS6teT7W98OqRsl/vCSQCyO06GO14j6el0lHvyC3SIOoMlA+PJ6pYWDq5R8f/3emgvrYt4LEpUNrzIRZxiGcY4wIWcY5xv/CkqNtv8bDJ4Aa8fDsrfVRbp9Dky5Ga4uNnorJEqRupPxC5Jtx6ZpJY8veweim8HMRxX1C6+rqN/qT+CSJ6HLo3D1O0qLOgsVYTu2S8PpXYTW1NSJiPrydAuN1fnM/SWfdTxH99izVMIxKlGRvgb9JOSCI4vtO1jWKd5/8D87Tqdmr6ZuUqTQMAzDsNSqYZx3ju2TvUjOETi8GTZ9V/J85n44sAaGfQNHkfgqyFIKc8lbql9reQskfQX1eqjGrrDA/X7/EIkdF4tGa1qEq1kiuCp8dQvEtFFUrmpjpWdb3abO1byjSsEeWAft7gHfIHWxzntRPnUVq+uZ3r7gV9SRumSsfOHa3QMVqsgIeOZIjQrr+aKuGTwR6v4GP7pTkXcMlr4DPz4lEdd+OHR5WCLXMAzjIsYicoZxPknbBtOGQ8YumfrmHZM/WnF8AzWKylUn98UgmDgUvPygwwPQ501FzOJ7Q3Qr6Pxwyfd3HSlfuD5vwLWfSOSt+EDzXld/JpFW6IBdi7QWR74ibj6+GrNVIRKiW8rfbtuPsOBV1eQVOmD/arjydah3mUaERbeCxKGKli19G3YvlYdcylwZDleu657MkLFPEyNOh6NANXUL34C5z8O6ibB1DuxP0oiyfm/DkMmKAG6bcy5+IoZhGB6NReQM43yyayEkfQl1iiJT6Tug2TBNQ0hPUbSt899VF7djHoRfresKHfDjk9D7NdmJzH/Jfc/L/wVXvqEGhUoxsH0urHhP54Iqa3pE+g747j5o+Veo3hpqd4OUn9SgsHcl1L1MXahdR6pxYt8yCKurdGhINXdKtfXtMOkGdckCrBuvZ4fVVJQxdQN8e5d7bW3u0NiweGDpWKhYTSnYaomlP5vCQpkaz37cba3i7aP1Zx5Q/V/mfq2z+z80ysswDOMix4ScYZxPstP0Z3hdpSaXjIGOD8LV/4XUzRJWQeESWz+/CuEnvT80RkKnOLMfhyGT4Js74fIX3SIOVHe34StwAle/p+hcjXbQZ7TSuoGhSoMGVJQx8JYfYM7T8oKr2UmRvWbDirzq0iXyXCIO1IHq7QeRCXB4Eyz4d8m1rXgf2o/Q93uWa2zYofWayRoRJwuSCkWbPLxJTSAuEQcSsGu/kEB1iUmnU354N3z/uz9+wzCM8oYJOcM4n0Q1UYfnyo/h2nEw9xnNSfXygvpXqj7t6C4JrlqdS77Xy1tTF0oNuvfSl48/5GeXfmbGPr3nq1vV6JC2RRGxwFB5v22YousSh+q5rf6qNRzaAGG1IfcYrPlM6dbolrrWNwC6PqZU64r/KaIXlaiO3OIUOtzr9fZRqjV1k1KjB5OgySA1QITVVM0ghZTCy0frKY7TWdruxDAM4yLEauQM43xSuxsM/hJyUmH5hzDgY7hxlurS3usi+5Fv74L1X2g+KkDfN+UZd8P3MOcZCa3itLsPVn0KLW/SfNWgk6YvNLwKNn0rkVaQK1sRUIesS8SBumcj4mD+y5p9WiECAirBxq+V9oxuJc1YtZFSrItGy2R49xJZi+SmqwmjOI2vVQoXoMNwOLBB9XrJU9VRO/8lNXA4nYruFeRr5qsLb19oel3pOsLgKuBvc1cNwzAsImcY5xNvb0i4Cur1VJNBUCjsXAyznyh53ZK3oE5vfT/1XnWtVqoBl7+kpoJLnlAErlKsJjwUZMPBDUqX/uVjzVHN2AcN+8lIuLAo0lUpBiLiNdB+36rS63Pk689je2DrLIm9az9R/d6hdRJ2cVdAeK2S5sIAKz+CGm2g2+N6f6UaEN0cUouMj8PqaP+uZ7hY8b6mT4REQYubFLXLPqyUbXRzmQ4X5EHHB9SMEVZb5slJUzQWzDAM4yLGhJxhXAj8g4Agfe/jV3KSA+h1TipQLLp2bLc6TXPTYe5zisz98ppSnJ0fgsau9zolfvIy4Os7Yc8iHU8cAvF91Cn7xSClNU/Gr2hYvctWpOUtMPMxSC8yJPbygkufK2kK7CIiTh2nB9eqWSPvKPT/EPYuhfge6pAtzNVIsZmPufdcrak7uhbdTHYox7MhsJL73ke2y/i4Vmd9DrOf1FgzwzCMixwTcoZxoYluLluR4p2o7e6FnMPgf9K1R7bLpPfQBlmGHM9RuhYgY7/Sp6E1FNUCuG4S7FspAVa5HkTWl9jat1J+c71egcVvyiuu2TBY/Sm0uFGdrKDGC5eIA4nEHT+rvq75/8GaT1UHF1wFEvpDg75us97cdEUNN30H8Y/oWKEDkr/TmrfPUfr20udkkuzCxxd8iok4gJhWEpULX9fr2A7QoM8f+7wNwzDKESbkDONC4+0NnR6ST9rhZAirBSnzIKpF6dr/hv1g3xr4y6eQdQhunacGipXjYPqDqoG75EmN43Lkw/pJsPNnWP+lom2Xvww12upeO+YrVdr9H3B0t6Jo/cbA1tnuua6nqkPzD3GbCPd8SR2tFSIg67B85JK/UU1bixvhyI7S789Lh65PqPbt4Hpw5Ja+5mSCwqHnC9DsejU5ePkoOpmxX88KCPk9n7hhGEa5wYScYZQFgiOgxQ36Pi9T9WQZh/S6QT84lgKJ18GB9VCzIyQOdr93+08w+Ub36x8ekSj09lanaEg1Re8KcmHqPXDLHPm7Lf2vxnuF14Za3RTN27dKwq/ZDYqaVYhQRG3XQt3bN1CRuG9ud6dX/YJgwDhY8IpsU9rdC9/9TebH7e6V2CtOwjUw+QYJuaQpsG023PqTxNrp8AtS9HLhf7THwgJFAvu9BY0GKOpoGIZxkWFCzjDKGgEhEHcZHDsIm3fJz+1wOMx6FGLaQ6cH5Dm3+Ts4lCz/t+IEhqmO7PsHJN4CKsEVrysCV7kOZKUqnRnfR6nPA+s0Eiz3CCweo3ukzFMK9fpp0PtV2L8GjmeBd4D83orXyB3PkfhreJVq16o1hw73Kw2aewRmPQV95kCTwRAeK/FYkKfmhrxjup/LP+9M7F2uGbKukWRZh7Tm6BbudLJhGMZFhAk5wyirBEcAuxQBS0tWWrFKQ3A44PMrYe8yXdftsZLvSxwCsx53e7rlHYP5L0K1ZjLSHToZlr8PQZUg4wD8/C9FxzZ8VfI+uxepS7TuJYoCpu+CQ0lKh55MQa4idwnXKMrW7h7V0R3Z7m5qiL8SMnbKPDi8jiJ2zsKiWbJ5EpjBkaf/THKOuGvwXBzeJDFpGIZxEWI+coZR1gkIlq1HzY7yiDuU5BZxADsWQPv71P3q5aX0Y07RBInAME1tSNuq9GqhQzNKff1lETLnaXWIZuyVB11xfPxg33JY9q6mMqwep5mv6TvcHndQNMYrCnb+ookVPv6yDrn0OUhNhuCqum7OM+pWDawEjQcpCnftOKWL/xMP77RXfd7pqNpE+yhO44GyVDEMw7gIsYicYXgavgElX6f8JHFz9yp1lQZHQdLXULO9UqzefmpOWP2JrvcJ0DD62PbuexTkwSVPwdrPYeNXEnxt71F0LbqFRnfV6qSI2JIxqks7uhsKciTcfnldKdyCXE2PKCyAeS9Czxdhd5HorHsJFLRRKjQwVOnXrT/IiBgkNj+7Bu5eoc7cUxEaA4MnaHzZvpWyUGl2Pfj6natP1zAMw6MwIWcYnkbVxvKQW/4/vfbxg5Y3a+KCi84j4OM+bvPdwFA1OBzeBLHtYNNUNQqAula3zoIvBqq+bfBEiaSNX2v6Quu/KlXrGhlW6ICpd6vB4du7IPeoxOUVr0OFKrB7ocaB1e4qYbh9HlS/UT5wDa7QKK9jeyB1I2ycWnJv+ZmK+P2akAMJ0IHjVbMXFHYOPlDDMAzPxYScYVxIju6REAupeuZrC/Ilfo5na7JD42tV7F+1cekRVruXlJygkHsUKtaA2xYAPkrFbpsr8bVhCuxcoOv2r4LvH4Q63dTg4BsAtbpC02F6bmQDpUsdBaqzGzBOa6oQARVjYHx/d21ewjXw/QjwDXavY8MUaD9c961QBer20Ptd+AZo+sSZ8PUD37AzX2cYhlHOMSFnGBeC7FRY9h7Me15ebVeMkqGu78kOwEXkZWqKw5yn1SAQ2wEGfAj1e5/6er8KpY8FR0qIpW2V71zcZfKgmz6i5HXp26H2U7ISqdMdsvYroocPdB0pUejjp6jahMFK6/oGwmUvQI9/QtIkmffmpqtGr6BYc0JINQitqf3X7KRJDrlHNLPVPwT6joG0HfKkq94a/AN/90drGIZxMWHNDoZxIdg6G+b8Q/5nTYfC9rlKZ/4a+1ZIxMX1UkTLkac6N1CzQNJXsPozRcsA6l6qKJmLiHio0U7fH9sLu35R88H2n9REUZyK0aq7O7BagmvTdxJqSRNhxsNKf34/QnV1HYZDmzv1vLStsPgtmRsXFkhM9h0j/zeQ+Lv8X1CpJkQ11+s9y1Sz1+tVGDpFtXafXAEfXQZL3oT8rLP+qA3DMMozFpEzjAvB9nkw8HOlMvMzlU7M2Pvr12ce0GSDtV/A1pkQ11t+c5tnwqoP4eA6qNVFKdKE/jICvmmWDH4Lj2vQvHfRX/fQWEXKctNhxXtqSMhJ1z1CY2UdMvcZGDwJPr9WYs7HH7o+CkvfUUNFx/uV6vXyk5CMbqbu1fb3ynJk03cSanG91BiRD/QZo2YJnOqkXfBvWPCq1rTyQ/nMOYv84QryZPpbvRXU7f4n/AAMwzDKBybkDONC0HQIzH9Z5rgg25CeL8HBpJJNCy5CojQtwctHth75xwAfmPEgHFira/av0WiuvUsBL9izVNYfS9/W+SoNYdg3aiS4bgps/gGyDmhSQqcHJSZ3L4b1k2HYVJn7ZqfqvY58+PkV6PiA0rEp8+QxdygJ+oxWRDC6hc4VnzKxfQ5c9b6+n/cCNB8GmftV17d4dMk9rp8AHR9UlA6UQnYZDx/ZAcd2KVpYud5ZfviGYRjlBxNyhnEhyEl3izhQlGv9pNJpThdZqdDoWqhUXcIsoCJ0e8It4lwkTYEr/g0rPlB6s/jUh0MbNa0hor5q7Ja9CzghrqfGZEUlQvMbJdY2fiOR1mSQzHudheDlDREN4du7ldrt8YwaIDIPQru7Ye0ERQKLU+hQNDGksSKAFaNhwb/g8ldUG1iQ577WN9CdhgXVzFVppOjl5wMg+7AsTgZ/8eu1gYZhGBcZZyXk0tLSeOqpp1iwYAFBQUFceumljBw5kgoVKpCZmcljjz3G/PnzCQsL4+6772bgwIHnat2G4dkU5pc+5shTqnLxWEW2KlTT8ZUfQmRDqJKgWakudi9Wl2dxMRRWC3KPqQ4uqomEVHHyjunP/Wvg8GZF4ea/XGxdBUqPLn9PQnHdBH0BVKoBzYoiaj1fhBl/l5Dz8oLuT6sGz/sUZbcVKuvPtnerQzWsNiR/oxTunH+6r+v6GMS0hfh+UKuj7E6chRotVqWR9lu5Lkx/CKKaStQahmFc5JxVs8Ozzz7L8ePHmT59Ol988QWrV69m9GilS1588UXy8/OZOXMmr7zyCi+99BLr1q07J4s2DI/H209RseI0HQrp2yTW3usmrzeA7+5XN6trcL2L9ROVZvUq+mvsHwIdR8APD0PDfkrTFh9n5e0rsXU8VynP+lfKK644819SOrNitO67e7H73LHdEm4N+krcHc/WcacTfnpOa4yMh+iW7vfU7qZIG6jO7sg2/RleF9Z9Ad0eV1q322Na/6QboMkA2PYjrPwI3mkLs5+AGu0VAQyK0OeWnvJHPnXDMIxyx1lF5ObNm8eHH35IVFQUAAMHDmTChAk88MADTJ06lUmTJhEZGUlkZCS9evVi2rRpNGnS5Jws3DA8kvxsRcPysyS6ju6UuIlsKIPe9BRFuJxOdaW2KRJCR/eUTJOG1YI6PZSKvfo9pTQLcmH1p4qk+QbAtR9CoVORvkKHomkxbWUbMu9FNSF4+ajBwDdQIq/QAQtHq5t27/LS6887psjcrkUljzuOS6CNu0JzW+OvhIg43W/9JEh4XAa+dXqooSJjnzzw5r8EgeEyJXYWwuUvw/61RbYnB3QsMBRwwsxH3c/bvQRumvnb/PcMwzDKMWcl5N5//30aNGhw4vXq1auJjo4mJSWFwsJC4uLiTpyLj49nyZIlp72fw+E47fmyjGvtnrwHKB/7KLN7KHTAphmQPA3y0tUwUL8XFBbC8keVOm1xE1SIgrwMHN7ylHM4iyJuVZtD7Uuhxc1KYWYegIMbITsNwmvDkv8qKrZhqkRQVAt1fLpsR0ACMSAMYrvAkreh40Owb7VmuW6fA6G19ZV9RH9WqOq2APHygjo91WnaeDCseN9936qNVcvmG6zxYCAx5jiOo97l2seisVCQpShd54cg7kpoeoMifT+/qojb/pXgcGht9ftAr9c073XT9JLGwoe3QsrParAIq+k+7jgOadvUqVu5Xsmau7OgzP5O/U5sH2UHT167UbbwcjqdzrO9SVpaGv/617/48ccfGTduHFlZWQwfPpwFCxacuGbixIlMnTqVjz76qNT7HQ4Hq1atOttlGIZhGIZH0bx5c3x8fM58oWH8CmeMyI0fP56nn376lOeSk5OZNGkSL7/8Mm3btuXrr78mOjqaLVu2kJOTU+LanJwcQkNDT/usxMREj/2FdjgcrF271qP3AOVjH2V2D9t/ki9b8bq1zg+rE3P2E0pvDhwPB9dCTDschbA2PZDEgpX4RDeDmJaw6Xv48no1JbioWF1Rrjrd4ZvbdazFTRqR9fOrsLOoU7XXK4rQpW2HKTfJYy6mNXgHwC73P7oA6PsG7F6h1G+TQaqv+/EfkLEH6vXUoPpdC7Xm4CoyHP5+hKxTohpB6iaIagYxrXHMf5W1zV8kcfqV+BQURfcGT1A0MmUerPpERsZ1L5EhsIu2d8GuxVCzg6KKeZmyQ1nxvur3OgyHNV9ArQ5KzW77ET7rX3IflzypubRnOZO1zP5O/U5sH2WH/Px8kpKSLvQyjHLAGYXcoEGDGDBgwCnPvf3224wbN45Ro0bRuXPnE8djYmJwOBzs2rWL2NhYALZs2UJCQsJpn+Xj4+OxfyldlIc9QPnYR5nbw+GNSqkW58BKaPZ/UJgLl74E9S+D0OrwzZ2wdyX0/QmfsBr41Gyj6wuyIf9oyXvkHIKQCKgUBdd+AEGV1RQw+wnYNqPoOatg0jC4aznsmOsWbkdTVGfnElgu0nfAsjH6fvO3EkrpW1SzltAPJg2VAA2uouaJTg9Cm1uV0v3pOb1v/QSI7wtd/w7HwKcgS0KuZmeIbatRYNkHoXYHqNEKZo4suY6lY+Avn8EPj4J/kDpsf3jQff6b22DQeMg8pDrAY7tK7+PQOjicrC5Yp1Nr9f/j6dYy9zv1B7F9XHg8dd1G2eOMQu7X/qJkZ2czduxY/ve//9G2bdsS54KCgujduzejRo3imWeeYc2aNcyYMYMvv/zy3K3cMDyNgFNEpKOaSoRc9zXEtFPDwvafoPEADasHTXOoFK3pCWG11DWaPNV9j/b3qVmiWlMJK4Btc2TbUZysg7IlObbbfSx9B7S4UTNQM/frWKvbYPuPJd+7c6GeE1S5qOu0nqxEsg/LRuToLs1MdVmVuNg0FS55Go4BXR+HkHA1XGTsg/H91ejhdMJlL+pzKI4jX8Kx20iYerc87k7mSIoaHtZ/CZXj3I0iLsJqQd5RdfAuexe2zYImQ9X4EV6r9P0MwzA8jD/c7LB161by8vK44YYbShxv27YtH3/8MSNHjuSxxx6jU6dOVK1alWefffZEdM4wLkqiW0DLWzUWC6Bac30FVIKsI7Lj8PIBR47Sr1WbgANZgKz5VPYc1VtCu/tk8ZGeosHzVRtrwLxfgPtZFaOhRlvYOst9LKgyVIzSKK/i/PwKDJoAR3eAbwWZDe88SQSGVIUD6yBtC3R5BDo8AD88BHkZaoYIjpI4CwyD3GIRQx8/8K8AZEPqeljyI3R5WE0I9S7TPNhDG7THVn+FxWPc700cqucVOuB4ju59MhUiYMqt+j4iHoZMhp+ehzqXaJLFrsVQuT5Mut5tpXLgcUUCe/+7tIGxYRiGh/GHhVxiYiLJycm/ej4sLIyxY8f+0dsbRvkjqhFc8g/VrhUW2XWkbdMEhaqNZXCbnwX7V6izdNkH0O0z1an9/IpE3uUvQv3Li8SYs0gknYIqDaHLSEXM9q1UHd01/5N1yJEdcOV/ZAvi46uI3PyXVUvn4so3YPoI1eJViFC0y3Ec4i6XWXDVJvCXT4u87bxUg+cXqNmo0x9wR8V6PKPu0d1rIeMAdB0JOWnw/QPuZyUOgfx0qBSr88f26LNITdY0CC8f3S89RRMdNk/X+5rdoDFkleOgUX9dk3sEGl0Dc5/T5IgrX4es/XB4U8nPZ9k70HSYunUNwzA8GBvRZRjnk5BISK+oIv/AMBXhB1fRlIU9y6FBH6UDc9LVWFCc1R9DpxG6/rfUedXrAdd/B8d2SiRVipb/24c9dL7dvZqykLa9pIgDWP0JDPpcwrJSDTi4XpMifnhE5/cuh+1zoefzMOn/YMgkRcQKjsOgL2SNEtVEkcL9RWPE6l0OQeGq3SvOugmK8oXFwvTRSrHmpEHiYKWH296jlOnGb+Qz12SwInr+waqrS7gGfhmlyF1oTY0YC6ikz+qXUWqQaHWr1rGlqGYwrLZGpDnyoVan3/jDMwzDKHuYkDOM80nKfAmZPUv1OqCijIGTJqk7dPdiGenmpCtiV5xqzRVl+j1UqqYvF/vXuMd2LfyPzHavfg+im6veLDdd57y91akaEqVu1cpxpTtbj+5QFKzHM4p4LXtXnbMN+mhqRERdzXf9fAD0mKyO1m0zdN/ieHlDbEfYsQD6vAGZ+7T/A2tVF7f+S7jkKc18nTbcPWasQiRc8RpMvlG1dKDoZcpcpW9njnR3CP/8qqJ923/UVI0WN8GsxyFjvyZFnGq0mGEYhgdg//UyjPNFfpZEikvEgWrM0lOUwvQN0J9JUyA3Q80FLkKi1DnqF3h2a3DNPXUR10udqxUiNZGhzR2KfrX/m2xB8rMkLCvXVfq0OF5ecHCdhOnMR6HlTbDqI9i7TFMcANK2KioHajTY8BW0ub3kfdrdC6vGwZqP1cmaeUAizstL0cndi2HeC7B/tVvEgSJtOYfdIs5F6iaoHA8d7oeuj7pHoR1YD5e9AG3u1ESJwgLY/L1bvBqGYXggFpEzjPOFl7dSeSdzPBt8g8CvgsZypW2Fm36UmMsFBn4OMc002upsyDigdO4Vr8Evr6nQPzBcQ+hBjRH1r4B+byu61uFv8MVArbnnC1D3Utj5i1v4tLtPXbYdR0hkrRmvGrrjuZCxF6olKvoW1VjXJ0+DhlfpOZc8qX2H1oRqzZS6XT9Ra6nSBDqPkID77n7o8qjq7k6Fq4Yv+7D7WNOhMPcZCUpQitYvSFHHBaM0BaPtXVCQp0aI/IzSAtcwDMNDMCFnGOcLvyAIq1PS6sPLSxYkyVPVlZq2FRL6w5GtGsW1ahU0uALO1nNq32r4/C/qAvXxg17/Vqrzk74lr9v8vWrbanZUfZojX2bDyVMl1lrdJnHmH6KGh1kjVd9XsyM0/z/Yu0INFCHREkpZh9UtCxJ3h7coCph5AIKrau91uoFPgMyR10+E4Ag9wzcIaneBitWg/wdqeggMdXfFBlfRZ9npQdgyU1YmDfpJnLpEHMi+peeLUL2NROO22fDTC0Wfvzf0f18NH4ZhGB6ICTnDOJ/U7Q4DP1OzQ+4R1b1lHoBrx8GWHzTwPrqFphmcCwoLJcAWvCoRB6obm/4A3DBdYuroTvf1fkFu/zYfPx2LjJcYys+Cha/rWKtbYdl/ZTkCitQFhskyxNtP9ic7F6iOrnI8uAKRW2bA1h/g8pdg0RilWfOzYdZjenbTYaobnPR/SsnGtJIABaVIr35XqejsVNXnHVwP817U5IeYNrB/FRzZXvpzcDphxzxdt+y/xY4XqsO1ZleIqHNOPnLDMIzziQk5wzifePtIzNXtXvpc47+UfH0uhmqn/KSmhtSNJY8XOlRv1uYOmP2ku86s3b1Kkba8SZYllespMhd3uZoOXIRUd4s4F9vnqPEhMFQNDjuKOmE7PgxVa0OtbpBzQPvMzYJhXytdnLEfDqxRvWBMG0XgQmspGrf4TX1mlzwpT7jvH4AGV0FsO4lhv2BZkuRnubtQr/iPvnfhFyRT4EVvwOCJ7mYPF7npUHiKlLdhGIYHYELOMMorhQ5F0HYtlHhKLeb7GBSuNGNgGPQdo+hghSqQcwSaXSeh5jgOdXsoNVqlocyCk7+RV1ydbopsZR1037NGe0Xikia5RRzAkjHQd5DGiwVHKcXa8UGN3DqSIqHW/m/w41OqE5zxqCYv1Oku8VirM6z5TE0MAEvfkug7slWNC8cz4eAG6Pak9nVgHfR9U3V+FavJ9mTus4oUhtZSrd+22e71tb8PqjT4E38QhmEYfx4m5AyjPHJsn1KqzW5QHdrRXZqckDwVqiSoezOinr5iWsOqjzVZIrKB0qT7V8Owb+C7v7nvGdlAJsOhNdSI0Otl2LlIgq56K+j2mMRfXtap11TvcqiWoGkUhYWaVrHpO4myJoNg8GTNhG0yUMLyx6cg8Tqtcc34kvdK/hp6vapuWVdkcPci6Pa4TH5Xf6q0cX6WPOkqRCr6WK0JXPoc1LtUe6zTHepc9qf8CAzDMM4HJuQMo7yxd6UEW/ZhWPMJtLxFYm3+S/Jla3cvhNVwX5+6SeIsPxuW/w/q9YKeL8PqcRJYrvmpR3eqA3XKLe5IXJ3uMHSK0pdznlFdXFwvpULnPqtrXGOwWt4EodH6Pukr+PZuda6CmiwGjVdn6cL/KCUMMh5ueavq5Yo3MEQ2kEA7Ob2bPFXXb53pPrZzAVw/DbJSYfY/oUYrddwGhJzlB20YhnHhMSFnGOWN9BSlU7MPSVDtXwORDaHvW7LZOLReRr1RjTQKy1kgo11X00PyN/KrS02WPci1H0PWAU14SJlXMp26fY7q1bb/pPq2HfMlygqPawJD+nbo/hxkoHmtLlKT3SLuxL3mQsOr3SLOxaqPJBa/GCi7kwqRRXV2RylFZIOisWHFcDph3yp54dW7DBa9rkhd4uA/9PEahmGUJUzIGUZ5YuuP8OUwDZkH2LMM+o1Vsf++FbD0bdWKtbkD1n8hk+HswyU7V0GRreb/p0jdt3dK+ITWlBXJyRQ6JJ6iEiWyslPlFTd8g5oZfAJlo1KcoFP4toVUg9xjGq9V3Pi3YnUJyCFfSgAGR8pfLrwutL7D3YUaFC4heOikxg4fP9Xjpfykpg0vL9jwtZomfsuoM8MwjDKMCTnDKC9kHpIdh0vEudg6E9qPgO9H6HWhQ+nLHk/DoQ1qMAgKV6ODi5jWipjtWSoRF1xFadbIhpr56iKgkvv7Qxs0aqtmB9XKHdkOgZWhwimmUVRvKVHoir5VqiEh6BMAHe+XJYjLAqXtnUrTrv4Yev0L5jwrj73alwBeUKOtnhcYqoaMut0lQLfOlnhtc7tmxDryIaatvPwqVnOnfA3DMDwYE3KG4ankZkDaZhnnRsZrXJbvKURTeD3VmhXHx08RrQlDwOmAro/B/JdVdxZeVxMYAsMlnnwDNb1hzj+hVlf4y6dK2xbkqxP151d0z3o9lb785k7Iz9SxFjdD+/tLrymmFVzxutZckCuhGBQOVRpLOP7lM9i7VGJr4RsSp8dzJA6rNoRfRkmArhonc2VHPsR2hta3wJQbZSkS3QIueQK+uUPmxKC5sUOmQP5R8PUvvS7DMAwPw4ScYXgSqZtg30rVfaVt1ZxTHz/oOxY2fyfRljgE1n6u68PrQoO+Mh0uTsOr1PzQ9DpZkCz9rwbJR8RpasNXt8JV70Dr2zTNYcsMRcyqNdWQ+sICRcLi+2jiQue/632rPnaLOICVH6hrNrBL6b1Ubw6V4yB1g6JpkfE63nSwRNvqcepqdVGjLVSMgS691YGLF/z0nPt814dhwmB3RHLfStmXRMRrdisohZx35NQpYsMwDA/EhJxheAr7V8MHl7rnilZrpgkLy9+TvUhUU6UY4/uqc/R4NlRtLM+3rENwyVPw88uKsLW8DXJSYfEY1c+1u0f1Z15F6ca/fKZ5rLt+0evmN2r26pfXu9eze4nSm0MmKzK36I2SM09dZB2CkwOFh7dA8neKyIXGwOYZ0OYuaDpEwtQvCHr8U5G0bbM1hgsv2Pmzom1VGioiV5ycw6XTyvtWyofOJeRqdlQa18f+02cYRvnA/mtmGJ7Cpu9KCqX9q2Xp0fs1daIu/5+OV4yG3q/KmDeup44FV1FjQ8ubNcf00EaYfJMiawDTH4R+bwNeqlPLSYPoZrBnia6pXEei6GT2LJOnXExrXdv2npLXhdZSc0VxMg8opVs83dvjn/DNbVAtURYkoHte+QZk7FGzw/FsCb+VH4KPP1z2vCY1bP1B5r9BkWqiyElz37fh1aoJDApXWrjD38z81zCMcoUJOcPwFHLSSx87tlfGty4RB/JW2/wDNB4IEfXdx729Iby2vk+a5BZxJ+6fJjG24Su9rhijgfLpKZB1WB2ePv6qR3MR0xoWj1bHadcnlN695AmZCldppFRstVZwwAlp22DfMjVVnFyzl/ytGiWO7nYLOZBFSmiMatuqJEg4gtYw4+/qyPUOgJtmQVhN6P8BzHpcI8kS+uszCK8Lrf8KFaIgPPY3f9yGYRiegPeFXoBhGL+R+D7gVeyvbGCY/jy5/g3g2B5F8PKzS587vKV0WhJUp+YScVAUCfsJlrylSNmKD+DSZ5TSDakGvUdBWC3V0nn7aPRWq1s1tSHhGnnKJU9TZA80/3TSDYBX6Wf7VVDTRXjdU5+r17P0vFhQnWBQqJogwupCwlUw6HP46wKN6ap7CYTXlOA0EWcYRjnEhJxheAo1O8KQSapXa/VX6DBcNW5Oh0RYcRr0VSrS+xRB99RkyMuEpsPcx6JblBSJLjIPSDCu+BDqX6FoV6UacOXralJY9TEcXKto3sLXYep94MiTwfD+1RB/pfte2anymfPyVlrUJSa9faHhNdDp71A1ofQafPyg0QCo2bnkcd8AvdfHXynVXYt0PKoxxLYtaUBsGIZRTrHUqmF4Cj6+stqIaSVftaxDOp6frbmjm6bpfPyVmlXa+eHSFhtp22DmY3BgDcS2hy6PQHgdGfoez4GAipp96iKmte4b1VQ+cnUvlbD79i44tlvX7F6krtUdRY0IFatrXmpUokyEXVRpomkPs0aqw7X3KHW4hkQpslf7FJ2tLqKbSbDhVD1cpeoyLF7wb5kbT71HtiiGYRgXGSbkDMOTiKgP0+6D1rfLf83HHyIawP5V4AQa9FMtWUR9iGpS+v0H1krEgSJYuxbJAqTHP2DNFxKEKT8pNVvnEk14cDqVKv3sGqVQr37XLeJcbP5e3aGbpyvqlrEP4noriugiL12draA6ual3waAvIGky1L/y9EIOFK3r9JBq6ZImw+Kx+hw2fScBm5oM9Xr8gQ/VMAzDczEhZxieRJ1L4PKXYcnYopq029S4sGM+VG8l/7jL/3VqEQeKhHl5SZy5qBgNy/4nAbdpqixLer4sYRTbQWnajd+owcBBya5QF5VqSEzVaKuo3tCvIDhC5xwO/bl7acn3OJ3qeF03ATrc/9v2H1IVanXTvFcvYNFo9zgvsxQxDOMixP7LZxiehLcPNOwnK428TAiL0dismh010qp6S6jf+9ffX70VtL1XnaagOrOWt8BXt7ivObge9q+EGu2Ump12X8l77F8Dbe9SEwQo1dryFtXTOZ2y+5j/olKxNdoWe3YLWHXSeipEwnVfa12/leBwzU5NmqwpEKAIZPU2v/0ehmEY5QQTcobhiQSF6gsg7jJ9/ab3hWmWaVhtNR/U6qwxX8UjdAAVqkBobTiyQ9Eybx+lU9dPks3Hxm/dNWm+gRJ7GXslzPqOgaQpskS5c6m6SUHNEo0GSIB5+0LXkWrcqBT9+/cfdzkMnQz710qMxrbTpAjDMIyLDBNyhnGxkb4Dkr7UcPlp90HzGzTj9NB6nY9tr3q041kQEglzJ8GxXRDZAAZ+BnOeUWozoBLgBV//VWlVkDj88SlFBtd/CQc3uIVceG0YME4TJnz8NDrrj6ZDffwk5uIuP9tPwzAMw6MxIWcYFxuFBZr4MOcZvZ7zT2hxI7S/RyIvOxX2rlAn6bTh7saG1GSY/4q6RIMqw+fXwl8+cYs4F6nJ8rwDqBBe8lxAsNtXzjAMwzhrzEfOMC42qjVVV2pxVn4ka5IF/1aDw0/Py9j35O7UvUtVE/fVLWpqyEnX9cX96uL7qImh4wio1vxP3oxhGMbFjUXkDONiIyQKqiaWPl6lIVz/rcZ+dX4YKkSoieDwZvc1dXpA5iENs+8yEvwrQL3LIK6X7FAOb4K2d4N/sJ4REOzuWjUMwzDOOSbkDONipHpLqNMdts/R6+b/J9H2zV1wKEnHgqtqlulPz8G+VWqMqN0FIurofGQD+HKYumUBKteD7k/r+9j253M3hmEYFy0m5AyjPFKQr2H3gWGnHlVVuwv0ewtSNymSlntEtW0uEQcScivHaVJDnR6wb4Xq6a54HW6eC0vHukUcaO5pfibEmA2IYRjG+cKEnGGUN/augCX/ldVIQEUIrCwPt2otwT/AfZ1/CPz4hHzhQAINNIO1YV84vAWCwpVGnf6g+31hNdXE4O1X+tm+/hBY6c/amWEYhnESJuQMozyRn6dpB/4hsO4LdaECBIZq4kO1ZvJcA431cok40DSIynGy9Jgw1H287qXQ7XFY+B+45B8aSr97KTQeIBuTgryi9zfVPFXDMAzjvGFCzjDKE+nb5N/W7h63iAON4fLxh50LIDwOQiJKv9fLB/qMhtlPljy+bTa0vRP+r2ieKkBeNvzwMAz6XOlZvwoQmQCxbUvf1zAMw/jTOCv7kZ07dzJs2DCaNm1Kt27dGDNmzIlzmZmZDB8+nBYtWtC9e3cmTpx41os1DOMMBEcqMkaxSQ1NBmkE1te3qXFh3XhIS4Ho5vpy4TgOR3eWfK+LQodbxIGmKHR5RDV0qz+B49lQuc6fsSPDMAzjNJxVRO7RRx+lfv36vPnmm+zbt49bb72VhIQEevTowYsvvkh+fj4zZ84kJSWFO+64g4SEBJo0sdSLYfxpBFeBHk9DyjzZh+RnQmgtWPCKzucc0TSH4EhIHAJDJsOuXyD3qEx+c49Bu3thys3ue9bpAZXjSz+r3qVQs7NE3MnGv4ZhGMZ54Q8LuZycHJYvX87o0aMJDw8nPDyc1q1bs2nTJjp37szUqVOZNGkSkZGRREZG0qtXL6ZNm2ZCzjD+bOJ6KpVas6MibNt+LH1NRtE0hsp1SkbSqjWDA6tg8AQ4tEFiMCoRYlqc+ll+AfoyDMMwLgh/WMgFBQWxZs0aAgICKCgoICkpieXLlzNs2DBSUlIoLCwkLi7uxPXx8fEsWbLknCzaMIwzENVEXwXHISsV1k0oeb7irwyq9/WFmNb6MgzDMMo8Z5VaDQjQv8R79OjBgQMHSExMJD4+nu3bt1OpUkkLguDgYLKysk57P4cHO8C71u7Je4DysY/ysAc4R/vIOQZ+FSFxGGz8RhMXWv8VCgrO28SF8vDzKA97ANtHWcKT126ULbycTucpKpvdjB8/nqeffvqU55KTkwEoLCxk3759PPfcc3h5eTFixAgGDRrEihUrTlw7btw4li1bxhtvvFHqPg6Hg1WrVv3xXRiGYRiGB9K8eXN8fHwu9DIMD+aMEblBgwYxYMCAUsc3bNjAPffcw5gxY/D29iYmJob+/fszevRoYmJicDgc7Nq1i9jYWAC2bNlCQkLCaZ+VmJjosb/QDoeDtWvXevQeoHzsozzsAc7hPo6kQMpcSPoKAkKh+Q0Qd9k5WuWZKQ8/j/KwB7B9lCXy8/NJSko684WGcQbOKOR8fHxO+RelTp06LF68mPHjx3PVVVeRlpbGJ598QpcuXQgKCqJ3796MGjWKZ555hjVr1jBjxgy+/PLLP/QsT6I87AHKxz7Kwx7gHOwjsp4aGhpepdSqf4Vzt7jfQXn4eZSHPYDtoyzgqes2yh5/2EcuNDSUN998k4kTJ9KpUyeuv/56GjduzP333w/AyJEjycvLo1OnTvzjH//g2WefPRGdMwzjPOPtDSFVLpiIMwzDMP4czqrZoX379kyePPmU58LCwhg7duzZ3N4wDMMwDMM4DWc12cEwDMMwDMO4cJiQMwzDMAzD8FBMyBmGYRiGYXgoJuQMwzAMwzA8FBNyhmEYhmEYHooJOcMwDMMwDA/FhJxhGIZhGIaHYkLOMAzDMAzDQzkrQ+BzhdPpBDQ/z1Nxrd2T9wDlYx/lYQ9g+yhLlIc9gO2jLOFau+v/f4bxR/FyloHfovz8fNauXXuhl2EYhmEY55XExET8/f0v9DIMD6ZMCLnCwkIKCgrw9vbGy8vrQi/HMAzDMP5UnE4nhYWF+Pr64u1tVU7GH6dMCDnDMAzDMAzj92P/DDAMwzAMw/BQTMgZhmEYhmF4KCbkDMMwDMMwPBQTcueQESNG8NBDD514nZmZyfDhw2nRogXdu3dn4sSJF3B1p2fnzp0MGzaMpk2b0q1bN8aMGXPinKfsIy0tjXvvvZcWLVrQsWNHnnzySbKzswHP2UNxFi1axNChQ0sc87R9LF26lL59+9K0aVOGDh3Ktm3bLvSSfhePPPJIic/Yk/Yzb968E2vt3bs33377LeBZewCYMmUKPXr0oFmzZlx77bUsW7YM8Lx9uDh48CDt2rXjl19+ATx3H0YZwmmcE7777jtnQkKC88EHHzxx7LHHHnPecccdzkOHDjmXLl3qbNmypXPt2rUXcJW/ztChQ51PPfWUMy0tzbl+/Xpn+/btnbNnz3Y6nZ6zj/vvv995++23O/fv3+/cuXOns1+/fs6XXnrJ6XR6zh6cTqdz586dzg8++MDZvXt355AhQ0qc86R9ZGRkONu2beucMGGCMz093Tlq1Chnv379LvSyfhPz5893vvDCC86GDRs6J0yY4HQ6PWs/aWlpzubNmzs///xzZ0ZGhvOHH35wNm7c2LlhwwaP2YPT6XRu3brV2bx5c+ePP/7ozMzMdL777rvO9u3be9TP4mRuu+02Z0JCgnPBggUevQ+j7GARuXNAamoqr732Gtdee+2JY/n5+UydOpWHHnqIyMhIWrduTa9evZg2bdoFXOmpycnJYfny5QwfPpzw8HAaNWpE69at2bRpk0ftY968edx7771ERUURGxvLwIED+fnnnz1qDwA7duxg8+bNVK9evcRxT9vH7NmzT/wcQkNDueeee07srayzYsUKMjMziYiIOHHMk/azbNkyYmJiGDx4MCEhIfTs2ZP4+HhmzZrlMXsAWLhwIa1bt6Z79+4EBwczZMgQ0tLSPG4fLiZOnEiFChWoVq0a4Fm/U0bZxYTcOeCJJ57g7rvvpmrVqieOpaSkUFhYSFxc3Ilj8fHx7Nix40Is8bQEBQWxZs0aIiIiKCgoYM2aNSxfvpzmzZt71D7ef/99GjRocOL16tWriY6O9qg9AHTu3Jnnn3+eAQMGlDjuafvYuHEjjRo1OvHa39+f2rVrl9n1Fmf48OE8//zz1KlT58QxT9pPq1ateP3110+8TktLY9euXXz11VcesweAIUOGMHbsWJxOJ5mZmYwfP56aNWuSlJTkUfsA2L17N++88w5PPfXUiWOe9DtllF1MyJ0lkyZNAuCaa64pcTwjI4NKlSqVOBYcHExWVtb5WtrvIiAgAIAePXowcOBAqlevTnx8vEfto1mzZvj7+5OWlsajjz7KvHnzGDFihEft4XR42j5+bb2ZmZkXaEVnhyftp3LlyicE/7Jly7juuuto2rQp7du395g9APj4+ODn58fChQtp1aoVr776KldddRXZ2dketQ+n08nIkSN56KGHqFy58onjnvQ7ZZRdysSs1bLO+PHjefrpp095LiYmhvHjx5c6HhoaSk5OToljOTk5hIaG/hlL/E2cbh/JyckAzJ07l3379vHcc8/xxBNPMGLEiDK1jzPtYdKkSbz88su0bduWr7/+mujoaLZs2VKm9gC/7WdxMmXxd+p0VKpUidzc3BLHyvJ6z4Sn7SczM5NnnnmGWbNmcc8993DjjTcyatQoj9qDi44dO7J27VpWr17NvffeS1hYGF26dClxTVnexyeffEJERAS9evUqcdzTfqeMsokJud/AoEGDSqW5AGbNmsWIESPo2rVrieNz585l/vz5OBwOdu3aRWxsLABbtmwhISHhvKz5VPzaPjZs2MA999zDmDFj8Pb2JiYmhv79+zN69GhiYmLK1D5+bQ8Ab7/9NuPGjWPUqFF07tz5xPGytgc4/T5+jbK4j9MRFxd3ImINqvHbsWNHiVSSJ+FJ+8nNzeW6664jKiqK6dOnnyj78KQ9ALzzzjtUqlSJIUOG4O/vT5s2bWjRogXt2rVj1qxZJ64r6/tYuHAhs2fP5vvvvz9x7Oabb6ZixYolykHK+j6MsomlVn8DPj4+BAQElPrq06cPycnJJ77uvfde+vXrx7JlywgKCqJ3796MGjWKjIwMFixYwIwZM+jbt2+Z20edOnVYvHgx48ePJysri127dvHJJ5/QpUuXMrePX9uDw+Fg7NixvP766yVEHFDm9gC/vg9XivtUlMV9nI6ePXuSnJzM9OnTycjI4N///jfNmzcnKirqQi/tD+FJ+/n222/Jz89nzJgxJWp3PWkPABEREbzzzjskJSWRm5vL/PnzWbFiBR06dPCofYwdO7bE/ytiYmL44IMPmDNnjkftwyijXOi22fLEG2+8UcJ+5MiRI8677rrLmZiY6Lz00kudM2bMuICrOz0LFy509u/f39msWTNn165dnS+99JIzLy/P6XR6xj7WrFnjjI+PL/V1/fXXO51Oz9jDyUyaNKmU/Yin7eOXX35x9urVy5mYmOi86aabnPv377/QS/pdXH/99SfsR5xOz9nPP//5z1P+fZg0aZLH7MHpdDodDofztddec3br1s3ZrFkz59VXX+2cNWuW0+n0nJ/FqejevbtzwYIFTqfTs/dhlA28nE6n80KLScMwDMMwDOP3Y6lVwzAMwzAMD8WEnGEYhmEYhodiQs4wDMMwDMNDMSFnGIZhGIbhoZiQMwzDMAzD8FBMyBmGYRiGYXgoJuQMwzAMwzA8FBNyhmEYhmEYHooJOcMwDMMwDA/l/wG0zDPGmw1CYwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.rete.project(plot_type ='targets',\n", " targets = ['cart'],\n", " method='tsne',\n", " perplexity = 128);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Parameter targets (list of event names) used to highlight users who reach any target event vs those who have not. For example, we can highlight users on the projection map who reach the product page (product1 or product2):" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.rete.project(plot_type ='targets',\n", " targets = ['product1', 'product2'],\n", " method='tsne',\n", " perplexity = 128);" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.rete.project(plot_type ='targets',\n", " targets = ['payment_done'],\n", " method='tsne',\n", " perplexity = 128);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another option for plot_type is visualization of clustering results. After you run clustering as in this notebook above, you can pass plot_type ='clusters':" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAloAAAFmCAYAAAC1CzShAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd3RU1drA4d/MmT6Z9F5IJ4EQWuggCAoiViyIKPYOAlcRQbFg7w30Kp8F2xWxgwUVCyK9hZaEGtJ7n0yfOd8fIxNjbEhCAu5nLRaZU3aZtDf77P1uhSzLMoIgCIIgCEK7U3Z2AwRBEARBEE5WItASBEEQBEHoICLQEgRBEARB6CAi0BIEQRAEQeggItASBEEQBEHoIKrObgCAx+PB5XKhVCpRKBSd3RxBEARB6FCyLOPxeFCpVCiVHTPmIcsybre7Q8oWvCRJ+su4pUsEWi6Xi127dnV2MwRBEAThuMrMzESj0bR7uU6nE4/HgyRJ7V620MLpdOJ2u9FqtX8YMHeJQOtI4zIzM0/YLwq3282uXbtO6D7AydGPk6EPIPrRlZwMfQDRj67E4XCQk5PTYaNZbrcbnU7XIWULbVmtVvR6/e+e6xKB1pFhN0mSTthvmiNOhj7AydGPk6EPIPrRlZwMfQDRj67gSLs7YrqMx+PpsABO+H2SJCHL8u9+PsVnQhAEQRBOIiLQOv6USuUfzocTnwlBEARBEIQOIgItQRAEQfgX27hxI+PHj//H98+dO5fFixe3Y4vaV3FxMZmZmZ1Wvwi0BEEQBEE4rk60tBPH0l4RaAmCIAjCv8QPP/zA+PHj6d+/PzNmzMBqtbY6/9vRqV+/3rBhAxMmTKBfv35cddVVlJWVsXjxYj755BOefvpp33VLlixh9OjRDB48mGeffRZZlgEYM2YMr7zyCsOGDWuT0mnhwoXcfffd3HDDDfTt25epU6dSV1fnuy87O9t37ZHXxcXF9OvXj5dffpmsrCzOPPNMVq9ezbnnnsuAAQN45JFHWtXx4osv0r9/f8aPH8+6det8x1esWMEZZ5xB//79uffee7Hb7QBMnTqV5557jjFjxrBy5UqKi4tJS0ujuLj4qN5zEWgJgiAIwr9AcXExc+fO5fHHH+fHH3+kubmZJUuW/O3777rrLubMmcO6detITU3liSee4IYbbmDixIncfvvt3HDDDXz11Vd8+umnvP3223zwwQd8//33fPbZZ74y1q5dy4oVK+jTp0+b8lesWMG1117LmjVrcLlcvPPOO3/ZJovFQkNDA6tXryY5OZlZs2bx0EMP8fnnn/Ppp5+yb98+wJtOo66ujtWrV3PjjTfyn//8B7PZzM6dO3nmmWd44YUXWLlyJQUFBbz66qu+8letWsWbb77JhAkTiI2NZe/evcTGxv7t9wxEoCUIgiAI/wpffvklY8aMoU+fPvj7+zN//nx69+59VGVs3LiRhoYG7rjjDu6777425z/88ENuvPFGYmNj6datG9dccw2rVq3ynb/22msJCQn53TQIp556KoMHD8ZkMjFs2DDKy8v/Vptuvvlm/Pz86NWrF8OGDaN3795ERkYSGxtLZWUl4F0VePvtt2MymZg4cSJBQUHs2LGDDz/8kMsuu4y0tDTCw8OZNm1aq/ZOmTKFuLi4Y0rDIQItQRAEQfgXKC0tbTUak5iYyPDhw//0Ho/H4/t48eLFVFVVMXHiRC688EK2bNnyu3XMmjWLtLQ00tLSmDt3ri/YAQgICPjDugIDA30fa7XaP5wX9es2qdVq/P39AW8wZTKZfvdaf3//VglFw8PDaWhooLS0lCeffNLX3qlTp/7t9v5dXSJhqSAIgiAIHSswMJDq6mrf661bt1JUVERUVJTvmEKhaBXI1NTUkJKSgtlsJj8/n6eeegpZlvniiy+4++67Of3001vVERoayty5cxk1ahQAtbW1mM3mY2r3r9vkdrupr69vde7vaGpqwmKxYDAYAG9AGBUVRWhoKPfeey+XXXYZAGazmYqKimNq72+JES1B6CjVB+HQD/DTo7ByNhSshV3LYP/X0Fzb2a0TBOFf5owzzuCrr74iJyeH6upqHn30UZxOZ6trIiMj2b17NwCHDx9m8+bNvnNz5sxh9erVOBwOmpqaCAoKArxZ0Y9MXB8/fjxvvPEG1dXVlJWVccstt/DDDz8cU7t/3aYVK1a0mcD/d7jdbl588UUsFgsffPABsizTp08fzjzzTJYuXUpxcTG1tbXMnTuX999//5ja+1tiREsQOsKBVVC2HX5+AizVcPH/4KOp0FwBI+cDCghOhpDkzm6pIAj/Ej169GD27NnccsstWK1Wzj33XC688MJWwdQVV1zBrFmzGD9+PDExMYwZMwYAPz8/HnzwQR588EEqKytJTk7mscceA2DEiBHMnTuXiIgIpk6dSnl5Oeeccw4ej4dzzjmHyy+//JjaPXfuXObNm8cHH3xA79696d69+1GXERoaisfjYdiwYURGRvLUU0+hVCoZNWoU+fn5TJkyBbPZzGmnncbMmTN/t4zi4mJOO+00vvvuu6OaEK+Qj6y77ERut5vs7Gz69u17wu5bdTL0AU6OfnRqH9wuqMyFDc97g6hv74L4URA3CPJXw7BZ8MMCqNkP6efC0P9A4siu1492dDL042ToA4h+dCUOh4Ndu3Z1SB9cLhcAKpUYSzle/uw9F48OBaE9Fa2H+oNQsROcNkgcAyNmg1IFQ2bAilugei/IHsj9FLa/AS5HZ7daEARB6CAi0BKE9uKwQuUeeP8SKNkMLjsMuw3ev8g7T6t8O9jqW99z4Bvv6JYgCIJwUhKBliC0l9qDYG8E9y8jVN2GQuHP3oALwOMGtaH1PXFDQdIe33YKgiAIx40ItAShvSiUEJTY8tpcDpKm5fWOd2DUXWAI8b6O6g8DbgDHsS19FgRBELouEWgJQnsxRUJTuXeCu0LhHdmKHwF67xJoLNWw83249FOY8ikMng5fzwG/iM5stSAIgtCBxJIEQWgvugBQacFWB2c8BaHp3rlaWdd5Ay8U4B8Dm1+G4ET48SEYMQf8o/6yaEEQBOHEJAItQWgvSgkiMmHba95RqvoCWP8cNFe1vu7816ByN/S+HLpP6JSmCoIgCMeHCLQEoT3FDYGBt0DVHvC42k50V/zytD6yH0T1g8hex7+NgiAIwnEj5mgJQntSKCB2KCSdBvu/8ebQ+rUBN4LL5p0IL4IsQRCEk54Y0RKE9hbe3ftPpYO6ArjwbWgsAVPUL9vupINfyB/fX7od6g6BNgg49p3jBUEQ/i02b97MggULKCwsJCMjg4cffpikpKRObZMItAShoySOgsS/vsyncB1U5UFDofdfznIY/zU0VEFwZIc1UxAE4WRgNpuZPn06s2fPZty4cbz++uvMmjWL5cuXd2q7RKAlCF1B4QZ470Jv7i2A8AzoNcn7cc1uEWgJgnDC25IL2/ZD/1QY0KP9y//uu++Ii4vj4osvBmDatGksWbKE/fv3k5qa2v4V/k1ijpYgdAWHvmsJssC7lY8x3PtxU0XntEkQBKGd3PEiDJ8GNz/t/f+OF9u/jry8PHr27Ol7rdFoSEhIoKCgoP0rOwoi0BKEzla5B5pK2x7X+AFg14Wx9Y15lO1cfZwbJgiCcOw258ILH4HL7X3tcntfb81r33qamprw9/dvdcxoNGI2d+7uGyLQEoTO5jB7J8orpZZjGj+ajN4JXmXVjRRv/pLdHz5OfYnYgFoQhBPL9v0tQdYRLjds3de+9fj7+2Oz2Vods1qtBAR07qIiEWgJQmfzTwRzJYy+H3pPwTN4OuUD7+fLp6YBsPGlafQ8fxbBiX2wVBd3blsFQRCOUv9UUEmtj6kkyOrevvWkpKSQm5vre+1wOCgoKGj1OLEziEBLEDqbfzhkXOQNtuoLKdH0YOXzs3FZvcPdLlszlXt+Zv/Xr5H/w7vUFeR0coMFQRD+vgE9YMaFLcGWSoKZF0FWevvWM3bsWPbu3cvKlStpamri6aefpm/fvkREdO5+smLVoSB0BYkjvRtQV+/FvmNjm9NulwOlSs2Bb98gss9otP4hGILEZtSCIJwYnpwGl4zp2FWHJpOJhQsXsmDBAubMmUNWVhaPPfZY+1d0lESgJQhdhVIJ4T3wi6xCHxSJ3dIEgEIpERCbxqHv30HS6DBXFNBYsk8EWoIgnFAG9OiYAOvXhg4dysqVKzu2kqMkAi1B6GIiM0dyyh1vU7lvC26g18VzyPvcuxa6+/jrcTms2BtrOreRgiAIwt8iAi1B6IKi+51ORO/RZGdn4x+VTPKYy1GqNDitZtz2ZgJi2nkWqSAIgtAhRKAlCF1c7OBzMQRFUF+Ui9puJbLXKQTGd+4qGkEQBOHvEYGWIHRxKo2WqD6jieozurObIgiCIBwlkd5BEARBEAShg4hASxAEQRAEoYMcc6D1ySefMGbMGPr06cOFF17Ili1bANi8eTNnn302vXv35tJLL+XQoUPH3FhBEARBEIQTyTEFWocOHeKBBx7gnnvuYd26dZx55pnceuutmM1mpk+fzpVXXsmaNWsYNGgQs2bNaqcmC4IgCIIgnBiOKdBav349AwYMYPTo0RiNRiZPnkxtbS2rVq0iLi6Oiy++mICAAKZNm0ZBQQH794sNcQVBEARB6Fh33nknH3zwQWc3AzjGVYeTJ09m0qRJyLJMc3Mz7733Ht26dSMnJ6fVJo4ajYaEhAQKCgpITU39w/LcbvcfnuvqjrT9RO4DnBz9OBn6AKIfXcnJ0AcQ/ehKTuS2d2U///wza9asYfny5QwYMKCzmwMcY6AlSRKSJLFu3TquvvpqAKZPn05FRQWBgYGtrjUajZjN5j8tb9euXcfSnC7hZOgDnBz9OBn6AKIfXcnJ0AcQ/RA6SfFmKNsGUf0hdmCHVLFt2zbMZjMhISEdUv4/0S55tIYNG8auXbvYsWMH06dPJzAwkFNOOaXVNVarlYCAgD8tJzMzE0mS2qNJx53b7WbXrl0ndB/g5OjHydAHEP3oSk6GPoDoR1ficDjIycnp7GYcP1/Nhg3Pg8cFShUMmQlnPtXu1cyYMQOAqVOntnvZ/9QxBVqLFy/G39+fyZMno9FoGDhwIP369WPw4MGsWrXKd53D4aCgoKDV48Tfc2SE7ER2MvQBTo5+nAx9ANGPruRk6AOIfnQFJ2q7/5HizS1BFnj/3/A89J4MMV3j8V5HOqbJ8CEhISxevJicnBxsNhtr1qxh27ZtDB06lL1797Jy5Uqampp4+umn6du3LxEREe3VbkEQBEEQTgRl21qCrCM8Lijd2jntOc6OaURr4sSJFBUVccstt1BfX09CQgKPPvoo6enpLFy4kAULFjBnzhyysrJ47LHH2qvNgiAIgiCcKKL6ex8X/jrYUqogOqvz2nQcHVOgpVQqmTVr1u/myBo6dCgrV648luIFQRAEQTjRxQ70zsn69RytobP+FY8NQWwqLQiCIAhCRzvzKci8pMNXHXZFItASBEEQBKHjxQ48bgHW22+/fVzq+TvEptKCIAiCIAgdRARagiAIgiAIHUQEWoIgCIIgCB1EBFqCIAiCIAgdRARagiAIgiAIHUQEWoIgCIIgCB1EBFqCIAiCIAgdRARagiAIgiAIHUQEWoIgCIIgnBR++uknzj77bHr37s348eNZsWJFZzdJBFqCIAiCIJz46urqmDlzJlOnTmXdunXcfvvtzJs3j7y8vE5tlwi0BEEQBEE44W3ZsoWYmBguueQS/Pz8GDt2LN27d2f9+vWd2i6x16EgCIIgCB0u25zL7uY8ehnT6evXo93Lz8rK4rnnnvO9rq2tpaioiMjIyHav62iIQEsQBEEQhA71QMELvFaxDBduVEhcGzGJe+NntGsdwcHBBAcHA97Rrfnz59O7d2/GjRvXrvUcLfHoUBAEQRCEDrPdnOMLsgBcuHmtYhk7zLntXpfZbGbOnDnccMMNXHzxxbzyyitIktTu9RwNMaIlCIIgCEKH2dO81xdkHeHCza7mPPq04yNEm83GlClTiIiIYOXKlYSHh7db2cdCBFqCIAiCIHSYXsZ0VEitgi0VEpnG9HatZ8WKFTgcDl588UU0Gk27ln0sxKNDQRAEQRA6TF+/HlwbMQkV3kd4KiSui7ikXUezAHJzc8nPzyczM5O0tDTfv48//rhd6zlaYkRLEARBEIQOdW/8DM4NGduhqw7vvfde7r333nYv91iJQEsQBEEQhA7X169HhwRYXZ14dCgIgiAIgtBBRKAlCIIgCILQQUSgJQiCIAiC0EFEoCUIgiAIgtBBRKAlCIIgCILQQUSgJQiCIAiC0EFEoCUIgiAIgtBBRB4tQRCOuy/Ww6Zc0KphcE84LauzW3TicO5vQC62ggcUwRrwU6AM0iGF6ju7aYLQ6T755BMWLlxITU0NKSkpzJs3jwEDBnRqm0SgJQjCcfXlBrj4XrA7vK/Dg+B/98Hofp3brq7OWW1G3mfFU25D6a/GdcCM0l+FIliDp7kJT5wBubc/Gl3X2eNNEI6nQ4cO8cADD/DMM88waNAg3nvvPW699VbWrl2LUtl5D/DEo0NBEI6L/30LL30MP+9oCbIAKutg96HOa9eJwrO+AdujuTjeyMf2/D6URgmP2YnzxwoUARpkswt5n7mzmykInWb9+vUMGDCA0aNHYzQamTx5MrW1tVRVVXVqu8SIliAIHaq4wvv/tGdBkmDK6W2v6cQ/Nk8Izv2NON4raHXM8WkJunk9cGskbP89AB4Z9YQonH4S6qSATmqpIPwxx+ZtuLZlo+rfF83A/u1e/uTJk5k0aRKyLNPc3Mx7771Ht27dCA0Nbfe6joYItARB6FA7DkKMwftxYzOkxoLJAE0W77HEKOid5P14z34rewo16DTQI8ZGapLRV461oQZ9QIi3nKpyJLVEU+EeDq/9GI/LQdKplxKRcQqKkzBqUzg8yHZP64NODwpJgfOj4pZDy0uR4o0gAi2hi2maPQ/L8/8FlwtUKgwzb8b01KPtWockSUiSxLp167j66qsBmD59OpIktWs9R0sEWoIgdBinE6x2wABnD4XTB8LmXFg0CxqaoaoeRvSGU/rA2mwHs17UsW2fAoBJYwzMndRMhHMLhRtXULHzB/pf/SiF6z6lMmctUX1PIzxjBHnLFwKwf+WrnPnkT4T3HNZp/e0oHrWM+swonJ+V+I6pTgnDo1F4J4D8KgbzlNmOfwMF4U84Nm9tCbIAXC4sz/8X7eRJaAa0/+TMYcOGsWvXLnbs2MH06dPp0aMHp5/+O0Ppx8kx/+n3008/cfbZZ9O7d2/Gjx/PihUrANi8ebPv+KWXXsqhQ2IShiD823g8EOTv/fj0gXD9E7B4BVz5CDy7DIZmQMAvg1ard6p9QRbAsu8V7CzQkbP8BXI+fprk065g19JH2fvFf6nL30nOJ89SsOYDepw/CwDZ46YyZ+1x7uHfY60z49hRjWNbNbay+qO+X85vRuoTiPb6JFRjwtFenYjqFCOW269GNb4cZWLL38zKaF07tlwQjp1r246WIMt30IVr6/Z2rWfx4sUsXboUAI1Gw8CBA+nXrx9FRUXtWs/ROqZAq66ujpkzZzJ16lTWrVvH7bffzrx588jLy2P69OlceeWVrFmzhkGDBjFr1qx2arIgCCcKrRZ2HvB+/OEPrc/ll0FJtfdRIsChsrb31zZC4bpPADBGxFO+68dW5w+vWUZM/7G+1xpjYPs0vB1Z9lfCJxXY7svFdl8OniUl2HdXUrTxi79dhiJADcgoTGaUPc3YvnqeuhGZOL5eRdMt16BMLgKtEs3EWBRRIs2D0LWo+vcF1W8eoKlUqLLadzQrJCSExYsXk5OTg81mY82aNWzbto2hQ4e2az1H65geHW7ZsoWYmBguueQSAMaOHUv37t1ZtWoVcXFxXHzxxQBMmzaNJUuWsH//flJTU4+91YIgnDAyEr3/B/q1PafTQKDJ+/HIPvDGly3nJAl6dHNTFxiOta4CZAUav0Ac5nrfNYbQWJzWZgD8IpOIyBzZQb1oIcsy9Yd3UV+Uh9rgjym6OwqPB//YFKr2bqK+KBfZ5SIwPoPwHkOQij3YP2l55OdaV4PUI4Dyyp9RSipiBpzx15UmG6HYjnP9z3jq8rG9+nKr0/YfP8M45wWcayqRDCffHDXhxKYZ2B/DzJtbz9GadUu7PzacOHEiRUVF3HLLLdTX15OQkMCjjz5Kenp6u9ZztI4p0MrKyuK5557zva6traWoqIhPP/2UYcNa5kloNBoSEhIoKCgQgZYg/MuMGwTZ2TD5dPhsLdh+Se0wfjAkxbRcNzi1mUWzDLy8XIFJDzMvhoFpbmqufpy1z1/HzvcepP/Vj7HxpenIbheSWkvW1Y/hsjVz6t0fEpo6AL+I+A7vT1n2d6y6dwIel5PMi+/k8Or3qcxdR8ZFd1C67Wv8whNQKBRU5q3HbbcQVNf2Z567qJleodfiULp+p4a2NGF+OGygCA2BpraPQaSwOJxflqK5IBZ1kv8x9/HfyFnYCGUOUANGNXKpFYW/CjlOiybc1NnNO+GZnnoU7SUXd+iqQ6VSyaxZs7rcE7RjCrSCg4MJDg4GvKNb8+fPp3fv3kRFReHv3/qb3Wg0Yjb/eY4Xt9t9LM3pVEfafiL3AU6OfpwMfYCTrx/jB7n57BHYWwh+ekjvBgPS4Ej3UhL0pCTInDnAilotExmmBzRoBp3PmAXRNFcWEBCfwej7v8RSU4wxrBuGsAT8I+JQ/rKqqKPeqyPl2prq2fb2/SBpiB18LmV7fqb2YDYATpsFfUgseV/9H7LbRUhqFpb6KgIje+LWti7PFW9D8YMVSRWEtVsdmqC/Do6kaD3uAX1xVx5Edf45OL79HgBFaCiqCy9E2S0WZfeAP30PTravqWPth8fhwb2/FjwqHMtLcO+sR3tpNxyflyI3uVBlBaEaEoqtohlVj1AUCsVfF/o3neifg39CM7B/hwRYXZ1ClmX5WAowm8088MADrFq1imnTpnHllVfyzDPP4HA4mD9/vu+6iRMnMmPGDEaPHt2mDLfbTXZ29rE0QxAEQRBOOH379m339AOuXyaeq347L0roMH/2nh/TZ8FmszFlyhQiIiJYuXIl4eHhAKSkpPDRRx/5rnM4HBQUFNCzZ88/LS8zM7PT8138U263m127dp3QfYCTox8nQx9A9KMr+XUf8pYvJPud++g+/jryf1qG09IIQP8rH2bbm3e3ui+6/zgGXv0U3z1yHrFp41Fp/Ti46W2sdeWcNvEj/FQx+E3u0Sn9OFE/F3Ds/fC43Th/KsL+cgnKSB1Sr0Ccq8pRDQ/FndMIMqj6BuL8sRIp1Q+pVwA4QZnhj7KXPyrNsQcwDoeDnJycYy5H6PqO6atlxYoVOBwOXnzxRTSalv21xo4dyyOPPMLKlSsZPnw4ixYtom/fvkRERPxpeUeSjZ3IToY+wMnRj5OhDyD60V5cdhu2+go0piA0hn82j0mSJFJPn4rWYKJk69f0nXwXm//vNjwuJ25bE7LLjuxumXcV1XsUAXFJJI2YRPY79/qOx/Y+E5MyCqm3sVPek87+XLSXf9oP1/drURxQIdmBAhvqs/zw2IHsRrQDgvEUW+CwFXWYHinOhHOpdzGD+5MSdLPTkU4Jb5e2C/8OxxRo5ebmkp+fT2ZmZqvjjz76KAsXLmTBggXMmTOHrKwsHnvssWNqqCAIwj9VX5jLtjfvomjDckK6D2LwzS8Q1n3gPypLHxhO2oQbSD3jWpoqCzk9Lp3m6mICEzLxj+nOjvcewlZfQfczriMsbTAACVkXow8Ip2LPGkKSs4hMHYUyOABjXMdP3hfacldXoAzzQxpej0IXhzvfjPaqRBxflIJeQuobCFZvFljHZy2Z9/GA438FKBIMqON+ZxmtIPyOYwq07r33Xu69994/PL9y5cpjKV4QBOEvuRw2bHUVaPwC0Rjbbj3jctjY/tY9FK77FIDqvA2sfmQSZz27AX3Qn4+y/xmlJBEQlUhAVKLvWFhqFoEJvfE4LISktEz6DUxPJzA9nbSzb/zH9Qntw1VWheOzz7G/753eoggNxe/hN5AViehmdced04grpx7NhBhocLbKug8gm11Q44S4Tmi8cEISM+UEQTjhVJVX0XBgI7b6cvyiurP300dwNtYy6KYXCO8xxHedLMvUFeymaNOKVvebKw7TXFV0TIHWHwnqlk59YS57v1pM0cYV+EelEDv4bKL7ntbudQlHz7Vhoy/IApCrq3Ht+gKlcSqe3GYwSEjhepBliNcjZQbg3tXgu159Shiy/e+l5RAEEIGWIAgnkNId39NcWURDUR67P/BOR5DUWkbcuYy1T13Cj49cxNnPbcIQEg1AyeYvyV+zjJCULKpy1/vK0QWEdUiQdURZ9nds/O+tvteFGz5j1Lz3//HjSqH9eOrqANBddSPqvmNBoUcR5EJWycg7XEjdDDi+KMO1vgb1hCg0F8TiTjDiKbehTDCCWoFCJZLCCn+f+GoRBKFLq6yDQ6VQtOVrvrtnAg1FOez56AnfebfTzp4PHmbAjPewVJfQXOVN6Fm+ew3rF93MwVVvETfobEzRKQDogyIYMftNjGEd8+zHUlfBgW/faHWsxxkzMTjCseZXdEidwt8npaWjvep6pOCLcK0y4PpWgfNjDVKQAalXAI5lRdDsQm504lhaiKfZhaKbASkjALRKlDF6ZFX75dMSTn4i0BIEoUtyu2HFWsi6Ds6aA3nffYjbaQdZRva0njhjrStHYwpG4xeILiiCwg0rKNq4whd0bX/nPkJTs8i4cDaj7/kUlc6PxpL9HdJuSaVF96vRsgsW5BC3ezjueQU4H8vHsr6wQ+oV/h4pszeGS2/Cs8/ZctAl495oRVZ7XyoTjKhGhXmDqoNmnN+UI9c78BRZsT2/H4Xz35ds9ERTWVnJ4MGDWbduXWc3RQRagiB0TXsOw0X3QGk1SEqwWy0ANFcVEhif0era5LHXUr93NWPnHca2VoO2tB/xPa/C8Muolex2kb/6far3bWHHew+x8o6RLJ/ej+JNXyB7PDhtze3Wbq0pkLQJN6PSGsg4dzZ8b4Ud3rZT6sC9qARrbsmfFyJ0GJW/FtnTdtaM7ARljAHNJd1Qhmtx72pAmeiH1MMPT34zjk9LcK2uBI8MGhFodXXz58+nqamps5sBiDlagiB0Ufll4Prl91luATjPuBo2vUf+T8vIuOB2wjOG01R6kJhB5+Hf4zT0zdFon9gNzd6b5GANp037ku9fOovmykKCk/uTfvYtVO/dgCEogvyf3ufnZ6+h7+ULyFuxiOTTriBp9BSMobHH3PaQtIGccsc7BAf1hocq+PX2G3KjE3e19ZjrEP45ZWIwyrgaPEU23zH1mAg8dXZcW2vxHPBuF+f6uQrZakN1diCuT71zuzTnh6BMC+2Udp/oynfbqchxENFTQ2Qv7V/f8A998MEHGAwGIiMjO6yOoyECLUEQuqS4cFAq4chTwjnLT+Wtmd8jFa9EYwpF0/da3v4hFct2JzdF2knJb/QFWQCKWgfOEn8iMk7BNDaFyMxRbFh0Mw3Fe9EHRdBnyj3seO8hmsoOUF+wh62v34nLaqbfFQ8cc9s9NivVezdhGpaKOl0Lm3+1Ss0ooQzWH3Mdwj+nTguCaYl49lrx1DlRhmhxF1hQRih8QdYR7m1N6E6PQXm5H4pAK8okfySt+NV5tH58so6t75iR3aCQIOtyP069I6jd6ykuLmbx4sW8//77XHTRRe1e/j8hvloEQeiSMpPgnXvBqAWDFtweJbmVp/LA16dy47kw//YjV0qs269j3VmNbcpQoMQUlURM/7Fsf/s+Gor3AmCtq2DPR0+TccFsqvdu8F2/96tXSD9n2jGvSDSGx1F7eCf+cenEnDsGd20Z8kEbimAN0rWRuDpuwaPwN6kzwnDIZbDZivOHelRDQpGbXCgC1MgNLfO3FJEaPFVOFH5OlN2CUKce+4jnv03ZLrsvyAKQ3bD1HTPpEwxEZrTfyJYsy8ybN4/Zs2cTHBzcbuUeKzFHSxCELkmtggC9zD3/JzP2Nrj/dQXdwmUMOtia1/raQ6Ugd/cHXcuPNIW/CmWyP/2mPoBKZ6Jyz8+t7rE1VOEX3o2SLS2JlQNi01Hpjj3jt1JS/ZKwVGbZfSm4rtIj3d8N5dwYSt3rUJW4sX1ThH1LBdaKumOuT/hnNL2iUI2LQXOdCWWCCtfWRjRTo0H/y/Y4fiq0UyKREgJRn9EDdQ8RZP0TlbkOX5B1hOyGij2Odq3nnXfeISQkhDPOOKNdyz1WYkRLEIQuaedeFzNfkDhQ4l1KvyFHwQNLZBZOc/LxWnWb6/NsMj3m9IIDZlAqINWPsD7+uOx2KnatJiJzFKXbvvFdb4yIR+MfjEKpRPZ4UBv86X/VI6j1xnZpf3jPEVTlrSdx2IV88cAwel9yF7s/eJwxkz/AtagQHB5QgubqBKxn6NDrxePEzqCO8YOY7siyjDJUj6fSgW5eEnKtGWWIBlXvbiiUIp3DsYjoqUEh0SrYUkgQkaH545v+gfXr1/Pdd9/x1Vdf+Y5dffXVXHHFFdx9991/cmfHEoGWIAhdUlmd0hdkHbF2twKtTom/EeIjoaDce3zyEDMpoW7CeobAwMBW99Qc2MKW1+4g48LZyB4XZTt+IDixNwOue5qIXqdw9sKt2OoqMEWl4B+d3G7tD08fjEKSCEroTcIpk9iw6Cbi+pyLYZUJHL/8Je8BxzuFaJP1kCkCrc6kUChQpQZDame35OQT2UtL1uV+redoTfVr18eGAC+99FKr12PGjOGhhx5i2LBh7VrP0RKBliAIXVJEkIduEQoKK1qCrf7dZVQKDx/+IPHYdS40LhsBShs94xVEpIe0KaO+MJe6w7vwuJ3sXPow4T2HkTHxPzSWHUKtNyGpNYQk9e2Q9mv8Aonpdzo1B7Nx1Zux1lVgCkqEnb/ZvsXuQbaIdAHCye3UO4JIP9NwXFYddjUi0BIEoUvqm6bihZkys16QOVyuIK2bzMPXQ790NZv+D4JMKsDvl39tyR4PeV/8F1NUMvEjLuLwT8uozFlHZc46el00h6BfbfrckUKS++JoaCSy1xgObvsfCUPPRPlDy9wUZaofisj2fYQiCF1RZC/tcQ2wvv/+++NW158RgZYgCF3WOcMVxIW4qGpQEhnsJjPVOzdL+zfiEqfNTOnWr4kbfDZqYyAjbn8TS20p+qBINLoA7I01qIKPz/I/TYA/g695jtzPF1Fo+I6EC89Gme1GSvVDOSIQbXzXWSElCEL7EoGWIAhdWt/0Iz+mjm6RtMbgT/zwC1Gq1OgCwlj73LXIbu9ju4yJt5H7xSJSxl5FwoiLUGk7fn5UUI9MBie/iKOhDm1QMK6JdjQBhg6vVxCEziXSOwiCcNJKPeNa9CExHFj1pi/IAshdsZCQ5L78/PSVlO04fo8XJI0KfVgYSpUkgixB+JcQgZYgCCct/+hkAnucjrWuotVxj8uJQimBLNNYsq+TWgeeahvugmZkq+uvLxYE4YQkAi1BEE5qkYlJxI2b1epYWI+h1BXsBkAfdPz3Q5NlGeeGappnbqd5+lYsD+3BXeTd2NpRXI+jrOG4t0kQhI4h5mgJgnDSSz7tCrSBkdRlf0JQfA88bid7P3+JtLNuIrzniOPeHk+xFeuTed6kpYB7ZwMOhwXl5+U4vq5FoQbOCsOdGYQ+POC4t08QhPYjAi1BEE560UkJRCfdABffgLW+ktpDO0kYcRHBKf3R6E3HvT1yrd0XZB0hHWrC9kqJ9zxge6EQ3WwFiEBLEE5oItASBOFfRR8YTkz/0zulbntTHTUHt+OxOVDOVCKVKtFvM6G4JB739qrWF3vAU2LtlHYKgtB+RKAlCIJwHDjMDWx5bQ6O5npkt5PSbd/S/6yHiBwxFIPbCSFt929UmKROaKkgnLhuuukmfvjhB9/rwMBANm7c2IktEoGWIAhCh7HWV2KpLkEfHElj2SH2f/0qmZfMY9f7jzL6imUEfRYDzQ4c5KN/IAllagOe/XYApAFGFN1+P+u9IAi/r7CwkFWrVhEXF9fZTfERgZYgCEIHqNq7iZ+emEJT6UEMIdEMmfZfNH6BOC2N+Md0J/BQN2j2BlWqqbG4NlhRnxEOZ7pRKJUQZkSTeXwy1wvCyUCWZSorK4mJiensprQiAi1BEI7ajvrd7HUUICOTrkmgT2Cvzm5Sl2I317N+0c00lR4EwFJTysaXbyV5zFQ0foHoAsJR1quQ8QZa6ngT1ndyvbPgf6FMMKK4Q4O6W1BndEEQ2l3V3s3UHNxGSHJ/wtIGtnv55eXlKBQKpkyZwt69e0lKSuKuu+4iKyur3es6GiLQEgThqGyq287dxc+QYz0AQHddAo/LdzAo6Phs0nwisDfVUntgW6tjzZWFxI+4iNpD2cQNPgu724omz3tOdtMqyAKQm13gPj7tFYSOtun/ZpP72fPIbhcKSUWP82Yy6Pqn2rWO2tpakpOTmTNnDt27d+fDDz/kpptu4quvviI0NLRd6zoaImGpIAh/m93tYLd9vy/IAthnO8wOW+dlV++K9IHhRPVrvbIxML4XhtAYep43g8xJczF074bmmnikUWGgViKlt04zoR4fhTpRjGYJJ76qvZt9QRaA7HaR+9nzVO3b0q71ZGRksHTpUvr374+fnx9XXXUV4eHhbN26tV3rOVoi0BIE4S+ZXc0sr1nFBXk30+xum3LA7G7uhFZ1XWq9H4NueJaYAWeCQkFY2mCSTr2UlXeMpHDVpzh21qHxD8LxfjFSghHH64dQT4xFc2k3VCNC0d6cgrKHsbO7IQjtoubgtlZ7jYI32Ko50L4B0OrVq/n2229bHXO5XBiNnfu9JAItQRD+0rqmbdx88B6ym3NI1yWhUrSkHZCQ6GlI6cTWdU1BCb04dd4yhs96HZXBxLa35mOpKWX1wktp2LgDT7EFw0O9UUbokDICsD2ai+P7cmSVAvvbh1DqNX9avq3JimtvA878xuPUI0H4Z0KS+6OQWs9UUkgqQlLad+6Uw+Hg/vvvJzs7G7PZzJIlS3A4HAwc2P7zwY6GmKMlCMJfWlm3mrsjbuGU4IE4ZRevpzzB0uoVeGQPF4ScwQB9Rmc3sUtorinBWlOGITQGrTIIy+Eidi59kKayQ75r3A4bttAGdK8exLgwC3e+GWRQjQzDtb4a+WAzuqlJqFJMeCptuHbU4y6xIHUz4Kl3gBOUvfyRf6zEsqoCRZAGeWoCzr4GjEHHP8u9IPyVsLSB9DhvZqs5Wj3Pm0VY9wHtWs/YsWMpKipi5syZmM1mMjIyePXVV9Fqte1az9ESgZYgCH9peuDlbPfkcfWBOVQ6azkn+DSmR11BH78end20LqN810+sfvQSrHXlDJ38EjG7BqGocxKbPoHcskW+61RaA0ZjNOjceOqdKMN02F85iDJMi/qMKORqO7Lbg6fZhfXl/bg31wHgBDST4nDkNqCRZZwrywGQq+zYntuL/t4M6NzFVYLwhwZd/xSJIy/p0FWHANdccw3XXHNNh5T9T4lASxD+xdxuN1uad1HprCZeG0tvv3QAGlxNbDPvpthRToI2FlmSuf3gwzhl7zyLT2u/IUYT0W6BVrG9DLvHQZw2Go2ybYb0riwnH4rKbZCbh9thReMXRJilD5693nlrSUMuorl/EYXbPsMYFsfg859Ds0qNelIsji9K8By2oJ3cDdeWOtxba1ENC0XqE4SnxOILso5wrqlCP6M7jncKWjfCA55y2/HqsiD8I2FpAzsswOrKRKAlCP9i79d8zj2Fz2Lz2AlVBfFs0nxODRjCkooPeaJkse+6xxPu9AVZR6xp2ky9q4lA1dE9riqzV1LpqiFSHUaAysQnNV9zf8HzWDw2Joedzazoa4j2+INCgUKna5d+dgRX/mHW7NUx+aVIqht0BPjdwEuXZ9HHsw7tfhNuvEGSdrmCAWlz6TF7Og5XA4GvR6AcqseV24BkUuPa14R9XxNST3+U8UYcK8tQnxqBLCna1KlQK3HtqUeZZsK9p6H1udDOfTwiCMLvE5PhBeFfakvTLu4vfAGbx44CBVGacD6r/paD1gKeK32j1bXR6ggkWu+7N8jY+6iDrA2N2zkz52om7LmGs/Zcw7rGrczOfxSzx4IHD/+rWs6qkm+pHX8+dWPPxbbiS1yFRciy/NeFH0ces5my97/l1rdDqf4l3mkww+3LsjDEnYlqQHDrGw468TQ58MsLQxmqRT00FPd3lbgPmJF6BQDgzmnEtaEGZaQORagGKcaAekJUSxkKUI8Kx7m0CFX/IKQ+gd7jWiXaqxIhQuyLKAhdkRjREoR/qVpXHc0eC7GaSC4PP5+1jVupcNVw0FZEuDqUSaETCFUHYfM4CJT8eCj+Nh4rfpkGdxMj/QdxRvCoo6qvyl7NuqZtXBhyJqWOClbUfsfu5rb5t9Y3bOGsympceXtpWLse4313ITudGKbfiBTZNbakcR88RIMZcotb/wgtr4W65jDCthWhOTcG589VKALVqC+JQd1NhTpdjfIqPZ4Sb4oM9+4GNJd0A40S954GpMwAdFckovTzPj7VTklANSAYuc6Bwl+Np86B7sZkFDolmhsSodIBWiWuBB16k/64vw+CIPy1dgu07rzzTgYMGMDFF18MwObNm1mwYAGFhYVkZGTw8MMPk5SU1F7VCYJwjKLVkSRpY5kYOp4nihfjwQPA2satvJL8EO9Uf8bqBu+u90algY/SX+TN7k9h9diI00SSqO92VPV9WPM1z5W9gRs3afok3oh/mFpP29QEw8yxuA//MgdJlpHNZixPPY+UnIjh6qnH1ul2otDqCFr3JWf3uZTPd7Rs/Dwo3UPE5jJcm2tR+KuQ+gWjTDchd1Ohj23JTK3Qq9Df3RPbfw/gWFGC9rokdDckoQzVodC2jEwpA9QoB4b8cUN++RT8elabK6ccd7kdpZ8Rj8ONFKxB1TMIV3UDHpuzvd4CQRD+pmMOtH7++WfWrFnD8uXLGTDAu1TTbDYzffp0Zs+ezbhx43j99deZNWsWy5cvP+YGC4LQPvbb8rkwdAI2j90XZAF48HDYXsJPDZt8xxTAPuthhvj1JUYf+Y/qe/6XIAtgr/UQqy1b2WM5wKzoa3iz8kOa3M1M9T+LIS/uBdsvE7v1elS9MjDcPgNPVfU/7mt7k1KTCTxjJPfbPyVoyNl8kRPI6JQm7p4IxqcqAZAbXbhWVyI1ODCe3dt3r7vMimt7LZ5SG7qbU1AmGpEi2mc0yrmxGOszBWDxvs+a82Kw7WlAc3ET5vtm4G5ugoVPYN9XgqGHN0pzbCtAPmzDU+1EGa9HjtejS49ul/YIgtAOgda2bdswm82EhLT81fXdd98RFxfnG92aNm0aS5YsYf/+/aSmph5rlYJw0jpgLSAAA2H6sA6vq8JZw5Mli7k95ro254ySHvmXzffODhrNMP8sXi5/l9eVy7guYjKDTH2J0YYfU/27rftx42ZJxYecHTyGS1Sj6bnfgzysD9LFt1B3+WWY5t6G+a778JSWIaV3R3v6qaj79zumetuDQpLQT7uejK3ZvNCwmQWX9sL0/WcYG4dgVynA2TKnTDXI+7PRZbOARYHt6Tw8e5tQJvuh8Mje7XfaIdDymK3YPy73BVkAjhUlaM6PxfFZOVhtuHbu9l67bRv06IbjUDnO5dW4t7Zk9tdeFQnpx9wcQRB+ccyB1owZMwCYOrVlSD8vL4+ePXv6Xms0GhISEigoKPjTQMvtPnF3UD3S9hO5D3By9ONE7MNhSzFmtwUJJdn2PXgaZZJV3hGHX/fjsLWUBncjkVIYEfo/eaQEuJx27I3VaP2CUWnb/iJP1sRiRI/FYWWc/yn83LgZgH7GDDJ1aSSqYqlwVTPGfxjzC5723XfnocdYmHQfkao/r/+II+0PVPiDDHdEXE8Pv1QcsoMwRRAXHpzGhbYhJL33I3XPeOtRRkbgv2QJjddfi6ehEYxGPEUl1N95D4EfvIPSdHwTc/7u15RejzRiKEbACLjDz8OxZSvqWX1xrqzE0+BCPToMOVHH4bVfsuvDh+g/8gEMhzVoJkbjqbBi/b4M5f4GdHpQpQUcWxsbrbga3ci/WXzoVsi4GmXk1DQ8+/cCYF39I/rJ5+Aubcaxuxl+dY91VR1klqJK7hrz4X7Pifg9/lsnctuFo6OQ22k5z9SpUzn33HO5+OKLmT9/PoGBgcyePdt3fsqUKUyaNInzzz+/zb1ut5vs7Oz2aIYgCIIgnDD69u2LJLXvilGXy5uKRaX69613q6ys5O6772bLli0EBgZy/fXXM2XKlA6v98/e8w75LPj7+2OztU6eZ7VaCQj487/YMjMz2/0L7nhxu93s2rXrhO4DnBz9OJH6YHPaeLjkJT6o+dJ3LFnbjWcS5jN57wzekB4iMzOTPOshbst/iAJHie+6MwJGMTygP/cWPus7dqFhFKM/2k7F9u98x/pf9QjFW75m5Oy30JoCfce3Ne3mhoN3+zaEVqLk0YQ5RKlDGeTf13fdG+Uf8njJy63a/UC3/zAp7Kw/7dthazE/NW6mwFLEOQ0jSeiRyHrzdv5z+CHfNSqFxFK/J0nZZcRTVgPqSizP3ounrBxVn17o599F08UtPyQ1407D/81XUBoMf/HOtq8/+5qSHR7cBWbchRYwu3Cuq0aKN4IMzp+887UUQRr29lhGU80hBmc9ieuzKmhunZfM8ECvYx7VchXW4NpYg2urBWWcASnOgOx24anchHnOLDxGA+VffkiaHISy0Iksa1AaJewflyLXOgDQXhONMk0P/jrUwYHH1J6OciJ9j/8Rh8NBTk5OZzfjpHPbbbfRt29fnn76aQ4ePMhVV13F0KFDSUxM7LQ2dUiglZKSwkcffeR77XA4KCgoaPU48fdIknTCftMccTL0AU6OfnSVPuQ3F1DtbkDGQ7AUSIoxwXfuoLWIT+q/wULLHya77PvYbd/HaymPQb4LSZIo91SR6zjYqlx/jR/v137R6t4eTXrKNrRedLJ3xUJSx16Fva4UQ2DL475dtn1UumtaXZttzeG9mgM8Y5hPnNabw6mXqTs9/VLZYt4FwNjAEaQaE//0va1x1vOfwofYat6NAR3nSCP5oWkD9Z6mVu29V3UjCY/bcNc0eQ8ogzD95xGapl2C4YJJKG0GND3ScW3ZiuaMsfg9MB/1cX5sCCB7vIsFmm6aieRwoL/uKjQjhyNb3LhWV2J/ueVzo53cDecXpahOCUPWqJCbXCisMpJCSfG2zwhLyCIl6XzcW36V9d0goQrSH/PXq5QYjiYqGHtQGe5GF5JRg2PLF0gxEQQvXYbL5qAccL9VhSffDoBbCYbbUvGU1qOM1OIyanHeU4AyQ4c0rgH1wK67WryrfI//Eydqu7uy/fv3U1xczFtvvYVSqaRfv368//77BAUFdWq7OiTQGjt2LI888ggrV65k+PDhLFq0iL59+xIR0XWf+QtCR9jemMuW5h38t/xdZGRuiJhMk7uZfv7eTZgDJH8SdXHsaM713aNX6sixHkDSSSTgnRQfogogXZ/MUP9+KFCwsu4n9AoNoerWP0BkZdscxJJGB0oJbUBoq+N6Zdus63qlllMDBlNpr/EFWjqljlnR19DgasQoGYhRR9DT74/nWrpkFzubcxng15vhpix6yylQBYkH6jFExhIsBVDr9mb57F+VhKLmVykHPEBTBKaXXkLVbxi2ZysIeGcZaKwoI8KPy0iWLMs0lR9Cdrvwi0hCUqtxbd0OagnHso9RNjdjX/ohQWu+AXsC9rcPt7rf8Xkp6hFhuHMaUSb74c6uxzVOYv/n3iSwFkc5mktjsFfY8BRZUZhU6GalIUW1z8pDhU6F0liHZ18troM6VLGRNF55BQAeoxFWf4mn1N6SftYDznUVaC6NwPZsEfIhbyDs3mDGbpFRRFWgihU/u4Vj59rfhOdAE8oUE6rU9v+DKTs7m7i4OG677TZ++OEHwsLCmD59Ounpnbu6o0MCLZPJxMKFC1mwYAFz5swhKyuLxx57rCOqEoQurcBRxP1Fz/teP1T8Is8l3kM/vIFWvD6a26KvZcahBTS4m1ArVNwYOYX3qpYTFhrkC7RiNNGcFTSGl8rfRkbmsrDzGB04jGa3hdUNm7B4vAkwK0I1DBh/JUUr3/RWqFDQ8/z/oA+JxhAc1aptfQzp9NJ3Z7fVmzQ0RBVEtCaC/1UtJ9OYBngfLz5V8iqrGzf+0o5Ink6860/7/F39Oq7dPxcZmXBVMGOqzoLQwex58gaUCnh//js8ZPyOcfYkkqRwoLLV/Yogf1Rnno98yIrxiSjvY7gOJntkGvZspb5gFwqlRFNNEVuX3kvahJvoPflu3Dt2wYC+LTe43Tg3bkUKCgPrbyY1W1wodEqkHv4oYnRozonBHe/h1D4fIGkNBMX3Qq33Q3rMD7nKjsKkRhnevlsNyc2VNN12EcrkJIz/mYbxsQew/vdVMP5+oKpQSci1dl+QdYRnZzNyuRlHaRGaQQPatY3Cv4v1tYM4V5SAG5BAfU4M+muT27WOuro6Nm3axH333cfDDz/M1q1bmT59OqmpqWRkZLRrXUej3QKtt99+u9XroUOHsnLlyvYqXhBOSAX2kjbH8u1FrV4HKQN4NnE+G807UKJgWfUXVDirCdd4R6AWlbxFhqk7T5f+n++e1yqWEaoK5KPqb3gxaQFFjjICVf5000ZRdX4ivfqPQt3QRGBwHKbYNIK7tX1sb5Gt9DCmMCpwMB7Zg0t280DhQq6MuIAiezkA+22HfUEWQImjnJ8bNnNKwO9vDFvramBB4Qu+1BBXMZz9r99P2pyvAHDZmin94k3m9hzO9iVzKDitkuS481AUeecHoVOi6qVDHecPcf5/920+Kg3F+6jevxmlQiKk+0CcdQ3Ya0tYt3ga5mrv5yY641QGXvYwm96eR1j6ECJ+Z36pMiAQV3YdqqGhuNa25PhSDQvDXWdHd0k8Upw3SFQDURFjWt/vrwF/TYf0UdU3E/WwIWhGDKVpxh0oNBo0Z41HOWwwAIpoNeT/MpKoUqAaqAe1jCJIg1zn8JWjiNbgcZqRmxpwHMxHk9x581yEE5drX2NLkAXgBueKEtQjw9t9ZKt79+6+ye8jR45k6NChbNy48eQItARBaCtc3TYFQpQ6nK/qVtPHkE60NgIbNkKlYJweJ29XfYKExPSoqew07yWJCBaVv8VQa3+GmPqxoWm7r5xKVy0FjmKuPjAHg1LPVxlvkKKPB1MfiP/99lQ4atArNfirTOiVOlbV/0ydqyU7e4BkItOQjtndzNam3TS5m9uUUe7848ShTo+TelcjFxhGcqWlLyazjH3Snfw6H3lwQi+2vXYHADu/eQzlmRoST5+ITmFCEa1BPTjuL97Vf66uYA9fzzsNW10FAL0unkvp9m+I732GL8gCKN3zI0lDLwKgev8W4sbfBjUt/Zb69EY9cigKgxK51IbmvBjcRRZUvQORMvxRxhp82+h0BikiAv93XsX+yQpwOJAdDuzvfwhbt8HwQahGmJHSNcgeFbKjmIZLr8L0f4tQjTbg/FoFzW4U/mq0V4Zh/+xNkEHtcuMMDoTDBRAVhbqLbIckdH2eg+aWIOsIN3gONEE7BlqxsbG+1X++atxu9PrO3Z5KBFqC0IF6GFK4JPQsllV7VxVODB5Lii6ebxvW4vF4aHQ2MSv/IUodFSyKv58JaaeiROKpov8ju3kP50sjAfiuYR03R17WKtBK0yWTqIujmyaaW6Ov9AZZf6DKWct7lctZXLGUCFUI8+JuwV9p4M7Ym5h3+EnfCNTVERfzRsWH3BJ1OZftm8UrKQ+jV+qweloeKZ0aMPgP64nQhLIoeCa6r75i9+eXgSwTlDKQ2KtO9V2j8Ws9ryz7qwcoSf+aMx77CZW2Y0Z4jqjYvcYXZAEgu5E9HqwNlW2udTksAISlD0WKi4WaagI+fAfJI6Pq0wspJhpluBN3XiOeKjuaISFICcZODbB+TRUXi6tbbKtjnjJv3z2VB2m+tSX9jnrEMCxPvYBrxy70189A6R8FQR6sb/4P22tvgUqFKSMN24w7cHz5DeqRw9Cefw4KpRJVVj/UPUWGU+GPKVNMINE62JJ+Od6ORo4cyYIFC3j33Xc5//zz2bx5Mzt27ODhhx9u13qOlgi0BKED9fXrSYgUxMTgcXiQccturj4whyZ3M0Eq7yPDKqd35d/0gvsBeDf1WQ47i1uVo1Go6WFIQavQICNzVfhFnBowmImh49Ao1GiUf/7LfVX9Wh4veQWAOlcD1x64k5siL2O0aRAzo6/C6rGjVahZXvsth2xF1LkavG3En5eSH+Sbup+odtZxVvBo0jW/vwrNabVSmfszCY1N/LTiRd/xhqIcYoHo/uMwBkei1vkhafW47VbfNYmDJiN7nEDHBlpuR+s5SApJRd2hbHqfNZO8717zHVdpDeiDo+hz6T1E9W155KcdO6bVajGl6S/2Iuxk6sED0Ew4A8eXXwMgpXkXMUjdWo8aKiPCcW3LRq6vx/LkA2AwYLjtVmyLvRP41UMGYX/zPRzf/wiA49PP8RQWo4yOQmfyw/H9anC7UWVmoB1zdJuNCyc/VaoJ9TkxreZoac6NaffHhn5+frz55ps8+OCDPPXUU8THx7No0aJOX4gnAi1B6GBx+ihKnRV8UP0V39av8T2Oq3M18GDRIsYFnsIXdT8AEKYOZkdzLnfEXM/8/JZs7NOjrmCC/yi690zELbvpqU9BI3mDEqvbysamPZTaK4nXxdDL0L1V4FVqr2RFzapWbXLJbpyyi12NufzYuIFsS8uqR3/JD41SRaougZV1P5JWYufC3Bp0/iHkJB9iXbSZHv4tqw4t9VXUHtyGtbac9S9cT/+rHvnd9yE0fQi5Hz9J/uql9L3sfg6vWYaluoS0025CHxrDjvceoM+l96DSGMHtQaFp/+XvERkjkDQ6X8BVeyiblHHXcmjdB4ya/hoH132IzhhI8sgp6Lol0W3sFBRK5QmbxVuKisL/zVe8W+84nCgy0imqrETdrw/qU0/B+eMaAFwHDmF8+D5c27JR9eqJq6QEubTcV456yEAsT7/QqmzXtmxMt1yPedadeAoKAVCEhhLwv9fRjm09H00Q9Ncmox4Z3qGrDgHS09N59913O6Tsf0oEWoJwHHTXJ9HbmMZ71a1zXB20FTA1bKIv0OpvzEAjaVhY+iY3RFwK1XBTxGUM9utDA2YO24rZZ80nz3KQAX6ZJOvj+V/VCl/SUgUK/pv8EOeEeH/RNbnM3F/wHPG6GGhs3SatQs1DZa/wWrf7ub30aapddeiVOubG3EiqLokYbSRjKgPZ/fBl1P2ygYQ2OILMBd4VjY1lh2gs2U9T2QFq9m2mdPu3eFxO9IERKNUaPE5Hq/r2fPIMzgbvPKdtS+YRnTWeAdc8zY6lD5D94f0AxPU6C9MPoXgqbGjOjkE1KASlX/v9mArtPoDxT6ymdPu3KJUSUf3HkfvZQgKTe1NfV0TGJXOw1pVhVzqI+p0FBCciKTQUacypwC/bvlRWIkVHEfC/N3Cu34SnphZFgD/mW2fjqawEgwHjvNkoolo2D3cXFCGlpuDef8B3TBkVCUqlL8gCkKurca7fJAIt4XepUk3tOifrRCECLUE4DoLU/vQxptPH0IMdvxo9OjPwVIb7Z/F0wt2YPc1kGrqzvmk7h+xFvFLxP0ZL/Xm54l1CtEGUOiuZX/AMzR4LJsnIfd1mUuKo4PXyZb7yZGTuLXyGIf59CFOHcMhWxBf1P3BtxCT6GzPY1rwHtULFjKir2GPZhwsX/yl9imcib0PpkYnQR9ArpA8AzyTczd6X58Kvdumy11bgV1xJpXM961+4kfRzb2X7W/NJHXcN1jrvCMiOpQ8z8o532fPx09gaqkg+4zrcQPLoKeR94g0IZY8HU0QCa5+/GnN5vq98a04x+p+9H9ue3YtuTg80p7TvBtthaYMISxsEQPW+LRxctcR3bse7oNIZOf/lPf+4fE9dHY4163DtyUWVlor6lOFIYaF/feNxJkVF4klLwXqnNxO/p/KXeWoWC5Ynn8N4z53ob74e65J3cPy4BtOzj9H0n7nI1dUoAgIwzLwF96HDbcqVHfbj2xFB6OJEoCUIx0kfv548nXQ3i0rfYk3jZs4IOoWbIqeQrI+npzHFd91+W0Gbe2O0Edx5+HGaPd4J2k3uZp4teZ0hpr5cHHYWT5Ys9l3b6DLj8HhX3miUapQoea1iGacHDufmyMvwkwyYXVYmhZ7FVREXoVaoSNcnE6hunU5BV9uAhKJNW/QKLYd//pC6w7uQ1FqclkbKdnxP3JBzKVz3KU2lB6jMWU9I94HoA8PZ/80bJKaMJSCuJwNveBZLVREqnZGg5D6odEYUCiVFm7/AWluGyREHtAR2zu/LUfUL9E0wlz0yCmXbNh0tj9tFY8l+3C4HEZmjqNi12ncuMCETjSn4qMuUbTZcB/Oxf7KC5nse8B033DELv0fuR9EF951z792P1C0Oxw8/tTouNzbiKa/A/sVKTIueQaHTYn7wcXRXXIrm1BGAAndBIZo+vbEGBCA3eBPQotWiHjLo+HdEELqwrvedLwgnsR6GZJ5Nmk+Dq4kgtT8qRdtvwWH+WSRq46iwVwGQoI0hSBVAxW/SKpQ4yglVB1NsLydNl8SZwaOweRyEq72pIgCSdfHcGn0Fz5cuYVX9Wr5nPY8lzKHYvoeVdat5NvmeP2xr/aGdGENjURtMOC3eLXKCU7Lwj+3O3pXewK54y5fEj7iYwz+9T2j3gaRNuJHqfZsxhseyefFtACi13lxSluoidi99iISRk0k+bSrb3pxP7YGtoFCQfvY04gdcgPpxBb8OtJQBGiwP7EZ3RSJykwvHF6UogzWoz4pGlfbP8mzZzfXkfvYCO957ENntIvHUKSSfdgUHv3sLrX8Ig65/Go3h7z/e8DQ24lizHte2bKSkRCyPPd3qvOXZReivvRJV2h9n0+8syrAwHKt/RnvOmdjfb9k2TUrrjrukFE91DaqMdKQB/QlI745Cq0Wd0aNVGQHvLcHx8zpkhwPtyBFozz7zeHdDELo0EWgJwnGmUaoJ0/zxiEmSLo6lac+zy7wXCuC1lMcJ1gUx3JTF2qatvuuGm7LIbs5hqKkfd8TcwDf1P6FRavi4ZiVLqz7nnbRnidFGcFPkZfQ39mKzeSdahYbdzfswqYyMDxyFLMvUuRsxKY2ola1/HCgkFbs/eor0s28BWUahlFCqtShUaroNOZfy7O84vPp9Bt34HAGxaVTlrid64JmknTcTe105kX1GU77jB195zZWFyB4Ppdu+xi8iwRtkAcgyeSsWEZV5GoHjeuH8vNRbf5gWRYgGz/cVuHc3YH/XO9LnBpzrqzE+3Q+p29Fnja/et5nsd+7zvc7/8X8MnbGYlHHXYoqIxy/ij9Nk/B7bm/+jaYY3VYL+5uvht9sgKZWgOPZRuI6g6tcb7cXnoRk2BIVSieP71aj6ZKIZNwZlaCj6a65AM9ibnFbq3/d3y9CeORbtmWM7rI2O8nLknL2gUuHOyUWh0yGndYcOWCwhCB2h7cZogiB0ulhdFOOCTgEgRheJn2Tg4YTbmRR6FlHqMM4OGkNvYzq5lgOcFzQWFy5idVHstRzirODRxGojWd+4DVmW8Vf5cXrQcC4OmUCCLpbVjRt5tXwZ71Z9xvtVn3PG7iu5Pf9hci0HWrUhOLkfEb1GsvuDJ9j94ZPs/vBJAuLS2bviJezmWvpd+RB+kYkc/vlDQtIGMXLe++gCwvly5kBW3XcWvS6aw5j7ltPr4jsBOLzmAwAC43pQl7+jTZ/dHhu6qQkYHuuD5tJuqPoH4fiwCGWUHvdBc+uLbR6ad+RjqSk96ve2uaqozbGGolyieo886iDLXVSM+e4Fvtf2jz9Df+M1ra4xzpuN1EUzqiv9/DDMuQ3rG+/g3LQVzemj8dTUYp59N66cPBQmv05tnz17B85lHyNbrTRcdDlNN8/C9vZSnOs3ec+v34Rstf5FKYLQucSIliCcIFL1iTyZOJcCWykFtmLq3I0sS1vI82Vv8GnttyhQMDFkHIdtxfQypLHfdpjs5lz6+XlXzykUCuYcfsyXfPSjmpWoFCpk2cNHNSvJtR5gWdoigtTe7Wb8wmIZeMMzJJxysS+g2fLqbPRBkfiFx9NYkc/YB1eiNvjTXHmYki1fUb13A7LbhdtpZ8OL0xh4w9MYw2I5EiYplEqis8ah0pko3vSFr29KtYbAbj1RGFRIPfxxrq3C+bV3cr1sdqIIa5tfq7F2P9Urd9L3svvanPsjDcX7UGm0bY77R6eyb+WrhPUYhsftAI8HU3TqXz9C9MjIv0r94KmoxLlhE6b/Pofc0IiqV09UwwajkLru6IvC7QaFAvfBQ7gPHvIdV0aEo/rNY8Ljyb7qe+wrVyFXVKIwGlGGhaIaORy5uRnLvQ/C6i+xPPQ40u0z0IwZ1aXfY+HfTQRagtDF7W7eR7mrijhtFD2NqSTruxGk8md903Y2NGXzae23gHfF4cc1XzMz+ioO24qJ00SzsznPF2gVO8paZXgH2GLeSS9jGmX1VeRYDlDkKPMFWm6nA3PFYay1Zb8EHkkYQmOp3ruJzElzaSjKo74ol+aqIjb991YAdAFh9J58N9vfvpe+l93LumevxdQtg6hLn2XI9JdQKpQ4mmqoO7ybjAtuo+Dnj9AFRdLrojvQ+nlX5imUCjQTovEUWHA1m2k8u46G6vXor48iRJmJ4rV6FANM5OcvpiTvG9Im3Ig+KJK/Yq2r5MdHL0F2O+kz5V72fbUYl91CytirKFz/KXZzLQ1FueR89gKy20V0/zMYMu1F/KP/eONbKT4Ov/vvwjxnfsux7qng54fu4guQQo5+Uv3xpjSZ0J41HvvHy8HuXTGo6t8X9SnDUJo6Zym+Y+16Gi+/Dk+FdyWk7YNP8H/tJWSXC8eX38AvCwucP6/HecowCAlG+wePNgWhs4lASxC6uCv3zabKU0uQyp/nEu/ltMBhvFn5MS+Xvcv5IePaXG/zOEjXJ/NC6Zs8ljDHdzxKHY5GocYht+w82MuQRnZzDgAmyUiA1DLBvObANmoObMNlbcJpaUSW3fS+5C4qdv/E1iV301SyD4C4wecQM/BMSjZ/ha2hitpD2UT2HUPZju+xN9Vikj0A7P3iFdQaLWln34zb5UAfFIkuMILS7d+y+tFJpIy9mv5XPYrOP4Squi3UZG1FrTOx7unrfW1KHjaV/vc9jLugiaJ3vsA/pjuS9s/naclOD54SK3XlO6g7lA1Ac1Uh3YZNxC8iifqC3ZRu+4bek+9i59KWZKul276maMOnZFxw+5+Wr7/uSqT07t50DilJSAP6o07460eQsseDp7oGpb8JhU73l9d3JPWwwZheehb33v0oDHrUI4ahGZjVae1xlZSiv+4qZJsNhUGPMj4O81334yksQuqeinH+Hb5r5SYzstn8J6UJQucSgZYgdFEHLIcBfCkd6lyNLCh6nhhNBItK38Im2wlVe0dMlCjRKNXYPHZiNOHssuwjThvJQFMmALIsE17v4vnYucwrfZ56dyOD/fqQqIvhs9pv0Sm0PJ14N/G6aF/9tvoq6g5u982tAuh7xYOo9P6+IAugaOMKMi+ZR/W+zURmnora4E9oj2GUbvkKgJis8XiAuvwdeOzNVOxZw4BrnsBccZiK3T9hb6iiz6X3YDfXUbRxOVpTMD8+fDHxwy+gev+WVu/JwXVvkzJwKjpC8AuLJ+uax//08Z6n0UHN5q00HM5BHRfoO+60NHFw1VtE9hmD2+59f93OtvmfKvasJaLXKGzNDUBgm/MAyqAgdOdMgHMm/GE7fsudfxjLolewvfM+qkFZ+N1/F+qsfn/7/vamSkxA6haHp6wcjEakoMBOa4uzqgr3nlwsDz/hO2a48zZweBPguvftx/7RZzDaO4dRio3B9cMaXBk9UIV03e2QhI63cOFCFi1a1Ob4BRdcwKOPPtoJLfISgZYgdFH1roY236D5tmLsshO1UsVppmH00ndnUdIC9lnzMXua6W/MwE9hxGQyMjPqauJ1sdia6qnKXUv2O/djLjvIwimzsA3oz4eWNdS5mrgxcgohqkDGBY5oXZlC5vDPH7Y6lPvZ8/SZ0nZOlDE0jqRRl1K0YTmm6BRC0wbRc+J/aCzZR1PZIYxpLdfKbhcetxOnpYGU06/CUlvG1te8IxT+MakEJ/VF9vwy7+lXyVJ93CDHKhk5bymBcX++mXFF7lpWvTABt8NGZO9TiR9xEQW/9EmpUpN+9s38+MgkACS1FoVSaqkbCEnpz5ezh4NSTcY9qzGXHMbPFHJMgYjs8dC88GWsz3p/ITg+/4r6nbsJ3vA9UlTUPy73WCkkCSk2ptPqP8Jz6DCWx59tdcz64mJ0V0zB+vKr4PHg2uUdhTXcdQeOdRtQ+PvjKS0HEWj9q916663ceuutvtc1NTVccsklXHvttZ3YKhFoCUKX1U0bSymtV8jdEHkp/pKRJalP8WblR3xcu5IKRw1bm3cB8Dof8FrK40wKOxuA8t1r2L3scSpzfiai10ii+57GrsX3EbbvQgrP0PB1gzdR5ZXhF6L+1f6ITmszLocNhUKB/KtgR6mU0Ae23qBVFxiO3VxL7vKFAJgrC6jZv4Ue580k65onqCvM5becNjM1+7ZQtGE56WdPQyGpkN0uZI8H+ZdHjcWbv2TA1U+x4b83++5LGno5Wr9gtNFhGKP+PChw2a3sWvE4AXHp+IXHU5GzlrD0IYz8z7t4JDemyCQsdVWMmrsUc3k+hrA4Tr17GXnLXyImfRwBaRk0lu8n5bQr0YZ467J99AnOl97GMONmtJdehBR69Bnf3ZWV2N5e2uqYp7AId35BpwZaXYZaDb/ZW1IRE4Vm9EiUEWEoTCY8gd55hKoe3THf9xDG++4Cfec+fhX+WnV1NXV1dQQFBRH6D753jtY999zDlClTSElJ+euLO5AItAShiwrXhlBKEacHDGeDJZu5sTfxSc3XjNw1mSxjJqcFDcXstvBl3Y+t7ltU9ib9DT2pri9k/39n+OYlFW1cgcthJbznMKx7s+l+5nnkkk+UOozLws5tVYa54hA5n71A2oSbyPv8Jd/xnhfcjttuoc+U+yjZ8iUav0DSJtzEjvceanW/o7kBXWA4hpBotMFRlLdMCyNh5CUExPWgZMtXhKYNxu1yEDtoAkXrl9NUdpCUcVdTtGE5LlszB398mzF3fkJj0X70hggCozJQJ4b+ZZAF0FSWT+yAMynZ9jV1BXtIPGUSKBRoA8PQBARgriig5sAWdn/Q8ohq+IxXGTrkOQ5XfsbqJy4BhYIe50yncs/PhPc4m7U5Sxg6eQLmBY+ijIpAumji3/pceuoduHbU495djzLOgOG2u2i+67aWC/R6lKFiNAZAnZmB/qbrsC562XtAocA45zYaJk31jXAqTxkOzz6C9YWXMcybjTI0GE3KHy9aEDrf1q1bycvLQ5ZlFAoF6enpZGV13DzA1atXk5eXx3PPPddhdfxdItAShC7uyYS5VLlrub3gUTY2ZQOwpXknZk8zk8POaXO9SqHizaqPCCyvR/1LkHVE2fZVZFxwG5LexC3JU5jsuoRkXTwx2tajVJLGgF9oLC6HlX5TH8DlsKI2BCB7ZA6sWkJlzlrCew7H3ljDltfmEJE5itqD21sKUCiw1JTgcTmJHTYRiqsZNuP/MJcfoHr/Zqpz16MPCOfQ9+9gik6lx7m3UrTeu+G2225j1LxlWOsrvI/Zmopxa1yYMtIISf97P5htjTXYGivZ9cHj3lWTQLlaS8YFt1O2axVOaxN+EQnkrXix1X2bX7+DUTe/x+53niQ+6yLszVXs/vAJel16LwDWhnK0F5+PLvACPIc0uHbUI2X4o1D9cUpCWZZxfFOOJ78ZhUHC8WExUu/haCZMQLa70Z17FcrY7uAJR3Z5/rSsfwOlWo32ovNQBAYgV1YhDR2E7d1lrR4ju7ZlA+DcvBXjtVegiO/WSa0V/o7q6mpfkAXe74m8vDwSEhII6aDHvS+//DIzZsxAo2mbGuZ4E4GWIHRxepUepazELbtRosSD99FanvUgKpSM8B/Az43eSeMKFFwTdAWRrlS+07xKUlAE1roKX1mB3XpiiulObNZ4/Ix/vDLOPzqZxFGT2fbmXRz45g1v2Uolg6e9jMftxONyUr7zR9/1g258jvJdP2IuO4RCKdHj3OlU799KyulX8v2Cc+l27esUbf4cndGf4g0rAMi8ZB4l276hqewA/lHJDL7lRfyjkmko3ktlzlq0/iEExffG3lCByhDAjv8tIO3MG4nqexpqfUsiTZfDRnNVEWq9H2pjIMUbV5C7YhHRWWcQO+BMNKZgqvI2kDbhJnI/e57qfZvR+AUyZNpLuB2tk126bGbQwBkTPkezXoNskrFcPZNS+0ZkoO8Z96B+E1yNDsCB6+edGB7sjapP4B++l55qOwoFuPc3IZtdqE8NR660YZj9DJ59ZpyfVwIVOBQV6Of1RD20621AfbxJQwejccs4N21G4WdEwe/M1QOkhHikpEQ0wwYf5xYKR6Ourq7VFATwBlu1tbUdEmjt3LmTwsJCzjrrrHYv+58QgZYgdHEra1ezpPpjVAoVc2JvYGnV5xy2F9NNG83W5t1EqyN4KuEuGqwuLMXJ3HZ7T/z1Ek/fegf2m024X7gPh7kOfVAEA294huj+41D8jS1hpB59SLh0Njse904klT0emqsL6H7G9VTuWeu7Lji5L4d+WsbQWxdTtu1rdEGRGMO6EdlnDD89PgXPLz9fi9Z/RvKoSzCExmCpLqGhMIfk06ZiCI6ibMf3BCX2xmlpZOsbd+J2ePN9JZ9+JcmnXUnJli8IScmisfQAktZATH/vli+NZQfZ/uZ88n96H31gOMNmvU7F7p/Q+Yeg8w+ldt9m9n/zOkmnXUFZ9ndU79sMgMNcz55PniVp9OUc/O4tX1/ST7+FQGsK7k9KkLFBORjy9cTcejrFQGTYqciNDS1vkgzOtVW/G2i5i5rxlNtApcD+9mHfFo7OL0rRTIqDQD3OLw+1Ksu25BBSrwCUJnWb8v5NVBoN0qkjkO02Gq+/FdPD9+L4fjV4vH9kqH7JmWV89H6I+escakLnCgoKajPfU6FQEBzcMXnmli1bxplnnola3TW+j0SgJQhd3H/yH6IZ78jLxqZs/hNzDUsrV/BkwjyUKAlUmbCUxzBxjoHSX+07ff9rKh6bew677m7kDHrxrbSXdZFuzpUdaBVts6P/1oambbwU8DW3zH8aU0UddpMBVWw/dr8wh0E3Poe1vhJTRCL+Mak0lR9C0ugwRibhtjXz02OX0HPif3DZmn2bSgNU7FlDSHJ/LNUlBKcMoLmqsFXuqv5XPULvyXfjaG5AoVSy78tXiOozmj0feTdqHnjDMzSVeYMTt9NB+a7VFG1cAbJMROYotr91D7UHtwFQuO5TMifNRZX9Hc7mehqKWk/Kr9m3md6T5qILiqCpZB+haUOIShkDX1pavxEuGb07HKjHqlLz2x/dCv+2P8xd2XVYHtwDDg+aC2L57YCMp9yGZJD4ZXCyhcWNp7wSpanzV/91NoVSie7McShXLMNdV0/Asrdw7clFGRwEPb1JeHUTzkASGeG7vNDQUNLT09vM0eqox4br1q3jnnvu6ZCy/wkRaAlCFyf/6re0jIwaFV9kvE64JoTsAy72lSnxM3pwOFvft36PAoU5gojIdN5q3MV79V+gzP8Mo6SnzFHF6MChJOni/rDe9c072OssZKa6EGK9xx5VhuM5vItNr8xCFxTJOS9swRgaQ2TvUd72uZ2smj8e2eMBFChVrYOQkJT+VO/fSnTWGQQn9WHn0gd958J7DqMufyf5q70r8lRaA32m3IPT0ui7Zteyxxh11wdU7FnLrvcfxVxVQI9zb6V63yaCE/tw+KdlreorWPsxcYPOomLPz8QOnEBjyX7fOZXej4rda9j75csYQmKoK9iDX0QixqQs2FTXqpymhoMQHEKdyYop3Ygir9l7wk+FamjrXxaeJie2xQdQnRaOXOtAEd42qFXGG3DtrEfqE4h7R31LmwaD7c3XMT5wN4rfbk79L6Xp16flxYXnA+B2uyE7u1PaI/wzWVlZxMfHd/iqw+LiYkpKSujdu3eHlP9PiO9kQTjB+Kv8CNeE8MM2mUvvl7hwvpKL7lZx2yUyEb8aiT+lt0xokIMlVR/zXr13X0G1QoVHljG7m5l/6ClqnfW/W0dhdT1j3TN4SbOcFyOf8x0PxTs3Sm3wJ3Xc1VTsWUPZrtXYmxtw2qxYG6p8iT/zf/wfvS+dj8boXYofkjqA7hNu4pS57yFfcT0lWgtKVctE1YheI31BFoDLbqFs52psDTWtjilVar69exzFm7+g/vBu9q38P1LGXo2kNbTph9Y/lJCULFLHXUtY+jASRk5CoZQwxXRn2K2vcGDVm7gdNuIGn014z2Fkv3MvtYF5kPRLqgAFeMbpydnqzXkl2w+wf5wD803hKGYmonqoB6rk1glTnc021FO6gdWDMkyLIkqH+pI4UHkf10p9AiFah3tbPcowLZrzY1CNCENzUzKO8p+wffAxcnPzH336BeGEFRoaSmpqaoemdoiNjWXv3r0dNlr2T4gRLUHo4vobM/i5eSsA/Yw9GagdxLebPbzwkYJ9Rd5f3k0WePBNBXdOkbn/DQVDM2TmX+XiY8dS9lq9j9q66xOZEnYuT5X8H27czIy6hg1N2WxoyiZY5c9pgcPJNKaxrbiKlz808PqngcgynD7YxBs3LGWD+z0Ma9cDkDlpLjuXPozL5g0I0s++BVRqwtMGE9CtBw2FuVhqSsn97AX6XfMEzcDIO/+HKdSbeV5ZZ2Na8+M8dumtlL7uzdj860ShR9jqK6nMbZkP1nvy3dhqynDZLZiiU4jIGEFY2mDqD+9CGxRB9/HXs2/l/3nrUKnpNvRctr4xF5XOyPD/vEHCKZeQcvqV1B7aCQolDnMdYelDqC/MpXTbNwCsWnQOAy59guBTemIxl+MwNVP23fcEcx+WQ5uojjJw0FJIn+Q+7MnexJlRZ2Iw/CrIO2jF/sTeljlZP1SivSMNzTkxoAD3ATNuLWCQcK6qALUCRbgW61gTNVPPJyY2BIVfy2R/QRBObCLQEoQu7vGEuRTZS3EXDmDfQQW7KxTUNsD2fa2vs9qhf5qbH15yExHiJC3Sj7Dm0eyz5LOy/idujbySXNsBxgQOQ6NQ0+huZFb+A75Hk69XfMg7qc9wsDiS1z5pmVe1aqOOccMCmXHqFTSmbyJmdhYFaz70BVkAeZ+/ROYl86gvzCF++IU0Je6nviCHiF6nYAiKpBkwBLWkkOhj7MEdMddzOKiGzLg3UVfXEBXdi8NrP8ZcdtB3XY9zpyOptQQlZBLeYyiRfcZQX7Cb9HOmYW+soWjjCoIT+7Lvm9exN1QT2Wc0fS67H11ACB6XE6eliZ7nz6Jw/ac0lR1gx/8exO2wEj/iIsJ6DqPXRXMAmd0fPtnqvdzy3hwyLpzNno+eIuPC2b7jSklNXKCagLRMNmXvxOFwYDabWwVa7i11redkNbuRy2w4PimGKB22ObGYlc3on03Cb78bucKOOc3EzxUyZfsj6JV1OcOcCnSdvypdEIR2IAItQeji4nRR5O6K5fIHof6XvXOvOhOuPwceWNJyXVgghPgrGJKhBbzzgnoZu/Ns0nxm2IrJtR7g/8qX4pRdKFAwL/ZmQlSBVLu885FqXHWsKyklb3N3FlwDr38JBeXesvcXqggMjCZw2Pk0NljJ+fgZX70RY2bhyLydfCmA8KbvCXLlgkIirOcwDBlDCO85nKq9B1r1aUdzDrMPP4pWocGhdCKHy/w3PpPT7v2Mw2uWUXt4J0mjLiW6/zi0foEkjZ7iuzcoqS/7v3mD/NVLUSglmmuKsDd4VwGU7/iB8h0/MOim5yne9AVl2d+hVKlJm3ATSpXWFxwe/mkZ0f3PIG7wOTjtFg798C6WmlJfHfqgCBxNtRjD4nCYW+ZreZw2AtUuisoqcTgcSJKEVtt6DpbC9Ds/VjVK9Hf1pCLWxrr1P+NwOFAqlWRlZVGtqmFNdgR3v94yivX6PLhy/B9/TQiCcOIQc7QEoYtzOODNr1qCLIAlX0GPeLh4NBj1MKiHzOtzZYZktF2BZVL5IQNPlbyKU3YB3kn1z5cu4ezg01pdW1GpZeGHShYsgevObjk+pHfLTPsmux7NgJkARJ73FB+4nuaCR2O55CETMz8/lzL/s9Ck9eKzcTGYUwa2ynl1RJmjCgC77KCnIYVLw86hyd1MUEIG/aYu4LR7PiFx5CS0foFt7nXbLBRt+AzwrkyTPb9dugcep4Oy7O+8H7uc5C5fiMYvoNU1stvFN/PHUb7je3qceyuSxjsvS1Jr6XXRHNxOO5mT5mKKTqXfFd7M9yXbVlHp1HO4qBhJkhg6dCj+/v6tylX2D2i1ElHZ3Q8StdgzdezYuQPHL5sjezwetm/fTlx8Eg+92/o9un0RlFS16ZYgCCcgMaIlCF2cxQ6FlW2PV9bD7kPwwLUypw9w0Svxj3PG7GzOpcpZ0+pYs8dCqCqQq1T/QVEfS2iATP5e7ybNHg/syZcZ1kvBxLFNZKW2BFoRwXBAez4Dr1FxyHgeb77X8vfazoMK1hanc/bwciYYoxkWm+5dIfYbyTpvstTpUVew13qIL2p/oMZZT3+/DHoY/nxfMo0xgJDUAZRtX4XH5USt90OlNeCye9MyqA3+KDVt972zNbTkvpA0Oiw1xbjtVlQaHXs+fZ70c6YR2C2DprIDVOZtpD5/B4d+eBeA3r8EWiPveBO/2J4kpJvRarWYTKY2Ocm0fUPhLiXyYStoFBCjxeOnxOFw0NTU1Opal8uF2+XC/psVoxY7OF1/+jYIwh9SKpW4XOIL6HjyeDx/mLdLBFqC0MUFmmDKWNiY03IsMhgyEuG5W6FPqoKwwD9PzFdsL2Ni8Bksq/nCd+w0/6Gkll7GA/fraGwGjRrumgohAVDTAOFBMvdcW0352zNJGfWs7z6VCiYN8iDf9BFbr72oTV17i1Us6OFNKFruqGJVzVp6EMeXtT8Qb4glThNFf78M3uv+PDmWA3TTRpNjOcA39WsIUwdzif9Y/GQtqcE9Uf4mxYHT0oQsy2Rd9QjfF+ViqS5h38rXGDbz/6jatxlkDyGpAzCXH2p1n0KpxD86FY1fIC67haTRl6H6ZZXivpX/R89zb6XmwFbCewzn8JoPWqWB0AWGE5zYhxogOKkvkiSh1+v/8L1uzqvE8/AB5KaWX3TSrET8TokgPj6egwdb5qAFBAQQGGji2rM8/N+Klr7eNgm6td4VSRD+NqVSied3RnqFjuN2u/9wux8RaAnCCWB4T1j0H/jwR0iMgkljYHS/v3//2KARLK36nOsiLmGbeTcD/DI5X3splz2ipfGXOe0OJzy7DC4bC2+thLFZMhuuC8cQGgO/CXiCSnKo++5besysRq2KbTX6MnaQB5BwyS7erfyUCnsNPYjjrYpPWGfZRpo+kScT5pFvK6bGVUez28qEoFNJVccRVFbLwQOf0xhqYotlDxMjJmDQmnA7HZRs/Zrsd+7D7bTR97L7OPOpnzGX51ORs5ZNr8zCaTODLDOoW09Cug9k6IzF+HUbgLrKiLJJRtZr6DX5HmzVRRRt+hyNXxCG0Fgs1cVse/NuYrLG47RbyLhwNtvemIe9qRa1wUTfyxdgikympuY3iUz/gFxibRVkAcira5FOjSYpKQmVSkVJSQnBwcF0796doMAA7rkShvSEjbkwojecntXmLReEoyJJEna7XSR07WAejwe3291mruaviUBLEE4A/dK9/24+/5/dP8DUG51Sx35rPuMCR5Csi6c4P4wDJa2vazDDiN4y5w1zYV4yAICsax5HHxDW+sJfHpdl3nUBS5/6nmeWG6lpUnDDuR5OG+AEJA5YCqhy1vFj/QYuYSynBQ4jz3GIvdZ8iuxlfFX/I2saNxOlDuOqiIsIsiupnH89AFqNjuA7n2anZgdDIkdQvW8T3z9wnm9j4dWPTmbsQyuJyToDfVAksttJVd5Gkk6dQlS/02koykMdGIN2hYxm7S8z+hUQPfssvnyrLx6HjZxPn2PYTG8qCI3Bn5CULKz1ldQe3M6A657GUl2MX2QCMgr8oxKhZs/vvreVZeXU1NfhdDoJCgwiOLDtD1w5QkNxcTFr1qwhJiaGIUOGEBAQ4BsZiwmDqyZ4/wlCe1Cr1ciy/LuP7oX2o1ar/3LjahFoCcK/RC9jd3oZu/te62PholHw3nct1/RLhX7JDvQVq7CcfQv+sWmEpbXdsFfK6IH69DE4V33P0AnRvDdjNvJ/riS2XzzgnR+1rmkbb1d9ggEdSLCo7C0ujTyXr2pW83PTFtY0evcdLHNW8VzpGzwd+R8AdAFhOCwN2Ja+iuv2xwBoKMz1BVlH1OzfBr36UBrkJOyi6+mnWwBARd4GXJZG1O5YNGt/tYJABvVnTaSfdxvmqmIiRl+LTeePweiHMSAQQ3AwfhHxqHRGSraspL54Ly57M6lnXNcmw/0R1RVVbNq6hfr6esC7f9vI4acQcGow/FjrPRagRjoliDVrVgFQUlJCSUkJY8aM+dNHkIJwrBQKBSqV+DXf2cRnQBD+pQL84KbzIcgEKzfB4J5w7VnQPV4L8X++670UEoz/6y/hXLsBuaoaVd/eqHtF+87Lsszy2lWt7rHLDtyyhzRjEusat7U6Z/XYMDqVdJtyL+bKw+gCwvC4nIQoAwHQBbWesKRQSjQMH8jle66hxlWHn9LAC4n30vNgM6VbvyasxxDUyt9sMAgonDL+cb1wJI1h+75C3/FevXphtVpxOBwYjcGkTLiJZEczOlMICqWyzahA8+ESPKXNaDQqQowmX6AlyzIH8g8y7OqBuIYH4rG4kWL1HHK0Xc3QLLK/C8K/ggi0BOFfbERv79ygGWUQEwKGtrvY/CFVXCyqyW0nw4P3L+mhpn5sNu9sdVyrUNPgaGRUwGDeqvzYdzxYFUhEzmG2/u8B37HI3qOJrqhh355XURn8GTrjFfZu+Qzn8OFIsQlsVOTT4Pbug2j2WLi94FGey+9PWEAoSpWW+prtGPr0Q73D6ivTeUEIgUnBbPlpfat2HTx4EFmWqampoby8nKysLCJ0Lmr2bcEUnYxfZLLv2qadB5Hfq4HdNgAyxvjjl5XMjsKWSe5ODfgNifW99i+0tXmPTCZTm2OCIJx8OjTQ2rx5MwsWLKCwsJCMjAwefvhhkpKSOrJKQfhXK7NXYJL88FMZ//Jaj+xBqVCiUkHqH+8t/Y9dGDqenxu3kNfsDUDmxt7CKYEDuDbyEmqsVRTbSvm+cQPh6hAWB9/O/pdubHV/+c4fCE0byO4PniAsfTBhYyaxevJgltatgHqIag7jlsjLeaHsTQDqXA3EJGSx5eHLkGU3w29bgvlcO/rhYSjrZEjV4fSrRWdKxs/Pj7i4OBQKBeXl5VitVjwej2+VY3Z2NknufHLfvRuVzsiYBV8CRuoL9qPZ5/YFWQB830R870h2S4fxeDzEx8fzxRdfMHbsWIKDvZtPRkRE0L9/f3bt2oVSqaR///5t9ntramrCbrej0Wja5OYSBOHE1WGBltlsZvr06cyePZtx48bx+uuvM2vWLJYvX95RVQrCv44sy5Q5q2hwNvJ57fd8XPs13TTR3BJ1OaMC286tAthryeedyk/ZbdnLlPBzOT1gBEHq9v/FnqJP4O3uz3DIUoh8wM7U8PPQqDSU7/qJ4o+f4fqYeGaNfhC9zUWIWU2Zrm1iUwXeSfdVeRuRZt7F0spHfefKnFVUOGsIUwdT5aylhyYB56F836bWa5+5msQr7ib0lAuRGt14ag+jMitQOyOJj48nNzcXj8dDt27dSE1NxW63U17unTjv8XiQNN5J7S5bM9vfvpfIyU+z75uXyXBe1aadcr2TIUOGIMsyeXl5OJ1O38pCAK1WS8+ePenWrRsAfr/Zy7C8vJy8vDzKy8sJDQ0lIyODqKioY/wMCILQFXRYoPXdd98RFxfHxRdfDMC0adNYsmQJ+/fvJzU1taOqFYR/hZzDcKi+jt0Bn/JB/SecHzKWl8v/B0ChvZTdln28n76w1eT3HMsB1jZsYUdzLt100WiVGmYdepCnEu7i0vBzOqSdgWp/+vj1IJtsJIVEQ/E+vrv/HFx2C/17PszOORfgtDSh0hkYfPNC1j53nW/Se/yIiyjf9aOvrCZnU5vya5x1JGm70V9KYlJlN3C5UBv9ST33dmwjh/GRfR1TCiox//Aahau978+Au79kz+GW5K2FhYVERERQVFTkyz0UFxFM6WfP+a5xWr2T6vevfJVe025C/qaxpRFKcEeqqKurIyenJdmZy+XCYrHQ0NCARqPB4XCwe/dubDYbAwcOJDg4GI1GQ2NjI7t27aKiogLwBl12u53hw4cTGBh4LG+/IAhdQIcFWnl5efTs2dP3WqPRkJCQQEFBgQi0BOEYbNsH42fDjHs28d+qxYwKGMxPDZtaXVPvbmS/Nd8XaNU46ni86L+saljnu+b6iMnkWA7wZuWH2GUH/pIfpwQMJEwd3GFtbyjKRaFU0uPypziwajFOizd4UiglDv24lGEzF9NQvI/gxD4c+vFdqvI2AqDSGoiz6PBTGjB7WvJZjbenELh+K7a8LZTnLSLjgS8ZMu9TilwKHml8nUv1Z6GqLvAFWQC230m5Xl9fT69evSgtLSU4OIj6jcs4dGCL73yP82ZwZP1iccN3xF53GnzRiKwFxcRgtjQeIMKvZQRKoVAQHh7O119/TXNzMxkZGeTm5hIXF0dKSgoHDhxArVYTGxuLRqPxBVlH7q2vr8disYhASxBOAh0WaDU1NbX5IWE0GjGbzb9/A5zQ+T6OtP1E7gOcHP04GfoAf9yPL9dBRCAUa7Ix2HVU22pI0ydy2Frsu0aBgjBlsO/ePPMh1jVs86ZaOFJO9Q+cGTiKOlcDZnszD5cv4saIKcyMuQqlov2yZf66H06/FMrGbaHaKhFcuwClzo8eZ0/D7bKjMYUgaYyYorvj360nccMuRKHWo9LqCeyWwYHn57Ho7mdY7tlClb2a85VZpJW6yVn1MW6Xg8ypD5L/8ycoMi/AFaYl31YEegUeayNKbcucNaW9qU3G+aCgIKKjo4mO9q6crJfOx2Otp3LPWhJGTiI8cyTmkhqUWiOb37kT1/RX0d7YA5vTQYOzjKiwGPz9/Rk6dChNTU1ERUVhNpvp1asXJpOJkhJvwrLo6GjWr2+ZiF9YWMiwYcMICAjAYrGQmpqK/Ks0Fu39NXyyf2+cSE7ktgtHRyHLcts10O3giSeewOFwMH/+fN+xiRMnMmPGDEaPHt3qWrfbTXZ2dkc0QxAEQRC6rL59+4rs7Se5DhvRSklJ4aOPPvK9djgcFBQUtHqc+FuZmZkn7Bec2+1m165dJ3Qf4OTox8nQB/jjfqzdBefdBZdNrGBoVgPGqDLuLXkKq8eKVqHlofjbGRMwFKOqJRmm1WXnudLXebPK+z2pQMG9cbdSYq/A5rGzoWkbB+yFmCQjy3v8H1Ha8A7px/RnFSz93juaNHvCYc5L+J4db/yHjAtuY8/Hz7S6L+OC2zFFJXJg1VtI/kGEjL+UL4PK0DSZ6fddDnHdh1O243uMYbGojYGEpQ9m3XPXk3ztYtRKD1U/vU51zlq6X3o3/sGx7Pv0OVy2ZpLPmkaZIgxTQAihoaGoVCrCwsLQ6dpuRN1cXUzuihex1FfjP3oazT+9Qq9Jc1Bp9RiDIiksLKSmpobi4mL0ej0xMTGo1Wq2bt3aqpwjn0Or1crevXtbnRswYAB2u3cC/65du1qd69+/f7tOtTjZvzdOJA6Ho9WcPuHk1WGB1tixY3nkkUdYuXIlw4cPZ9GiRfTt25eIiD/eKVWSpBP2m+aIk6EPcHL042ToA7Ttx/BMWPEYHCiJxm718HzFXdR46gCwyDbuK36WDL9UUrUJvnv8JAPXRU+ir39PKpzV+EkGtjflEKeLQuVRs9O+D4C7Y6YRa2if1W4NRXmYqwrRBcX4+tEzSUnzl96VhAs+Tib12jI89mZkpw2PvXUCT3PJXqr3biT1tKk0NlVhlFWcv1dCp4pCNyyDuvydOOrLKdv8BRG9RxHd+1TSxl2NVJtHwY/vUrPfO8dq10u3Ejv4bIbNfpe6hkbKq+sI0elQKBTk5eURGxuLJEnExbXNcVF7YCu1ezdgaajBf/Q0XLYmHPUVVObvxNHcgH9cOmarH2azGbPZTG1tLX379m2zoa/dbic1NZXm5mYOHTrkC6xCQkIICAjg22+/JSMjo819SqWyQ76GT9bvjRPJidpu4eh1WKBlMplYuHAhCxYsYM6cOWRlZfHYY491VHWC8K9Rs99GpGQhIt5Drb8DS6WVG9VX4+fx4xPpMw45CmlwNba5L1IbztnaMbicDuqd9fQ19GRjUzYyMrNjrqe7LpGRAQPbpY0lW7/h+wfPx223ovILosfcbwE4e6iCT3508fNuFQoFVBq7kTrqQhQKJSqtAbfLgaTW4rI1E9XvdNY9fz3+0SlIag0bXr3TW7hCwWn3reDQj//zbs0DGMPjsdaWoTYGYgyL8QVZRxRv/JzkC4upc6g4dOhQq3NBQUH4+flhra+kdOvXlO38kbD0IQTF92LtM1fhtDShNoUAkDbhZrLfnO9bDalQKjnljncpkyTcbjdutxuj0YhSqWwVNIWFhREQEEBAQACnnHIKDQ0NSJKEyWSiuNg7t06WZXQ6HTabN0eXRqMhLOw3e0wKgnDC6dCEpUOHDmXlypUdWUX7cjtA+vPNIQWhM+1b10D5ASvbF7pw2WX6Xe/H4sg32fasC4fFw6xLh1A6YRPdVG1HZ5xWM4XrP2X/t0vQB4QRf8rFnNNzCFVaOwalnlhdZLu00dpQxfqFN+K2ezOye5wOAMzVxaTExrP0rjrWrdqMLjWBZ/VP0T0plvHmCNKf+Yztjv3Ue8wM0Pek4edN9L/jVfwDY8j538No/UNQ6/wwVxZQvX+zL8jqPflumisL2bDwRgLietB78t30uew+XLZm1AYTVQe34zY30GT3IKnajiLo9XpMJhN5K15kxy+Z6Q988zqJoyaTfNqVSBodAfG9aAKsNcWtUk7IHg95X7xExqVPszPH+0hQpVIxYsQIDh48iNvtJjk5uVUW+MhI7/u8apV3i6LMzEzAu1I7PT0dhUKBXq8nMjJSrDoUhJPAv3sLnuZqKNkCliqwNUDReuh+JtjNoDFAQzH4RUJICvjHQ2AcKNtvNZYgHI2izTYazTY2PeH0HdOgpWCLB82UAJQo8JjtDNwxlu3fWQmdUopFaiTNkES4PoKiTV+w5smpvntLtq5kxOy36D747+XQaq4upqF4P7LbhSkqEf/olN+9zmVpwlxZ0OZ4jdxEqeUgUeHhjBnVjWrZwMWcxtM1r2OKjeLnxlc4bPeO7ijNn/LaqLuovv1yHOZ6ug2dSNLUS6nYvYbMyXej1puI7DuG5ooCrHXlHPz+bQBUOiN7/5+9sw6Pq0z78H3GfSYzcXdpkrq70UJxKe67uCzO4iwstrDIIgsssNhixb1Yoe4uSZo07jaTcT3fH6dNCOkuy6Ltd+7r6tXmyHved5KZ/vI8z/t7Pn6KprUfSuOo1GTe9HfWJLkZafGRGjYy1jIOv8tHfX09cXFxJCQkoBd9bH/zL4PmW7v0dcaccw9bX7uLvHm/Q20vY397h8RYFIVSsmUYNmwYer2euLg4MjMziUQi+23qq1YPNKlubW2lpKSE6upqKisrKS8vJycnB61W+199X2RkZH7b/P8UWs4G6KqE1X+DSukDGUsajDgd3j4bjnoaFl8HpQsh4ISQWxJiVR+AKQmypoH5p/ntX0bmv8HtEenqEfH2Dt4SHkvV8Pg2LatWS78ApNo1vDjGTc2ET7mo/mmCYojp5nHckHo+nUv+NejekMdJT81mEoomEg360MUlodIMLQgH6K7ZzI53HkKp0mBOySXo6SYaDhKXVTrkWkN8OrmzTmPPVy8DoDZI0ZwzWm6nrqGZMkMhD+bcjNhkwrFNy2N5N+JS+3k5+O7Auojxtusr5tuSCHmcNKx6B709meYNi6n95jVGnfVnjI50Micdy9Zv9UeMLxjLtkX3DYwTCeN+/1+sPzmHjf5Kzu86lq6GDgRBYNy4caSnp2MwGPD1tKE2WIiGBlrrKFUadNZEDI40oqEgagBRJKFoAp2Va/qvK1pwISprAjNnpmKz2TAaB6wk9ieyAKxWK6NGjWLTpk309PQQi8WYPXs2er0eo9GIIAj7vU9GRubA4/9PeMbTBVtega2vw0uHQ+2SAZFlTARjAkQjcMi9oFDB5KugdROIMYhFoWkNbPgHtGyAPUugp/bXXY/M/xv6fHDH8/DGVjUmx+DUV72oZlXlwNu4pUegPa2Ou3ofIyhKKbul7nV85VqNdT+iSGtxsOKhc3n79wUsve9UnHvTcfvwtNVRt2wRrZu/IGP84bRu+ZKNz9/I9kV/wdvZuN/5KtUaRp52O+Un3YA1vYi0S+8GoCMiubFv91Xxl6Yn0VuluqaOHa1EvOEh42hREYsOmIv21m3FkibtwOvevYGOXSvRmh04Csb2XyMyNOIU87nRC1rWeDYTcey9ThTZuHEjkYg0vsGezPgLHxl0X9HhF7L19XvInXkqpuQcAFY9diHDjr+Gcec/xPBTbmbGjW+QNPIQTCYT7e3tNDY2UlVVxbp166ipqcHrHVzg7/P5qKmpYfXq1UQiEebOncuoUaOIj4/H7Zb8vWSRJSNzcPH/I6LV1yKJI4C2zRDxgyUdBAGmXAP+XuitlcRW6yawZUFfkxS9WvkgaEww+w4oOhqW3iWNU34KFB0O+fPB8PM5acvIbN8DDy4SmDNcwckjTMy6KUKwBza/6cEfGSosusT2Icc2endw1qzfU/3ZcwScHQBkTDgKlUbfn2ZrWPkOiCLTr38VlVaHq7GSrqq1uBoraN64GG9HAwXzzmXbovvoqdlExQePkzx85n6jYJbUPOwnXcQzY0NMsdsoaYVzEheiVqn42rWGFe6NGHLCDCufxI6tK7H2GhlhKGZLoAIAraBhbl8q3a01/WM68kZT8+WLAGiMVmxZwwj7+yg6+lLcbXvoa6rE7+wgLncUvXs29d+nO/xEVgXeR6/QoYoMCNVIJNIvtACyJh3HYX9dgbNhJ9GAl0jIj7+7me1vPUDR0X9AAEqOvIye6g0kj5hN2uhDAOjp6eHzzxYTFxeHXq+nsXFAgI4cOZKsrCwUCgVGo5GGhgbWrx8o1G9qasJsNtPQ0EBVVRWjR48mEAig1WpJS0uTa7RkZA4CDn6h1bELOnZA9SfQXQOjzoSMSdCxE457EVY+BK0bpWv3fAlTrwWVFvQO2CzVfRB0wydXwowbpQgXwNZ/QVy29O9hx4Mgb9WV+Xno7YOyTJHzk9x8fpW0m1CphiMejsObBiY9eKS6cwQBCjR2lF4lUQbSjLN1o2jb9jXjzn+IWDiISmdEUCj55p4TBz2rcc37+LqaaN3yJVte/TNKtYa8uWeRUDIZY0Im0XAApUZHNBSgfftSgu4eVI7U/c7bFXWzNVpPejCHEjL5Z8cifAS4JOUMxhnKaQ62s8NRhWaGmQQxh/s1d7BHqMIT81KszcO0bgMbbIkE+7rJnraQcMBDyOtCY7KRNu14qt5+mNWPXogprYBR5/0FX1s97oIsusOjSd+9AH2Xi76SXB41byQSiXJb8mV41zr75xcfHz+ouXM05Gf34meo/uyfgCTmyk/8I5teuhWFSoMIjD77z4O25YfDYVwuF4WFhVgsliE7Gnfu3InH46GhoYGZM2dSVVU1+Hvb2zuoeXRFRQWJiYns3LmTqqoqDjnkkCENqGVkZA4sDm6h1bASVvwVfF1QtxTm3AkfXtLftJYtL8L4iwaEFsCud2HevbD+maHjhQODv1ZqJRFWvwwyp/9sy5D5/01hJpw/JUz9EwOWDdEwrHnKw4n/MPDFQ/Dal9DjhpNmhCj0eHhAfRoP8zldURdnaGcy1uNgzRNn9d+fO/sMLOmFaC3x/REugPiiCTgbd7Lq0Qv7j21+6TZGnHoLGoOZoLsHQSl9bKSOmY/OEv9v552lTePk+CN4suVfHKqY2H/85Y53ebbgXk6ouJiwKEWUSvT5vFT4V0q1c/B0NtK1bR2+cJApVz5HV9VaIn4PWkcKhZc/SH2Kjtpv3qZ185cAeJp3s/avv6P0ovsxbN7O3CPPwRvfhyGqo9vg4exAISaDCV1IjSFfTWdTB3a7naKiIjSagV3GPbVb+kUWQMjroqd2C2ljDyNr0rHU9Xzn/Q/U1dWxZs236rWKivD5fHi9XgoKCtBqtajVanJycmhoaBhUBL+Pb6cKVSpVv5Dzer04nU5ZaMnIHOAcvELL1QQNKyBtHHx+g5QG7K4eEFkgiaTv7iIyJUE0BnmHwO5PpBBB9kwpnWj6jpGjGIH3L5BSi8e9DKT/3KuS+X9IQTpESkU+HexlibcjRiQkMq4ExpVAx65VrHzkfHYaLIyYeyZ/8Y5AFZ9EGlmsefySQffuWfIyc27/gNLjr2HHm/cTcHViSs5h4sWP07Dq3SFziAR9RMNBzKmFRPwekstnUnrslSjVQ+1QouEw7tbdCCJMjRvN4+JLg86HxQg1gYZ+kQXQEGyhLtiMzhdi+V0L6d5bbK4xWik5+g/9rvFJZ17N7ow4hFUfDhoz6O4hKkDa9NNY/vkafD6p8bTRaCQrPR2/34/JpMPv91NUVITD4SAuLm7wvPzuIWvxOzuY8od/YErJh57Ng19/r5eNGzcOOlZdXU1+fj6iKNLS0tLf29VgMJCdnc2wYcNYvnx5/+7F3NzcQQ2lc3Nz8Xq95OTkUFtbK5taysgcBBycQisakWwbwkFIKoe4XBh9LgRdQ6+1pA38W6WDoiPgo0vgxNel3YdaI6x9Eio/kATVxMtg6ysw9nyolkwYCXlgyZ9g0j9+mfXJ/L8jr1xFcpmatu0DReNjzzJjiJP+I3Y2VrD4hjn93lVdlWuYcuVz5M08g4ZV7xENBUifcAS2jBJEUaRp/SeYk7Ixp+STWDIJUYxhTStCH5eEs2HHkOcr1VrisofTtm0ZI06/nZQRs0gonjjkuoCri22L7mPnOw8BIuXn3M2pow4H58A1f0g+EzFgYLJuCqsDqxhnHs4403Cur7sXm8LEOWeche7hRgJdLYS8LnzdzWit8QRdXcS2bqBz9FSmjJhF49I30MclE/I6Uag0JGaNwOWP9IsskMSQSqWioaEBhUJBWVkZaQ4zrqZtdHebsGaUoNJKrYpsGSXo7cn4e9r67y9ecCHGhKz9fk/CQf8QJ/dYLEZqaip9fX39Igvon5PZbGb27Nm4XC50Oh02m43e3l4SExNRKpXU1NTgdrspKioiKytriBiUkZE58Dg4hVbjatj9MVR8ACPOgPl/gQ8ugQmXSBErz97fIDMmSjsOZ9wIkRCodeBslOq4EKG3BjY8K6UeAdY8BpOuhIWvwRsngb9n4JnOvbsQg14wWH7R5coc/OhtShbc46DyMx8tW0IUz9eTM32gl6GnbU+/yBIUCjImHIGvqwlvRyPWzGGM/f0D7HrvEbav+RBBoaT0uKvQx6ejNVqBokHPSi6fQfa0hdQtWwSCQM6MU4jLGUHqqENIKp+OWmdCZ91/yrB1yxJ2vPVA/9fu6s1M9qZCGZyrOYRsZTLC7rnc9o904mwzufLkaoS01TzQPPBLyhahksfOuITAQzcBUjRNqZYK7m2jZnCsZgJJ84+lLfd2vql2kBPvZtbIKInpedTU7B4yp33Ro1gshiXm4tPrTsTVJJmLDj/5JsoWXo/GYMbT1ciYc+/D3VKD2mBBZ0tEodFR+dHjWLNHArb+MWORMA1fPU9u6nB2Nw6kXveZk/r9/iHzUKlU2Gw2FArFoLosj8czpOdde3s7s2bN2m//RRkZmQOLg09oxWJQ8xms3/vBvfVfUlRr3PnQvVuqv/J2SVGvuCxY9ySojdC8FqZcDTv/IQmxhlUw7oIBkbWPXe+APQ/s+dI9+yg6Qvq7YydkD/1NX0bmx2LPUTPpAuuQ4xurYFPLLGLHryGh6w2y0000rHqXhlXvsev9R5l67Yt4O+rpqpR+XsVYlO1v3k/6+CNILh9aW2hMyGDKlc9RvvB6YtEIhoQMjHsL3rXmoRGWQDTI8r71/KvjPX7fYR50zhCfzq53/k5c2ank3P8EfXM+4qIX9qbYmzX0PjmMBX96d9A9ETFKm02BGkk02nNGULf0dfLmno3G7SOx18AXe/K49Il9r0UiU7ZGeC41RHx8/KD2N9/uhZebk0Xryjf6RRbA1tfuIm3MocSXTKJt05dsefXO/nOlx19DYulUNr10GzERSm/5BmdjFY7sEvpaa9j0/A1M+dMXmEePpre3F4PBQDgcprOzE61Wi3JvWx6Qehampqai2I/hsSiKCIIwyAzVbrcP2hEpIyNz4HLwCa3OnbDz7cHHFArY+E/JsmHLS5A9HQoOg5APio+WjpccA59eBaG9vjcNK6RdhYml0q7FfaSNBW8nHHI3dFWBu1mq33JKjtZ42yAcgv3UrsjI/Bg8XWE8HTGMCUG6KxbTtn0pqrgclrsWcO1rxcRi45k9vIybk/9Bz54tAPh729j84q3o7UN3Bvp7Wv/ts9R6E46CMf/VvFa6N3DW7msAOCrhuEHnxGgYldYAgNbqYEl19qDzrT2QIQ5tF5RizcZ+2PlY0gpRG8zMu+dLjPEZfHTFeCbPuYInHh4cNV6xXUVVo8CCyXrmzp1LXV0dsVgMs9lMOBxmxpQJNHz4IH3NlUOeFXB10LtnMzve/uug4xXvP0rqmPlEAl4UWsmEdM8XL2D/3T1SbacYQ9Db2Lp1K0qlEr1eT2JiIqtWrUKj0VBeXk4wGEQQBDIyMohEItTU1GAymYiPj0epVBIMBtm1axfDhg1j165dUtTNYiElJYUVK1YwZ84c2SFeRuYA5+ATWq2bYdgJkpgCKTW4+lHInQ3mFFj9iPR38kgp+qWLg+QR4G4ZEFn7qFsq+Wd9cBFEAhCXJ0XHAn3QvhU+uUq6ThBgtmTKiK8LunZByohfasUyBykdFUEA1j/fR0KBjh3veWlYG2TWtZtZ++RJ/Rs5UhIf57ojl3Dve5l8tdXA2WNGYEkrIODqJORx0l29gfEXnkXDyoFfQASlCkt60X6f+0P5sOer/n+/ZNnJheffQverjyOKMbS2JMae9wBuIODspKTECQxE5bx+GObOY4x+GBv8UvrsVO1MDMtXoVRrWf+MJOCSR85hzq3vMu/uz+l1tWMxJgODjT1FpMhVYmIiPp+Pvr4+gsEgCoWCzqY91H39CsVHXEzbliX99yi1eqwZxQT6uoeYnYqIKNWDRU7r1iVEQwHMKfmUHP0HBDGCKIoEg0Hy8/PZsUP6pSwUCrF58+b+AniXy8WqVauIxWIoFAomTZpEIBBAr9djMBioq6ujqKgIQRDw+Xw4nU56enpwu92y0JKROcA5uIRWOACxiLRb0NMOw0+SitRBcnbPmAgLHoGl98GONyX/q7KT4J1zJANSrVnaibiP7Jngd8Ixz0ipRl8nGBzg3QhLBtp+IIqw9jGYcwi4miFl+C+5apmDkGBfkOolfgyToGlTiOovQ7RuDRFfoKZp3fODdsv6O/ZQat4KZAKgi8/DljkMY0Im8cUT6K3djt6ewtjf3c+Ot/+KLi6Zsefeiz3np/k5TdUk9f97TbiCqqwWnr3h78RWfo01vRhTUg5uV5QJFz9GgTrIR1tCrN8tRXwvmd+OYdMSbkkfSYMyG3UUHC1OtGixFZRiyyrFWb+Dts1f4u1qIi5nOJZQkKtOglPugL2ZOU6ZC6MKB+akUqlobGykt7dXmmNqKsOOu4auXSsoO+FaGla9hyEhk7yjrqQvqiHYVk/BvHOp+OBxtGY70UiI3FmnEfT2Dlpr5pTj+ovny0/8I72tdRQWFrBrV8V++yDm5uZSX19PTU1NfzozFouxceNGUlJS2LBhA6WlpXR3d7Nrl+TKn5mZSXt7OwqFYr92EDIyMgcWB5fQcrfAsvuhYJ6U8lty++DzmVPg4ysgvLdQdfsboLVIpkTrn4bDHoKv7wRnPRQukNKKi04CQ4KUKuypkdKSZSdKthE1nw+MHdjrcZRUPjC+jMz/SEeVyKZXPUyZBI48Feu/lnatRYIiKo15yPWiQhIuRelRtFX/oGHVewBYNiwmoXgCS+44hpJjr+SIR9ahNpjRGIfWev0vbPLsJF5lJ1HtoCPczXnquczpScIS6EY/6hA8LTUsfeBMSm/+mtWPXUT58VfxwvmzqGwUEL2tOHwrsdsT6d6xHvcXL1J81KV0Vayhq2odgkJB/rxz0ZhseDsaiQS8rHz0QlwNOxl22KW8d9eJ7GpQ4bDA+BJI/VZ9vsPhoLCwELfbjSAIxMfHEz9mOF0Fowl5PRjHnUh9UztranoY5tuGZ+OnqAw2pl7zAt27N6LSGXHkj0FvTcGSXox/r9dYzvQBg1e9LRG9LRFTXx9xcXYUCgV6vb6/EH7GjBns2rWLuLg4AoHBHlx+v78/UrVr1y5mzZqFy+UiEAjQ29tLd3c348ePx2KRN9bIyBzoHFxCy9UE5Qth+V8k93dLBvQ1D5wXGSqCGldCykipaXTFB5IYG3a8FAGrfE8qfO+qgvfOg8Mfl8TVZ9fBrNuhYfnAeMOOlf6ufB9yZ0DOjF9gwTIHK6IotdgECPTGMCcrcbdFcTZEsJx4OkrNq/0NkBNKZ+J1DOOec0OMUL9P68t/7h+nr7mKzElHA7DrnYfIm3kqxoSfxu+tKdjKmVVX4456OC3hGKZEsgj/7R5qdm+kBig/6Qap7kkhRWUiAS+137yOJXUDRcNnEoq48Pn8xOWMwJRdQtPqDwDoqlonvQaxGLs/fYbJVzyDxmjD19tGfMFYrGmFaLVKylSfM+OQURjsQxu86/V68vPz8Xg8/e1vADLGH47b7eb9998fiECJIrXfvMqUK//JigfPRdz7wmut8Uy58nnisoaRNm4BIDnBA/T19dHb20ssFiMuLo7c3FwANBoNNTU19PX1odfr6erqIhKJkJycTFvbgG1ESkoKnZ2dgBThCgQC2O12tFotCQkJDB8+HJvNJvc9lJE5CDi4hJZCCcvuhUhQahp9yD1SLVV4r69OYqnUMDr2rd08KaOgfjmULoQVDwwer3ktjL9YElrlp0DACUllMOw4qSD+pDclQWZOAWMKBJBSkhkTfqkVyxyk2HKUlB5hBLqoXuJn3Fk21j7XR7BPZNNrxcy7bSnu1i1olFos66tQnDsJ0Woh+OdLaf1OCktQDJhexqJDmzf/t/h724lFIxjjJe+5ukATPREnAM93vMl45xH07h4w8IxFwsTCIRTagfSXt7MBe+4IVj9+CckjZzP29/cTnzeagNfFuPMepGH1e0Oe62rchcGRhquxkqpPngJApTUw+cpnef+SEYz93f1kTVuIWqsfdJ8gCJjNUvTP7+yge88WEBSYs4ajVqsJhaSm210hNblzzqZ1y5f9Igsg6Oqid89mGla9S8qEY3AAzrqtiPo4KioqqK+vByRT1ClTppCYmEhqairx8fGEw2EUCgXJyck0NjZSXFyMwWCgq6uL1NRURFGkslIqzE9PT6eiogKr1crIkSNJS5Ne36amJrq6ulAoFMTHx5Oauv9WRzIyMr9tDi6hFfFLIgukkMDSeyXLBns+dFdJVg8zb4aVD0uiKXMqZM2Aba8BAmiMgwvi9Q4p0pU2FgQFhL3gKJQEXVwerP4bVC+Wrh13CaSdI/070AshP2gGf/DLyPy3WOLVlBxuoD0GxUcYMDgEjn08Hk9bDK1Z4P2rYwT7pEjOzNNGk2laBHX1mNfXYUrKwdMu+bplTT2B9h3LAEgdNRdrRvEPnksk6Kd++Zuse+YaoiE/I065hfz5v8OusqFkoKeiEB5sR+DtqMeWXU5f60D/v8zJx9G8/mNUOiOF888jLrMMAJ3RiqC0E5dVSuO3nOkFpQqFSsOWV+4ke9oJ35qTj+rPnyepbAbL/3oWxoQsEksnIwgCCuXgj7W+1hqW3X8mhpR8TBmltO9aw8gxx7F2ndTcuaPHxahZV+Hb+MKQtQd02divakOpqJbGMmShcLv7RRZIpqgNDQ0kJiYCUlRrX2ufoqIiIpEIFRUVJCUlMX78ePR6PR0dHWRnZ2MwGPD7/TQ1NdHT00NeXh4Gg4GmpiaWLVvWbw+h0WiYNm3aIP8tGRmZA4ODS2jZcsCUDJ69IfqAUxI9GqsUufJ1Q9ADJ70hmY16OmDLvyQT0rw5kmHp13t9dAQBpl0HX90GEy4DjUEqgI9KvwWTVC5Fu/YJrc0vSEIrfbyU83HVQ8IP/09NRmYfKcO1tG+GWdfE9XtBuVrCvH52J8G+gajV8jetLDz5MlT3Xw+Vu5ly29/prNuEzpqA3p5C+/ZvyJ97Nikj56A1/XCn8bZt37DsgTP7v17/7HVorQkk5I/mnsyrubHxr0TEKM40BxpTHCGPVEBev/Jtpl3zMs17d/mNPP1PWJIy0VniMafmEV84blALn7jsuQQ9FkafZaTioyfQmu3kzjyFXe8/ihiLIChUqA0WcmeegkpvQhRjCEoto8++G29XPaseewl7djkIAtb0YhJLp6LWGWjdupTMI69ij0tBs8dLfJyVJFWM+fPnS+7tSiOn3mXnwiknozE+TcgrdZAwZY7k7eppPPBhArefqWXByN1UVO1m1KihvQc9Hg9er7c/RbmP5ORkDAYDwWAQtVrd7wTvcrno6emhoaGhv0heo9H0f5+7urrQ6XRkZmbS1dVFZ2cnTqdTFloyMgcgB5fQcuRJBe3rnoSO7ZJXVjQKKhUsOgPUBhBjUopwzp2w9B6Yeg1sfxNyZkk7DmfcKEXFVFrJtPTwx8CWLdlC7BNZAO3bJMuHfexL14y/FHa8IYkwGZmfmLBfxN87uO1LJCgS1VlQAepxYwgfcwkJT97O4kfOYPZt7zP23Pv+6/FDHhfu1mpUOhOWtALqAk20t24bcl337g107FpNeXI2yyb+DZ9GwB6XifLeKTSt/YiAq5PkEbNRGyyMOPVmdjd0UHrsFRCLklQ+A63ZgeI7ffzsuXrcHRPZ8X4RJUfbaNv6ARtfvAUxGmHUWXfTtnUJ5Sf+kR1v/5VgXzfWjBJKj78GX3czG/95AzkzTmbtU1f0jzf+gkcYdszlqMyJ7GgL4vNJ0equXheVe5qYMauQhIQEIhGYPgpC1mLGXfsuvqZtCCotyqRy3v5EilI98o6RBSOhbPgoTCbzIDNSkGquamtrKSsrG/JafbegPRaL0dTURHZ2Ntu3b+8/PnLkSOLjpYp+h8MBQHNzM3a7ndLS0kEtfWRkZA4cDi6hBaC3SX8XHSn5YPXuAWOCJKK+bd3QsUOyalh6L5zyjpQ+TCqFdU9Bby0o1TD5KtjxFow9D4T9vFT+b239LpEKjql4B2b8EYyOn22JMv9/seeoKD/ewMaXB1LcuRPB1LMLzS1/JPTFEsS2NsStklWA1mT7j+P11ofZ/YWf5i1BRp7YQcUHl9K+9WuUai1ZZ93I+tGJTHIkDLlPZ0skGgrQtmUJnTtXEYtF8OWNonDBBYw45WbcbbXs/uw5ar95jZRR89FOktLqSrUGvS1x0Fj+njZ6G3aiVGtJHV5Gcmki/t6jMSU6SCiaiD1vJAhKEorG8fVdJ/RHnFyNu9jz1cskl08nc8pxVH705KBxN710C0kjZqJOyMK3Z/Ogc+2dXQSDQVQqFSoVXHMyNDR0sHFrE7A36ueu4fjJ6bz+dQazR0qHbv1XAQqFkjvPmkNny078fj85OTl0d3cPEl7/CYfDQV5eHnV1dZSVlRGNRrFYLP0iy+Vy0dnZ2d+Wp7e3l66uLiZOlDtOyMgciBx8QisWg7pvpD/72N/OnbgcSBgm1V5te01yjFeoYPipMPocsBeAs05q0/OvI6Um07veGtgKZs+XdiiO+R0Y4qFvb7oyc5q0i1FG5mdAoVAw4iQT5mQVdSsCpIzQUJTbAHetxbtuA+zdFScIAiVHX0lc7sh/O1agL8ri23tpWhfEYFcQn/0G7Vu/BiQh1fz6IySl3cAiSwNHn3w1dYseQYxFyZ5+Eq6GndR+8xplJ1zL7i9eYNQZf6J2ySuobInEZs9hR89qTOlGRJ2O6i+ep3TSOQTdTgw26RcQd3sdYiRMLBrhm3tPprd2KwB5c85g3Hl/JS4rlbisASuFcNBP6+Yv+kXWPnpqNpI7+3TCfjfRSGjQuWg4QO+eLajtmYNsF0AyNf22EWiCDXZXDY0YGTTSPafOk6KIX20U8AYE3l+RyOIHHDgMG9i8eTORSISpU6f+p2/dIFJTUzEajXg8HkwmEzabrb+BdF9fHzU1NYOud7lceL1eEhKGil4ZGZnfNgef0HLkS8akjasHjiWWwdy7pboslRZ2viOJr69uhek3wPbXpetiEdj8ovTvY56RRJhKJ7nDK3Uw8xapzkulk9KGq/8m1YE1rgKlHnIuA4u8M0jm58WRo8GRo2Hc2VJKKrShHue2HQMiKzkJzcRDGD1lDGr90HqiffTWR2haJ20esaSpcDd/gzmlhKxpj9NekY7WFMIeDHOL8g/kzz4Xyv5MgsJKqj+eXS9LtYzeriZKj/4Du977G1pTHIqkJM6supbOaC+Y4Nbzz6V8mSQa2ncuw5Bfzh5nBX1L3sO7bim5s0/rF1kANV++RM70k0kfv2DQXNVaveRrZU8Z1DooecQs/D2tOJsqyZl+EnuW/Kv/XO6s0wm4ulj96IVMu38dG7dX4vV6sdvtjBkzBpVq8MefxTK0fs1gNPPM9TGqmwQyvmWkL4qwfLuCKel96HQ6hg0b9oPqpxwOR3968Nt0dXWxZ88eTCYTwWCw/7hCoRgyXxkZmQODg++dG18Is26Dmq/A1QC5c2Dt41D7tXRepYWjnoT3zpe+7tgO8cWSDcQ+dFawpMMnVw6kG2feCl/fId0fDUu1XhkTJY8g8Vs1M5rBxbAyMj83mjEjsHy5mODKdURFFQwfi35MMWq98j/ep9YJCEoQo9BdHSZv2vEkGobz9QO5e6/Qof9MweUPXoyLHp6MfcAj4umsuutkyk+6AWf9duy5I9nw3PX9Y3bdtY4rbr2Hm3gTAL8Yoqd+GymTYNlfTsecV8620w7h0/FdPHTo3/G8+eKQee0zB/0uRkcqs295mzVP/oHu6o1kTjqGlJFzWP34xRTMO5fUMYfiKBhLz57NGByp9DVX4etsIBL00fzJ35j3u/vx9nahUQpYzEMFqMGcSHreBLpbtiIIAnmFI4mo41lYFuPlz4bOx26STEljsVh/dCwSieD3+/ttJX4osViM5uZmRowYgcvl6m8sPXLkSLkVj4zMAcrBJ7QAzOlSxKn8JGjZOCCyQCp0r3gfHEWSyKr6GE58A1o3SfcEeiFjClR9NLimq69RShf2VA8cG3UONKyE+mUDx1JG/+zLk5H5Lrpxw9GN+2EtdeKy1Uy51MryR1yE/SJBz6H01BuAgV8c/L0xxrSPo0vzJY93zcfz0p8QY1GiIT+2zFJ6vlP7FIuEietwQwKcqZ7JrFoVW3ZvYF+sx7VzNePbj+IpRys3O5/lsRFzqf7i+f77FWoNWms8AVcXOms83yWheCLz7voMT3sdm16+japPnqb0uKtQG6y4W6vZ9OIt6KwJBJwd5M89i8a1HwKQMeko9nz0BJtevg0xGqFs4XWUHnc1OstAVGnVTjWXP1zA+3en8+UGgXOu0REIwY1niMweFWKviwXFmSL3XhAiFhXZvFtg3DBJALW2trJnzx66u7tJSUkhMzOTpKSkIWv4T+j1etLT09m+fTsFBQWA5NOVmJiI3W7/QWPJyMj8Njg4hVbiMKmw/e2zpZThtzEmQMZkKDxCSvm1boKOnbD0bikyZc+Xare+22B60wtw3D+hcY1kH5F3CGz4Bww/DayZkucWgPbfp2pkZH5LKNUCo08zkT5ag6czRjijl8CnCr4ttAAcUS31fzyfb78j4nJGkDf799Qte3nIuCGTjix1CjPXOwmKwSHn470igkNgZ7CGQOJJjDztNhrXfYRabyZt9Dy6dq9n7d8vY+KlT5A2ej6CQjHofo3RSm/dNhr3thnqqdkEwIw/vs7MGxfRW7sFnS2Jlk2fozZYmHXL27Rs/Jzemk0MP+lGums2su31e0gcNoWM8Yf3j9vrhrw0ePkLPU+/P/C8O54XGJ0PBgM8f2MMxCin3KHFHwSjHl6+OcTM4QE2bdpET08PQH9D67i4uH5Prf8Gs9lMYWEhFouF9vZ2EhISiIuLk0WWjMwBzMEptBQKqU+hzi7tHnQUQPduaZfhxMulHoghr+S5ddST8OqxA/YMPdWSI3zqGDDYYeTZUj2X1gzuNtj6iuQw37QWmtdLUa/ioweMUmVkDiA0BgXpY3QALO5dj2+KGu2bGQTd0vshZYQGvdlI8ZHXUvHhAwgKJQXzzkFvz+WN88wc+qdJ/Y2fAdIP/x3tmRlcFkqm86NLSDrh2kGbUQSFAoMtCbPSyBHGaZi9Wrr9Hixphbibd7PxhZsYfvJNeNrr+OpPR3Pk3zYQl1M+ZN7R8ND3m6+nmdJjryRr8jEAOPJG0b5rJeufuQb3XtPUtm3fMPqsu9BbE/F2Ng66f3Qh7KqDTbulr2eOggnDIBIFUZDEXn5qmEOvM+Df+3ivH/7wiJpP7o/1i6x9NDQ0UFxc3L+b8L8lOTmZ5OShbYVkZGQOTA5OoQVgToasqVDzBUy6QhJa8YXw2R8HolWeNlh2n1THVfPFwL3duyEcknobvn/+QApx7AWS31bGBMnIFKQdh8OOl3YpVuxBRuZAZaS6lLBBS98N0Lk7gqCEvpYo71/Zy1EPXUKpRgQxRuu2pVizL8DTHmPTq/mUHX89/p4WNPll/E37NYu7/8HF5mPJdqRR/cULjDj1ViJAcvlMcqYdR3NvA1elHkfRpxtY+tntKFRqig67AGWOnszJx1L5sWTTEIuEcbft2a/QcuSPQaUzEglI72WFWkPisCn950O+PtY9cw0JxRP7RRaALWcEmOJJzR+HwWwbNOaEEsl2LzVeRKsWSLDBfXtr61/7QsE7N4LXL9L+LT0lCNDWK+D1C6jV6v5eiAAmk0nuVSgjI3MQCy0ASwoUHS5Fn764GcZfBMG+wde0b4XRvx8stHJmQ/M6KTX47TqtDU/D8S/D22dKNg9KDUy5BjLGS5/QMjIHKH5nhO4VOtp3hlDrBILuGFvfHEgWulvV7HjrAQSliomXvMCuTzOBADp7PEr9CfR1BAlUxzh36iiOtXWQYY7DdFERX/3pKLa8cgelN88mddxhbH3jPsaccy9Je9pYs/hZAGLhELvef5SpV7/AiocGmjojCBji998A25E3kvn3LaF53SfEomHSxy0goWh8/3lfZyMdO5aTVDpguZB31JWIBYewrb0Hjd/JqPJUbMEAGq0U0VMqYdoIMBtiJNsVnH//gEhy7nV+SHaIzBkd4cuNKn5/BNgtACItPWpGTZzP+hUfE4vFUKlUjBgxAqfTud/dhTIyMv9/OLiFFkjpv8JD4bT3oLduaEF7yXGQUALZ08HZAMVHSY2js6fDZ9cNHksUpZ2MRz4pNaqOL5JqtWRkfmHCfg/Ohp1EQwFsGSXobD/OX2n3FwE+u33AgDe5XEP+HD3VX/oRlGDNsDHiDBeWVJGVf/cQl6UgZ5qWzPFaFt/cg7dLqutSLIJJF+UgpqtIWzCfI/+2ge49W3EB0VCA7KnHs/6Zq0kbe9h+15Q66hCaN3yKSmdkwkWPEpc1NJq1j4TCcSQUjtvvOY3ZjsGRSsvGz8ifdw71y99EVzyHyuZuAILBIKvXb0KvVaMyWBEEgVAohEKhIC/ZzK76/e8arK1az52/m8QRk+Hlz1VsqAQQEASBF2+yMm3aNAKBAHq9ns2bNzN6tLw5Rkbm/zsHv9DaR/Y0iMsFYzysfkyqw8o7RNqZ+PIRkDlZah699V9SSjF7llR71VkxMIY9T/LkShklpSYV/3n7vIzMz0Ggr5tNL9zcn2KLLxzHtOv+hTWt4H8az++MsunVwWadbdtCTDjPTPNGBdOusOLvjaCLU+J3iky5zM7bF3Yx/SornvZYv8gCyYquty6CKVGJs34HPbVbiOytp9ry8m3Egl4QBEwJmUPmodabKDvxBsaccw8qvRlLat7/tB4Agz2FCRc9x4qHTkKh0jDmd3+hKaIecp3L6cQgaPD5fNTW1tLb20tSUhKTS8aQZLcPShMCdLS3EWleRGraqXtFloQowtPvw5xRCXzzjWRtUVJSIkezZGRk/h8JLQBrmvQnbbwktHZ/Bn4njD0f1j8tXaO3Q9mJ0o5ERyHMfwB2vQPJI6Q2Oylj5PY6Mr8q3bvX94ssgK6qdTSv+xhr2h/+twEVoNQMpMnyZ+tx5KtQKGHWH234eyMEPbD+n72IMRhzpokZ11rQ2xQEXLGhw6kFzEl+Pr56MqIoMuESaa6lx11Fz+51NK//FFEUKTn6cnYvfhalVk/RggvZ8fZfyZ56AmnjDv9RImsfqWMPYez5q+isbEJtyCTR4qatfbBHl1avx+l0Ultbi9crpUrb29tRqbbwwV1jeO5TE5UNCs4+TEpn7msAHd5PpYBSKaBSqzjssMMQBAGLxSKbjMrIyPw/E1r7MDqg8DDpj69XKm4vOgJ8PVLUqq8FSo6RbBuMyTDlqv238ZGR+RUI7MfQ09m4638eT29RMvZsMx9d2018gRqVTmDN0wO1idOusLDpXx5CXmkn4uqn3Mz7UxxxmWpEIcbcW61sfcNLR0UEtUEgd5qOvsZ/EPa5GXXmnWx55Q5yLn6FcMCDLi6Z7GkLiQTc1C9/k0mXPkn7zhVUfPAYIY+TsNdFfNGE/3kt30atVZAzrQhTci4hbwyL0E5GShKNre1oNBrKiwvY09BCQmJSv8jaR2trKyZTJSeM8jD5ksnEYjH2th4EoCBDZEq5yIpt0ueCQgHnHwkOqwqQfxGTkZEZ4P+n0Po2hjjpjyP/156JjMx/hTWrFEGpQoxG+o+lj1vwH+74fvJn6jju8Xh8zhif3jQ4X7buOQ+F8/SDiuNdTRHicpTULQtSvzJI2hgt0660EQ2J9PX68bZsw5pRjL+nldzZpyMitdfJnXo8GROPYvOLt1By9BXUfvMqTes+7h835OtDbbT8qLV8G7VeQerwfY7q2VhbbeRmdxAIBdlZtQe3201uTiE6nY5AINB/n8PhwOl00t7ejtPp7LdoSElJobW1lZ6Gb7jr/Jns2CPg9EBJFkwp+cmmLSMjcxAhCy0ZmQMMR94oDvnzYra++mcCfZ2UL7ye5OEzf9SYKq2CSEikszIM3wneCooBm7l92LJU7HjHx/Z3fAC0bQ/RWRGm7FgjjcujFBx1GH0NOzCl5LLxxdsovWUB0aCfyo+fwpZdTtGRF9O2dSnidx5WctRlxGX/MIf7H0Jcig1PZYS2plq0Wi0pxgJq3tIz+rjxbNq2Dr/fj8ViITU1lS1btgCgVA7UYk6ePJlIJIJWq0WlUjDt55uqjIzMQYIstGRkDjAEQSB15GwSSyYjRsOoDf9bX73votYL1K7wM+wIAzve8/Ufn3iBGW93DMXeT4vy44zEZan44k+9g+5v2hBi1Glm0qcIVLuUDDvxZgKtlXyXrqr1tG35Em9nI/mHnE3ZwuvxO9tJLp9O+vgjUesMP8l6/h1WswV2FdC7LpPKijCCMkLuxHjmzzsUV5+Tmpoatm6Vep/m5+djtVr771WpVHLPQRkZmR/ETyK0Vq9ezSOPPMKrr77af8zj8XDjjTeybNkybDYbF198MQsXLvwpHicjc9ASDsQIOGPo4xQI3/PuVGl1gO5/fpa3OwoCGO1SxMaeryRvhp7OijATzjcTDUFisRqVAfQ2gcPusiOKYM1QIijAlKTE1TRQFa42CGhM4I3V09flQRw2AatyaG2jPi4Jv7MdgOrPn0ep1jL81Fuo+vQZ0sf+uBTof4MlVUPRvBiOPDUBZxRLqgp7rhqTWY3RZECn05Geno5Wq8XhcKBWq4nKPnkyMjL/Iz9KaDU2NvLll1/y4osvDmmees899xAKhfj888+pq6vjggsuoKSkhLKysh81YRmZg5WOyhDLHnbRuC5I7jQdEy82/izPCXljVC72sfxRF4IgMPUPVorm6bEkaig6LEZSiQZvd5S4LBWWDJFgrwIxTiASEojLVGFJURNwRZlyqZXFt/QQDUvpxamXWekWqmnoqiAtLY3U1FQ06SkMP+VmqR+zIJA781TsucMxJWbR1yz1uhEUSgLODjp3rqS3fjv6uH/fiDnkcdK69Ws6ti/Dll1Kysi5mBKHWkV8H4nFOuLzRYKeGFqzAsVeQSgIAg6HQ7ZlkJGR+cn4UUKrvr6e3bt3k5qaOug3vlAoxIcffshbb71FfHw88fHxzJ8/n48++kgWWjIy+yHQF+XTm3roqJBauFR97iccjpB9zk//rOZNQRbfOpD2+/SmHkyJ8WRP0qPSKnDkC+jtAjqLgu7aMBXv+mjaGCSpREPxAj1qfRhTshKlIcbRf4vH3RrBnKLCmBEhqk4gyXo4wbCP+vp6UlNTsOeNphMYdcad1H3zL2ofeIOiwy9CY4qjt24bZSdeT8UHjwOS6PpP1Hz9Cmsev6T/66ypxzP1qudR6394M3eFSkBvk73wZGRkfl5+lNCaOnUqU6dO5e2332bRokX9x+vq6ojFYuTnD+zkKywsZO3atf9xvAM5PL9v7gfyGuDgWMeBtIZIMIa7PUplpwLvUXHY5kUxVvtoW+KleYufbP79Otp3rsTVsBONwYq9YAyWlNz/6pldewIo9YP9rzqrA3TvCaCzKVnzjBtXUwR7ropJF1joaQww9hwjbTvDbF7URzQC7tYIky42o9HH8DqjtG4PEI2JaM1qdr7fx+jTukgZ1kDd9g+JBv0w7AiUejOpo+aj0luoWvwcM29+i76mKoJ9nRQsuJC+lhosGaX/dr1+Zyfb33oQhXYg0te47lOcTZXYc0f+V2v/XzmQfqb+E/I6fjscyHOX+WEIovjd/UQ/nH1Ca1+N1oYNG7j88stZsWJF/zWLFi3iww8/5IUXXhhyfzQaZfPmzT92GjIyMjIyMgcUI0eOHLSzVebg43sjWq+++iq33377fs9VVg7dUQRgtVrx+/2Djvn9/kG7d/ZHeXn5AfsDF41G2bZt2wG9Bjg41nGgrGHbu256GqI80mJhyVbFoHNPLQwwZXSMTrGKovxSlAolGoN0jbN+Jw1r3ifi96JQq6n86EkiAS9TrniW7GknfO9zvd1R1vyjj+3vSb5Y5ceb0OjBmKBk6YOuIdfPuy2OaFjky7ud/cfGnm1i/fOD2/aUHWOkbkWAsmNWo9ZsZue7DwOg0Bopue5jehffj6+tFmfDDiZe+gQ9ezajVOnorFhJV9V6Cg49j/HnPfBv5y3GYjRt+pyld5/Yf2zYMVcw/OSbUKo137vuH8OB8jP1fcjr+O0QCoXY+W0XXJmDlu8VWieeeCLHHXfcDxo0LS2NaDRKY2MjGRkZAFRXV1NS8p8d/ZRK5QH7ptnHwbAGODjW8Vteg683gq9DoLs6RldEhTcweHeevURP8rAYnTvg/ct7CHsUTLzAQkJhC5/dMItgn9QcWW2wUHLUpWx97W687bUoBAFBodjfI/uxJCqZdbWdkSdYQJA8sZb+1YU3CuYEDc6GASPU5HINkYCCnpowUf/AuLGActDXAN27Y+itaoSYgBCLSH0Nv4VCgKjfhSUpi7C7m+pP/0Ek4CV9/OHkzTiJsLt7v98vT2cDdUsXUb98Ealj5jPvzo/oa6nB6EglvmgCGp3+v3vRfwJ+yz9TPwR5Hb8+B+q8ZX44//kTGemHQavV7vfPv0Ov13PooYfy4IMP4na7WbFiBYsXL+aII474SScvI3OgsusjH6ZkASUiZ48PDzo3Mk8kIRiibYfUjLl9Z5jOyjAfXNVNx051v8gCCPv6iAT9mFPyUKg0g1pFudsjbH7dzXt/6GTTq276WgYElEqnIKFIQ0KhBrVWQf5cPVWf+Zj2ByuOPOn3r6RhasacYWLDS+5BvRD3odYPPpY7Q0dSiZq+tmLCoTCOwrGDzjvyRuNqqiRz8rGse/oqIn4PiCJNaz5EpTdRMG9o5X8sGmXH2w+y/plr6KxYw5Z/3cHW1+8he/qJpI09FK057r99yWVkZGR+FX42w9IbbriBG2+8kSlTppCYmMidd97ZH92Skfn/jN8VpW5lgNGnmkgdoSW23c2zp5tY36kiNw2mF8fo+sSLWKiAIogvUKNAKbmvV6tRaQ1EggOGojprMmUn3Y01LRlhr9CKhGOsfrqPLa9LUaXdXwZo3xli7i12VPsRTVnjdRz1sIOeugiH3B5H2CeiMQgISig+1IDRocSeo6KnVhJrPTU+jrrGy4aP9Li61YxYECV3skgwasDTmoMYPY/EklkE+xqIRMKEgJZNX5BQMg2dLXHI8/taqjEnD22D5etqpvKjvw861rJhMZ62PdhzZFt2GRmZ3z4/idA67rjjhqQXbTYbTzzxxE8xvIzMQUPn7hBt20JkT9IRi8LKJ/rIm6kn2+UnSyVS+YKXvnlGHPkadLYYAcDoUBJyC0y+xILBEUWtN/cLLY3RSigwnU1PZzPlMgvRsEjAGaO9MsS2twan7na852PcuRYcOer9zi2xSEti0dBItUIpsOrvfWSM1zJ8oRFLsgLLczcgnPxPZkyZhpiYhvDgWqwnfI4yyQrDAIoJegp499IulIYAOb/rIuB/kuQiA8aE1VLk7Vv7cOILxg5p/RP2ewn7XRjsqXja6/qPq/QmVLofbucgIyMj82sgt+CRkfmFaNoQ4J1Luwi6JYFRME/HnJttOOujKFTQWxcle6qBmm/8KNUCM64xEQDqVweI+hU0rQ8y95Y4ChZ8hBjbiEobw9s9ghWPpRP2h3n3sm5OeSGBnroIfW0RtCYFfueAjYPaIKD6H2rGk0u1HPlXBwF3DINNiSBG8HxqwgfEViwDwPzM4yiTkgj7vfidbWjNDrQmG3NujmPDK1KBvSXNSvECC8bEuUy+/Gk2vnATQXcP+XPPIi6nHFNiBpFwEFfddjydjbjb9uBuqWHk6bez8pHziEXCIAhMuOjR/9rKQkZGRubXRhZaMjK/AEFvlOol/n6RBZBUrGXJvS4iAelY1hQtjgI1rsYoSaVq2neF0Q4uc6JtW4hQIBNfVzr2bDVb3/QCe8cUobMqTPOmID21EUadamLlE3399065xEp39dtUfbqB1JFzSCqbjkr73xWSq7QKTNp9JZ1qDDdejXrmVGINTSiLClBPGk9v3XbWPn0VrZs+x543ikmXPUlC0XhmXx/H1u0NzLjCikqtAtRkTzsRU3IunrY9BN29GBOyiIZCVHzwGOufvRZEkbHnPYDf2caG5/5I6bFXEYuGSR4+i9TR8/7H74KMjIzML48stGRkfgHcLVEi33I8ictW0b4z1C+yAOpXSO7rghIKDzEQCoSHjKO1COTPNrL0QSepw4em+QzxSnobIhTOM7D9Ha/UszAIBrtAX1uYoLOBqo/vZ8eb9zPrlnfImnzM/7QeZXw8yqMO7/86EvSx/tnraN30OQA9NZv45t6TOfzBVWgs8QAIioHcYHf1Bj67cW5/+lBjsjH71nf7RZYlrRClWkvDircB2LboPgDati0lecSsn93OQUZGRuan4nt3HcrIyPx41EYFpiQlKq0kNjQGgaAnNuQ6a5qSCb+3sPk1D67mwc7R9lwVebP05EzXcczjCaSO0pA9WYdCBcYEBWXHGUgbpWXKpVYUGiheYKC7JkI0LOLuiLH5FS+CYqA+a8fbfyUaDv0k6ws4O2nZuHjQMU9bLd7u5v1e37D6vUE1WiGPE29nY/+xlJFz8HW3DLkvGg5CbOjrJiMjI/NbRY5oycj8AlhTVTgKVIz/nRm/K4ZCBUnDNDSsDvZfY05WEl+gZsWj3fh6Yuz+IkzKCTD7Bht6ixpzkrTzT6lSoDHEsOeqmXyXEn9gE7tCuzEZ89imymLCpJGYkxTseN9HV1WYhtUBQl6R4Sd4adkwsINPY7AiCEN/1/K7onTsCuPvjWLPU5NY+P3RIxERR8FYuioH2mzp7SkolAP3xiJhPK01xKIRLGmFQ8bQx6Wgd6Ti727B29WIKMZIKptG+/Zl/deUHncdaoP5+19wGRkZmd8IstCSkfmFyJuuJy5dhacrijlFhUoLh99np25lAFOikswJWtJG6jjsHjubX/fQ1ypFmwx2gfculbyz8ufoKDtdy9rHvbSsj5A4SoHmYisvK98h2h3lnMQTiBJjSv4Yxp2tIqVcS0dFiPh8Bb6u9/D2GEk67nyCFVsoPeEaFKrBHwEhb4wVj7nY/Kq0Y1GpgRP+kUDGGN1/XJsAZE4+lrDfjathF4b4dEqOugylZkBoVX7yDzq2LcGYkIEtq4zCBRdQ9fFTACQOm4I1o5i5t3/Azvf+Rk/NJnJnng6iSGLJZEI+FwnFU8mYdOxP9e2QkZGR+UWQhZaMzC+EQikQX6AhvmDgmPVwNSWHGwddlzNFT/JwNf6+CLVtbXx4bS/7svy2CUFWPhyiY4uUPuvYFCPugTyOuGUeH4U/w9KTgKImke2GThS5Xr4o/ZpoSZQp1rGYonP4Ynwr24M1nD3/MmrEMBs2PUtaQEdWcjn2nOF014T7RRZANARr/+EmZbgWlXqo/9Y+lFoj3q4mbJnDSB+3gICzA3drNQZ7ev81G5+/od8tPqF4AsNPvpmUEbNQavQ48sdgjE/DGJ/GlCueJRoOotLqMSaOoq+5FmNCKvb8YrTG/VtTyMjIyPxWkYWWjMxvEL1ZhcYgQNvg49qcMB1bBr9teytFhvnLGCWMJnzDSFa0iUCAtENh+6l1fBRZzBr3Zor1+WQZM1GrdLgVId4MrWZR+GMKdBncuLuZyQYr0UgSWotAsG+gfsrTGSUWEeE/CC1vRz1BVyeZk6SoliW9iLatSwh6uhFUQ6NhnRVrCPZ1k3/IWUPOKZRKFEoDAEnDCkkaNjTNKCMjI3OgIAstGZlfCU9XBGd9BK1ZgT1HjXKvkPH1hWhcHWHXJ24yTodD/xyHgBKlUgAhzNTLpRY+3TWSS7s5Q0GTsYWRX82ntm1AIDV/qmTG3ENYnrCSq8R5rI21ck/LP/vPz7JOZIJ5JGvcm9mSM4XS5io6tj3HmFNApZvL6mdzCHlEig/tom7pR2ROPhad2b7ftehsSaSOnsfap/5AsK8bW3Y5JUddhrttD731FZDyHZ8KQUBt+s9N5mVkZGQOBmShJSPzK9BRGeK9K7pwNUpmpTOvszH8BBMqjUDzuggfXtONQhsj43RYfFsvc/7oYMenPmqXBxCUUHaMEYNDiaspwvjr1SSZh6H32hAUAcRvbcpT+bTcHjmc3tWLeWpkzaA5LHGt5qLk01jj3syuSCMbn3+J7t0bpPu0DzD7us8J+ay0bryWXW9/iiCo0DlOIhrcjb97LYIiTELRBBz5o/C017H2qSuk/oWAs24bTes/IbbqXdp2rGDYjV8iKAaa6BYdfrHcQkdGRub/BbLQkpH5hRFjIpteceNqlOwbYhHY/IaH1BEaHLlqOqvCg8SSIICvK0bt8oB0fxS2veVl7s1xtGwJYojqSF85hp5wlPG/N9O+PUzdygBqg0BhkhLvlj24/S6Mgo6eb81DiXKf1SnzVCPoqXm4/1wk6CPo/hgxGqanegkAuz97loSyEdR8djiBXsl6wZpezIjTbiUS8PaLrH107FhG9tSFiFu/AaDsxOtRq7WYU/KILxqP0ZH6072oMjIyMr9RZB8tGZlfmEhIpHWrZEZqjIcT/hFP+mgtb57fxduXdJJcrsGcPPDW1FkUuJojQ8ZxNkVwNkXY/paPr+/pY+ubXtY87SahSM3Ik7VMu3wHNc+eAG4X3Uve5jJh7qD7T084mmp/HbdpTqSgpg8xNti3i1iUnprNmNOk6n1rehEG6/p+kQWQPX0hy+4/HYVSjc6aMOj2tDGHotINWDFse+1uOitWkTnxKFlkycjI/L9BFloyMr8wap2CsmMMjDrNwJEPxlP5iY+tb3gJuGI0rg2x+OYe5v8prv96Q7wSR+7Q3XYqrUDaSC17lgYGHd/6lofUEavY+q9D8bTuwZSSSywWQfP3R3ncdyy3qxfyj+TbOakjhxMXVWH40y3EmmrRf0v8GBMziYb8WNIK8HU2YkzIQG9PJuDaM+hZkaAfMRaja/c6hp9yM3HZ5QgKJekTjiRt7KHobPED89UZKTr8IgTF//axI4oizsYIPXVhomHx+2+QkZGR+Q0gpw5lZH5hPJ0RkoarCbhj9NZFhwglb1eMzqoIRz9qp5cuJp1vJhJQMOkiC1te96DSCZQfa2T3lz4yJ+pRqKT04z40BgV9Ldv7v971/qMMP/EGBKUaZbeCcuMIVi9rQ7AYKZx6Gq6UYhRqHYXzz0NjshLyugj2ddFbt53iIy9BqdET8jrZ9vo9lBx1KXpH2t6dgSqUGmlHYcWHT1B42AUUH3kJWmsCSpWGDf+8gexpJzD6nHsIAjNvXETq8On/02sW9MTYusjDisf7iEVERp9mYtw5Fozxyu+/WUZGRuZXRBZaMjK/IL2NYZY96KJwvoHVT7qZdb2VxGI1tcsHHOJVWkGK2IhS5OeDa3qIhRRMvsjC6DNMxBeo8ffGyJmqx1GoYtw5Ztb8w91//4Tz9JgTc7Be+Dc0Zjtr/n4puz//J2ljDqWzah0FZ09EFEW6XR5cXhV5uTMwCV78rVU0b1xMxrgjMCZmYs8bReuWr6h4/7H+sbtrtjDhgoelQvdICEf+GHJmnkLt169S9fGT5M/7HfGFY3G3VlN6wjUIgoL61R9gS5+Mv6eV7uqNOPJH/9vXJxYRca2tRti0Bly9KIuKUNt1eC25lCVXUXp5BzFHEh+9lkfDWg0lC4z/diwZGRmZ3wKy0JKR+QVp3RKi6nM/6WMlx/S+liglRxrpqY3gao6i1guMO8eM1iLQuD6IabJ0nxiFFY/1MeM6Cy2bQ6x9ZkBYTb/awqwbrEQCYE4K07P7JjY/L7Xa0ZrtTL/+FTzt9az5+2UUzv89jjgbifFxdHT1EolE6A0qSE7LgEAfwxfegN/VQffu9ZiSclFrjejjkvH3SoZeRQvOZ9n9p0s9B4Har19l/IV/w5iQSULJJFyNu1j92EX9cytacAGupgpsQMVHT2C0JzPi5JuJyykf8tqIMZGWLxvQXH0W4o6t0kGlEtOrL6Pb/iGeu+8n1tYOgsCC225id8fvAFloycjI/LaRhZaMzC9IwCVtJ7Smq1GoYNOrHsaebWbubXE468OEfKC1QHKphsZ/BvqF1j4sySpWPto76NjyR/o4+mEHn9/hZO5NX1H92UA/w6C7h/qV7yIAU654llg0giO9gLE6I26fH41KieDvQa3VYy6fTsuGz9jyr9sJ9nWTWDIFe8Focmedhik5h7DHScDZ0S+yAMwpeShUamwZJfQ1V7Hj7b8Omtvuz56j5JirAOjevYG0hdfS27CDzsq1mNPyicsejs4s1aP11EUIrNuGep/IAohGCb32Gsq0FElkAYgivj/dReHiGcDgAnwZGRmZ3xqy0JKR+QVxFEgCa+eHfRx2t51VT/ax7U0vCJA7TUfQE8XdHiMWEUkbPbiZs6AArUkhNRb89nEBRECpFokEvHwXf08rgkLBiod/R/mJf8TdVo09qxRNZwNrn7yChpXvAJAz8xTESITC+b/H09mIq3EX5qRsQr4+ar9+BXveaBwOKe2nVGspP/lGevdsYffiZ0gZOZe47HKiocH1ZmIsKk0cEBRKTMm59DVV0bV7Ha6GnWRPO5Giwy/ClJhJoC82yNaiH6WCWGPT4GOiiMLds5+LZWRkZH5byLsOZWR+QTLGajjqIQf+HoHt77o57G47xz/jQG9T8NqZnbxzcQ9f/MlJ1eJAv8XDnBttzL3ZxnFPxrPqKRfDjx+cLht5qomdH3kYfkIbBnsy2u+4t2dOPIrGNR8gRiNEQ4F+G4fWLUv6RRZIaUBzWj7bFt1HfMEYtBYHaoOFhlXvEYvFcBSMAcCWOYzCw85n1/uPUr/ibboq17Lt9bsJeZ0UzDt30LOzphxP2zbJR2vY0ZfjathF9ef/pGnNh7hb97DtjXup/OjviKKILUNFl6IQRowZGEClQnvqyShGjxs0rpCQgNde9CO+EzIyMjK/DHJES0bmF0ShUJA/y0DWJB3RsIjOrKRlS5AVj/YNum7z614yJtsA+PJuJ1G/AnOykmlXWNnyhoeJF1hQqsGcrMTgEIiGAnjbv8DVrGTqtS/RsOo9/D2tZE44kuYNn0JMChUZ4tOwpBZS62+ivWHrd6dHLBICwNfdTOumL2jbuoRp17yMp6MOZ90O1EYzaeMOw5SQRdDVNejemi9ewFE4juEn34SvuxlDfDr23JG4WvcQAUzJOSgUiv5n7GP3Z88x7JgrMDqSyFuYTW/aU5hbN6BTeFCPKEVVmEq3ogDV9VrUH7xALK8E5+wLqF8axyEzf5rvi4yMjMzPhSy0ZGR+BdQ6Beq9vZYVaqkQ/NuIMZGAMwbJA8fcbVFatwYJuGOsfqqP8uONbHjRw4TzzYw7OwW4XrpXFLGmFxP2uVn52IV0V6wGIGf6yaSPPRynws9Fu2/mmtyhu/9UWqmZ8z7bhoJ557LxhRvxtNVKFwgCo8/8M77e1iH3mlPzadv2Dc66bWhNcYR8LqZe9TxdVeuw5c5mzd8vRwwHGH32XWx8/kbEveIvLmc4aoNkbJpYpCE+r4hwoACtacC6IdoR4J2vjyFr2pG4OpR0PCMy6/qh3mIyMjIyvzVkoSUj8yuTVKxhzBlm1j47sJNw1KkmAs7oIKEF4GyKEpeppmdPBEuykkhQJH2sFgBvZ4RYFMzJKiwpuQDMvPVtOuo2E1Mp0afnY43LZVXfRrb5KnnWpuG68/5OzXv3otToyZ19GjVf/Yv8uWfRXbMJAI0pbkBkAYgi7TuXozFayZtzJnuW/AsxFkVnTSBr8rFkTDgCnyKKJiwScfciqDQ0r/sY26F7RWAsSuPaj0ksm0H71iVoLQ5Gn/nnfoEHoFAJg0QWQFKpmrJjjWx8yQOIpIzQkDtd/1N9C2RkZGR+NmShJSPzKyMoJEsHR56anrow1lQVTRsCxBdpCH7n2vxZWjp3uzj8Xju+3ignPZ9AfJ6aHe95+foBJ5GgyKQLLZQfZ6TP0MtHweWsM2/hw54l6Gt03JRxMSONwwBYGtqGKSeJ88/+iGi1AUHVy8SL59K65QMp3Qiov9VCZx9qnQlbZilKtY4x596LKSkHtcVBd8zNF9o63gmvZhy5nJ49H3ZUDLk/7HUy/OSbyZt5Kr0NO4iGA0Ou+S56i5Jpf7BSeoSRoC+KQgktW0N4u6IklmjQGORyUxkZmd8mstCSkfkNoLcpKT1KKnIPeWNY0pR4eqRaptwZOjytUHK4Cl/7Q+RMzCdv9mn99zauC/DJTQM78JY+6MKer6JheBVKQUGC2kGaJomAGOTG+gdYVPw4pyccw8ud7/Jx+AsSs21MK5pAuyrAqmgnn2l7GDftBuZTSpI/lYSST+jctRKQUoq5sy5g1WNn4u+Reh4qtXqmXv0iDW/dz4SicRRPOozzQk9TRRv3WuYy5px7+baUypx0DMsfOIOcWafSsPIdWjd/yWF/+QatOY7/hFqnIKFYzcaXAyx9yEUsAga7grm3xFEwV48gCP/xfhkZGZlfA1loycj8xtAYFWRP0uPuVlJVB7lT38HdWMHORf8gvmgiZSecSW99mD3L/PTWRojLHvw21loEtqSs5rrddxAQg5iVRv6UeQVr3VvI0KbSE3ZyfdoFzLVNRoOGXf4atsV24vK5+WfHmwCs9mxmpbGUF4seZMy5T+GsX03YH0UUh+Nqqu4XWQDRoJ+OHcvJmHAUm166BfvOkVxx4Sk87H2bds0UWl64kWE3LSF7+klYEjNoXPcR0XAQvS2JsK8Pd3MVkYDne4UWQPvOUL/IAvD1xNj0qofEYg22DPnjTEZG5reH/MkkI/MbxWCT6pQK5p6Ku6WS/DknYs0oJhq28t4fumjbIUW8Jpw/OL2XdqqPW933ERClxKM76uWx1hcZpi/gweZneabgHl7r+hCT0kBXuJcn2l7mWPs8PnUuHTTOBu8OvnatZlLhaIrLfo+noxFnw06cDZ1D5hoLB2ha9zGZk46hYeU7zHRfyXNqE+E9u/uL3tPGLSDQ1YA1vQRTYg7utj2IsRjDT7+FaDhIwNWFzho/ZOxvE+iLDerrCNBbHyES3J8Bl4yMjMyvj1zYICPzG0etN5JQOI7EYZPRmu1014T7RRZAy6YQo041olABAljGhOmNSHYRVqUZk8JAXaCZVG0iUaKs6NuAWqGiPdzFX1uewR8L0B7uIkntGPxcQcVWXyWvdL5P1+4N1Hz1IkvvOwVvRz2GhIz+61Q6IzpbEp27VmJOyUWh1oBayx22c1Fs34relgjAllfvYOPzN6IxWsiefiIRv4dp17yIs34Hb/++kI+umkjLpi//42sRn6/GnDy4UL5onp64LHkHooyMzG8TOaIlI3OAodQMrkVqXBfElKTgzDeTAAFlho05eyazoPMYNBtTEDQi2nF9POl+EgCNoOajnq8YbSrrH0MMBrjDcBqvsoT3/CuJEuXsxBP4tPcbRitzWfPP50gqnULI00vFB48z6bK/4+1sIhryo1Bp2Pnuw6gNFqKhAOUL/0gsFCJ6+/XknnUPnVXrAUgpn0mscBwVHzyOxmil5JgraNn4GbXfvAqAu6WGr+48hqMe3YglrWC/azcnqTjyrw7WPe+moyJE0XwDw44woFTL9VkyMjK/TeSIlozMAYYjXz3IHV6hgvJjTcTna4jPVxOnNXOL/xZa/5DNnme01Dyho+byJBa4jyROZWW0qYy+qBeHSqqJuk99Cie8so2qyxYw96kv+Eh/A1emnMOKvvXUB5uZKBTQuWslwt7eP2IsyqrHLsaaUUzVJ0+z9bW7iIWDjD33PpJHzCLs97LtjjOwpuRT+81r7P7sOQB2L36WkNdFXHY5vq5mXE0VNK75cNDaIn4Pno76/7j+1BFajviLgzNeT2L6FTbi8zX/8XoZGRmZXxM5oiUj8yvibo+gUAkYHcrvvTYaFumpDRP2i0y4wEzBIXp8vTHi89QklgxOnfVsEIiGB74OukXGtkzgvcNGoETgfOvpLPWt4u6Uy7E89Qw9W5YB0FuzicoHL8d11Rns9FejFTSUJ4/DNfM0IiEf1vQiXE2ViNEIuz97jqnXvIirsQKtxYHBnsaSu44lGpT2GGZOOoZ1T1+FQjsgChtWvkPJ0ZejVGvRWRJIGTmbvqYBCwilWovBkfa9r4VSLaBUf/9rJiMjI/NrIwstGZlfAV9vlO1ve1n9dB8ao4KZ19nIn61Hpdl/CizkjbHhJTcrn+hDjEHqCA2H3mUnZ+r+a5NU2qHj2HQm8vRJOBsjBG+HqWeYGJ6jYMOmrwdd52nbwwmufEYlFTI8eQKGmnr8RiugpOykGwh7XShUanxdzXxzz0kYEzJQanSMPutuRp72J+pXvEXBvHMJepxoTDYi4QHFp7cnY0zMJOjqIql0CvbcEYQ8vTSseBuV3sTEi5+kr82N37mD+MJi1DpZTMnIyBzYyKlDGZlfgYbVQVY87qJgrp7iBQYa1wXo2BX6t9e3V4RY+UQf2VN0jD7dRDQsUrnYB0CFdw+ft6/i3a7PqPFLabfMiTr0toG3d1y2kpRyKcXm6YjQuVag5bJsOr9IIX7YlEHP0ttTcK/9kqSPv8ZU30zz+o9RanXUr1jEhmevI+z3sO7pq4iGg5QcfTlFCy4kZcQc3G01VHz0d8qOv4ZoVESlNTPx4sdRaiUHd4VKzZhz/4IxPpO43JEoVGq6d69HqdYy9vcPMOvmD9nxziN8ddsEvrh5DBUfPEPI9+9fExkZGZkDATmiJSPzK9C0IcAR99vprIgQ8ouYEpV4uiKAdr/X+7qiTPuDlYpPfNSvCpA9RYfGKFCxtZPt7wl4N+dgOaSPN8Z/yRGOQhz+MAufGUNHhYJoWMSapkKhkqJc5mQlWotAsE+k4hUts6/7CyH3+bjqt2FMyKD4yEvY/ModzLrpLZb8+XiCri4Uag3lC/9I1SdPgygy7JgriEVCCAo1vfU7sOeMQKUzUnzklfTUZbH7q0ko1DHyZzQx8ZIncQITL3qcoLsXEFEbzGx/60F2vHU/ANWfP0/29JMRRSntGA0H2fj8xTgKxpI6cszP/w2RkZGR+ZmQhZaMzK9A0WF61j3nYc83ez3TBZh+pZWumiDxeUPFliFeyVf3OhEUMOUyKyFvDEGA1X8K01WpAsJ0VuopOmcmO+d+wbDKHjqr/k5MuJvNr0rj2XNUHPNYPPYsNcc8Ek/dygDe7hhrns1mzBkfY01rpLvyS+pWvM3c2z9k44u3EHR1ARALh9j+1v0MO/ZKbNlltG9fSsuGxTgbdjLhokdpWPUujtxRGFPOY/FtOkAEBBrWZHDYPQYwRtm66G7yZ5+Gv6cNa8YEKt7/26A11i17ndLjrqZ77y5FMRbD190GgKs5jLstiilRJRuTysjIHFDIn1gyMr8CwT5xQGQBiFD1mZ/UkfvfQefvjVEwV48pScXWNzyojQomnm+mqzI66LqWt7UMn1NI0/rbEKMR4vIrgeEA9NRGaN4YxJ6lJmWEli1vekGE7Mk66ldFiS8opWjBKIYddyWNq9/H1bCT7OknYk7KQRRjICiwphez5vGLiYaDjDzjDqJBHwFXB8VHXEzt0jfwew3AgHmoGAVPuwVlUi8hjxN9XArb3/gLI848G5XBTNQ10M1RqdGh1Aw0ilbpTdgy82lcH+D9K7rxO2NoTAJHPuAgZ6rcUFpGRubA4EcJrZ6eHm699VZWrFiBXq9nzpw53HDDDRgMBjweDzfeeCPLli3DZrNx8cUXs3Dhwp9q3jIyBzSxiDjkWDQsolCJbH7NgyNfhcEhXbP9XQ+OHA2OPDVf/tm572pat4VQaiD6rTImU6aIpquRzu4W4rLLQPQNekbII43ZWRXCWR/BlKRk7bPugXlFLYw+TaBq8bMMP+Vm6pe9Qd3SNwAwxKeTO/s0/L1tjD77HjY8cy2RoA8EgZGn305C0QSCPjV8pxW2zmogTC+Fh1+Mq7ECU3I2VZ8nUHjoX9n2+ln915UvvJP4khGkTziSxGFTSBw2EwjTtm0TjvwUWrcosaWr+Pp+J/GFasyJ8u+JMjIyv31+VDH8nXfeSTgc5tNPP+X1119ny5YtPProowDcc889hEIhPv/8c+6//37uvfdetm/f/pNMWkbmQEdQCUOiVyULDLgao3zx515eP7uTmqVSxOur+5wo1QItmwcXhlct9jP1MivC3nex2iAw5twAux89j4wJR+Js2EnIV9h/vUIFKcM1RIIxGtcGyJmmo/or/6Ax1z7jxtOhxhCXgiAo6KxY03/O19VENOAjbfwR1C17QxJZAKLI1lf/jEKtJy5bTWLJgABKH6tGoZaiT2JsDJ62PShUGuxZnWx5ezrFx3xJ0ZHPUnzMpyjUBSy//zSyphxH6+YvqfniGT66YiQ73phM7tTnmH39YhLzzyV/+hN4OyqQkZGRORD4Ub8SLl26lOeff56kpCQAFi5cyBtvvMGVV17Jhx9+yFtvvUV8fDzx8fHMnz+fjz76iLKysu8ZVUbm4CXsj9FZFSbiFxlzponCQ6K4miLE5ajR2xX0NUdAAESoXOxnWBmoNALu9gj2nIG3qyVVScYELamj1My/Iw6Fyo8Y3UXzN/dSftKtKNR2plx5JpFQMaGAFzEKJYcbSCnX4G6PsuYfbubeGodCCbGIZAeRMlxDNBJj47/8FMw8ie7q1UPn7+vDGJ9OV8Xgc7FIGMjnrQs8lBxuIHe6nrhMFbEYVH3hIetM8PeNJa5gJNkzXfh7qvF2xbHiiQJ0liKmXBJBqf2EMefeR2/dNlJGzCLgbEcUY2iMVgT8bHrhvL1P+4Se6veZd8/n/e19ZGRkZH6r/Cih9dxzz1FUVNT/9ZYtW0hJSaGuro5YLEZ+fn7/ucLCQtauXfsfx4tGo//x/G+ZfXM/kNcAB8c6fqtriEVFalb4qP0mQMAt0rwhSNYUHcRg60Nu7Dkqyo41oLeLhHwiwt62MqIQBWI4ChVkTFBReoweQaHA1x2lqyaE3xnBlqll/Qt5KDXP0r4nhq87xiG3xZE1QUVyuXVgDmIMjVkkZYyKTa+7GH2mgc6qMMnlahrXhDCnKTGngNcdxJCUjcaaSCTglW4WBJJGHsL2tx8ga/pJ7F78XP+41swyaldnoNTHqPrKA0DGeC2xsEjWZClyt/GVPqIBBRljLYw9ZwbTrvFSfHQnge497Hz3Wkadfgc9ezYRi0bZ9eGTpI8/nDHnPUR39QYa1386yPjU1VpDy9ZdxOVasaYMfIxFwyLOpghiVMSarkKt+2kcbH6rP1M/FHkdvx0O5LnL/DAEURSHFov8QHp6evjLX/7CV199xYsvvojX6+Xyyy9nxYoV/dcsWrSIDz/8kBdeeGHI/dFolM2bN//YacjIyMjIyBxQjBw5EqVSNuY9mPneiNarr77K7bffvt9zlZWVvPXWW9x3332MHz+e9957j5SUFKqrq/H7B9d++P1+rFbrfsfZR3l5+QH7AxeNRtm2bdsBvQY4ONbxW11Dw/oA71/RRSwycGz8uWbURoEVj/ah0gosuM9OT3WY5HINUTFKN7sRarNJKtKTPEzLnmU+Pr6hZ9AYpkQl6WO1ZIzT8vmfegEoO8ZI7iwtG1/w0rQxiC1TxYyrrWRN0ONsDPPpLT10VIRJLtWgVAs0bx5cwD77BhsdOwO42qKUHBZEq9vM5lf+iK+7mdRR88iZfQZdFStQqnRorQkYkhaw5B49jnw1jjwVvXVREopUJJWqWffPPgouamPFFXaiASnCtG/nYNu2pdR89TJ9TZUkD5/Jzncf7p9D8REX0VGxhsTiScQXTyDk1dHXNoFtb/sRFAKjTzNS+amP1JFaJl9ko361n/eu6B60jkkXmCk/zoTO+uN+Dn6rP1M/FHkdvx1CoRA7d+78tach8wvwvULrxBNP5LjjjtvvuSeffJIXX3yRBx98kKlTp/YfT0tLIxqN0tjYSEZGBgDV1dWUlJT8x2cplcoD9k2zj4NhDXBwrOO3tgZnbYywe3Aqq7MiRulRBmIhBVOutJE72Yg1Kcznd/TStivA9CfBmqQlrdwAQDSgGDJGoBeMNjWmeDUL7kpAZ1Ggs0nirX5FGFDQXRnj0xtcnPG6juYNEVo3RQEF7haR1JEaov7woDE9rbDlNan4vu5rFdP+kIK3rRoxFiNz4kJW/OUk1AYLOmsC0VCQ3HmnM+J4Nb6eKGufklKHuxcHyZ2hZdy5Vpy0EQ0oiPoVpI3SkDpcT19zDHfrWOw5OcTnf8OmFy4nFvT2z6Hyw8eZft0rbPjnTQjCdLS2SSy937P3rMgXt7s54n47vp4YsZCAtx2i/sGvTU+NiLMhRtpIDaIoEgmKPyqd+Fv7mfpfkdfx63Ogzlvmh/O9Quvf/SD7fD6eeOIJnnnmGcaPHz/onF6v59BDD+XBBx/kjjvuYOvWrSxevJg333zzp5u5jMwBhtY09D/4hAIVkbDIsY86SCpTEwmINK4PUjDXQOpoJdBFxWIfpkQ1SUVaLKkqcmfoBnlwjTrVhCNHTWKBGoNDeks3rA3QtGFwlMrXHcPdEcHdPhAO62uJUnq0CmO8Am+X5H9VfryBhjWBQfc2rMui+KjL0JrtKNQCpuQ8+poqCPZ1U3jYn3G3KQn2RfrbAu1jzzdBJl5swhmAieebMNggpSyKtyvKu5d34WqKgqhkxtWjiYUHzzcWDiGKMUqPfZpPbsui7Kihr6mrJYrBrqDyMx+2TFX/RoJ9WFJUBN0i3TVhtrzpoWF1kOLD9JQcYcSaKttDyMjI/Pz8z580NTU1BINBzjjjjEHHx48fz0svvcQNN9zAjTfeyJQpU0hMTOTOO+/sj27JyPx/JLFYRdnxBra/JYmRhCI1CSVqtEYFPleEqsVRBKVIJCD5bMUXaAgArVtC7IrzoTEoSCrRMOo0E0klalwtUdJGaXHkK0kepkWlHRBypgSpt2H9qgHxorMqMMarSB+tAwa8s9b9s48j/+qgryWKSiegMQo0b+obNHdTvJfeuu24W6spO/5mhh17FRuevZqwz00k2IvGLODtFNGaFQTdA0W+ChVSBCkAgd4/0PD1VwjCY8Ric8mepENnU9CzJ0LzZi0Fh/6eig8e7783Z+YpuFuriQQjRAKZaC1DG2XrrAoW3yKlS+OyVRz9iIPVT/eRMU6LPVtN69Ygtiw9n/yxm9atUtRu+e4wvt4YM6+xoVDuv4m3jIyMzE/F/yy0ysvLqays/LfnbTYbTzzxxP86vIzMQUd8vpZJFwoUzNITi4BCDa6mKPU1QRz5akyJSsI+kY6dAbQWJdvedTPqT+Bui7L+nx4USoHpV9jImawnfbQWUQSNfv9pMHuOmvG/t+B3OunYFcaUqGTen+IwJynpawkz6482dn/uQ6ESKD3awNpn3TRvHPDpmn2Dja/vdxKLgN6mIKFgM30tRWRNf5X1L0eJz1cy+YpD6an+OwgCxuQwKq2GpFINS+5z9keVplxqxZahosEJ/m4PhUcsx9NhZ+UTrv5nFR9mIOAWMSTkUH7SDfi6mzHYU3E1VRLyOBHFdhDB1RwlZ6qO2uVStK3kSANt20PYMlUUzJG8ugKuGPlz9Kx50o3aKDD7ehu+rhi9dYN3eG1d5KXkCAMppfvvLSkjIyPzUyHHzmVkfkEMNhUaU5Sm9SG0ZgVai4DBrsDZEKF9R4icGTosqWqC7hju9sHiYOcHPsaeZcYQp/yv6oyyJug47gkH7rYY5iQlpkQVLVuCvPE7qX/hqFNMWNOUuJqjg0TWvmcdfr+diD+COTlGV/V09PFzWfqgFAlr3xGmcZ2SGVedzOpHRzHt+lOIy04jGlFxxAN2fN1R4gs0JA/T0FklCaPEsqvQmBNZ9ohz0LMqF/sYf64Zo6OQDe9eRDQaJOTuIXv6SbRvX0bhgttBgJolfqZfZaXoUD1KrYDGAMse7qNgjp71L7oRo2BJUTLmDDMak8DYM82sf9GNvzdG+fFGOqvC1K2Q5mJNVbLnGz+xEKSNksWWjIzMz4cstGRkfkGaNgVZ/jcX7dulNJbGKDD2LDNVn/somq+nfVsYW4aSoBuU6sH3Jhap0Rh+WKrLlKDGlDDwdWdVGHGvftv4sgetWWDeHXEkFqtxtUQI9kmhKEEp/TEmhFnxaBRbloqWTYN3Eve1RImEcyk+poauahtb3/STMU5L3gwdudN02DI0dNeGef/KbsbdC9bMchpXhvem6wYKqQQFpI4O01u9krEXvEnAuZOwt5Xeuu3kzrqcHR8UMfkiM9Y0FV/e09vfRkgfp2DW9TY+ubEHcW97xb7WKI3rg4w7x8Syh139uzPX/dPNhPPMNKwJoFQLlB5jZPnfXHg7Y6SO0CAo5BSijIzMz4MstGRkfiFC/hjezmi/yAIIeUVczRFiERGlRiAaFNn9pR9LqpJRp5kAKfpkcCiYfLFlUB3W/4LOOvj+7Ck6+pqj6OMUpI40IsZEtizyMvo0ExUfeCg+3Iwty481TYmvW0Vv/bd8JQToro6w9lklCG6mXmZl1d9dGOMVWNKljxZnQ4SkUsmwtGF1jOovgwxfaGTtMwM1YqNOMdGw7GI6K5ahMRfg7jiM3no/giCgsyfRts1JzZI+Rp1q6hdZIDXa9jtj/SJrH711YUqPNTDmDDOCEprWB2nZHKJrd5hpV1jxdsZY+4ybWATqlgcIuGPof6T9g4yMjMy/QxZaMjK/EIIA0fDQ45GAiFonoNYLVH3mw9kQZeGz8QQ9YdzAEX+xk1Six5L8496u3u4IWrPArOutbHjRg6AErVnBNw9I9VL1q4LkTNVyyK1xbHnLzdjTLXxwVTfRMEy7wkrWJC0tW4L9Ua/Rp5qIBGOMPctMR2WIio99ZE3WEQ2BtzMKhaBQQny+NO89S/3kzzLSsDrIpAsthAMilmQl8UUqvG0zqV/+Ghuf+x22rDIKDv2clq0altzjYvzvzFLd136IRUT0NgV+54DaKl5gYPXf+2jfKb3YRYfpydRqSSxWs/4FN9Y0FSNONhINgS1TSdAbkYWWjIzMz4YstGRkfiHUOgXWNCUGhwJf915hIEB8oZqabwKoDQLOhij5c/Q4myKUHWNk82bInW740Z47HZUh3r+yC2dDFIUKZl5rw5Gn4p1LBht81i4PEl+gIX2EnuaNIaJhyBinpeYbP50VYYafYEShkkSho0DN8odd9NZHSB2lYdhRBtp3hqSUY7ySSEjE74r1R9E8HVF6GyJkT9bh7ZZsGeIL1WSO09G+awRlJ1xH3fJFaKwO1MYtaAzppI1NweAQOPTPdhRK0JoFgm5J6BnsCozxSsaebaZuZQBXU4S8mXq0FkW/yAKo/MTPtCssJJdpSChS07AmyJqnpYiaoID5d9qxHS3XacnIyPw8yEJLRuYXJHO8jsP/Yqd5Q5BAn0hisRpvT5QFd9upXeVn4vlmEkvUpI78af7jF2MiHZUh1j3vxtkgFWfFIrDkL05OeDIeg11BX+tA0b1KJxANi4iiZM0AEJelouJTH2G/yIaXJMPQ8uONbFnkwdspCcaWTSG0ZoHiwwwo1QKmBCXNmwL0tUSJy1axz2a0bkWAupUBpl9lZdMrHoYvNBEJ+Nj0/I0IegOtf7yasXvCrHzwUOwFE9AnLOKDqyQT09SRGubdHoerJUqgN4YoQld1mLXPuEkZriG5TENHRQhX07fSm/teBxGaNgRJLtewZdGAKaoYg9VP9ZE2Rk1cuuYnec1lZGRkvo0stGRkfkEUSoGsCXqyJuiHnCucZxj09U/RdLZxfZANL7vprR0sPsQoBD0iw080seJRV3+d06hTTFR84qP0aAPGBCW2DBVNG4NkT9ZR9dlAMbwxQdEvsvqftTbElEssaM1K3ruyi+YN0k7G0efosM6E9DFaAr1QeIiekDfGsY/GY0lW4evporduK2G/G+vRh6JMTsWYlEVi8SmsfFoqyp90oYXWrSGW/MVF3iwdyeUamjeEUOsge4qWSAD2LA0QDYvMut7GnqUDhqsqnUDII7LxXx6OetDevxlgH0F3DHE/KV0ZGRmZnwJZaMnIHKTEoiIbXnLTuiVE4SEGemo9/ed0FgUJRWq0VoE5N9sI9sXQxykJ9EUpWWDAmKgkFoHMCVp0VgX2HBUqnUDN136ShmlIH6vF4PAOpECBlOEajAkqdn/h7xdZAFte8zF9JkSCIgaHEnd7hHHnmjEnqHE1hxGUDkqO/gObX7qVkbV+Kt++ktyZp5JUOg1jvJK00Vp2feSjty6ydzwvIY+IqzHM8JNMhH0i3bURJl5gRmdR0FUdZs5NNra+6cUYryB7so5VT/WhUIEpWUnWRC31qweMXEedasKeI0ezZGRkfh5koSUjcxDi6YzQWRlm2JFGEgrV9LVFKT/eyJ5v/NhzVUz7g424TDVxmWqSh0XZ+YGPyk992LPVNG8O0lkZ5phHHSy5x9k/pj1HxfjfmbEkK2nbGmb6lVZat4TYsshLUqmaieebESMQ9sX2O6esyVoS8nSkjdIiRmHnR15qlwUIeUWK5l/JtBun01f3FRkTr8XZPJ+Kz+MoPlyFLUNLxceDW/vULPEz4xoryx5y9UfWWreEmHi+mZQyDTs/9GJwKAj7RQIuEb1NyfATjSQWaplymYWMCSE6K0NkjteSMVGuz5KRkfn5kIWWjMxBRvuuIDXf+Ai4RHZ94KXsWDPJpRrWPutm2NFGRp9qxJw0YNLVUx/BnKQk7BfZ+paH7Mk6pl9pZcf7XooO1VP5qZQy7GuNklCg4dNbevojWRkTNBz9NwcqLax8oo+WzSGyJuuYdKGFVU9KbXyEvXX8ZceYsCRIkaPdX/r48s9Own6psL12WYAj7h+LLVuk6rlsGtcpgTDtO8KUHQeJpSo6dgykP+05agKu2JD0Zc03AcqON1C/aiCi1rwpxHFPxOPvibLiCSfJpVpGn2ZCY/hxVhkyMjIy/w2y0JKROchwNUdp2RIh0Btj4oU2OqtC2HNUzLnJht6moKs6QndNGEe+BnOiCjEq8tU9zv6i+JqvAyi1Ar11ESwpSg67Jw5fTwxzkoLG9YFB6cLGNSFSykM0rg+SUqaheWOIuuUBYlGRokP1uJojTL7UTC9dGO0DOyd76iL9ImsfDeuCFMwup3Hd4OjVzvf9HPVwPB9e3U0kKKKPU1B4iJ6gZ2jkzJ6tomXzYJd7RGnXpS1dTeZENZte9hL2xyg+1PhjX2oZGRmZ70UWWjIyBxH1a/x8/MceIgFJxLRtDzH3ZhtBb4z2XSG2vOFFqRIYvtBI5ad+Jl9ixd8rDtp5CFC7NMCwowyYk1R8cYcUebKkKEkbM7SWSYxC6+YQCQVq9HEK/L0xGlYFOeeDJMxJKpRakd7Ng+/RW4c6sRsdSgJuFRqTf5AxqSlBSdMGP0c+ZKe3NoI+TsFX9zqxZagYvtDI1r27CHUWBXmz9fTsiQADhfsKFZgTlTStC5I9RYMgQPVXPvJm6v+rVkYyMjIyPwZZaMnIHCR4eyJ0V4f7RdY+6lYFGHumma/vk4xJI1GRjS97mHyJme49YdR6SaQE+gYiREmlasKBGG3bQ4T9Iga7gqJDDdizVez6cEDEaEwDgqlnT4SUERqy5kQRLF78im70MTvK/XzMJJSoSR+roWm9FH0yJSuJL1Ch0sCYM8ysfqoPMSaJpBEnmVj1ZB+7PvAz/Worq57so/xYE+njNAhASrmGWAQ0ZgGVNkbmBA3m5DgaVgdorwgx4gQTSx90EQ1D8nA1xrQIlngDglJuuyMjI/PzIwstGZkDlKA3irM+ilIrYM9W0b07jEo7VDzYMlS07xqcTlOowJqu5sNrehBjIhN+b2Htc24CrhjWDCX5syTjzx3v+1BpBcacaWbV3yW/qQX32fH3RomGRSIBWPecZP6ZNUlL/Dg/G3Z/TaQ1ws5WyEktpCB72JA5pZTqmPVHge7qiJQOtCnQ2xTY89SE/H4W3GenfUcYhQI2vuwmEhCJBERczVEcOZLDu0pnZsf7PnxdUaJhSBmtYsSxZj69uZtgn0hCsZqJ51v4/E+9RPcuf+VjfRz5iIOwR0SlloWWjIzMz48stGRkDiB66sJ0VIRABGdjhOV/k2wL5t5sY8+yILYMFcWHGaj4RKpzsmYoyZ2hH1RXBZA/S8/aZ/soOVyP1qxgy5seyo4xYM1UodErWHxrD4fcHsfwE4yMOMFI7YoAjnwVCYVaPr2ph1gEksvV5E7XIyhh3DlmVAaR+s4KIpGBovXaliqMsRSIG7qWpGIttgwVPbURtCYBe7aUliw5zEQ4EGPn+z5qlw34YSUPV2NKUJJ1voXy440gwOqnBnomTjjHyofXDqRNOyvCVH3mJy5bTVeVZJTV1xol2BcjY6y801BGRuaXQRZaMjIHCB2VIRb9rrO/r19CkZry441se8uLuz1KQqGaWEQkd4aWrMlaIkGR+HwVGWN1+HqiTLrIwtpn+1BpBUqPNxB0imx6zUPIHWPUyWZ6akMoFIAgcvhf7Gx40dNfWD7saANjzzTz0fU9/fNp2xYmc5yOox52EAnE2PyaG/2RviHz9veF0HxHaPU2hNmz1E93dQRTkpLa5X5GnmTud5ZX6xRMucRCLCxSvzrI2LNNADRvChL0xLDnqFB/J3oXcMWGpE07KsKkjdb0C63UkRrMyUqUKrk2S0ZG5pdBFloyMgcItUv9g5ond1aGKTvGwMzrrHTXRNj2llQUbkxQMPMaG9Vf+MmaZAPAYFcy+SILZccYEZTQWxfmvZu7ie0NPn19v5O5t9oQEVGqFQRcIolFGtq2h4hFwJauon3XUPv01u0hWrYGSS7T0rI5wuSFefQyIMaMRiNinwFw9h/zdkf48Npu2ncMjDflEguf3d5DfIGapBIpspVcpmXWH614OmI0bQgSCUB3dYQd7/pQqmHK5VaOeDCOhpUhtr7pRR+nQGdVEHANvEZ5s3TEoiI6i4K0MRrGnG7GkS2bk8rIyPxyyEJLRuYAIeAWhxzzdMQw2BX9IgvA2xmjdmWAgvl67FkDflmCQsCaJr3ld3/h6xdZ/eO7pOL36i+ldJ0pScn8O+30tUTw90ZR6RQo1RD9lt5KLtOw6RUPhgQFEy8ws2eRQPEJE+iNNGAx2zBH0okrMtPib8HZEKJjV4yAKzZIZIHkf5U6UounI0pSycDx+Hwt5qQoK5/ow56rpm27FGGLhmHpX13MvTkOhRoWPhOPKVnJoX+OY/kjffTUhcmfo6dovoG4NCXDF5owxSkwp6iRkZGR+SWR4+cyMgcIudN1CN96x2otUurM1zPUT8rTEaV2WYCwf+i53vowat3QQnCtWdEvsgA87VGa1gfZ/JqHhEINO971MuVSKwlFaozxCmZcZ8WSpuCQ220oFALejhhlR9jw70zA0T2eigdTqXpTQWKRVA+1Z3mAj2/oQdhPDbpKJxCLiVjTh/7up9IpyJqkpad2aETN2RRBZ1Hgao5iy1CSP8vA4Q/EccpLicy+0UrmOB3mVDUpw7SyyJKRkflVkIWWjMwBQtpILUc95KD0KAPlxxsZfZqZza95iEVFtObB6iVvhp6wX0RQDVU1PXVhQj6RkiMGGlsnlqj3K4C8XVF0ZgXb3/WSPVXHsr+5MCcpmfVHGz17Iux83093VYSgS2TDSx6+vFva4ffVPU46KyPkTNf1j+XriaG3KRCUMPVyC2q99ECFCvJn6xh/tgVH7lChpVQLFMw1kDZqcMpPqQGFUmrUrbMoaN0qCbGEfC0p5VpMDllYycjI/PrIqUMZmQMEhUrA2x0lqUzD6if7+iNZEX+MGVdb2bMsiLcrSu40Hf6+KOPPsQyxMHA2hVn2tz66KsOkjNAw/ndmrGkqmrcEiARFNEaBkHcgRZlcpmHP0gAJhWqK5uvJnKBDZxH44k4n7jbJ5LR1S4hx55hp2hgk2CdiTFBQNF9PfIEaS8qAG3x8gZriwxQse6gPtUFg5rVWgr4YRocSa4qS9LF6/h2JRRoUKkCErW95MSUoKT3KyPoX3AxfaOLLu3o5/D7HT/hqy8jIyPw0yEJLRuYAIi5LxZd39TL8BBORkIhSLR3rrAojiiJ5M7Q4ctXYslQkFAwt+u6sCtNVKUV+WreEaN0SwpapYtJFFio/9THjaitNG4K4O2JkjtOy55sAiFAwR897l3cjKAXm3R7XL7L2Ubs8QPpoLbXLA+jjFHi6omRP1ZE6csBGIeiOsfFlDwCBPvj8TidHPmBn9xcBcqbpSP+etcfnaRh7jkDqSA27v/Cz+TUPw08wUbvMj7crRndtmMwJuu8ZRUZGRuaXRRZaMjIHEBljdUy/0sbm1z14O2MMP97I7i/8NG0MkjRMQ8UnPmZcrd2vyAKkRsoC8K26emO8gu1ve2lcF2TPNwEceSqmX22hpy5KynANuTN01CzxS0XwYXGQg/w+zElKvF1Rkss1aI0CRz8cjyFOimZFo5Ioa9/2nRorEVq3halc7GP0mab/av1Gu5q0sVKbHwSBja+4+9v1KPaTJpWRkZH5tZGFlozMAYRCKZA/y0DaWA1hXwxLkub/2rv3qCjvO4/j77kzjAxXRRkx0hIUDTc1ivdC6sE2aqKpFi970jbbZFM8Hg91T7RrrM09ZxN0o9DUnq27Oe6SE0ubbDRRg4nVKlHRRmgweEkUkhJNHBEGBsaZ+e0f1LETkChKmAe/r3M4x/k9j8Pvw/MwfOf5/eb3EJ1kIiHTjFIQnxpB0pRuhuBGG8laNIC//E/HlSWDGdLm2djx+MXAPhdOezl/3MvgNBMGo453n2kMeo4vaj1k5Ns49mrHJx0tdh13zbXResGHAvxeOPSfTYzIC2dI2tUrWoNSjXz4enB/rFF67t8Qx+DU619yITzSgG2QkZPvXArcmDr6DiOD75JlG4QQoUcKLSE0yBphxBrR8e/hE8MYPvH6hsysEUbGLBmAfYgBd6OfoWPMXKz3BV3hArBG67EnGLnUcJkx/zQAvUFH8zkvJ99xYx9i5PSeNr7/fAwABrOO9569iOu8H2u0nnv+LYqT5W6qy1pY8mo89qEdn7kZPtXKnYd9nCx3ozfC+IciGHVfOBEDb/xlaPjEMOb8RyxfnriMwawjIcNE/EgptIQQoUcKLSFuM80NHcVO4ngLu59tZPQsG7HJRi6c6lhYa0iGmbhvm/C0KWzRJg6+0zHxPTrJyL3Px1LxchOtTh+WATrQwa41F2n5smM40X3Rz4HiJuJHmTmxy82Fjy9jH9pxVSvKYeJ7z8Qw8V+86E06Yu4w9ni4z2DSkTTJStKka1+9E0KIUCCFlhC3Gb9XccfEMCp+3QTAgV83Mfq+cLLyB9DU4KO10ce5Gg8RCQbee/ZSYOL7xU+8HNrcRPp8G2GRev5v+QW+/3xMoMi6wvmJl29N6yiAwuzBK8iYw/UMkitPQojbiKyjJcRtZuAIE83ngpeF//CNVi595qPyv5tJyLDw/qZmlF/X6dOF5/56GUuEnp2POzHbOm53MyTD1LH0wt8lTQ+joaqdcQ9GMHCEFFVCiNubXNES4jZji72y9EPwDaCjk4zM3RiH67yXu38SgTVST9QwI411V4uyYRPMuBu9+DyQ+c82TFY9wyeGkTTZirdd4TzrJSu/oz3uThPmcH3gU4dCCHE7kkJLiNvQoNFGEsdbqD/UDsCoOeFEDTOw+8lGLpzuKKyssTpmrI7h/d80cf6jyzjGmBk6NoxIR8eK67FJJrY/5kT9feQwMtHA5AI76CAhw9Ll9xVCiNuNFFpC9ENej5+mBi+WCD22mM6/5oljrHz3cQMXz3jxeRTuJj+NZ3yBIgsgPMbAX99oYcAgA8MmhHGuxsOBkiZyVkax4L/iOPZqS6DIArhU78PTovj2d2S4UAghrpBCS4h+pqGmneqtLVjseszhHfcBHJRqIj7VjNFydVqmOVzP/o2X+KK2o7jKWRkFwMhZFpKn27h41ktYpB6vR/Gnf78U+H8RQwyE2fVB87KuMJh1WAYYOm8QQojblBRaQvQj3nY/H/yvC3O4ntq3W2n6W8f8KEuEjmmFUQwcYSIhvWNY73zt5UCRBRCbbCTqDgPDJ4az7V+dgfY7si1MeDiCo1tcTHzUTuy3TJz70EPKd8M5scuNz9OxX9wIE3HJciNnIYT4R1JoCdGPNH7q5cQuN1kLBwSKLADbQAMGE3z2l3YihxmwRXX+1dfrdeSuimL/hqag9rPvt5O+wMYPXh6IY0xHkeZr8/OndY3MeiGWi2e8GC06Yr9tDFoJXgghxE0u71BXV8fixYtJT09n+vTpFBcXB7a5XC6WLVtGVlYWOTk5bN269aY7K4ToXni0gYEppqCV3kfMtBI/ysyutRc5+Jtmat9y0/jZZQaNNDFo5NWCy+f10/Q3b6dV4gGUn0CRBTAo1cL4n9ipeaOFmm2teNsUdoe8bxNCiK+6qVfGlStXcuedd7Jx40YaGhp46KGHSE1NJTc3l2effRaPx8M777zDmTNneOSRR0hNTeWuu+66VX0XQnxFeIyBSQV2Pq1sxxqlx9Pqxz7EyOHNzQC0Nfl595lGwqNjGPk9G3PWx/G3Dzx4XApLlIEwlyJr0QB2rL5678PECRaihnV+qbgj24ojy4K3XRFml3lZQgjRlR4XWm63myNHjrBhwwaio6OJjo5m3LhxnDhxgilTprBt2zbKysqIi4sjLi6OvLw8tm/fLoWWEL1s+EQrtoF6EjItNDf4qDvU1mmfli87hhWjhpqIGnp1XtWgFAPnPvIy+8VYLnx8GWuUnrgUE4NHdT0kaLToMcpooRBCXFOPCy2r1UpVVRUWiwWv10tNTQ1Hjhxh8eLFnDlzBr/fT3JycmD/lJQUDh06dEs6LYTo3sBkCwOTwXdZ0droo3aHO2i7La7rK1BGoxHHXUaQ90NCCHFL3NTQocXS8VY2NzeXc+fOkZaWRkpKCp988gl2uz1oX5vNRktLS7fPp+UVpK/0XcsZoH/k6A8Z4NbkcDf7MFn9jLjXwuk9bkxhOtJ+YMPr9X5jP5/+cDz6QwaQHKFEy30XN0anlOpi6utVpaWlrF27tstttbW1APj9fhoaGnjqqafQ6XQUFhayYMECjh49Gtj3lVdeobKykpdeeqnT8/h8Pj744IOepxBCCCE0KDMzE4NB5jj2Z197RWvBggXMmzevU/vx48cpKCiguLgYvV6Pw+Fg7ty5bNiwAYfDgc/no76+nsTERABOnTpFampqt98rLS1Nsyecz+ejurpa0xmgf+ToDxng1uVo/Owynx5u5+R7bizhekbNCWf4ROst7Gn3+sPx6A8ZQHKEEo/HQ01NTV93Q3wDvrbQMhgMXZ7ISUlJHDx4kNLSUubMmYPT6WTLli1MnToVq9XKzJkzKSoq4oknnqCqqoqdO3fy+9//vkffS0v6QwboHzn6Qwa4+RyxwwzEDLVwZ64No1WPOeymVnXpsf5wPPpDBpAcoUCr/RY3rsevuJGRkWzcuJGtW7cyefJklixZwujRo1m+fDkAq1ator29ncmTJ/PLX/6SJ598MnB1SwjxzdLpdYRHG/usyBJCiNvVTU2Gz87O5g9/+EOX26KioigpKbmZpxdCCCGE0DR5eyuEEEII0Uuk0BJCCCGE6CVSaAkhhBBC9BIptIQQQggheokUWkIIIYQQvUQKLSGEEEKIXiKFlhBCCCFEL5FCSwghhBCil9zUgqW3ypX7Wmv5bub94W7y0D9y9IcMIDlCSX/IAJIjlFzp+5W/f6L/0qkQOMoej4fq6uq+7oYQQgjxjUpLS8NsNvd1N0QvColCy+/34/V60ev16HS6vu6OEEII0auUUvj9foxGI3q9zOLpz0Ki0BJCCCGE6I+kjBZCCCGE6CVSaAkhhBBC9BIptIQQQggheokUWrdQYWEhK1asCDx2uVwsW7aMrKwscnJy2Lp1ax/2rnt1dXUsXryY9PR0pk+fTnFxcWCbVnI4nU6WLl1KVlYWkyZN4vHHH6e1tRXQToZ/9P7777Nw4cKgNq3lOHz4MLNmzSI9PZ2FCxfy8ccf93WXbshjjz0W9DPWUp69e/cG+jpz5kzefPNNQFsZAP74xz+Sm5tLRkYGDzzwAJWVlYD2clxx/vx5JkyYwIEDBwDt5hA3QIlb4q233lKpqanq5z//eaDtF7/4hXrkkUfUF198oQ4fPqzGjBmjqqur+7CX17Zw4UK1Zs0a5XQ61Ycffqiys7PV7t27lVLaybF8+XL18MMPq88//1zV1dWp2bNnq+eee04ppZ0MSilVV1enNm/erHJyclR+fn7QNi3laG5uVuPHj1evvfaaamxsVEVFRWr27Nl93a3rsm/fPvXMM8+okSNHqtdee00ppa08TqdTZWZmqldffVU1NzerXbt2qdGjR6vjx49rJoNSSp0+fVplZmaqd999V7lcLvXb3/5WZWdna+pYfNVPf/pTlZqaqvbv36/pHOL6yRWtW+DLL79k3bp1PPDAA4E2j8fDtm3bWLFiBXFxcYwbN468vDy2b9/ehz3tmtvt5siRIyxbtozo6GhGjRrFuHHjOHHihKZy7N27l6VLlxIfH09iYiLz58/nz3/+s6YyAJw9e5aTJ0+SkJAQ1K61HLt37w4ch8jISAoKCgLZQt3Ro0dxuVzExsYG2rSUp7KyEofDwQ9/+EMGDBjAjBkzSElJoby8XDMZACoqKhg3bhw5OTnYbDby8/NxOp2ay3HF1q1bCQ8PZ/DgwYC2zinRc1Jo3QKrV6/mZz/7GYMGDQq0nTlzBr/fT3JycqAtJSWFs2fP9kUXu2W1WqmqqiI2Nhav10tVVRVHjhwhMzNTUzl+97vfMWLEiMDjY8eOMWTIEE1lAJgyZQpPP/008+bNC2rXWo6PPvqIUaNGBR6bzWaGDx8esv39R8uWLePpp58mKSkp0KalPGPHjmX9+vWBx06nk/r6el5//XXNZADIz8+npKQEpRQul4vS0lKGDRtGTU2NpnIAfPrpp2zatIk1a9YE2rR0Tomek0LrJpWVlQFw//33B7U3Nzdjt9uD2mw2Gy0tLd9U126IxWIBIDc3l/nz55OQkEBKSoqmcmRkZGA2m3E6naxcuZK9e/dSWFioqQzd0VqOa/XX5XL1UY9ujpbyxMTEBAryyspKFi1aRHp6OtnZ2ZrJAGAwGDCZTFRUVDB27FheeOEF5syZQ2trq6ZyKKVYtWoVK1asICYmJtCupXNK9FxI3Osw1JWWlrJ27doutzkcDkpLSzu1R0ZG4na7g9rcbjeRkZG90cXr0l2O2tpaAPbs2UNDQwNPPfUUq1evprCwMKRyfF2GsrIynn/+ecaPH88bb7zBkCFDOHXqVEhlgOs7Fl8ViudUd+x2O21tbUFtodzfr6O1PC6XiyeeeILy8nIKCgp48MEHKSoq0lSGKyZNmkR1dTXHjh1j6dKlREVFMXXq1KB9QjnHli1biI2NJS8vL6hda+eU6BkptK7DggULOg3jAJSXl1NYWMi0adOC2vfs2cO+ffvw+XzU19eTmJgIwKlTp0hNTf1G+tyVa+U4fvw4BQUFFBcXo9frcTgczJ07lw0bNuBwOEIqx7UyALz88su88sorFBUVMWXKlEB7qGWA7nNcSyjm6E5ycnLgii90zDE7e/Zs0FCJlmgpT1tbG4sWLSI+Pp4dO3YEpjVoKQPApk2bsNvt5OfnYzabufvuu8nKymLChAmUl5cH9gv1HBUVFezevZu333470PbjH/+YiIiIoOkOoZ5D9IwMHV4Hg8GAxWLp9HXvvfdSW1sb+Fq6dCmzZ8+msrISq9XKzJkzKSoqorm5mf3797Nz505mzZoVcjmSkpI4ePAgpaWltLS0UF9fz5YtW5g6dWrI5bhWBp/PR0lJCevXrw8qsoCQywDXznFlCLcroZijOzNmzKC2tpYdO3bQ3NzMiy++SGZmJvHx8X3dtR7RUp4333wTj8dDcXFx0NxRLWUAiI2NZdOmTdTU1NDW1sa+ffs4evQoEydO1FSOkpKSoL8VDoeDzZs3895772kqh+ihvv7YY3/y0ksvBS3vcPHiRfXoo4+qtLQ0dc8996idO3f2Ye+6V1FRoebOnasyMjLUtGnT1HPPPafa29uVUtrIUVVVpVJSUjp9LVmyRCmljQxfVVZW1ml5B63lOHDggMrLy1NpaWnqRz/6kfr888/7uks3ZMmSJYHlHZTSTp5f/epXXf4+lJWVaSaDUkr5fD61bt06NX36dJWRkaHuu+8+VV5erpTSzrHoSk5Ojtq/f79S11mcMAAAAGVJREFUSts5xPWRm0oLIYQQQvQSGToUQgghhOglUmgJIYQQQvQSKbSEEEIIIXqJFFpCCCGEEL1ECi0hhBBCiF4ihZYQQgghRC+RQksIIYQQopdIoSWEEEII0Uuk0BJCCCGE6CX/D0hvNyBL+C3+AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.rete.project(plot_type ='clusters',\n", " method='tsne',\n", " perplexity=128);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see from this high-level map, for example, that cluster 4 contains most of the highly engaged users, whereas cluster 1 represents users with very distinct low-engagement behavior.\n" ] } ], "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": "3.8.5" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 4 }