{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Event-related Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This example can be referenced by [citing the package](https://github.com/neuropsychology/NeuroKit#citation).\n", "\n", "This example shows how to use Neurokit to extract epochs from data based on events localisation and its corresponding physiological signals. That way, you can compare *experimental conditions* with one another." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Load NeuroKit and other useful packages\n", "import neurokit2 as nk\n", "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['figure.figsize'] = [15, 5] # Bigger images\n", "plt.rcParams['font.size']= 14" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the `nk.data()` function to load the dataset located on Neurokit data folder. \n", "\n", "It contains 2.5 minutes of biosignals recorded at a frequency of 100Hz (2.5 x 60 x 100 = 15000 data points).\n", "\n", "Biosignals : **ECG, RSP, EDA + Photosensor (event signal)**" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Get data\n", "data = nk.data(\"bio_eventrelated_100hz\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the data from ***1*** **participant** to whom was presented 4 images (emotional stimuli, [IAPS-like emotional faces](https://en.wikipedia.org/wiki/International_Affective_Picture_System)), which we will refer to as **events**. \n", "\n", "Importantly, the images were marked by a small black rectangle on the screen, which led to the photosensor signal to go down (and then up again after the image). This is what will allow us to retrieve the location of these events.\n", "\n", "They were 2 types (the **condition**) of images that were shown to the participant: **\"Negative\"** vs. **\"Neutral\"** in terms of emotion. Each picture was presented for 3 seconds. The following list is the condition order." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "condition_list = [\"Negative\", \"Neutral\", \"Neutral\", \"Negative\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Find Events" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These events can be localized and extracted using [events_find()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.events_find). \n", "\n", "*Note that you should also specify whether to select events that are higher or below the threshold using the `threshold_keep` argument.*" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'onset': array([ 1024, 4957, 9224, 12984]),\n", " 'duration': array([300, 300, 300, 300]),\n", " 'label': array(['1', '2', '3', '4'], dtype='" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the location of event with the signals\n", "plot = nk.events_plot(events, data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output of [events_plot()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.events_plot) shows the corresponding events in the signal, with the blue dashed line representing a Negative event and red dashed line representing a Neutral event." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Process the Signals" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have the events location, we can go ahead and process the data.\n", "\n", "Biosignals processing can be done quite easily using NeuroKit with the [bio_process()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.bio_process) function. Simply provide the appropriate biosignal channels and additional channels that you want to keep (for example, the photosensor), and `bio_process()` will take care of the rest. It will return a dataframe containing processed signals and a dictionary containing useful information." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Process the signal\n", "df, info = nk.bio_process(ecg=data[\"ECG\"], rsp=data[\"RSP\"], eda=data[\"EDA\"], sampling_rate=100)\n", "\n", "# Visualize\n", "df.plot()\n", " # theres is a ton of features now, but not in epochs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create Epochs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now have to transform this dataframe into **epochs**, i.e. segments (chunks) of data around the **events** using [epochs_create()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.epochs_create). \n", "\n", " 1. We want it to start *1 second before the event onset*\n", "\n", " 2. and end *6 seconds* afterwards\n", "These are passed into the `epochs_start` and `epochs_end` arguments, respectively. \n", "\n", "Our epochs will then cover the region from **-1 s** to **+6 s** (i.e., 700 data points since the signal is sampled at 100Hz)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Build and plot epochs\n", "epochs = nk.epochs_create(df, events, sampling_rate=100, epochs_start=-1, epochs_end=6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot some of the signals of the first epoch (and transform them to the same scale for visualization purposes). " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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6WNzsP3ERq91OeGggNSqU9vVwDKOo/haGfPoDq35yZFQ3je5AtVtKef01hfcdO3uZNtPWAfDTq/cQJss6Gc63KX/y+EeOc/bFT7WmSfQtPh6RsSilftA0zaOTF8mJesBu1/RJ9jbJzPk9WZqgZMiQzJzhaZqGVdI5fs212kV2pXG4nittP/KXD0civMU1q37ywlUfjkRIMOeBv7NKLEHKLI1AuhyWDFJOa3yux+OiKjKpX78+YWFheX7NmzevaAZhIK7zbmTOnHG4XmTZckiCOSNy3cdpEsz5lOS9PXDxSnY3JsnM+T/nyb1FulkamjRAMT5fHI9XrlyJxZJ3h76IiIgiHo3/cw3I5fPVOFyzNmcvSUdLI3J9v/55UYI5X/J6MKeUGgtMAt7RNO1pb7+eN1xwCeYkM+f/9Jb1EswZmixBYXx2l0xOUR2ZnUsFiMLh2t7cLpk5w5D9anyuAbtUwPiWV8sslVItgSeAH735Ot7mmpmTpQn8n3Q5LBn0zJxF9rNRuZ4jFqdmXsJzrqVasm6VcbjuV8m4GpNbibTsY5/yWjCnlAoH5gGPA+e89TpFQTJzxuLM1EiZpbFlZp0YSmauZJAjs39ya4AiAblhuJXPyn41JIvs42LDm5m5WcAiTdPWevE1isQFtzlzcmLo76SbZckgmTnjc8vGybmEX3LNxsnVfeNwvVgqFU3G5MzMBQWYZB/7mFfmzCmlngDigUc82HYwMBggOjraG8O5aVct2Q0U5CK//9MzNhLMGZrMmTM+5+mDSSmJ5fyU1a4RZDaRabPL1X0DkSDd+Jz7ODjAJPvYxwo9M6eUqg1MBvprmpaZ3/aaps3SNC1R07TESpUqFfZwCoWzXMCkJDNnBNLNsmSQuZHG5zz3V8q34xA3zmqzExzgOBWRq/vGYZPyWcOzZJ0PBweY5UKMj3mjzLIVUBH4SSllVUpZgXbAU1k/B3vhNb3KGcwFB5hlzpwBZLesl5N8I8uUpQlKDJNS0gDFT1ntGsGBJv17YQzOz1nHRXDZr0bkmpmTCzG+5Y1gbgnQALjN5WsnsDDr+3yzdcWN80AUHGiSK0wGIOV3JUN2BlaTDxqD0rKKK8cOH0JCZFmUUm5fLVu21Lfds2cPffr0ITIykpCQEOLj4xkwYAD79u1ze84lS5Zw1113Ub58eUJDQ0lISODRRx9lx44dHo1p7ty5bmOIiIigS5cu/PzzzwX63ebOnUtYWFiBHuOPrHY7wQFmQDJzRiIXwY3Pdc6cNKL1rUIP5jRNO69p2k+uX8Al4GzWz363y51XmEICzNI62QCkAUrJ4FpGK4G7Mbl+mrRu24G0tDS3r5UrVwKwfPlyWrRoQXp6Op988gkpKSksXLiQKlWqMGbMGP05xo0bR69evWjQoAFLlixh//79zJ49m7p16zJy5EiPx1WqVCnS0tI4ceIEK1as4NKlS3Tu3JnMTL+7lul1Vpuml1lKqZZxOI+/chHcuCx2jUCzwqTkQoyveXWdOaOw2TWUggCzknIBA7DI0gQlguuCplJSa0zOPayAwKAgIiMj3b7Kly/P5cuXGThwIPfccw8rVqzg7rvvpmbNmiQmJjJlyhTmzZsHwLZt25g8eTLTp0/njTfeoG3bttSsWZO2bdsyZswY1q1b5/G4lFJERkZSpUoVEhMTee6550hNTeWXX37Rt5k+fToNGzakdOnSREVFMWjQIM6fPw/A+vXrGThwIJcuXdIzfOPHjwcgMzOT0aNHU61aNUqXLk2zZs345ptvCuN/p09YbBpBzmBOPl8Nw3nhO8gszTGMymqzE2AyYTbJubGvFUkwp2lae03Tni6K1/IGq10j0GQiwKTkyqEBSGauZHDLzMm+NiTNNZq7hm+++YYzZ864ZeBclStXDoD58+cTFhbGU089led26ga7rJw/f5758+cDEBgYqN9uMpmYMWMGP//8M/Pnz2f79u0888wzALRu3ZoZM2boGb60tDRGjBgBwMCBA/nuu++YP38++/bt49FHH6VLly7s3bv3hsbnaza7SwMU+Xw1DLfpKXL4NSSLTSPArDApOTf2Na8sTWA0Vpsds0lhNimp/TaADOlyWCK4ZuOkCcoNWjUGTu7Lf7vCFNkA7pvq4caO47ECNq1bk2uO2dChQ6lQoQIAdevWve4zHTx4kNjYWAICsj8W3333XUaNGqX/vH//fo+W0Ll06RJhYWFomsbly5cB6Nq1K3Xq1NG3GT58uP59TEwM06ZNo1u3bnz00UcEBQURHh6uZ/icDh06xIIFCzh69Kg+jqeffpo1a9bw/vvv8+677+Y7tuLGUWbpmDMnxRLGIZ0Ojc9qtxNodmTmpMzStySY84DV7rj6YDYpbDJnzq9pmuZSZin70sgkM2d8+tIEKBJbtubTuR+63V+uXDmSk5Nv+Pn79+9Pp06d+Omnn+jevTt2D1MMpUqVYs+ePVitVjZs2EBSUhLvv/++2zZr165lypQppKSkcOHCBWw2G5mZmZw8eZKqVavm+by7du1C0zTq1avndntGRgZ33nnnjf2SPubazVKW/jEOZ5llSKCUWRqV1aYRkJXokIDdtySY80D2H6xJMnN+zmrX0DQwmxSZNjuapt1w+ZQo3lyDOZkzd4M8zpD5huvROCS0FPHx8bm2SUhIACAlJYXWrVtf87kSEhLYuHEjFotFL4cMDw8nPDxcn8vmKaWUPpY6deqQlpZG37599Xl3qampdO7cmSeeeIIJEyZQoUIFdu3aRd++fa/bJMVut6OUYseOHW4lmwChoaEFGmNxYXUps5TMnHE4j79BZjlvMipL1rmxScmcOV+TBigecGTmHHPmpKbfvzkzNGHBjusY0uXQuCxWjSCz4xAnmTljcls0/BqH5k6dOlGxYkWmTs07MHUGan379uXSpUu8/fbbhT7O5557jl27drF48WIAdu7cSWZmJm+88QatWrUiISGBEydOuD0mKCgIm829PLhx48ZomsbJkyeJj493+4qKiir0cXubo1LCpQGKfL4ahs1laQI50Tcmq91OgLPMUt67PiWZOQ84OvbInDkjcF4tDAsO4MIVCxabRrC8Cwwp02YnLCSAs5cyJWg3rOzjcWZmBidPnnS712w2U6lSJWbPnk3v3r3p3Lkzw4cPp1atWpw9e5avvvqKXbt2sWLFClq2bMmoUaMYOXIkqamp9OrVi+joaP78809mzZqlP9+NKFu2LIMGDeKVV17hgQceoFatWtjtdmbMmEGPHj3YunUrM2bMcHtMTEwMV69e5X//+x+NGzemVKlSJCQk0L9/fwYMGMC///1vmjRpwtmzZ1m/fj2xsbH06NHjhsbnK86PU1lnznisLg1QbJdlvxqRPgVJMnM+J5k5D9hc58xJTb9fc2ZoSgeb3X4WxpNptesZ2AyL7Gcjcs3Mbdm4nipVqrh9NW7cGIBu3bqxZcsWSpUqxcMPP0zt2rXp3bs3x44dY9q0afrzvfbaa3z++efs27ePrl27Eh8fT48ePUhPT2fDhg1Ur179hsf67LPPcuDAARYuXEjDhg158803mT59OvXq1WP27NkkJSW5bd+6dWv+3//7f/Tt25dKlSrp45wzZw4DBw5k1KhR1KlTh/vvv58NGzZQo0aNGx6br+hrkcnSBIbjWmYpWRtjstrsBJpMmExIx1Ifk5yEByx2TdbSMIiMnGWWEswZlsVmJzw0GIBMm3SzNCLn0XjGux/w8uvvcGtU+DW3bdq0KV988UW+z9mzZ0969ux5w2MaMGAAAwYMyHV7dHQ0FotF/3nYsGEMGzbMbZsHH3zQ7eeZM2cyc+ZMt9sCAwMZP368vu6cP9OzNxLMGY7VpmFSECjrzBmW1Zad6JB1e31LMnMesNkdZZYBEsz5PecBp3RWMCcHIOPKtElmzujc5swJv+PsDh0cmLU0gWRwDMPZa8BkUshpkzFZnPtYyix9ToI5D1hsmqwzZxCZNvfMnHQ5NC6L1TFnDqTRjVFpOLrRKlwWEPey+vXrExYWlufXvHnzimYQBuFci8zZqEhOCI1D7zWgZL8alaPMUkkDlGJAyiw9YLNrsjCiQeTqZinBnGFZbJoE7SWAyvqvdq12loVs5cqVbuWSriIiIopkDEZhy1FmKSeExmG1Z7Wtl4omw9LLLCUz53MSzHnAYrNjziqzlMycf8tZZikZG2PSNI1Mm13fzxLMGZOmOYI5Z5llUawb6Y+NRoorvQFKoGTmjMZiszsugivJ2hiVxW4nLDBAAvZiQMosPeDIzMnCiEaQswGKzJkzJkvWXJwyIZKBNTINQDmzc9dcak4UU1bnnLmspQnk89U43LuAy341ImvWouESsPueBHMesGbNmQswy0HJ3+lllnKSb2iWXHMjpZulEWmahpJozm9JN0vjstgcXcAla2NcFlv2ouGyj31LgjkPWO1Z5QImabHr75wZm9IyZ87QcpXTyn42Js1RYimxnH+y2nOUWcrVfcOw2u3Z86lkvxqS1Vm1Jh1LfU6COQ9Y7VndLBUyZ87PZTdAyVo0XMosDcm5n4MDTASalQRzBqWR3QDF8bMcn/2Js8wyyOw4HkuDMePQS/Aka2NYjo6lJulYWgxIAxQPWG3ORcMlM+fvnItHhwUHOn6Wk3xDcgbpQWYTQWaTNEAxKM2ZmZPUnF/KXWbpy9GIwqQ3QJEu4IZlyepmCRLM+ZoEcx6wyqLhhmGxOsssszJzcpJvSM5y2qAAE4EBJml0Y1BaVm5OYjn/ZM16XwYGSJml0djs2evzyn41JqvdTqDJhF3TpAGKj0mZpQesWV2ZTLI0gd/LsEk3y5LAuV+drbHlIoxxKQVPPzmIRtVvISjATEBAANHR0QwZMoRz587p2+3du5du3boRGRlJSEgI0dHR9OzZk9TUVJfnUvpXmTJlSExMZPHixR6NY/z48fpjTSYTVatWpX///hw7dqxAv8/48eO59dZbC/QYf+X8PA3Uy/HkeGwUFrtGgNmESSlktxqTvs6cJDp8ToI5D9iyFr8MkA8bv+fMxMk6c8bm3M8yOdvYnOvMoaBlm/akHjvO0aNHmT17NsuWLeOpp54C4PTp03Ts2JGwsDBWrFjBgQMH+OSTT4iLi+PixYtuz/nBBx+QlpbGjh07aNSoEb1792bLli0ejad27dqkpaXxxx9/8Nlnn7Fv3z4efPDBQv6tjcM5Zy5Av+ji4wGJQmO12bOCdMm4GpXFZtcXhpfMnG9JMOcBx9UHab9qBHqXwyDpcmhkmS7lWyYljRWMSoOsRcIVgUFBREZGUK1aNTp16kSfPn1YvXo1AJs3b+bcuXPMmTOHpk2bEhMTQ7t27Zg2bRoNGjRwe85y5coRGRlJnTp1eO+99wgJCWHp0qUejScgIIDIyEiqVq1KmzZteOKJJ9i6datbwDhmzBhq165NaGgoMTExjBo1iqtXrwIwd+5cXn31VX7++Wc9yzd37lwALly4wODBg6lcuTJlypShXbt27Ny586b/H/qSJeviqKPyBTkhNBA9ayOVEYZly8q+yj72vUIP5pRSQ5VSPyqlLmZ9bVFKdS7s1ylKMmfOOJxzNJwT7uXcwZgszm6Wzg8a2dGGpGXtV33OXNZuPnz4MF9//TWBgY5GR5GRkdjtdhYtWqQ/xhOBgYEEBARgsVgKPLaTJ0+yePFizGYz5qxujQClS5fmww8/JCUlhXfffZeFCxcyadIkAPr06cM///lPPcOXlpZGnz590DSNzp07c/z4cZYvX87u3btp27Ytd955J2lpaQUeW3Fhc2bmTHLSbzSO8ybHOnMgF9SMyCILwxcb3miA8gcwGvgVR7D4KLBEKdVU07QfvfB6XudaFyxz5vyba2MMkPIPo3Lu58AAx8mEnEjcmNe2v8aBsweK9DXrlK/D6OajPdrWkZlzfP/9+m+pcEs4NptNz3RNnz4dgJYtWzJ27FgeffRRhg4dSrNmzWjfvj39+/enRo0aeT53RkYGr7/+OhcvXqRjx44ejSclJYWwsDDsdjtXrlwBYNiwYZQuXVrf5qWXXtK/j4mJYezYsSQlJTFx4kRCQ0MJCwvTM3xOa9euZc+ePZw+fZrQ0FAAJk6cyLJly/jkk08YNWqUR+MrbpzrzDm6RcsJoZE4ew2Ys/aNoIwAACAASURBVN6gNk3DpF92EUbgKKU1YVGaTGXwsUIP5jRN+2+Om8YppYYArQD/DObsmv5hI2Ug/s1m1zApMJukna6ROZegcLbGlqDdoLTsYK5Ji9bMmf0BdmsmH3zwAYcOHWLYsGH6ppMmTeL5559n7dq1bN26leTkZCZNmsTSpUvdgrVHHnmEAQMGcOXKFcLDw0lKSuK+++7zaDhxcXGsXLmSjIwM/vvf//Lll18yefJkt20WLVrEjBkz+O2330hPT8dms2HL+nu9lh9++IHLly9TqVIlt9uvXr3KoUOHPBpbcaQ3QJGr+4ZjyVrSyeTyWRtozudBwm/Y7Y4AzpHokHMpX/Pq0gRKKTPQGwgDvvfma3mT1ZZdZimZOf9msdv1+Y8gpR9GlWnNPkk0KWmAcqM8zZD5igaYlAIFIaGhxMbFExpk5q233qJDhw5MnDiR8ePH69tXqFCB3r1707t3b6ZMmULjxo2ZOHGiWzD3+uuvc++991K2bFkqV65coPEEBQURHx8PQP369fn1118ZOnSoPu9t69atPPTQQ7zyyiu88cYblCtXjqVLlzJixIjrPq/dbiciIoKNGzfmuq9s2bIFGmNx4myAIi3sjcdqs+tBOsh8SKNxzncNNDsCdnnv+pZXgjmlVANgCxACpAPdNU3bd41tBwODAaKjo70xnJtmtWuYs7riaZojAHBebRL+xWrTHB22lPMDxscDEl5hdf2gkQYohqVpGsptnbns/fzKK69w3333MXjwYKpWrZrrsUFBQcTFxXHixAm32yMjI/WA7Ga99NJL1K5dm2eeeYamTZuyefNmoqKi3EotXZdGcI4rZ6auSZMm/Pnnn5hMJmJjYwtlbMWB6xIijhb28j41CtfmGM6fhXFYc8x3lfeub3mrm+UvwG1AS2Am8JFSKs+FczRNm6VpWqKmaYk5S0iKC6tdI9BkIsCUXfst/JNzIVNnaZbsS2Ny+6CR8i3Dut5ebd++PfXr1+df//oXy5cv5+GHH2b58uUcPHiQX375haSkJFauXEn37t29Nr7Y2Fi6du2qB28JCQkcP36cefPmcfjwYWbOnMmCBQvcHhMTE0Nqaiq7du3izJkzZGRkcNddd3H77bfTrVs3Vq1axZEjR9iyZQuvvPJKntk6f+F8X5rlfWo4Fnt223pA1pozGLdlRaRqzee8Esxpmpapadpvmqbt1DTtBWAP8Jw3XsvbNE3TAwCzKatphvzR+i2LzU6g2eRY2FcyNoaV84q/BO3GpLnMmXP+7Or5558nOTmZMmXKEBYWxogRI2jcuDHNmzfn008/JSkpibFjx3p1jP/85z9ZtWoV33//PV26dGHkyJEMHz6chg0b8r///Y8JEya4bd+zZ0/+7//+j44dO1KpUiUWLFiAUoqVK1dy55138sQTT1C7dm0efPBBfvnllzyzjv7CYneeECp5nxqM1aZlZW0cP8u+NZbsMkvHexfkfMqXvDpnzoUJCC6i1ypU7hO03W8T/sfZmRSQORoGZnM5STSbVIHa0Qv/olC8/0Eyh89cynVfv3796NevHwDt2rXL97lu5u9k/PjxbvPznFq3bu32vFOmTGHKlClu2wwZMkT/Pjg4mEWLFuV6njJlyvDmm2/y5ptv3vAYixub86KLyUSAWTJzRmJxWZ8XskvfhTFkV79k72PpWOo7hR7MKaWmAiuAY0AZoB/QHvDLteayy0BMkpkzAGdnUnAsNiyTso3J4lK+ZZL1qwxL07SszJzSfxb+w3lh1CyLSxuOze5ogCJllsbkrH4JcGlyIx1LfccbmblI4NOsfy/gWI7gPk3TvvHCa3lddrmWyp4zJx84fstqt2dn5mTSrmFZXa74Ozpt+XhAwiucu9VZaunN3RwWFnbN+1atWkWbNm28+OrGpK8HmfU+lYtrxmG1ZU1PUdJrwIhcq9b0MkvZxz7jjXXmBtzoY4vjibXrBG2TlAv4PWcdP2SVWcquNKTsydmOORvF8dgibp7rouHetmfPnmveFxUVVTSDMBib3eXqvmTmDMVit+tt60GOwUbjvGAa4NocUPaxzxTVnDmPnEu7xKnUi1SuUXzWzbG4dOyRP1j/Z836gAEcDVDkSpIhOa8aOuv55T1rUM6lCZT+o9cU1nIFIpvFpeusSS6uGYrzwqmcNxmTnlWXUtpiwVtLE9ywxa/vIuX7E/lvWET0Rgom97pg4Z+cpR+AlPUYmNWlnt8kcyMNy5mZUy4/C/9htduzlopxnPTL+9QYNE1zzE83uzfHEMbhrFALMJmkY2kxUKyCuVuqlKZKfDhrPz7Ad/N/wWb1fZivT/KUK0yGYMn6gAGkrMfALC4XYSSYMy5NcwZyEs75I6vd/eKadIo2BluO4y9ImaXRODNzZrMkOoqDYhXMmUyKLs80ovHd0fy04ThLpu/m0vkMn44pZ4tzkKUJ/JnVZidQMnOGZ3O54i9llsalASiKpMxSFD6rTdOPxzK31TiseZw3SdbGWHI2GQOZtuJLxSqYAzCZTbTuGU+nQfU5czydzyfvIO238z4bj1sqWSby+j3XK8GObpY+HpDwCtdGN9LN0sCy5swJ/2RzrZSQiy6GYXE90VeStTEit0SH7GOfK3bBnFOtxAh6jWpKYLCZJdN3s2/9Hz5ZQ8jqUi4QIJk5v2e1uTdAkauFxmSxafp+liv+xqRpWu45c7Kb/YrFZs++6KKUHI8Nwq2bsDTHMCTnVAbXBigSzPlOsQ3mACpEhdH7hUSq1y/PhoUHWftxCpZMW5GOwXlQMrvUfssfrP9yTMp2KbOUfWlINpf1BGXOnDHpa8xRNOvM3ayjR4+ilGLnzp2+HkqxYbVlH4/Ncjw2DNeL4FnX1CRQNxjXpQnMss6czxXrYA4guFQgnYc0pFnnGA5sPcmiqTs5e+JSkb1+9sKIJv1DR4I5/5VrnTk5+BiSxZ6jzFLes4ajuURzgx57jEbVb6FCWDABAQFER0czZMgQzp07p2+/d+9eunXrRmRkJCEhIURHR9OzZ09SU1P1bZRS+leZMmVITExk8eLFHo1n/Pjx+mPNZjPVq1dn0KBBnD59ujB/bUOx2jUCTNllllL1Ygz69BSzlFkalSWP7KvsY98p9sEcgDIpmneJpeszt3Hl70y+mLqDlO/TiuS1nYuamk0Kc9aHjnzg+C+r3Z598qAUsiuNyWrLuZ9lRxuPY58qHHWWLdu05+ffjnL06FFmz57NsmXLeOqppwA4ffo0HTt2JCwsjBUrVnDgwAE++eQT4uLiuHjxotuzfvDBB6SlpbFjxw4aNWpE79692bJli0cjql27Nmlpafz+++/MnDmTZcuW8Y9//KNwf20Dsbpk0M3SkMowrDbXzJxkbYzIGbC7LQwv+9hn/CKYc6perzx9XmxORExZ1n6cwrdz92PJ8G7ZpdvVB7nC5Pdcy3qUzKUyLNdyWmmsYEzO8wZniWVgUBCVIyKpVq0anTp1ok+fPqxevRqAzZs3c+7cOebMmUPTpk2JiYmhXbt2TJs2jQYNGrg9b7ly5YiMjKROnTq89957hISEsHTpUo/GFBAQQGRkJFFRUdx///0MGzaM1atXc+XKFX2b1NRU7r77bkqVKkW9evX43//+p99ns9l4/PHHqVmzJqGhodSqVYtp06Zhd5lwtG/fPjp27EjZsmUpU6YMjRo1Yt26dfr9+/fvp3PnzpQpU4bKlSvTt29fTp48WaD/t0XFrVJClooxDL0Bitkk500G5Raw6/vYlyMq2fwqmAMoHR5M1+GNHWWX207yxZQd/HU83Wuvl71eiklSyQZgtecos5R9aUg5u1nKBUPjcZ0zl/PGw4cP8/XXXxMYGAhAZGQkdrudRYsWFaiRVmBgIAEBAVgslhsaY2hoKHa7HavVqt82btw4hg0bxt69e2nWrBkPPfQQ6emOzzC73U5UVBSff/45KSkpTJo0icmTJzNnzhz98f369aNKlSps376d3bt3M378eEJCQgBIS0ujbdu23HrrrWzfvp01a9aQnp5O165d3QLC4sK1UkLKoY3DtdOhnrWRfWsobgG7c16k7GOfCfD1AG6EKavssmqtcqz+cD9fTN1Jq+5xNGxZFmW9BNYMCAqD0hWzL9veIH3RcLPSn0r+YP2X1WbXW2FL9zTjcpRvSdfSm3Vy8mQyUg4U6WsG161D5Nix+W7nmplTwPfrv6VGlQrYbTauXr0KwPTp0wFo2bIlY8eO5dFHH2Xo0KE0a9aM9u3b079/f2rUqJHn82dkZPD6669z8eJFOnbsWODf48CBA8ycOZPmzZtTpkwZ/vrrLwCee+45unTpAsDkyZP5+OOP2bNnD3fccQeBgYFMmDBBf46YmBh27drFggULePzxxwFHZm/EiBHUqVMHgPj4eH37mTNn0qhRI1577TX9to8//pjy5cuzc+dOmjdvXuDfw5vcGqBIObRhWPIos5RjsLG4riVokgYoPueXwZxTtcoXeKjTXtZ+G8qmz+2kLtnDneFvE2Y+69ggsBRUiIe4OyHhXqjeHEzmAr2GzaUrk/Pv1FoMr3AKz1jsGoEu5Xe+WO5CeJ9FyrdKALd+ljRp0Zq335lJKbOdDz74gEOHDjFs2DB960mTJvH888+zdu1atm7dSnJyMpMmTWLp0qVuwdojjzzCgAEDuHLlCuHh4SQlJXHfffd5NKKUlBTCwsKw2WxkZGTQvn17Zs2a5bZNw4YN9e+rVq0KwKlTp/Tb3nvvPWbPnk1qaipXrlzBYrG4BZzPP/88gwYN4qOPPqJjx4707NlTD+x++OEHNmzYQFhYWK6xHTp0qPgFc67rzJnlfWoUruvzOk/0pdeAsbh1s5SqNZ/zv2DOZoWU/8L3/4ETuygFdI6qy8+RPdh8sAkLL86iXZu/qVX9NJw7Cif3wZb/wOYZjsCu9TPQqC8EBHv0ctlXmExomuOPV64++C+bS/c0k5zkG5ZNlqAoFJ5kyHzFbc6cgpDQUGrGxlG5bAhvvfUWHTp0YOLEiYwfP15/TIUKFejduze9e/dmypQpNG7cmIkTJ7oFc6+//jr33nsvZcuWpXLlygUaU1xcHCtXrsRsNlO1alWCg3N/zjhLPx1jd5agOT5bPvvsM4YPH05SUhKtW7embNmyvPPOO3z11Vf6Y8aPH0///v1ZtWoV33zzDa+++irvvfcejz32GHa7nc6dO5OUlJTrdSMiIgr0uxQFR5mlXHQxmrw6Hcox2Fic+9htnTk5N/YZ/wnmNA1++hK+nQDnUx2B2d0ToV5X1C0x3ApU+/Mya+buZ/UaM0eb16btQ48RXCoQrl6Ag984grplz8L6qdDmn9DkH/kGda6133Yt6wqTTf5g/ZXFZtc/XEwmhexKY7Lk6GYpHzLG456Xc78N4JVXXuG+++5j8ODBegbMVVBQEHFxcZw4ccLt9sjISLfSxYIICgq64ccCbNq0iRYtWvD000/rtx06dCjXdrVq1aJWrVoMGzaMIUOGMHv2bB577DGaNGnC559/To0aNdyCxuLKIkvFGJJVGqAYnuvyE/o6c7KPfcY/GqD8+TPM+T/48nEICYc+82DoDrh9GNwSo29WLqIUPUY0oXmXmvy68xQLJ27n6L4zjsc0fBAGfwePfOV4zMoR8HZT+GEu2K49uT27XEDW0jACq82lzFK6WRqW6342mWQJCiPSM3PXuL99+/bUr1+ff/3rXyxfvpyHH36Y5cuXc/DgQX755ReSkpJYuXIl3bt3L7Ix5ychIYFdu3axatUqfv31VyZOnMh3332n33/lyhWGDh3K+vXrOXr0KNu2bWPTpk3Uq1cPgKFDh3LhwgX69OnDtm3bOHz4MGvWrGHw4MH8/fffvvq1rsktg64UMoPBGJznSGZZmsCw8pwXKR+0PlO8gzm7HTa/Be+3g9MH4P4ZMHg91L0fTHkP3WQ20axzTXqOakpQaAAr3vmRNXP2czXd4qjHibsTBq6ChxdDWIQjU/d2U9g9z1HCmYPVpczSeQVRar/9l811joasa2RYNruWnYGVoN2g3NcmUJCra+nzzz9PcnIyZcqUISwsjBEjRtC4cWOaN2/Op59+SlJSEmOLUSnpk08+yYMPPki/fv1o1qwZR48e5Z///Kd+v9ls5ty5czz66KPUrl2b7t2706pVK73RS9WqVdm8eTMmk4l7772X+vXrM3ToUIKDg/Ms+fQ1t/UgTXIyaBQWe3YJXvaJvi9HJAqbVS+zdFkYXs6nfKb4llmmn3Zk4o58B3Xuhy5vQekKHj88IqYsD77QjJ2rjrLr61R+3/8XbR+qTXzTyo4P//iOjsDu19WwbhL89ynY+G9oPwZu7ak3SslOJSusdrnC5O8sLnM0lMzRMCyL3U5YoOPwJuVbxuRaZjl37lz2Hb+Ahvt+7tevH/369QOgXbt2+T/nTfydjB8/3m1+Xk4xMTF5Pr/rbUFBQSQnJ5OcnOy2zcsvv6zfP3/+/OuOo1atWixatKgAI/cdq1tDKpO8Tw3Cmlfbetm3huI8NzYpXOZF+nJEJVvxzMyl7YUPOsCxbY4grs+nBQrknMyBJlp0jaX32ETCbgnhmw9+YtX7+7h0IcOxgVKQcI+j/LLPPAgMhcVPwLut4KfFYLdnt181Kf0KosyZ8082u4am4TaXSgJzY3JbZ06CdkPKuWj4zS1CI3zBasvOoEtmzjgsttzdLKU6wlgsWVMZlFISsBcDxS+YS1kGyfeAZofHvoamj970WnEVq5Wh1+imtOoeR+q+v1jw6jZ+3ngcze5yNlD3fnhyI/Se67ht0UB47w6qnlgDOErzTLIwol9zXTMQZNFwI7PmLKeV/Ww4ORcNz6vMsjCFhYVd82vjxo3ee2EDs9jsBJpdGhXJ+9QQXDsdynwqY3ItkZaA3fcKvcxSKfUC0AOoDWQAW4EXNE37Kd8HX/4LPv8HRDWFh+ZDWMHaQl+PyWyiyT01qNmoIuvn/cL6eb9wYMtJ2vevTYWorDV5TCao3x3qdnV0zlw/lQ57n2d5UAzBhyGzuqN9tVx98E+uawaCI4aXY48xOT5oXObMyX42HGd5oiqi1NyePXuueV9UVJR3X9ygLPbsYE6WEDEOZwmezKcyLqtL8yIJ2H3PG3Pm2gPvAjtwfLxOANYopeppmnb2uo88/zvE94DeH0FQKS8MDW6JLM0Dzzfml60n2fzlb3w+aQeN7qpOs841CQzOWlDcZHZ0v6zfg3VfvE3c/nco/WV/giKb0NZ0N1Zbfa+MTXiX3sxGGqAYnmtmziRz5koEhfJqZu5mlhwQebNYXbsLy/vUKCzW7CWdJGtjTFbXCzESsPtcoQdzmqbd4/qzUuoR4AJwO7Dsug8uVd6RkTN7d30cpRR1WlUhpkFFvl/8G7tX/85vO0/R9qEEYhpWzN7QHMD+iC48sSeWlB5/YdqYxMdBr/Hntm8gYgLE5j+hXhQfFv1qoSxSa3RWu51Al8WI5UTCeHLOmQNyNUARxZvVbne7uCbHY2NwftYGmU36O1JO9I3FmmONSJCA3ZeKYs5cmazXOZfvluVqeD2QcxUSFsid/6hL9382ISDYzIp3f2TV+/tIP3dV38Zq07ASgDlxIOmDt/OiZSBhV47Dx11h7v2QuqXIxitujuvaN5CVsZGDjyG5N1aQK/5GlGvOnAKJ5fxLptVOkARzhmOxZi8oLZk5Y3I0QMl+74IE7L5UFMHcm8AeIM+oRyk1WCm1Uym18/Tp00UwnNyq1ipHn3HNaPlALKk//cX88dvY++0x7DY7NrsdpRwn/gFBIXxqu5uFLZfCvVPh9C8w5174+AE4tsMnYxeeczZACdQn7Xq3YYLwHYvNpcxSOcrvbqbtvCh+cs6Zk1jO/1jt7lf35WTQGPQu4NIAxbAcWfXsjtEg+9iXvBrMKaWmA3cAPTVNs+W1jaZpszRNS9Q0LbFSpUreHM51mQNMNL03hr4vt6BKfDibvviVRa/9gO2vDP3k33lQylBB0HIIPLsX7p4IJ3+E5LtgXm84sdtnv4O4vuw5c3LyYHSOen73Dxr5nDE4WZvA71hsdgID5KKL0Ti7WQaZTZj1+VS+HJEobHmWWcp712e8Fswppd4A+gJ3app22FuvU9jCK4Vy/9ON6DSoPpfOZxD63Rk6XAog44o1+wqT86gUVApuH+YI6jq+DMe2w6z2sKAfnMy/eacoWtacZZYyl8qwbDnWrwK5amg0udeZ824DFFG4NE1zlGrlOCGU96n/y15nTulLOslnrbHkXFYEwCaLhvuMN7pZopR6E3gIaK9p2gFvvIY3KaWolRhBdP0KvD1jBw1SLzN//Fbu6F0LtDyu8AeXgTb/hGaDYOt7sOU/8N7tUO8BaP8CVK7jk99DuHNtlwzSzdLIcrY8B7lqaDTOZifKJSUnDVD8h/PiWl7zbrxyYiKKjNXmmJ5iNimZT2VQrksTSMB+c9Iz0zl04RCHzh/it/O/cei84/uC8MY6c+8AjwAPAOeUUpFZd6VrmpZe2K/nTcGhAVysV4ZvLv3NoNAgVs/+mZ4BQdjSLXk/ICQc2o+GFoNhyzuwdSbs/y806AXtxkBFaW3tS3qZpUtmTj5gjMmtBETq+Q0pV2bOT8os169fT4cOHTh9+jQVK1bM/wHF9DVuVl5LxQDY5eq+38u0aQSaTCilZD6VQVlcFg2XgN0zf2f+zeELhzl8/rAjaMsK4E5eOqlvE2wOJjY8lmaRzfiWbz1+bm9cAHsq69+co3gVGO+F1/Mqq13jfKiJ3mMS2bf+OJlfHCTwf3/yQ0gpbrsrGnNAHpWqobfAnS9CiyHw/VuwfZZjEfKGD0G7UVC+ZtH/IiLXlWBHmaUvRyS8QdO0XI0VQDJzRuPazXLAgAF89NFHubZp0aIFW7duJSYmhtTUVACCg4OpVKkSiYmJPPbYY3Tp0iXP52/YsCH79+9n//79JCQkeDwu17EEBARQvXp1evTowauvvkrp0qUL9DveqNatW5OWlkaFChWK5PVuRKYt91Ix4KygMPtqWKIQWG12WVDa4Kw2Ldd7V/axw4WMC47s2oVDHD5/WP/+1OVT+jbB5mBqhtekaURT4svFExseS3y5eKLCojCbHMe/qUz1+DW9sc6cn1wf9YzVZnfUfZtNNOpYnQH/28eA0HJsXXKYg9v/pF2/2lSNL5f3g0tXgLtfhVZDYdMM2JkM+z6H2/pB25FQLrpof5kSzpp18uA6l0oOPsZjs7tf8VdKrvgbUc5ulq3bduCNd2cTXaGUvk1QUJD+/csvv8yQIUPIzMzk2LFjLFq0iO7duzNkyBDefvttt+fevn07p0+f5h//+AfJycm89tprBRrbXXfdxSeffILFYmHjxo0MGjSIS5cuMXPmzBv9dQskKCiIyMjI/Df0IavNvezdJJk5w7DatTzmU8lnrZFY7dmZuZI6leHs1bMcOp8VsF3I/vfMlTP6NqEBocSGx9KySktiw2OJKxdHXHgcVcOq6kFbYZDS9HxkWu0EuWTfLgcoLje/hb5Rlfhu4S98lbSLurdXoXX3eELCrrFGXlhluHcytH4GNk2HH+bCngXQ5B/QdgSUrVo0v0wJZ8mjm2VJO/iUBK5tsQGy/pESEIPJWWYZFBREpYgIIivmnf0qU6aMHuBER0dz++23U7duXZ588kl69OhBhw4d9G2Tk5Pp168fDzzwAL1792bSpEkEBHj+cRkcHKy/Vr9+/Vi3bh1LlixxC+b27t3L2LFj2bdvH/Xq1WPWrFk0adIEgL/++ounn36ajRs38tdffxEbG8uIESMYOHCg/vgNGzYwatQofvrpJ8xmM3Xq1CE5OZlbb701zzLLrVu3MnbsWLZt20ZAQACJiYl88sknVK3qm8+fXHPm5H1qGJk2l27CJoVSJe9E3+gsNo2QQONn5jRN46+rf+nz2A5fOKx/fy4je/ns0oGliQuP446oO4gLjyO2nCNwq1K6Cibl/VXgJJjLh+vCiJDdATGmYUWiat/CjuVH2PPtMY7sPcPtveKp3SJSv1KcS9kq8H+vw+3PwoYk2PUR7P4UEgfCHc9DmYgi+q1KJluOkwelJJgzIv0kMWc9vwE/aLxt4+cHOXOsaKc6V6weRpsH8y9rzLloOBS8rf3jjz/OmDFj+PLLL/Vg7vLlyyxcuJD169dz2223UapUKZYvX84DDzxQoOd2FRoaisXiPtf6hRde4LXXXqNKlSo8++yz9O/fn/3796OU4urVqzRp0oTRo0dTtmxZ1qxZw5NPPkl0dDQdO3bEarXSrVs3Hn/8cebNm4fFYmHXrl2YzXlf6d27dy8dOnTgkUceYfr06QQHB7NhwwasVusN/043K1NfWFrK8YzG6tLpEBwn+7JfjcWaR5Mxf97HmqZx6vIpPcP22/nf9MDtYuZFfbsygWWIKxfHndF36qWRseViiSgVce1z/yIgwVw+Mm12glwPSialt18NDDbTumc8CS0i+W7+Ab6dm8KBLWm061ubWyKvMzcivBp0mQF3PAcbpsH2D+CHj6D5ILh9OJQunhPW/Z3FnqPMUj5gDClnOW1JLQExOk3TUErpH6Ab162hQUykWyOUoUOHXrdE0mw2k5CQwOHD2avnfPbZZ1SvXp3GjRsD8PDDD5OcnHzDwdz27duZP38+HTt2dLt94sSJegD58ssvc8cdd3D8+HGqVatGVFQUI0eO1LcdPHgwa9euZcGCBXTs2JGLFy9y/vx5unTpQlxcHAB16ly7a/K0adNo1KgRs2bN0m+rW7fuDf0+hcV50SVIb4Di+Ffep/7PYsvudAiOY7BkXI3F6rb8j/98xmqaxslLJ/XmI65z29It2Rcuw4PDiQuP496Ye/UsW1x4HBVDK/o0aLsWCebykWnNXtQUwJRHuUDFamH0GNGU/ZtPsOWrQyz813aadKpB0/tqEBB4nZrYW2pAt3ccWbnvpjk6YO74EFo86SjJLFXeW79WieTsnuaasZFgznic5bS5e17CHwAAIABJREFUFw2XfV1QnmTIfEXT3LNyzVrdzr+S3qJGhewLaeXKXWM+s9vzaG4fzsnJyTzyyCP6z4888ghTpkzhxIkTHpckfv3114SFhWG1WrFYLHTr1i3XvLyGDRvq3zuf99SpU1SrVg2bzcbUqVP57LPPOH78OBkZGWRmZtK+fXsAypcvz4ABA7jnnnvo2LEjHTt2pHfv3lSvXj3P8ezevZvu3bt7NPaioq9FpmfmHLdb5Zjs9yw2u/45C44Lp9K23lgsLqW0xXGdObtm50T6CT1Yc85tO3zhMJetl/XtyoeUJ75cPPfH3u8I2MrFERseS/mQ8sUyaLsWCebyYbHZCcpxhSmvk0JlUtRvE0XNRpXYvOhXdq48yq87HA1SqtfNJyirEAc93nesVbd+Cmx6w5Gta/UUtHwKQvM/IRH5s+Y4eTApWWTYiHI2QDFyPX9JpuG+HEFoaCgxNeOIqxzm8XPYbDYOHjxI8+bNAThw4ACbN29my5YtjBs3zm27OXPmuN12PW3btmXWrFkEBgZStWpVAgNzz6d2vS27SY/jGJWUlMS///1v3nzzTRo0aEBYWBhjx47l1Knsbmhz5sxh+PDhfP311yxdupRx48axZMkS7rnnnlyvVdDy06JgydkARf9/UPzGKgrGmmN6imtFkzAGm11zaYDiuM0XF0ytdit//P2Ho+W/y3y2IxeOcNV2Vd+ucmhlYsvF0r1Wd70RSWx4LLeE3FLkY/YGCebyYbG5N0DJrzSvVNkg7n6sPnVaVeG7Bb+w9M091EqsTOuetQi7Jfj6L1YpAXrPcTRFWT8FvnsNtr0HrZ5xZOtCyhbWr1Ui6Y0x9HXmZLK9EVmuVWYpJxOGYtc0twXDgQIvGT579mzOnz9Pr169AEdWrkWLFsyePdttuy+//JIPP/yQsWPHenS1tlSpUsTH3/i6ops2baJLly56hlDTNA4ePJgr09ioUSMaNWrE6NGjue+++/joo4/yDOaaNGnC2rVrb3g83pAzgy5z5ozD4rI0AeRd0ST8m2sprb6siM17+/iK9QpHLxzl8IXDHLlwRP839WIqFnv2fOTI0pHEhceRGJlIXHhWpq1cLGWDjH3+LMFcPjKtdkoHZ/9vulZmLqfqdcvz0EvN2fXN7+z6OpWj+/6ieZeaNOhQDbM5n842EfWhz6eQthfWTYF1/4Kt7zgapzQfDEFFs1aR0VjtzsyclFkaWXaXPPfyLQncjUXT3DNzmZmZnD71J2H27HkPZrOZSpUqAfD3339z8uRJLBYLx44d44svvuDtt9/m6aefpl27dlgsFj7++GPGjRvHrbfe6vZaFSpUYMKECaxbt44777zT679bQkICn332GZs2baJixYq8/fbbHDlyRJ/Hd+TIEd5//326du1KVFQUhw8f5scff2TIkCF5Pt/IkSNp2bIlgwcPZujQoYSEhLBx40Y6depEdLRvlsjJuTSBLDxsHBZ7Xpk52a9GYrXbczcZK4T37vmr5/Usm2vQdiL9BFrW5TqTMlG9THVqhtekTbU2xIbH6l9hQZ5XZhiJBHP5yMxZLlCAhaYDAs00v78mtVtEsPGzX9m86DdSvk+j7UMJRCV4kNqt0gj6LYTjP8C6ybBmPHz/H0fjlGaPQ2Dojf1SJZS+NIFLxkauFhqPXk5rylG+JfvaUHKWWW7+bh2tG7hnw6Kiovjjjz8AmDBhAhMmTHAsYZC1aPjixYvp2rUrAMuWLeP06dP07Nkz12tVqVKF22+/ndmzZxdJMPfiiy9y5MgR7rvvPkJDQxkwYIDe7RIcmb+DBw/Su3dvzpw5Q0REBP3792f06NF5Pt9tt93GmjVrGDt2LC1btiQ4OJjExEQ6d+7s9d/lWjKv9T6Vk36/Z3WZTwVZwZwcfw3F6pKZczSi8vy962xCklfQdvbqWX27EHMIMeExNKzUkG7x3fSArUbZGgSZg67zCiWPBHP5yFlmeSOleeGVStF5aEOO/niGjZ/9ypLpu0loEUHrHvGUDs+n9BIgqik8/CX8vg3WTYLV4+D7txxz7Jo8CoEhBf21SiRbrvXHFHLeYDy5y2nlJNGINJcyy7lz5zI+6R0sNju1Isrk2vbo0aP5Pl+PHj30OWt52bBhg0fjmjt37nXvb9++fa45bDExMW633XLLLSxevPiazxEREXHd+/N6jTvuuMPj36EoOEuyggIc+9D5fpUGKP7PYsteUBqyl3QSxmHJa/mJHMcci93CsYvH8gzarliv6NuFB4cTGx5Lh+odqBlek5rhNYkNj6VqWNUiWaPNCCSYy0em1X1pApPpxg5KSilqNqpEtbrl2fV1KrtWp3J07xmad4mlQfsoTPmVXgJEt4BHl8LRTbB2EqwaBZvfdAR1jR+BALlScT25MzYyP8OIrPri8FK+ZWQ5yyyh4HPmhO9Ych6PZc6cYVhsGqFBUmZpZFa7pl+AuWy5jDn0Dw5dPsabu77Rg7ZjF49h1bLXsowsHUlseCw9a/V0C9r8rXNkcSTBXD4shVwuEBhkpkXXWGq3iGTjZwfZ9MWv7N98gtt7xRNdr4JnTxJzBwxcCYfXOzJ1K56HTTOg3Uho1BfMuTuniTxa1puyMzbO74X/s9hzdy0FOUk0Gg3HBRmnojgX+P3336lXr94179+/f7/P5qD5m+zjsXvXWSmH9n+OpQlcG6BImaW/0zSNs1fP6pk1rfxaNvydzt2L/uTkpZMERcOWv2HHTwFUL1ud2PBY7oq+Sw/YaobXpFRgKV//GoYlwVw+cqaSTYVUmlcuohT3P9OIw3tO8/2Xv7Hsrb1E169A655xVKjqwQROpSCuA8S2h9/WOIK6pc/AxunQfgw06A2m66xxVwI5T+ZdFw0HR8bGhARzRmHLUWZplm6WhqTl1c3Sy+eLVatWZc+ePde9X3gme2kC6WZpNHktTSBllv7BuT6bM2hzZtkOXzjMhYwL+nbm8CAytWq0ikgkNjyWt1ZdoFPthkzt2oFAkyQUipoEc/nIsOaeM1dYByWlFHGNKxNza0V+XP8HO1ce5bOJ26nXJorm99ekVFkPyiaVglp3Q/xd8MsqR6OUr56EDUmOoK5+j+xFQEo4Z8ZGX9fIJFeCjShn+ZbznEL2s7HkLLPMGdh5Q0BAwE0tOSCyWeV4bFgWu/vSBI6KJh8OSORy2XKZoxePcuTCkex/Lxwl9WKq2/ps5UPKUzO8Jp1qdNIzbDXK1uSOST/wxF11eLZNLQD+89VqwlRVCeR8RIK5fPx/9s47zI3yXPu/GfUube/FveNug21MNb1DDs0pcBII4STkBFI+kpMckhzgpJDEhDRICAcMpreAAVNsXLCNe1/ba2/vuyqrrtF8f4ykXW3xVq3Xxvd1zTXSaGbekWb0vu/9lPtRioanNvZbpRGZdXERk8/OZeu/jrF3bQ1lW+qZvayYGRcUoNX34zYJAky6HCZcCgffUkoavHKnQurO/xFMuuoLT+oiXdUshTMem9MRkS7htEInD+wZnD5QwiyT2FxCuvoMRj/CkWRBKnXCM3fSLukMhgndI5pAOjPQjjiicpRGXyPlrnKOuxTCdsytkLYGX0NiP1EQyTfnU2orZUHuggRpG2Mbg11v73beQFgCxB4I+5n+92ThDJnrA+Eu4QJKmGVqHli9WcOSf5vA9PMK2PjqETa/Wc7uj6uYc2kJU8/NQ63pR9ikKMKUaxTytu9V+OQRePHLkDMdzvt/MPGykUkuGYWIdA2zPFN/7LREh2ppl1ycM2E+pxW6hlkKcEYB5RRCPFIibiyNE/PICEz6395dS7pJx9lj+5mnfgYDghJm2WWif6b/TRn8ET8V7oqEdy3ubTvuPp6kGmnWmCm1lTI/Z35CgKTEWkKRtWhAUv9da7lCLC/yDF8/aThD5k4AKSojReUuYZapr01mzzZy+TdnUF/uYvOb5ax/6TA711Qy9/ISJp2T23fRcVBI3fQbYcq1sPdlhdS9cAvkzYLzH1TCMr9gpC4iRVGLQsJTc0YY4/RER5jlmVyc0xld68zFt53BqYFwJC5UlKw6m2oud6jew7ef34EM/PiKKdy5uDS1DX4BEZaiifsKoBLFEZnoR6MyR5raGZdpPu1EzWRZptHXmPCsdQ6PrPPWJfYTEMgz51FqK2VO9pwEaSu1lZKuTx8W1ciuyuCgGMdHwmC64Ugzj64+yB2LSrl2Vn7K2ztVcIbMnQAdCdonR2I3Z4yNa+6bRfXBVj57o5xPnjvE9vcqmHdlKRPmZfevnIFKDWfdDNNugF0vwNr/heduhIL5SvjlmPO/MKQuEpWTwgLiZK5rPaaUtC1F8YUlrPoz8eSpRqLOXFc1yxHywMqyfEZmeQQgy3T3zJ3BKYOu1v2RipT41XsHMWnVTM618sTHR7hjUcmZ/+swIyzJXdJTRiYX8pfvHOCp9ccoSjPyf3fOpzjdlPI2hxuBSIAKd0WP+Wy+iC+xn1FtpNRWyuzs2ZRaSymxlVBqK6XIUoRendraw12VwaHnOnPD326Un7y+l4pWH/et2kmGWcfi8RkpbfNUwRkydwKEuqhtgZKkPRKJvOsPN/Pi51XkOwx8/5KJ3PD9OVTsaWHzW+V8+PQBtr59jNmXFDNpYS4qTX9InQZmL4cZ/wY7n1Vy6f7vOiiYB+d+XxFROc0HtIgkoxGTiTmk3mOz5VgrP3x1N02eIO98ewmFaWfkeVOJbvWrYo/1SHC5l7dV89v3D/HUV+cxOdea+ga/wFBIc6cNwsjc42hUptUbwheSyLXrk4x9Z9B/hLoYS8URCIc+1uxlzYFGvnfxBGxGDf/1xj5qnH4KHGf65OFEPAomDpWQeiP4W7tqeWr9MS6blsN7++p5dXsN3714QkrbHCxkWabZ35wgap1z2Wrba5Nyf/NMeZTYSrhu/HWUWEsSXrZMQ+ZJM0LEQ6FVnQvDj4Bi6Qtbqyhv9rLilll854UdbD3eeobMxTCqyFykqYmmJ57o9XPduHFYly0bsesJxcJAdJ3CLFVC6j05Ll+Yb63cTiAsEYxEuXJGLlPzbJTMyKB4WjrH9zTz+TvH+eS5Q3z+znFmLStiyqI81Np+5NSptTD3Dph5G+x4FtY/BitvgtyZsPT7MPHy05bURaJRVF2IOaTWEuwOhPnms9sw6lQgw3dX7WTVXWcniOQXCe3rN+DfvSvl7Thq3dxysB75mSM0GTXo2/zccrAK3coDNGWkbtLW6g2x67MKlkoyb+5ZjXVhcVKI9qkAae5cwo2NJ/sy+gWrL4guJBKOtANgDIQRw1HCjYE+jhwaPIEIgVAEEfD51Ri1IzuMarOzef7JJ7nhqqv63FfU6VDZbCNwVQNHpGuduREwrq3eWw/ADXMKaPQEAdhd7TpD5oYZYUlGo+4y0U/hOBuNyjz2QRlTcq2suGUW1/xxA59XtKasvf4iJIWodFcmhUbGvW3t4fbEfga1gRJrCTMyZ3DNuGsotSqErchahEFtSDqn87XXCddto3mkv0wn+Pxhbjl4jLw3d9O0Telfrtp1jJzjeppaNqamURnqNx3nP1UiC9dXcE/VccwvbqTp8JlQSxhtZK6hkeY/rOj1c9FoHFEy11OYpTgCFqY/fnIEdyDM/92xgOV/38z7+xqYmqf8YQRRoPSsTEpmZFB1oJXP3znOp6sO8/k7x5l5URHTlub3T/1SrYN5d8Ks5bD7Bfj0N/DCrZA9Dc69HyZfc9qpX4YlOTnGOxFmmbo2V3x4mFZfiH/esZhd1U4efG0vu6qdzC5ypK7RUYr6nz9EuKIy5e1kAl8GIgehGdDG3hN7n0rc2um1e3uKG0sBon98nMgpQubi/6CIB77x4IM8++ab3faZN2MGa597jkmXXEJlbS0AOq2WDIeD2VOn8uXrruOK887r8fzzr7+eA+XlbH/9dcaXlCS2G2ILAAGIdDrGOH36Ca/59quv5q+//GV/vl6vKP/4YxxWa//ukyhiGKVkLixFEYQOEjcS4dDv7atnRoGNPLuBdLMWjUpgV7WTy6fnpqzNLxpkWSYcTS4anmrP3MeHGilv9vL7m2eiVonMK0lj1daqbqqaqUBcMfKY6xgV7opEiORx13FqvbVE5Y5kwRxTDiXWEq4ae1WSly3LmIUo9H2dksdD3Y9+lMqv0290HVOvjq2bP05dm1fG29gMV8Rff5q69k4lpITMCYJwLnA/MAfIA74my/LTfR2nnzaVSZs39/hZ0+9+T8s//jGcl9kn4tLJSWQuxTlzgbDEc59VcM1ZeSwen8HcYgfv72/oFi4gCAJFU9IpmpJO7eE2Pn/nOJteO8r29yqYdm4+088vwGTT9d2gWguzvwxn3aoIpaz7Fbz0VcicBEvuh2nXnzbFxyNStIv6krJO1f10B8I8s6mCG2YXMC3fhs2g5MsdrPN8IcmcHAxhu+46cn/x85S2s3JLBT95fR8bf3gB2VY9u6ucXPenjfxt+RwumJydkjaPNHq45Hefct9F47l76Vim/+w9vraolB9cOikl7aUKBw8dQj958sm+jH5hf60bh0lDrs2AyuFgydLz+fljf2ZCjiWxj1arRZ+WhqDR8JOf/IRvfvObhEIhqqqqePnll7n5vvu4++67WbEi2Yi4ZcsWmj0eli9fzrPr1vHoFcrUoc7pp9UbYkK2BVcgTL0rwIRsS8IDWxsjjABvv/023/jGN5K2GQwG9EMkVyX93C/S2EikqWlIbaUSPSlFQ+oiX+pdAXZWOXngkokA6NQqJuda2V3l6uPIMxgIpKiMLJMkgJLqedPTG4+TZ9MnSPncEgdPbzzO/lo3ZxV2l9YfDFxBVxJRi7+udFcm1WWLe9mmZ0znyrFXJrxsxdZijJqheYDloOJNzv7xj3HccvOQzjUUHG7wcOnvP+X3N8/kyhl5ACx7bB0Tss08fuvslLT54Gt7eWNnDZ/9vwsx69T8fcMxfvmvA2z60QVkWVKbI3jSoO4/RUuVZ84M7AWeiS39hqDqmTgIGg1EIiMqLhCSJICkcIFUW5jWlTXhDUlcP7sAgEum5vCLfx2gus3XayhI3ngHV3/HQf0xFzver2TbexXsWFPJxAU5zLywiLS8fiQBx4VSpt8E+15Tcupe/Xf45GFY8j2Y8SUl7+4UhhSVk8IbxRSH9azeU08wEuX2hcUA5NsNmHVqDta7U9JefyFHZXyeED5XiIA3TMAbJhhbB9ojBAMRpJBEOBRFCktEwlEioShSpGc5MkEUUGtE1FoRtUaFWiOi0opodWp0JjV6kwadUUOLYSx2OR1jcxCjTds/D/IgICESFUTUGjWCSoVKoyYqiERFVa/9y1Dx902VaDRqbju7FK1WQ2mWlbImX8raSxkE4ZQRg4iiGLXi16vV6UjPyiY3t2eyZLVayc1VJnvFxcUsXryYKVOmcNddd3HDDTdw/vnnJ/b9+9//zq233sq1117LTTfdxP/8z/8giira/GGsRi1ajQqbIFDnCuAORMi0KIaz+PkBHA5Ht21/+ctf+NWvfkVlZSVFRUX84Ac/4Otf/3ric0EQ+Mtf/sIHH3zAO++8Q3Z2Ng899BC333570j4vvfQSN954I6AQyAceeIDVq1fj9/uZMGECjz32GIunTgWGSZBHikDDHqjbDQ17oa0C3LXga4ZIAKQwaAygNYMlB9LGQPpYyJ8DebNB3z1/NCx18d6kuM7cB/uVEMtLpnYYdGYU2Hh9R+0Z0aJhRIewTfK8KVUlJ5rbg2w40sw9541LtDmvJA2ArcdbB0TmglKQKndVQtY/4WlzHact2JbYTyWoKLAUUGItYWHuQoqtxQnClspcNjmixAEIWs1JHVsisTFWExtjAUSVighCSq7LH5J4c089l87Ix2JU+tppBQ6igsj+ei/Z9lNP6Ga4kZLZlCzL7wDvAAiC8PRwnFPQxC41EgHNyJCKUMwzp02yMEEohQoo7+6tx2bQJOrfzClWJgQH6zx9xvXnlNq47K7pOBt97PqwioMb6ziwoY7i6enMuriIvPH2vjsZUaWUNJh6vVJ8fO2v4I17YO2jsOQ/FQ+euv/1SEYTwlG52wADqVPZenVHNaUZJs4qUCaXoigwMcfCwTpPStqLQ5ZlfK4QbQ0+nA0+3M1+2tuCtLcFaG8L4nUGifbyDGt0KnRGNWqtCpVGjJE0FUabWimJ0cPjE5XkBOnz+UNEwgoJDAUkgt5wRxhr8a3gBH76mdKWXoXZrsNo02GyazHbdZjsOqwZBmVJ1/cvD7QLEkpbsZBaIcUeWE8gzOs7arlmZh7pZmWgGZ9tYUdlWx9Hjn58/PRfaawoH9E2s4rHcP5Xv3HCfWRZ7l5nbhDzpzvvvJMf/vCHvPLKKwky5/P5eOGFF/jkk0+YOXMmRqORt99+m/OWXY4UlUkzKuOPVi2iEoWEkEdfeO2117j33nt57LHHWLZsGe+99x733HMPOTk5XNUp/+2hhx7ikUce4eGHH+app57ijjvuYMmSJRQXF3c7p9frZenSpWRlZfHaa6+Rn5/Prl3xvNROyj+D+XGiEmz5GxxZA8c3QCjWb2nNkFYKtgLIm6mQOFEDYR8EPeCpg6Mfwc7nOq4jcyLkz4WC2JI5WYmU6GwoTbGa5Xv7GhiTaWJcVofntjTDTHswgtMXxmE6Nce10YZwD8JxKlEgGEnNfX13bz1RGa48q8Nokm3Vk2HWcrSpvdv+UTlKvbc+ycMW97J1FR/JNGRSbC3mwuILKbGWUGwtpsRaQr4lH4048sbtBJlTn1zDepyYq8Wu3tfUtPfu3jragxG+NLcgsW1KnmIg2l/n5vxJWalp+BTCqMqZOyFi7kY5ElG8dCOAeKekVXctjJiaTikUibJmfwOXTstJkI58h5KdUeP0n+jQJNizjCy9ZSLzrypl79oa9nxSzeu/3UFWsYWZFxcxdlZm32UN4sXHJ18NZauVkgZvfUchd4vvU3LtNKeWazsUkbrIJcfJXO/HyLKMHI0SlSRkORp7LyPLUZDptE15VuSo8r7O5WffoQruXFSCq6FeGSBkmSmmIGsONuFsKEEUVSCAIIgKyY55GZJfiwiiAAgIooCAgCCKiCoVCAJeZ4jm6nZaqj201npxNvpxNvgIB6XEdxDVAma7DrNDT+5YG2aHHrNDh8mmQ29WozNp0McW1TALdshRmVBQIXWHrrsZ3fnL0F1xA16nQiq9LmVdd9iF19WdZJpsWqyZCrmzZRqwZxtx5JiwZxtQa3omeokaOAnJ89SS9rd31+EPS9w8vyixbWK2mbd21eINRjDpTp1u9lRDZ47y8ZoPmD8hn87aQt/61rd49NFHez1epVIxYcIEyss7COuqVasoLCxk1qxZANx+++089dRTzFh0EVqVmHQ/NSoxUS+tL/z6179m+fLl3HvvvQBMmDCBbdu28eijjyaRueXLlyc8cT//+c/5/e9/z6efftojmVu5ciX19fVs2rSJjAxF1W3s2LEAHSGWA3nuoxIEnOBvUzxv790PjlLFwFe6RKlTai/pXz61vw1qtkPNNqj+HA69oygpA2hM3K6bQjbjoMIC+bNTqmbp9IX4rLyFr587Jml7tlUxvjR6gmfI3DAhLPWSnpIiG/jbu2oZl2VmYrYlaXuaNcJR9z7eOHIs4WWLh0UGpWBiP6PaSIktJj4y9hqKrcUU2xTSZtKMLo+PHA4DnZwbJwnxe6xOIuypG2Nf+rya4nQj80vTEtsseg02g4YGd2oFr04VnPRZhiAI3wC+AVBUVNT7fjFLhCxJve4z3OgqnQzKxDBVD+znFa14ghEuntIRBpJp1qFTiwMic3EYzFrmXVHKrIuLOLS5np1rqnj/yX2YHTqmLslnyuI8jNY+BjBBgImXwYRL4eiHCql7534lDHPRd2DOV0E7fEpgsiwjRSKEgwHCAT/hQJBIKEgkFCISDiGFw8o6FCISDiufhcMd78MhpHBI2T/Uaf9IhLzqNrKlCM/9v9eQJAmXN8DtTh+rf/oKKlkmKkWQJIloJEJUkohKynqw+CogrYKnVnVsswM3Ak99e0DRxyeAmFgEUYWoUqFSq1Fp1Kg1atRaDWqtBjGqIuBUE/KocNaoENXq2H5a1BoNao0WlVZZq7Xa2HYtaq0msY9KG9umiW3TalFpNGi0OtQ6HRq9HrVGm+T9FUQBnUGNzqDG4qnEYfGRvSCnx28SD//0tARwNflxN8eXADWH2ji0uT5RFVoQwJJhIC3HiD3HhCPHSEaBmbQ8UyLMJ07i4h7YVBlhVm2tYnyWmVmdwnkmxCYWhxvbmTlMORsnA315yE4W5E7PQRwLz1nMj375GBNzOyZ1dnvfv33XELunnnqK5cuXJ94vX76chx9+mPKKKqaNL03aV6sSE6rHfeHAgQPccccdSdsWL17Mm12EW2bMmJF4rVaryczMpLEXsZMdO3YwY8aMBJFLwkC8cVIIvM3KIkug0oLeAt/cCNlT+3+ezjA4YNyFygLKTWs7BtXboHoL5l1ruCe6Ff7xPKgN5ObM4duqHBxNYQinD6ux8MMDjUSiMpdMTe574rk2De4AE3MsPR16BgNEV2MaKCrgqSDpVU4nn9ft58rZap7cU5YUGum0OakDfrwB1II6ERZ5Tu45lNg6vGwZhoxTJ8Q2Nh8RBpBLlQpEepobp8jRcbzZy6byFu5fNqHbfcqy6Gh0B3s58ouFk07mZFn+K/BXgLlz5/b6JMQf3rhlYiQQt7hquzywqSJza8ua0KgEzhnXMTALgkC+3UBN28DJXBxqrUohb4vyOL63hT2fVLP5zXK2vnOM8XOymX5eAdmlfdTEEgQYdxGMvRCOrVOEUt77EfK63xCe83WCU75EKKom6PMR8nkJ+n0EfV5Cfn+MmAU61oEAoU6vw8FA0j6DJVCCICoEQ9uJoGg0qLVaRLVauW8qDXqLFVEU8esiNPvcTCvJwW4yIKpViCo1KpVCdkSVqmMRVQiiqCxJHjSxk8dM8aTJwGP0AVlRAAAgAElEQVRrDmPQqrn3QkW4RohZso81tbPiw8PcsaiYKbnWWLhYZy+fso6EJNzNfjwtyuJu8RMJSYCMKILBqsZgUWEwqdCZVOiMIqAQ0mikg4hGJQmp0+uoFCESChH1+5AikQTZTSK+Q/iPCYKIRq9Do9PHFh0avQGNXk8g14Hx+CEsf30cjV6vLPF9dHq0BgNagxGtwUhGvom88RZ0hmw0Oj2CKBIJSTgbfbTV+Wit99JW56Ot3kvlgVaisRAeURSQLWou92nY/0kNWUUWJEPqPHNlDR52Vjn58RWTkwaaOJkrq/ec0mRutCIeCtU5zNJgNFJYWsq4gv7/3pIkUVZWxvz58wE4ePAgGzZsYNOmTTz44INJ+73x4nMs+Z//TjpeqxZpD/Y/l7unfbpu03SJPBEEgWgv+UYnFAuJn/dE+0SC4KlXvGjIoLeBKQu0Jmg9CNnDKIYjCEouXdoYmHETj7p3cLSikreuFuH4BlRH13GfegPixpdhsw6KFijjzdgLIGf6kErmvLGrlny7gRn5yfmUWZYOz9wZDA8SRvAuNV0HO9GXohJ13rpu4iMV7gpqvXUYS2U+aoOP2iDLkEWJrYSLiy9mz3EN5bVGXv36teSZ805KWORwIx5mORBhjFQgbjBVd9EgSMUY+/yWSlSiwJfmFnb7LNOio9FzxjMHo4DM9RdJOXMjhESn1Cn0TBBSFxe8rqyZucVpmLuEZeU7DFS3+YZ8fkEUKJ2RQemMDNrqvexZW8OBjbUc/KyS9DwVY2dZySjUEA74CLR7CLR7CPp9hHxxYhZb+3wE/VkE2y8m5A8gb18PrD9h2yqNRpnU63RoY2uNTo85LU2Z0OsNCRKQ+Dy2Vuv0yd4jrS7JOxR/reqjg7vmjxuw6tU8dOcCAN7dU8fDz23nO7cvGdYCz3trXHyyRuLnl09j6sLk0KhMT5CDW0T8JVOZdk5JYru/PUTtYSe1ZU5qypy01LaDrBACR46RSYtt5JRayS61kZZr7DtMdgiQo1GkSKTDE9rZKxqKeT47eUjDoSDhQJBwMEAkRsxDCaKubA/5/fg0KrztLho+/yyxvV8hYIKALkbytAYDWqMRndGE1mAkPdtATrEBZB2hoEigXeBYdYASv4oNq1oRBD2Iev5d1NKyppbdbTI5Y6ykF5iVHMAhYtXWKjQqgetmJde6KUwzolEJlDd7h9zGGXRHT565js/6L2bx5JNP4nQ6E2IiTz31FAsWLODJJ59MOt9fn3meN15cyR8eTVZi1apForKMFJWTPBE9YfLkyaxfvz7JO7d+/XqmTJnSr2vtCbNnz+bZZ5+lubm5u3eukzpktyuTwgqJ87UAApgywJSplKwZIYSjMj61DSafB5Ovotnp59JH3uTxRQHO1RyC8o9hzU+VxZSlkLqxF8DY88Hc/xyZBneA9YebuPf8cQnRqziyEmGWZyaEw4VE/cAu6SknmujH5f0r3ZVUeCqUtVtZV3mqCEVDiX3NGjPF1mJmZc9COjwPn9fBk7dcRomtJEkt8tfuQ2zbfYQCc9FpU9dVDsdz5k52mGXc+5paz1wwIvHStmounpxNlrW7pz7LomPbaZCbPhw4dchcp5y5kUKoJ8+cmJpwgUZ3gAN17h6lzPPtBg7U9a2AKEXC+N1ufG4XPrcrRsjaY2s3gfZ2/EnblNdRKUKtE2r3dz+nqFKhNZrQGY3oDMrampWDzmCIbTehk1zoqtejbdiGTg3aSRehW/BldDnj0RoMaHR6JcfrJCMYltBbOiYrYopyqV7ZXo1WJXJlD7WL0kxaRAGaW3wc3dFITZmT2rI2WmqUSb9aK5Izxsb8K0vJLrWSXWJFZxxZi6IgKh5OtXb4ckjkcJiD02eQed8NZNx9t7JNlomEggqxCwQIBfyEfD7FaOCPrWPvFQNCxzrQ7sHd2JDYFg4mT8ZUQKjTez0ibU4da7bpQdAhqvTozRbMaTZsWXbS8zOwZtjRm8zozWb0JjM6sxm92YJG2/MENxSJ8tqOGi6anJ0QPkm0LwpkmHU0t5+x+KcCPZG5UDBIc2MD9Sp/gsypVCoyMzMB8Hg81NfXEw6Hqaqq4qWXXmLFihXce++9LF26lHA4zDPPPMODDz7ItGnTEuf1BiNce/OXeeK3j/Lxxx9zwQUXJD6Ljw0hKZo0sekJDzzwADfddBNz5sxh2bJlrF69mueee45XX3110L/DrbfeyiOPPMK1117Lww8/TEFBAXv27MFisbBk5szkHwsgGoX2BmhvBGQwpivqkydBqTgciXZLYXBjpiprISz4irLRHRNTOfoRHPlAqYkKiqdu3EVK+H/BvBOWz3ljZw1RGa6bXdDtM6NWjUWnPhOqNYzoSRxDJSpqlk2+JoWkeTrIWoWngip3VZK8v1bUUmgppMhaxJKCJR3iI7YS0vXpCIJAmzfE3HfXcPfSMUzJ6D5vyrLqiMrQ4g2eNtL1ciSWM3eyBVASeZHJnrnhJnPv7Wug1Rvi1gU9p2BlWfU0uoOnnxqtLCvCUwNAqurMmYFxsbciUCQIwkygVZblwVUNVo08mYsneWrVqc+Z+/CgkhNx3sTMxLaoJOH3uMmLtqFvKmfPuo8Jez343S58LleCtPndLnxuJ0Fv714AjU6ZvOpjE9SMgqKk9zqTGa9boO5wgLryAHJUR0ZRJlMWFTJxQU4/CMW90HIUNvwedq6EqlUw7QZY/F0wDt7yPJwIRqLoO4lmdCTcD18boUiUN3bWcuHkrKSEen97KOF1+1q7Hv2/6llNPWqtSO5YG+PmZpM/wUFWsWXYRUhGAxL/206kXhCERDgm1qHV3opKUoIMPvavnWzYX80fb5xEoL2dhqZWnvxwP+eVmMhWS3haXPhcboLearxth2k4cmKrvEanx2C1YrDYYmsrRquVCq9Abl0by6ZNo/rAXgxWGwaLFYPZgiCKZJh1NJ0J30oJegqzXPfJR1w4J3lSl5+fT3V1NaCoRD700ENotVoyMzOZO3cur776KldfrZS7feutt2hqauKGG25IOkerN0ROTi7nLFrEk08+mUTm4lEboUgUYx+2j2uvvZYVK1bw61//mvvuu4/i4mKeeOKJJPGTgcJkMrF27Vq+973vcdVVVxEKhZg4cSKPPfZY9zDLgAtc1Up+nN4O1rwR9cR1RSTac525JGOpNRdm3aYs0SjU74IjH8LRj2HjClj/mEJIxy9TiN3YC5LKIISlKM9sqmBusYPSjJ7FLDKtZ0K1hguyLNPka0VlOM7OtmaObVdqs+2QDuJzNHDBSx39oVpUU2AuoNharMj7W4opshZRbC0mx5TTZxHtD/Y3IEVlLpvWc8H3OIFrdJ8+ZI6EmuXJNY73SNhTUH5i5eYKitKMLB7XQ04wiqZEMBLFE4xg1Z/6YbQANOyH9x9UDFgDQKo8c3OBznXg/zu2/BNFF2LA6MiZG0ky1z3JUxCEIUkny7JMyO+jva0Vb1sbXmcr3rZWdn56gOs8Tvb8bQOfOdvwuZwE2jsk7K8D3v9j/BrEjkmlzU5myRiMVpuy2GwYrDaMsYlnnKipB6AAGvCGKdtSz/4NdXy66jAbXz1K6YwMxs/NpmhaWq8qgqSPhav/AOf9EDb9ET7/B+x5ESZeDov/EwrnDfp3Gw4EwhL6FEthf3KokVZviOum53J8TzPVh9qoOdRGc5UikazWikS0IrW5Wu79t2mnLXnrilRLKosqleJVM5nxmrNx21WMn38OABkuP5/tsHDNRdO5bn6yhS8SlmiqcFN1oIGaQ3U0HGsiFPCCHERnjGBxgN4kodIEiYS8+N1uWmuq8btdhIMBLgDKX1hLZ/F+QRDRm82cHdXiV+l5o/UDjFbl/2i02THZHUlrndF0elkVRwDx+X48eurpp5/mf1f8mXpXgGl5tm7hdMePH+/znNdff3233DQpGsXlD2M3avh03bpux3T2zHXFjTfe2C2n7e677+bumGe6J/SUA9f12rvuU1BQwKpVq+iKiNMZ+xJhaK1RyJxaB+njQHfyxT7CUrSLGl4fQkWiqKhp5s2Cc+9Xvs+RNXBoNRx6F3Y9r5RIKFkEEy6DiZfyZrma6jY/P7uqdxGXbIv+jGdugIgX0O7qZat0V+IJezCWwIsVSj22fHM+OsFOJFDKf553DsVWhbTlmnJRi4Ofgr6zt47CNANT83pOkUgOoR2asXC0oGMcPdlhlt09c8NdfuJoUzuflbfy/UsnduvP40jcY3fw1Cdz3mb46Bew/Z9K/3zJw/Df3+r34amqM/cJPVakGjziOXNxN/NIIB5mmfTACkKPYZayLBP0eWlvaaa9tYV2Zxvetla8sXW7M07c2oiEug8caYIKlcmGFM4mvaCQwqkzEgStJqjilx9W8V83zefcGSUJy3+qoDdpmHF+IdPPK6C5qp0DG2o5sr2RI9sa0epVlM7MZPzcbAomO3rOO7LmwSW/VIqNb/krbP4zPHURlCxRPHVjLxhSMvtgEQhLPXrmhiM0IBKWqC93s/61I3zFp+fIXw5yOAoqtUjOWCsLrh5D/kQHWSUWvvKPrbQHI+SOPT0GmP5gJAehQDiKXtO9nmBP91mtUZE7zkHuOAdcNYloVKalup3aw05qytqoPeKkrUm5drNDR954O/kTHMjZeq7+26d8d0k+N01z4Pe48btdSevNB6oItbXRVldDbdkB/G63InbTBSqNRiF3NjtGu0NZ2xyY7LF1fLvdjtZgPEP8SIiaJg0yQpfPhgNOX5ioLJPWi2y9ShRQi0K/FS1HEonnpLUcxChYcpVcsz48HiOFsBTt4plT1v3ujvU2Jfpj2g1KUfOqzUoZnbLVsPoHsPoHzBaLeNi2gAvteSBn9TjuZFl1bD+Td9MNnpAnkbsWz2OLh0W6gq7EfqIgkmvKpdhazBVjrkCUMnnyIw+PXH0B106fhkbU8N1VO9la18qtky84QYv9h8sfZsORZr62qLTX/jAhbnMaEfXRI4DSPWduuMtPvLi1CrUocNOc7sIncWTG0huaPEHGZZmHr/GRhCwrNTnf/7FSp3P+N2DpD8CYBpxkMpcKJCaBJ0MARRQItLfjaW3G1HiYgsZaNrxYg6e5GU9rM+0tzXhamrvl7QDojCaMdgdmu4PccRMx2R2YHGmYY2uTPY33j3n50dtHeOs/ljC9oPsEP9Ppp3bjR7RqHBiHGI42EAiCQGaRhcyiiSz+0niqD7Vx5PNGju5o4tBn9ehMakpnZFAyI4PCyWlo9V0eJ2Oa4qU7+17F2rBxBTx7PeTOVEjd5KtOmOsw3Og2yRc7BAIGiqgUpbHSQ/VBxfNWd9SFFI6SiUzUrmX2wjzyJznIHWPrVvg6w6ylovWLJYwxkvVx/F1IuyD0/z6LYvyZt3DWhYXIUZnWOm+M3DmpOtBK2ZYGAO4QTYxpNuBuMVMwsRCDJXnCv+O9g7y8tpzDv7hMUdmMRvG3e/A62/A5nfhcbYqxx+XE53LidbbhaW6i4ehhfC5Xr8Qv7tEzO9Iwp6VjdqQrfUqn9zrT6e3ti9/L5O/Ymc4Nz3dv84XQa1QYYs9TZWVlN8GSzvl7+/fvP2GJnRGDFAZvrJyBqIXMklFXFzQsyUn98ZBymFVqxSNXsgiW/RxajrJ/7Yu4drzJzdFXEP76EtiLlLqpk6+CgvmJWnlxefPTLu+mH/CFfUlkLeFh81TSGmhN2jfHlEOxpZhlxcsU75qliGJbMQXmArSqjr7vs/IW/uL9jHxzYUJBUiX2bAQfLF7fUUNYkrlsWs9lbkBROoTTS6m0QwDl5HqhEnXmxM6OjuHTk4hIUV7dUcP5k7IS97EnnPICRs1H4O374PinULgQrvodZA1OQfiUIXOJouEpqDMXDgXxNDfhbmzA3dyEp6UJT0sLLeWV3F7fyAv/8Q8iMaKWEVs2V4mYHA4saRlkFBZTMnMOlrR0LBmZsYlVOia7XckHOgFkWWblaxsYl21hWn7P4QIZZqWjbPWevE5JVIkUTUmnaEo6S2+ZSOWBVg5vbeDYrmYObqpHVAsUTHAkiJ0ty9AxMOrMcPa3YN6/w64XYMPv4KWvKOE+5/wHzLg55RMNWZYJRCR06sF55qJSlOaEx0YRLQkFlGcxPd/MtCX5HJRD/O/247zxnXknVMfMMOto9oR6/fy0xAjWx+nqge0zfOsEEESB9Hwz6flmpp9XgCzL1Fd5eODxzUxV66jZ1cyxzQq5S883UzDJQcEkB3nj7WSYdUhRGac/TJpJiyCKCW87fcz3o1GJgMeDN0byfC4nvjjxi63b6mqp3r+XgLe92/FqjRZTWozgOdIxp6VhcqR3InzKdo1+dE3w+4ueBFCELp8NFf6QhC8kkWfr6Mvy8vLYuXNn0n6VLV5koDjdRF5e3vA0PhQEPdB2HMJRQKWQmFFG5ECZsKk7KTcPZz1IOW0M91ctJmA/mw/umoaq7F048JYSKbLpcTBnw6QrYcrVZJtyCUaiuAMRbIZTPFSrB/gjfqo8VR1krVNYZJO/KWnfLEMWRdYizi88X8lfi+WxFVoK0av79wxFeigarhpiekpntAcjrPjoMAvHpJ2w7ItOrcJh1Jy6E/0eIEsxMneSi4b3eI+HUQBl3eEmmjxBbpzTXbSoMzLNyjN5yuWmR0KKvsS6X4FaD1f+DmZ/JWFgGgxOGTKXKBo+iJy5cDCAu6kJd1MD7uZGXE2NCnFrasTV1IDP5UxuSxAxpaURVZtp1qSxdMk0HFmZWNIz+eeuNj5rkFjz46uGRaFxZ5WTPTUufn7N1F6tgjq1CpNWRZtv5EJMTwSVRkyUOJCkKPVHXBzb08zx3c2se6EMUELSCiY5KJjoIH9iGmaHTsnXmPMVmHU77H9DSV5/6ztKnPD8u2DenTHX8vAjLMnIMsmW4PjkoYdBJhyUaDjmovaIi7ojTuqPuYkEFUJizTQwbl628t0mODBatUhRmf96bC0TC2x9ljnIsOjwhyW8wQgm3SnzFxwSRjI8JNhbmOUwjDOCILCl1cN6McRdX5vJojHpCQ9t9cE29q6tYdeHVYiigDpLzyK/mrI9Tcybk4tK0/+OWhRVGG12JSe2qOSE+4ZDQbxtbbS3tdDe2qKEdbe1KuHebS00Hj/K0e1biAS7D3hag7GD4KWlk7NgCT63C5VardRcjNVbHG3oKcxyeAP7obk9iCgI2DuJP6nVasaNG5e0n8bhJRCOMu5kF52WZaXcQHu9MkGwZYGnblCRByOBkCR3mwzC8OQwv7q9hv11bn77pbNQmTNg9nJlCbjg8AfK+LPrefj8Kb6ssWFTn4V3dwjb7MtGJfHtC56QRyFsnkqq3LG1p4oqdxWN/uSC8+n6dIqtxSzKX9ThYbMWU2gpTJL2Hyx60hpQlA6HfGoA/raunOb2EE9+ZXKfntQsi56G0yjMklGSMxcPs+xc8qGv8hMDwUufV5Nu0nLBpBOXILEa1GjV4qlF5hoPwqtfh/rdMPU6uPQRRVF4iDhlZpIdpQm6E5pIOIy7qQFnQx3uRoWguZtj5K2psRtZE1VqrJmZWDOzGTtnPtbMbGyZWVgys7BmZGF2pCGqVDz+0WFWv1/GH758WULRMlq7m/aWxmGb4Pxjw3EsOjXX9yCb3Bl2o5Y23+jz5qhUIvkTHeRPdLD4xvE4G3xUH2qj+mArx3e3cHBTPQDmNB05Y2zklNrIHmMlc+K1qKZepxQg3/gH+PgXsP63MGs5nH0POEqG9ToDEYWI9eixCcs0VXloqvTQVOGhscJNc1W7EjIgKB6XyWfnkjvORu5Yu0JMu+Dt3bWUN3l54rbZfV5Leiz/prk9+MUhcyMYHuIPSwlvNnQYu4YjBESKyvzx4yOMyTCxaGwGoiiQU6o813MvKyESkqgrd1F9sI2Du5pYGFSz7elD7Fp5mLzxdoqmplM8LR171tAnTXFotDrs2TnYs3sfEBThJX+C4HUlfO2tLVTu203a9Dm4GhuSJkmCKKJSx4idWo1KpUal1iivY9vEFObw9vZ9IDnMcjhz5gJhCacvRIZZ12fJAXUKJLkHDCkEbRUQagdDGtgKwB/zSAxigjUSBDAiRZOlzXtSsxwEXP4wD797kJmFdq6dmVz/Eb0Npt+oLCEfHP0Q5+aXueTY+1jfXQcfmhVVzGnXKwXLRwmxk2UZV9BFpaeyO2HzVHULicw0ZFJoKeSc/HMotBRSaClMEDezNrW5RYkaZJ1D8MThKQHU5Anyt0/LuXx6zgm9cnFkWLS0nEblYUa7AMpw9INt3hBrDjSwfGFJkkGgJwiCQKZZd2qE0kajsPlPsOa/lWi1f3sOJl85bKc/ZWaS4WgEt15L+YG9+OsqcTbU4Wqow9lQj7u5KWnAUqnVWDOzFLI2dwG2zOzEe2tmJmZ7Wr8EREK91NIYLuvD8WYvb++u5etLxvQ5qXeYNLR5Rx+Z6wp7thF7tpFp5+YjR2Waa9qpLXNSX+6i/qiLI58rVkJRFLDnGEnPzyA9/zekF7fiqFyJees/UW39G0y5Bs75NuT3TY76g0BYAhk0wSiV+1poq/dRcaSV2zw69qzYy+54GQq9iswiCzOXFZE3zk7OWBs6w4nvTSAs8fs1h5mYbeHSqX1bWDJiMeDN7UGK03uWyz7d0FEfJ/Vent7CLIfjf/vKtmrKGtp54rbZPSpsqbUqCielUTgpjcxzsrni12v52dljyQ+JVO1vZf2Lh1n/4mHs2UaKY8Qub7x9QF67wUAQBKVWpNFIekHvCeVlZWXY8wqUgTkSIRqJxNZhpEiEcDBItIdQd1GlSpA7lSpG+tQaVJoY8VOphjUf6URFw4d+bpl6V0CZKJwgXyMOlSgiRaMnL+cq4AZnBchRJaTSmJ78+SAee7/fj2YACsiDQVcBlI5w6MGfMxqVuf+lXTh9IZ7+2rxeVfAA0Bph8lU0WM7l+sc/4YWLg8zxfgoH3oa9L4POqigxT71OEe1SD1/dzZ4gyzItgZZEzlq8YHactHlCHerWAgI5phyKLEVcUHQBRZaiBGkbLg/bYBGJ9hJmOQwT/RUfHSYYifLAJd3ryvUEm0FDves0CrMMjw4BFKlXAZSh3+M3dir5kDfNPbGDI44Ms5aW0T43dlbC6/couXETLlNU380n9joOFKOKzEUlidqyAzgb6nHW1+FsqIuRtnrFuzaxEN5RCqwaLFbsObnkT5zClHNzY5bpXGxZ2ZjsjmFRewxFomhVYtIALQoDUNvqA3/65ChqlcidS0r73Ndh1I6aMMv+QhAFMgstZBYqYhIA7W1BGo65aKz00FrTTt1RJ4e3NsSOuBxBuByTIYB1/TGsG1/B6Hgf3dg5GEqmoDdr0Zk0qFQiokpAEIXEYB0OSUSCEuGgRDgkEWgP43UF8TqDeF0hnM1+7nPpaX+5krdQSh2q9CoigozjrDTmzMwmq8iKLdOAcKIJQA/4w4eHKW/29j15iKFDgWmUd0DDiZFUs4z0olo6xIGmvKmdX/xrPzML7SdMvI8j06IjKII3Q8u5S8YA4GryUbG3lYq9Lez9tIZdH1Wh1qkomOhgzMxMSs/KQG86eXk7drud5pYW8vPz0eoNPe4jR6NIUgfR60z6pHCEcMBPtMuMXBAExYun0cS8fJ3WGiWkcyBEqCPMspNnrktZtcGi1RvCHQiTazP06ZUDhYTIKF7bzlL7KYcsKyIn7lolrNJRmuRJ6vg9+/+DyLKM3++npqaG7OzsYb7gZISl5N8r3nUO5X/6p7VH+WB/Az+9agrT8vsnFmYzaAijptw2mzkXfgmu+C0cWwv7XlPy7Ha/oHj0Jl0JU6+HMUsHXWQ9Kkdp9DV2ELYuXjZ/xJ/YVyWoyDPnUWQpYkbGDIqsRQnSlm/JR6c6eTUCT4SOMMsuRvAhTpyONXtZubmSW+YX9lozsCtsBg0u/8iJ5qUaHUbR0eGZSxZAGfo9jkZlVm6pZGqetc90lTisBg0u/yieG+97Hd78D8XYdvXjSppRCox+o4rMNVUc4/mfPKC8EQQs6RnYs3MZO2c+JlQE//4PSr93P3lXXo3OmHrLU7hLGAgMn4XpUL2Hl7dXs3xhcb8KWtqNWqpafUNu92TD7NBhdmQxdnaHVSLoC9NS68XV6MPdHMDd4sfTmEFVQxv+WoForQo+PTTgtgRRwGjVYrLrMKTp2Olyc8nCQpbOzcWebaLM6eWRJzaybHEOEyYPbuKy6WgLf1lXzk1zCjhvYv8sLRnmDs/cFwUjmTPnD/VWHH7w/9tap5+vPb0VtUpkxS2z+kU8rHo1WpVIU6f7bMs0MuN8IzPOLyAckqg51EbF3haOx3JORVEgf6KdMbOyGDMzE6M1td6ArsjIyKC6uppDhwb+f+sMWY4SlaLIUYmoFCUqSUSjUuK93LW4rKDkCQoqFaIoKp6+Tu8FMdmo5gtJtHpD4NQlPADeYIQ2XxjBpUsqZjsQBCNRmtuD6FQiareO5n6Mub5QhFZvGMHZd0jmsEGWwd8KIS9ojGDUQsux5F3CYSJNTajCYcQBCN1oNBqys7OxWvs3mRoswlI0UacPFPIpDkER79PDTfzm/UNcfVYeXz2npN/HxUVPEhNClQbGXaQsVzwG5Z/AvlcVYrfzOTA4FEXMqdcr5XZUyX1aJBqhzluXIGmdCVu1p5pQtMOIpxE1FFgKKLIUMT9nfhJhyzXnJtQgTyWEUySA8uv3DqFVi3z7wvH9PsZq0OD2h08bpdLREmbZqwDKEO/x6n31lDW08/ubZ/b7GLtRS3Wbv+8dRxrhALz3/+DzpyB/Ltz41LCnD3XGqCJzlvQMrvvBT7Fl52DLykkqdB04dIhjjz1Oui1tRIgcxAabLgWdh8PCFI3K/OzNfVj0au67qH8dU5pRc8p55voLnVFD3jg7eeO6x8DLkRDhHa8T2PgMgcZagrpCpAlXIo+9mKjaSDTeqWhVqHUqNLFFZ1RjsGgTnrI91S4eeLyO285KJ2+8AwC1R+kABsIhEYoAACAASURBVEvOjzV7+dbK7ZSkG/mvq6b0fUAM6bF8rpb2L45nLtVFwzsjGJZ6LEEx2PCtRneAL/1lEy5fmH/eOZ/CtP71P4IgkGHW9pqcrdGqKJmeQcn0DM69eQKNFR7KdzRydHsTa1ceYt3zh8gdZ2fMrEzGzcnCZEu9JV4UxRGR1g8HAom8ZldTYyK/uTdRKlGlxpqRGRsbsqmKGHlufzu/vfNCxowpRmc08sq2ar735i7WPnDeoMKXt1W0csfTn5Nu0vLKN8/B0Uttua745FAjX39+K6988xymFzsG3O6A4ayCVbdB3W644EFYeH+Plt5AWRnHvnUv+b97DOull6b+ugaISA+ezMFOCKvbfHz7+R2Mz7LwyA3TBzRxt+jVCAK4e7Luq7UwYZmyRIJw5EPY9xqhva9SvWcl1aY0KvNnUGnPpZIIVZ4qattricgd3iC9Sk+htZBSWylLC5ZSaC1MELZsYzaqESzPMxLoSQBlqPlU68qa+NeeOu67aHy/jN9x2A1aQlIUf1jCqB1V093BYbSQuWgUQehBAGUIIdJOX4jfvH+IsZkmrpzRf1Vgm0GNc7TpSbQcVRTb6/coiu0X/nTQ3vz+YlQ93UabnTGz5/X42YkEUFKFUCTaLQFTNUTFHn9I4pfv7GdTeQv/c9107Mb+TRjsRi3uQFiRcx4p6+8ogKDWop33JbRzb8Ja/jFs+AMcvB+OmmDmrbDgbsgY1+d5gjEBFJ26syVYWQ9mjNlb4+Kr/9iKLMv89ctzsej7/0fVqERsBg0tJ7HUxEijQwDlZIRZKuvBTBLDUpRvrdxOS3uIVXctZEZB30n3nZFh0fWLtAuCQHaJlewSKwuvHUtLjZejOxop39HE+hcPs+GlwxRMcjBhfg5jZmai7SOPc7RDo9eTXlDYa/5eOBgne42xpQFXYwOuxnrKNh8l4HFzObDm4fdZgxJ2HzWnscytZs+b9XhKirDFQu/Njr5zpD/Y38C9K7eTa9Pzzzvm95vIgRICD4xMTnPVFnjhVsXqe8vzMPGyXncdigL0SCDcw/g6GEW8ihYv33hmGxFJ5s/L5wx40i6KAhaduluolifkodpTTZWniur26oTYSJVcRV1+OnI8fNVXhrn9IIUSTDblcUnhxRTmL6TIpgiOZBgyTguvUH8RiQugDJPWQJs3xIOv72FMpom7l44d0LGdva6nA5nryJk7+XXmNF36VJU4eMP4jso2vvfSLqpb/fztK3OTSGJfsBk0uAOR0eN93fOyotKu0sCtL8KES0ak2VPm6U5MAlNQZ643hKQeBptBWA7dgTC/fb+Mjw42UufyE5Zk7jp3DLfM712IoCscRg2yrHRK6ebRGSufUgiCkoQ+9gLF2vHZn5RC5Fv/pqiPLfwmlC7tNRY5EFYGmOEQxnjx8yp+8vpe0kxaXvjG2YzNHLg6mG20x3kPN0aoPk5EihKW5ESRZ+gI3xqMQt+Kj46w9Xgbv7955oCJHCj32TnA+ywIAhkFZjIKzCy4agxt9V7KtjRQtqWeD/95gE9WHqL0rAwmzM+haEoaKvXpZ9zR6PSk5xeSnt9zH/nPtQdZ8fpn/PnqEqLuZlwN9Rw+WkFOsJqy98s51MlErNJosGVmJ8idLSsHe44S/WHLzmHNoVa+tXI70wvs/P0rcwfcv6bFiF/K1Yb3vgqv3Q22fPjqO5A54YS7x/9r8dpUow3haC9krp8TwiZPkBUfHeblbdVoVCJ/Xj6n37lU0JG/VuWpQp+2jW2edXx/bThB3JzBZO+wQ+eg0FLIrOxZXGO5hkJLoRIWqc/AXrEZYd9rcPh9OLQFLG/ClGsV8ZSC9NQo9YxSJMIsxaELoOypdnH/S7tocAdZ+e8Lksbv/qAzmcu19ZwDfCohXmf5ZNeZC3SJfoHBe9X/b9Nx/uvNfWSadTz77wuYXzqw8lQ2gwYpKtMejAzIqD7sCAdg9Q9g29NKAfAbn1JUhUcIpxyZG0krY1iSkzw5MHBXcpMnyE1/3khlq49lU3K4YkYui8ZmsGhc+oCsCI7EhOELSuY6I2c6XPsEXPQz2PoUbH0SnrkGsqYqpG76Td0kpQPheGmCHuqP9XOQkaIyP3ljLys3V3LO2HT+cMusRP7bQGGLxfJ/UTBSsf6BSJy0d//fDnQysb/WzRMfH+H6Wflc01XivJ+wGTRDjud35JhYcPUY5l9VSsMxN2Wb6zn8eSNHPm9Eb9Iwbk4WE+ZnkzPWNjoskyMASaWjWZfJ+AWLsMXqwAV31/K/K3ew+tvnkCMGcDbWJxSPXQ31OBvrqTm4j5A/+X541SZuN6WzsGgiRz+sozU3D0dOHracXDTavv/f8Tp0KSNzsqzU5Pzwv5VJws0rwZTe52GJ/1pklJI5Se6ek97PemTrDzdzz3Pb8Iclrj4rn/suGt9j+HMgEqDaU50gaJ09bTWemo78NRtURESk5jwKLYVcXHwxhZZCCiwFytpccGJJ/2nXK0uwHcpWK+Ipn/9dkSK35ivEbtr1kD/ntCd2iTBLdVfPHP32nmyvbOPX7x1i49EWLHo1T391HnNLBl6DNkHmTpMUldEigNLeQ43cgRhi4nhrVy0/eWMfF03O4nc3z8I8iFJNnQn7SSNzrhpYdTvUbodF98EFP055WGVXnDJkLu5WlkdwYApFpO5hlmL/w7UCYYmvPb2FBneQ57++kAVj+h6Ae0M8HHPUxQafTJiz4PwfweLvKlLSm56AN+9VJj1z71SKkMfkX3uqMycOwDMXjcp8d9VO3txVy11Lx/D9SyYNKBSgK6wGNe7A6JxkpQIjJYDiDyn32dDFgjtQj7ovFOHbL+zAbtTykyv7nw/ZFcPpgRUEQanVOMbGoi+Np2p/K2Wb6zm4qY6962qwpOuZMC+bCfNzSMs7vUte9DRhjBtnZEGFPScXe04uMCvpOFmW8XvcuBrqaayt4U9vbUH0tLAwPcrx7Vs48ImrY2dBwJKWgSM3D0duHvacjrU9OwdVbEwy69RoVEJqcpqlMPzrP2H7MzDtRrjmj/2ufdaRmjD6+ploVFbUP8WuRpe+++PDDR6++ew28uwG/njbLByWENXth9lVXpUgbPGla8Fsk8ZEoaWQcfZxnFdwHgWWAgosBTz2TivhkJXXv3ru0L6YztxRxy7gVojd3leVCJLP/gi2Iph6jSKekjfrtCR2oUgPOXNxESoZ+hJ8XbO/gXtWbsdu0PCjyyZxy4IirIOcpHcTtznVEYmAICAMU53jwcIX6k7mBuqZ21fr4oGXdzGvxMHjt84esNc1DpshPjcOUzACKcvdULERXvwyhP3DXjtuIDhlyFy8PtVgcuZkWebNXbWcVWCnZABhGGFJTposwMBy5h559yB7a9w8+eW5QyJyAGnGDs/cGXSBRq/Ivc68TSlC/tmfYO2jShHyaTfC2fcQCCv/cr26B5XDftzPl7ZV8eauWu5fNoF7L+i/mlZvsOo1NLjbh3yeUwUjlTMX98DqugwMA5FNDktRHnhpN0eb2nn2zgUDyp/qijiZG+54fpVKTIinhAIRync2Ubalge3vVbBtdQXpBWYmzMtm/LxsLGmjo/DxcKKjMHFynSM4saddEASMVhsGi5VfbffznmY6z9w/nyXjMwEI+ry01dXSVl+Ls9P60Kb1BNo71fkSRKyZmQmCN9/XjveIl7Y6C9bMbFTD8ZwHXPDSV+HoR7Dkfjj/QRiISudJiGbpL0Kx+9dVYKwnoYxwNExde13Cq/bE+s2IOfXocvzc9kEtvkiyynOWMYtCSyFn552dqLsW97DZdfYe/4fPGbZzwOUe3i+pt8KMLymL3wmH3lVUMT/7E2xcAfZiJQxz2vWQM+O0IXbtoQg6tdhFAEVZS1H5hEbQsgYP96zczuQcC09/bWC5qz3hdCNzcjhy0mvMAbQHpR49c/2NfnH6Qtz97DbsBi1P3DZn0EQOOu7xiEc6ybISFbb6h8p/+StvQ1b/6h+mAif/qegnhhIy8symCn765j4KHAbeundxvzuIrkVNQZkMyP0IF9h0tIWnNx7njkWlXDRl6PV6EqE8o7044smEICg1gMYsVdSEPvuTIiW9ayWL0+ZxkXguetV5id07wixPfNo2b4hH3j3IvBIH95zXt9hKf/DFC7McmfCQYA8eWFAmif0ZZwJhiW89t50PDzby4OWTWTQuY0jXE4/n94akQYWQ9AdavZpJC3OZtDAXnzvEkW0NlG1pYNNrR9n02lHyxtuZMD+bsbOzTmoNu+FEKCGNnaymBv2rM/fC1ipe3VHDdy+akCByADqjiZyx48kZ291g4/e4aaurxVmvkLz46/3rPma23we1a/n7p/9EVKmwZWXHiF4+aXkFpOUXkJZXgNHWM5noBlc1PHcTNJcptYlmL+/7mC4YzZ45d0DpD6x65Ro9IQ9Vniow7eZQYCs/2/gy1e2Kd63OW0dU7uikZZWadGMuRdYxnJO/oIOwmQsGXX/Nmur+2GCHmbcoi68VDr2jeOw2roANv4O0MQqxm3odZE8bNcSuPRjBF4oMSEGyPRDBou8y0e+HoSUsRfn28zuw6tU8+ZV5QyZycBqSuUhkWMfQRk+A37xXRppZyw8u7T8R8QYjmHU9jLH9GGRlWeY7L+ykwRVk1V0LybQMLW3opNzjcAD+9T3Y+SyMvwSu/6vyHz+JOOXI3EAHpr01Lh56ez9zix3srlZeP/Zv/athES8a3hmqTp1SbwVipajMQ2/vJ99u4PuXThzQ9fYGx0gl2Z8C8ATC/GPDcabkWnsnyulj4YpfK9Ld25/BvO4JntT+BunpV+Hsb8LM2xBjVu6+OqA/rz2K0x/moWum/X/2zju+rfr8/u97JVm2ZFm25b1X4mxnLwghg71TRti0jC+lLV2sFlrohAJll0JYLbNACCNASCB7kr0dx3vvKUvWvr8/rqV4SJ6S47S/83rdlxNZw/Zdn/M85zlnQKHgA8GoD7r0N4YwM7e/rJl1x2rJjgvlqmkDGyTusMmLvp4yS0HofzbSYndyy5u72VPSxJ+unMTNc1MH/LP6QtcbTaDIXFdowoKYsiiZKYuSaa03dxqn1LLpvTy2/OckKRMNZM2IIW2yAbVmdBA7p0tCkqRBufS6M0C7EiNP9b8fNldQ186jXxxjwZgofrZ44MWZEF0YIbowEsZ2X/RIksTN/1hPUHsTv5obSXN1paerV37sCA7bKddatUZLZEISEQmdJK+T6IXHxXtkm9TnwTtXgdUIN66EzEUD/hm7YqQcoCVJorjBRHqU1idR7Wo2UmGs4HBtIcEJB3iv3MKrpbW0WjvlrVGQa4WaMtlsJCc6h0syLvGQtRfXNnOw3Mmah5b61Z0wUB10r9BEykqSaTfJxC53tdyx2/YsbP07GMZ0IXZDl3gPF43tVq55ZSctHXa++9VCj9FPf2i3Onpd6zyF0z7Ozc8OVHKixsgrN80Y9gLfjT5jJ85A+JPMmawOrnxpO1WtFgCWTUtkTKxuwK+N1HafUR2ozPLjvRVsPlnPH6+YyLSU4esi3TPTI7aeaq2Ej26Gyn1wzgNw7m8Gp5gIEM4YModq8DbLkiTxpy+Pow9R8cZts3hiTS6rD1XLJG0ADnA2p6v3RUk8pf32hS8OVZJb3cZLN0wbVvu4K7RBisDNZZxBqDdaufylbVS3WogKDWLbmMV9/41DIuCsn/O29QKOffceL2p3wpoHYMNfCJ90PYmM71NmWWe08O+dJVw5NZHx8f4L0dWHqLA6XJ2uUP9dOUPeMFgDlONVbSx/dRc2p4tglciS8bEDmps4NRvZuwjTn5z2HxsL2F3cxHPXTeXKaUMzPOmJrgP4ieEj66amj9Yw65J0Zl6cRkN5Oyd315C/p1YOJ1cIJGVHkDEtmvSckQ8nB2hot/LGtmI+2lNOnD54UJJWX7b20Ddpd7okHvzkMJogBX+/NscvxRlBENCFR5BvUzHp3IXdvie5XBibGmiqrKCpqpKmqgqaq8opO3qI41s2nHoPUUQfE0tkhI7Ixu1EhGiIvOIJIqOnM9RU1ZEyQPnn5kKe/CaPX5yXwsXT1VQaK7tZ+VcYK6hsr8TuOnXvEgUFihA9oap05sfleLprv/2okrNSx/LstfN6fY7LJbGvaB1XTkv0u828PkSF3SmNfB6ZJhJm3CpvpgbI/UI2T9n6NGx5EqLHdRK7Zf26l/oTNoeLO97eS2VLB06XxONf5/LUNTkDeq3R4iA02Pu6yde56XRJ/HNzIRPiw7hg4vCVTG6IokBY8H9P4VRy2P1G5l7ZXEhVq4VXb57BL/5zkH9uKuSZATY6TLbehH0g5oDNJht/+TqX2WmR3DRn+MVSGOHOXLf5uHdh/GWB/8wB4owhc54q4yBsllcfrub7YrnKrg9RsXBsDB/sLmd/WTNzBzDDZnO4UGl6yizlr30tDD/YXU5GlJZLJscP+GftD4IgEK4J+p82QHG5JB5YeYgmk43fXDSOx9ecYNX+Sm6Y03/IscUh8LU0l5fu+KNcUdn1Mtr9r7FF7aJi/1KIuw+S5/SSt7y1vQS7U+LnS4Y/J9cVHnmRxfE/QuY6I0UGkI9T3drBvf85gF6j4smrp/DDt/bw+YFKbp6X1u9rT7mW9p6Z62uRX1jfziubC1k2LdFvRA5OQ9XQCwRBIDpFR3SKjvnLsqgtaaPwQD1FB+vZ9F4em97PIz5TT8ZUmdjpowNLOs02B89+e5J3dpVic7g4NzuGbQUN/Ojfe1j14/kD6ox4k8APJGpkw4k69pU289TVUwYlHesPvoxuBFEkLCqGsKgY0nKmd/uercNMc3UVTZXlNFVV0HRyP00FBym1RuGUBHhhBbCC4FBd925eYjKRCYmEx8Yj9mWE4OnM+SfOx+FyUGuu9ZCzCmMF35fnc6C6EN3YZt6oaOeNilPPd5uNjIkYw6LkRR6zkWRdMoXVKm57cx8PLJ3XzYr8UecGBLwffxXNHbRbHUxM0Pvl9+mKUZFHpo2CmT+SN2NtJ7H7DDY9AZsel92aJ14J4y+H6OyASTGdLrkIfqCshX/cMJ1DFS2s2FLEfRdkExvW/znTbvHSmXOfmz6uwdsKGiiqN/Hi9dP83hn9r4oBcjj9QubKGs2s2FLEFVMTuGBiHMtnJ8vjSJdN9Nyz+oLJ6kTbS2Yph4n3hY/2ltPaYeexyyf6TeWkDVKgFIVBRwANCqNsPs4bzhwyJ4ogigOWWVa1dPDIp0fISQ7n+llyVtFZWQaUosCmvPoBkbnWDjtjYrrbEfdnZ1/WaGZ3cRP3X5Dt94tS+H/TRWmQOFlr5DerjrCvtJk/XjGRm+em8tWRat7aXjxAMudCrRTlfZI0E65+k6Z5j/DRP3/Pjxo2w5sXQPxUOYR80jJQqnE4XazcV8Gi7OhBGecMBGFdFg/+kpSMZnhm5vrJx1lzpJqHVh3B7nTx+i0zmZdpYEJ8GB/sLh8QmevLzbKvRf6He8oB+O0l4/v9jMHg1CJxdBRhBPGUI+b8ZXI4edHBeooO1LN9ZQHbVxYQHqshZWIkqRMNJIwNR+nHYoMkSdz/8WG+PlrNVVMT+eniLDKiQ3l3VymPfHaU/WXNzEjt34K8zduCcQCduZX7yokKVfuVsMPQFoxBIRpiM7KIzciCQx9C3tswbwKuG97HaKFLN08meyUH93Fs03ee14sKJZEJiUQmpciZfEkpGJKSiYhPQKFUydc6pXLA90xJkmi1tnpm1dxf3cStxlSDQzr1XqKgwGnTowuKYWHGdL4+YGNGQib3LZ5Pki7Jp9kIwJGSaoBes1V9zd3k1sgGJePiBiYFGwxGXR6ZLhZm3ylvbdWnOnYb/yJvhiwYd6ncGUiY7jeZV0mDiR+/t5/c6jZuPzudS6bEk2rQsGJLETsKGwYkdzdaHSRFdP8bejpzPq7Bu4oaUYoCS8f7ryvnxlCyPkcrJIcDhpkxJ0kSD392BJVC5KGLZEJy6ZR43tpewtaCei6dktDve5isDrRBva+/fcVPOF0S735fyuz0SCYk+E/lJAhCYAn7KJyP84YzhsxBZ3duADcmZ6eNvNMl8cLyqZ5ZDF2wiplpEWzKq/McxH2hyWQjUtt9od3fRWnVgQoEAa7y82IB/gfnrDrx9s4S/vTlcULVSv5+TQ7LpiciCAJXTE3kT18ep6LZTFJE32Ikb3JGITyJvzmuR3fOb7lJswu+fxU+uxu+/R3M+CE79JdRb7Ry3az+yeJg4SZzbiOA/1a4XBLfFzdRe7yabKDJ6iTGy/MkSeKptXm8vKmQnCQ9zy2f5gkAvnZmEo+tPk5BXTtZMX0HtPvKmVP0IQGRJImvDlezYEz0kHMDfWE0D+B3DSeffWk6rfVmSg43UnaskWNbqji8oQKlSiQxO4KUiQZSJkaijw4ZVpHqXztK+OpINQ9dNI67F2Z6Hr9qWiJ//TqXj/dWDIjMNZttvWZ4+osaaWy3sj63jtvmp/Xq6g0XYSEqbEOVTe94CdY9DGkLYPn7iMFh6MNAHxNH+rSZ3Z5qNZvkLl5lBY2V5TRWlFFXVMDJXds8zi+CKBIRl4AhKQUpNoLY2kooKSIyIQmnQvKQM/dXz7/bKzDZTd0+LzI4ksTQRCZHTebC9AtJCpW7a4VVKh5fXYNKVPLpvQtICA+hrXwfh4tamHTtpH6PEWPnda+XUYbge4Qht7oNQYDsQJK50TjGEBYPc/5P3tqqIe8ryP0Sdr4km6foEmDcxTKxSz1ryPlWBXXt3PDaLhwuiReun8alncqiCfFhhGtUbC9oHBCZa7fa0am77yOPc7SPnbuvpJmJiXpCgvyvUvlv6szJM3PDm3X+/GAVW/Mb+OMVEz2Fi6nJEYRrVGw4UdcvmXM4XVgdrt5ull1GkLzZSWwvaKC8qWNQRisDRcD2cbf5uPvh3N+Oivk4bzijyBxK5YBm5l7ZXMj3xU08fU0OqYbuHZXF42L469cnKG8yew0ZdcNid2K2OTGE9lgwuB3TfCwM95U2MyE+jIQAzMfoQ1TUGS1+f9/RhKqWDt7cVszhylYWj4vBbHPywvp8loyL4cmrp3QLTD9njOw0uC2/geWz+yZcFruzWywBnKrk28QQWdoy44dQtEkmdVue4iz+zish81ik/T1IMX6Vtbjnv/5bbjI94XC6WH24ipc3FpJf184P8mvIBi54YQeXzMkgVhfMwfIWXJLE9JQITta1s/pQFdfPTuaPV0zqtti+YFIcj60+ztpjNWTF9G1YYenszKl77GtR8F2AOVDeQmVLB786z/8zKaOZzPWEPlpDzhINOUuSsducVOY1U3asidJjjZQebQQgNFJNwtgIErLDCU7UUmuz0251MC4ujBRD9+tpbnUbH+4pZ1NeHeeMjWZSgp6/fJXL0vGx3LUgo9tztWolF02K58vD1Tx62cR+F3XNZrvH4deNUwtG76/5LrcWh0ti2fSBmekMBl3tsQdM5iQJvnsUtj8PE66Aq1b0myGn1miJz8omPqu7sZbdZqW5qpKG8lLKSk5QW1ZESdExHAYdBcW5bH/wXiQkjBoHLaF2edPZMYeBLi6W+IgkZsTOIDE00SOHTAxNxG5XsSmvHoUocOmUeARBYOW+Ch5eeYicpHCeu26q5163MDuab47VkF/Xzth+jBSMnRmbPUN++8qDPFFtJN2gDYgM8ow5T8PiYdYd8tbRDCfXygYqB96TZWDB4ZB9kdy1y1wMQd7XOFaHk3d2lvL+7jJSIzXMyTDw+tZiAP5z19xu+08UBeZlGNhR0DAgg5g+Z+a87Fubw8WhihZu9NMMVU/oQ1RUtXYE5L1HGpLD7smYs9idNLRbMWjVhAQpkCSJ2jYrFruT0GAlZquTY1WtRGqDmJkWiUIUaDLZ+OOXx5mWEt7t760QBRaOjWZzXj0ul9SnBNJkle+xvXLmuigjvMVP7C5uQiEKLBnn/+5rQNxou87HXfsOTLjcv+/fB5wuiRc35A/qNQEjc4Ig3APcD8QDx4BfSJK0dVjv6UMyYrE72VvSTLROTV6tkafX5XF5TgI/mN67O3bBxDj++vUJ1h2v5faz031+VlNnBECv6m/nMerrhlNUb2JWWmCSC8OCleTXjfKbTScK69upabUQrFJwstbIsapWzs6KZun4mF6udc0mG4cqWjhY3sJb20vosDlJi9LwxJoTACzKjublm6b3WqBnxYQSFxbM1gGQOavDhbpHt0bo/K+nki8IsnNc5iJoKuLzVx/jQtu3KN86X5ayzLlbnllQDr97c9qyUQIASZKoaO6gvFnOezpS0co7u0qpaO4gO1bHM9fmMGdHKW3HYOGEeD7ZV0mH3cmYmFAUosDfvz2JJkjBPedmct/52b1uJPH6EHKS9Kw7XstPFvVD5jrng3qSAbEP+db63FqUosB5fhy8dyNUrUQhCqN/kdgDqiCFJ8cOoLnWxFfrisk9VEfD99Wc3FUDQIPookzpolTpxJARRlZiGNWtFo5VtVLbZiVIITIjNYL3vi/D6ZJIidTw92u8G49cMzOJT/ZX8M2x6n47AC1mG6mRPd3U5K++rs15Ne2EqBQBl+nFDGCuCKcDVt8rR6fMvB0ufgrEgZFAo83YvbPWLm+VxspTRiNJQBK89pyD/ZP05M3PINqsIcIoENVkxV7aiuR0z9I5CYu2YEiyYkhyoIy0UKZtZbvLyXNbyj3H7leHq8lJDufJtSc4KzOK126Z2e08OzdbjnjYlFfXL5lr6yRz3qSyvs7TEzVtfpVndcUZQ+a6IiQCcpbLm82M5cQ6irZ+SMbRLwk+9AGSSoOUsRgx+0IYcz4d6iiOVbVyqKKVD/eUcbK2nRmpEeRWG9mYV09cWDDv3jHHq/phflYUa47WUNJo9igmvEGSJO8zc31IoI9VtWJ1uJgZqHXTGRADZHe6WLGliM8PVmK0OLhiaiI3zknxNBwkScJsc9JhtmJ2wi/+c4Bvj9disjkRBEiJ1NBucdDo9lvwdwAAIABJREFUI7rq/AmxvHjDNB785DBtHXYeXza5F+FaPC6Gzw9Wsaekqc9cZJNNPne1Xu6x4FsZcaSylTExoQHrvvrN6f00z8cdq2rlz1/msrOocVCvCwiZEwThOuB54B5gW+fXNYIgTJAkqWzI76tU9rJZNlrs3PHvvXxf3OR5bFJiGH/7wRSvFaRUg5ZxcTrWHqsZEJmL0HQnc325MpltDipbOlgenTzwX2oQkLPJRl9mUFfYHC4eW32MD3aXdct7ClKKvLurjMTwEKalhGOyOjBaHNS0WaholqtmggCz0iJ56uoppBq0FDeYUCtF4vXBXvelIAicPSaKb4/X9htG2ldnztu+lCLSedh8A3kz7uU3CQfkbt2nd8G6RzqH1H8Iurih/IkACAuRT73RfpPxBZdLYmtBA98crWFzXp3H3tiNqcnhPHrZRJaMi0EUBep3yH/jZ2+ciVOSq3vuQet6oxVNkKJXpa8rzp8Yx1Nr8wbUUQfvOXO+FvnFDSZSDJoBuWUOFoIgEBasPLMWiT1QWN/OI58fZWdRI5NT9Zw7NgrJ6ETT4iC9wUpMhYnpZiXSUSv1eXXodCJLkvVkLzBw+fQkIrRB1LZZqG2zkBkd6nM/z06LJDkyhJX7Kvolc80mGxE+O3Pe93NhfTvpUVq/Dd53RdhgyIDNDCt/CCe/kW2tFz7Yretvd9qpNlX3ImoV7TKB89j4d0IXpCMpNKmb0Yi7w2ZdcSNXpS8h/sd/6PYap8NBa10NjRVlNFbIcs3GynKKDh9E6GIydm2wnsT0dNqCo/hmTz57DkSyYHwmK26d2esci9eHkB2r47vjddx1TiZ9wWixewodXeEtNBzk87q0yTzgiJLB4owkc11wosnBPd+GU9xwEyqWM0vI5ULHHpae2EF83pcAnHRlstU5lfWuaTgiJ/LWbbNYNC4GSZIwWh0EKxU+Xb4XdmYxfne8ljvPyfD6HJCLpg6X1Ksz51noe+ma7y9rAWBmamDI3IjGTgwBx6paeWDlYY5VtTE/00BKpIYVWwp5dUshBm0QTpdEm8WB0yXx2IkaDBYbG/PquSwngZzkcGpaLRTUtaMLVjIuTodeo8JocSAKApMT9ewobORv35xg1p+/o83i4NHLJjAurndR5LwJsYSqlXy0t6JvMmftJHM9ruPKPtbGkiRxtLKVReO8DVkMH+EaFcUNpv6f2B+6zcedD8teC9h8nNMlsfpQFUUNJiRJotlsY29JMydqjOiClTz5gylc97eBv1+gOnO/Av4lSdJrnf//mSAIFwI/Bn4z1Dft2ZlzuiTueW8/eztNMcI7idfCsdF9sv/zJ8Ty0sYCCuvbyYz2PoPjrnD0kln2UX0oqpcPpsx+5nqGCn2IijaLvd82+OmCxe7k3g8OsO54rRyWPj4Gi8NJelQoyREhfJdbx7u7Sjle1YZWrSRUrWRaSgQ3zElhanI4kxP13WQ3fVUA3Vg6PoaV+yrYkl/PomzfFwqL3eXVrh68V/Jr26x02J0kxUbJQ+gzb4eijTKp2/yEnAc08Sq5W5c0Y6B/Ig/cxMFdoR7t+PxgJZ/sr6TZZEMXrKS00UxlSwehaiVnZ0Xx40VRZEZpkYCMaG0vEwHJYQdRRBBFlIC+i0vsQAxgrpyWyPPr8/n7ujyeWz7N5/PcOXPByt4zcz5Ni5rMpPRBEIcLeTFxZuznrrDYnby8qZBXNhUSrBL5y1WTuH5WSq9rj9PuoraklfITzVSeaKa2uA1XkxHzsXY27W4hYWw4iWMjmJAehrKP67IoClw9PZnn1p/scw7W4XTRZnF4rvdu9Gd/XtTQTk5SYG7MAyYDHc1I719HY+VeKhbdR2XyZCoOr/AQtQpjBbXm2m4h2UpRKZOz0CQmR032ELXE0EQSQxPRq327O+arVF7VLAql0pNzN2a2vNh6el0eL2/I5+psDWcbnKiMtbgaq2msKMN58ihLOkmeUC3yQW4iUcmpRKWkyl+TU9HHxnHJlHie+fYkVS0dfY4aGL0ES0OnvbmX63Gz2YYkQWxYYMyizrQ8suIGE4crWjhRYySvxsj2ggbCQlS8d8ccpiVHsKNwLidrr+EDmwNqjjC2bTvTLbv5RfsqfsknIMRC3vkgXYiQcS5hwX2vWVIMGiYmhPH10eo+yZwv+WxfXfOKZjOhauXAOtpDwGmLnegHLWYbf/kql0/2V2AIVfPqzTO4YKJcIK5q6eDTA5VUNHegEOXfISxYxfhCDVqbwO6Hl/RSKvlCTnI4WTGhrD5URVJECLfNT/P6PE2QksunJrBqfwWPXj7BZ3Gz3eqjq97Heqq61UKjycbkRP870YKfZuZGcD6uzmjhJ+/tZ09Js6eOFxqkZGJiGI9cMp5rZiajD1Fx3SDe0+9HtiAIQcAM4Oke31oHzB/OeztFBUdLG3n240NMStSzp6SJrfkNPL5sMtf3I7PrihvnpvLOrlJ+9v4B3r9zTq9FAciVX/Ams/RN5grr2wF8EsThIixEhSTJblHuxcNowcHyFh757AhHK9t47LIJ3HZW767nhZPiuHDS0LtZ3rB4XCwGbRAf7i7vh8w5Ufd0OHTPP3pZ+5U0ysTc42IpipC1RN4aC2H3a3DgXTjyESTOlEndhCtAObCcrGCVArVSHPWLB0mS+MtXuby+rZiMKC1JkRqMFjs5yXruvyCbiyfHDyizkWGGnSaGh3DXggxe2ljAhZPiux1HXXMjLQ4nKoXQS8orioLX/QyyA+205MBUhQH0mqBRXfGXJIkD5S3sLGzkYHkLFc0dhKoVlDaaqTNauWJqAo9cMsEn6VaoRBLGRJAwJgIuA5vFQXVBKxV5zVSdbGbf1yXs/aoEUSkQl673kLs4L+TuBzMSeXFDPiu2FPHHKyZ5/Tz339JnZ87LjrbYnVQ0d7BshDo7rdZWqtqrqGyvPLU1F1JVtYdK0UlHaiKUfCRvQHRINImhid3n1jrNRqJDolEMUILZE97ULG7YnS5azHZq2yy8s7OUD/eWc/2cNP5y5aTehN1hp7m6iobyUhrLS6kvK6WuuJCT32/3XECVQWp0cYksbVLxyb+quPTc6USlpBIaYejVETFa7F7JnK/OXEunMUmg7nuiKKBTj+4Oussl8eWRal7eWMCJGiMgd0OyYkK5aloivz4/23OOLhkfyxKPM2Q2cLX8z/Z6KPhO7gof/xwOvAOKIEiZJ48XZCyCuCleF7EXT47nqbV5VLd2+HT89BjbeMkgA++FloZ2G1Ghgcu5HBWxEz1wrKqVu9/dR02rhR+elc7PFmd1W4cmhId4HSkofUuFpJIGTOTcOG9CLOdN6H+MYPmsZN7/voyP9pRzxwLvpN3XzFxfyogjlbKaYHJS4MjcsBodpTvgo1vBbvb7fFyHzUluTRt2h4t4fQgNJiu/+vAgdUYrz16Xw2VTEjxEeDid40Ac2VGAAqjt8XgtsHQob1jRbOY/u8uZ3m6nsKaVDSfq+HhfBUFKkXvOzRwUkQOIDQvm6WtyuOPtvcz+63oyo0MxWR0oRYEb5qRw+9nppzpzPchcX9K8wnoTogCphsBU+cO6zFmNBjLnckl8l1vL61uL2V3ShD5Exeu3zGTpAC4a/kKQUmTZ9ETe2l7CyVojCeEhnQsFVbfKkcXh6vU388w/etmXJZ0t+zSDl+6gIRMuegIWPwwHP4Ddr8KqO2RHupm3yxLM0P7lBKPdZcvudPHstyd5fVsxt85L5XeXTuhFkgYKyQ/5OD8+N5MNJ+q4+919XJ6TwJyMSDbk1rE1v4H37pzDrLRIr3Ja6DRA8bKfW8122iyOwHfmRmk+5PaCBn73+VGPqiAjSktalBazzcHMtAiun53Cgk6J1UARFKwkdZKB1EmyVMfa4aC6oIXKky39krukCA3XdS4obj873WNg1fUm3dy5sO8ZMN4XmSttNCNJctfYHzDbzVS0V3gIW2FTGcFJB3kpr4OnTzRgtBu7PT9UqSHRYiLZbmde1gUkJs4hWZdMUmgSCaEJBCsD05WwIVJQ2sTtz21BrRQxhKqx2J2UNJiobrN4ChxKUeCOs9P57cXjvS6GFEqVpwPXFXaLhcbKchrKSmgoL6WhvJSMmnxsO/NYtfNzANRaree1UclpRCWnYjYa0QX3Lg7IBii9fw8PmRtABtZQodeMTgt7SZLYlFfPk2vzyK1uIztWx2OXTWBupoGMqNCBFdPcCI2GqdfLm9MOZTtlE5XCDfDdY8BjoDFAxrkysctcBHq5AHLRJFnq/sL6Av56lXfH0v66Nt7OzQaj1e8uwl0R3iXrczTETnx6oIKHPjlChCaID/9vHtNTBlFIHGZRtD9MSQpnfqaBVzYXcsOcFK/k1z0zpwnqPcoAPuYiK1tRiAIT4gM38zqkRockyWqrdQ93zsd9ATH+iSdqNtl45tuTfLinHJuzu744LFjJO7fPYYYfpcWBLFP03KOCl8cQBOEu4C4AXUIGd7+zjwsmxTI73cCRzkHdTSfrAXgnOIilY6O4+5GllDWZidQG9WrnDxRLxsey5ucL+HhvBaWNJoJVCmrbLPz5q1xyksNpMllRiEKvVnNf2u/C+naSIzUBC4Hu6oAYmKm8viHrntvYfLKOonoT3xc3UdnSQWJ4CL+7dALXzUrudREfCdw0N5UP95Rz0fNbcUmSZ4EyLk7HB3fOJUIbhNXuJFjnI2bCy8WnuNFEkELs25VUrYM5d8nOYoUb4PtXYNNfYevTMHGZbCWdON3ny8M6q0mjCZIk8dWRalbuq+BoZRsN7VY5GuDyicOqGsn5OMNbiGnVSlbdM5/n1+fzzs5SvjhUJctPQlT8ZtURvrr3bJnMeZHyiYL3mTm3aUtfc3jDhT5ERVmjH/T8foTTJfH3dXIURHqUlqevyWHJuJheBMkfUIcou5mp9EfulqaGstul4Edv7OainATWHa+hrMnMgxeO47b5aZ5Bd98yy94/Q9EgVRMWh4UqU5XHVKSqvaobeWuxtnR7frAiGDEojGAhmSXpczwyyITQBBLbGgj76FYEUQE3roSEqYP6+w0WLpfE5pP1vLa1iJtbrVRJRqJ1agRBoKbVQpBSZE6GgeRIDdGhQYRrgpidHjmgQOieUAUHE5c5hrjMMZ7HNubVcc8bWznL4GC6zgJN1TS11FC3bTP2jjUATAXs6lA+af6GqJQ0YlLTiUpNRyk5cbl630PcOY3hIYHt4Iym4pokSewubuLv606yu6SJlEgNz103lctyEvqcDx8wFCpIP0feQI49KNokjxMUbYKjn8iPG8ZA5iIyMhZx7/xoXthRxq6iRmJ0asbHhzEpUc/lOQkEKUXa3cY2Pd0s++zMWQOmZoLREzthtjn469e5vLurjDnpkbx0w/RBZ8xKDgeiJnD3KoD7Lshm2cs7eG1LMT9fOqbX900+CLvYh8yyqtVCjE4dsLWxfiiNDpsZvvwlHP4PjL0Ilr0Kwf7pHNYbrdzw2i6KG0xcMzOJRdkxaNVKyprMqJUiS8bH+r0hE4iVdwPgBHrq6WLo3a1DkqQVwAoAXVK2dKC8mW+O1Zx6kU7NzxZlcd3sFKzHX0MluBAEoVfkwFAwLi6M3106wfN/k9XBzD9/x2cHKnFJEhEaVa8qpaKnA2IXFNebyPBzuHRXeA7YESYAkiTxzdEaXtpYwLEqObg1NkxNTlI4D100josmxQ25Y+MPpBq0rP/1ubyxrRhNkIJonZoGo5Xn1+fz169zeeqaHIwWR69KkiAICIL3fVnSYCI5MmRgN01RhDFL5a2hAHavkF3qDv8HkmbD7Lu8SjBHmzFGeZOZ+1ceYldRE2kGDfMyDSyblsi52dHDHhyXHHa/VBSDVQoevHAcP1ucRbPZToxOzdb8en70r718frDK62wk+A4jLmtyk7nAVWz1IaNnP7ea7ewqbuTljQUcqmjl+tnJPHrZxIDdZL2hP3KXu76CKyUVzhYXVWVl5ESpyYrQ85cvjhMbFuwZtO8ps+xrLsctgXfP4bpNRtwSSDdZc/+7oaOh2+tVospDziYYJnjm1dyPRQZHMunRtcydlcLDc0/dUyj4Dj68BbRRcPOnclc/QJAkie9y63h6bR55tUbiwoKJCtcyLiOS22+fE7DP7YlF2TE8ds0sHv3iGN81hwJRoJyMJlnkoYUJLIhy8Kd31pMqtGFqbaF8zRc4O+f65goiFm00a6zbiU5JIzo1g+jUNE9nrmcchT8RHjLycmizTTaq6Hr+lTaa+OxAFZ8drKS4wUS0Ts2frpzEdTOTB9eFGyzC4k917SQJ6o5D4UaZ3O1/B3av4JcI3BKVzSHFRHabJ/DF3jT+tSOED3aX8dotMzH2t9D3QebmZPSfLTlUnE5zG5dL4khlK9sKGnhvVylVrRbuXJDOgxeOG9KayR+h4f1hekoEl06J56WN+R5p5kd7y5mcqOeqaYk+DVAUgu9GR2O7tZf/hD/h3sctZjvJAzmUmkvhw5ug5og8G3fO/cOaj3O65MKL3enCbHPy56+O09hu453b5zAv85SZzFlD/oT+4fejQpIkmyAI+4DzgI+7fOs84JO+Xpsdp2PnQ0s4WNHCofIWsuN0zEqL9GROFSsUMICcuaFCq1Zy3oRYvjpSzfSUiF7zctBF++1jSHtSYmDayHB67OwL6tp59IujbC9oJDNay5+vnMSlU+K9zhmeTkTr1L2C4M12J//cVMhlOQlUtnRwa0LvHBuFj4H70kazd4llf4jKgoufhMWPwMH3T0kw1/4GZtwmZ9np5cgMfYiKhvaRl9+1Wey0mOzE6tU4nBJbTtbz9dEa1hypJlil4PFlk7l2ZrJ/qr+dkBwOTz6OP6AJUnokIIuyY9CHqNhf2kyHzbvMUiF638+nyFxgO3NtFseIu6k1tls5WN5CVUsHJY1mvi9u5FhVG5IkF8meXz6VK6b2jm8Zafgid6W5TUTnt9Bc0Y5U42AcwRx55yQx6WGk20W0Qo+5yC4zGw6XgzpznYesra/Zjz6lnHs2fERleyV15jqkLkIRhaAgThtHUmgSCxIXyERNd4qwRYVEIQp93+x7dXYOfQif3wPR4+GmT0AXGPm50yWxKa+Of24qZG9pM+lRWp65NodLpyRQuf8VFJKz/zfxM66blcI1M5Jp6bDjcLmobO7giTUn+PPGKvb9bimHwpuImxTHLVdNxulw0FxdSX1pMa9/vh1Ney1lRw5yfMsGz/sJITouJ5zjn1fTkpFJdEoakYlJKIYZoNwVI5FH1tphZ2dhA9sLGtle0EBRp5zfoA0iLUqL0WLnZG07ggBz0w38+NxMLp0SP/KzXoIAsRPlbf5PwWGF8t0IpduJKtnGkoqvWOL4hIdEgbaYsayqTGPbF4sRUuXlas95SIUPCbTd6aLZbMegDZzM0rPQH8F1kyRJfHawkme/zffcY2anR/LsdVP7dIrs930dDgRF4I+FP14xiV1FTVz18nYkCRwuFy5J3l8mm3tmrqfMUv7qbW3cZLIROQL7eECEvXAjrPwRuJxww4cw9oJhffah8hYeW32MA2Wn1BoJ+mA+uGsuU5MDY7jlDYE6Kp4B3hEEYTewHbgbSABe6e+FoigwPSXCu45Y5T1nzp+4cloCXxyqYsOJOuZ6qRb1NeTZ1mEPiL25G6fs7APvjNfYbmXF1iLe3FZMiErBn66YyA1zUv26wA807lqQwSubC3l6XR4AU72YXIiC4FWWVW+0Mm0wWvaeCA6DuXfLXbnCDbDnNdjyNGx9BsZdDLPuJCxYR2H9yMnvnC6J978v5clv8jwVVLfhQLhGxc3zUrlzQUZAAu+xB07rLwgCOcnhHCxvIVIb5NXJVhC8z+KUN5kJ16gCet7qQ1Q4XRLtVseQZeGDQbPJxtPr8vh4b4VHqx+kFJmeEs7Pl4xhboaBaSnhgx6iHyn0IndmO9UFrXy8Jh9TuQnT4WaultR886e9hESLiPFWOgxNlKgLCUneyzO5Jv5wpAGH1PU6KaAIDgfSmRM/R5Y/dumuxWhiUIrDOz67yaZ3vCTPYaQtgOXv+U2+U9Fs5qM95ShEkTi9mqOVbaw5WkNDu5W4sGD+etVkrpmZ5CmACkolBPie6QuiKHgKojG6YO67IJtrXtnJprz6bm6WCqXSM1NXdTwYh8vFn+6ej7mtlYayEupLi9mw4yCa8hKOrvuSQ52/j6hQYkhMIrpTohmdmk50Shra8KFdtwOdR7Y1v56fvLeftk6VyJz0SK6aloggQGVLB8UNJhLCQ1g2PYnLcxICcx0eKpRqSF8gbyCTu8p9CCXb0Jds44a2Tajz1kIejAlKJnbbeZC1EFLPgtBonyMNbqO5qEHKDQeDsBEugjucLu5feZhPD1QyJUnPL5bmMC/T4Jd5PX8pXPpDpDaID+6cwwe7y7E4nPzqvLFc/uI2tuTXkxkdiihAiA9DOW9r44Z2W2CltJoBkDlJgu3Pw/o/QFS2fF0eolJiX2kTz32Xz4kaI/VGKxEaFU9ePYXMaC1OF4yP143Ivb4rAnJUSJL0oSAIBuAR5NDwo8DFkiSVDud9BaV3m2V/4pwx0cTrg6lutXitFvmyX3VXLMICaEwyEnKBfaVNvLm9hHXHarA7Ja6dmcQDF44L6IByoBChDWJKUjiHyltQiIJXW1xR9C6zNFodhHlxWxs0ukowm0tgzxuyg1juah4OTuMN62KwzJDJXwBxvKqN3356hIPlLZyVZeDynATqOuMXFoyJZlZaREClsoGWh0xNDuelDfkoRZGb5nrrwHq/yZQ3d5DswwLfX+h63gbyAu9ySaw6UMlfv86ltcPOdbOSWTYtkZRIDVGh6lEZZ+ILkiTRZGk6JYEUKiiZWsSG0BNoVGYM5lDiTSnEGtOJPZZGsDOWFGK5XTENc2QLEekChjQNKRkxpEYm8+v/lIBLyb8vmhewn1kfoqLNbIV1v4MdL8jS6mWvyQthP+Cbo9Xc9/FhTDaHZy44WCWyKDuGy3ISOG9CrIfEuSEolUgBVLMMBtNTIogKDeKLQ1XYnC6vBRSFKGB1yL+cJkxPyqQcUiblsNKawXpNHbsePFfu4nWSvIbSYsqOHuL41o2e99Dow2WC557FS0nDkJTcbxcvkHlkB8tb+OFbe8iMDuW1WyYyLSUisJLJQEOphtT58rbwAV5Ze4ytm9fxk/RqFGU7yD76IRx4U35uVDZjI2ZwqWhAaM8CTpHt+nYrANEBlODp1HLsxEjILF0uiQc+kYncL5aO4WeLx/i3AB7AomhPjInV8fvLTknG52Ya2JRXT4wuGG2Qstc50pcHgdyZGxnHUq+wGuHzn8Lxz2DClXDFP0A9eHIpSRKvbS3i8TUniApVszg7hnHxOq6ZeXr8IroiYJ8uSdLLwMv+fM+eOXOBgFIhcv3sFJ759qTX2TT3edlTF+zOVwmky6Q2SIkYoItSu9XBw58e4fODVXKXZm4ay2cnMzZW5/fPGkksHBPFofIWxsfrvHZsvOWPWR1ObA6XV+vsYSEiDc7/Eyz6LRxdheu7F/mN9CbSMx8h5CyXjVT85KTkhtnm4Pnv8nl9WzHhISqeu24qV0xNGPHwVMnhQPCjJKonpibrcUlgc7q4LCe+1/d9WZ63mgN7kwHQd5o2tHbYSQpQAsKOggYeX3OCI5WtTE8J56/LJnsNhh0tcJO1qvYqqkxV8tfOf1caK6kyVdHh6C55i1BHEBQUiskSiVMZxe0/kDtsCdoEtKYICnPbeHv1SabZUnDuttO8G1oEC+XxVWSYHBApUlPcSlRSKMoAzAhGBAtcXfEU1GyUz+WLnoQhRgr0xCf7Krh/5SGmJIXz4vXTiNMHU9XSQVSo2mcIOyCrWSxWv/wMw4VCFDhvQiwf7C4HekvxoG83y/AQVbcu3vizFnq+f6qLJ5O8+rJiDq79EqddvleKCiWG5BRiUjOISc8gJjWD6LQM1F3MJAKVR2ZzuHhg5SGidWo+unveqHCi9jfOHhfPsxvH8mjzVGqkRZx8aClUHYTSbVCyjdjiz3kpyAQfvQiGLLljl3oWRlc2QECLxWKnkV2gyZwkSTy2+hir9lfyy6VjvZqHDPszHA6EAM/M+cK8DAOr9ldysLzF6zXHV6PDbHPQYXdiCKRjaZd7bC/UHIWPb4WmIjjvjzD/Xhjk+sflklh3vJaXNuZztLKNSybH89Q1U0ZN1AUE1s3S7xCUSiSLJeCfs3xWMs98e9JrW9iX/bX7IHJLIQMBURQC4oBY2mjizrf3Ulhv4t4lY/jxwsw+Q9fPJJwzNpoXNhT4zBHzFlLrceQKVKVFFQLTbmS1cR5frlnNyknHUO1/B/a8LsuyZt0B4y6R3caGAYvdya1v7mZPSTPLZyXz0EXjTtuso+QMbEXRHQadHBniVafuy83SaHWQFMB5OQhsR73FbOO3nx7h6yM1JOjlyJVl0xJPexfOJblo6GjoRtK6/ru6vRqLs/u1XBekI0GbQGpYKvMT5/cyGdGqtLyyuZAn1pzAAlw37pJTL44AdBrWrj/GwqvGsWxiPDXFrdSVGqkrbSOqxkRIq5VP/rZPlv8laolJDSMmVUdMahiRCVoUw+mU2Ez8vP73jLd/D4selgfq/VQw2V3cxIOfHGZ+ZhQrbpnhWUAMxARMUKpwOc1++Tn8geWzUjxkzmtnzkcHvcVs79P8pGsXzw2X00lzdSV1pcXUlxZTV1xI0YE9HNv8nec5+tg4YtJkcqe26dA62mkx2/y6SHt5UwEna9t587aZ/5VEDuTrry5YduvTh6jke1fyLHk7+5fsya/l8Tc/5IV5JtKMB+DYZ7D/38wFtqmjCN+5EBrPkUmeIctv544bgXYq7bA5uX/lIb48XM1d52Rw75LeGXH+gOR0wgh15npibues38HyFq8RL75klo3t3mO+/IlglUiQQqSlo4sHgSTB/n/DmgchOBxuXQ1pZw/6vdfn1vLU2jxO1BhJM2h48uopXD096bTfY3vizCPWUSyLAAAgAElEQVRzI6D/jwkLZusDi7zaxvpqJbv12IGcvQH/X5S25Tfwk/f3A/DvH87m7DFRfnvv0YCpyeFcPSOJq2d4DwsWvbgcurusgdY8h4UoOSRlUbf0LhIvehwOvA173pSrSLp42Sxlxq2gG3zQuiRJ/PrjQ+wpaeaF66dxeU5CAH6DQSDA8hBDqJql42NZMCbKa9dRIQrYvQxHtlscvQJu/Y1AWWNXt3awfMUuqlo6uO/8sdyxIGPEXCmdLid15rpeJM3972pTNXZX9983Qh1BfGg8WeFZLEhc4Jlbi9fGkxCagC6ofxXA9bNTeGLNCa/fE7sM4AeHqrrN3T30+7VcNymeG8fEU1faRl2ZkcIDdRzfViW/VikQlRhKTGoY0W6CF69BHIj02NQI719Ldvt+fu+6iz8ufKD/1wwQbRY7P31/P8mRGv5x4/RBk4y+QsNPB3KSw7loUhxrjtZ4V0r4Cg3vsJMYPrjoBFGhwJCUgiEpxdPFkyQJU3MTdaVF1BUXUV9SRF1JEfnf7wDgR8Anv/6c+IxMYtLk7l1MWgYR8QmIQ+iy5tUY+cfGAq6YmsDicSOXvzrSUCpEHrxwHI98dtTr+kShVHFYyqRi/BzSxkTJ5hN1x9m2/gtaTmzm4oqtkNfpj6eNlkPMU8+C1HkQO2nYHe5wTeDIXJvFzo/e2sO+smYevHAcdy/MCJjyJdAKl76QHKlhdloku0uaPLOOXeGrM+fObA6kAkYQhO4zr9Z2+PIXcORjOS9x2WtyxuIg8cy6PF7YUEBGtJbnrpvKpVPiT6tze184o8jcSBiguOHL3c6TM9fjgHV3ywJdeQsL9t+Q9mcHKvnVRwfJignltVtm+iXuYbRBqRB5+pocn99XiL07Nu7gU7/LLHvAkxtotpOYYICzfylLAPLXwe7X5My6LU/C+Mth9p3yDW6AN4lXtxTx1eFqHrpo3OkncrhvQoH9e75+60yf31OIAh323ovEdqsj4Fr3AQ1nDxLtVgc3vv49je02/nPXXGak+tfa2+6yU2Oqobpdtu932/hXm6qpaq+i1lTbw2AEDMEGEkMTGW8Yz5LUJSRqE4kPjfcQNo1q+B1QfYiKV2+egdYLqXE75kk9zmeH00W7zYEuMpiMadFkTIv2PK+twSKTu1Ij9WVtnNxdw9EtlQAoVSJRyaFEuzt4KWGEx2m6V2SbiuG9a6CljK/HP8nbBxL4ndPVa3ZtqHhm3Unq2628fuvQujqCUhlQB+ih4LnlU1m4v5KFY3svrrwpJUCWQ/sjcFgQBEIjDYRGGsiYNsvzuNVsZv32A7yyaivXZoh0NFSy76vPcTnlv51SrSY6JU3u4qVlEp0mz+KpgnxLx5pNNu5+dx9hwSp+3yUC6b8VN81Nxepw0WHrfbz1cjoUFRA3mS0RSv4tTeeSX18gy+BKt0PpDijbAblfyM9Vh0HKXHk+L2U+JEzrFfPTHwLVmXO5JO55dz+HKlp46frpXDKlt8Tfr7CPjAGKL7x9+2yeX59PUkRvMxeP03uPYkyTSZZ5BzKaALpEANUchY9vg6ZCWPQILPj1kGIHtuU38MKGAn4wPYnHl00e9TOuZxSZGwkDlP7Qv8zyzOjMHa9q48FPDjMrLZI3bpt12oc3TxfkxUP3x9zEvGfwqb/hNTdQVED2RfLWUAB734AD78GxVXKFctYdMOVaCPJNvP+1vZgn1pzgksnx/N85GQH9HQaKkcjH6QvecuacLgmzzTli+9mfi4m/rTlBcYOJ9+6YMyQiZ3PaThG09u5ErcpURZ25Dpd0qpMpIBCtiSZBm0BOdA6J6Z1ErZOwxWvjCVYOPnR6KLhgovdOta/FRJuPeWZBENBHh6CPDmHMTLlrIrkkWus7PASvrrSN3B3VHNlYAYBSrSA6We7gxYTWE7PvPvTKRoRbPqOhIh4OHKetw+6X+ZCjla28vbOEm+akMiVpaBbXwggWQAcKtVLB8tkpXr/XV2cukBlzao2G5PGTOKxv4acXz+D8iXE4HXYaK8o9Es260iJObN/CoW/l4HNBEIlMTOrWwYtJyyBEF4YkSfz8w4NUNnfw3p1zAjovNJpw+9npXh/3JcFrMFqJClUjiKIc6xOVJatRAFrKoWxnJ8HbKRc5AZQhkDSzs3M3H5JmQVDfhaKwEBWVLf6PnVixtYhtBQ08vmxy4IkcI1MU7QvunFdvcHfmevpJNHhkloE9B/TBSmbVr4LXX5fdg2/54pT76iAhSRJPrT1Bgj6Yv1w1adQTOTjTyJxCcdolIwrPgqH74+64gJGQWQ43C0eSJB785DD6EBUv3TD9f5bIgWxo0/MG456ZC/S+DOtvkR+VBRc+LmfWHfkYdr8uSwe+/T3kLJdlmLGnKr6SJPHcd/k8v14O+/z7tTkjbnTiC6f7JqQUBRw997OPgFt/QxukQCEKfiNz+0qbeGdXKbefnc78TO+y6A5HB9Xt1R7po4e0meSv9R313Z4vCiKxmlgSQhOYHTebeG1nR62TsMVp41ANc4Yz0PAVTOz+uw+ksyWIAuGxGsJjNYydLZNGl0uipcZMXVkb9aVG6kqNHNtcxiGHAPyZILVAzKchiNo2UuwijS2WYS/eXS6JRz47SoQmiPvOzx76GylGH5nrC6IXpYTNIQfxho9AoRROHS8KpcpD0CYuXAJ0dnPra6krLuqUahZSnnuU3G2bPO+jM0TjCI/H0hjE/QumMy7MNeIZk6MNPqMJ+jKgCk+WtynXyv9vr+8kd52duy1PguQCUSl361LnywQveQ6EdC9+6AMQO1HeZObZb09y4cQ4ls9K9ut7+4LkcMAojZTxlTPX1CmzDGhnrr2OR9v/QE7HbshcAle9AqExQ367tcdqOFTRypM/mDJiowvDxRm1ih8NkhHPXMYwFgzDQbhGRcswZ2+25jdwpLKVJ5ZN9joX+L8Eb5VgY6ANUDox4BD4IK0cOD79Vij/Xo432Pcv2L1Cll7O/BGMv5wPD9Tx/Pp8rp6RxBPLJo8qbbfksCMGj0znxhu87eeRktMKguC3jrokSfz5q1xi9BJXzBbYXL65uwyyk8A1WZq6vU4pKInTxpEYmshZiWd5XCATQuUtRhODShzdZK0/KHxI4Id7bRZFgcgELZEJWsbNiYOdL+Fa+yjNhguom/wH6qolaopbMZ5o5zrUfPuXfRxK0RGfFU58lp74zHA0YYNbyPx7ZwkHy1t4+pocj0x3KBipOXN/QSH07qC7918gO3MwsA66IAjoY+LQx8QxZs58z+PmtlbqS4qpKymkpriQPfuOMtvaTNvqvaxYvQKNPpzY9Exi0rOIzcgkNj0LXVT0/wzB83TNe5ybJpsTzUDN1kKjYcLl8gZgaYXy3aekmTtflnPEEGRX6OTZkDwXUuagD1b6PXbiiTUnEAWBRy+fMGL78XTOzPUHX8qIxnYraqU48P08WOStgc9/ynhLG8+o7uRXNz01LAMdp0vi6XUnyYzWsmx6oh9/0MDijCJzIzkz5wu+5jLaLHZUCoFgVWAX0BGaIFrMNlwuachuOv/cVEhsmJqrzqADNVDw5nI40jNzbhlYvxAEeXYgZS5c+AQcfA/2vgmr7kQKeRC79WwuTbyCJ38wZdQ5LY1kPo43KLx15jykPfA3x/BBkDlJkmi0NHqIWY2pxmMqcqKhjKrgKgRtBzeuOfWaIDGIhNAE4rXxLIpc5CFpbsIWHRKNwk82+aMVvlQTfiu0OR2w5gHY+wbixCswXPUqBlUI7jCR7/PqeXDFXn48MQlls52jWyo5tF52btTHhMjkLlNPQlY4+pgQnwvAvBojj685weJxMfxgmNfo0WaA0h8UYm/Ze2unQ50+wE68umA5j2woHRxNmJ7UKVNJnTKVNUeqebt6P2/elEO2ykhtUQF1xYXUFhdQcvgAUqcOLVgX1knwZHIXm56JPjbuv5LgnZLgdd+5HTYnUUPt2ATrYcx58gZg74CKvXL3rmwXHF0lFz2BnwUZyBEzsG09iTp9PsTnDCv/cVdRI18dqeZX5431Sxj4QCBJEjidp/U+2hd8FdMaTTZZSuvv49rSBt/+Tt7HsZN5LfU53soN4lfD/JxPD1RSUNfOyzdOH1UF8f4wOo8KHxgNVUbRh2NPW4edsGBVwC/E4RoVLkm2VB/K4qSkwcTOokYeuDAb9Sht148kvM1SGUdoZs69eBhSx0ZrgLPuhXk/heLNFK55kevNX3Jz4xfw7rtyty77omHHG/gLp39mTvTSmRuZ/QyypNa9n21Om2wu0jmjVmOqke36TdVUt1dTY6rB5uruFqZRaojXxlPfoiaUGdwxcyaJulOEzRBiQBTOnBtPIOBWTfi7MwfIXYBP7pDndubfC0v/0Guo3hARTInKRcgMA5fnJOB0uKgvM1Jd0Ep1YQslhxo4saMagBCdivjMzs5dVjhRyaEoFCIul8RvVh1Gp1by5NVThn0/EVSnX80yGAhC78q+W4kSaNWLKAro1Mphd9BX7qsgNkzNwgmJKESBxOxT2aF2m5WGshJqiwqpKy6gtqiQfV9+5jFaUWu0MrnLyPKQvIi4eHmm7AxGXxlkmn7m3QYMVYg8I+Wek3K5oD4Xyr+n9sAGxpXvRr3h0c4fSC1LM5Nny7LM5DkDdjt0uiT+sPo4ieEh3DWSM+mdmYmnK2euPyh8duYCkOWa/x2s/jm0VcrX48WPYN1YitGSj9MlDTmo3epw8uy3J5mcqOeiSYN3ET+dGJ1HhQ8ISpWcs3Ea4auV3NphD7j5CeDJCWsx24Z0c1t1oBJBgKum/f+uHMizVD1Dao1WB0FKMeBkVxQFQtXK4Wn5RRFLyjksb3FwdtIdPDf2mFyp+uhmCI2D6bfIW/jIaPp9QXI6T6s8RDlCclpJkmiztXXrplWbqmnUHKVCamDRR+00dDT0el10SDTx2njGG8azOGUx8dp4j2V/nDaOsKAw3txewp92HeffP5rt1Qnwfx2+TBbahmtO1VgIHyyX3fYueQZm3e71aR53Ws/MlUhchp64DD3TSEFySTTXmqkuaKG6sJXqghaKDsqzi8ogkdh0PS1agcbCNh64eoJ/gpSVytN+zxwMFF7cLE02+ecPVQe++KjXqGgZxvW43mhl08l67lyQ4XVBqQpSE5+VTXzWqTlIh91OY3kptcWdHbyiAg58s9oTeB4UEkJMmruDJxO9iITEIUUlnC74Wjd12JyBy7QVRYidCLETyVVfxD2F+1l3ZzZjbTLBo+x7+P4V2PGC/PzIDFmW6SZ40dleIxGeWJNLbnUbL984fUTnqdzn8WjtzIk+uq+tHXb/FWLMTbD2YTj0PkRlw+3r5P3FqWKP0WIfcp7uf3aXU9nSwePLJp9xHfLReVT4gDwzd5oNUES3zLL7420Wx4iQuYjOuYFms51Uw+BeK0kSnx2o5KzMqBGTBox2yLNU3XVZxhHIHnPDH1ETnx6opKHdxrXXz4HMi2HBryD/W1mCueUp2Po0jLlA7tZlLRl2Zs9QIDlOr6VyX7ORg5HTOl1O6jvqPV01dzfNTdqqTdWY7KZurwkSg1CIEThtehYkLpCJWqcDZII2gVhtLEGKvm8+rWY7L6zPZ8GYqP9P5HxA4WMuZ1iducINss21oICbP4X0c3w+NayfGVhBFIiM1xIZr2XiArmYZmqxeohdZX4Lxjwj16Km8Z0iPtpYJ2fepeiITtFhSAhFMUgZ/2hwgB4MvJ2nHZ1kbiQWzsOdbf38YCVOl8TVMwZeLFWqVMRmZBGbcSpo2ulw0FhR5pFn1hYXcvi7b3DYZJt3pVpNTGqGp4sXm56JISkFUTE6CZ4vCZ7Z7iRkhPYrQJMQAeMvkzcAuwWqD54id/nrZKIAEBQqd+8SZ8jumYkz+DDPwWtbi7ltfhoXTw68e2VXeM7jUUrmfHVfO2xOYobrzSBJcPxz+Pp+MDfCgvtg4QPdpLJug6QW89DInMsl8ca2YmamRrDgDMxbHp1HhQ+MBptld7HNa2duBORa7oO02dw7tLE/HKpopazJzM8WZ/X/5P8RKEQBh7P3LFWg5+Xc0IeoukcTDBIOp4sVW4qYlBjGvIxOdi8qIPtCeWsuhf1vy9vJNaBPka2fp90MuhEMsT3NM3Oym2V30u5tNtJsN5+SQJqquhO19mpqzbU4pe6dDr1aT7w2nmRdMrPjZntm19ykLTI4kkc/P87qw1X88c7zh/Tz/2NTAW0WO7+9eHz/T/4fha/KcFuHnSClODgyIEly1X7tbyF6HFz/AUSk9fmSYJUCtVIcFBnQhqvJmhFD1owYPtpbzosf1/P3xeOIsQrUFLVSuK+O41s7g80VshFLdIpOJoUJMjHUhvueRxkNowmDgSj27sxZ7PL5NhKL/vCQoGGRuZX7KshJ0pMVoxvWz6FQKj1OmpMWyTNhLqeTpqoKT/eutriQY5vXc3DtlwAoVUFEpaZ1du/GEJuRhSEpBcUoWPz7mmftGIwByjDg09xGFXxqDv0s5PO+qUg2VqncB5V7Yec/wCW/bqEUyccRE5gevgSKmyBhKqiHt68HCvd5fKYZoJjtjuHt4/o8eVa5aBPETYabVsozjz0w3AigbQUNlDWZue+C7DOuKwdnGJlDoTjtNyZfrkzGDrvXIEV/w92ZaxkCmVt3rAaFKHDehBFcxI9yKBXeOjb2EZmjAggLGd6MxmcHqyhuMPHqzTO8X4AiUmHJ72Dhg5D3tdyt+3/svXeYG+d5r33PDDq2N2DJ3eVyG5dNJEWqWbLVi2XZspM4tmPLxyXxSXO+lJMTJ3acOHbiJCf54i/FSeyc2I57kW0papZESlSxGkVKpEhuZRO5vRd0YL4/XgzaYpe7SyywGL73dQ3RBsAQszPz/t7neX7Pgc/D01+EzntEtK75ratqqrkSCm2prMXF3Lh/PCHOnhl+A7unmy+88jNG/ULATQWn0t+naNS56qh317PHsycp0uIpkMtthm1YY6/GuGguGOFbL57l3bs3sjUHjZPNjJbF2n7FaT4hHzz8B2KGvvMeYXO9zAHbai3QdV3n3w72076xjHvuaEkcy0Zj89Fzs/FlhtOvj3Hy+cHEe60Ojap6N5X1bqq8bsrrRO+8shonikWDcG5d/NYSTVl4Pk6IuTwN+lfb+uf4wDRdQ7N8/t7tOd4qgapp1DRuoqZxE9vedgsAeizG5NBAQtyNnO5P64Vnsdqobd6Mp6Udb6tYCpGimahnTdm30ZhOMBLL236FZQz0FQWqW8Wy+wPiuXAAfego//6dH9AS6uZW+5toBz4XX18Vkz0b9yYjeLWda1Krrhs1c+vU62Cx6Ks/FMW1mkynwAwc/BsxqWZzw9v/FvZ9HLTsn2W4/q52PPXtl85S7bZx5/biHB8XlZhTLFaIxdBjsYIVBC/myjQTyGFe8BJUGpG5+ZX/wT5+YphrNletOp/YjGiqSjhL+l1pHhwOQVxkzoz5VvXeaEznnw/0sn1DGXdcTKBbbLD93WIZ64NXvybcME/8FCo3i7q63R9cs2hdPvrMBSIBhn3Dicja4PxgonbtjbmzhDaOctMP0ieDrBU2zs81Ul/iZUfNjgUpkLWuWizqpW93uVMYF82FIivuX/jgawP4QlE+fN2mS94OsyNqrtKfW5GYG+uDH3wYRk7AjZ8SkyAruNaUrTJN78VTE5wanefv35veGzK1sXnb3mTfJP9siInBeSYH55kY9DExOM+5N8YTBisGDksn9j2/z4WvHafc46asJin0nKVrb9i1UrKmWeYxMld2Cf3IfvTqeWyayjt3bcjxVi2OoqpUbWigakMDW2+4CRACb2pkiKH+Xob7exk+1cfxp59MRPCsdgd1m1vxtrbhae3A29JGhWdtTVaypeAZ+zUvkTnXMtsAZcPq4MnZTfz15M383Xt/F21vg6jduvCqWM4fgq6H4cg3xfqaXdTqbdgtIkj1u6Bu2yW5ZwKQiMytz2H7YtHX+WAU10qO3WgEXv+umHSeG4Er74Nb/wzcS6c+Xkpkbj4Y4amuUT507aaiNQZcn38Vi2D8EeuRCIqtMIIkOfuQfE7X9Xia5doLgDKnFUVZeWTu1OgcfSNzfOiapjXasuLEkqVmbi4YoakqRw5bF6HMsfo0yydODHFm3Me/fvDKlQ3Katrgzr+EW/4UTj4Ir34D9n8OnvpL6LhL9LRrvSWntXWX2h/HqFUbmh9KLIZYG5wX6Y+ZvdUAqh3VbCjZQIXWxNxEB5+647pEZO3bz83y08MTPPDRuy7lv7YsjB5ZU/MrP0989+VzdHpL2d1YcfGVL3MU5RIK8I//BB74pJhV/9CPoO22FX//amuuvvfKOUodlmXX4ThLbWwstbGxozLt+cB8mJkxP9OjYhl57jUmx6Kc75mi++WRtHUtVpXSagelVQ5Kqh2Uxe+XVjsprXLgLreh5LnFiZpFjBuD/nzWzK00khmOxnjwtQFu3VpX8MlSRVWp9G6g0ruBrdffCEAsFmVyYICh/h6GT/UxdKqX1x9/lEj4AUC4aHpaWhMRPE9LO2W1dTkT+9mcDn0hIU6ctrUfhpbYLKirdY4G/u1gP41VTu7dHRfqrqr0tgi6DpOn4cJhUYM38Bocu19kwoBobF63FeoNgbdbCL4VOHmu95q5bD2YYzEdf3iZqbS6LsYjB74AYz2wcZ9Ib9+4d1nffyli7vm+MULRGLdtW32j8UKzPv8qFiFhyRoOQ4HEXKJmLmWGKRiJEY7qeamz0lSFMoeVyRU2Dn/ixDAAt28vLrvVtSZbzdxsIJK3NMtLKbj/j2dP01jl5I7V7lOrA674ZbGM9cHhb8Br34Guh6CsAfZ8SCw5cMJcKjJnOECmirOESJsfZnB+kBHfyIJaNbfVTb27Ho/bw/aa7XhdXrxuL/XuerxuLx63B7smZkP/6pGTfPPkWT64NSncQuHX89JjDkhYM0/4QjRVL/8C3js8y7EL03z2nvw1pi1mskV2ZgJhapdyhoyE4InPwkv/Cg1XwXu/DuUNq/r+cqeV4ZnAit4z7Q/z6BtDvP+qxktOOXO4rTjcVuo2iXTc8cGnGLn//6PjP15BtzuZGQswM+pneszP7ESAufEAM+MBRs7NEphLPw+pFoWSylSRJ5ayagclVQ5KKuyoOe7DpKkLa24CcQMUu2Xts3HKnVbCUWMAuvxrwNPdo4zPh/ilvav7u1lrVFWjuqGR6oZGtt94KyBq8MbPnxMRvFO9DPX38erDDyTaJDhKy/C2tCUFXmsbJZXVqzoPJVo6pexbw9hmRVGbVaKqyqqj5n0js7x6dpJP370V62J/74oi3DCrWmDnL4nndB0mz8Dg6/HlNVHqYETwjBTN+l3g2QGebeK2JLugWO81c9nSLAOR+D5eKs0yFhP1/M/8Hxg4Ilwq3/ctkeK+gr+1SxFzB7pGKLVbuKq5asXvXS8Ul5gzInMFtFrOZn9tnJTykQYCom5upfbJj58YZsfGMjZWSBfLVCyqQiiS6WaZnygrQKXbhi8UJRCOrmjm+cTADIfOTvLZe7atuqdKGjVtcMfnRbSu+xEh7A7+jVjabhOmKR13raoWwB/xo0fCDASG+XnvT7JG1fyR9DoVi2pJiLN9nn143d60pd5dT6lt+YXn2Qb5c8H8ifaEmJsPruh9Dx8bRFHgnivy65xWrGjKwpo531I1G6Pd8ONfE4Ota34Dbv8LkZK8SsqdVnqGZ1f0nqe7RwhFYslZ/xySmECJRLCUaAk3zWyEg1FmxwPMTgSYHRdib2Y8wOx4gLNvjOObSc8GUVSFkgp7QuSVVonFXWmnpNJOSaUDm0Nb0eBfzVLz6I87HuZjMiN1QLgSMfejV9+kpsTG24rIaVbVNGo3baZ202Z23iKMmYw2CUP9PQz19zF8qpeXH/hhotG5u6Iy7rxpRPDacFdULvU1gLjOQmZkLn9plrD6idMfHjqPpiq8e6XtnBQFqjaLZfu7xXO6LnqjGQJv4DXof0qkFRq4ahItFfBsFymatZ0pYm59DtuzR1+X2MfRMBz7ETz/JRjtgoomuPfLsOv9q8oKWo0BFYix/IGuEd62pXZxsV4ErM+/isVISbMsFFqWk5Ix+5CPQl4QjpYrSbMcmQ1w+Nwkv3dbxxpuVXEijDGS+1LXdTHIz1NrgsoUd9KVtIt44PULWFQl9/0CU2vrJs+KWcQj34LvfwhKPLD7V0R9XZVolhqJRRj1jTLky5L6GI+qTQWn+F44wsPnHuP7P38CEH3VvG4v7ZXtvLXhrXhdXupL6hO3VY6qnDbB1pSFbpazgfzt56SYW9mF5uGjg1zdXEVdmWMtNst0qKqyIM0yEMpif67r8PJX4Yk/FcX17/s2bL3nkr9/NQYoT5wYpqbExu7Giw+KV4qRzbKca6bVrgmHzA3ZxV4kHGVuIpgQfDNxwTc7HuBC9yTzU8EFLXusdi0u7Oy4Kx3ifoUQesbzNqclIdRURUHPJubyOOAHIeaWez6enA9xoGuED1/XXNSDQUhvk7ArnkEYDgUZPXM6EcEbPtXHqSOHEv2ZSqtr8bS0JcSdp7UdZ0n6RJuaJWpjDPTzuW+nVpjRFInG+PGRC9y8pY7aS7XXByHwyhvE0vmO5PPzYzB8XNTqDr8Bwyfg0NfAmORUVIg2i7tdD0KjX/TBq2q59Fq8HJFtH2cNdExfSDpszw5A3Xb4hf+A7e9Z1NxkuZQ7rUyvcB8fH5hhZDbIrZ3Fm2IJRSbmjPCyHi6cmEtE5lJDyWExSHSssAfQaql0WRmdW/4M//6TI+g63FGkLj1riVVTF8wkxfSV9R67FKrc8f4388sXc7qu89Drg7y1vYZK99qlG+sVTUy95bcY3HEvQ/0/Y7D/cYZPfJ3B7v9iqKSKQaud0cgcMT1dJJVaS/GWePG6vOys2YnX6UHV/4F7tryHj/zCb+BxebCugdvXUmiqqMVJrYWZC+avBcVqInM9w7P0jszxF2vkjmdGjP2civ+fPoQAACAASURBVD+zl9XMIDzwW9C/H9puh3v/JWfGP2UOC7PByLJdS0ORGAe7R7l7Z31uIuyZ5HAC1GLVqPC4qPBkTxOORmP4pkPMTQSYmwoyNxlkbjLA/GSQ2ckgEwPjzM+EYBHB566w4/AFuW5e4+hTb+Iqs+MqtxGeClOap/5pCTG3ggHhg68PEI7q6zbF8lKx2uxs6OhkQ0dn4rlQwM/I6f64wBMRvL5XXki8Xu7xJqJ39a0dlGwU5k1Z0yzzUDMHq4vMHewZZXQ2yHv3rfG+dddAy41iMYhFRZpmXNzpr74EdKOc+BFMfUuso2iiZUrtFqhpFymKNR1Q2wGO8rXd5gyyRebm43WRJWoYjv8Ujn4feh4TEwFtt8I7vwTtd6wonXIpVrOP93cNoyhw0xYp5vJGMmWkcI3Dl5p9cOTJBafSZaNneG7Z6z/6xhBNVS62ePLTD6WYyIzMGSefVVnproIqt5hVW4k76eFzU1yY8vO/7ry0SOt8eJ7heeH+OORbGFUbmh8iEE2v/7FVVuFVHXj9s1wzO45XsVJfvw/vlndSv/FqvG4vbmv6zH4sFKKbf6ChYhM1pYUZ8KSm+Vi0uJgLRPDmKeJVYrdg01TG55cfUX/oqEixvGuHrHNdLqqSpWmtEdnRdTj6A3jsUxD2wzv+Xlhd5zB9r8xpRddF1Ndw0FuKl09PMBuMrFm7mMQEaB6yWTRNTaRaLkZC8MWF3txkkHnj/lQQbTTIvoCFZ7/fm3hPU3z5yv9zEFeZDVe5LSH03OU2XGU2nCU2HCWiXtBRYsXutKzKvGU1dTc/fe0CW+vLLqu2ITaHk4atO2jYuiPxXGB+Linw+nsZ6uum54VnAVAUlQ9YKvAf6OD10F68bR3M+8W1L59plhcmV9Z24oeHzlPttnFLIaI2qpZsk7DtXvTyw/AfH4QPfgfaq2GsF8a6Rar4WC/0PpHohwdAiVcIPKOWr2qzuK3cDPaSnG/ugqw13wS27kf4J+s3uePh1yHqB3cdXP+7omzjIn07V8OqxNzJEa5sqkxMuBYrRSbmxEE//p9fQysvzIkzFIhw38nT1P7oMKMviJmPyHSA+06+Sc0PjzL6VPYUlVxyfc8oFQMzjP7jGxddNxCOsvnZ0/xCUwVj/3Rszbet2Lj+6CCTvhCj/3gEENbF9508QxNHGH157f/GyudD3HfyLHztNUa9yxPbp7tH+cjANFc91cvos9mjwaFoiLnwPPOheebCc8yHjdv4/dAcoVimsFCotLpotJZQYiuhxNpGibVELLYS3NYSnBanGPvqukjDHHwdnnoO9GegbCM+7058tZ1pdUdGJL2Q/XG0uICLxPREu7t8ptMqikKl28rkMsWcrus8fHSAazZXUVcqUyyXi6qkp1nGYjqBcAxPdBC+9SfQf0CYnLz7X8VAJ8ekioHliLnn+sawqArXtVbnfFsgecxN/OfX0CryO1O/FBagIr4kcMJL+gQvDY7za2/rJBi1EIhYeeHULMGoleaqGgJBC4EBKyPnLAQiFsKx7OcUBR2rFsWuRbFpkfhtFLslgk2LYlWjWLXYgltLIMh9J/uxf/MIoxsufv6fC0TY8fxprmutTlxDLmecwGZgs8UNHbvxNwcZn5thdHaaw2cHoecQT3a9CIhz4m9EbfT81YPMV1VRU1JOqcO5ZrWRb+0aYcPIHKP/eHRZ6/tDUTzPneZPGsqZ+peTa7JNKyF8YQAAxV4i2h5s2J2+QjQCU2fj4i4u8MZ6RNsE31j6uu66dHFX1SLEVUWjeG2lbSpiUWzTp3i7+hI7TzwOhw7D0DFa0ClTyxhrfQ+e6z4Am67PqUt2JhUuKxemlm9ANTIT4NiFaf7wzi1rtk35IucjGUVRPgF8ANgDlAObdV0/k4vPtjU3ozgcTH7nO7n4uFXzfh2UHjAOD0uW59aSrUCnDmMnn7joujrwyzoo3TB28dUvO67WxW80lnIdzue+XM33bdVhGzDTZTyTUvOX/hB7fKkGUGDhZVJJ+VcH5uPL8II1ffFlISXivfoM8JxYFIXUb1OsVmwtLRf7r60Z2Qrw5wIR3HkScyCisBPLFHPdw7P0j87zkes3r/FWmYtMo5tgwM+vaw/y4SM/BYsV7v47EY1bo55ahphbbruRF/rH2NNUsWZ/h7bmZhSnk8nvfvfiK68DWoDNOsz37AfEtfWG+Dk6W6AtqloJ2coIW0sIW92ELW5xm3a/hJnE43Ji2tIz8N76Kzg55qd3KIAlGkCL+LFE/VgiASyRAFosiBYJoEWDaNEgN0cCWF4eoeeFoFg/GkSLJO8rmXmllxkOoBHYqAMKBGwWppx2plx2pp12zo74OT12AQBrJEq5P0iFL0i5L0iFP4g9khvDu53ADh3Gji9v/bSx0/6cbMIlo5aUYG1YpE5esyQjedyd/lpgRrROmDgFE/HbyTNw+pl08xUA1QrlG6G8USylHrCViNpiXRfRv+AszA2LPnCzgzDagyfi519tED1thU3Xws2f5mVlBx94JMxP33Yjnoa1n0wqc1o5Obh8A6r9XaJdy61bizvFEtYmMucCHgceAP4hlx/s3LWLztcKO/s1Nhdk3xee5C/u3c6Hr2sG4EDXMB/7+iF++lvX56UX1A9eeZP/ff9Rnv3fN9N4kX5oH/v6K3QPzfLcH90src2z8LvfO8KRN6c4+Ic3A3Ds/DTv/Ofn+Mp9e1dv+b8CojGdtk8/widvaef3b+9gNjQrUhx9QwzPDyeaYBu3A3NDBKLpkkpBocZZg8flSVjyJ+7Hb2udtWtfp6brcP4VYZryxk8gNCtm/HZ/EHZ9QFwgCoQWH7xHMoyL8lV8D1Dtti07zfLRY0MixVK2ElkRquFmqevQ9RC2xz7Dp6xnOFd9E00f+vKa/w0aNazL2c/T/jDHLkzz27fkPkJo4Ny5k84jh9fs83PNl5/u428f66br83cl3H3f/S/PU+qw8M2PX5OT7wiHooT8kfgi7gf9EUKBCEFfhL97+CRXN9TQXldG2HjNHyEUiDIXiBAORAkHly8wLFYVq0PDatewOizY7Fr8sQWrQ0t5rGFzWOLradjir2c+1vLQoiHX6LrO5j9+hN+5VVznAP7vc6f5/EMnOPzpW4iMD8YdNHsZ6uuh/82zCQfN0upavG3teFs7qG/rwNPShs258j6w/36wny8+2sXxz925rMmT3/z2q7x6dpIX//jW4h87OcqSDcwzCftFls3kGZh+E6bPJ5fTz8DcEMQy0rQVFdy1oo1CiQc23cBMeQcfeHCOX7nnDj54vdjHg69dIMpreTW5WUma5f6Tw2yscJqiBCnnYk7X9S8BKIqyL9efvR7IVuSZbwMUT7lIuxqeCSwp5mYCYZ7tHeUjb2ku/pPRGqGpalqfOcOZNNcNanVdZy48lybMhn3DDM8PU7rpOD8amucH35liPjyf9j5DqHndXlrKW9D97fQPW/jiu95KY/kGPC5PfoTaclAUaLxaLHf9NZx4EF77Nhz4vGhI3nqLEHad78i7A1dmZC4a0wlH9bz0rjKodNs4P5k9tpnJEyeG2dtUmRsHtcsITVVo8J2Eb3wGzjxLrHoLHwl9inuu/iBNeZhMMPrZjc1e3Ojm5dMTxHR4yxqlWBYj2a+vUepyeBxYbRpWm4a7PPtnHnv+JG3tbm69d+uin6HHdCZng9z8xQP8yt4mPnbNJkKBCOFglHAgmrwfjBKKi79wIJK4H5gLMzseSL4eiCxwAl0M1aII4Zci9jSLisWmilurimbTsFhUNGv8sVXFYtXSHmvG6/Fb47lsr6sW5ZLGEIqioCqZLZ2EQHA7bdibW6hrbuGKW0Uf0HAgwPCZfob7exns62Gov4fel35ufBjVGxvxtnbgbevA29pO7aZmtIv0X0tNgb6YmAtFYjzTM8Y7d9Wbf+xkdUJdp1gWIxKC0JwQcapFvCcjXTI8F+T4A08SUZKRb8Ox1G3Pn5ibC0YIR2MXdZYNhKM81zfG+/Y1rmgf67qOHtOJRnVikRjRiE4sushtJEY0EkuuG40Ri+hEIzFi0UVuI3p8vdjFNyaFoqqZWw8s1fwyXwYonjJxERq6SHPa/SeHCUd13r5T9qhaDEtGWlYgvHIxp+s6s+HZhGlIplgzomy+yMKIWq2zFs3ixK7Xc1fbzQuia7WuWqyqNfE9133xAG9rquBd7Xtz8L9fQ2xu2P0BsUycgte+KxqS/+ij4KyEne8VDcmzzRSuAUZxttGeILhGon0plhuZuzDl58TgDH/89iUurpKFDBzhb4Jf4Lozh8BZBXf/HWeb3suzX3qeX8rTfjbE98gyxNzzfWM4rCp7mtY+m6NYSJgopBqM5bE1AUD5Mvq4KqrCqxemmUbnbVfWU9t0aTP7uq4TDcfiYi+SIvIMQZiMCIaDkRSBGCUcihINxwjMhYlGYkTCMaLh9Fs90+J1FaQKPJtdw+6yYHdbxa3Tgt0l7huN6x0l4nVniQ272yJSoDNaE2iqgi3LoNvqcNDQuZ2GzqSTr29mmuFTfQzFxd2pI69w/OCTYtssFuqaWxPiztvWQaV3A0pKOnWqmNtwkX67r5yZYC4Y4ZZO6QAOiBp4y9INtbO17Ur0mbNeXGrouk4sJo6DxQVOUuhkE1PuN/3sCWq8/NgZHJqa/v4MUTU44eeuKQutXX4eOH1kCXElPjv1+9ckc1pBHF+aghq/XQlSzK0Q4w82dRYt333mDAe+4ZmlBwyPHBuivtzB7gY5WFgMTUt3swxmRFl1XWc6OC2EmbGkiDZDuGU2vTaEmtftpa2ijes3XJ+W9uhxeahx1WBVrbz3336OJabyR1dfu+S2nhicYWgmUBhnrUuhqgVu+TTc9Ck4fVD0rXv1G/DyV8CzU4i6K34ZXEtfLC6FzMhcIpqex8hcldvGbCBCKBLDtsT3PnlC1CvetkYOh6ZC10Uq0Itfhp7H2E4JD1Z/nHd94nNgLyVwYRpgYZ+5NcJtt+C2aYwuQ8y90D/OVc1V2AtoDLTeSLT+yZgszdf+g+Wnaj3TM4rLprF306X3B1QUBYtNw2LTgNy76sWiGSIvIu4nxJ/xeLHXU56LhGOE4ympAV+E2fEAQV+Y4HxkQY/HVH5DsWN9fJgfHpnF4baiTfm43W/llYfP4DScSA03UrcFm8MiBrcWBUVVcJWVs3n3XjbvFhOZuq4zMzoiUjP7exjq6+GNp57gyGP/DYDd5cbT2p4Qd06tBnSYmgsJwRCPsOgxHV0X0dZYTEePwVOHB6lWVHaWu5ga9iWEhh5LRmbS7osNEs/Ftw3jdcRnE2+No+uk3df1zNeSz2euu9RraZ8T/+5Y1Pj/6cRiJP6/sVjy/x7Tk8+n/gax+PuSz2d5v578DSJRnY/N2Ak88Cbf/NkQ6Dp+X5j/6bfz48+9lNj+WPy3iKX87npMbGsuuA0br/33mcRjRVWSAsmioGridsIXpiqmYI9CJBRDsyjYnJY0MZV+KyLUWtrnqKiaeE61KMl10m7F+mnrxrch9fOztbL56N8u//+9LDGnKMoXgE9fZLWbdV1/evlfnfjsTwCfAGhqalrp2/OO8XunzRzmOTJX7rRis6gMLxGZmwtGONgzyq9c3bSsfkeXI5FYhBATRCynefzM44z4Rnjh7CkcG3r4y8PfY/blcUZ8IwSj6QMzVVFF6qMrQ6i5PXhd6UJtOVS6bJybuHj63YGTI8XdD0XVRKpl6y3gn4RjPxLC7rE/gsc/A513w577xOs5drxKROaihpjLf2TOqKea8oWWbAL+5MlhWmrdtNbm3j7aNATn4NgP4aV/h9GT4KqGmz/NfYd2sqGyjnfZRaTEH87vRBtAXZmDkdmlsyZGZ4N0D89y754Nedqq4iDb7L4/HM3rcVrhtC1LzD3bO8p1LdVLTsysF1RNFRGwNTTG1XWdcDAqRN5cmMB8fInf/+qTfXRWCrEWmAujTYbYElB55aHTF/9whbTBtKomm8sLkdCOrrfhrI5hC48TDQ0SCQ1y/uQA5469jhFK+aRSwoufe5yXLfUomhfV4kVRFornSuBj2Ln/86/k7gcqEIqqiOxIRYnfV1DjzyXuK/F1NBVFIX29+GNVE+upFhWLmlxHUcQ6MWB0fIaaShseTymqqjA+MM254SDX7qgGVRHbYHx+/DuV+HZliqBMsZMqhrKKKU3hhTPj/O4PXue/fu0a9jRXomrZRZKu61z7xf3saazks/et8yynZbLcyNyXgG9dZJ1zq9kAXde/AnwFYN++feve9knNktMfjOe2Omz5OakrioKnzL6kmHuqa4RQJMbdl2mKpS/sY9g3zIhvJHkbNxQZ8Y0w4hthzD+Gjg718AcHxfs0xYLmLENRmthRvQNPk4c6Vx11rrpEVK3aWb1sobYcqtw2jrw5ddH19neNsKuhwhx1VM5KuPrXxDL0hqitO/p9OPEAlNaLNMxdHwDPtpx8XeYg0Thm7XmqcwWRZgnCHGMxMTcTCPPiqXE+Jl0sFxIJiUbfx34I3Y9C2AfenXDvl2HHL4LVQfDIM1lT4PMZ2aktsV80MvfiqXEA3tJak49NKhqMcVdqgCcYjuVVjNeU2Dhzdn7JdU6PzXNm3MdH3tKcn40qAhRFweYQEbVsvQY/9nIPG3eX8853itTJ3/nuEY6en2L/799IcD5DAM6HCQei8XS3eJpbarpdTBdeyYqCgmGeLOyaFWUDClckhEIsFsY3fYGJkTMc7T5BrTJOxN9vbDXuynrKPc2U122m0ruZgL2G/3d/H+/es5HrO2rSRIeaEDCpYoaEoEFZ4rGa/J3E/cVfM2q4jM+HFOETN4pe/DvTtzVfBMJRfvtP32TrW2q446Y2AJ578DjPh2f41/sWrz/NJTXzbvwqzEVjWJY4579xYYbhmaApXCwNliXmdF0fI39O7euaZJplep2VopA193ut8JY5lhRzj70xRE2JPScpIOuJmB5jMjCZEGRGqqMh1oznZ8ML7WlLbaV4XKIWraOyA4/bw6H+KC/1RvnJJ+6mzlXHQ0em+dMHjvOP77t1yehJLql025icD6Hr+qKFuKOzQV4/P8Xv33ZpjcLXJd4dcNcX4bbPQc9jQti9+GX4+T+KwfoV7xfirnT1aYfJmrmMyFweU9yMpqRLtSc42D1KOKqvWRPpokLXRb3lqafg1EGRohuYFvVwu94PV7wPGq9Ja/qtKkqaEChEZK62zM7JgZkl1/l5/xildgs7ltHL7HLCmEWPxa+vkWiMUDSWVzHuLXcyMjNELKYvmtXyyLFBgLw4HpsFVU3vAekLRXHaLGiaKprBl61l0+atRGM6n/7Mo/zmTa385nX1DPX1MNjXLQxWeo8y0BU3WLHYaLPUUB+5Ck3dTn3bFkqqpEnRxciWIu0LRXDZ8lfNZfhJLDU2BpH9oihwc7GVrCzBWvSZ8wJewBh1blMUpQI4p+v6RK6/L98kI3PJ5/yhKA6LllfXo7oyBycWGTAEwlGe6h7hPXs2JgaxxUA4GmbEnyLSUsRZakQtHEtPgVEVlRpHDR63h+byZq6uvxqPy5OIpnncwvHRZV3o/PnXg108P3eaLVWiaWQwMgmQ1zqWareNSExnNhihzJE94vd09wi6DreYaCZpARYbbHuXWObH4I374fXvweOfhif+VKRf7voAbLkbbCuzprbEC+GjmWIuj4NEw5FvqQvNEyeGqXbb2NNkrkmYixIOwGgXDB8Xy0j8dn5UvF7eCFvfCVvvhdabYRH3VlVNCgFI7ud8R+aeWSIyp+s6T3WN8pa2aix5nAAsBjLdLAPxCHpexVyZnVA0xoQvRE1J9iyIR44Nsqep4qJGGpIkmQYo/nAEVx4nWTRVoa7UzuB0AGdpGZv37GPzHmG6rus6U0MDDPb18PWfHqR08jzdTz7MyZ89AEBJdQ31bR3Ut22hvm0LnpY2rI78TPYWC5kTpiAEez73cV2p2CcXMwd8pneUXQ0Vix7fxchaSOZfB/4s5fHD8duPAl9fg+/LK9lq5vLdrwpEZO6prpGs0ZyDPaP4QlHu2rF+Zg3nQnOLRtGM5ycCC7W+Q3MIUeb2sLtud1KgpYi1amc1FnV1f8qZbpaFSL+rdMUjNnOhRcXc/pMj1Jc72FZ/mczku2vgmv8pltEeOPo9OPoDuP/jYCuFbffCzl+C5hsWHdinkplmaRig5LM1gTHwOz/pz/p6OBrjqe4R7truLapJmBURi8H0ORg+ERdub8DICRjvAz0+Q2aJW2V33AkbroSWm4SJzjImyzRFyZ5mmdeaOTuzwYgw7sjyvccHhJHRH2w1YZT9Esl0i07Uo+dx/3nLxXE6NB3IOtg7Oz7P8YEZPvOO/KSOmQU149j0haKULKPfWy7xLJLRpCgKlfUbUcvruP9RP7/+vvfzyZtbGDnTz2CviOAN9XUn2iMoqkpN4ybq27bgbe9gQ3snVRsa0twzLzcSKdKZ5kV5PHZtFpWaEjtD04uLuZlAmKPnp/mNG1vztl35YC36zP058Oe5/tz1QvZ+KbG8uuKBCCf7QlHmghFKMwTAY28MUe60cm3L2qcGhKNhxvxjjPhHGPWNMuwbZtQ3yqh/NC26lmnLD1Bhr0gIsm3V2xJRtNQatTJb2ZpGPLW4mDNEsZEym89Bfn28b+DAtJ/mGveC14ORKM/2jnLvno3m73mTjdoOuPWzcPNn4OzzQtgdfwBe+xY4yqHjLui8B9puFS0RspDpZmm0JrDnccbfYdWoK7Uv2mvu5dMTzAYi5nGx9E8JoWZE24aPw8hJ0UzeoHIzeLbD9vdA3Tbw7ICqzas2wFFVJS0y5y9AZM6YHR6dDdJUvTCC/MQJkeJTdK60ecCIzBn7sBCRVeN8PDgdYMfG8gWvPxxPsZQtf1aGpi5s6VSb58hIfbmD3pG5RV8/2DtKNKZzS6cHi83Gho6tbOhIinbf9JRIy4ynZ3a/8CxH9z8GgM3pwtvaTn37FrxtW6hv68BdcflkWBhj48z2E+48plkCeMvtS0bmXjo1QTSmc32bueqVZWuCVaBlDBgCkWheZw5BzDCBSNlKFXOhSIwnTw5z53bvRZsmLkVMjzERmGDEJ0SaIdaMaNqoX9zPFk2zKBZqXbXUumppr2znho03JMSZcVvrqsVhKXyaQuog36IpBCMx7BY1r6KpoVIM+BaL2LzQP858KMrtW00yyF8tqgqb3yqWu/8O+g9A18PQ/YgwT7E4oPmtIg2v9Rao7UxEc4yeLUafuUBGC4p80VjlWnQ/P3FiGLtF5a3tRXaR8U3AaLdIk0y9nR1IruOoEEJt9weEeKvbDnVbwZ5bx84FkbkCpNMme80Fsoq5/V2iIXy1iVJ8ckVmBL0QYtxbvnSq1sNHB9ndWMFGmWK5Iiyqmlaeku8UPBDjpud6F7d/OHBymCq3jd2N2ds5ucoraN17Na17rwZAj8WYGLwg6u96uxns7eblB36EHr/OlNXWJYRdfdsW6lpasdrMe9yLyfHkY18oQoVrLWshF+Itcy46YQrJ/p5XbjJXyy4p5laBoqTnfgfD0bwaKQA0VYlBQv/oPG11yYalz/ePMRuI8PZFUix1XWcmNJMQaAmxliLQRnwjjPvHieiRtPcqKFQ5qhKCbEfNDuqcIopW66oVt85aKh2VqEpxpBskB/k6Fk3MBOdz4Adi8KAqi4u5J04M47JpXNcqi7ATWJ3Q+Q6xRCNw7gUh7PqehJ/9iVintB5abobmGyjROwB9YWQuz8dtQ6WTw+cmFzyv6zpPnhzmhraavBaMLxtdF/VrCcGWItrmR5LrWd0iktpyI9RuEQKubhuUbVhWmuSlkhmZC4TyH2k3aiOzOVoOTvt548IMf3SXbAifjUwDlESaZR4nXWpK7GiqwtD0wvOxkWL56btliuVKyaxnzXczeBDX2tlghLlgZEGKZyQa4+meUW7prFt2mruiqlRvbKR6YyPbb7wVgHAwwPDpfoZ6RfRusLeLnheeBUDVNGo3bU4KvPYtC5qbFzOZgQ5fKMqGinzvYzuHzi5uz/F835gp+3uuw1HD+kdT0l2ZCnFS6vSWoSqi/uLOuKOWL+zj/tdfo6T8LHNWnW8cH0+kPRpibdQ3SiC6cMaxzFaWEGMt9S1JgZYi1nJtyb8eWNhMOv/C3GZR8ZY5ss4mxWJikH9jR23eRWbRoFmSETuAqXPQ/5SI3PU8Cq9/h6uAV+xlqAeug863UTazgVKieY/MNVQ6efjoIJFoLM38omd4jvOTfn4zbulcMHwTMN4PE/0Zt6chOJ1cz14mxFrHHSICWtspHpc1iFFbgRAp8MnH/rBoOJ1Xc6q4mMsW2XnypBC+t2+TKZbZ0DIMxgoRmdNUBU/cKCOTZIrl+qlHLxYyo+bBcDTvA2ojhXZoOkBbXXpWwJE3p5jyhbm189IyYKx2Bw2d22no3J54bn5qUkTu4rV3J589wOuPCzsJu9uNt1UIu/q2LXjbOnCVLUzvLQYy97EvzzVzAPXlTqZ84awT8yMzAXpH5vjFvQ153aZ8IMXcKhCzD8nHgXBsTQeFqXVpiTRH3yjVzce4f2CWgz8NMuobTdjxKxvgM8+L9zotzoRIS42kpYq19ZLyWAi0+MAzkmKMke8BPkBDlYvzEwtngo9dmGZ4Jiit6ldCRRPs/R9iicVgrJvTh/dz+PlHecfECXj8Z9wMHHNA9OubYMMuqL8CvFdATTuUNwmBuAY0VLqIxHSGZ4NpaVr7u4aBPNRRhXwwfV4I3ulzMPUmTL8pWgCM90Mgpd+hokJ5A1S1whX7oLpNCLbaThH1XIf1m5qqEE7J8zHEXD6pctsoc1joy1Kb8+SJYZqrXbIh/CIY8xuZaZZ5L2Moz26U8cixQXY1ViRS4yXLR81wswxGYnk1GoP08pRMMbf/5AgWVeGtHblPc3dXVNJ21bW0XXUtALFYlIkL50VrhN5uhnq7eenHP0CPm0CVe7xx58wO6ts7qW1uWPawDwAAIABJREFUwWJd/xPpqrowzT3fNXPGPh6aDizwIHi+X6TY3mCyejmQYm5VKEp6IW8gHKXCufIDLRKLMBGYYNQ/yphvbNG0x6x1aaoFi6OcuVAJ11R0cG39tfj9br7zwhS/87Z93LO9k1pXLSXWksvTNGOZZI3MFSAC1lDp5MX+8QXPP3FiGE1VpFnCalFVqNvKxFYvf/D0ZmredTU31sd49MmfcezQs/yeN4A2dAxOPpjyHqsw4ahug+pW4aRY1iBSBcs2iIbnqzymGirjjpYTvjQxd+DkCDs2liXqdVZMLCraOcwNZywjMDMgBNvUm+DLqBdRNCjfKIxIdvyCEG7VreK2chNYiqu+I9Mxzx+K5f14VhSFTm8Z3UPpvS7ngxFe6B/nw9dtkufkRVAyDVAK0PQdRASnK2P/nRv38caFGf7kbpkiuxpSM5p0XY/XpxcmMpct6nqga5irN1ct6iidS1RVo6ZxEzWNm9h58x0AhAJ+hk/1CXHX18P5k2/Q9fxBADSLhdrmFhG9a+9kQ/sWymo96+48sjDNMlKAyFyy5nWBmOsbp8JlNaUruBRzqyDzD9YfTjdAMSJpo/7RRGrjqH9UPOcbTbw2EZggpsfSPltBodpZTa2zFo/Lw86anWkRNCOqVmGv4D+ePc1fPdLFZ37ldqrcNn7/+69h8w/xq1fdtj7rbtYhyd4ocWOMuAFKvmmodDE0c4FQJIYt5fufODHMvk2VeS8iNhtJY4UYlHroK7uOL0er+b1ffrsIBwSmhdPieF/K0g99+yGaUftkcUJZvYhOOSsXLo5ysLrA6hDrWuyixs9ip1kL0KCMMnGhDypF5GbaH2bkXDcfu6YeBl6DSADCfogEIeIXPdgC0/FlSrhEBqbEY/+UEGjzo0lr/1TsZVDigYpGEXmsaBSRx4pGEcEsrV+1c+R6ZIE5VQFS4AE660v5yeELaa1jnu0dJRSNmcetdA3IdLMsRJolCBOFp7pG0/ZfIsVyh3SxXA1aStQmFM1/axhIj8yl8uaEj57hOX55X2NetycVm8NJ47adNG7bmXhudmKMoXhrhMHebo4deJwjj/43IMxYjNTMDR2deFrbsTkKa8qTmmZpCPb8O70nI3Op6LrO831jvKW1OlGbaybkiH8FBCIBRv2jKI7TvBk8y7dPvs6ob5Qp1zGOR/285wE/Y/4xpoJTC96rKipVjipqncLlcVv1NmqcNdQ6a6lxids6Vx01zppl90zbvkHkVR8fmKa1toQHXx/gvus2SSG3ArJF5vJpV2/QUOkkposTkOGAd27cR/fwrOxnlAOM/RyJGs2Io2iqknR8dZRD07ViSSUWhdlBEd1KLBfEc7NDIj3RPylqzTJFXxYagefswP74ApQDz9iB1+LLUthKhDOks0LcVjZDw14o8UJJnRBuJR4o9YC7bsXN1YsdTVk40ZZvIQCwxVvKbDDChSl/IiXviRMjlDut7Nt0+diVr5RF3SzzLMhb69z4w1HOjvsSs/uPHBtkV0M5jVWX1zGVK9SUYzPRzzXPA32jPUx/Rgr0/pMizf3WdeYYXVpVQ+k1NbRf8xYAYtEoY2+eZbC3i8HebgZ6uug/9BIAiqJS07QpEb2rb99CVf3GvJqrpBpQhaIxdD2/7X8gGZm7MJVettI7MsfgdIBPttXmdXvyxWU/6td1nfnwfFrkzLg/4htJRNHGfGOJmjQ8cMgPh14W6Y4RWwlRpZrG0iaurLuSGldNIpJmCLYqRxVajmfAd2wsx2FV+eqzp6kpsaEDH79hc06/w+xoGYP8YDhKeQGiYI3xAd+bk76EmDNmgu/YJovtL5VsTcOXNZBQNVE3Vr6MgumwXwg7/1QyohYJpEfagC/t78GqqfxW3OzkWy+dpW9kjs++ew+q1ZmM6KXe2svBUbasBumXM4qSbo3tDxVGzHV6hcNw99AsDZUuojGdA13D3LylNs34RpLOom6WeU7Hu7JJCO7D5yZprnFzbtzHsQvT/PHbZYrlakmNzAXDhRFzADs3lnPswnTac/u7RmipcbM5S5/X9YSqadQ1t1DX3MKu2+8GwD87w1BfDwO93Qz2dtH982c5+qTofWd3u0XtXVzgeds6cJaULvUVl0RqZK5Qgt1tt7CxwsnJwZm05w90CfOpmzulmCsqUi34s4mz1HRHf2Sh8YRdsyeEWFtFG9fVX5cQZ1944DxXNTbzl+96CxX2Cnb82ePceXUTn7llW17/j+VOK59+xzb+9KdvAPDrN7bKwuwVYtEym0nnPy0ASFxETg7OcH1bDbqu8+PD59m7qTJrryrJykhEYBMzw2tQG2l1iqVsw5Kr+QZP8vXnz/DxHXdgURX+9oEnuGO7F/WKXbndnssQTWWB03DZKuqZL5UOjxgwdQ3NcutWDy/0jzPpC6+7mf/1RqabpTEgdNjye07u8JRSYrdw+Nwkv3BlQ2Ji7W7ZKHzVCAMUcb9QrWFATII/1T2CLxTBZbMwF4zw0qkJPnzdprxvSy5wlpaxec8+Nu/ZB8R73w1cSETvBnu7ePH+7yfMVSo3NLChPSnwaho3oWq52Q+pfeYCBejxaXBFw0LBfuDkCNvqy6gvN2d/yKITc9FYlKngVJooyxRnRoQtFAsteL/L4hINrZ21bK/enkhxrHHWJGrTalw1lFpLFy0u/dvQftxKDVWOKnRdL5hpBsCHrmliYMpPU5WL919VuHzvYmWhm2Vh9qW33EFLrZtne8f41be2cOzCNL0jc/zVe3Ze/M2Si5ItMlcI0Q5wbUsVX3nmFIfPTaIqCjOBCLdKg5ucoGU45gXCUTxl+TdxKXVY2VTt4mD3KL95Uyv//FQvtaV2bpNibknUDDfLYHxAaMtzNFNTFXY1lnP47BS6rvPQ0QGZYnmJaEpyoiURtSmAc/TOjeXEdDgxMMO+5iqeODFEKBrjju3myIBRVJXqhkaqGxrZcfPtAIT8Pob6+4TA6+vm1JFDHD8o8vytdgfe1va09Ex3xepSwVN7CRY0+tpQzqNvDDHtC1PusjLtC/PquUl+48bWvG9LvlhXYi4YDfLi4IuM+8cZ848xHhhn3D+e9jibaQiIPmlG/dmeuj0JgWbUoRkCzmW99JOxqiZdmULRGDE9/zn9BoqiyAa0l8DCmrnCtCYAeFt7Ld975RyBcJT/euEsNovKO66QM8G5wGKI9mhhRTvAvuYqVAVe6B/n+MAMpXYLN7Sbzyq5EKjZeoAWaD9/7PrN/NmDx/nzB4/z4qkJPnvPtoJdJ4qFTAOUYNyQqhCufVc2VfIvT/Xx8LFBjg/M8IV378j7NpiJdZNm2SC8Bo5dmGZfcxX3v3qBhkqnqWtZbU4XTTuuoGnHFUA8c210mIGeZPTu0EM/IRYVkydltR7q27fEI3jLb42QnmZZuMjczo3JfXxDew0PHxskGtNNbT61rsRc31Qfv/b4ryUeW1UrNc4aqh3V1Lvr2VGzg2pnNdWO6oQ4q3HWUOOsyWuftNRC3kABT0qSS8eI2Bi9qQJrkX63TG7cUsvXf36Gb/z8DD8+fJ6PXb+Z8gKkiJkRLUs6ra1Ax2yZw8rVm6v4t4P9hKM6f3J3J6V5sMO+HFjgNByK4iyQIdQHrm7i/z53mm+8cJbtG8r4lWuaCrIdxURmBD1YIHdhgBs7avmnA3188rtHaKxyFtTp0AyoipKW5g6FSbP0lDmoLbXz+ptTDE77eb5/jE/e0m5Kh8PFUBSF8jov5XVett5wEwDhUJCR06eS5irdJ+n++TOAaI1Qt7k1Ebnb0N5JaU3tgkmW1F6ChRwbG2Lu6IUpbmiv4XuvnGOLp5RdDcXZjH05rCsx11jSyH/e+Z9UO6upcS6d6lhItJTc70CB3LYkuSGrm2Wh0u82V2O3qHzx0S7KHBZ++5a2gmyHGUm4WRY4ndbgyx/cy+//4DVGZoL8j7c0F2w7zEbqgBEKG5mzWVS++uF9nBmf57atnoRQkSyOmlHbWugI+r/ft5fPPXicz7xjW8Emf8yCpiqE4umVhTLHMLhlSx0/OnyesxM+VEXhl65chsGVybHa7GzcspWNW5Lu2UZrhIG4wDv65GMcfuQBQDRCT03N9La0p/USLGRkrsJlY1O1i/0nR7ihrYaj56f583duW5d6IlesKzFXZi/jKu9Vhd6Mi6Km5H4nijwLMMMkuXS0lEG+qH/Mf5NhA6dN49u/eg2vnp3kioYK2Vsuh6T1mUOk+RQqnRagym3j6x+9Oq2PleTSEWmWyceiz1zh9vMWbylbvGvnHmc2EmmWqZG5Ah6nd273cqdJaqkKTWo9ayFr5gD+5B1bea5vjCPnpvir9+yUJmOLkNkaIRqJMHbuTCI1c7Cvm75XXgRErd5bnDVEq5s43jjFpN0Dul4wwf7rN7byxz8+xge/+hLlTivv2WNuwb6uxFyxkJrKY4SSCznLL1k9Ri1VNKYnndMKuC/3NVexr7mqYN9vVjIjc8FIdF2IZSnkcoumJqPskWiMcFSXE21FhJqomROPg5FoQVLxJLlHTa2nChcuzRKEE/h/ffxqugZnZV36CtAsFjwtbXha2th95zsA8M1MM9Tfw2BvNw8/+QIVA0d57MuHAPhV1c7Jb7xAbOcOEb1r68DhLsnLtr5vXyMPvjbAsQvTfONjV1PuMncpgxRzq0BVlMSgMNnUVKZgFCPJyFys4KkfkrVDXUdGN5K1I3X2P7AOJmckK2Ohm6U8Ts2CRS18D7JUWmtLaK3Nj7AwM66yclr2XEXLnqv46+FmatwW/s/t9Tz+1Es8efAV6qYn+PmPvgPx83LVxsZE3V19+xaqG5tQc9yDGcQ1/2sfvYr5YITqkvw7GucbKeZWgc2iEjEMMwo8wyS5NFL7zAUL2BdFsrYsqJkroNGNZO1IdcxL9jmSYqBYMCbXEpkvMjJnGtSsYk7uWzOhqgpRVGoaN+HcqXHghJvP/q+bqHcpiejdYG8Xp159meNPPwmA1eHE29rOhg4h7urbtuAqr8jJ9jis2mVznZdibhVYNZVwNP2kJAcMxUlqzZxMmTUvC/vMFc7oRrJ2WDWVcPyc7A/FJ9rk8Vw0JJuGJyNz8jg1B1qKC3jCzVKOm0yFluYnkayLtLucbNq5m007dwOiNcL08BCDvV0M9HYz2NvNKw/en2iNUO7xUt8mzFU2tG+htnkzmsXcaZKXihRzq8CqJV2ZZGSuuEm4WUZ1AhE5k29WMvvMBSOFM7qRrB02i0owajjmyUh7saFmROaCkRhlsj2LKVgvfeYka0f6Pl7cHFBRFCq89VR469n61psB0Rph+FRfInp3/sQxup4/KD7XasWzuS3NPbO0ukbWnKcgxdwqsGoqs+EIICNzxU56ZE46k5oVwxV+PVieS9YOu6YSisQSzrQADjlgLBoyI3Mygm4eVFVJMbaRaZZmJLU1TGCFjqVWm52Gzu00dG5PPDc7PpYWvXv98Ud49eGfAlBSWSWEXTw909PShtVm/tq4xZBibhXYLSoTxuyvjMwVNalulqlpARJzoShKvAA/OdCXg0TzYfQCC0dTJmekaC8a1lPTcElu0ZTU/SqOTdm7z1yk9RIMX7pgL62uobT6BjquvQGAaCTM6NkzDPR0MdTXzUBvF70v/xwAVdOo3bQ5kZpZ395Jucd72UTvcirmFEWpAj4H3A5sAsaAh4DP6Lo+nsvvKiSiZi6eZlngfimSSyPVzVIO/syNpgoX2lBU1kaaFatmiLmYrIEtQhamWcoIulnINECxakri+isxB+luwtGc72PNYsXb2o63tR14JwC+6SkG+0TkbqCni+NPP8lrP3sIAGdpmXDO7NgqWiO0tmNzmrOnYK4jcxuAjcD/Bk7E738Z+C5wR46/q2CkGaBIAVDUWFPcLGWapbmxqIqojZT1GqbFmOkPRWLSzbIISaZZiscygm4e0gxQwjGZzWRCVEVJMUCJ5mUs5SqvoHXvNbTuvQaAWCzK+JvnEuJusLeLU4dfAUBRVKobmxJtEerbO6nasBFFLf5zTE7FnK7rbwC/kPJUn6Iofwg8pChKma7rM7n8vkJhjddlwProlyJZPak1c7L+0dwYkblEarScgDEdCTEXjaUYGsn9XCwk+sylRObkcWoO0swxIrIW0oykRuaCkVhBMtZUVaRb1m7azBW33QVAYG4unpYpzFW6X3yWo/sfA8DucuNt64i3RujE29aBs6Q079t9qeSjZq4MCAK+PHxXXrBZlESaZTAcRVHApskTUzGSXjMnB39mxqKpop9gRBpjmBXjPCwic8Z+lsdzsaDGI3O6rqPruqyZMxHCAEXWQpoZVVFSourrp0eko6SE5t17ad69FwA9FmNi8ELCOXOwp4sX7/8+ui42vnJDQ6Lurr59CzWNm1C19fF/WYw1FXOKolQAnwe+qut6ZJF1PgF8AqCpqWktNydnZNbM2S3qZVNkaTZSI3NGQ2lZ/2hOjMicFO3mxYjMBWWaZVGS6mYZisbQdXmcmgVNSUbmQpGYjLiaEE1N9pkrVGRuOSiqSvXGRqo3NrLjptsACPl9DPX3CXHX182pI4c4fnA/AFa7A29re9w5Uxis5Kqxea5YlphTFOULwKcvstrNuq4/nfIeN/DfwAVEDV1WdF3/CvAVgH379unL2Z5Ck5ZmuY5mHyQrJ9lnLpYQc3LwYE7EYCKGPz7Id8r9bDpsaQYoMp222FBT3CxlCYO5kGmW5ictzTJPNXO5wuZ00bTjCpp2XAHEG5uPDAtxF4/gHfrvHycbm9d54pG79dHYfLmRuS8B37rIOueMO4qilACPxB/eo+t6YBXbtm5JM0CJxOTMbxGjaQv7zMmLjDlJRuaky6FZSTVAkTWwxYeW4mYpG0ubC1VJ7zMn96v5SDVAKfaxsaIoVHi8VHi8bL3hJkA0Nh851Z8QeOdPvrGwsXlHsjVCaXVN3rZ3WWJO1/UxRJuBi6IoSinwKKAAd+m6Prf6zVuf2DQlngKir6u8YMnKsaipbpYxWf9oYiyamBlOROZscj+bjVQDFH8oiiqP56Ii1c1SRlbNhaam9JmTbpamJK01gQnHxlabnY2d29jYuS3xXFpj854uXvvZQ7z60E8AKKmqFq0R4hG8upbWNWtsnus+c6XA4wjTk3cD7ni6JcCEruuhXH5foTAGDIYDYjHPPlzupNbMGVa6sv7RnBhpPskIrLkuNJJMAxTRo0wez8WD0SomNbIqIzjmQE1zOozitufDf0+ST1LrIoORGCVu8+/jrI3Nz5xOOGcO9nbR+1JqY/OWeO87IfDK6zw5uUbl+pfeC1wbv9+T8drNwNM5/r6CYM2oy5CDwuIl1c1SCnNzY8kQc06bPG7NRlqfOdlwuuiwaCoWVSEYiRKMyEkXM5E50K9yy2ut2VDV9D5zl+Oxq1mseNs68LZ1wNtFY/P5qUkG+3oS6Zlpjc3LytOid962dmwO54q/N9d95p5GpFeamoSYi0gBUOzEA3PJyJwc/JkWTVWlm6XJSeszF47J9hNFiMOqEQjLmkezYVHTxdzlONA3O5qS3mdOHrsCd0UlbfuuoW1fvLF5NMrYm2fjxioignfq1ZcB0di8prGJ+vbOFX2H+WOga4A1bcAQxWWTP2OxoihK/CITIxCJyQG+iTEGE/6QdLM0K9nSLCXFhd2iEoxEZTq0yTCcSmMxXbpZmhRVXZ995tYbqqZR19xCXXMLu25/OwD+uVmGUqJ33S88u6LPlCpkFdiMvP6omD2sdMmTUjGT2n9MXmDMS2I/yxl/05KWZhmWvayKkczI3HrtVSVZGalR82B4/fYgk6weTSWtMby8xi4fZ0kpm3fvZXNKY/NPfv0Hy36//KVXQTLNMhb/g5UDhmLGoipEozLN0uwYEVgjMldMPXAkyyNtwBiJysFEEWJE5ozWBPI4NQdGJkQgHJVpliYltS4yEI7KybRLQFFXdu2SV7pVsNAARf6MxYwRsRF2yXJfmhVNVYhEdQKRKDaLmkj7kZiHBWmWcsBYdNgTkTmjNYE8J5sBY6LUH47KNEuTYhig6HrcT0Lu47whf+lVYIg5I81Szj4UNxZNFS6H0v3O1CRaE4Sisl7OpBiRubBhgCKFQNGRGZmTg35zYJxzfaGobBpuUqyaSjgWi/dhlj0i84k8mlaBzSJm9MNRWWdlBlJr5uTgz7wk97Mc5JsVY6ItKA1QihaHVSWYGpmT0VVTYByLs4GIHOibFKPe1ShlkGPj/CF/6VVg08RJKByVNXNmwKilkvvS3CTcLMMyMmdW0tIsZaS9KHFYNQKRKIGwNCoyE0ZfzylfCJADfTPiSuzjMCAFez6RR9MqsMbdLIPhGCGZLlD0pEXm5CywaUntMycH+eZEVRWsmkIoGsMfkhHYYsRukZE5M2JMoE37xUDfJsdNpsMdF3OTccEua+byh/ylV4HRZ24uGAFk8+Fix4jYyPQ7c2OJF2f7pZgzNTZNJRSJEZR9jooSIzIXjMRQlOTkqaS4McTc+Fwo7bHEPDjjPZcn5uPRV7mP84Ycua4CI5VnNhAPJcvZh6Im4XIoB/mmRtMUIjHR40iKdvNis6gyzbKIMSJzRqaEokgxZwaMc+74fBCAErtsc2w2jDTLsTljH8vzb76QI5pVYE2IORGZk9bJxY1FVRP1j3ImybzImrnLA6umEghHCUd1KdqLkNTInLy2mgdHRmTOJcWc6TDqIkdnhZhz2+Q+zhfyTLkKjLSPRJqlTOUpajRVwSfdl0xPumupPGbNis2iJiba5H4uPhI1c7Lvp6lwyqiN6XFZM8ScFOx5Q54pV4E1M81Szh4WNRZNkfWPlwEyMnd5YLOozMTPzbIAv/gwInOyttVcGOfcsXhkTg70zYcrHokbnZOptPlG/tKrwJZpgCIjc0WNpirMJ8ScHPyZFcPNMhzVZTqtibFpKWJO7ueiw25R0XVholDqkEMUs+CwpkfmZAqe+ViQZinFXN6QI9dVYETmZmTNnCmwqArzQZFmKYW5edFU4q6lMjJnZuwWlRm/jLQXK6mD/lK7tcBbI8kVmqpgs6iJmjk50DcfrgwxJyNz+UOqkFWQiMzJugxToKkyzfJywKKqRKJxlzw5AWNarGmRObmfiw2jTm50NigjcybDYVHxh8XEqTHwl5iHVDGnKvL8m0/kL70KMg1QZJF2cWNRVZlmeRmgqQqBSIxITJeRORNjs6hM+YSYK3faCrw1kpVipEBP+EKUOmRkzkwYaXgWVZHjJhNi7N/5UBS33SLbiuQReTStAquaboAioznFjeFyCHJfmhmLqhCKxAC5n82MLWWQWFsqxVyxYQzydR0ZmTMZxiSayyb7B5oRm6aiqWK/yhTL/CLF3CpQVQWLqiT7zMkZpqLGoiYvKnJfmhdvuSNx3yFTfEyLTUsew9VuewG3RLIaUidaypwyMmcmjH0rB/rmRFGURKqlrInML3Lkukqsmpoi5uTAsJjRUsScjNiYl/a60sR9aVlvXozInEVVKJdioOhInVArk5E5U+GUA33TI8VcYcj5iEZRlK8qitKvKIpfUZRRRVEeUBRla66/p9BYU3qTOeUsf1FT6UqmYsmaOfPS4SlJ3JfHrHkxxFx1iQ1VlalcxUbqhJpMszQXiTRLOdA3LUavOdkUPr+sxcj1EPARYCtwJ6AATyqKYqopUmPAYNNUOXtY5Ny4pTZxX0ZZzUttaTLlTragMC9GmqVMsSxO0sWcqYYNlz3JNEt5/jUrhmCXfQTzS85/bV3X/z3l4RlFUT4DvA60AN25/r5CYfSaqymxyULeIudtHUkxJ9MszUvqcSojc+bFmGirKZVirhhJTbOUkTlzkTRAkfvVrBhplrIuMr+saU6Zoihu4KPAOeDMWn5XvpEDBvOQetKRaZbmZmOFE5D72cwYkbkat3SyLEZkZM68SAMU8yPrIgvDmoxoFEX5TUVR5oA54O3ArbquBxdZ9xOKohxSFOXQ6OjoWmzOmmBE5mpLpJgzA//wvl3saiiXqQEmZ2OlEHOBcKzAWyJZK+REW3EjI3PmxWkT+9Yt0yxNizRAKQzLEnOKonxBURT9IstNKW/5NrAHuBHoAX6oKIor22fruv4VXdf36bq+r7a2Ntsq65JkmqUcMJiB9+xp4IHfvkEaJpicv/ulXbx9h5crmyoLvSmSNSIh5kpkZK4YSWtNICNzpkLWU5kfaYBSGJZ7RH0J+NZF1jln3NF1fRqYBnoVRXkRmAR+EfjmajZyPWLTxKC/Vs7+SiRFQ1O1i3/90N5Cb4ZkDbFKA5SiRkbmzEtCzMmojWmRaZaFYVm/tq7rY8DYKr9DiS+murKmGqBIJBKJZH1gl2mWRY09xSlaGlKZC3vCAEXuV7PikoK9IOT011YUpQ0RgXsSGAUagE8BQeChXH5XoUnUzJU6CrwlEolEIjGQaZbFjUVTsaiKjMqZEKc0QDE90s2yMOTaACUI3AQ8CvQB3wdmget0XR/K8XcVFKscMEgkEsm6o7HShdum0VCRtUxbUgQ4rJoUcybESMGTTcPNi7FvZWQuv+T019Z1/U2Ee6XpMWrmZCqPRCKRrB9u2lLL4c/ejl02hi9a7BZVtiUwIU7ZNNz0JCNzch/nE9lsaZUk0yylmJNIJJL1gqIoUsgVOTIyZ04c0s3S9EiTm8IgxdwqsVlUbBaVUvkHK5FIJBJJzih1WKiSTd9Nx/YNZexpqqDdU1roTZGsEde2VHPv7g00V7sLvSmXFVKJrBJPmYO22hIURfYlk0gkEokkV/z9L++SPeZMSGOV6/9v7/5D/arrOI4/X9vI8AeJicwgqaGuIkPrBpU6ZyAR+8coSIJoEQuZq/CfYoq1IEQoZiOL8p8c9YdSkTRCklARnC7vStayhqFlRaljTlvkxta7P84Xu1zX7nX33Pv5nq/PB9w/vueeAy943/v9ft/n8+Pw042Xto6hRfTms05l2zWXtI7xmpOqap3hZVNTUzU9Pd06xrwcPnqtsjnxAAAFuklEQVSMI0f/47x+SZIkSb1JsruqpuZzriNzJ+mUFctdlyFJkiSpGdfMSZIkSdIA2cxJkiRJ0gDZzEmSJEnSANnMSZIkSdIA2cxJkiRJ0gDZzEmSJEnSANnMSZIkSdIA2cxJkiRJ0gDZzEmSJEnSANnMSZIkSdIApapaZ3hZkn8C+1rn0KI4G9jfOoQWjfWdbNZ3clnbyWZ9J5e1nWyrq+qM+Zy4YrGTvEr7qmqqdQj1L8m0tZ1c1neyWd/JZW0nm/WdXNZ2siWZnu+5TrOUJEmSpAGymZMkSZKkARq3Zu721gG0aKztZLO+k836Ti5rO9ms7+SytpNt3vUdqw1QJEmSJEnzM24jc5IkSZKkebCZkyRJkqQBGstmLslnk9yf5GCSSvKW1pl08pJsTPJUkpeS7E5yeetMWrgka5L8LMnfRv+n61tnUj+SbE7yaJIXkzyXZEeSd7bOpX4kuS7JnlF9X0zycJJ1rXOpf0luGL0/39Y6ixYuyZZRPWf+/KN1LvUjyblJto8+d19K8niSK+a6biybOeBU4F5gS+McWqAkHwe2ATcDlwA7gXuSnNc0mPpwOrAX+ALw78ZZ1K+1wHeADwAfBI4Cv0xyVstQ6s1fgS8B7wamgPuAu5O8q2kq9SrJ+4ANwJ7WWdSrfcC5M34uahtHfUhyJvAQEGAd8Hbgc8Czc147zhugJJkCHgXeWlV/ahxHJyHJLmBPVW2YcewJ4MdVtbldMvUpySFgU1Xd0TqL+pfkdOAF4Oqq2tE6j/qX5ACwuaq+1zqLFi7JG4Bf0zVzXwb2VtWmtqm0UEm2AB+rKmdKTJgkNwNXVNWlr/bacR2Z0wRI8jrgPXSjrDPdS3fHX9IwnEH3efF86yDqV5LlSa6hG2nf2TqPenM73U3T+1oHUe9WjZY3PJXkziSrWgdSL64GdiW5K8mzSR5LsilJ5rrQZk6L6WxgOfDMrOPPACuXPo6kk7QNeAx4uHUQ9SPJRaMR9cPAd4GPVNVvG8dSD5JsAM4HbmqdRb3bBawHPkw36roS2JnkjS1DqRergI3Ak8CH6D53bwGum+vCFYub63+SfA24cY7TrqyqB5YgjpbW7Lm8Oc4xSWMoyVbgMuCyqjrWOo96sw+4GDgT+CiwPcnaqtrbNpYWIslqujXql1fVkdZ51K+qumfm6ySP0H35/xSwtUko9WUZMD1jCdJvklxA18ydcAOjJWvmgG8CP5zjnKeXIoiWzH7gGK8chTuHV47WSRozSW4FrqG70fZk6zzqz+iL/h9HL6eTvBe4HvhMu1TqwfvpZsXsnTE7azmwJsm1wGlVdbhVOPWrqg4l+R1wQessWrC/A4/POvZ7uk3mTmjJmrmq2k/35V6vEVV1JMlu4CrgRzN+dRXwkzapJM1Hkm10jdzaqvpD6zxadMuAU1qH0ILdDUzPOvZ94Am6ETtH6yZIktcDbwPub51FC/YQsHrWsQuBP8914VKOzM1bkpV0ozkXjg69Y7Rl59NVdaBdMp2ErcAPkvyK7g/1WuBNdGs0NGCjHQ7PH71cBpyX5GLgQFU5yj5gSb4NfJJuQfbzo/dkgENVdahdMvUhyS3Az4G/0G1u8wm6x1H4rLmBq6qDwMGZx5L8i+592Sm0A5fkG8AOupls59CtizwN2N4yl3pxK936xxuBu+ge5/V54Ia5LhzLRxOMtl79ynF+9Wm3Ph+eJBuBL9I9D2UvcH1VPdg2lRYqyVqOfzdwe1WtX9o06lOS//fB8NWq2rKUWdS/JHcAV9LdNH2B7jlkX6+qX7TMpcWR5AF8NMFESHInsIZuKu1zwCPATVU1e3qeBijJOroR9NV0DfttwLdqjmZtLJs5SZIkSdKJ+WgCSZIkSRogmzlJkiRJGiCbOUmSJEkaIJs5SZIkSRogmzlJkiRJGiCbOUmSJEkaIJs5SZIkSRogmzlJkiRJGiCbOUmSJEkaoP8CHRc/MrpBTpoAAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for i, epoch in enumerate (epochs):\n", " epoch = epochs[epoch] # iterate epochs\",\n", " \n", " epoch = epoch[['ECG_Clean', 'ECG_Rate', 'RSP_Rate',\n", " 'RSP_Phase', 'EDA_Phasic', 'EDA_Tonic']] # Select relevant columns\",\n", " \n", " title = events['condition'][i] # get title from condition list\",\n", " \n", " nk.standardize(epoch).plot(title=title, legend=True) # Plot scaled signals\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extract Event Related Features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With these segments, we are able to compare how the physiological signals vary across the different events. We do this by:\n", "1. **Iterating through our object epochs** \n", "\n", "2. **Storing the mean value of $X$ feature of each condition in a new dictionary**\n", "\n", "3. **Saving the results in a readable format**\n", "\n", "\n", "We can call them *epochs-dictionary*, the *mean-dictionary* and our *results-dataframe*.\n", "\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ECG_RateSCR_MagnitudeRSP_RateCondition
1-4.1497063.1148082.526071Negative
2-4.5388580.0000001.984675Neutral
3-0.8681620.000000-0.083120Neutral
4-3.7246941.675922-2.308752Negative
\n", "
" ], "text/plain": [ " ECG_Rate SCR_Magnitude RSP_Rate Condition\n", "1 -4.149706 3.114808 2.526071 Negative\n", "2 -4.538858 0.000000 1.984675 Neutral\n", "3 -0.868162 0.000000 -0.083120 Neutral\n", "4 -3.724694 1.675922 -2.308752 Negative" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = {} # Initialize an empty dict, \n", " \n", "for epoch_index in epochs:\n", " df[epoch_index] = {} # then Initialize an empty dict inside of it with the iterative \n", " \n", " # Save a temp var with dictionary called in epochs-dictionary\n", " epoch = epochs[epoch_index]\n", "\n", " # We want its features:\n", "\n", " # Feature 1 ECG\n", " ecg_baseline = epoch[\"ECG_Rate\"].loc[-100:0].mean() # Baseline\n", " ecg_mean = epoch[\"ECG_Rate\"].loc[0:400].mean() # Mean heart rate in the 0-4 seconds\n", " # Store ECG in df\n", " df[epoch_index][\"ECG_Rate\"] = ecg_mean - ecg_baseline # Correct for baseline\n", "\n", " \n", " # Feature 2 EDA - SCR\n", " scr_max = epoch[\"SCR_Amplitude\"].loc[0:600].max() # Maximum SCR peak\n", " # If no SCR, consider the magnitude, i.e. that the value is 0\n", " if np.isnan(scr_max):\n", " scr_max = 0 \n", " # Store SCR in df\n", " df[epoch_index][\"SCR_Magnitude\"] = scr_max\n", "\n", " # Feature 3 RSP\n", " rsp_baseline = epoch[\"RSP_Rate\"].loc[-100:0].mean() # Baseline\n", " rsp_rate = epoch[\"RSP_Rate\"].loc[0:600].mean()\n", " # Store RSP in df\n", " df[epoch_index][\"RSP_Rate\"] = rsp_rate - rsp_baseline # Correct for baseline\n", "\n", "\n", "df = pd.DataFrame.from_dict(df, orient=\"index\") # Convert to a dataframe\n", "df[\"Condition\"] = condition_list # Add the conditions\n", "df # Print DataFrame" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot Event Related Features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "You can now plot and compare how these features differ according to the event of interest." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.boxplot(x=\"Condition\", y=\"ECG_Rate\", data=df)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.boxplot(x=\"Condition\", y=\"SCR_Magnitude\", data=df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Then interpret* : As we can see, there seems to be a difference between the negative and the neutral pictures. Negative stimuli, as compared to neutral stimuli, were related to a stronger cardiac deceleration (i.e., higher heart rate variability), an accelerated breathing rate, and higher SCR magnitude. \n", "\n", "## Important remarks:\n", "You can't break anything if you're on Binder, so have fun. Keep in mind that *this is for illustration purposes only*.\n", "\n", "Data size limits on Github force us to downsample and have only one participant (sample rate would have to be >250 Hz, and you can't do stats with 4 observations in 1 subjects).\n", "\n", "We invite you to read on reporting guidelines for biosignal measures. For ECG-PPG/HRV : [Quintana, Alvarez & Heathers, 2016 - GRAPH](https://www.ncbi.nlm.nih.gov/pubmed/27163204)" ] } ], "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": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }