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@DBCerigo
Created October 5, 2017 21:22
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true,
"scrolled": true
},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"plt.style.use('ggplot')\n",
"import seaborn as sns\n",
"import pandas as pd\n",
"import numpy as np\n",
"import io\n",
"import base64\n",
"from skimage.data import imread\n",
"import pyspark\n",
"import pyspark.sql.functions as sf"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <p><b>SparkContext</b></p>\n",
"\n",
" <p><a href=\"http://ec2-34-241-34-94.eu-west-1.compute.amazonaws.com:4040\">Spark UI</a></p>\n",
"\n",
" <dl>\n",
" <dt>Version</dt>\n",
" <dd><code>v2.2.0</code></dd>\n",
" <dt>Master</dt>\n",
" <dd><code>spark://ec2-34-241-34-94.eu-west-1.compute.amazonaws.com:7077</code></dd>\n",
" <dt>AppName</dt>\n",
" <dd><code>PySparkShell</code></dd>\n",
" </dl>\n",
" </div>\n",
" "
],
"text/plain": [
"<SparkContext master=spark://ec2-34-241-34-94.eu-west-1.compute.amazonaws.com:7077 appName=PySparkShell>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sc\n",
"# hit that `Spark UI` link -> it takes you to the application UI\n",
"# the application UI should be master-DNS:4040 (unless it's not the first application)\n",
"# checkout all the tabs at the top of the application UI, esp Executors and Jobs"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# set aws credentials -> these are specific for this project\n",
"sc._jsc.hadoopConfiguration().set(\"fs.s3a.access.key\", \"AKIAI\")\n",
"sc._jsc.hadoopConfiguration().set(\"fs.s3a.secret.key\", \"pp1CZsO\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"SAMPLE_DATA = 'ims_train_example.bson.csv'\n",
"FULL_DATA = 'ims_train.csv'"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# should make schema here to set column types and names\n",
"# should we use `LongType` as the category values are big!? but then they take up twice as much space? (32-bit vs 64-bit)\n",
"from pyspark.sql.types import StringType, StructField, StructType, IntegerType, LongType\n",
"schema = StructType([\n",
" StructField('product_ID', IntegerType(), False),\n",
" StructField('category', IntegerType(), False),\n",
" StructField('img_data', StringType(), False)])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DataFrame[product_ID: int, category: int, img_data: string]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# create spark.dataframe object (not spark is lazy so only reads/pulls data when it needs to for an action command)\n",
"train_df = sqlCtx.read.csv('s3a://cdiscount-aad/' + FULL_DATA, schema=schema)\n",
"# tell spark to persist the df on the cluster, for quicker access (not repulling from s3 everytime)\n",
"train_df.persist(pyspark.StorageLevel.MEMORY_AND_DISK)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"pyspark.sql.dataframe.DataFrame"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(train_df)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"StructType(List(StructField(product_ID,IntegerType,true),StructField(category,IntegerType,true),StructField(img_data,StringType,true)))"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_df.schema"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"[Row(product_ID=0, category=1000010653, img_data='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')]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# show first example\n",
"train_df.take(1)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"12371293"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# get image count\n",
"train_df.count()\n",
"# should be 12371293"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Images Per Product "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"img_product_pdf = (train_df.groupBy('product_ID')\n",
" .agg(sf.count('product_ID').alias('num_images_per_ID'))\n",
" .groupBy('num_images_per_ID')\n",
" .agg(sf.count('num_images_per_ID').alias('count'))\n",
" .toPandas())"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>num_images_per_ID</th>\n",
" <th>count</th>\n",
" <th>num_imgs</th>\n",
" <th>frac_imgs</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>4369441</td>\n",
" <td>4369441</td>\n",
" <td>0.353192</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>1128588</td>\n",
" <td>2257176</td>\n",
" <td>0.182453</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>3</td>\n",
" <td>542792</td>\n",
" <td>1628376</td>\n",
" <td>0.131625</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>1029075</td>\n",
" <td>4116300</td>\n",
" <td>0.332730</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" num_images_per_ID count num_imgs frac_imgs\n",
"0 1 4369441 4369441 0.353192\n",
"2 2 1128588 2257176 0.182453\n",
"1 3 542792 1628376 0.131625\n",
"3 4 1029075 4116300 0.332730"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img_product_pdf = img_product_pdf.sort_values(by='num_images_per_ID')\n",
"img_product_pdf = img_product_pdf.assign(num_imgs = lambda x: x['num_images_per_ID']*x['count'])\n",
"img_product_pdf = img_product_pdf.assign(frac_imgs = lambda x: x['num_imgs']/x['num_imgs'].sum())\n",
"img_product_pdf"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"7069896"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# number of unique products\n",
"img_product_pdf['count'].sum()\n",
"# should be 7069896"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"# Categories"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"category_pdf = train_df.groupBy('category').agg(sf.count('category').alias('num')).toPandas()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# alternative to the `alias` shit - using `withColumnRenamed`\n",
"#train_df.groupBy('category').count().withColumnRenamed('count', 'num').take(3)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"category_pdf = category_pdf.sort_values(by='category')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"5270"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# number of categoryes\n",
"len(category_pdf)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 5270.000000\n",
"mean 2347.493928\n",
"std 8297.135538\n",
"min 12.000000\n",
"25% 129.000000\n",
"50% 362.000000\n",
"75% 1287.000000\n",
"max 80348.000000\n",
"Name: num, dtype: float64"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"category_pdf['num'].describe()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7ebc648160>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ysqmdjYiITEjM00G33noraWlp49pYMBikoqKClJQUcnJyyM3Npauri1AoxNDQECUlJRiG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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7ebc635ef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"category_pdf['num'].hist(bins=100)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7ebc3482e8>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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1NjZqamrK9VzXMfNUIpEwzz77rDl37py5cuWKef75583p06ez+hrHjh0zJ0+eNN/61rdS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\nwHIUPQBYjqIHAMtR9ABgOYoeACz3P5gIcVh8TU8VAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7ebc2f9748>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"category_pdf['num'].hist(bins=100, log=True)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>category</th>\n",
" <th>num</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2835</th>\n",
" <td>1000011955</td>\n",
" <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2398</th>\n",
" <td>1000020153</td>\n",
" <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3437</th>\n",
" <td>1000006036</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1938</th>\n",
" <td>1000012871</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1270</th>\n",
" <td>1000015174</td>\n",
" <td>14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3067</th>\n",
" <td>1000011967</td>\n",
" <td>14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1620</th>\n",
" <td>1000017316</td>\n",
" <td>14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2989</th>\n",
" <td>1000011706</td>\n",
" <td>14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2737</th>\n",
" <td>1000014240</td>\n",
" <td>14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>154</th>\n",
" <td>1000015254</td>\n",
" <td>14</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" category num\n",
"2835 1000011955 12\n",
"2398 1000020153 12\n",
"3437 1000006036 13\n",
"1938 1000012871 13\n",
"1270 1000015174 14\n",
"3067 1000011967 14\n",
"1620 1000017316 14\n",
"2989 1000011706 14\n",
"2737 1000014240 14\n",
"154 1000015254 14"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"category_pdf.sort_values(by='num', ascending=True).head(10)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>category</th>\n",
" <th>num</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1526</th>\n",
" <td>1000010110</td>\n",
" <td>80348</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2400</th>\n",
" <td>1000010647</td>\n",
" <td>80112</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2275</th>\n",
" <td>1000003796</td>\n",
" <td>80103</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1296</th>\n",
" <td>1000012965</td>\n",
" <td>80086</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1778</th>\n",
" <td>1000011423</td>\n",
" <td>80069</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2421</th>\n",
" <td>1000004085</td>\n",
" <td>80063</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4855</th>\n",
" <td>1000010100</td>\n",
" <td>80059</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2947</th>\n",
" <td>1000010635</td>\n",
" <td>80054</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2276</th>\n",
" <td>1000003787</td>\n",
" <td>80047</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3112</th>\n",
" <td>1000021535</td>\n",
" <td>80039</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" category num\n",
"1526 1000010110 80348\n",
"2400 1000010647 80112\n",
"2275 1000003796 80103\n",
"1296 1000012965 80086\n",
"1778 1000011423 80069\n",
"2421 1000004085 80063\n",
"4855 1000010100 80059\n",
"2947 1000010635 80054\n",
"2276 1000003787 80047\n",
"3112 1000021535 80039"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"category_pdf.sort_values(by='num', ascending=False).head(10)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7ebc02c780>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7f7ebc0434e0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(category_pdf['num'],\n",
" hist_kws={'cumulative':True},\n",
" kde_kws={'cumulative':False})"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7ebbc2ff28>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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JSQkAxcXFBIPRfaHFxcVF/ZjR1pc+tvp8GGNoP7ifc++9hTl9irgJuSRcuwDPKH+YK+0d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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7ebbb76dd8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(np.log(category_pdf['num']),\n",
" hist_kws={'cumulative':True},\n",
" kde_kws={'cumulative':False})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Checking Out Images"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"row1 = train_df.take(1)[0]"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"'/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAx'"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"row1.img_data[:100]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Converting string to pixel intensities"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import io\n",
"import base64\n",
"from skimage.data import imread"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def show_img_from_data(img_data):\n",
" plt.imshow(imread(io.BytesIO(base64.b64decode(img_data))))"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"_io.BytesIO"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"byte_stream = io.BytesIO(base64.b64decode(row1.img_data))\n",
"type(byte_stream)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[[255, 255, 255],\n",
" [255, 255, 255],\n",
" [255, 255, 255],\n",
" ..., \n",
" [255, 255, 255],\n",
" [255, 255, 255],\n",
" [255, 255, 255]],\n",
"\n",
" [[255, 255, 255],\n",
" [255, 255, 255],\n",
" [255, 255, 255],\n",
" ..., \n",
" [255, 255, 255],\n",
" [255, 255, 255],\n",
" [255, 255, 255]],\n",
"\n",
" [[255, 255, 255],\n",
" [255, 255, 255],\n",
" [255, 255, 255],\n",
" ..., \n",
" [255, 255, 255],\n",
" [255, 255, 255],\n",
" [255, 255, 255]]], dtype=uint8)"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"imread(byte_stream)[:3]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Viewing"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 1000010653\n"
]
},
{
"data": {
"image/png": 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1ShjhA0MFmAEYgRZikgZg4QsbNxAEwmyZI9JDUkfiYhh1JJpS7QVhUp1QYRWo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gHPczn1tNdx9inH8/iD9wOwbMWzuP/+Gb7wpesJiqbo99DDjzC5pZGOrl62bniZnds2A9C+azv1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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7ebb9d6f60>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"1 1000010653\n"
]
},
{
"data": {
"image/png": 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Uq9XO8ptpzhVcteN7x2lSLatcyOBAP9WaGnQOEaYBE+UpfN8nnVQJOcd3qLsN\n+vp7KNeqmHFBQz6fxTAMpibGCIOA8vQU4yPDFAoFPM/DbTXIpJQXMnJ4P2ecfhZR4BIFDj1Ftdx5\nz133cfjQOMsG+8AXOPGA7snn8Mo1BvrzuHV1ftL1ccMQS1rYlo3vqWtseE1MLFquy+F9h6jGylAm\nBo16CxkKsukMIk56vr5KoI5El+Z8DDC/70N7UGna3HY14woyWZO9+1TDlkajwX333UcyZeF5QUcg\npdVqYFga9cYsejZJX78a0Jdedj5f+OKt/M//dSvXX38RAB/96H/B9ySe55HJ9FCrKbfa0E1s2yaS\nLktPWMmBAzsApbsoSFCv1ikWl3WW38JQGa4g8IhiA6dZFtlcmlIxR9LWacQzbhS0cBs1DBFg2hqa\njBWh/TqmaZI2BU7DwcuogesYJkKTmKaJEALbtpXxISKRtDE0HdNURsG2DMbHDrNn98usXLGMM884\nFYCM8EmaNvlEmqo/RdNXeY8gcAnqkpbVoDGrZnjbNDF0nbDlUpMVWnE5uRRAKPHTYBgOQSu+zhA0\nfU57sdsbqWsUjgle2QxGSoGuiyOMgqZpRJFPs6kGrud5FEo9PPfsMxwedsgXVM3BTTfdECfpmrT8\nOnrcuelXfu0DrFq9kice/z5XXvlmQBmWVjNk4eBSntm0la3PvwDAu971Lu69935OWL6QHTtn6B9U\nS8TF0kImx8fRNAvTtDrkINOEVDqBoQuiSM2skQemLrFMQbNRpRy3pPNaLtWZcZxmE8s2ceK4XxOS\nwb4ehgZL9PT0djgGuq4kzIrFotKU0DRqrSZTk8pTGRsdZWBgAFA9M+65+16EENxww3s6nkwQREQh\nOE0Xr+ngOyoxGWoSGYJXr3ce5Hw6hWFYtFyH2myZRnx+wjQwDAvXi0DUcB21bxmCbhhoyB9iEF6R\nT5BaLPXOcRtDHN8Zky666OInRtdTOAaYv2IdRVFHRHS+noKmaUiNDufesized+NNnHLSOr75zX9h\nz241a29+Zgv7DyQ486zV9PZlcV3lhodhwPkXbuDU9adTKvWqfZguvldnZHiMJ598ivXrVWOWr371\nq1QaZS686A3s3PUC5ZrSarjoootYu2Y9+exCrESCQkGFJjMzEIUeMgww4yfCMHWWLF6IZZmg6ayI\n2857QcjU1BS6UJRiz1GxfC6bZmhoiHQ6iZjrIo9tJrBsg9nZSSqVCnfffTfPbdnM/v3jpFIw0Fdi\ndjauB9HdbyleAAAgAElEQVQN3nrV1Zx66qlMT0+zf4/ynvbs2sv0+BhZw0bWm2gxdcPUwTKBIKIv\nr/IP/fEqxOjkFE6zRjOe/C18wkDihx5OrYXntcOhAM1SzEYRySO8PmJ1xh8omD7OI4yuUXgN0DYG\n7cazUkp0XSeRSCrWIGDbCfbvG+aMM85l6/MvqsJ+4P77Hua3fvuX6OtfwOjoPgYWqJJqz/XRNYtS\nbx+Bq/brew0GFi9h06ObWL16NQcPKAWjE044gdnaDGvXruUX3nUNo+OKFvzNb36T7S/tZuXyU9m7\n95s8/NBmAAYHTSLfQxIQExHRNUlPMUs6ncS0rU7iNIoiIhnEYixRh56dTilBk9npGXQjiWXNqSu3\nGk2efOIJ1qx7I0889hjZdJJz37CWFSuWs2TxEIWCCjXqlSqLFy8mnU6ze+c2FvQX4/sXYmo6oe8h\nIklMUiRl2VhaCC0PO141sXUNNIOUbWHbBg2nHYJAy2kgTIPQC/HmhQ9CakgZxN/TvFCQ14uCwpHo\nGoVjDCW9pt63vYIwDNE0jdFDLd75zksByGSyDB+eYMuzLyma8ho1y69ds4iXtu2kWEpy113f4Iwz\nTwHg4gsuxjASNOoOqaQaRLVqi8N79zAwMEDgT3XqEN71rhvACHnhxWc5fOgwi5aqeoubbrqJ6akq\ne3aNMTCgdzgk217cDSJAFyEiNk6+54AAyxDIwMO027UMEaZmIqSnPhPFOYVIELo+mnTIpgYw4pHb\naNRwHIdnnt7E+38lwnMcrr/xBq5/57Xs3beTxx7+HpmUegwnJ0a45+5/48orr6RUSPPUU08BUMjm\nEF6AU64gIjDicZu0LYoZC19v4MUeVbNew7QTJBIJSqUSQdwGrur4tFyHtJ4l9EKiOF8hpJJsE22G\n5lF5JkdKrnQ2Hac5ha5ROMZQKw0QBkcaBSEE+bzB889tBWB8bIJt23aQz/Wwft2ZfPsutbz7+KMP\nsuHCk1i1ZohsNs/srEpMqnbpEY26SzKhRkWpVKJWa7Hxzrv51V/5bV7YqtqrHzx4kJWrV7Bjxw62\nvlDhTVcqQ7R06VKcpuScc5byxiuWcfe3VI+HL37hawSeSxT4nQGHkCTsFELXqNWbHZ1C09IwNCUg\naxqQjIuZAt/B0KC/t8CBw+Pk8vHKhueSshOMjSkWIpHymsozUyxbvIRVN9/UmZ0ffeR7SnmqVVNK\nVRnFlpwKG2hIosBHl2CZajSmkzb5ZIaaFxBFquqxWa8RNRtoiQSJpIXtqvMTro8fhviuhxQ6YVwM\naWomwjAQQsRJ4uM8NngV6CYau+iiiyPQ9RSOASTtgp75+YS52vwoihRPIZPrzPymabJ+3RmEYcT3\nHnyQ/fvVkt9ZZy7l5ps/QC4vyWSyjAyrGbbpeGSSWWRk0ZYmSOaSlGcbbNiwgZ07d3b6TjabTQzb\n5swzz+TLX/k7RidUTuHmm2+mmF/A4cOHWbQo12ES1uuQSicVCzJOHIYtH4cmLcfj4MGDnWtZunQx\nyWSShG1SKBTR4mvfv3c35fIMgwMLWNC/opOwGy3PohspZBhh2wlOPPFEVq1eSSqVQhOS0dFRshlF\ngDrppDU8+ujDTI6PMjg4SKWiXH/PlZ17aFkSO/ZOLMNE13WiwOuIqdTrTWotHzPtYGWzHW/ND9X3\n43kemtaWc4+Xi3UdIURHFv7o3+5xGy38ALpG4SeCdtT37YcliiIqlTLFYhHTElx73dUAJJI69913\nH7qwO1Rkw7SYroxTr5Rp+dOdfc1MV3jg3s3s2/syhWKWvl6VaJwaM7l149c49bR1XHaZ6r344nP7\nufeex9ix8wX273uZt1x1CQC9veA397N6RS9//qk/5rZ/UqHJyP4JiqcsQcgEyWSaKNZaSGYgCCyC\nUEdGarCkkhmarToTowfRpMcJS9o6EB6tuoPb1KhVZnAclVNoNR3MRB4n1Ek5h2nF/RwXDKSoO3Ua\nMsBOWZxwxnJOOHslU7UJMlkbN/Lw4zZwjuexYNUJzE7Wafhp0lklptIqHKbeqkEE+dAi6yij4I+7\n1CzIZBYw1VLGdpQmoieDlbBwa7WOftLifBq32sCLAvKLEnhxzmNqvEJgJKibqqArpewqdgAIDamD\nx1yFqCYirLYM9XGKrlE4BpiYULUI/f39FItF6vU6mUyGm266CVAVoZ///Of57Gc+3+mC3Go1efrp\np6mVZ5EEXHrpGwBYsnQhtVqNCy64gJ7eAl//2lcB+J3feYpmrUqjWeNzn/scADo2yZTFSWuWs/LE\nxbztbW9R+zhxOeWJw1SrZTRN48abbwagMl1ldnaWdCy26nlqBLgunXi6TbeWUmLbNvlcAced66vg\ned481qaBbcfy9ZpBKqW0EtzqLG0hOC+ICKVOKqmjCZ2kmcE2MvQWdGbLE2QTJWbiRrJTI5PY0iaq\nlxmfHMWvxepIkYaQGmEgcQOfRnyOWuQTug4t3yGZVd5GyjAJI4nhqzPIxHTrQioD6TTlxgyJZBIz\nFts1DIMoJpcZhtHpFP56RvcOHAO0aw7akFKFDu0HbGhoiCVLltBoNTvZfYANGzZQyKUJQ59MWs1p\n/3jbl7jisks47bTT0A341Kc+BcCXv3wrzz3/DAcPHuTqq5UHsmRoOYahc8nFbyCMmmiamrWrUzOA\nRn9/PxGSrc88A8CCwSX09y9gbKyK67odV7m3V3Qy7+0BH0US0zIpFArU6to8Q3BkGqodLpmmSSKR\nIJ3O0mrWOv0cfSkIQo0wsgiCkMnxKju3H0TTIqYmh7F1ePLhhwHYs30XRmgxMzJL5EJ/sX1fA6JW\ngO9LWg7UpTIWMgIXsD2XUiKmSocRXhCihwF6JEnE9ztlaBh2EjdKKu2HsN2KXip1qDDsvH+9o2sU\njgHaA8NxHISY0y1sxcpBuq6TTCbRNFi4SPVDSKfTLFu2jJdeeoFqeYpVJy4H1Iz9jW98i6FFfZx3\n7tl89z61QnDw4EFOOWU9v/Nbv8mL29QKRqVcY9tLW1kwWOLkk5bTaKginyD0SGcS1BpVisUidlJl\n8W+55RbOPf9Szr/gcsLQp7dPhSZNZ27mbw/+MAywEybJZJKW0+yIwKRSKYIgiGslgrlBJAVBEKkB\npoHR7tgUCkI0gtDA90JGh6tsfWY3ghCCFqMH9/PtbyiB1qkRWJCBqAG5pMmA2RNfTwtaAdIDN4RW\nfN8NFI/ACANEnE9JR5CIVMZAahIjzikErRrCNNEk1JtNnDa7KpLIeasO4fwOUq+XJMIr0F196KKL\nLo5A11M4BpjvcrbblEVRRDI5J9jh+z6aprEvlmhzXZcHHniALVs2M9BXZMXKZQBceumljI0c4qWX\nXuYrX76V66+/FoB3v/vd7Nu/l7/7wt+zYYMqv56amSBfLJLLFXC8gCBuPBsEEZ7nk83kadRbFItq\nxr3y6rfx6GNPse2lvfyXX/ktnHh2DcM5b2cufFDZfsMwYkn0IytBpVQkrfbEqlo1qp6ZfhSqnQKh\ntNF0A1PPIYSOaeTQyaPJgKSV59n9z1FTCy/kBWS0BEZCsKDQTzJUHo7WnMYMYvEWAX4cgXlAQqhi\nrGxcaZmVEb4jCQIfoYMvlYcTCR+hp0BKWo0mfkzI0HUd0zQxTaWK/crw6KiQdBONXfxotJmE7Vcp\nJa7rdnIKhmHQbDaRUjI0pLL4uVyOSy65CN93mJ4cZfv27QCUillWn7SWWmWaj/zu77JoSOkx5vIZ\nvn771ygUCuzduxeAz/yv23jzW85k/8EDTE1brF2zDIBM1mZ6ZhTDMpitVBkYVJ2gzj//QlavOZW/\n/fuvcMcdd1Asqn27MZFnPnGnXe4tZaR6N8TKS74fEoayU89hmm2FJR3LsrAsC93SCaM5XYIoEgSR\nQNNNsrkFLFm8msj10EIPgxx2rCBtRxGBI0iaCVKJDM2aCocSoY6hJXBtiYeDH1sFVxKvW0AyJkBZ\nwsDxA1w/Agti0WY0TZJNGVScAK/Rwo21G9G0TpK1TWD6UXg9uNY/s1GIooiPf/zjSpvv4x9/XTeD\nCYIgbjmvcgjttX0hBIODg0DU6SXpOC2ErvHuG36R2dlpdu9URuHAwT3c8917Wbt6Cbt2bacVl1r3\nD/RSzBfZsePljrexau0Cduzaw+1f/xcsG84773QATj/jJNIpg+mpMvlSL1OTqpjJsn2sRJZf/7Xf\nZHhkkk///38JQDbDvBZo7VdJ4Ed4vovreBhmLNMWhnHRl4aM5uo72o1emg0H29Tw3Fh3URd4gOuE\naELDMpMUCwOUZ2YRuAwtXsngohMAKI+NIqMQO5tBmjrlWaWbYMoQSzfRLIjCECfWSPCASCras9+I\nazAQaBHYAqyUjR+vjkRJg0IxT7nZhFqtk2gUQiAD1QTmBxKN4vXSUvZI/MxG4Tvf+Q5DQ0OdpNrG\njRtfd81g2gSZ+ct285e2giCgVqshBWiGekhbLYenn36KoaFBJsaH2bVbia8cOrAPATy16SBXvWUd\n11z7dkBRexuNGmeefSbnnXsuAE899TyPPvIgb7z8CnIZi6c3PQrA5NQY5204CylDNCOBiKdLL5A4\ntSZRZDEwuJg1q9cC8PDDLyovRx6ZWfM8j3qjTqPRIJlSrrw+j+gThqGSaI8/G/hK98BMO53+kMlk\nFsuIE5hCYFgmRiKBG4ZowInr13XUpfbv2k7G1OnJZJGuz2RTGVB9ooluW1i6oIUgdkJoq77puo7T\nVM+fZidJWgksSyfbl8ONjULLkhQLRWZqJulaDSvmaJi63tG7MAwD7dUuSXbDh6NjenqaZ599lne8\n4x3ceeedAK/LZjBtY9B2QS3LOqK4pu2WzpdrNwydoaEhdu/eSbUy3WEX+r7iDWQyMDY20WlykrBM\nMtkUmzc/zZ//xf8E4NT1Z5PLF9m5cyc33PALDC5UJdV79u7goQcf4bzzzsFxA2Q8ikzbZN/+gwws\nWEwyZXL2Gy4A4Ou3b6TZbBLME2jVdcHMzBTJZJKRkcMdtuSCwQEymQwJWzEg27wG13VpNV1c1yWl\nRZ2+D77XxGlqpBIWURhSq9VwfRfNNDB0A1OkOe9ypSS1Zv1KDu/dQ7M2S2WqRU1XBmexYdPyPSI/\nxJSSZLuSMwLb1skkM8hYLs4wDHoKeZABjUYLL77lhpVRHanLFQq5PFZDKTURhjjNFoZm0Wq15nIK\nr6h9ej3hZzIKX/rSl7jxxhs7XgLwqpvB/Hz2ffjJMD9pdc0113Daaad1pM8XLBjk9z72h7iuc0QP\nQ9/3kVLJuSVskwULlCqRCks0Vp/0Jq69PpZhT6bxPA/LMiiVioRxlc8JqxwudB0y6TSmZdJ+woXQ\n6B3wMQ0Tw7S4+CLVVOabd5xPLpOjVOpBtmNqoTwcTROcfaE7j49gxPkGDU0TtNMQbYqwjCS6Iee2\noxGFgpNPu4iFQ4N88pN/SG9fH0HcryGKgk62Mgg8fNclCkPCIMBxlCGyAkmERCKJ5JEKSaampN61\nuC+FpemYuuqEFUlJ1B7juobQNS5wAwIErZgr7kmJj0AKQTqZIpOPk8Na+0X1n26jYyuO45rqn9oo\nPPPMM+TzeZYvX96RLX8l2tnoo+Hns+/DT4Z2vC2E4Fvf+ha//pu/xpIliwC4/94H+fZ3NpJMGNRq\nFWamFStydnYap1nDdeqEkU8q7l0/NjbChz/0QVatWsUX/+9fA7Bv/wjpdJJdO1/idz/y29QbKncw\nOryfcmWG2dkZhoaGCGNl5VWrT0ZiUq64HB6eoBLPrluff5Fz1p7J9ddfx/Cw0mRIJG2EkGSzaUbH\nhjHibL1lWZ2MfbvvJEDgR/i+TxAEZLNNKjEbMZnsoeGY/On/+D/86zfv4hP//VO88xffi24Y+EGL\nWnWaek0xGmszE0yNDTM9OsrI8GGGD6qajZNGBVKXBIZGoEscP2666/nkdY1+y6YUques10qQNw2E\nDHAJiNXsCGxBqAsirciMJnihriarXYHPaCjwpMGpJ53KXd/YCECxmAUNIiT+vMyCgYaBgACYu/zj\nCj+TxPvmzZvZsmULnufRarX47Gc/+6qbwbweYdgGibSi4wohGBk5TBj6NOrVTkJxenqSUiHLC9te\npFKewY7dcMMUPPf8C+TzeYSYW+245JJLcNw6jz/5faoVVUPx2GNPoRtw1lnrQLNJWGr2Gx8rs3Xr\ny+zYcwAZmeSLKtyoN4K45ZvVWVI1TZMoCnAch3Q63RFNme/R+H44N2tLLRYpMfHdgKSpjplOZdi+\ncxfDw8NxMrKJ6zdZ0L+QRktiZ0oYMypx2HSm8aTPyPQ4+4YP0WhV42MZmCJB2rLQEwaepwyAr7ew\ngogwlOjxfXVC8FwXIX0wBVGgjFnLc2m4LkOL+jA1gdluj6dHmFLgR0efwF5voQP8DEbhPe95T6eD\nz7Zt2/j2t7/NBz/4Qb761a++rpvB/Cg4DZdsVq3EaLrGjh07GB4+RCpps2q1Kv4ZGhriwfu/y6HD\nZTJpWLBcyYuVCnk2btzI3r27O7Tqt1/3dnbv3s0111zD+PgYt39ddUkyTbjggg1ceOGFLF++Eidm\nLG7avIXnX9jJ9HSd0888Fzvu5fDii3uZLc4ipexwK4LQx3EcpAyxE2ani5MKGVRbNuX6t5ckI4RQ\nSUjTzFCPuzqbgVrGLJRKhGFAuTLD7bd/HV/6LF02yODCXpy68nD27HiJ4f37Gd5/kGqlTi6tzsWj\nhRX5JPQECd0giDkJfiiBACHnWt440ifwXaIwwAi1Tr4niKDlgtto4upap9FMKEMiqQPakZ7tD2Ez\nCjjuLcUx5yl0m8H8cFhJY06G3TC47rrrGBk5zMPfe6CTl1m5/AQuveJyXnpxKyPDBzh4UJVONxp1\nUgmLJUuWsWbNKgAGFy1m+/btVGo1DMNg8eKlAKxfr9SaPF+wZctLnQYnmzc9z/jYLM1mxMED44Sx\nxFq57FCpVBgbGyOZtDvnq8Ut5RMJ1UcC6HgM7Yz9/P4W7ZFUrnu48WwuzIDZSpNKpUqz2WLLs88z\nsHCQk05ZS2VqGiNyGD64H4AtTz3B9EgVEYKtw/yFAE2EmFGE7vnIeLVHeopm7QmYcdX9i6IIL/Tx\nvQjDC0kZypjZpomm2XgtB8/U8TxlFAIhkUIghcpVyB+8nNcdjolROPnkkzn55JMB1bPv9dYM5tXC\nawX09Ch2oWEYTJenMUyN1WvXIGNp9c2bN7Nm7YkkEgkGFixk+PB+AF5+uc5AH4yMjLBjh+rjcPrZ\nZ3HxxRdy7733UshlyOWL8b4tHn3kcYaXTCAjHTMOH+xknqVLT2TPvhFmZuoUCip8OO/ci3npqe/y\n6KOPcvHFFwKqyKtaq+A4dTw36CRNgyCKZ9QjpcukFESRCidMu0g6p9z5XXsOct+DjzA2Po1t2yxf\nvpLrf/F6LrloA8OH9zF6cB8jO5RilDNdRbiQN8DGJJpW3oYG6AaIKEC2fGRLbY/8kFBIXCHR43BF\n2hauoeGKFnhzVZ+WliRhWEgZIOQcG0OLZdVE5zqOczfgVeD1QNDqoosufgJ0ac7/jli8bIhtL6mG\nLeVymc2bN5NJJdi1ayfnnqNyLzfd/H5u//ptrF+/niuuuAxDV3PYbbd9lQfue4CHHnqIsTEVQU/O\nzlCpziKEYNWaNTz//HMA7Hh5FyeeuIpDh4ZJ2Bly8TKbJkwKhR4KeZdEMk9fn6rYXL/uNGYOPM/j\njz/eqfA888zT0Q0NTTPwfR870RZuDedib6l1luZULYRASkGhd4g9ew8A8J3vPsT0TI133/A+BgYG\n+NCHPszy5ScwPTGChcahPXs5tFMxNLUW5IFeO0NCT+AGyiMQsoamgS4jhB+gxwIuAolAw9fASKlr\nDJM2OhHoBlHDwY/UI+5LDTPSEPJIb6B9LfN/Xu/oGoV/Rxw6MMxlb7oYgEwmw759+5iZmiCXy3bc\n8y1btgCQTCbZt28f+ZxKTK5Zs4bR0RH27NrR2d/Dj7zE3n27Oe+cc5mZmeGUU9YB8OKLL5JK+UxP\nzXLSyYsZH1OMwcnpOitWnEz/wAlEkYlhKhd/+fKVLL3pJj7zmf/Nt771LUCpMJ919pksWbKIZrPe\n6bF4xMCR2rwBpnUKpba8sJ0H7ldt7h997EkuuPAyfuEXfhHdMCiVStSrNQyhsXPvXrZv3cbUqKqI\nSpsmBgLNlxiRQCcuLqMGIkIIiSk0ReIA0ExMw0BagjBOPmIZql7JDgidED82IC3XR8qInBYhBciY\n1yD1OYJZu57j9Y6uUXgN0B4o7cHTTsohdJpVlSTTNZPLL7iSQwf2MHJoL9s2PQ3A0qV9vPvtF5LO\nSNIZA99XVN+B3gKrVrwJTVzF3Xd/F4DZps2DDz7Dt+56hEcef5YwXn47+6zz+fY9L7Bs6QomZ3N4\nkaIoL1/Vy+DCBaxbfzKPP/4oU7OKH5DMBQwsPIc//tTn+MI/fBGAv/vyv7Hx3k2USiVyuVwnEdr2\nJNoszXBec5soCHEch91jh+cEZk44AS90iKSL5zjs37ODtG0xUCziTNcIKi0yQp1fFDVJ6BGljIX0\nm3iROmYZSAOGK8g3JZlYZC2RSuFlYFZ38AyVwG3VW3itEKGbOFmb3UJ5Gy8JF7O3n7OaHjNETGWU\nZzETBch0hlq5SYjsGAsiQEYYetRhKUg0OhH3cexQdI3CvyNs22Z6WnEJms0G9UZVdXUeHKDRUNuD\nwOfw8EFOO301J5+8mk2bngTAECZLlizBdXze+973AjBVMzjvvPO58zv3sn/fMAcOqFUGU3+ewcEh\nwjBkfHycRUNKF7JUKrF//34mp8aZmZmiFIusJJNJRsZGWbx4MR/72McAlfB8butWDh8+zMjICAOD\nqqLywKGDGJpOvV7HsiwG4uXRAwcOoOs6CxcuxDRN1q1TXsvevXvRdZ1arUYYKZpzT36ISqXC7Ozs\nEdWk0jQRgafKtlF1CQDlZoSrRQQ6BJriFABoMkQIi6Rp0WyqZc2eQg5X95iYaeDrkp6UMmJuFDE9\nUybUTEIh/x977x1s6V2feX7eHE6+OXbfjupuqdXdQgKRZZGEbc0yswaXF8/aMLbHMLtVXnuZ2a3y\nzjDjminGa9iFHYw9MxTOHpIlMFhYoEAQoNw5h5vjuSe/Oe0fv/eelkAsGFSqRX0fVal1Tx/d+95z\nzvv9fcPzfR7SfJSapglZkiJnOWt0u3zYbjRuYxvbeD62M4WXEKom02iI+t5xHC5dukDg9agUNdxc\njThJRR29ubnJ+fPnsYul/tdxBEeP3sapM2cB0PUipWKFn/+5e/nWN59AysTjxUKRCxcukMRQqQz2\nOQYbm3XW1lYYGh5gamqCkZGR/rVMTorTu1SpAHDg0CH2HziAVbCp1+t930lN07BtW2Q8aUYlf/5f\n/uVfoikKt99+O989+Wy/Ng/DkHPnzvHAAw/ws/e8HVVVGR4e5sq5c6wsLeN0u1uOeeiqRhZHkKRI\ncdonCVk2oOk4cUqS+nTyhL7m2lRKGkXdRFPFODaOI+IkY7RSIdQsVj0x6q2lCbVShbixQaZIyPnm\nqJSkSFmGlIHycq4J/gHYDgovIZx2j1e8UWgeGIbOqdPHWV1c47Zju9Byks2jj55k755fYvfu3ZQr\nBTxPCI0U7BKKohHGST/ddpyYkydPEyUwOzvf11GslBV27NjB0SOvYM+em/oaDpZtoygKQ8MDjIwM\nQS5MIssQxjGtTqdfP1sFu7/jMDg42GcGbmxs4LouURQJbYV21n/84MGD7JiZYWLvrv6mbL1eJwpC\nHn30URzH4YknnuD08WdZnZ9HCkK63S7Wc9SbVGQ0WSElJg1zv0cT/CylmcZopNj5NUppgNTuYYUy\n5ap4tNnpEPkBRqmEIitYsSApVSOJsmLTi1N0WRMy7YCaSaSJ6BYIY9z+JtcL9g1uBBbDdlB4CTEy\nOki3I2pfWZZ49atuo3uwzurKHGNj4tQ+euxn+OY3v84zz36H/+c/fbR/yj/wwIP83L33srKyxtWr\nswB896l5mo02y6t1BgYGKRby0zKSeO3r7mJqcicDA0M0m+Jxu1BA0zSC0CNNU4Jc4l1RJFIpo1yt\n9Jujuq5Tr9dZXV1laGioT3+2bRvHcSgWi8Rx3F+prg7UGB0fI04TPvGJ/8LGhmhijg6PiF2YSoWC\nXeCOO+7AVBUuGwannn6GKAjRpZwqrSoYmkZBN4mSFC9vNDoOZGpMrKmUbQuJLYUriTAMSdwALRLX\nYRsKvRiWl7sohoOVvyZSKuEvrGFoComiYamiWamnCUkGcprX0smPIKvyMk8otoPCS4j1tU3279sL\niInEZmONgZrNWw6/gTtfdRsAvd4mJ088zty8y3/80P/J0aNHAbjt9jsBlWePH+9PN+IIisUqAwPQ\n63q02yKr2LvnIAMDgwwODhIEYX9ioGoavV4Px+0yPDyILfdtbAjciFKpRKcjmpVxmpBkKZ1OB8uy\n+hufCwsLBEHA4cOHsQo2YZxPH0yDx598gm9/9ztcvHixL0M/d22W2dlZdFXFdR2eeeYZXv/qOxkY\nGhKiJvJ1YxUpA01RsU2TKElIVJGdDNsacZrgJRmZlKLmmg9VzaQiFalmGUVdBJZe7KDKYBmg2AZZ\nvsAl+ymlTCXMZFJZxco3PHUCokwSjcbnZgo3MLaDwkuISqVAJ88UgsDHslVMSyGOXBynAUCxaPGL\nv/hOvv71r/OFL3yLmw+LYDE1uZMTJ0+zWW+xvLwMgKYO4/sBteoQnruOqohU+dChQzQaDaIw4dCh\nW/rmL47r4rjdvhBMxxFZSBiGOI6DXbIp5sawnWaLhYU5zp49zTPPPJXLyUGn00FRFEqlApIi91Wn\nJFWi63bZt28fb3v721lcXATg0oWLHD58GEWS6HS7PPzww0yPj7FnerqvdiTFuQdDkpKkKaQZqqxg\n5kGhWBumHbg03B7tMCTzc+m1OGHYKmFqOiMDoufhb3hICtQGKyiFMo11ESilNKJil9n0PFQksf6M\nEDNkgh8AACAASURBVGqR0wxZkpBf7inAj4jt6cM2trGN52E7U3gpkWZEod//8jWvvgPLTFCUEMsW\n8Xl6xzh7d8/whjfcxV//1WfwXHESt1se6+sNHn/8aXbOzADQa3sYusV3nniSmZ27mJwUW5LFQpmx\n8TKXL11lc3MTWRZvsyRJ2LZNEAS02202GoIbYds2k1NTNJtNNutiOjJ39RqmaXLo0CE6nQ635Atv\nExMTbNTrrK+v89AjD/d7B5ksUSqXeee73kXg+Dz4oDCxKZfLxHFMc3MTXdeZmJokk+BLX/rS9y0f\nxXFMkCZCTSrNrk8w2j2QUjRNI5HB9cRruNqNULs9PECXc1KYrqBlOnW/i6Kq6BXRgExCiXq3hUyK\nnGQoW83NvGyQ/yFVw8u8wtgOCi8Ctpptmqb9QP68JEl9tWeAQsEmSX00XeW2247geyKVz4jpdn3G\nx2Y4cuxVfPlLXwFgdnadnuugaQXmZkX5oKiTnDr5LPv2HqBcrva1DVZWVrljeoYjRyp8/vOf541v\nFNTqPfv24vs+URRRrVaZXZgHhGDO8MgI9Xqd9TVBOT64/ybueMXtLMzPI0sSo0OCpLQ4N8+OXTNE\nYYiM1NfU0EyDCxcvsri4yNjQKK/LvSk++tGPcvfddzM0MEAQBFy5coXdO6Zpdzvs37mTXn2dpStC\nsn5Q0xkcHkKTVdI06Au+dBtNXFnC0zIiNcPM9y0MS8ZKZcwkZW1TBLPaxAAKGlkC7dAh2io1zCIy\nFqVQozA+QYjoNSTtBpXRMVYaCxiG0Z/glKj8uB+Hn3psB4UXAVsf3i1syaBvyYUrikIcxxTMAhOj\nghlomgZx7HP41ttR1BRVE0eX02kzNDjOxmaTgl1mx07RmLx6ZZann32GIA76Oo+h7+D7PosLq4yN\nwVZb3HF8jhy9jWKxzLvf/W6+nns1ZpIQcTl9+jQXLpyj0Rb9jfHxcWQFVlaXOHZENDaPHr6Vs2dO\nk/ghh27az/raCgAF28TrdZHSBKSUOB/5TY9NE8YB8wuzjA+OctcbRCD67re/w9WrV1ldXeVf/q8f\nYHJ6iumZneyd2cnG0jIxWd8vwy6XsAo2sePhuQ5Krt1oSbJQwVYznDQmy80egiTDI8WXwcyPb1lT\nMBUDLUyJg5hePtaUbAutYJIFEY1GgzinOeu6zvz8PIqismPHDgaGBp/3Xn6v74v03L94meInCgqO\n4/BHf/RHLCwsIEkS73vf+5iYmLihfR9ABIEtKfStr03TxHE8RkdFw862bPbt2c3Y6CDnzz9LkohP\n+lBtlPX1OmfOzhN4EpsbolF29doyG+suw2MDfWGTYqFCmkhcuXIV34/6zcA4lyjTNI0sy/paF8dP\nnuD06dN861vfolwu8ov/wy8BYhKysDTPYG0A2xB7CE6vR9EuoBfLqEgkYS7lnkGzvolq6JSLJfx8\nJyJwPXRV4+y1sxzefYjTJ8U26MjICG//uZ/loYceIs1SPM/jq1/7Gj9/z9uY2bObbmMDPxf3dVyX\n9UaKlUnIkkSWlw9JFqNnMgO6TUnNSPOJhxVGaFvGuLl0vqLJmKmKGULmR+TK72SKh2UqTBWLuKbZ\nL00kSaJcrfBr/9Nv8Yv/5J0odn5L/ACeQh/bQeGF8alPfYqjR4/yO7/zO/2Z9X333XfD+T5cN2VN\n+iXE9/69JEmEQYSyNZOXJQ4dOoDjNqlvrvYDim0UuHJpleWlLr1OxskTwiRmcX4Du1BmcmIGP8zn\n9x2ZQqHCzSMTHDhwgH379gGCSLS5uUkQBLRarX55MzoqlKHf9ra3sbKyxFe/+tX+47t27WTv0WNE\nuYLyytIyEyOjSGnGytJyf1SXhjGe41I1DCZHx/q/z/LyMpKqMDk+wZOPP8FXHxJK3cde8Qpedccr\n88WqCm9+61v50099kv/wH09x92vvpLW2QqsrxqByEGMqUCpVQZHotUQms7dWIVVlQgW8JCLMMzA5\nyYhTcMkYq+Unvyyh+hGWn1KIhRwc5JqSuMSJjB+FrLUFg9SNfGYOHeTXf+M3GB8eIPZyi3pdfkEz\nGBle1gEBfoLpg+u6nDt3jrvvvhsQSkKFQoEnn3yyX8O+8Y1v5Mknn3xxrnQb29jGSwIp+zH1p2Zn\nZ/njP/5jpqammJubY/fu3fzqr/4qv/mbv8mf/MmfAOKEfM973tP/+rl4Ofo+PNcAZssHAUSK2mg0\nWJxfpFQW/YCZXbvw/RZpGhJF130VojAmDBNkWSOJodsVDcgoTsgy0YGXc3pyHIl6vFQuY+Q+jpC7\nNSXXjV220O60MU0TSZLodXsYpigV4jjGti3UvOwByNKMNElEKSRf5yMgSUhAnCT4gf8c8xQJWVEw\nDB235xJseTYYOqqmISsKQ4ODbG5u4voehqbR6XSIw5A0yut+QJNAkWVkSWaLW6VLQnsxTVPSjP7j\nsiyhKjKqJPVtGFRJIo4T0iwjQSLcynBkiQQwU5lYAm/LAFeVMYoldszMIEsyylZZASBlL9BTkATJ\nKeNlO9D/scuHJEm4du0a733ve9m3bx+f+tSnuP/++5/3nBvN9+G5AeG5noSKovDQQw/x/n/2L3jd\na8Xuw1989tN84b4PYdgerltn/17RUHzgy49y5swSRWuKVhMuXhTeB1ahwsrKEpmcMDwsmmGhrxNF\nEXe/5U3UajV27RIjyTiOWdtYZWZmhuXlZaG6DNQGB7h69SpXrlxhfHycA4eEwOvFixfZuWOMOIwY\nHhS6jbZu0Gu2KRWLmIrG4ryYVJTLZQqlEt96/DucOXuWMBO/Z6lWJZPgwKGDnP3uKV5xx+0AjO+Y\nou302L1/H2+662f4o0/+F5566gnefs9bOfPscU4/9QSLFy8BYKYpRpSQxTBZsjiQsz9ZukyaJGiJ\njGkYlEoisBZLJqauYGUJUt40rWUq7loDMp3YKrGYB4U1TWUjjZjoJES1Mse7Yh/kShpx7J57+MSn\n/hwZmcHcHk/0FDISUq6/kzI6kvCrS4Dn95dfNvixg8LgoKDRbtWxd955J/fff/8N6fuwlRFsnZpp\nmj6v0QhbW45p3x7O81wuXrzIwBBkksv6umAdCn/GgGZ9iUY9wXPFDV2pmRRLNSQ5wcw1AiI/xnN7\nXL1yjXJ5s987iKKAzWaDa9euoaoqhiGYgc38xmk0Gjz99NNohpVfi4frugzWBnDzXYtQ9ihZNmdP\nnebUs8f7m4wHDx6kXK2wODfP0NAQs0siaLWbTWYXF2i0mrzmllf1y8pGu0XHdXBdF03XmJyc5Lvf\njfnIRz5CybLo1deRdXF9JcNADQPijkuQxmw0BY9i3FYwM42CZGDJar+/0Ws02Qh6ZF7ERO4lV5Zt\ndC/GyDT8LEbOMxylYKKrEn4YEEUhSv4zGxttOk4Pq2CjAW6+VWmb339rSLzs1x6AnyAoVKtVBgcH\nWV5eZmJiglOnTjE1NcXU1NQN7/uQ5dZmW9nCxsYGJ06coFws0m6JBlez2WJ1dRVVt6nUdM6eFWvP\nvu+zY8cM3aZGwcrwPMFJWF5axQt8pneM99eVhyplOp0OYRhz7do1rl67AoDr9pjaMY1lGczOzrLV\nLhsYGkSSJFRV6C4+8MADgCAktRtrHD58mJEBkYWUTJs4CLly6TLnz59nx5TwtJydnaVUKWObFvf+\n43fw9HEhH7e8sUa91aRg2ezcubM/cSpWyuw7eIDTF89jmRaHDh2iOvjrfO3Br/B3X/wig5UyRiEf\nx25sgOczaJvYhnHdctB3MGIwQiEJuZXOZ4Bmgq1Cuy1e6xHDwYxATiPCsIOTm9U7YUBcMCiWy8x3\nu9jDYlFqbGQA3TBottuMVCpY1nOmDzcofqLpw3vf+14+9rGPEccxIyMjvP/97yfLsm3fh21s46cY\nP1FQmJmZecEm4Y3m+/C9Yp+9Xo9qtcqXv/xlAH7/93+fzc1NKiM6l5eE5XwUx3z1W2dIs4B3vfMf\ns2vqCACXLz7N1PAOOktzlDWVxBWnZZLEdLptvKRKLxZ1b4hLabjEQKlGqWPQ3RTP3T06ScEwWVte\nxexl7D1wAIDJmSkaToNu4HDotkOsbAhCkqs6xKlBq9NkamoCgPnVJVaXVpnfXKM4MkiQC5yem7tG\nqVzl1mNH2ex5HDj6CgCuPPB3hInMHXe+nv27x5FTwa8w7RKmqTBSK9NsNvibz/w1O/fs5djRO5i9\nssDJp55B2yq/UpOZmV30NjZZ3WgxPSl8N9dxiX0PXYkx0gAzECn+kALDQNKDKP8kR5OTdKsRV1dX\niQo2UkX0SFJiIOMRvcbI2AHaeZm0ebbOrZJMRcpQSUny7qGggsjIyGy1a/sNRoltg9lt/GjY2Nhg\naGiIarVKFEU88ohQNL506RJjY2OkUcihQ+IGNUwTRVFoNRI+85nPMT0mbsap0SlmnVlSSSLJUmqD\nQkexs7SEXSqwf/9+brrlIAAPfO1BOnGb1I+JegGdRh5A3IiSZdNzXfwo7HMgNE2jWq6AJ+GEHrWK\n+N47dk7jb3bZ3NzsC7j4Xkiv12N0dJSnn3iKhiwac9NTO5me2YluGgRRhJNrTm5ubhKGId95/LuM\nGDKvGhI3Y315CS+KqQ0PI0kymmnxzW9+k7m5BULXo1ar9clLWRKhqiqZBKqhs7gs+hW6bhIHDoks\nIUspxlYMNiRU08TQArR8v6PpefhhgGQYGIUivpY7WkkK5WKBAXOQUqVClA/dtta3t6Xdr2M7KLyI\n2PJ4bLVaVKtVPvCBDwDCQesTn/gEzWYHSRa1b7lc4t/9mw9y5ep5nnji2/g9QUi6fOkSB3YfJo4z\nLl28ipufilGcYubSbBsbgudfLZQJPJ9es02r0aaX9yuiQohcExTePXv39slVp0+fZmF1kXp7Ay/y\nGRoVN+6Rm29havch1tbW+MxnPgfAbUePEccxJ06e4uAtN2PbYrHI6XnopsHc4gLNbg85N8C1SkXu\nfttbsG2bz37hC/Ry1iGySqfXY9/+A9xyy1EKhQLT0zvx3QDbNJkam+DiKcF+vHT+An4UEmUpw2Oj\ndNoiEKVBQkJGmKboCkT5KS2ZJmq5hE6RSj6RiFwfJ4mQKxVi26KbB0RflijqBiPDo5RrVdzcNk5W\nlX4P6HvxMp04/lBsB4UXAY6TS6blOwlbp+0W7fhXfuVXWFtb45N/+Af4+fRBU1RuvfkQE2M1ksCl\n0xSsvtPReYI4ot12WVhZRdVEqWAVS0RRSr3e4Fw+wpsYHaFsFwhlncgLkXP6c7lYwSjakGbImkor\nF05xvB6RH2CpJmkUE3REIGqvN9EyDVXVOHjwUP5cj7PnLzA8PIxpWej5pGJtvc7qxjoZEKUJfq6F\n4Ech4eoKzWYTxdD525wtGYYR3Z7LxMQz/PzP/SOWlle5887XUCqUWV1cYmxsDLcjgtnc1WuESYxm\nmxQGy1TzZqBX79BqK6ShjyLFxKkIOF1SNrOQIAM353MEjkucgmbopJJClKcVRrlCaWQMtValUCqi\n1cX0IUkSoighSRKy/B8B6Tn/vrGwHRReBJg5CQgER6BYLJKmKfV8DXlgYIC9e/fiOj3e+lrBzdA0\njYVrs/S6DZbnF3AdsZ138MABvvWNJ1HVIpNT03iRqLcN0+bK/FWSJOt7MDz71NNMTExQMAtEUYSa\n6yhKmkTb6eF2e+wpFYnSfNIuS9RqNexSkUajzuKS4B6cPX4KtVDg8OHDfSp0p9Wm23MZHRmhMnB9\nSegtb78Hz/MYGhkmzlLcXNJNM3Ta7TY91yEMfVZXhTFu6Ee48/OcOX+BTqfDgw9+DVO3qJbKnD17\nltbGJoWcG1CqlBmsVdFVBc/tCftsQDVUNMMATUZTQYrFa+USsRb41MMII2c0yUnuKxmnBD0HJZ/U\n1EplIsvGtC00w+hnOHEKcZaCLCEhkW4tVr1QOJDge2LGyxI3aoa0jW1s4wdgO1N4EbBFDYbrzkmy\nLPcl1AHW19fptiPKee2raxoVy+LaxVViL0LKD/PNepMgilF1hfEdY6ytCcJRnKV4XsDG2jrtuniM\nOCGNYrzMwwuCft2vmgaaplGolllrN2jn7L1eu0MSxwwNDZDFEYEjTvnN1TpZwQFO8dhjjwFw7Ngx\n7rzzTgqFAq9+9av7itBRFLGwtMjC6jLXZmdpNEU2ZJeKOK5LuVxGKxeolXMewNAI1dogWSKmNIVC\ngccee4zJkQk21tZZmV9kOp949ByHYrmApMlsdFsEuZiK2Q1xnC6GpWNWymiqKGWULCbLYqIgxMnX\nITVZRjN0ohTcKKKWb33qQyOolQqKZqDqBnKu0YgsWLfiPZSRfhSCwss4S4DtoPCiYIukFAQBlmX1\nO9lbaT6IJqRtw8KsMFN1eg6nj5/g5DPPYsgqSp4qnzl7mWKhDIpGlIlaHaDZ6iABq8treL7oYWiy\n2E50/HyVOE/D1zY3KJbLTE5Oc+nqpb5nQ2VoAN91sAo2pm6QJOIG0DSNxeYGCwtLvPWtbxXfy7K4\n9dZb2b93D4899hjzOc35iSeewPF6hGGI53lEOYVaVVWQJdqbm3iqRBCIa6qVK4wOjHDnHa+kUChw\n++23M3/lGqdPn0Ylw3VdFpaEnmOjUWe9uUGpXGRoaIAgJ12VZYuYDElJSXQFJRdpVXQbXVdQyajn\nJrWe66OGKZmiESsali64yFp1AHt4BL8XgCSRyc+5syWpr06Vbe2ryD/ABeK5JcTLFNtB4UXAFs25\n36F3HBRF6cuiZ5n48Cfp9ayi1+vy1Qf+HlkRdf7Vy5cB2NxsoVoVdEtHDWPi/AO4sbGBqqjossTw\niGhg+omQapc1lVKlTCFnETbaHcI4QNUlbj56C1NTYt6vKSpXL18mcDziNEE1xATesm2O7pjGMAyO\nHBF8iVtuEXsRn/zkf+XrX/86YZCfxJrGyMgwzSCgXLSQcspxs9lC01Q6TY/yrhH8TZFZqOUyc1ev\nMHfpCh/4n3+Ly+fPcezIbQzVBjj57HGGhoaQ80QrzmIcpwuqwmt/5mf6GhPycoe5pTka7QaJnOAk\neSBKY2TNxNYMJg6KUe/C3ALdjocfRbTaDr15MdZMy2Wq7Q67R6eJJYk0v+WTTCJNr7+HW+NbQxcX\nJfMCicF2prCNH4Yto5QtFAqF71NekmWZYsFkJVdidl2X82fOUykXWJpd4PKsmBBkKjiRR3EoJFxe\np5un+LZtYygyJcNgfFSUJZkpSpU4FU7KUr49WaxsqTd3GR8fJ8uXllrtDmNjI1y4cIlOL+g30+qt\nJkdf82puO3KU2+8Q6tEnTpzgQ//h37O5uUmaROzaKfwoSTM6rQZxr0MmyVj5XsVwwSLwfBQF2ivr\naDnZKXM8poaGkCSJJIrYXF/jmSceZ3R0lLe85S089u1vEuWvk6ppyKpCo9ni05/9LPfeey8AEyND\nnLxwmkRVsUoFOrl0nWoZpJpOw3HpNEVJ1Q1jJNOiXLMZtIrUxnLhGUnl6ZNnqLyyhGaZ/Z9pFwsk\nucLT6toqY7ky1o2M7aDwEiIlI8jlwQDSOMPreJimSbWUKwfZZXaPTXBpbgXNstmTk5qcdgc1ihkb\nrPb9GjLTwPV6xIGLLMuYeaaiGSppCkEYEjk9avkHPXQd0jQmyxKO3naMb37zmwDcc889HD58mLe+\n7c19wdWP/l//N1euXGN0sEoYZ2yuiWlCtVhETxNqhokmSeT3PlKSkqoKmZJhKNdXh4wkQvIcZEmH\nLEOOImLPo9Nq4rouP/vzP8+f//mfA6CbGppuUi5alEolHv2GkJF7062v5MCRIyytLVFvbUI+8q23\n2tDMqBXLLK+J3sZgZYCx0Qkk1SDVVKZndgNglsvolTKnzpzFLpbo5f2K+maT5aVVXN9nbHQM1xMj\nY9uyn9OFf47UyvOyhJdnn/7l+VttYxvb+LGxnSm8lJCVfnNPlmQqxQqB6yCjUCrkK+ZWEVlWqVQq\nBAn0XNFU7LVb6HGCOTzIgd3i9KMqrN021zcIwxAj38GQ4wTHcQgcB6tUZMDMVZEVGcfzSaOQjbVV\nfuEXfgGATJIol4t88Ytf5A/+4A8AaDcb3Hr4IJ1Gg8R3GcpX4L12GzXNMCQZU5aQtnQjkgQVBd3Q\nsZW0774WRQlx1AVdR5bAVmSKtoFlaHRch26vzX//zn8CwBe/9LeEYcjkwDSjo8N9YZe25zC5YxrL\n7WJEAVmuuJymDpqiUF/bYKgi2KS1SoWx4TE0y6YXRv3vEXY6eJ7HwOAgumEwlJdgY5MTHD9xnN/9\n3X/NBz/4rzFzYZqiJbIu6fsE2V7+2A4KLyEkRYfc9UhRVCYmpujU66Le9sWUwfUj3GaHmw7dzPzy\nCgu5b+To0ABaEOJ3WhRVcfOv1xvEnR5KEKCFEWregJORsKMIJZUoJxlJXm+rvsdUbYhg3KXebXNT\nLmIyOz9Ho9Hgr/7yz1nLVZtf/5pXMzYyzMrcHA1FZnNJ9EIqho6WZdiKgo2KnuWkIUnGUGRMVWWo\naPUJUy3Hp+n0COMECTCymIKhYlsWTuDztYce4td+49cBuPXWW3nwwQdxOl3iao2ZnTMAHH/iKZqu\ni2aojI5PMHtVTBpKhTKHDxzi/MmTjA+Im7zb7mBIGrtndpPICq1AlAO+JKztLp+5yCtf81qeePxx\nQCyvTUxN8cn//J9ZWVnhvs9/9jnv2AsFhOc+9vJMtLeDwkuIVFaQtizQZZlyqYYcpsRxjBPmy0xR\nzPDoCAMDA0QZ1IrihD6wcxpneZUrJ49z6umnxDe0VaQ0Q40TUtfFy+vkOAwgzZAkmcSy2QzEB7nn\nuuyd2om5dy9GucyVC+cBOHbHK3ngaw/y7LPP9jkDtVqVjZVl1laWibpdjFxlpaRpaFGEFacUtYxC\nPjrQJBlTktFSGUlW+8GvDGhRSCMMyZKEqNeh17KIshTDtJicGudz9/0NAO9+97tZXV1nZWmZ+mqd\nTkM0X0+cO8d0r8PAwACTk+Po+Zixag9w+KaDjFllNleEX4UWptTMAgN2kUiRSPL71tYVSlLG0493\nOX7qJFqeESiqjqqq2KUS3W63b8m3c8fOFxgy3BhZw3ZQeAmRpIB8XcQjihJURYdMxsh3HAbLJiMj\nY8wvLGAUi+zeMwNA1HNot+oYikxzXZzmo+NjGJqOqspEik43EDsEQS8gQ2z3xiubeD0RLKIkZfbU\nWWrT0xw8epShyUkA5paWePDBr1AbqnHTTfsBWFlaYHNtlebqOkoEt+wWz03aHZQMjDTGjiWKeZDT\nkgQlEQYxvtdBtcSNWzQtRi1LTEeyFDkKcdot3CxhaHKaodFRvvC3XwLgypU7ueuuu/iLP/kzVpaW\n+gpLZrGAZtlcmZunXq9z5KDYEp2ZmCLqeNiSzmq+xzFSqDFaGSDpeWz0Wnj5uFMpWvRCn+pAjZWV\nlf4CVKvVYmpqisHBQXzH7XM6nh8QboxgsIWfKCh86Utf4uGHH0aSJKanp3n/+99PGIY3rO/DD4Mf\nhCiaOKEyIAoTVFlFkZK+yGptfAqrVGJ+o47TqOO2hPHs5twcNJqM2TYDVcHndxstUlXDVlUsZMpF\n8bhqV1BlkCWVXhCQhblega5Rn19geHycWqHEK4+K8eOf/umf0el0+OVffjfVfBPz03/5F2RBwPBg\nFTPNaKyLk3jItLBVlaKqUlV0rLxHQhiR+kE/oY5zuzulklAsFKjZJrIkYSkKbhKSxTFRFHDixAkM\nSwTEhx56iPf/8/czODjItUtX+x4Ug9NjmMUSZqdDq9Wi2xV9Fl1WWF9aZe3aHN0N8Tpl5QrR0DCF\nQgFbM7BKOaOxXED3HA4duplvfOMbTAj3HCZ3TLMwN0+Wxuzfs/cFtyW/Hy9v9tKPXRQ1Gg0eeOAB\nPvShD/HhD3+YNE359re/zf3338/hw4f52Mc+xuHDh79PzHUb29jG/7/xE2UKaZoShiGKohCGIbVa\njfvuu48PfvCDgPB9+OAHP/iyN4P5UeFHMZoqMgJJklEUFU2WyeIEJefiVyoVaqOjRKrGk8ef4dwl\nsSZdU1SGDIMkClE0sT8hZRKp7xOkoCoqxdy+zlI1pDglSSKGiyU6OVW6XCgyUq1yYM8+bj9yhP/2\nV38NwMLcHGNjo8xdu8bTeUbgeQ6DxSJrqy2mB2y03PSlYJgUDRhQdWqyipo7R8VJQhRGSGmKpUv4\nOUMwjBNkCYy896DIuXmOlFKqVjh7dbZPC5+ZmWHPrt288XVvhCBhdVmUSZvNBrIsc/CWm1lfWOJy\nvjo+WakxXqzSXK+Tu+6xsbJKsWBRHihTLhRwcmKS73pEYciFCxdYX1+n0xE9nMDzGR0dJfBdwjC8\nLmV/A+PHDgoDAwPce++9vO9970PXdY4cOcKRI0dot9vUamIZplqtXhff/KnFFtnohZKq738sDGN0\nXUWS5L7OQqlYQEJjUpNR8ro/zWLkURMviei6IbIiUv+4qNLa2GRvbRRpZBfDm6IfIHkechKgyxLd\nfJpgG0MkcoRkyDRin81ANObGhgdQspS5K2uUQ409+0WfYGFjkz37dpKZGp4kc3ldOEYnhTIDksOl\nsyeQOqJbPx5nGKttpoDhVkpBEh+VYj6e3Dc9hd9ssbkiSENFQE0NDFmlurNKkAu+xJ0uncU6leEq\ndpxydNNh2QLH1Fk7eZqj07sYm9gFgOcGXDh1jn23HuTh09+lGYvXdyiE1O3R26hj6Rr6iBg/fvU7\njzE2Mkov6PXX1wd3DLI+XKRc0CjXCrj5/sm1uVkef/xxpnftZmZqjLm5OQB6nS6VyUl63QA/8vta\nGM9foH55Thl+EH7soNDr9XjyySf5+Mc/jm3bfOQjH+Eb3/jG857z/+X78NNjBvMPE+PTtOvP3/In\nIIO3vu1NHHvoG31K9PSOXfzehz6BJEsEYYiUcwwUWUFGmLIEnk+Yy7YrkoQiS0hkJPGWecp1beM0\nTfrLPKoqocgKSRILCbT8Z6YZ2KUShmWjGAbv+xfvB+Cfui6mrpImCWwtBKUZUpLmP1fuS7yrwghy\nQQAAIABJREFUikwcR7lJjNLfKpTyHyDLMoqcoeWZQRonpHFMKknUbrqJ33nqafwsJVEUvCihVK1i\n5ZwA3w+I4phSucTP/uzbaefiMIaiih0PSUaSRFYEoKgKmqrhOE5/Z0GWZUqlEpqu4ft+fyktzTIs\ny6JQKBBGEU5PBGzP81AU8VpZli3k6m5w/NhB4dSpU4yMjPR9HV71qldx8eLFH9n34afHDGbLCuSF\nTovnB7wkSZDzmyHL6I8Ibcvk77/yNf633/51JicFF/9vvvRVPvhvfxuraHH23DmGhkTjS1UMxoan\n0SSFxYuzOA3RQLNJUSIfjZjIF9z/uKuTZQmKCo7Tpt0Seom2ITE6OIipq8gohPmvEKoar/yZN3Hr\nG+6iScbH/+TPALi4MM8r9k+xNDtPMx/t4fgUZYXR2iCVcrG/nLS8usx826egwPCwTSXfs7BMk8QP\nMXSVcTdg17AQa5GbXUYtiyiJefN/+xv+9p/9Et+YvcKyqtDQDN507y+wZ6+YJsxdXeQrD36Vf/l/\n/O90U5/f/XcfFNfSFVqOE2Pj+J5Ha1O8JmNjY7zlTW8mCIJ+2n/lyhXK1Qqzs7N0nB4zu0QWouoa\n+/fvxwlCwjDk3Dnh0Xnm1Gls26bVanHgwAG+cN99AAwOPN99+kbCj50XDQ0NcenSJYIgIMsyTp06\nxeTkJLfffnvf+vxG9X3YxjZ+mvFjZwr79u3jzjvv5F/9q3+FoijMzMzw5je/Gd/3bzjfhy1nJl3X\n2aqWJOn5Mm0AXpYR5+rCmSSBqtHpOiiaTm1AKCuXyzXuuP1OLp69RKykVAbF3LwoZziNDZQkRZFF\nQzEJVCTVQNMVDENBkfJuWxqiGTq1So1SqcxG3oMIVYMwSUmyjK7T6ytF77NMdu4aYX1llW7eB9ET\nMA2DVhLRabdxQ9FrWGj7ZCpUdw0T2DZtW1yLMTKCoaookky32eJiLi+nxQFFe5ixWgVJkcVikq6j\nazLlYoH1jRWiLPfG9BOyLCENIyp2ATWXohuZEISqlZUVJK5rYIZhSLPZZGZmhlbuUH348GEUTaVe\nr2PYFkePHgWEQGuvJ3oPpmn29TSTJMHzxAq6qqrPE8y5UfETTR/e9a538a53vet5j2madsP5Pmxx\nDLb6J61Wh2q1TJIvAJw5e4GvfOUroOvotvgwZlmGouqsbaxSLpf7Iq/jkzuoDQ2iaNfoeS5OzvPX\nqyWqtTL4DisLIsUfMCZRNQVIQVUplUQqH0cemqpjFgoUKmUkK59WWAU00yCMI9rdDr18BbnnOqTy\nOEEian0AzTQJkozGyjrP7ccbloxsGVSrIxi21b+JLLNKpViiVCgS7ZOJl8RWZawscHZjnVSCW6OY\nlbUNdF3H1CRakY/rd1F6QnvBcyJ0XWdzfYPa0CB7JmfEtVgalmVx9vQZsjRl1w7hmamqKnNzc33T\nXBCBWJZljh07hhv4hLlqs5Kp9Ho9rJIISlt9FkmSnsdN2NJVuJGxzWh8EfBcY1nPC6hWRR/l05/+\nNABfuP9vefzxx0HVSfLRXpplpHGC3/Mp22VMXQiyaIrCow89TJbA+OQ4bkP0CZI4xLBNNDklzJtn\n9oiFqqt4nkOUJP0TVFYsZE1H0lQ2Gk3UnAQk6yap61BvN/GjkDS/GaI0YWljjY7vkuV7FYksvCpl\nRWXf5BQze8SexEa9zrXFeXqrPeSaSpbryG221nD1FtLYOO1jE8zkqtC2XePK3/09l+cXhPHt2gax\nmtLu+KjDVeyCiZILmnTXG5RKBUaGhskkmYFc0m2lucrhw4cpWDa9bpdSHlhBzAfSNGUizyY8z6PR\namJZFpVKpU9ntosF4jjGi56jFMX1bC4Mw/6I/UbHdlB4EREEQd8tKkkyvvCFLwDw2c99nh3TO1AU\nhShffJKQSIKIslFACROinKV3rXWFpeUVyqUqpUKRQl6OeBvrRIGHJUO1KG4K3/cp6kUkSSKOY/J4\nQ5qm9DwXo9Oj0Whh5BmE5HgMmjZ+EGDaFoYtAlGRjPr6JnGYkOUy8X4YoiYSY6Pj3HzzrezNx5rP\nnjrN4voGjheRSQ5aPqokzZDiFK8dc812sXcL4+HhKEOSTdqbdchASSXiICSNgDgiCgLQxGti2jZS\nqnDTwQM8++wJ1tZERjS9ZxpVVanVauzds6fPdCwWi4J/EEV99eiJiQn27t/HxsYGK+tr/aAQRRGW\nZXHo1v14ntffcYjjmDAM++/dVrZ1I2M7KLwI8PMUf+vUSVOhrLRVt1qmhWmaZGmGlNMeFElGTxQm\nKoNCzjxXWFpYWOLVr389p86cY3b2KuXcHdmOI9IkQDF1BnLa+MLcOrIqk5AQJXF/VyAIfKLAxw9j\nskxCikVKrGUSpWqFUqlEKkt9B+xmu0UlCtGRsXISVRoKtyZNN1hrNVg/IYxkr8wvsOI4pKpM1PL6\nQbBSLJOlCavNFVpzAVdzH7f1q8sUui5yz0eRZYpGAS/OmB40WCBGURSGR4Qpzb69o1y7PMuOXbt5\n6viJfiaTJAnnz5/HMkz27d2L77j9x0ulEq7r9m/mNE0plUqsra0J8918KtFst6hUKpw/f54sy/r8\nGUVR+kpZWZZtk5e40VgZ29jGNn4otjOFFwHPN4NJUVWZUqnQJ85IkkQQBOiGgpyf2kkUs3ZtHmez\nzvzsLMGdonxQ7AKXTp/D1g1UZCqFfJnM6SIFHmHXBU+k234YsLq+jmHpZLJClORTENOmMlDDNkzW\n1jb6DlGx6/OG6R2kkszjj3+XvXtFn8A5d4Yd6iBrlxeI8m3DgmXj9VwWV5YJVQUskYavRw7ZcIFQ\nkghJ2dqH6mU+siajSDIsbvDYM2Ite9zz2AXchIGqqAxVBrGLwywtXMaTU6Ig4pabD4vr6EV0R10U\nQ2VxbYVYE2eWqqp0Oh12Tu94XiPQ8zwKls0tt9zS7+vU63UeffRRLly4wMr6Gn4+GUoyoZlpFIoc\nPnz4OWVeQhAESJKEqqr9rI8bmMO0HRReQjTrG1RyvcQkjpg9e46KbnL3na/htW94IwBr7Q6LjU3W\n1jbwHZ9O3t2vyjKNepNMBjnfetyxexdRFOCEPmmSoOU6A7qhISsqfpxQqFS4dPkqAGa1iizLnDx5\nkoM33UQzFjdMu93GHC5jqzpKrt/guS4ZYky3sDhHYoiPSmTqdP2QLI1AU8C0+r9f6gWknofSTtiq\nzEdRGUVCA+I4od5sECQGdrlKWZEwjSJeT1zH8sIKt7/ilSyvr/L4s0+yuCHq/oM37aFcLlOr1ZCk\n62VPrVZjYmKCyclJGjnJa2tM2Wg06PV6faaoVbAxDIO249Lr9frfI8syJEnqNxq3FLlvZGwHhZcQ\nY4PDtHOX5sAPsJAZsgsUUGmtij0E3TKQkpSrl6/QaDVpFcVNt39sFMfxMGSJUh4oxqfGWa9v0N5w\niNIEK19BVk2TOIoJPR/fDylVRBd/vd3mySefZLHV4tjrX8vq6ZMAGJrG3NISumXRy+m/ACXTRpMV\n5Eyj2Ra7DFZaIMtiwjQk9UFz8sZpBsQJcZgxCOyQRIDaX6qyt1SioMqkZHhJxPx6i07Z5vAbXsvU\ngVtIfNFo6bQcXnHsGMfPn+XZM6dwUhEsqtUqvu8TxzFpmvbHiYWCyMaOHz/OZv66Li0tUa/X0XWd\nSqXS331wXRfP8+j5AY1Go0+L3soQkiQhjuPvU+a+EbEdFF5CBF6v7xClyLLYPIwjyobB2oLwJ1hs\nNdl17Cij4+MkioyZ71K0eg6arCApcp905MchHdeh4zqggIYIIGGa4PkeTtchCkMK+emftpo888xx\nEssQGgI5j6JcsDlz9ji7pnfg5nJsBcukpJmErsPe0TFWVnLDm67LiKaiSDpJGBDmC2MqIuMuoVEs\nFynm6XyVGNtUKFaKZJJEaOlsuA0CyUYr1RgYGOfCeZHJHNx7gNHhMa7+3ZfIVDice1AMDg6yurqK\n53lk1WqfF5KmKevr66ysrPQ1O6Io6jcPUeR+ozElwzAMNtudvvQ+iF0JWZafR4gC0Ry+UbEdFF5C\neKGHEl+fg1uGTsm0kYDIz0/FWg1JVTj6ytsZXFmmkK9Dn3/ycRRNo93rUbJE6lsPlqm3GriRh6Ga\nRPmacOD59DpdnG6PkcER5haWACiUyxSLRVwyvv7wI9zxhtcBULIL+JpCl5iBSVHeBI02rudgkuG3\nm4zmrtOj42NUdIOirCL7AUmeQRhhTFm3qNo2s3IXvyOIUV67zVrm00xrRCSsxV28ooE1OoxaquKG\nKUsLYpz4a//011m6usAjDz1EGPocvPVmcX2lEkb+OsB1gpHrupi6wdjYGIuLwmVKkiSGh4eRZZl6\ns0EvZ2h2HeFqNTo6yujoKL1evj8Sx/1sQVXVbZ4C29OHbWxjG9+D7UzhJUS5WqK+JE7tLEvRDZVy\npUi9vk4giTJh976jYBcYmtnJmttjZqeg9IbdNuU4ZvPSZWZz78WuKWrqVMkwNbVvo+4FPj3fIwxj\nErJ+p12WZQzDYN+Bm3j63Nm+iMnYyCijO6eob2xyMFdQnm21cdwe5VqNxUadm4YEl8BpN0mzlEiW\nqEgqpS3TFylBdpp0W3XMmoyS9wO0okykxSx5m0RZymri4hVLYJlUxsdZWqsTuHnKrpr89ef/mm9/\n41sM7Bvj1a9+lXjhFjpYltXvC5TziUyWZTSbTWRZ7pOXKpUKI8OjFItFCuUScV4qyKqC53kcOHiQ\nkZGRvp7Cc3kJiqJs7z6wHRReUjR7LXbMCPs1u2BjWDq1oQEGyzXm66LRePb8OW6/5x4Uy2Kz22Yy\nFR/awckJjE4Pe89uuk3Rae/1HII4QpNVMlkiJyOSZBKSoqKb0G51GR8XFOD1zQZLC4scvO0Ytx07\nxvKKuJGGJsbYtWsXl/wANxQ3c2WghhT6+MTIMrQikW7LSYiepNgS9FSJSh7MirKEpsRIZJRCobAE\nonHaVCV6qXgwqxawxsbIykUuLCxSv7LOzhEhCvv1hx7lwS9/haJtc9ddd3FLXj5sxrNMTk6ysrRM\nu92mUrxOVFpaWsJxnP54Vdd1NEPvK4LtzIPqjpmdyLJMkIiJyvcGgzAMSZJkOyiwHRReWsgSuU0C\nuq7z+te/nlcfPsra8grLLbEU5HsuS6srDNgGK2urfTOS9uISztw8x3buRMtpvn6zRRRFpEpGkqZk\nPD8jkFUd3w36jbU0TWk0Wjz99NP8j7/5z3nsqScBmJ2bY+rQTchxyrkTJwDYPzWFIWfMXrjM/plx\nZq+KrKJsg6lCJIMTZ2zmNnglBQZtqNoW1TCj3hXz/nYYsJrChgGSqmAOVhi/aS+hUWV2cQkjknnD\n694AwHceeoTLFy8xunuE4cEBzp45BcCRsX0cOHCALElZX1ujXhdqT0IcJXkeNVmSpP4kYWvzEQRP\nIY5j4iTF9/2+KpamaRiG8TxNhhsd20HhhyHNX6LvFZCSUr5f+lsGSSLuN7fzLrmsEqMy0JYo2vnS\nkqqSTI3wSH2BTuiwVBWNvMjUubJa51rTwdYH+Nzn/g6AsXKRQVPn6ctz7BgWqbwapSwtzFMulcky\njd6moO5GWe5EXSsL6m4+ZvNNGVOCVJd47JEHKeau2PL6CnN6ws4dO4j8GQCuXLnK2NAwU9p+Ll2d\nY3BMTDyCVhdNUVE1k4Ipo21ZQcUxrTSj62Q8FGXoBSFS4gUhiaKhmBaV8jBvffOvsefQIZZX6+x7\nxyEO33orv/tv/w0A9z12P/qYyb2/9E6KRZuLj4qg0LUvMzY2hkGMnqV9MZmFxSW8MGBicpool4ZS\nFQVD00HWIQj7TUklTdHQUa0URVH6Uu4pGV4cYpYK2JUSLU8Ei0IuDqRwXZStL+K89efLtCO3HRRe\nZDxXfm7rv7fGXlGakeXKTFEYcvL4CRRNZceOHRTzMVtjY4Pmah2zVKXludTyVLlQsJkaG0P1XUZz\nv4a0UmFkcpxur8fl2Tm0fMHp8OHDhEnM4vISlmVh5pmFlKRkUUir1WJ+do6x3DrNsgpcuHwFLVOY\nmpgGoNfscu7Mefbv2sPR217B098RjkpV2ybJoJvEpJmCkd8YmiojZQlZkpGZGpuumEqUK1VuvvkW\n/BSiOGa9sUlhY53hiTGmpqf5wz/6RH9xrL62xm9/4Hd4xz/67/B8h0ceeQSAXePjlKsVzpw+h2ma\njE+J339oWKxvJylcuHABgGKxjKIoZAlUiqW+Xmjg+6zX69jDYpKx1WfJMiFv57oujuNs2xHwIwSF\nP/zDP+SZZ56hUqnw4Q9/GBD6jD/I2+G+++7j4YcfRpZl3vOe9/RFLraxjW38dOCHBoW77rqLe+65\nh49//OP9x7a8Hd7xjndw//33c//99/PLv/zLLC4u8u1vf5uPfOQjNJtNfu/3fo+PfvSj/aj8csWW\nSMdzVZckif7vvdXVlgwdPxB1q+8HrC6sYJkqeyanMPP/15IyZg7dxHqzy+L8AuVcO2CgWmV0fIy1\nuVlWckqvUa3QcR3aPQfX99DyvPbK7DUyZAqFApZlQCTqmSiKULKMwPdpZA0GB8QpOjAwwGiS8sx3\nnuLorbcC8NrbX0PVqrC8tISUyoxMigxCTlNi38PzPdqRn9vOg6kqKLLwlFRrRUbGhOJyuVojsXWy\nKENWFeyhMiPTkwwOj/DJT/1XPvqfPs7AgEjlf+u3/hfefPfdyGnG3OWraP8ve+8dZNd5nnn+Tr45\n9O17OwPobnQjEgAJMFNUsKxsS9bYsktaj2yrRvZaO2WPyra841xTs6pdbW25vFu1dlnjsUday0mi\nKIkyRVGiKIqZICKBRmh0QofbN+eTz/7xnb4EKIq2qVAloN8qshsXF93n3PN97/eG532eMD7PptJo\nuug+SIrchyj3ej2OHL2NsfEdvOUtbwGg2WyzvLzM5cuXWV1f5+q6gErHw0nVcrlMoVDADnEhnucR\ni8UwTbM/A7Flr045fOPbv+gU9u/fz+bm5nWvPf/886+q7fD8889zzz33oGkahUKB4eFhLl++zGw4\ni3+z2bWtQFmWMVI56h0xnOQ4LplEEg0Hs1zGDslIhxIxdmTTdOpNdM9C3tJNTCRRNYN0fohIOE5t\neza1ZoNWu00qmyEaOpB6vU63Z3HgwAGSySTlkIy1XqkS1TWUwMeSwLVEK1A2Iuwbn0SzAxbOCU2F\nZqnB7J49FAZHWFtb61Om+b4LZhTX6iIHAVpUXEsinSSdShGNRhif3tEvelqWjY/M8MgYsXiMQ7cf\nZbNS4e8f+DyPPPIovu+ya9cuAA4dPkg+N8jy0gIrC4tMT08DEI8nqdfrKLKMaVosL4h24sraKtFE\nnHgi1Ycn1+tVgiBgYmICVdVZuypawLKmMr5zB07gMDw8/PKa9gNUVSUeifZ5KW52e101he+l7VCt\nVpmZmem/b2BgoD+ocjPZyxGD1P8qSRKOpvU3VxAE6MjYjRZXO3N9nsfc0DARz6EQMzg8M0O5LpyI\nbzmcOnuGbG6AlCGKYLVKCTcASVfB9cgOiuJeYXSMK1eucOXKFY7edlv/uraYhTzLxJalPqovGo2i\nex7vuPeNnHlJsBw//fyzWG2TwugYmm4ws0cwLm9WyngEBJKPL/koqrjHWCxKJBEjGotRs7oYIQJy\neMc4qUwW23apNxt8+ev/zPHjL3L61FkM1eC3fuvjTIeMyxfOz5GIxPj8P/49hcE8dxwTpL9rV1dZ\nWVlB8gN81++vvVQ2Q7NW5+SJE30ylWJpE8fxyOVyDAxk2ApSPS/AcmwOHbmFiYkJSiXRAv6artPp\ndLBtG01WUKV/RVQrcUMrx33fhcbX0nZ4Lfux0X34nrcmver38taCkeCP//g/A/CfPv4xVFXF9wOk\nMNWY3D3NH/0/f47v2siShCyHRUlFwQ9CvhRZYYtOSdU1XN9HN4y+12k3G/0pvwD6PXZJkrFtC9f1\nBH9heG2B7xMEPq7jIEtSnwTGMHQkT0JRlf5Uoet5mKaF5dggSShha0/VVCRZRlZEp6X/7KWX14Im\nX/PZSCJa6Ha75HN5fu2XfhXplyU0VWNwcBBVUfuns/+2txP4PocOH0LTNNTwftypKW4JuwiO6/Zn\nH4xIRLRkA78Pg5YkmYAA3/P7nw0Ih+h5HpqmEYvF+Pf/0y8C8J53vRvP9/F9n2gsSjomamPyaz36\nVz7+G8xel1P4XtoOAwMD/Wk1EJHDQMhS/Er7sdF92DoRvmsRBK/yvdjQkiTe/kd/9F8B+PJXH2Jw\nsEC318PwxQZ46KsP8Bs/9R7M8hoJTSIWFyernkzQcyW6ToAUSSFHxChvdmyMcrfD+O5JFENsiice\n/iquLxa64/lkwhqBrkW4srhAo1ZndmaG8DDH6fVwLZNKcQNDkbnrDoEYnJ7chdKRSWczGKEwS6nR\nYO7yPFeuLoOukx0SNYLsUB49HsWIx1AiKoq2VTeRUA0dTVMpxFW4BjMxf/kKp06d4c/+z/+Xu+6/\nHVXRGRoa5pc//CvkB3LUwtSp2+nQa3c4+eIJRkdHyWXE/dRW12h1O0iSRLFSZmxiHICZ/XtZWy/S\ntcy+voMeMfA8j3a7i+u6fUdp9UyazSbDw8PcdtttXL4yD8Df/u3f0my36Vkmhw4d4itfEQrYyYTA\nan5P5xB8r7/48bfX5RS2tB3e9773XaftcOzYMf7sz/6M97znPdRqNdbX1/tIs5vRtgqQQRDg+z5W\nALqy9ZFLNMtV9K4HOiQyYvF22w0MI47jQa9WobBDFOHisoKXTNDudrm6KnLqzGCOUqlENJkkF4th\nhUCiWqOOJCkMD49y9epVJkZFCy+ZTNEJIAgkND3Sd+aJVBrZbNOulPDCkzIVjXJw9xTT05MsrK7y\n1AvPAaDMGyhRAyMeI5aMEUkIJxKJ6GgRHUVROLGxQrEowvPV1VUadY+BgSjRiMGBmRn27zvIwMAg\nA6kkZ06e6EcKs9OzfOmBL5LP50mlUn0OSV3XGUkkkFSFWCJOJOSoDHyJTCaD2uvyxBNPALBrapJU\nKkW9Xsc0TaIhk3W322V9fZ3vfPsJLpyf64PIbNsmFkYcMlIfwPQv7vcb1CHAv8Ip/Omf/innzp2j\n1Wrxa7/2a3zgAx/gfe9736tqO0xMTHD33Xfz8Y9/HFmW+chHPnLDdx5ey651CkEQgKHhhsw+UgBR\nSaWQTiJ5bbJxsbkUW6LrOKQicQLHphBugHa3h5GM03ItXF90E8bHx2i2W1i2YGbeIiWKRGLEYi7d\ndodux+wDeIIgwHYcHNfDl8D2X3Yi9vIy8WQC1xSV/ZZl0rFstHicPTvHecM9dwDw4D8/RKvXpdls\nUtxc729oN3DxPA8vcIn1HLRQ32JnPk90JMr+AweJR6LceeAWhgojxJMpFufOI/s+6TCNOXHiOLff\nfpTp6WnWiptcuHIZALVpous6sqYyNT1NKiciiLbZI5aIk3BTJEMH1+l1WVlZ4erVqwRBcN1IdbVa\nRVMUlpaW+jWcZr1BOptBCdMMz3mNQuMNXkvYsn/RKfzmb/7mq77+vbQd3v/+9/P+97//+7uqHzPr\no+auwc1fIyWAJEnh3/l9RyHLEgPxOHKrQj6fxQqRdM1OG9MLMHRI6nFKi4JnYWDXJF3XoeeYHDy4\nF4BBPcrZl86xfnWVoaGRfpF3fb2Ipmnous709DR794rujywF6LqGhE/U0NizT8wWXLp0gYlMjI3i\nBk7ocNqdHqgaGTlPdWOFXeFI9c+98x1sbBZZW1uj2qjSagmQUqfbJggEZ0HCg64pyE0iRozsYA6/\n2sSzHZqLa/j1DiM7drDw0jlcJOJpEQ2N7BgnN5jH9lyQA9Ih6lCTTVrdDol4HCkUdQHo2hZWo07H\n7F03In3+/Hk8zyOVSvVrClEjwurKVXxb6GtuMSwN5HLYjoPv+0iS1KfWk8JQ4AYOCL6nbSMaf0QW\nBAHIHp67RfEOhiQhBdBtd2gG4uSqO5AupKhu1NEDk7EhcYpmNRXbtmg1Sqwuiuhr6ug9HDlyhHw+\nT6PRYn5+ARCn4vDwMJM7d3Hw4EEuzgm0X7tZp2tZOH7Az773fVRDOfZ4OkNnbQnLM0lssSIrkM5k\n8byA8fwgkRCPMD4+wVA8TjLwqWoaejhs5fsujVqNdruNWesxPT4FCEdZrlboOTZyABE3oLqyyqnn\nnmelVGV6zzSD4QSm2W5xfHGR9VKJQKJPDhOUO9iugxGJUa5WmL8iSFkq9RpKRMc0TZwwYonEQr0H\nVRbRRQh/rlZKOLZLKhrHcZz+PIjrukiBYNdWXiEMc7PatlP4Idq16YP4xoHQKfi+j91uo9oWjqHh\n62KjGwmVWrcLqkJcieKFdOZOo8H45DheQmE9FJgNgoDBwUHi8WSYR4v2ZbPZpNPq4vuCVHZ+XhTV\nEskYrufxlp98K296609QrYnBoo2NDZaamzTXOnQbIqd2HZ94NkOpXGRq9zR2CFsOLAuzWWf10mU2\ni+vsDjEGw/lBoqZN3bTxMzHkMArXZYXRgTy1eh3PcWisb7BZr+I5Nvfcdphircpjj3wNgFrbRDJU\nIokEaApOSHIbNExMx2SjXCIajzG/KJxfIPmM7ZhAUVWmpoQT0jQNRZUol8t0251+i7HX7pBORBlI\nZmm321huWDsIAgJexpRs5WA3b9J7c9/7tm3btr2KbUcKPyS7NgrdKjS6dptMJGzhSRKGIsRWjESc\nrhZyCUZUGtU6Cd0gGUuid8UPsusNhoIRZkYLDCqizfv8c8+xsb5JIpHgbW97R3+YqVKpMT8/L5Si\n2l20sIWZSqd5xwd+lqmpSR557Bt9ebtms0nbDxjdPdMfNXZsl8LgEKncIKM7dlIMuRfynQ6lUom1\n1RU6jQZBKNcmuz6K7xFTVdRIio2SQAx6rkthOI/d6+K5LvVyCSnwObBnFtN1MSSZLapUCbAtlyBo\n4UkSXUuEG0PJHIGssFku4VdACYuYeiQisAe63qdjMyIagwM57E6PwPX6K9xstzEUhXj21gm5AAAg\nAElEQVQ0hu/7KGGhUVNUUbgNwSGvlj58z670DWrbTuGHYP1s4RXdB9dsk8mIyURNVUinkqiuAsko\npi34FMq2RbwwRG2hSNZrM5MZAiCuaTTX1pC1LHsOiYJitaOSSWXJ5XLs2rGzzxEgBTKOIxSedF3n\nd3/3d8X76xWmpyf5u7//HKdPn2R2nyhYtttNjuzaxd69+/u5drvRxHV9cpkse3fvYXhCpBqb6xs0\nTRMjkSSTzZLeqgc4NvV2C6tnouoqauiITN9lYWWZar0muBANFUWWaLbqXN0oEs9mmQjFdVOmRaXe\noGlZaLJKIhUK42oqO8ZGqFSrOI7DzilBnOL7PpVauc/KBEJzs+L61KpVIppGEMKfrZ6JYQgMgxRc\nD0H3XVFjCILgpu6Wbdm2U/ghWRB8t1MwNImIfE17sNsBWaCdpLAtl0rHsWwfPZlAclV8W0QQyVSK\nSDxGz3cJWqJ2cPfd91Kr1VhbW+NrX/sanY6o+A8PD5NMJnF9j4cffpj8kNi4t956K+VaGVSVO++9\nj598x0+Ka8Fj7rkT1B0PLYwUhnfvpVGrcXlxiVrH4uhhMe1avHiJ9UYDS1GJxuIUWyGHQ69HN4wG\n2u3Nfr/f6nWwLIsg8ECSkDWVnm3SWFsjnc1guw6tuvgZtuPgO66QoA98tBB11eh0GNu5g7ibFHoO\nXeH8LMui2zUpFPQ+P4KET7vRRA4CgTsIB58MRSUZjRCE6MUtiT08n8Dz+90HVf4XmJdugrbktlP4\nEVkQBOgyWGGR0Pc8PM8BTafn2jgRsRizY6OUyjWm9+fJlS3sq+KEVj2PfCpJWe7RqYrQ/KtP/x2e\n56HrERRFYSxMH6K6wdLSCk8++SS3Hj3C498SwJ5UJsPOyR3c98b7+acv/BOPP/FtQDiRl+YX0XW9\nr95sBQqFwSGq5y5y8qVnWQ9RhwpQtx28WBRTlqhsCpCS7HtENZWuY7NRb/TbhlLgEYtEUVQJH5+O\nZyGpMtnkAKZlo+sGybTAEngosFGmbdbwHbuvuxkZGCCQIJlO0Wg1uXhJFE49zyYWj1OpVCiHsww7\nxkbRNY3R0VEims7GqpiSNHQVWZL6gjKt9svFWgBVlpECrqN/v1lt2yn8EO2V3QfPtrB4ecx6ZGgY\nI6JxsVNmsyrSB7fdYef0bgZMhahfg7oAO8mSRKW4wabSYTAhEIof/vCHuXLlCp1OD9u22btHyL+n\nUikOuB5jY2PMXTxPNaQv++QnP8ld99zJwsoC5WpZRCnAhUsXSUYGGC6MYIV74i//x2d573t+ioO3\n3kYmN8jayjIAKgEd1yWeSCDhU98QYTuuhSLLLF2ZB9Xoz1XEoga+49IJQVEoMtlsloGBARH+VxtY\n4bSmHktQyOdwXZ9mp4OmiRRkpVpF0WQmJycZGR3tYxI0Pc7Y2BhS4DMyLHAUUzt3sLa6itlqY1kW\n9bpwZhHDIJfJUhgaIggCrJDKXZZlMdruh3MW21OS292Hbdu2bbvetiOFf8muc5v+q38v+f3XwllH\nJK5hNJYlNAkSnkuiL2oSULcaDMdzKF2TUV3g/JWKSXxIY7laR9NVpu4W8OLVRhO328YxA6a0XQDU\nA5fk6DD7h0c5/vSzZMNugu/7DA9mWcsmufveu8iGnI625/KNR77O6edO8bFf/Z9591vfBsATj38b\nV5JQNY1KVYThmunywrefZPLn/h3jhQJmQ0QyjXKFbCrN6tIi6WgcORAnrOdqLCwsEokk0P0ucU9E\nON2NKumEQUZVUCUYkj2m80miMYO2aZEdG6QS1kI6vkTTt1HyaZKFAdbC1CQZS1PcrBAxYiRTcQJ3\ni2DVo5DJkM/n+l2TheUlhkfGcAcHOXtujvUw9DlyYA++qtKIOuRv2Un9kogU1q6uYmgajXaDaErH\nl7bEYGxAgkC+Zgo4fKA3eBti2yn8CM0lwAmdSSCBJwmSVTfw8cIJHcexKZZKaEackXye4QHRfVhp\nNRkoDGLZsT5J6e7du/Fdj+p6kTe+8Y1shjoOZqfL2bNnmd4zS9vs9oE9luugaRof+tCHeOc738nz\nTz0DiJZkPJmgVqpRC1mlj912K5FIhLlz5xnIZdgxJiYTr3o+V0qb5PN5Lp6fYzjkNvCRkRQZ07RB\n9ZFNsblsFzQ9Qi6bRlVVMvk8sqJhuQ6Veh0tluyzUfV8gR2yLIueH/Tz+57dIfB91tfXWVv3cGzh\ncAYnxmg0GszNneNd73oXAHE7zlNPPUUmk8Hq9RgL+SxLpRL5wSFkScF1PNJJISvdTDTxbFukFJaF\n771aA/LmCqi3ncKP0FyZ/oYOkHCkANNzcAnwwrqDaZrYtRpIHRJKjNguATuOZVJ4ko/tSwThZGKr\nUScVT3DLgf08//QzfPa//w0A0UiEg7fcwjcffYS3veudRAzRljt58kUWF+b51Y/8ClcuX8QIX19e\nWsC2TVKZdL+1l8vlaNarrK2tMT4+RizUVpydmUHyXM6ePEUymaQbDnidPHeenfk8gwM5PLOKF+bm\nPbtKs9tD0zQ836fZ7RKNxUhmMliuR8SI4IcOxPMCJE3FDQK6po2siuuLaAqOIuO6Lp5rkwgZpiKR\nCI1Gjc1SlUceeQSATG6A4sYGa2sb6EaUO++5W7yezVGpVCgW1/Bdj2jIZK0gYbkeiqLiOt518nQE\nN5cz2LJtp/AjNE9XsUICkiBUYG7bJh4Bakix5hPgOjZGNMJ6qcjXHxeMxikjQm4wiZKJow+J03n+\n0gV8y6FeqTJaGCIRcjJ84Gd/Dtt1eOnLL2FbPZ5/5mkAut0Os7O7eeLb30JH5syLJ4Ew2XFdZM/p\nszM3KiVqzQauJTgY2MIdmF0URWFzc5OdEzvQVPEPplstIrrORnmTfCbW7/frUQMr8GmaJq7nUW40\nCVSNxGAeNRYnkkqhhpGCLLnEozFilo+nWeghe1Oj3UGzLRRFIRY1CMLpzmq1iirBxPhIv9uxefEi\nuVyeSrVOo9FgdVVETxMTO3nyyadQI4JxanRIFCZty8d3JDTNwENCVfXw+cj9VPBVbZtPYdt+IKar\nON5WpACm59CxTFBkonExndeVJC4vL/MLH/wwhdQgT30rbBvumiA7mGZxfYnHTx4HoGnCr/zSL1Mv\nV1hbWCaTFjWFjbVV2r0uw/k8y4sL2OHk49vf+Q4cy6RULPLMd54kFRK4RHWDI/tmOHduDlkVNYJk\nKkVS1wkcG8+xOHRQdDbW19dJxKN88Bc/yBc//wXKm4JUZ3ZmhkuXLqFGoqyWSkRCbknViJBOJhjM\nZJBDZ9C2bJq2Q6owhJFIEdTD9qAvoUWixNMZNM8nGtLbj2qCJi2dSZJKJGmEHYVyeZNsKs3U1BTH\nj4vP5JlnX2B9vUgimUSSPM6dOQuISdV2s8Wu/A40WUNXw4jA33IEMp4r4bpb9SGZQBIj7tdZP7vw\nuVHTihvzrrZt27btddvr0n34zGc+w/Hjx1FVlaGhIX7913+935fe1n14DZMU/FAuPgCcAFzfQ48Y\nRMKR5a7rsnvXJHccPcaeqT3k0yJVGBzMcXnlMmcWLlNqimLg3/3V3xOPxnhs/hEe/OIXSYUsQ/WR\nGjN7Zjl95gyFkWEO3iaewdNPP43vejz3zDP02h0isnj8EUWjuLrK2vIi+VAgZjCTQjYMbKtLeWOd\npQUxrjw9Pc3ly1fY3NzkxVNnOXxQcDJoEYPde2ZZW1tDlgfwAxGdBAH4qo6WTCHJMlo8SaNXxpYV\ndk/tpusFBBsCR+HZPr7j4/oevqTQC+sVoKJHo+i6iuvabHV+RoeGSaWT9LodalURseydnWbu4jyO\nZeO6PlqYDpSLm9xx7BjVaoWhgQKmI+oYjiN4LEWEIBOEeIU+NdMr4YvSK1XBbjx7XboPhw4d4oMf\n/CCKovDZz36WBx544KbWffjXmu+LYhqIcFZWFWRFRYtE+gxBjW6PY7ffRaNU4mStTTzkTLy6ts7V\njSKVdpvcmJgVmJ2Z5q/+4i/5v/6PTzE7OU1pQ+TPtx3599xx913EU3E261W++tCXARgaHuY73/kO\nrmuTSMaoV8RmNAoyc2fniWoqMT3cFL4HnlB+UiSJMydOAHD29GkcL8B1XQ4d2s+tR48B8OKLL3Lg\nwAFkXcPudvoFy3arQanZpOf72I7L4noR13VJDBbIDI/S3tjADIusrizhez6SrKLICp3QKYwND4h6\nQiQq+BEC8ZkM5fMEnsv5l15CCeP8O26/nUQiweLSCo1GS+heAJLvYXa71CpV9u7dS29T0N47pkUy\nlqBpuyiyihSmT74ksF1Bn24FXm5Dv5xi3Ij2unQfDh8+3P9+dnaWZ54Rra1t3YfXtsAJCK5B0Sqy\nhqIo6LpGJKx6a5bJmRMnOfXiWdRA4033vwmApfVVjME0WsSgEbI0ffw//gbVchnXdrh08SJ+WLC7\ncH6OsbExLpw7T8e1uBSSrLTabd5w332cP/sSZ46fIKaJ33n27FkGjYBcLsd6CAv2fZ9Almi2Ogzk\nB/HDk1OPROg1GjiOiHBa4RxCfniIi/OXqdebFHIDqGG3wvA9Nqs1KmtrWI7L/FqVZEIjOTCI6QdU\nWh3aPbH5A1lFVhXiRhojEkENZyKy2azgRtBk4tEoaojEVCTo9DqsXV3pc4H2um3Ghwu4lkV+cICN\ndbF2I7rK2VPHSaQyZDMpaqH0gIxgxfIcR8yobO334GXHcL35N/zY5PddaPzmN7/JPffcA9y8ug/X\n6hL6foCqymJRhYQdnuchSRLpWBJna4ZAVgRbsCyzsrZKEIKDFipVfCXC6MhOvJ7P6hVBx7bvlr2o\ng0mMQoqmJ8A+peMXaTWajBSGuHhujumQ8KReq/Hwww/z+Qe/yFplk6lZ8Uymp6Z4y1vewmOPfgPN\n0EnGRcoyPjaG1yiyubmJooRitFdXKBQKlEolLNehUBDV+sDzSSUSnJu7SKvTRg+LlaquUa5WUBUd\nRX8Z5nzpyjyybpBLZ9B0jbEdo+zYtZPHn36WAJmebdENnYIRTZLMRFhfX+fAgQMUCgKj4dkNIoZG\nr9MhHY9jbRHPKArPPf0U8ViEoZwYJ79w4QJGLEp+IE0skaRZFdFQ3FCI5rNM7d5H4DnYPfEzohGd\nXqghadv2y3Rs16h9vap9VwXyxrHvyyl84QtfQFEU3vCGN/yb/+2Pje7DdXbtCrl2mu7lo+Mamkb+\n6//2JwD8zic+LnD8kksQ9u/Hdk3xqQe/hiJLOJ4rNB4A23UJJNEiww9IhBvXiEaQVBnbd/HC48x9\nv4nruLiuG44Gi/w5mUwiywo/+5H/gOM6GOFCTyQTpFIpPvP//SPeNfTniqyA5+C47nUCNqqm4dgO\niqqghpgBKWypmqaQuI+GXIeSJGHZNhISmqb1HWU3jCRkWWZqejf/8OWvout66DAl/MDH94P+e2RF\nxXFdotEI8tbE4jXhlaZpuGE9QFEUPtpqIUkSsTDNMk2zr10hKwrdcE5CUVQgQDeiKIqCGaYmjusA\nQjdD13UiIQPWqycG0jXPfdspfJd961vf4vjx4/zhH/5hfyHdkLoP19m1C8H/rtclScF1/T7k9vd/\n748BeOihhxgaGqHZWiIeSrc/8u1n+dU3301CV9ESEZyo2NAX1zZodnx+8i1vp1Gss74qct93/8x7\nOfymu+hFZTqySBNuzU3w0Je/wksnTxPTDe4MFZV6vR6nTp/mW099BwuPX/nofwDgHe95N57n8Xuf\n+F0unZ/jyEGhG5kfyHHh1LNUq1XuuusuQNCxXbx4EUlVuPPOu1FDXoJyucJmqUKr22H37Aztrthc\nFy9fYmBgQFCwa1EuXrwICAWx3bMzDA8P8/Hf/T3+7n/8NfVWE9d16fZMiuUS5bKInhzXJxqNM5jP\nI0lK32mN5lOCS5EATZFwbTEOvVlcx+p2OXzoYL+GUVxfJZ5MCyIVRePkqVMA1OsNiuUmk9PTpFIp\niiWxTtvdHrJuYDseU7tnePjhhwFIpqK8Atwcug5fRAkBfaGeG81el1M4efIkDz74IH/yJ39yHQJs\nW/fhets6LaWQEDSqRogqL/MpRGMJNEMiU8hhhgW+CSNCrdmj02lx7933kE0LKbiRnRO88MJJzLjM\nwbtFca+4UWJ9rcji4jIRWSUdF9DdUqnE4tVldD3CsWO3MbtXYAxWVwUleyozwOFbjzK1YxcAnmUT\nTWVJolAY2wFAo1bHk2RS8SSKqhEJawTJZJILFy9jxKIcOnSISyFZ7NraGlNTU6yurrJWWmd8XIxx\nH7jlIIWCqPa/jGiMs/+Wg5w7N4cei5MK77FWq+G6PntmRRdDCzUydE0jGY2SSMZwej1CvBTnT59k\natc4u8ZHeOLbjwPgWia2DI4nlKTGh0X3Bq+H1YW1lQUq0QjB1oaWNWRJJQg8NF0VUVtor4pPunED\nhL69Lt2HBx54ANd1+S//5b8AMDMzw0c/+tFt3YfQgiAMNMOTbuszSEWTeJ1W/z3pwiC6ISMnDHxF\nrLax0SGs+VXmlxa48/Bd/SKtpGocPnyYumRx7sxLAPirZc6ePUu73cbXjf7pvLq6iunaWIHHvfe/\ngT179gDw+JNPkMlkiMZj/MKHP8xg2O48c/IUlt8lGo2Tzos8/vLiMj3PJ+JDt2dx7333AyJCTCQS\nTE1NMZDJkoqLoaXJyUkSsTjtZouBgRzj42JWotlscuc9d6PpgnX5/MULguVIUYUOg6b1tSE9x6Vc\nLrO+soznusRD8JLTNVEiBrIPnuNQrYjf2W3WiOqTrCzO066Lk183VLqtLrZt4sdjDIR6ELhZEjGF\nxbUqXuCihQNorhSA5OMHNoahEQSv1XKUuT5CvDHtdek+bMl+v5rdjLoPr5SiD4LrpehlWSYIAnq2\nSSxMLZAkHEXGlwNMyaUdLkZFV9ixd5pFd5FnT77YTx/q7Q5veu+72HvnYeKhhNvgAYnLFy/TqNTw\nXJ9KTRQrbddldGQMX1M4d+48B24VOIWBwTz1ep3llasgK4yEG3f+0jyeFqXlOiydEtDn9WKRw0eP\ncey2o5Q2inzjW+IkrldqFArD3HXXPRiqQTd0crbZZWG+SjoZZ8/sDNNhhOh5Pr12hzOLZzly9A5A\nZmh4iMuXL5NOp4lGo3iOuHdNUYioGhfOnmXfvn3EwxpJr9PG6nRoVso062XOnRUoxWwqQj6bZm1l\nGSNM9WOGxurqBqbZxepEaKqi+6AoClHF59Ate+n0TExb1CnWimVcz8J1LCFGG+IQXhuvKL3s+W9A\n24Y5/xAsCL3CtZFCEASYpsXEThGea7pOw+4JgRY5jhMRj6Jid9hYLZNKJFEiBvsP3QLA2nqRZ599\nlhNLlxieFqH548+eplQSI8VOzySVFJRkOyZ2oUR0Trx0hrGuyZPhNGQslaRY3GRy9wyLSyv02qKL\n8exzL/DsqRO86f43smtKdCpKO4s4PZP88CiFwjDPfucpAOr1JtGogW3btNtt7LBz0Gm12djY4NCh\nQ+zZPcPwmGBwuufee/na17/O5z73OT78kY/S6XR4w/330+v1aLfbeJ5Hqy1aj55jk4hGKPk+mWSq\nH8lsdLvYAbi2jWPZWB0Bi95z9BBjw0M0q0VSCRHhSIHH3EtVJAli6RjVsKtz5MgRstk0cnKEVrfH\nSkhEu7x6FU/ScBwTz3f6HaP+s/yuP9z40cLNF9tv27Zt22vadqTwQzCRTkjXtfcAAkUmlhZ5sqqq\ndF0bFB+7ZaOoIveVXRUvopJIZOnULK6GKEVZ05AsmXg8zvmLAoz0ja88xPSuSdwALizNo0jicU5O\n78b1fTTV4N43vJF2SIVWKlUoFku8+10/xczkFE889i0Azp6fY98tR9hzy2HmwnrF0vIKnu2QOTdH\nImJQa4jTHFmm3W5z+uQpVFWl1xPRhuQHRHUD17LRdZ3Shkh7Vq9eJZ1Os2d2FgKBhFxaWiKXyyHL\nMp12u0+u6jgOZrtDLGJQK20SCydHdUVFjUhIho7ZaTISTjjGIgab62sko1HSGYGLsK0uEV1mcmon\nR44c4sQJMSj15jfeTaFQ4PJmF9v1cEOuBs+1kQ0VSQ4Euew1UcB3pRA3AWkrbDuFH6pd6xS26g6d\nEDTjBz5tswdSwHK5RswW/fSB0XF6jk211WBPYRf5EREWr68XWV1fY/L2Q7y0LOYQYrEYIyMjuJaN\njMzOyV2A6NU/f+JF5lcXabfb7JyZBuDK8hJPPfsMtxw4yPvf9z6+8iUBf56bm+PDv/Ub/NS73s1f\n/be/BITTyqezFFevMnf2JfQQnxCJREDXqVQqSJKgagfo9nrE43FK5SKPPvJ1fv1/+RgA8/PzPPrY\nY5imiawIp6brOouLi+zfvx9d0xgItSRb1TqXq3Nk02lWV1eJhx2PWCxG4Pk4jsXm+gaWLRzR3Lnz\nXFY89u2dwvfFa6ocoKsye2enuOuOY1y4eA4AWYJ6rUoqmUVRIyynVgGxxzVdQVVVZFl67cL4TeAQ\nYNsp/EBsKw+VFeEAXNdDVeTrCo2SJEEsTi1seQWqQkNW8U2TtJ4mEAV1SleXSKcGiY7EqHYdHj0p\nCn+KItFTYXV5CSucWTCrPRJaElnSsZGZXxcQZT2qM7+xTGIghR9Y/PWn/++tKwWzgm+W+dIX/ppv\nP/4AAHfft48BJYVVt5jZKToVS1dW2X/4NiZnZhkYPEtlTfzs2maR6Ykd7Nw5wTcfexQ3pKw3FY/8\nzgKrxQ2yUY21UJLuKw9/lZWVFXK5HJqqMjaUJ66rxIYLqIFHIqL36eBPLF5iaeMq99xzDy3X5Nnz\nAmPQ1GoMZLPYvS6uajG4SzgRNINms8WTly9Srwvn5LguqBoLjz3Hf3viONGkiMBe+NI38IOAIUWj\na7o0GyI6UY0BPDeG7yjYHRXfuRa85IX/hZGeBBIKoN6wRUbYdgo/EJOuwcJK0nefNpIkUoler4dt\nitPPcz2SySS9rkc6laLdCmG3UY1qpUanbSNLOpms6OFnBtK0e20uX1I5d06cfrFUktXSBvOLC3j4\nxJJiqMqI6hiGQTQa4VP/+ycxQwXonTvG6NWbPPTAA9x1x51MDInBqoXL8ywtXuHggX2cfvFFAMob\nG1xdXGBy1w6G8jkqq+JktXomrVYLs9dDURSckIm5WW+gqir79u5l8eJVNjZEIW9mZoahoSGWlwUb\ntO/7aJpGr9cjm81SLpdZCx1Os9lkYmKCdDrN4cOHWVgQGIiymwbPZ3BomEw8yeEDAncRUTVURcKx\nbGIxgdqs1mucn7tIs9cBVUGJhB0M0yaaiKN3a+gRmW5HtDBN00TT9f4z1LQtvaqb17adwg/ArnUC\nwil89zEiyzJRI9JPI1zHwTYtarUage9Tr4iTTtdiDKQHCXyVRqvX31xXV5epVEssLg1S2RSnsC5H\naQc2lV6Do3feyZFjtwGgKhKW2yOfG2B0eIiVcOz58qULFFJZzGqD5bkLJMP5BM3ymN0xQUxTWLkc\nIhEjOrXNdfTA48rcHMVVIcvmWRYXL5ynUt5kdX1VyMYDqqKgKRqD2RyJg5k+E9LS0hKapqFpGkEQ\n4DgOy8vLjI2NsbKyQrvdphxS0Pd6PfL5PK1Wi3379vWBcWosQ7FYxOx1iBs6y1fEhs4k4oyODDMy\nNN7nkIzEY9xyYB1V13B9nyBEOq2tF4VATm8Zywl46klRa1hYWBfDX0GA7/vX07HdpLbdfdi2bdu2\n62w7UvgB2CvBS1u2xUa89bXbbtNqiFPOsiyuXr2KJIGpdvthaywSpV6tEU9kkYMwR0YM7kQjUXRF\nJRYTp5mraDiyh2l3CTSJq0UR4qfiMXK5AQ7u38fb3vJmjj8tOBovnTqFrCiMj4yRClS8mjjNp3LD\nPPvYo1TWllk6L1KTbC6L4TkMRqJIlk06KsLzjUqF9bU1imur9GyL9EA2/J0p4nqEiKIhxSKMhTDn\n+SsLVKo1EomEmBwI4KVz5xkeGSUai6KoGuNhAU9WVAYHBykUCqTSGQZygprecRKM5iexeh3SyQTP\nPSMwE5YpsbpSxjUDNtfE55pOp/EDl2wuh2k7jIQ6lUFasDXHUilkNUIyJLWRQjyJoij4vn+NQtTN\nm0ZsO4UfgPWViqWtoqMIwLbUhrbES6PRKK1m75p/CGMjOZETb0mn2QGr1TK+p2Cabp+8tDCYJ5lO\n0Ot1aDZFqrFn/x4ymQye7KNHdSphca9RA7PdZTkW5bmnnmYjzOcHogk8s0fQ65EaLFCt1rcum2Zx\njWB0iDtCLsYXX3wRu1plOJFg7fIlLl26BIgBJ5kARRHitVv3HjUiqLKG5EmcOXOG228Xw1lHjx5l\nc3OT9fV1pJC7wHEcNjc3kcP2ZiNsd4rZB5fh4WFOnz7d14dcW+limT1isQgjQ3mGh0VHZngoT8RQ\n6HRa5MPR6UqlRKvVYmnpCouLi32YeDabZWNjgy4bZHND/bTMNE2SqVQ/vbFCNepEMvJ9rIgfb9t2\nCj8kC4LvjhTSyRRyEObgqkohl2Ny5y42NzfRZHEyrddK6LpMRNOxLK9fyGtUa8gydHttkiFLUyQe\nIZNNkc6mSKTiZMJZAbvbpen7NGpVzp09w/kTooNhKCoDg0MEtkWn3sTtiQ1gmxaWtsBF2SMW5tSG\nY6EGHq31VZx2qx8pqBLI+LiuixEx+teSTqTpNNo0qg2mpqb6xdBSqcTMzExfKl6SJAqFApubm8Ri\nMWKxl5mfS6USnueRTqdpt9v9CVs5iPHCC89TLJlcmHuBd7xTCOOWq0t0ey2+88RjtEKh23Qywf79\ne5ECKJUX0RRRwB255x4O7BvnyqaDZhjouihA6rqO53l4noeiKNcVjW9W23YKPwB7ZfdBkgSFVz+C\nQBQaS8V1/CDUOHBdDMPAMAxGhoZwLOEsapUmttmip3bBC4iGxUAvcHEsC1mW2T+7T7ymqQSuQ61c\nYsFz2TMt5g0cs0cmlaaQyXD+1ElKRYH/T0ViaK5HNhEX5DeucFa6puG0GiyeO2WFWDIAACAASURB\nVNsHQMUCD99yWbkwh2PZDIaDRR3HCVmZAgYLeXKDgtNR13W6HZNarcb+Y8f6oKbl5WWmpqZEBCWJ\nzyeVStFoNCgWi+zfv79PbKIoColEAs/zKBQK/RH0YuUKLk0Uw2Pf7E6O3C6g2Gavwblzp8nmVdqW\nUOIe2TnEkaO7cByH3JDCiRdFW/PSFY1jx44xMTFBu2v3SWASiQTdnh8K9eo35QDfK23bKfwA7Lud\nAtcBXbYchaZpKOFC930fGYlmvU4kEqHVEoNFjUaDWEwT/AGSys4wN48kIvSsLosri33ugJHsKLn0\nAKPZHBHdIBaSlC5urmDpGhEEeOiN9wpmrF6jxbnTp0gmd9Mxu9hhqBzVDVIxiWw601eRTkUT2LZL\nJp0hlkrRDaOduZUlIvEouaEhdu/ZixySv7bbXXTVY3iwwCPf+Ca/8zu/A8COySmSySRnz88hISGp\nGigObgCBrKBFon0Ojka7w8SuSWxPcFKcOivQlbbfpDCeoVzaYNfsKGubQnU6lTTo2SVuv3sftwfC\nUcSiBkbCpVurs2f/BOcuvABAtXMVLXEr33jkKUzbZ2NdzER4nocsq/26wrbA7Hb3Ydu2bdteYduR\nwg/Aru0+9OceuJ5PQZIkfN8nlxHV+gAB1kmnDHq9Hpb5sjS6qsrEomlGRneQHxRFtYHCAD2ri2qo\nSCE/4MRAgbHRUS5HzgoQji8iFqvTxTdVgnzALYcPsyscY+40Gni+z8WLc+TSGewtPIUE0V6HtVqN\nneNiitOxXAxDw2t3SA0PYyjivQWrwGDEIJZJE6gydpiCTE1NsbK0TGVD1AUeeECgJe+9914WFhYE\nZ4IkoaoqmqYhSRLdbpfFxUXm5uYA2LdvH57nMTc3h+d5nDlzBoCZWyZYXVth3+xu5i5c4EvnRY0k\nFlMZLWTJDWZIpwQdm636tNoKG8V1rixeYWL3TgCKxSL/+ODnqRRVTpyaY0ujVtOSuJ6P4wiMwlb9\nR+r//+arMbwu3Yct+/KXv8xnPvMZPv3pT5MKc86bXfchCIJXJfvcAu5sofc81yeQoNluU69W+zWF\nXhdmZ2aJRdP4gUx2MEQ0ZjM0VxqMjY0xFlK8Jx2Jxx9+FLPZptfrsbokugxHDtyCFjEoFAqcbrUY\nDwVmu+0WniIzNr2LVDzRLwbWqzXUbo9kOkkQQo5z6TTddo9EOsNgNoMXC+cQRgqcubKAHDWIZVJ9\nhajMwADZdJZL6hy+3e4XFs+cOdPvMshhCrWwsEAikaDT6XDhwoV+0c9xHLrdLmtra3Q6nf6aavfg\n5MmLXDw3TyGXJuzIMpIdIK6n0F2NxblFAFrdNvsPHiCVyOO4dbwwFi7VLZ57YRmlB9E4fWIX25aJ\naUmcaqufwt3s9rp0HwDK5TKnT59mcHCw/9q27sP1thVBbH3NDGSpVsT0oKxI5PN5JGzsawhTIzFF\nYOxlmXQ6SzotKNbGx8cxYgbdXpvJabHJF545yX333suTTz5JfGyCRDiB6fk+w8OjFEsbjO+aZM+B\ngwDUahWqzRaGppFIJFgpiQJk23XQ/TYDAzmcluBHyKTS+JYQSlEUhSDUQ1hdXWVoYgxXUyi3Glgh\novFqcR2r3iYej7NrbIhOSJgaT6S4cuUK58+fx3FdSuUqK1fXGBsboxcOUe3ZuxeA8+fPY1kWhUIB\npApyGGmVNk0MNUdhMMvsznE0Qu3JXofyfI2mFjA5uUtcR/cqS3PrtCyLRq9HEBEeZLXYoGPCfYcm\nGB3fRWlTFCZPnbqAbqhCvNbz+m3Qm9lel+4DwN/8zd/woQ99iE996lP917Z1H17dgiAQkYLninE9\nQFZkfAl6nU5Y9RaPwuzYpNNpcoPD7N9/iHRGtOX27N/DQV3hueee6bMVv+Od7+arD/8z0WSKN7z5\nfvbuFxiDq2urfOGLD1Cv1/jEf/5fSWbFz9is1oilUoyOjjJcGKLaFCfj/Moqim4QjSWQPXF9iqJg\nGAbNZhOvXKFREWG1nIihxiOYvksqOYAU7qHN9RLLF+a5/fCtGIbRxzVUq1WSySQ7d+7E9306nQ4T\nExO8//3vp1arcfz4cVbDuYqXXnoJ13W5dOkSvu8zMSGKrOfnSwxmMkyN7mEknaZVFNFWcaWC12kS\nj2ksNET6tXNqkrrVpeu0GCkM94fEllZMkllNTFyGURuIgq+qqsRisf5MBkAkkvgBroAfL3tdR/jz\nzz/PwMAAu0KdgS2rVqvkcrn+n28W3Ydt27Ybyf7NhUbLsnjggQf4/d///e/rF99Iug/SNSTg1w5D\n/fGf/AEA/+nj/xFV1fA8p6+bMDszw2c/8wX8wENVXn4Mtu2QTmVQFBXfD16e3tN1ZFni8OFD/QJm\nMpZg3313oigK2Wz2Zb0DWeY9P/cB6vU6wyPD/fbo3oOHxc9EtElvv+/NAPzSr36MoNdBUzVkaUuA\nXRTZbMdGUhScMAXSIgaeBEY0iqpqNEM0omPZ6KpGJp1BMV5GOlqWhWmaBEHAyMgIf/EXf9Hnl3Ac\nh5//+Z/v4xF830eWZRzHwfO8fntQUXR0TRNBlucRhCmL5HvIgCxL/fF1PWLg+B5e4CNrGk5YOHR9\nHz1ioGzpTYRaE7btgiQT+BCLx0glIuH9bz3va/U9XrkGbkz7NzuFYlEoCf32b/82AJVKhU984hN8\n8pOfvGl1H4Lwe4mtjSwW0h/+gRCDeeihh8jl8lRbmwzmRbz9pc8/yC988L3oBkxNTtJpihx8/vIS\nM7v3s3t6H+cvzPdZlFPpBJfmL/LWt781ZAiCqbEpzp8/T6lS5qd/+qf7nAKBBPV6laeffIr777+f\navhM9s3uIRGLUy9XsE2Leijp/tCXv8zKU18lZSQYTovn1a00SSczrBSL9FSJVkTck5WMcuC+uxib\nmeHS5Ss8/di3Adg/Mc0dB45w15GjZPfs7l/L6dOn2djYwPM8PvCBD/CRj3ykjwmIRCJMTk72N3+5\nXMY0TdptUTg9EepXFnKjzO7cRWdznfbaKknE++O+S1qTiMiwY1JMSS4V11hte3hJaKggZUVNZmR2\nN64s469voEcSSIjNv7CwTq1u0u25vOH+N/G5f/gcANlsInze3ivCaYUb3TH8m53Cjh07+PSnP93/\n88c+9jE++clPkkqltnUfvodt1RRs1+kX4LzAR9FU8vks0WiU4oYADamGzkB+kLXihmjNhb5HM1Tc\nwOX2u25HjwhI9GJpnX946EHS6TST+/f0UzezZ/KXf/Xf2TMzSyDJlEti85/3LjCcyzNSyONrBqWQ\nvHRjZR0tGsN2XTohEWu5WqPZbBPoOrVGneSAyO+HJyeRdZ2zc+epN1u84z3vAuDd9/8k7Y0yy1dX\nqGlyn+Jd13Xm5ubodrt86EMfYmhoiF6vx+bmJvF4nHK53I8UDh48iG3bLC0tsbm52e9cLV44g2PG\naNVWUDyb0VzYCXF9or6PLkMsELWAQkJlet8E+99wN52YwWpPDH2VbZsnXzyOtVnm4KFxCLZGpNdJ\nJBL4gUmv1+vXGm5me126D9+L4n1b9+F6uxbmDILKzN5qkAcB6XSakbFRFEnGtkWhLJlMEgQB6+vr\n7D94ADnUdgwCj5HhER780pdYXlkEwJVEK+/WW29F1nTmF5cAmBgf5fa77uSxR79BIhYjF7Ii7xif\nIKrqqJJKsVLGaoeqziPj1HprWK0OzZAHod5o0OuYjO/aRbXWIDMrKN0GC3n++bFvsmPvHv7dz34A\n1RX32Gw2adRqdBoN7EqlX5x+/PHHOXXqFIlEAl3X2bFjB4uLiwwNDZHJZEgmk30Jt1JJOMbZ2VkM\nw+inBD/zM29HsR2+vXRR6GXERNSS8DQ0y0IJQHJE0XS0kMTTfRJRmZlbZsmETNFLzSpS9FYyR1Mc\nOnKMZ54WUcijj34H3UgjSTK+7/enJ29me126D9faK1uVN5zuw3UyQa/u4GRpS2BWsC6FqW8/jVBV\nncCX0NwaiYQA2WiKwsRgEr/TxHF8Elt5tacyObKDe47dz2aphh7yFN5y+BYUHS5ducSleUHcOhAd\nxPM87r//PgrJDFvLeXJohPG3/gQJWeLP//zP+YM/ELWNttXCV2KsrW2Sy+WorwoHlZ0Z58y3HsS2\nbRRNXIeVNDCGszy9usDu/fs4fMcdAETicZRimx2zcYzNNrWWcCJr3Q7VWh3DMBiqlFhZFYSzJ55/\njuHCEHfcfQ+e71Nv92hbHpKkkskPo8iQDSccDVWi02iwtnAeI/A5tn9SfFaDUSorV+k6YsFabeEo\no75BQsugyC7tloBsd3t1jCGLSnWZMS/HWGZrGM3hjUf20KlaGEaNQl5EbL7sosZsHEtFjaq0Qx2L\nRDQNOFxP5y4ToLFF76q/xrL5cbab9xjftm3btle1bZjzj9Bsy0VKbuEAZMGjGDPotLr9LkOr0yaZ\nTHL48GFkxaAXjk7n8jmMqM7ErgmO3XEUgMtn5un1esRiMUEQEobyrVaLbreLJCns27ePf/qnfwJg\n374DHD16lJGREZ555hnuulMMSjUbbd7+0+/l5MmTVOpiUMiQFNrdDm9/90/z5p94C0NjYwA8/cxz\nzMzMIAXw5OPfphfCsw/deoTxoSHmzl/g6sXLXLh8WVx3LsvefbO4no3nebTbTSy7S3Ywh+dbqJpG\nJiMwAbmBNPWyRrdTwTZ7qJq4n1QqwXKnw8BAAr1hUmsJ4JHreuiZDPGohmWL4qMluSi+j+cLOnk9\nFtLESxqWaeK54Gsvk6loKkiSjOv6BMG1HI0yN4Pwy6vZtlP4EVokFiUaExtAURS6loluqHR6bVxf\nLNJms8nFixc5cMtt7Ni5m/DtGNEoKBKS6+KGMmu7d+8O4cAZJCnojwNLKBDIjI2N8Yu/+OE+kGhx\nYRlF1nBsj/+/vfMOkuss0/3vhI6n4/T0dE/QjKQZpVGWlRzkAE6Y3XUoL2AKMFy27CpMsQuYWu69\nu8WtAu7dvSzXwO6yfyyGWgwsNl6L4AVnryzb2JJsK4dRmtFIM90TuqdzOOn+8Z1uBQdsIywk9aNS\n1cyZnjPfd8753vN+b3ieyy69AtXpqjx6dIQ/2XA1nQsGm59ta2vD6/XSEU9SrlbIF0QgL5nsIjR0\niMMHhqhUKs3FpRgG7e3tTA2PYvkUToyPAjB/4SDT2Ume/+3zfPSOO3jp5eeo6XVi2TjZ6TG0gIdC\nQeg4xKaDTE6MMZVKMaurk/6Fog9D1oK0xWMEwgGm00UCjly86vWQLswQc2lkHfVrb5tEqD2GFgxQ\n0008pupcE5V6qY6qBpAld7P3wesFRXZhGDVM00ZVfhfj0lsLyl0IaBmF9xClSpVwI7rtsDtrmo9a\nrYbhPKXFYp6jx44yMnqMWHuScCze/P1CoYBh1EVuHRG4dJseLGwUWUFz2JxVtwu36aG3bw7BYJBI\nVJxj2ys7QFao1nXa2uP86IGfAGDZEl0LlhLozONqEwu0K9FBWzRKZmqSE6OjtHeI47Nnz2Xv7j28\ntu0VMA1MXYxl50yevlnd2LbNrqPHmZoWmQ35sFCAPnZ8Ass2qVRniCc68LhNxlKHkTAYO74PAJ/H\njSyZhAI+fKFO3H5hcLSIRiIRY3DZILuyWXITIn4Q0WQsEyarJUxnLSe7EswZXEC8pwfV7QFLLGCv\ny4OFCrIfWXJRKgkjpygqsuzGtupYJlgXn2PwOrSMwnsIXTfBKVSSZAmf5icQ0qjVQ5i22D4Ep2eo\n1sqcODFKNJYg6mQDJqcynEidIBwRTEsA/k43kmQjSTaKojRTe7YtHm5N06hUagwdEK78yPAohm4R\n645z3//7djM9evfddyOHY+RzJQaWrwTApSqkU+NMZWfonj0H26nReO2116hWSvjdCtViBdkSxqye\nK3AkP83UdIFhCdrbHZ6FwjSBUIjBBT143S7mze1mVt8sVJfM7Dk9GEYd0xCL3OOWSXbESCbb8Xpc\n1OviuI1OMOJn/eVrCasyLzwuit4maxX8bvB5JRYuFXoVcxf107egl0A0CG4wnHPXyhVMUwefG0Vx\nMTUptkl63UKVLCRJRZKUk0bBBsEKc7bu/vmDllF4D6EFA83yJ0M3OD42RqGQRTdq6FXxNHq9bg4c\n2Ee5orNrzwHm9jt9I7JErlCgLRZFC4oMRl9nokk8atsmlYpYoKZpUqlUkFAwTROfz+ec20s6nSaT\nybBr1y7uvPNOADweDy/v2EksFsV0ifz93j27yUykmJlMMTGRoubs4ydOHGNqOo1btbFcFh6nZkK2\nZPR6lWhfmEjYR5cTg5iZmaE93kYgFEJVZeJRPwG3RaQtSHdHiI54G1pA/E1dr6KoNprPTa1WoVgU\nRVeG4WPevLmMDw8Tioe49Y5bAdj9ymvsfHWYwbkxLnnf5QB09XaCy6asl5GqkHJ6Hw4ePEC1XKRv\nyWrC4SRTU6K4ql4TLFISCoqiYlsXoRU4Axf25qiFFlp4x2h5Cu8hDNOmWBQue61W59joMDIGPp/3\nZJDbVjEtg+HhQ4ynp5rlwt09vQRCQWQZcllxbNsrW6jX67THOrAsi2JR0LQpTrDM6/U6+2SnL8Dt\n5ulnnmR4eJh4PI7uuNYbf/4zpiyZZYsH2bpF0Kdve+klFNvAo4Bk1Al4RM1FJjXGwf27qBaKSDrE\nwuK9Egr4iUU1rr5yAzO+QDMAOTGZxjAMtKAPn8fNYH83Ho+bYMiHUZjCE/cTC4gAac1QKZVz1CpF\nFFUiFhUe0VimhtuvMp4eo1gvsfpS4RUkexK4gk9TM2rkbTGXWSE/hl2nroNd0zl0UKhMvbhpJ7YJ\npi/OwECQek2Mr1FDIkkKsqSeUXAmgy2DdGqgoRVobOEsQpJEHAFAURUWLFiAbVbx+V0UnTZmCRcD\nA/PJ52ocPz7FgSHBPrR95yv4fBrJrkSz+rEtGqBarZNMJrEsm9yMOEcwGETTgk3a8uHh4ebxA0O7\nKJVKeLwSTzz5KACdnUkqqLz84iaKDityvZJl/77dtIU0qqUZJk6IwKHmgbCmcs0Na0nEIszqEsSt\nHrfC+PFRZi/sJDmwqikTl01GOXTgAF63hObzsn7pImZmMkxOpVB8LqaPH8UoC2r6UFgjHPChuAT1\nerEqDKjXF2Hf/t2obplYZxt7DgruxvWrL2HJmsV87f98nc2vviTm2BUlkYjj0fyYtSplJyuRy0Ao\nANPTWebMsZupR4/HS91Umv0kZxShXpRoGYU/IBpvnYbISL1eJ+ZwG4TDYVatWsFEegS3C+gUZDXF\nXIlqxWThojmEw2GefuYFAPyBALpeYHrKajISnRgbQdM0duw8QbFQJhAQx91uN7VaHVVVqdfrzYBi\nIKABFpVqie07XkZR5OZYypU6hUKBcETURYaCfoxqlrw1w4L+Xi5bK4hQEoko8WiArs4YbZEgbpc4\nh2VUSfSF0XWd40cOceSgqLocGTlKZmqSzkQcU9fJp8ZQJJuQKpOIRZjKTFC2HK0FVcJULDyKhgLk\np0TPRnJwJcl4O7/55aOsXbkCsyYWuuxTKdTKtHd18OJLOwH40J1hqqaOpvmYKZZY5OhOuix45OHd\ntM0v8dxzz5F3GtBKpRKyy9+sE2l0oF7MaBmF9xDFfJ1EQnAuGrpOIZchFNLQ9SIeh9koGoxzcGgE\nzCKhoMI1VwtRFZ9P45VXtzM2NkU4LAJzy5ctIpcrEAr66e2djcctOv8mJ6c5evQolmURjUTp7V0K\nwOjxY6RSxwmHXUSjEWIx0RNRLOVpD3Ti8/mQZGHIdL1CvH0BK1YO0tnVQbkkPIj+gV70WgnTquJS\nJZyEB5atotrCC3rih5t5/vnnAYiEgigSpPUKer3G+LGjuGSZWHuYoOri+EyBihPEjIQCeLwuSjNF\nZI+Lnk4RrJzIZMAy6epOsnnzJi6/dD0AdbOG2+eiatZYv0GwS6leF0ZdJz09hVuWWOiwOrltmcvW\nX8qhmSyGoeLZK+jiRsZKVOonGbJMs8HmfPEujQt7c9RCCy28Y1y85vAcwO2W2LldiJPUajU2bLic\najXD4UO78fvEHjczNc2iRX3kcxXcHg+qIoJcO3buIBb1EI12MjIi6Mvy2RRut5eenh66OqKMjYl9\nv1kv0deTYN68eRSLecplUeugV7Nc+771JBLt7Nr9Gp2dothpVu9CYt4gsiw1uwQ7uxKEQn5KlSKS\nbNE/R/BC5nIZMvkpDKNGJBpAcxq2dNOgUilhWRZ+v4d6TYzbpYBt6LgkFUWWCXt9jI+fIDeVZjqd\nItbRTsQhpzUqJpWiwazZfVRNnT37RVGT0hGiks8TDYXZWSgQDQtOCr/mpVDKU6kWWbFKlGx3dLQz\nPT3NTLZGdnqGpHPuvjlz8aluovPnUK8rzJSde/LyXko1A1BAss4INFpnBBnhYniPtozCe4h4rB3D\nCRKqqkL/3Nnkcgoe1wDhsHD9M5NT+LxBDF3C4w6Qc7r/JOokOrvIZDKMOx2Is7rjZLNZZjIp8rlJ\nXI4Bmd0riFMzUycYT51g3jzRbXjjDRuY2z8LWbGId6yms1NsZXS9hkeXHHUmUetg1DJ4PR4Rb6gV\n0esiiOnzq7hKYJgGqirj9olSadmQURRB4d7V28WsPidGks+hYqNpMSzLpFQqUMjlUV0yM/kcLo+P\nWMIRgVVdpNM5Jmb2Ee/sZGDeMgAqnhDP7NjF3u3bqZULvPxbEWdZvHgR5UoBs15j29aXARhcugCf\nx8sll6xk0xPPsO1VITm/buUl6OUqPr+Gz+/H7ZRK1+oldF1BkjUkCeRWSKFlFN5L5GcyrFkriENk\nWWbjfzxEb1+EwcHZhJwCnhVL55PL5GiPdXJibBps4UH09nRw4MBBpidG+OSdgtgk1t7N5udeYO/e\nvWx/bQvlsijdbWtrIxQKEQoFcbsN4nHhEdxw4zUoqsWx0SMsXLSYeIcIeo6OjuCzPMiy3BR7LZWm\nOHRoGt3UiUajzF8kiqgKhQKaz0sg4CcWjTYDc9O5aaayGUzTZMHSRVjOG/aVLS/jc7mIhSPU6nWO\njI6Qnc7Q09nF/qFpkr06hZIwlOncNIrPx+xZc7EUD7v2i/6JXzz1GB5ZpbOzk+WD17DlRWEUDh3Y\nS2dnEls3ODYssh2/3PgIkixzy803M7BggC3PixTrkWMjLJo3n5lSHq9XwTCFsdWNGrKiOcHgU1ql\nJTidaeviQcsovIcwdZPhIyJvrus6J44fY8H8DmLRAC5VPIDlYpZIOIBtVbD0IqWyeHPnslkmJ0fp\n7o5x442C5MandRJvj7Ju7SpSqRSvvipEUkZGUlxxRSe3334LM7lpxsaHxbnLGRYNDhCJSphWBcsS\nAb6urhARbztTU1P4g8LdDofnMjU1xZaXt3HixCi6LhZRf38/CgqlfInRXKmZ2UilUmQyGXRdp+fG\n+ay98lIA3JoHu1anLRTGr2msWruOQ0MH2b9/iGRPkKlMgUBcZBNmz1tE2bB46bV9mJLMgoUic3DD\ntTcwNZHG71JZMDCfuZ1dgCiLdrllHnr4QZavWAyA6nVzfHyMJ598kg9cez2Sk2F56ZWXmTOnDxsd\nWbGbgjqKAm5Jxqzb6EatmZq8mPGuxWB+85vf8PjjjyPLMqtWreJjH/sY0BKDeSvEYm0U82IhStis\nXL6MqzZchmHOoPnEw5saP46lV7FthUQiykxOLLpKOc/8gVnE4wlkR/fg0NBeZjITBDUvZqyNS1YK\nd3sy/QwH9u1m4yN11q5dxcL5YvugSAbjY0fQAiputw2SWACFQo6sISN7TioilesV2hPtfOBPPsCu\nHTt45plnAHjmqWfJZDIU80X8Hi9dXYJ2be7cuaxdupZ4PM6TL72AVxUejlWvE/JptKkKmqax+rL1\n9Pb1oVsWqtvPyjXrcGsilbrltd28tm8IS1VZc/kVzF4osiYvPfcomlejIxpB8/mbMQgVky1bf0su\nO8Ott4vS52RPJwY2L730ElOZaQ4fFX0fs7p70SIhzFIV1QVIIssgy6AqMnbNxDR1XO7ftSRaMYU3\nFIPZvXs327Zt4xvf+AYul6vpcrbEYFpo4fzHuxKDeeKJJ7j55pubVWENFaOWGMxbIzud4cqrBK2Z\nqqrMOIrT+/YcpbtbvP26upMUcnn8Ph+KLOFIOLJ69SWk0xPU9HpTZm3BvCTtbVFkWWVsLMX7rrkK\ngP65s7EsEQj8j0ce4iv/678DEIn6yBcnmZwokstP0dsn3PBIWCNftpAVmYBflBwXCyX27N1LvVbD\no3q4dL2oDXCpHoy6gWRJBPxB4m1i3MFgGFmWMeo6ikvll78W1ZKzkl0sX7yEoaOHWavrDB8fpSfR\nxcfv/BTjqSky+SKPPvY4AK/u2kd8Vi+Ll60gFI2z/5DYanV19hDwelBtC8swSZ0QTU6RoJ+DB4a4\nZOVyYlGRkRgdHcUb0Fi6dKmgl3cCuxs2XE6hVESSBYlug0HatEBSwbIMwMbjaRC6WlyMBCsAkn0m\nu+gbYGJigr//+79vbh++9KUvsWbNGrZv347L5eLjH/84AwMD3H///cybN48rrxS05P/yL//CypUr\nWe88UKfi/NR9eONL1WgrlpCcMlmxko8eFQ91biaHqqqYZtWpKoTevrmMjx0hmWzHMOq4XCJgJ6TR\nZXDOZTv6BLKiIkmSI1HvaDPIMrIsU6vVml8DTE5OUa/V6OruIpfLNY23YGgyURSFer3WNC4AlmUj\nS1KTzVhWFHK5HF6vt6mq1JitJMmCodqyqDXk7H0+6rqOLMsosnpSqFWWkSWJcqVCIJggnTqCy+Ui\nFAqTy+eFFK8zH0lqyMGbuN0niVttu4ZlWaK4SpJQnUKvUqnI9HSWRCKO2y3mqOsGLlXFtCxcqkre\n4ZCUAL9fw7YtFNVFNiuyKdNTM9i2gmmCFgjQ3y8IahWl0Tb9esMgXeDCs+8q0Ciab4p8/etf5/Dh\nw9x333380z/90zs6x4Wk+3DyuNLUfZCAv/0bofvw6KOPEovFSR/fz1VX3nwDugAAF6RJREFUC76C\nHzzwc+769Aa+852v4fdbZDPi7Zfs6MAwTCbSGTri3ciKeHONp6dQVTf+gNZshZ6ePOnBJZNdpNNC\np/ILX7iXEyd0/vqvP8WJE6Ncf724zooq09YWoVarICuQSom/aVkmC+ct5tlnn21qLdx444309PRQ\nylrsTaebrE4gyqhN06RUKrFlyxYALr30Uvx+P5VKhXAgRjYr+AokRSYYDJLNZukf/BgbH/of7D9w\nkEqlxuq1lzJ37gCptOh9GBlJEQpFcKlePH6tSU0/MvJbli5dSrKzg1AogN8v0rdT05P81ef+kb/9\n2w8zb948QMjw5fN5fD4fs3r62LldlD/v3LmTZcuWMX/xfCLhTn76778R9+H+X2IYQQolhVWr1vPQ\nwz8DIN7hce6wiUyjyrFB0XZhaz+8K6PQ1tbG2rVrkSSJgYEBZFmmUCi8IzGYixGKDMkOkZP3er14\nvX4OHzrK0sV9RMINoV4Jw7DQtBCmaVN2ovuxSAyPX2PLli1s3rwZgDlz+li9ei2xWIxaTefYiFjk\nlbLO9detortrFj3dvRQdKvdQKIDH7WdqKkN7extjJ4RRmTdvHsNHj/Nfzz7PoKNH2dfbTzqdxufz\nsXDBkqb8X7FYxLYUPG4vHrdG2Ukn7t0zxIIFC9B1nYnxoWbTFkA4GiGZTBIKhbjhhutYunQpwyOj\nDAwsAFmlMiwqiWJtIXw+jZlckWq1ysBcESDdtu0/KRSKbNhwJQcPDhGLims1lT7AokVuAr4AbkV4\nPZbbYv++bSQ7kszp7WfdOpEF+e1vX+bxx59m0fIF2LZ5SpbBchwVCxvT2UYANLYRZ0LiQg82viuj\nsGbNGvbs2cOSJUsYGxvDMAyCwWBLDOZ3QJWl5tvPNC2uu+YGDh88wmRqhEsvFR6EUZPQ/EFcfola\n1UZzIvN63eQfv/WPPPTwCyxZIvbx//XsVqKROD6vWOxhR90pnYahocM899wLLFmyhKuu2gAIebWD\nhw4QCPjZtvU10mlhwLu6epmZnGHZkhVcfrloS5ZRiYTaqNVqjJ9IN/fgbdF2xsfHOXLkCF6vlyOH\nhgF4YfNv6e3tJRAI0D93VnNvXtPrHDl6CE3T6J5zO8NHDhNPJljVtpxqTadQKFF2aNVVxYPLpbBs\nyRK2b9/BQz8TdHEel5eF8xcxk8nR29OL7bBU+T1+NK+G1+ujVBDG0+12M7hwENuW+NlPf0YqJQxf\ntVrl7r+4m3q9iu6unFz8koVtmw7jkn0y+9DcOrxJXOE06v8LC+9aDOa73/0uX/ziF1FVlXvuuQdJ\nklpiMC20cAHgXYvBfO5zn3vD4xecGMxZRMCvMXJ0GADTMLj5z/6MnTs2Mzyyp7n33bDhCqqlChIu\nZMWNzyP2z4psM6dvNp+6U+Oee+4B4LEnnmT//v1cd931HDp0hO985zviHFcs4u677+bFF19kcmKa\nLVu2AdDb20PvrNns27+HTZs28/GPfxyAer3K3DkDYMsEHM+kVKygKApulxePx9MMKD78s0fI5/OM\nj49z3XXX8Vd/+QUAKpUKk5OT5HI5Zs9pb8YgDMNgYmKCXL6IbZvUqkWKOQ9eLUCtqpNKjRP0ixiJ\nrHo5PjpCW1sbc/v7mJoSilGWMUNfTx8jI0fpmdWF2yGRmZyYQEYiNTbOunXrxHXVdQYXLiSdmiQR\nTzK7V2xBOju7ScQ7mCiNIEmgqI1WabFdMy3hFTQCvhczWhWN7yUki2SH2A/7fF5U08/ixYtZsLCH\nX/z8IQCWDC6iq7ObbKaAR1GbNSB63eT666+lXq+TToveh3A4xOjoMYaGhtiyZQtLl4pin498+KN4\nPB5uuukmqtUqz/7X084ALA4fPsyWLS9z2WVXMGuW0Icsl8voxRp6rY7u6Ey4VRf1er2Zbn7s1yIw\n9+TjT/CRj3yEW2++hUQi0cxKlIslglqA+QPzmJkZQa+KkmsUmUQiTjLZgcvloqeni2q1TmEmi+rx\nkhofJdkpxhHQwhw5coTjoyMM9M9n/TrRNj4+NsT42HH6envQ9TovbBWEKnv37ub2225BlmW2bRG9\nD0ZdZ/36S4mEg6xctbyprxnwBRkaGsKXcAkVL8f1VxRJZBowsJvaTw280dZBvuCrn1tG4T1ENlsm\n1i7y6W63m+ETo/j9BrO6u2h3qvT2799LKBQilR4j0dFNOCTiBHmK6EZFKFw7C3HZ8kEe2Qg7dr7K\nhg1XEHUIXFwulYmJNIlEghNjo/zpn34QgNHRY3zzm99k3vx+brrpRvbu3Q1AIBCgkM0yuHg+xeKM\ncw4XfX19vPbaazz55JPs3i0++z//5q9JJBJ4vV7GU6PN3odwRKNSkSmVc3i87qZnUa9UkRQFv9+P\nLMv4/B4URUFSZMbHJpEkG1UVW8zx8XHa2yLMnt3LdGaSf//JgwBcfukSJMnC5ZYxTJP//NVGAD74\nwZtYuXIZhmGwb+9eAH71q18xPHKEVStWE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fd8zL8v3mjOb4bzac7ndPuQyWSaWn8AsViM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\nafj/GiaC5OFCezsAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7ebb900208>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"2 1000004079\n"
]
},
{
"data": {
"image/png": 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WRqFQYNu2bTKGL7L5isUi6XS6zCQQqFzt8/k8iURi0oVQByr6oGlaGaW8mJTr\n168nlUrJBC5FUVi6dCmrVq3iwx/+MEuWLAGQ120YBlu2bJFJTbW1tWzfvp3p06fT0NDANddcw89+\n9jOeffZZHn30URYvXiwFTiqVklEQPxflpIRCCU7Jj+fxThZRRf9O06SlpYXXXIUwGvU1Xog1GImS\nTabJ5lK4WZtMsSSca0KkwgqO7pDNe0LBLriYCuiKhqM4WLbnUBypUxhy8iQMFTNrMVQibl2kqxRa\nY6QUi2TJOIgGVMJCWSi6MiUaRcWdIrOx6misoooqyjBFZNNbD3/cvRKCp3DDhg18+tOfJpvNsnjx\nYv74xz8CcM0116DrOn19fUyfPp3BQW/FSCaT2LZNMpkkn8/LFdB1XQYHB6mvrx9zrmKxSCaTIVdS\nWw+GkxHKzRbwNIVCoUB3dzeJREKaO9u3b2fZsmUcccQRvO9975N+k507d1JfX09NTQ2xWEyaIfl8\nXvoORO7DUUcdxf3338///M//MHPmTI466ijAS1rK5XLShNgjR6Pj21UFXfadLGlWhuGVfL/jYnZ2\nd+MkvLTyGlUl3ASm5jkAM46nWeR1h7ymklNcojITWSOATkg10dFJZzzHc8vMZqyRAbSCQ9w2aYl7\nRK+huhoCDWE24CA4pQOoOCpoNp6dI46tMGVm4xQZxlsP4cgSNQfRaFTatv/3f/8HeHZwQ0MD9957\nLzfffDMzZswAPA/8G2+8QW1tLYlEQuYlCPbjrVu3Eo1GpQNy06ZNzJ07V3IbwqjjMZlMsn379nE5\nGcc4FisExv70KYykktQ11DNYYoCK19dxzrmLefTRR1m56g3OPvtsAL7/wx+wZt1avv71r3PyqaeQ\nznpmT8O0RjKZDLphgKIwPOLZ1fV19Vi2RdG2MAlguw6pTJpQJMyadWv50+N/Zr4QCq6DqaneRPZn\n+JWIBrx5q1LJXoQOljVaWmRa4v6oFGOj/g3jzLdjnPl2On2miT/SpKoqtXtgnolWwK7r0lg6pr/b\nlxYOM5xK0eLr1aEoeWxNw1VVVENFVX0xhynAWAWHsVAIh8PkcjnpCBMr2apVq/jOd74DePbw0qVL\neeONN1i5ciXnn38+AK+99hrNzc2Ew2HWrVsnPfCC/dg0TaLRqKwj2LlzJ52dneNqAGJFFsLAX0m5\nPzSGiY5RmR0ZDAbLGsn29fWxZMkSlt53H9/85jdliveDDz7IokWLmDlzJgqjYVVN1YhFYziug6qo\nMsXbdmxYsAl8AAAgAElEQVR0zQt1RiNRdE3n/PPP5/nnn6elpYVVq1bx+srXAVhw9ALyhTyJkYTH\n6uQKn8LuJ+pkyV1UVS3zV/irSSuzWXeHyhR513UxDEMeU1VVuQhM1Oh3KlDXVeKwFQpAWWv4dDpN\noVDgRz/6EatWrQLgm9/8JvPmzePOO++UnZwAXnnlFerr6xkZGWFwcFCq1rFYjOHhYdLpNKFQSEYl\ntm3bRiAQGKMFuK5LJpMhk8mMEQq7qnTcE0z2e6lUilAoJAlyAoEAzz//PK1tbTzx+OOsWLFCju/t\nb3+7pJWrLOCybRtXddFKK2A2lyUUDHlZnY5D0bakxjRz5kxc15XNdFpbW6mvq/fSnXVf+fUkrmGy\nQqGybNwvFPwTdzLHm4zTd7yw6njFa5M93luBw1Yo+GnKwYuRP/fccyxdulSWgl9xxRW89NJLvPji\ni9TX17N8+XLAqxS0bZve3t4ySvNwOEx3dzeWZdHY2Cgnkmj0Uvmgua5LKpUqaw83xkTYVRn0HpoP\nE3EzgqcVDQwMyDFms1m2bNnCjTfeyFe/+lWpQcTjcVKpFDPaZ5DNlUdX0pk0kXCkbFyhYIhUOkU0\nEiWTybBm7Rp+//vfU1tby8aNG5k3bx5PPvkk4JVfX3LJJSxcsJCiNcoXqSn7Z4LC2ArRXVV07g7+\nRLQ9GUNlMdpUQzX6UEUVVZThsNUUAoEAruvKXIJIJMKqVasYHByUDVvAcxIKc0CYFRdffDH19fVs\n3bpVeu1htIY/Ho+zYMECXnrpJcDz2FfmRYjsxmQyKZ2dwJiiKT/2ZnWZqOLS/y8gk7bE/gMDAzQ2\nNrJ8+XJGRkak6TQ0NMRrr73GK6++wrGLjiVfKFV3Fj3fSCQcQUEhU3JAhkOjFH0jiQSPPvoovb29\n1NXVsWLFCiKRiCwGe/DBB8lkMrRc30Jtba00QSZjPkz23uxqvz29v5WaQaUfYiKNYLJl7gcLh62m\nIEhFIpGIdBCuXbuWuro6Ojo66OjoYHh4mK1bt9LX14fjOLS1tdHW1kY+nyedTks693A4TDgc9tJo\nS5mR9fX1kvFasBFVTlDbthkZGSGdTkuzwc+l4EelSTHZlx8T9X0AT3UPh8MygSsQCPDmm2/ys6VL\nCYfDJJNJkskkgUCARCLBTTfdxEhypKyHpZ+0VRwHPIH7xJNPMDQ8zAMPPEBHRwcDAwPU19fT399P\nc3OzdNw+/vjjPPzww3tMYDvZ++FvnScYuv0Nef2NfCdzLP/L76j0Q9wjEfKtJAEe7/c4mNhnoeA4\nDjfccIMkX02lUnzta1/jU5/6FF/72tfKVsGpBuFkFPDH1vP5PPF4nC1btsg8hGnTpjFt2jR27NjB\na6+9RiqVIp/PywdraGiITCbD4OCg9DUYhiGjE1DuMygWi6RSKTKZjNw+nt9hVz6G3WGyk0V0qN6+\nfbvUbGpra5nV1cWxxx4rJ000GiUUCvHCCy/w17/+FdM0ZQMYVVGlhiCzQ3FRUHj22WfJ53KsW7dO\n3udwOEw+n5cdtmtqahgaGuLBBx9ky5YtHqWaM3kmqslgd5NvV2TDkz1+pYAZ71WJqeRj2Geh8PDD\nD0u2YoBly5axcOFC7rrrLhYuXMiyZcv29RQHBII8ZXBwUEYQZs2aRaFQoL+/n/7+fsnOJCjGenp6\n6OnpIZlMsmnTJpl4NDAwwMDAAL29vTJO7X84BgcHpYrsXzEsyyKXy1EoFMYwLY2HvXlw/BO/sqbC\n/xKNZGfMmMGMGTPo7+/nlFNOob6+nmeeeUaOe+vWrdi2zfHHH8/mzZvRVA1N1aQZFg6FcXFlqFVB\nwXEdRkZGUDWNaDTK5s2byxidxG/gOA4dHR0MDQ2RTqflsSeDXU1A/2uiuhL/PRK/3+5eu9LK/OMa\nTxPxRz8OVsLaRNgnoTAwMMBLL70kOymDR1UmWqOdddZZ0mM/1SC0BLGaA3R1dREKhXjyySd58skn\nCQaDNDQ0yIpH8aBv2rSJWCwmNYWNGzeyceNGamtrMQwDXdcxTZNYLEYsFpMPoyjV9uf29/T0yHx/\nTdMkG5FfeEzmoamc/OIljjuRmlxJ4ppOp0mn0wwODjJr1ixuuOEGIpEIlmVhWRbRaJRsNsvrr79O\ne3s7bum/cDgsoxEKCsFAkGAgSDaXRVEUpk2bJsdaW1vL8PCwJKERWoWoxszlcuzYsQPHdbzXXtyP\nibC7hLB90RQma8ZVjmdftZP9jX1yNP70pz/lyiuvLCv8mWwzmKnS98Hfq+L000/nj3/8Y1mV3xVX\nXMHZZ59dRrrqdxoKbkPwnJfCvm5sbOSyyy4DkH6HSgdTTU0N//qv/8r73//+PSJsFXAn+sv3dtIP\nm6KA7wE2TZPpra3YlsUzTz09mqWna7JxjJfA5MHQdHRt7OMUMAMowNVLllBbU8sfHvoDgYApHa0K\nCooIPZaEpW3bTG9pGU1aUqfOhDkcsNdC4cUXX6S2tpauri6ZzluJXUnAqdL3we/t7+vr46abbmLD\nhg0AvPDCC/zlL3/hE5/4BPl8XpZOF4tFstmsNC9EBeHQ0BCNjY309/dz7bXX8pvf/AbweAoffvhh\nuT94ZsS2bdu488475WdAWUbc7uAwsa9B/L0rfoZK+GnX6uvrufHGGznjjDP4yT138z/f/S4ALaVa\nD13XOeGEE7jrrrsAWHTMImzbIp/LEwqGZK6C4zqo6Dz40EOcevIpXHzJxbS1tUlCXMdxJCmsMNMG\nBwf58Ic/zLXXXguU5ylMdc/9PwL2ieL9hRde4OWXX6ZQKJDNZrnrrrsm3QxmKkCsSuBNnjlz5vD+\n97+f6667DoDrr7+eG264gbe//e088sgjbN++HfAmbjQaJZfLyfoF8DQj0aR1/vz5spZC7ON3bIpt\nIorhJ3bZm9ZxleGvPU2QEWaHX0j29vYyvWU6V111lWxWo2kajY2NHH/88fzhD3/gd7/7HQDz588v\nK2ISwkVkJra2tiKIWYU/xzRNstmsNF0Eb4OmaWzatEkmTIVLHIlVvDXYa6HwwQ9+kA9+8IOARwf+\n4IMP8qlPfYqlS5ceEs1gBDuQmLjiYT7jjDPkCnXnnXcye/ZsotEoixYtoru7G/Ae+Dlz5rBu3Toy\nmYykaXMch/7+fk4//XQSiYRkYvrIRz5CLBYbk+YshILorrSnGC9Vt/LvyQoGVVXLTJhIJOKlbGfS\nzJkzR3aIeu211zjiiCP41Kc+xfDwsCRuPeGEE3jHO94h26NVxuxbWlpkwVgmkyEajRIIBGTkRYw7\nGo2Sz+fZunUrQ6XirPD0qlB4K7Hfk5cOlWYwYkUUPgXRQbmuro4vfvGLgMewdMMNN1BfX8+CBQuk\nY0yUE4dCIRYuXChLrV944QVmzJjBxRdfzMsvv0xzs9dZ6F3vepckMPGvxIODgySTSYolViDYuwaz\n+6olgDchdV2XURLhKxkYGKC5uVlWSa5atYqamhpOOukkrrvuOtkM5vHHH+fCCy/0CE6UUao7x/Wc\ngw0NDeSzOeLxuKR/F5qaMJ1Ew92GhgYymYzsdN02vXWP70kVe4/9IhSOPvpojj7aa7cVi8UOiWYw\nmqaV2fiFQoGamhry+bz0Edx2222ccsop3H///fT398vS6dmzZ6PrOv39/fz973+XD3VdXR0XXHAB\nO3bs4OGHH2bx4sUAzJgxg0AgQD6fL6NjGx4eJpfLjWlzP1n4J/94gsH/7+7gOA6hUEiaQolEAtd1\nCYVCBMwARx55JOBpEPF4HMMweM973sP3v/99AJ577jnWrl3LvHnzcBVXmg25fA5N06ipqWHYsmlp\naWHDhg0y7Oc3l0S+hEj4OtQ7lh+qOGwzGquooorxcdjWPgAy9g6jNQKBQEASrs6cOZPrr7+eSy65\nRLaQA7jvvvu4++67CQaDDA0Nye2ZTIYHHngAx3FYvHgx3/72twHPky/4C/11/IlEgmw2Kx1w4OuB\nOElUagvi2HsKkSMh+CVs2y6z9wWNva7r1NTUsHXrVubOmcsFF1wAwI9//GMef/xx5syZ45ki2qjD\nUeRspJMpWltbyxK8QqFQWSOc4eFhGhsb0TRNmmVVvLU4bIVCNpuVoTDwHvbh4WHi8bikTctkMhSL\nRdm/QTjiRIThqquu4vXXX+fll18GPIEyZ84cPvCBD3DuuefKBrOZTEbmMPhZmgT3QrFYLKNu21Ps\nyocwWfPBNE3ZbwGQpsTAwADxeFwKKtu2yefzvPTSS7S0tEih8Jvf/IZXXnlFFo8JoSDSn1VdRdN1\n6urqZKTDtm0CgYB09iaTybKaAhHtqeKtxWErFCo7QLuuS01NTZkHPhAISM6FfD4vveFPPPEERx11\nFJ/85CdxXVfyJYRCIWKxmCws8vd4KBQK2LYtV1zbthkaGpLkK8KnUCgUxp3Iu8qXnygrTwiL8b7r\nDx/quk4oEKSYLyD6mNlFi9RIkoBh4toOQTMgt6soPP3kU5x2yqmccNzxADRPa2L1G6vo2b6D2bO7\nsIpeOLEmGmFgoI+GhgYMXaelaRqpkQT5bMbLZFQV3BKFejHv8SIWcllM02TDurWAx6rd0NAghbZf\nQIkq1WrOwv7DYSsUJgsx2QKBgExG2rJlC0uWLCESiTAyMsLs2bOBcvXdbwKUkZCWYNs2PT09MhtU\nmDETPdy7qovYVZGNfxz+fH0/u5PjOKgoZZmaruvKYqVgMCidrMLBOjw8zLZt25g5cybgOV+ffPJJ\n1qxZw/z58+R1+cdgmgZtbW3Mnj0bTdMIBAJomkY8Hge8FGsRjREFWuBpEA0NDVJwClOvKggODKqO\nxiqqqKIMVU1hN1AUReYYiOKulpYWLyYP5T0PKc+SFCuZv32cWJ1t25ZNZPzdnkW7tsr9K98DKL76\nff+q6TcnNE0b97PxCoP8fAAi3VhUL4qCpubmZjZt2oRlWTzzzDO8rdSlubPUFm79+vVlxzUMg/r6\netlduqWlhWAwyOrVq5kxYwaKokgfjmhTZ5omxWJR3p/e3l46OzvHlJX7x1rVGvYfqkJhN8jn8wSD\nQZ5//nnWrvVs3BNPPJG2tjYSiYRsHguMqUishN93IFT5UMgjNRUxeX+Ewo/xHImqPn5ug9/XUDkO\nvzovJpmqqlgFj9NAfGYYBkNDQwwODsoSZ4BFixZx7733Mnv2bB577DE+85nPAF6Kt+u6JJNJCoWC\nTPQS90WMRRCxKIpCe3s769evl/cvGo1KBqhisSgF5bZt26RJAeVksXuTqFXFrlEVCruBoH5/7LHH\nWLduHQAf+tCHyui7ReRgPIIUKDEclzQIvz3snyz+Aibhjfcfo/K9d2BrTEmxOLafP8CvTfhDnmK7\nqqq4trefuBbRaVuMU+x76qmnct9996FpGhs2bGDTpk3AaGftfD5fdh9yuZyvbFsjFovR0dHBvHnz\nOPvss/nZz34mQ4/C+Sta9ImxbN++Hdu2ZbGYEApCs5ksk3MVk0NVKOwGNTU1JJNJnn/+eelsEym/\nIsToNw8E/KuZn7/Ab1o4jkMqlZIPPCCdbzA+BZt/u6t42oeIbPhNBl3X0TRtjFDw1/j7t9t4+QRi\nm2maOI5TVloOcMwxxzBnzhyp5j/33HMAkm/CT9gCo01rI5EIquqllQtau6OOOorm5mZpckybNk3W\nRgSDQel83bp1K4VCQQoNIQQmMrOq2DdUhcJu0NfXx89//vOypqmmaWLbtvTMi9yDyuShSi+5CE3C\nKLFIoVAoWxVVVZW5AuMKAn/oURvtzuwXQsKzLya230wApGZRpkFYdplvQzTajUajqKoqowkdHR2c\ndtppPPDAA9TW1vKXv/xFnjcej9PY2IiiKGUcE36TyTRNampqGBgYkCnl4v6J2gfROk6cc9OmTSST\nSZl+XtUMDiyqd7eKKqooQ1VT2A0eeeQRli5dytDQkFzRHnvsMa688krpfKu0cQUqV3f/CmoYBqFQ\nSKr6ws4XzsjxNITKJKWAEZTnLxaLZeaD0AT8ZoXYNpEj03VdOT7HcTAMg5qaGgzDkNcYDAaZP38+\nf/rTn1AURfpZvPyE+bS3t2OapiysikajchyqqmGaJg0NDaxcuRLDMGhqaipL3Mrn82SzWZqbm+U5\nBS+mZVlj7rH/3lexf3BY30k/QacgTBE2q6qqOI7D6tWrsW2bcDjMyMgIIyMjbNu2TfIWwmhzUtg1\nEadt20SjUTlRRFKTIBoRCUX+B9/PoSi2C2dhJpMhnU5LtVswK4OXxu03HcT5/RyQtm3LbaL3pdim\nKArTp08nFArJCIwwa84//3wikQibNm2it7eX3t5eZs6cieM4HHvssYDnqAyFQvLe+k2I+vp6BgcH\nqaur4xOf+ISssu3u7sY0TQzDoLe3V/JnGobBq6++Kh2NYvyFQmHCSE8Ve4/DVlOoDGX5J7V/JRIh\nOb+DS3BQ7unqJBx/As3NzaxZs0bSxIO3EqdSqTF+CT/pqmztlvf4CYRjT3xHRA2SySSRSKQsylBJ\n2CruxeDgIKFQSKZh5/N5mpubaW9vL6NpA89ZeOKJJ/L888/Le9HX18e1117L7Nmzy6IsQjB5Y/PO\nH4/HyWQybNy4kYsvvphLL70UgHvuuYdsNks4HC4TusWiLYum/M5F8bk/1FvFvmOfhEI6neb73/8+\n3d3dKIrCxz/+cVpbW7njjjvo6+uTJCv+wqOpBL9QEGE3fyTAsiz6+vrkJBP7i4lQKBRkVeFkz+cX\nPh0dHZICTZgm2WxW9lGodAaK74lxRKNRYrEYiURChg5htNuxoDcbL6xZaUKIKIO49lwuR1dXF6qq\nyuazYntTUxOXXXYZjzzyiKTbKxaLnH322RiGQT6flfdFqPzetXjX0dbWRiqVYtmyZZxxxhmSDfyJ\nJ55g5cqVZDIZFEWRY8rn8/T09JBOp6XQ8t8Tv0CsYt+xT0Lhnnvu4dhjj+Wzn/0slmWRz+d54IEH\nWLhwIZdeeinLli1j2bJlXHnllftrvAcM44UBBYW7aDEnViahRgtVe7Kr1MjISFnyjvDUx+NxKSxy\nuRyWZY0phxb/+vMMLMfLikwmk2Vch+FwmGKxSCAQGFMXMdHk0VWt7Ly2bdPe3g5QRgIjbPjBwUHa\n2trYsWMHALNmzZLRGb/A8edhiGG0trZiWRZ1dXU8/fTT9Pb2Al5NSSwWk2aCEJSBQID+/n5GRkZk\nN69dXUsV+4a99ilkMhlWrVol2YV0XScSiRwyfR+qqKKK8aG4eyluN2/ezA9+8APa29vZsmULXV1d\nXHPNNXzsYx/jpz/9KeBJ8g996EPybz8q+z681VK/sqzY75n3t2Pv7u6WpCBiBZw+fTqNjY0V9vLk\nzyvOl0gk2LFjxxhC1119r3KbsN8dZ5TwXS1dh6brOI4Npf4JSul/iuinIA+p4Pq6Wgm0tbVRU1Mz\nJgFqZGSEHTt2yBwJ8LSn9vb2kpnh+nwKlXUJLq4L69evo1i0Smab90kul8MslWi7roOqjppDuq7T\n2to6puS9isljsvUhe20+2LbNpk2buPbaa5kzZw733HPPmBZxE5X0wtTo+zDewyWYggCeeuopvvGN\nb1AsFhkaGpKJRx/96Ef53Oc+t8fOLb9fQqTz/uY3v+Evf/mL5GQQzVz96ctif8dxZIYgQDgaIZvN\nStp0sa9hGNI34Z9E/shIZWKUqRukUilZ+HT++efzuc99DsMwypihXnrpJb785S/zt7/9jfPPP59j\njjkG8Cb01VdfTWtrK6FQANGRxhu3Wwq7gmV5PTZvueUbLF26lK6uLtl2ULBie8LBlH020uksxWKR\nW2+9lTPPPHNM2rY/g7KKfcde38mGhgYaGhqYM2cO4OXEL1u27JDp+yC4A8o4BSoIVLdu3Uo6nZbs\nQGLfN998k3w+TzQa3SPPtwh7AvKh//jHP84555xDT08P4D3oonO1XwCIv4vFotQsUpk0mUyGhx9+\nmO7ubunr6Ozs5KyzzqJQKJBOp8tISQQFnf/YruuiKaps8gpwySWXMHPmTEmFLxrkfP7zn+fFF1/k\n3HPP5frrr+e4444DvOhDZ2dn6UodKUBFlqS41+J+dXR0sGDBAnRdlwJRhBdramoIBAJyfNOmTWPj\nxo1kMhnpuARkJ+9qheT+xV4LhXg8TkNDA9u3b6e1tZUVK1bQ3t5Oe3v7IdH3odL77icfEZ8NDQ2h\naRqhUAjDMOTDmEwmy6IIk4W/GYxoQ19XV8fpp58ut1cmL+3K0ajpOomRBK+88gqbN2+WGs6iRYv4\n+n98naJVHLOCTlRgtXNHD21tbWWdqkTUZWBggNtuuw2AFStWcNppp3HddddxxhlnyP39q308Xs5g\nNXqvXemcbWxspKfHO+esWbMAOOecc4jH40Sj0bIen2vXrpcCyzCMMTT41UrJ/Yt90rmuvfZa7rrr\nLizLoqmpieuuuw7XdQ+Jvg9VVFHF+NgnodDZ2Tluc9hDpe+DX1sQJCCqqkrVV6xIiUSCaDQqy4T3\nNizmX+G0Ult2sXL64a+knCjdGcDO54mEwlx4/gU89+xfmdXRCcBVV1xJLlvKFahw9Akno+u6shGt\n67pMnz6dVColc0qEmRIOh/ne977HH//4RwAWLFjAl770JU477TQGBgZkkZJhGGQyGdk6LxAQfAoq\niqKRTmeJRCLEYrVkMhkWLDiGYDBMIBCiWPSud/Hi81i+fDn33/8rpk+fLsdy5JFH8p73vIfZs2eP\n4YjIZrOEQqFJ/w5VU2P3OKy9M2WTxfdemAYi5388GnjxYO6Js9Hv2Z8MD8B47Ej+7aI+IRAISFYj\n8JrPhEKhMvt7MmPzX4sQCD//+c/505/+JNmRlixZwpw5c6RQEyYLjGYbVpaS+7txi7+PPPJIPvCB\nD5BMJmX9xCc/+UnWr19PNpuVDNoAa9eupba2lpNPPpnm5mZZVxGJRGRS1WSvs2pm7B6HrVConGAi\ntOjPOhS5+2K7mADC5hXfmywq953ou5VjE/CPBUY1inTacziKiSva1fkjKZOBruuydNowDLq7u/nJ\nT37C66+/zkc/+lEALrvsMgzDIJ1OlxVXCZJXUdwlxlgsFsuiUOl0Gk3TaGlp4Qtf+ALXXXed1MD6\n+/vp6OhgZGQEVVWlnyKTybB+/XpefPFF5s0bJYVVVZVIJEIqlZr0dY7HfVFFOQ5boVAJ4WD0d14O\nBoOy1sAf9gqHw2iaVpbjPxnsqepaqclUrnLiAe/r6yObzZap8rBnbehF52s/t8H999/PqlWrOPro\no7n66qsB7z5t27ZNEqGI6xdaydDQUJkwyuVyMt26paWF7u5uVFWlvb2d119/nRUrVshjTJs2TdZZ\n5PN5ydEYiUQoFov09PQwMjIij23btjT1/Lkeu0JVKOweh61QGG8VrtwmuALFhBSrogiFiSq9yaqk\n+9vu9VdE6rouNQUYDblOttuUmFTCjl+3bh3/+7//i2EYXH755bKXJHjhaEHA6ieYMQxDhjv9qeCi\nyhI8KvhisUg0GqVQKBCLxSSVezweZ2hoiNraWpqammSnrq1bt3Laaadx3HHHEYlEpNAW5eLCN1PF\n/sFhXTpdRRVVjMVhrSlUViGOl7IsKNdE4hCMxt331GlVRqW2m9j6ZLQF4QQVCT9+PkVB8zZZiLZx\nAg899BBvvvkmCxYs4Mwzz2RwcFBeQzAYlA4+f6Wi+Nw/dj9lvaqq0uk4PDzMCSecwIUXXsivf/1r\nwPM3FAoFTjjhBI444gi2bNkCeHkhH/vYxzjnnHPKUq5DoZD0X0zW4Vt1NO4eh7VQEGQiArKGwJfl\nGAgEiMfjpNNpqc7uSQPYvcV4D28leYugPQ+FQpKsRUBc32Qni/CdiL6YDzzwAPF4nIsuuoj6+voy\nGna/8PELHuGkrWyZZ5qm9FkAMi07FArxla98hfPPPx+Ahx9+mJ6eHk4++WSamppkUte0adM4+eST\ngdHwsP+cuVyuLDFsV6iGJHePw1YoQHkPBP/k8QuFWCxGfX09mqZJJ9XePljj+TEmGtdkPjcMA03T\niEQiuK5LKpWS4xYr+WQFmOu6GIbBE088AcCrr77KwoULufDCC8uawYjy6nw+P4bOXYRIdV2XfSwC\ngQDBYJB0Ok00GiWdTstQby6XIxwOc8IJJwBeDkQ0GuWNN95gw4YNXHTRRWVjHBwcJBgMyt9KjEVw\nR1Sxf3DYCgXhGBMroGhgoqoqv/3tbwF48sknSSQSDA8PyyanAL/97W9paWnhmmuuAUaddH7Ptr95\nid8xVtkPEcaq3LviP/A7RIU5097eTiwWkwVFYjzCESpWUfG9Sk+9OP/q1av51a9+BXjU9tdddx2a\nptHU1CR5E5LJpMyNEC/wzA//ZPWToYgW937W6kgkIsflb3Trui7z589n/vz5Y65dkNv4uSjHu39V\n7BsOW6EgICay6OFg27Ys/lmxYoXs62DbtlTPBwYGWLNmjYzLi4faX5eg63rZJBQsTZUTXhCr+mng\nJ/uAi4SjWCxGLpeTRVXDw8M0NTXJCSg0CNu2qampkeMVSUCiYOnOO+9k8+bNAPzTP/0Tp556KpFI\nhG3btklzoKOjQ55X9JaAyWtPk1Xzqzh4qEYfqqiiijIctpqCiOP7G6WI0l6R1ZdOpzFNk0AgQCwW\nk+ZDIpFgYGBAdngSqrJIZqp07vm1iUr4mZr3FEKNbm9vp7W1Vfa63Lx5s4zzT5s2rcwxJ4hR/NqJ\nrus88cQT/OIXv2DevHkA/Mu//AtdXV3k83lyuZykZttV5mAlr2QVhyYOW6HgZ0ASEN2ZRGZgfX09\nhUKBbDYr2Y5htMOSXxiIY/rtfeGvUBRFUpdXjmFfWIgFffrcuXM56aST+NGPfgTA73//e0444QTJ\naSFscUELH4vF0DRNmg8vvfQS//mf/0kgEGDJkiWAR6XnOA66rtPc3CyFgSinHi/ZqzJNvBL+snTx\ndxVTD4etUKgkahWRCMFuBMgeCZX5+6IiEDy7XKzE/gdeeOFhVABV9pccj9tgT2Luwv8Qj8d5+9vf\nLrt1a/wAACAASURBVB2k9957L52dnVx99dVjSG6i0SiappHJZPj5z38OwPe+9z1ee+01PvKRj/DP\n//zPcr+RkRFCoZCknRfX5Yd/Yle2yZtozJXXXMXUwmErFIT54C+IAsqEgkjPdV2X+vp6OSFE7YNl\nWcRisbIJLVJv/d54YEwsvXJC+MOgkxUKYiUHWLx4MV/60pcA+PrXv86nP/1pXn31Va644gqpKdTW\nemXLr776Ko899pjsA7lp0yauvvpqPvGJT0gKNCHA/HT3QFlUwY+qyfCPg30SCg899BBPPPEEiqIw\nY8YMrrvuOgqFwiHR96GSRs1vXwtVORAISM7EYrEo1W2hVQwMDDBt2jRZlBMMBuUk9WcU+vMh/KZG\nLpeTyT7jhSp3B0VRZGSjqalJVjJms1nuvvtufv3rX7Ns2TJZNTl9+nQpFAYGBpg9ezYAV1xxBZ/9\n7GfHVCD6e1rE4/Gyc1cmUk1m1a/M4qwKkqmJvTbqBgcHeeSRR7j11lu5/fbbcRyH5557jmXLlrFw\n4ULuuusuFi5cOIbMtYoqqpja2CdNwd/Pr1AoUFdXxwMPPMDNN98MeM6qm2++eUo2gxE5A35i1Mp6\nCE3TJE+AaMku0N3dzV133UV/f780C4499li5+lqWJaMVgkUolUpJrSIajTI8PCwbzYpj7InjUfgG\noNzsuOGGG7jooov44Q9/yNNPPy3rFrq7u9F1na6uLq688kre8573AEiSV3/Dm1gsJh2qiURijKaw\nK+xK25lMY5oqDi72WijU19dz8cUX8/GPfxzTNFm0aBGLFi0ikUhIGzYej8t016kGRVHK6McA6akX\nJcjJZBLTNFFVtaz8V3y2bNky0um0fLgfeughmRWZzWblfTj//PN55zvfyZYtW2S48x3veAc//OEP\naWho4JOf/KTcDqOZfX7npuM4JJNJWZAESAp3AX9G4dy5c/mv//ovyX0Aoz6ShoYG4vF4WbdnQQsn\nfAjC/FEUhZqamnEn8O7SsKs4NLHXQiGVSrF8+XK++93vEg6H+da3vsUzzzxTts+u+j5UNoM5GKh0\nmonGJxdeeCEAJ5xwguRU8BdKQXlV5USMy2LSiW7QLS0tcp+6ujqWLFkiHZn++L+/L4P//gkBtju/\ngz+y0tnZOYbncbwajMo8ionqNKoT/h8fey0UVqxYQVNTkwx5nXLKKZJLbzJ9Hw52MxjRI9JPwCoE\nwP333w94lYKFQoFEIiErJgHZMcq2bTKZjKwaLBQKkoHI7zwUdOWC0h3gZz/7GV/60pc49thjZdMV\ngfFSnUURkqZpZeMYT+j6nYD+jlfCPBKkrH4hMVH6cdUZePhhrx2NjY2NrFu3jnw+j+u6rFixgra2\nNk488USefvppgCnd96GKKqoYH3utKcyZM4dTTz2VG2+8EU3T6Ozs5LzzziOXyx0SfR/8RK1+GIYh\nnWrFYpFQKMTw8DCpVEom8AhtQPgb/B2LAoEAlmXR09MjtZAzzjiDd73rXbLzEUBTUxPXXnstdXV1\nY2jNxoOf2GVP7Pt8Pi+1EH8LOH+Oxq60gaq5cPhhrxvM7m+81cMQJKX+CkcxjsceewyAL3zhCzQ1\nNbF9+3aZowBIH0Nly3Sh3kciEcLhMHPnzgXg8ssv57LLLpNkIzBqImRL/RmEwAmHw5KnQNO0MUlV\nqqqWmRoTTWxxP3flf9jdPd8T4VPF1Mdkf7vDNqMRRhvAgDdJBd+BKAo6/vjjefzxx+nv75deeBi1\nzfP5fJnH/qijjmL+/PnMmTOH+fPns3DhQsArN9Z1XXr5AenZDwQCZLNZ6X+YqHhK0JD5C64qyUr9\nzkD/AyAEnvAjiHP7/Q67YjmuJhwdXjishYJ/8gnmoUKhIBuRXH311WSzWd58801SqZQsiBJVk42N\njUSj0bJOzYJCTHAlCKTTacLhsIwy+CckjKYTC+eh3ykotvv5Dv3YXaRAaAu7qnDcFXNRtXDp8MJh\naz6IPg7+piWmacr0bPAmSjabZfv27RQKBakpGIaBaZpjOiQVCgWSySTJZFLWVsBoOrLgJQRobW1l\n3bp1MjIhIhipVKqse5QYn67rRKNRamtr5XErtY7xMB7b03jh1Ursziyp4tDDpMl7DvA4qqiiikMM\nh62msD8x2UYk4zFHjwexsvsrNoVPQTTBBU8z8XdLqvz+eL0k/aZFJZdEFf/YqDoa30Ls7YTa1Y+U\ny+WkI1KgUCiUOjp72/zdqfyTXJgflR2iJiKHraIKP6qawn7AgZhgYjJXUqjvioTFH2UQrE7VyV+F\nwGSfhapQ2A+Y7M2e7DX6m9kKSjfHcaQzUpgUuq6XvRcQZsd4NQ0TjflQvv9VTA5V8+EQhj9y4Q9V\nivyDylCqqG/wk9D6Q58TTfiqFlHFeKh6l6qooooyVM2HtxCVuQG7WsEFXVylE9Nf9eiHSHKC8kY0\n/pwEvyPSnwtRObYq/jFRNR+mICYKD44HwzBIp9OSMzEUChGJRCgUCvT29gLeRG5ubiYYDKKqapn/\nQVVVLMvCNM0x2ZN+LojdjaOKww9VobAfsL8nlcg/SKVSsgt0TU0Nxx9/POl0mtdeew3wsh+PPfZY\n5s2bV5YCLXIZ/GQtUK4NVDWDKibCP5xQUCgl51gWSmmSpJJJoqUGL4mRBLW1tXJ/2/VWT/8q6gra\nd0UFiji4KI6LpoqioRJpiZhXpX+LRTB0/n97bx5kx13e/X56Pfs6M2cWjUaj1dZmvEjCEnjDGOGQ\nxZhcvwkhBEKFIpgkQMhSuanUmyIJuRACoRLeunW5NxDnrQr8YcFrCDh58UawQbIs2UKybEtotIxm\nRrOefenT3fePPr/f6XM0smV5mfG4v1VTM9OnT5/uPv17fs/veb7P9wEFHNtFOgaKArZNU9dQfEdw\ncVFwgTaXoGk3sR2LWr1Bf38f8/PzAESjcZymSzbdw/at1wLwvx96kJGREY4cOcKzzz7bwWnIZrM0\nm03Onz8vry0cDnPVVVexadOmi+jZpmniOA7lchlANsQpFArEYrEOQpQwPqIvBrTLskUwVBgdIUgj\neBMCgowVYPlhxRkFAUXToDVL+isAhQSbjNgrrYi95uMDdB1LRWUxfpLgBYnX/IWGtVoNTfMe+lA4\nDJqC6nr2wYPbGlRNFKXdVckvGgvINGQu10s0FqFSrnP48GEAtm/fjq7rlEqlDlKT67rMzMxw7tw5\nbrzxRs6fPw94EnD5fJ5IJEK5XJb3Qiw1dF2XxkBUVIp6D39pt7wvvopNf8Mbf0xDGALhsSzGvwiw\nvPCSRuGrX/0qTz31FKlUii9+8YuA94BcqrfDvn37eOihh1BVlQ9/+MNce+21r+0VBAgQ4FXFSxqF\nW2+9lXe/+9380z/9k9wmejvcddddfPvb3+bb3/42H/jABzh37hyPP/44f//3f8/8/Dyf/exn+Yd/\n+IelmRVcb1pWupq3CrKPiPCL5YM/6CaWD4qi4GKhKCqq2/YMQEVVdDTF8yBah/RUjnQdM6QRjUXa\n5+I0KRYKxDNZ3wkqGLqGi4ptW6gtr0JDRQuHmJubJxZNSBWoSqXCkZ8dpVapyxl+8+bNmKZJLBZj\n9erVcpYX11av1+np6ZFLgmQyycLCguxzKY4jlg9C8EVeZeu+CYl7aC8HxD3rzmD4pfKhLSajKIrU\ntRRsyyCusTzxkkZhy5YtMtotcODAgUV7Oxw4cIA9e/ZgGAa5XI6BgQFOnDghFYheT7iO4y0h8B7u\nUks5ycHtlEVf5L3+5YOLg4LqRRHkEqNV1mxDtWoRiXjrBl1vDyir0UA3WksCVSWRTtN02gPK0HRQ\nQMVF1TRcOoOAmqYRDpu89a2exmW9bnHmzDmisRjrW70lhCu/Zs0aRkdH5fsVRSEajbJ69Wp6enpk\nKbhhGK1ljSZ7UviPI3pSeNfSfjT8QjL+Mu3uegtRsCX6gYjtolzcv1+A5YsriilcqrfD3NwcGzdu\nlPtls1nZiOT1huKTX9da2okARqhTaMRpeQqlUom5uTmmpqa4MDMDeL0dNN3rLt2T7iGXywEwOLiK\naCSKqoJpGszPewYnHA5LA2HbNvWGl06MR8KgaahAs+nxCRxFxXbqaJraWms32+fkgGF4X43oBxGJ\nxNiyZQuaqiAmWKvptZVPpVLSO4B2MDCXy+E4jhyUIhgovr+FhQW5XZy/mPmFgnUsFqPZbMqJIZFI\nXDTzQ1sNW+g/inMR/SSEx+DXsAiwPPGKA41Xavlfq74PbmuQK6oX33ccG1XV0I22FmOj0ZAPtCD9\nNBoNdFUj19dHT7ZHHktWHGqaHDz1ag0Vb1ZUUEilRddp26s5UBXMsElYbXkkrveaqmmEw5HWsUFR\nRLWjgquFkC+0fjkOJBJepsS7x6373PolNCIF/GIqfnEWcY2O43Q0kBHLDb8rLwa5CDA6jkM8Hu9o\nmtOx1PKlO/2KUf5liIBfuCUwDMsXV2QULtXbIZvNMjs7K/ebm5uT3Za68Vr1fbAb3gDQQyFc26Fe\nrxOJRrGbrRlNgfHxcUqlEoVCgfOTE4DXUm18fJzp6WkWCgXAMxShsEYkEiGTzDA4OAjA5s1b2bpl\nO4MDAxh6SA6yYqkIjksoZGCYGqFw2yupV4tE4gnfmapYjYqXATHbixjbsVuzvoOiqLiON5BM09eX\nwRW/XKnW3O3uq6qKbduYpinTmiI+IdKRonOUv3O22BaLxRBNcC/VaRroMCb+qszuuMNiBVjBMmJ5\n4oqMgujtcNddd3X0dtixYwdf+cpX+MVf/EXm5+eZmJiQvRVfL8iy4lYBka7rFAsFnnjiCQDyxQJn\nz57l/PnzLCwsMHlhCoCZmRm53o60BoEnve51epqfn6dUqrT2nePECz8nk06jqQZHjx0BYGxsjFIh\nz9CqAXbt2sEtt9wMwOarriIcNpm+MCWXXboRxgwJN1vBbQ2ieq0KqITCYXTNRMQv5ubmKRRKpJIZ\nMhkRUOwUcRWuv6ZpUpS2Wq1y8OBBwPMgdu/eLXtkiu1r164llUoxOTnJ0aNHASQh6tSpU7zlLW+R\nLeqFpyW8AX83KrG9XC7LiUIwKv38BrF/YBSWJ17SKHz5y1/m2LFjFItFPvaxj3HPPfdw1113Ldrb\nYfXq1ezevZtPf/rTqKrKRz7ykdc98yAIS/VKBSMUwjBNzpw5I7s+TV6Yknn5er1OueoN9Gq1Kt3s\nSosurGkaTbvG0NAwg7l+uXzI5/NMX5ilWCiQz+ely91o1AgZJufPn+cHP/gBBw7sB6CvJ4Omaezd\nu1cGXVePbsSxGlj1OlbdkZ+Zzxdb/SZiHH76CI8+6rXim5leYPfut3HnnXeSSnlGwaXNCajVah10\n5mazSTqdJhKJyNn/7Nmz7N27l3q9jqIo/PSnP/XuVb3O3r17MU1TsiXPnDkj+1f6lw4HDhygXC5j\n2zbxeFx6Ec1mk1KpRKVSYWRkRN4rv1EQy5QX05QMsPR4SaPwyU9+ctHtf/EXf7Ho9rvvvpu77777\nlZ3VqwChOqS2HsRjx44BkMqkKZfLzM/Pe+t/rS2QKqTORfZhbm4Ow1SYnZ3FqtVxXe9BbjQa4KqE\nQ97SQaT8bNsmkgqRTMYpFPI8/YxHUY5HwqTTaUxDIxb1lgGrVq/jyQM/5ZmfHWHr1q2MjIwA8F//\n9RjlcpVMpof7932HhQUviBuPJXn00UcplUp87HfvBcA0PGUmoRT90EMPAbB//34+85nPyCCf6C79\nwAMPyDZ3DzzwgKyrEDO4ZVlykN96661MTk6yf/9+xsbGWL9+PQBPPvkkw8PDshu38DaGhoao1WrE\n43F+8pOfcOedd3r3O5XylnCtYKeiKLJTeWAYlidWLKMRvIFuNRoyswBg2Z6qcjf1tqOhqy9IZ9ve\nDNisN1DVdm2BaYRxHIdarcbMjBeZr9er2M0ahjFEtVYm2jIAw8NDXH311dxwzbX89PEfAzC0egMP\nPPC/6Onp4eiRI0xPe8ewrQa33nozDz/8KI1GTRqL7z7w71i2A4oiB/+v/PIvdAQRV69eDcDhw4dp\nNpuEw2EqlYqMIYTDYWq1GtFolMHBQZmqrNfrHDt2TDazAc9LEh6HeA/AyMgI/f390rgIL2RgYIBG\no0EsFsM0zQ7m42IIGI3LFyvWKGi6jqYo2LYtH2wA3fR6O4Ras7xIUQoj4bqurE9IJBKomjeDet2k\nvFfC4bDX3KVep1jMS7c9Ho9L+fd6vUom42UOTNPEMHR+9Nij0ji99799kP/2f7yPNWvW8MiPHkOw\nI0ZHR9l81SYKhRL//u8/4OTJk4AXALRdrz/nyMgoAL/8S95sHIvFcF1XzsZzc3OcPXuWdevWYZqm\n7G51+vRpTNNkz5497NixQ9aAOI7DzMwMQ0ND9Pb2At41K4rCtddeSy6Xk4N469atpNNp2QdDeBb9\n/f1YlkU47HlFwii8WHl4kIFYngjMdYAAATqw8jwFMfsoCrSIS5qmSbfYNE20FucgFouh6t52oZ7c\nbDZRW0uKRCKBYXqReqvW7jsZj8dRFZ1yqUSxWJT5/oGBHNVKkXxhnkqlwq5dO7ztuT5isQjDuc1y\ndkwmEgznrqJaqxExDdasW+ttT2V45JFHeOZnR1uf7y1B6vU6lu2wami1LE4SHo93uW3m4PDwsAw8\n6rouXXzTNCmXy9TrdUKhUAfRrLe3l0wmIz2CQqFAOp2WsQSBoaEhIpEI0WiUcDgsPz+VSskMg+cZ\ntUlclxKaDbA8seKMQrNFr1VVFdVXtigedsMwvLSjEC1pttuyNZtNLMvCaO0bi8XQDU/v0I240iiE\nw2Gsho2ieFF1kQ0YWjXA+XNN5uZniEbDvPOO2wHYvGmjF7GvVJia8lKgruty6NBBxsfHGTtzmpNj\npwA4ePAQ9UaTM+fGsSyb/oFhAN79C3dy7Nhxcrmc7FEpBuTCwgLpdFq6/u973/sIhUIYhkGpVJJp\n0DvuuEMaxUajIanI8Xicnp4eisWijD9EIhGSySSNRoN6vS4Nn7hXIkjop4yLNnfRaFTyFBzHucgo\niJ4XQaBxeWLFGYXF1Iv9AUXBAkyn08TjcQqlotxHaAqIwZbJZAhHTJqWQ7PFghSo1yxZHOQfAF4j\n2RrhsCln9KmpKc6cHaM4eYHjLzwPwPYdt/LXn/0rpqYvkEgl5YxcLBb42dFnWbN2A7Vag7GxMQD2\nvO1mQCUaiUsPRMzM3UG7XC4nWZv+Ablq1SrAG7ylUkmmUsU1CMYjtJmNIn0pIAa+iAn4A7XiGJqm\nyfd3y76Je72YsQiwPLDijAKLPGiCkw/Ige/VKUSo1Kqtt2ky4i4GRjweR9WgadWo1+uyDsF1XRr1\npnywx8fHAbCadRTXpVarUSzm+Z//8z4AImaI8fNnaeaLsibg45+q8syRp0mmUgwNDcmA3Z633wyK\nRv/gMNu3v4XTZzwthJ+fOsPVV1/N2992M0OrPe/BsiwcxyGZTOK6rlwmGIYhB7OfpyCMo183QaBc\nLneIz4gelOFwWDbeFccWx/IPeGEQxd/tr0Pr0JwU732xhrYBlhYrzygIOF76Tsxgft69eEjFcgHa\nLda6i3wuTM1SKBTIz8/LfSORCKbhZSA8wRLP25iamiKTThCPx6lU4PnnPa8g3kpN6rTdbTHj7ty5\nk2uuuUZSq3t7e/mDP/gDStUauhZix87dAPTl+hkaHGFhoUAy7bEFNbylg2maNJvNDjqy2AbtgSx+\niwEq7kmz2SSRSHRUN4pBX6lUSKVSHfLx4n76RWT94irCkxD7+z9TGNJg6bB8EWQfAgQI0IEV5ym0\nSIdYro3aqg1wVCjXW6rI1QqGYbBQyFOpVeWMFY1GqVarXkygxWk4eOAAlUpFagSI5YMg7miahhkO\nyaKqXC5HpebJv/Xm1kpuhGVZ5HI5NK29Po8lUnzk9/7Im93DYdat8mIKTSXE6rUbJefBHyBtWAuE\nwja4Xqyi3jBkkZOoZ4B2AFIUM/nX/WLf7v8Fcctf3Sjk2Lpb1XVLsEGn7Fp3jYP/nAQXJCAvLV+s\nOKPgh183ULjFtVrNyzC01snioRXReL+OoAicCb1Csa9lWVSrVUliWrvWSyfOzs5SLpeJx+Ok02nW\nrVsHeMG68fFx1o62WYThcISrr9rC6Ogoa9eulQVEYmD7o/oAumqiq+AarhSnVU2T8fFxVFVlYGBA\nDrxKpYKu68Tj8YAgFOBlY8UaBf8sZtu2HGzlclnOiP6Al2VZFxXrCKPgj9KDtz4WablEIiGDduVy\nWb5/dnZWRvtHR0fRdZ2ZmfOy3gAF3va2tzG8aphqrSo/I5VMtVSevXOoN7zzrtaqlFq8CIHxczOM\nj4/T19dHMpmUMQWlxeQMEOBKsGKNQnePAxF0q9frctbv7ugs1Im7g2f1er0juu7VRNjyR7jwQu5s\nZmaG+fl5SVEOhUL09/ezbu0w119/PSC0DeKAiq6bbbEXy6veTLS0F3Tdy4TUajVKpQqzs/PSOGUy\nGaLRKL29vR1BxkgkgmVZVCqVDim0AAEuB28Ko9C9XcQHBJEJ2nLl/m1+efhGoyGNgsjDiyyGmP0z\nGa9Eenh4GNd1pbjJ+Pg4/f39/Or7PiS1JyLhCODN5oZuYttCFq7M7OwsTs5bz2utIqxYNE5/v0oq\nlZbLhFi0nUKE9tJDpGADHkCAK0EQ7QkQIEAHrqjvw3333cfBgwfRdZ3+/n4+/vGPS/f1jdL3obtp\nCbTVgAR5SbAFdV2nWq126B6K/V3XZWLCyz4ItaNYLEZvb6903VOpFDt27GDvu+6Un2VZFs8+ewxN\n0yiXy8y0xGIBtm3bhqroNK02D0DTNEJmhGikLXgCnjiMkGMT1yKIR36txgABLhdX1Pfhmmuu4f3v\nfz+apvGv//qv7Nu3b/n1ffBhsYyC3iqU8scPxD7CPY9GoxiGQSQSoVgsSjEVsazoZkDGYjGi0Sim\naaLruiw4uvXWW9mzew8zMzOypNi2bR588D/ZsGEDb3/727nmGs941mo1QqEQoVColTXxYiGa5rbI\nRc2OOIGoZRB/QzsQ2p1KDBDgcnBFfR/e8pa3yL83bdrET37yE4Bl1fdB9ibg4iarIpcuDAN0GgX/\nINd98vBizS6Ug0TaUIibrF+/nr1797J9+3Zct91fwjRMavWaLFgCbza/555fY2RkNYoClYrHaUgm\n0614hYrrOmiaoGeL/o1OR7s6wSwUDE1o93Hwi6YECHC5eMWBxoceeog9e/YAy6vvg6EbNO0muqZ3\nSJjHYjEZ6ffTcf1yYWLw12o1wuGw5Cn4acKDg4PMzc3R19cnVZ7f9773cc32a3yKzN4gLRQLRCIR\nbLvtyuu6zvDwMI7TSe4RSxjHcbvUkb1qcE27uLgIPEPmbxrrP+blIFhmBBB4RUbh/vvvR9M0brrp\nppf93teq74MfmurNkluu3syjjzwCeMaiu6uR+Fv8Fs1mNbW9Lu/gK7gOITPkVSkabU9C9IvQWk1r\nDa2VrYjGUFWFbrb/pVdVQV1AgKXDFRuFRx55hIMHD/IXf/EXckAth74Pov2agoLt2OiazrHjz3Lr\nrbcCXsFRvV6XbL/uQKOqqjJoGo/HiUaj1Ov1jrX7wsICqqqSTCbZunUr73nPe7xj7/bYio2mhWmY\nbUal1UDTTFxfYaBPCvLia1hE/lz8+3LriAIPIMDLxRUZhcOHD/Od73yHv/zLv+xwUZdD3wcxm3dH\n3v1NS0T8wC8WIkqnRawBPK+hUChIoyDW6qLs+j3veQ+7du2SMRbTaBONRPcocS7e8TrP9VIDfLEK\nwqCoMMDrBcV9ianE3/chlUpxzz33sG/fPprNpuwHsHHjRj760Y8C3pLi4YcfRlVVPvShD3Hddddd\n1om8WjOa6CItejsYusHBpw5KT6Gvr49GoyHjBH41JVGAJDwCwzBagq16hyZDf38/69at4/d+7/cY\nXTPa8fmVagXbtiUjEcBqerELsZx4tXA59+xyS5QDj2Ll43KfhZc0Cq8XXrXT8F241bQwdIOnDj0l\nlyoDAwMdHAURnBO/RT8DcU6macq6ApFNEHqGH/7wh7n6qqtpWO0Oy8LQqEo7YGA7Xvcm9VWOFQRG\nIcDLweU+CyuW5tyNbo3GWCwmJdjAMwpCZFRkDRRFobe3l3A4TDgc7ig4Gh8f5+DBg2zcuLGjVFgY\nA8d1OpYy3lLCrzakAJc/EBcbtKI5zYshEDMJ8HIR0JwDBAjQgRXnKbhcHFz0/y0CjHNzc4sKukJb\ny0AoGodCXvpRaDKIYOXzzz/PwsKCTEXajo2reOlLQTUGL7XZtJvoqn/WvrSnIIlXi5y//29FeWli\n0uVqIQYeRQCBFecp+LMLfgh6s2VZskJSZChEx2S/BmMkEiGdTlMoFGSsoFwuS6pzNptlcnKSn/3s\nZziug+M6kl4MrUpF3cDQ2zLzKI7vx+36v/3jYuNiX/Jvue0y4FdqfrGfAAEEVpxRENBUTc7skUiE\narVKtVolGo3KugBVVS/60XVdGop6vU48GqNWqaK4YOoGpm5QLVeYnrqArmo8+vAjOE0bp2kTNkMY\nmi7/V6D944LrKPIHV+n43//j2ICrUipWUBUdVdFp1L2elpqqceTIEY4cOcITTzwBINOmTz75JE8+\n+aQ0YH5PCNpFYP60K3gxj/n5earVqiR0NRoNmbIVwjRiu/jbsiypWCW2CY7F5fx0x0n8ZDJoU9ID\nvL5YccsHEVB0aROAisWinA3n5uYwDINqtdpRECUeSFVVJc1ZVVWMFk3aX4UojEqxWETXddngRbR+\nX8wV9z7n8mZkseyIx+MdhVwhM8LMzBw//N8PA3DDDTsl2eqHP/whp0+fBjylp3g8zqFDh6jX6+Ry\nOcALpkYiEcbGxrxra6VYV61aRSKRkEZUfl6Lg+Kvn/DTsQ3DWIRkdeU9IgMDsDyw8oyCLxWo6zqO\n68mWi/oMwzAIhUJSatxvFMR7xINvmibxaOwi8RWxRDEMg3A4LCXSRNNaUT3pp1P7fwtcah3vJ4lj\n6QAAIABJREFUicWGJPMSIBqNU61WicUS7Nz5VsATb7Esi1qtJhWfxHELhQL79+8nHA5z6tSp1jGi\nlEolVFXtaDv/wgsv8N73vlcKzYprBGQVqDBO4r3i+rsLyoTHdTl4qThGEOdYGqzY5UOAAAGuDCvO\nU8gX8oA3K6qqiqqovO1tb+O73/0u4MUXXNdFv0x2YaNev0i7EdpLCEVRmJycBLyshRBuXbThidLF\nU1jUW1aJRr1lg3DvBWo1b+3e3+9VZZZKJc6cOcNzzz2HqqpMT0/L7bVajTVr1tDT08PZs2cB5N+3\n3XYbp06dktWdx48fp9lsdpyvX2fCMAzJ3RDLju5z8zfxvVy8VMwg8BSWBivOKAhlZVVRsR2bcqWM\n67rEY23FItuxZXmzP/23WCRexBJc1+3ojyi2NZtN+vv75Xa/m/2SD7XigLu4s+YNvhCNutM6D5VM\nOsX09Dxjp7xBnkwmWVhYIJFIsHv3bqnXMDQ0xLlz5xgeHiaRSMgBPjw8TD6fZ2BggFKpJNWmLcuS\nfSkFIpFIxxJIXHuz2ZQpW/E+4CJ17EUvtyvesFjqtfu1AK8/VizNWWgpQMsItB5q27ZboqmXfWId\nQibeRyhyVmw2m5IVKTIWgurcPZs6br19mhi4NFufoeJfydXrljfA7PaMHQp5n2dZUCp5vSEz2Sjz\n8/O4rksmk5E9I6PRaIdMvb/pi9CI6G75JuIQYt9MJiOvV8jRiWP4xWz9rE1hFC4VU9B1XR4T2twQ\nvwCOuL/dmYgArxxvepqz38hoqtahdAxeXYQfi6XKXNeVRUz+QinxP9Ax8IX8meszJP5j4/gMn4rv\nfxeh7IyrEgmHcGwX1fB9iQ7k81VM0yST9qo1C4WCbBZr27YMHFqWZ1Sq1WpHFWuhUCCTyVCtVjsa\nz+q6jmmanD59mvPnvYa2e/fuldkYaGcgTNOkWq3K/pMCgqMRDocl32MxLPZgdhuFS+0X4PXBijUK\nQnmpWq2SiCfaykoo1Bt1QuaLqBK1nkcXV3aTuhT8M52iKHJff68JoEP9SXyE6zriL/8BqVYqhELe\n+VarXpowZJqk0hHKpTrlUltLMhQKSVFZkVKMx+OyitXfFCaTycj3lUolOfCEpzM2NsaRI0cAuOmm\nm2R6VQjSgpfePXHiBI1Go6Oz1ezsLJZlkc1mZcbkotvq87ACLF8E2YcAAQJ0YMV6CoDUNahUK0Qj\nnstdrXk9IG3HlnJtHe9x2sIrqtIm+PhjCv6lRLPZlEsT4U7X63Vs2+5YkxuGAWr7djuO21p/a1Sr\nZdkJKhyJEFJCgIPrakQiLd1FBRwbDFOX7rmiqBw9epRDhw4RDoelwO673/1uRkZGqNfrhEKhDsHZ\nSCQiq0O7A33XXXcdw8PD8hobjYb0IvzufCQS4bvf/S6//du/LV8/ceIEDz/8MH/8x39Mo9HgRz/6\nEeA13RXcj9HRUfL5PMePH5fejGmabN++HUDyJBzHIRqNyuVN0OXq9cUV9X0QeOCBB7jvvvv42te+\nJt3I5dL3wXHbAS//QyXKmDVV82oWfOt+VVXRVE0WVdmOTbNhyVTjYkKoqqp2rK2LxWKHpBt4g65W\nq7EwOyld63gqi9oaUPF4gkKrm9T8zDQDA0OeEbJrUuxVUIr9Ef9a0+L++++XKtr79+8H4LHHHuPz\nn/98h2EAz4Dt37+fs2fPcuedd8rtQsC2r69PnncoFOrolCWWJqJ35vr161m1apUkTD333HPEYjHK\n5TITExOcOHECgAsXLsjWe8lkkvvvv59cLsexY8fYsGEDxWJRGgXHcWTKGC5ushvg9cEV9X0AmJmZ\n4ZlnnumQLV9ufR+E8pLg5kOLjejzEqQcm89rEDJqIv1WLpc5f/48CwsLgBdc7Ovro6+vD9M0GRsb\nA+D8+fOcP39erueFwZmammJycpJSfkbeiz/78/+OobmEYzFwmlSqXqFVLB6lWivRtLymuGL2rNfr\nHZ4KwNTsAocPH2Z+fp7Z2VnOnDkDwNNPP83b3vY2PvKRjxAOhzua2CiKwtjYGLOzs9IAZLPZi2jL\nCwsL9PT0yKpS4RFUq1UOHTrE9u3bOXfuHMePH5fHyOfzNBoNstms7MQtpOsWFhZwXS9Gs337dp55\n5hlisRhTU1MdsRcRlC2Xy/L8lkmC7E2DK+r7APCNb3yD3/iN3+ALX/iC3Lac+j6oipceq9W9QSVm\nPbGMaNrNDoVmERgsl8uyB2SxWOTZo8eYmZlhdnZWDphMJkMikbho/4WFBVlU5Kf7VqtV8vk8jlWR\nXoVt29SrFdkIdmbGu8e5XI6pqSl5DF0XKckQmWyaZDKJ0ZpBK4efo6+vj3Xr1lEqlWRmpb+/n69/\n/evs3buXTZs2USqVAC8AuXnzZhqNBrFYTHp3QlzGfz/m5uZIp9OyG7df3j4Wi7F+/XpeeOEFOXDf\n+ta3cuzYMTKZDPPz83IZEgqFSCQS9PT0EA6H2bBhA7lcjjVr1rB27dqOmhJxv5rNZhCQXEJc0RR+\n4MABstkso6OjHdvn5ubo6emR/y9l34cAAQJcGV52oLFer7Nv3z7+/M///BV98GvW90G4mooivQJv\nJmq7oI5te70ZFFdSBZpWE6vRAMclHvVmv3AoTP+tt3aQf8Rv4VkIAVjvo105w/tl2iVnwXXk7JxM\npWnUw9iOQ7onTirTJ4+R6R30yq0VRaZHFaW1qFHa9OjNmzfzZ3/2Z7KkWRCMBEdBLO2ECjV43sJb\n3/pW2ToPOouZRPxlcHBQdrnyp11jsRi33XYbzWaTzZs3y2OoqiqPOzg4KCnU4jVxbXv37gXghhtu\nADyvy58aFffNv+wJ8PriZRuFqakpLly4wB/90R8BXn76T/7kT/jc5z63LPo+1C2R1w+B0uYliPy7\nbduMj49z/PhxKpUK+bxXKyE0CfyMPE3TKBWKNJveUqO71r+75fvc3By6rhMOh6m3aibAC+RNTEyw\nYc0wv/VbvwXAL951N2dPncC2LXp7e0mmRG7fwap6qk2GqaHqLTfatWnUapRKJTn4T5wq8PnPf57p\n6Wk2btzIwYMHAc/9npmZ4YMf/CBf+cpXZPZBDPhTp07x4IMPcs899wDekqVUKhGPx2XEf9++feRy\nOd75zneiKIpcgojsRblcxrIsaXj8SxTRVg+84KGIDwjq9+zsLD09PfIz/cQykfUQGhj+8w7w+uBl\nG4WRkRG+9rWvyf/vvfdePve5z5FMJpdF3wc5+7WozaZhMjExwb59+wDv4RWlzvl8Xi5vhKKSv/2a\npmmoKBetq/0PvCiMAq/kORQKEYlEOoqGFEXBtm2uu+46rr/++tYxdEZHRzEiISrFBdkrElXBVEPY\njSrz89MyXjE3P8vU1ASTk5My4NnTt41yuczJkydZu3at7Gn59NNPEwqFGBsbk2pT4AX9BBmpXC7L\nwGQul5PnKmIKkUiE+fl52Y9SvG4YBuVymVQqRbVa7SBMTUxMEI/HMU1TfqZheIFef7A5mUxeRL+G\nNhFM3P8XI40FeO3wkkbB3/fhYx/7GPfccw/veMc7Ft139erV7N69m09/+tOoqspHPvKR1z3zILII\n9UZdGoVyucwzzzwDeEG/cDiMbdsUi0VpIMBLt8Xj8Q5uQiwSZXp6mnw+L2esbDYrC4b8fAQp794S\nahHZB5FKzOVyjEojqeG2PA8x0ABOnHiBkz9/gVKpQKGwQNP2BlcoZBAKGRiGRk+Px0y0LIuhoSGe\nf/55zp49y7p16wDPXS8Wi5KjIDwcMTjXrFnD7/zO78jtonlNpVIhlUoBcPPNN3PhwgWpwSBSqfV6\nnVgsRqVSka+BZ0wHBwfldnFfs9lsxzKlXC6TTCY7vEhJPW+lWw3D6PjMYBnx+uIljcInP/nJF329\nO1V59913c/fdd7+ys3oVEDJDNO12AZOYXZPJJK7rMjs7i23bco0fjUblIPbP8EI4RUi5AaRSKRzH\noV6vEw6HZdrQL+7qOI7cblmWd+ziBah45c2WEufpR+6nWpzn5HPHyKS9rER+fppYNEpS08hqJoop\nPB8Ht9zAcdtR+bxZYufWdTx3+Keo9QKjg16Qd3UuzTMXpoiaGiFT72w8q2gYuoEZjXZUbquu28ER\nEClX13WJxWJyu1j3i32704Ziu6BUi5lfyN8lEgn5evdgF8ah+zP9uJSYrT9bsZjAjT+uEeDFEdCc\nAwQI0IEVR3O2nXYpr217DWZF9SK0vQDRYr67GUy3DoKQXrNtW3oB1WoV27ap1WodCs6C8lwqlSiV\nSheRcr797W8jdBrv/tC9PPHEE/SkEtgohFqZklx4iPzcPKqmouoGruJ9RY1ag4VChWKxRLXmnceZ\n4vNkMhk2bdrEuXPn5BLkjjvuYMOmq9m2bdurf4OXGP4q1ktVUgZl168MK84o+LGYeymMQjQa7eD2\n+9l8Yhlh254qc6PRkDoJYt9ms0mtVuugPouaB2gHLqEdvEylszQaTXmMXP8gCk1iKlRqrfqEWhUz\nEqdYKnFqfIr5OW9tXqk20AyTcDROJOK57G+/aQeZTIa33mjx9a9/nQMHDgBwy223c/PNN7Nj564X\nvT9i2LzRHOoXK7++nNcvtc+L7f9mwoozCh10ZR9PwN/0RUidiVQjeLO8XPu30Gg0UFGoVCoX0YxF\n/4hQKCQNQa1W88RiW/EEf2rTMAyeevoZyWh0Xag1XfKzs+BaVCqeESkszEm9g2S6h5GNVwPQmxui\nv3+Qnt5+GYBraJ5IbF//AOFoTKYkN2/dzuYtW1m/fn3HvXEv0c3yjTanLjag/TUsl4KfOxJoN1wa\nK84oiGImxfeoa5omi2tE5qFSqXQEBkWGwB+kqtVqKC4dvQ2Ajp4HIuAIXESZ9kPTNHr7ckxc8AKN\n1XqN555/gWIhTywWIRb1PJbc8Chbt24lnkjR09NHKu0FD41QBBedhm1jN73zy2YyFAoFLMvi3e9+\nN7tu9BSrQ6EQsVQay+o8h5WClwpAwsVSbyLd6TcM3QiMg4cVZxTEYDT0dhs4fyPZUCgkc+hCHh2Q\nxTp+9l69XkdpPWtCsky8T/xomiaP5y+n9us9Cjl5PRNjrlDwttku26/bwejoCMlEjGTS8yAGBgaY\nmZ3zWJDoOC3lJ0s1MUIx0pGoXLKoGsSTaY9wZITItvo7uM12XMVdJJasunAZvWmXJS6Vfeje1v2a\nv22gf/AHhuBiBNmHAAECdGDFeQqXmgX8qsSChiuEVqHNMfBHruv1Ojiu7DvpP5bISCwmueZnPwIy\nhlGu1hgYGPD2NXQGh9ew4eotANRqHr349OQ06XQWVTcwjBC60ZKR03RULYSmGaiad36V/CzRZJJE\nKOTpPfo6Yp2fusCaNWswQ298irDIOPh/oFMKz//9LKYo7Q8idz8ji2Ur3swexIozCv5+Dv7uRWLw\n1ut1KpVKB8sO6FgO+Ikurk+y3Q8hCe/XQBRqxoL05KfvhkIh4rpCT6/n4tdqdf7H//01Nm/bzE03\n3cSNu3cDEEsksB0XVTNQaLv/jqNiA00HhB2KJj32YSmf58SJEyQzHkPwzJkzPP7447zzjr2y8Kgb\nqgvOG/S59xsFp+v76TYc3QbgcrMKgVFYQRAsRsFPAO+BEUahWq1SLpcl5Vesz0V2oVuJ2LUdKbYi\n2HuCAyGqJKUobCvLYRgGkUhEGgxN08hkMsxNnWdKtnZTiaXSGGaUeKoHPewd23ZVFE2jiUK5VCUe\nb6k6qVCvNTFNHTkRKir1Wo0jx56lWCyS7vGKk0bWrKV/YIj169d7RqolA+fNiK3rckHreu5fbMAs\nNiO/GrhU+tA/sIV4rjACP/nJTwCvj8W6deuoVCo8+uijgNfzIp1OyypNQbdOJBJUq1XZzMYvby/q\nV/x9L0QwubuHqF/h+lLwZ0JeLLC5XLHijMKLPWT+v8vlshzU4n2apl1UCh1qFfc0Gg350MRiMVKp\nlNQZFEuQaDQqm9EmEgnpKYjsxY6db5XLh2QyyS/f9V5Wrxlh2/btmIYXCC3VapTKeVKpDLWGxcln\njgJQrdZIpVKMjIwSi3rnUSpViMfj7N7z9ov6OEgvBahWRZVkiHrde9A1TZGcCdPUX3IGXcoHW9DM\nHcehWCzKa/ve977He9/7XgCef/55wPtuNm/eTLFY5Mknn5SGfHBwkGazKTtpCR6JqqqMjo7KYjI/\nHb67IEtMBsI4+L1N/yTTvZR5oxmFINAYIECADqw4T+FS6F6H1mq1jrShJ32myyCi2FekKf0KzpFI\nRPZOEFV/4AmG6LpOrVajUqnIZcXVV1/NNddcw+233EyslXrMZrO8a++daIaObphMzXr8haPHjvPj\nH/+YrVu3d5CP0ukU2UyGZqOOG/a+tng8zsLCAul0mlrd6lj6JJNxyuVqq5S7zboMhQwsy8ay7I5C\nqUul6rp/LwXTT0jcxWIxYrGY5JycO3eOVatW4bquXC6MjY2xbds2zp49y/Hjx+W+Tz75pNSiVBRF\n6kb09PSQz+fp7+/HNE3pWfgp8N3PSHcXLLG92yMQz9LlegrLxaN4UxgF//JBkJO6g05+g9CxfnZc\nyV70aw2k02kymYxcDgAye7FhwwZGR0elNN3atWvZtm0ba0bWtE9KgbAaxbKbOC5oLYn3RCLBL/zC\nL5BMJhkeHiEklI1abysVy6jCwKHQtF2atks43B78hUIJx/HOx3OBVbk9mYxjGBqVSoVw2PvMSqWG\naXQK2QpD6N+2VNA0DdM0mZ6exjAMHnroIcDjnJw8eRLDMNi4cSMAR44ckWXumzZtktWas7OzRKNR\njh49ysaNG6VRWLt2LQcOHOjQf4B2AFqQ2qCzHR8gj2GaZsf7JFemJcCzmCFd6nv6YnhTGIVuIpGQ\nIvMbgO7gFngPo6J6BiMSiciZQ1VVarUalmV5vSVa1OUbbriBXbt2cf3117N27dqLvnjbatOqNUOn\n1qhjuy4RwyST8h7eyJaIpGCHdB276cUDSuUKpmEQ0hQaFS94VlcM0j0ZbBsuTM+Sy7XYj4aBbdtk\nMl52QsQOPMm2OpFIiFQqIQOW5XIZM518Fe/4qwt/KXu5XJbBw23btjE2NiYDuQAbNmwgHo9TKBRI\nJBLSaK9evZq5uTn27NlDf3+/jCkkk0m2bNlCNBrFsqyOwKT4zO5YjYgRdZPV4GL6tKDE+7f5sRyN\nw4ozCotxE7o9BeH++VNa/hSj2FfXdeqtGoZwOCz1FISykIhYC0myd7zjHdxxxx2S5ehfhgBEQmEp\nr6YoCpFwhJrVwHZtVKX94DmOQywcRsXhQkvl+cihQ4TNEKsGBjn+3DEAQtlV7N69mxMnTnDo0CG2\nbt0KwPbt21koFLAbddLptJTIW7VqkGKxzNxclWw2zdTUFACDg/3YXa3o/ZHzpY6gNxoNarWavM+/\n9mu/BniewvT0NI7jkGuxOcE791QqRW9vrzzvcDhMPB6XKee+Pk8Tc25ujhtuuEHK2AvDL4LHoVBI\nGqV6vS7l9oSqtUCtVpP8FL+2g1/kphuXU/G5FLjiZjDf//73efDBB1FVleuvv54PfOADwPJpBtON\n7phCt1cgYgbCWIht0WiUZrNJNBplZGQEgNHRUYaGhhgZGWHVqlVScm716tVSRLW763StVvMqLVvf\nvVjr6roOiiJrNTRNo1GvooQNLMsiItxSq0E0Hmf91RtRHG/m+a+f/RzHbc9g4kE2dIXJyUmOHDmC\n6rZjBaOjo0xNTTE/P088HpfXuWnjetmQ5cXuGyzNw+vvlzk/Py+9gkqlQk9Pj7zn4KUgm80mvb29\nRCIRub1erxOJRKTKlIBo9JPP51EUhXQ6LV8TBW9ipj937pw0NoZhMD3txYFM0yQcDkuD4u/E7c8E\nCSwnA7AYrqgZzM9+9jOefPJJvvCFL2AYhhQ/XW7NYAIECPDycUXNYP7jP/6DX/mVX5EWV+j6Ladm\nMH508xT8v4XBEtqK/vJpXdfpzfaQTqe54YYbeNe73gXA1q1bCYfDMtYgIIJSIlft11SIxWLggtW0\n2uekeLOKqmvSUzBNE9Pwlh9Nq0G6pceYTSeZn5+FeoXnj3vLh/XrtxIJ6+T6B5iammJ8fByAufmr\nZHMYQ1Xk9/Pkk0/S19dHKpWiVCqxZfNVgKfQfc0111wWeWkpZrlyuSxncH8ruXq9LvUgxXcmlhj5\nfB7TNCU5TWhWiiyBWDr19/fLmf3w4cPS6xseHpZVsKI13tGjR2VTm3q9zn/+538CsH79eq6++mrp\nVYgiu1gsRjQa9aptF1nWQmdgd7l4EFcUU5iYmOD48eP827/9G4Zh8Ju/+Zts2LCBubk5GQWGF28G\n81r1fRCKAQpgaDoKsGHdev7HP33Ve73l0nl9JNs0Zpe28VDUdiu5kGmi6zrZbLajZ+Ri1Xh+BWfX\ndTv6LfjjFAKKCyFNb6mctJSNUQAdW1EI+XQjt17vlUWXHLjuZs84xeNxSgsLZOJhdu+8Xh47Go0S\n27aZa7dt7kg17rjhuo7OVf4Amsg2+K9rsUyE/2/orDOQNQTuxbUHrk/SRRS3LwbXO1BHf4toLIaL\n168jHA7LGo90OiMDvbbtyANYzSbRaAxd0+Q1JOIJcNvXLGIK4v4kk0m2bt3akaYVcvYi5bxr1y6y\n2Sxm65kQk4RhGFLdWgjZiveXy+WL0tyaphEKhTBNU57PYvUaS4UrMgqO41Aqlfjrv/5rTp48yZe+\n9CX+8R//8WUd47Xq++Cf0YS82tjYGJ/61KcACEXCFItFKpUKlVYGQcCyLCy7KWejeDzO+tVrSKfT\nvP/97+fmm2+Wx+7+rFcTgiUZj8flQ1MsFqV3MjExAXi8iGKxyODgIHNzc/Lh9fde8NOwhfhst+z6\nwsKCFFz13w//AOn2rBqNRkcO3i97ryrtYK0M3Coa4XCERsOTjEf12tRZttu55lY0DN07ZrXe6q7t\nNLwZ3+lMGYv1eiQS4ZnDhwF44oknAC/YemNLXwLAaWV+qs0a58+flwzGVColma3PPfecVJgW3tWp\nU6dkX8zjx4/zjW98g9/93d8lEolwuPWZlUqFW265hcOHD0uJPoCbbrqJ733ve8zMzMjJcmJigqGh\nISqVCu9973s7anL8k8hS4oqMQjabZdeuXTInLyTFX04zmKWGn68goGkartJ+wEWk2T+7w8UagK82\noccvDScgglvgdYYS55HL5SRvwj+Di+Yr4rqADi/Bn1vv6+uT2pTCEDQaDQqFgozKC8NSLpdl/UCH\nSjRtspfRvR0Xx/bO1x+dd1UFXVdk5gVgIb+AY5pEI1FMzbuvzaaFho5qaCi4korsVbY2WVhY4P/9\n//4fAA4dOsR1196A4zg8//zz/NIv/RIAuf5+qpUKsVCMxx9/XA7SG264gWQyia7rrFu3jhdeeAFA\nNqwZGBiQRrhSqXDVVVdx+vRparWavA6/YRwcHJTegshMqaoql9DxeJyenh7Zlbu7oGs54IqMws6d\nOzl69Cjbtm2TXZYTicSyaAZzuRCpye7ZvlvEQ7iK3a+91ujmUfh7Sfib0pimKUVcxL6VSkWmu/wa\nkuKYwoMSENWdhUJBHiORSEjPA5AehJ/xNz8/z+TkJODNgPPz8y0PwpLErVwuJzt3X3XV1fz48ceY\nm5ujVqmyceNGTNPkqqu82Ea2p4dMMua59DQxWw6EYSrMTJ1jdnaW6elp6i3exdDQEKFQhJkLEzRb\njYQHc32sXbcGF5sv/N3/JVmhuf5+6vU66ViGtWvXSoOWTCZl2Xwul+PcuXNAeykZiUQ4ffo0AKtW\nrWLXrl0cOXKETCYjvQlVVUmlUmzZsgVN02RMIRwOc+ONN3b00xgYGMB1XbLZbIe3tpwa31xxM5iv\nfvWr/OEf/iG6rnPvvfeiKMqyaAYTIECAV4Yrbgbz+7//+4tuXy7NYF4KwpXunv27CTyaL1jlL4l9\nLY2dIFf51+xilvc3hhXr0Uql0hF/UBRFlm53i8D4efp+gZloNNrRHQu8OEY+n8dxHJnvj8ViTExM\ncOrUKU6fPs3Zs2cBz1MoFovYtk0qlZAzo2j+ks/n+T//7M+57xv/0iL56Pz8xAuk02nsutczcteu\nXZimSbEwT7lQlG74wvwFKpWKV4UYiTI04NU5bNiwEcwQsajJho3eun9yyvMaIpEQZ8+e5Zkj3rp/\nx87rSaa9c7ruuut4+OGHgTa5SNd1dF2XjMbHHntMPsci/hCLxSiXy2zbtq0jCyK8KNEkSFy7ILf1\n9fXJvpixWIx6vU5/fz8LCwtShPflaD281lhxjMbLhaZpaJp2UfRcDBpou3SC2ORfYryWJbHi4fB/\nJrTrM/z/+89TwE8L1nW9TWoyDOr1umTu+XUrHcdhbm5O8vnHx8fZv38/Fy5cIJFIyH0rlQrnzp1j\ncnJSitKANzDK5TL1ep1UJk2h5KVjZ+fnKBe9prhNu8ns7Cy53h6y6TTnzpymL5MExzM4Z0+doFat\nMDs7i6qqkqYdDan09wyRGxwgkk6D7d2DUn6es+PnOT12hiPPeIN///6fMDAwgBEKoWkKT7faBTYs\ni7iK1MZ47rnnAC94eNVVVxEOh7EsS/buFLGFboEe1/U6cefzebm8UlWVubk5YrGY1H4Q36OIswgj\n0mwxR+v1uuxWBv46laXHm9YoiDSRXznJcRzoCjRCuwrOH2EXs/li3sYrhT9A6O9BIQZ5d/GOv6+l\neF+j0ZAxBX+g0R9cFTNxs9nk6aef5pFHHpEBMLHOjkaj6LouuSq6rlMqlXBdt8NY+Fmik5OTMpYR\niURIJBLEYjEZyLxw4QLnz50lm06yanCAvlYwulJcoNlskElESSRjrB5a5V1PMkSzXGZmeprnnj3G\nz3/+cwAOHjrM2JmzuOicPePFAhzbolBYoG559+vCtBfzmJ+fb91PL2tz++23A94aXyhym6bJ7pYC\n1pYtWygUClI7Q8A0TUqlUisNast7kkqlZKpxMUZsN6tRNCNerGZiqfGmNQoiDSUGmOTp1kK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"text/plain": [
"<matplotlib.figure.Figure at 0x7f7eba834da0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"3 1000004141\n"
]
},
{
"data": {
"image/png": 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jBq+99hoAixYt4ptvvmHFihVcccUVfPLJJ0DkqXz33XdTXl7Os88+yx133AFE\nCovcbjdjx45l+fLltG7dGoBff/0VgMrKSm6++WZ27drFTTfdxO7duzn99NP55ptv6NmzJwDvvfce\nPp+P+Ph4NE3jmmuukccHkShEIBBgyJAhQCRfomZBlOLQUUKhEdDfkPrJ0/o6B6Hy6tVc0TbNbrfL\nBXqgBBp9Qo7VauXEE0/kpZde4t///je9e/cGIk6/6upqWrRowe2338769euBSFLT66+/zujRo3G5\nXLIy89dff+X//u//+PDDD7nhhhuASCelwYMHU1paykMPPWToDJWdnc38+fPJycnhsssuA5B9H7dt\n24amaVIQiaStqKgoOQFq9+7dxMTEsHHjRqKiovjqq68A2LVrF3l5eTJl+oorrgDgm2++Yc6cObhc\nLqZNmybzKvTXqi4Hrr66UyQ56c0e8feaQ4Kbc5WkEgrHMGLhn3XWWVx44YVSCPl8PplsNHbsWHnj\ne71efv31V1wuF06nUz7FIZLYZLFYDKHE5ORkSktLDfUYYgwcwC233GJYPDabjYsuuojvv/9eRgT2\n7t1LTk4Offr0ISoqik6dOnHOOefwySefYLfb8Xg8zJ07F4C8vDwgslCdTqfMjbjtttv48ccfKSgo\nYPTo0ezevRuIaEoVFRUyjKpoHJRPQaFQGFCaQiNzONXOcDjM22+/zdlnn83ChQtl+u+dd94pexoG\nAgHZI9Pn83HLLbfwyiuvsHnzZpl7UFxczLRp04iJiZG1GQ6Hgz59+vDzzz8THx8vIxVnn30255xz\nDoWFhWRmZsqaDfH7zJkz2bJli/QDmEwmJkyYIH0M4vj+7//+D7/fz7Bhw2SV5+rVq4mKiuK7776j\nf//+cqxcTEwMDz74ILt27dpn1Jw+/VrROCih0AjUJyuxKRxhM2fO5OGHHyY3N5dffvlFvp6bm8tV\nV12FpmmGRRMKhbDZbMyaNYtrr71WphcPGzaMK664Yp9EoEmTJvHNN9+wbt06WTz18MMPy4xCQJoV\nCQkJeL1ebDYb06dPl234TjvtNG655RbZ7cjlcnHBBRcwaNAgCgoKyM/PlwVRXq+XtLQ0fvnlF/r1\n68fixYuBiPBr37497du3lw2Bxes1W80rDh11JRuBuoRBUzutVq5cCcAvv/xCenq6XOStWrVi8+bN\nbNmyhUsuuUQuGNEV+ZJLLuGmm26SBVGPPPIIO3bsYMOGDXKu48cff0z79u254YYb2L59O//4xz8A\nOPXUU3ldEynsAAAgAElEQVT88ce5+uqr+eGHH6R9f9VVVwGR/IZu3brx2GOPAZCamipDpvrJz1On\nTqVFixYsWbJE5lF4vV5cLhdxcXEUFhYaei0AVFRUkJaWJvtAQKQBixIIjYu6moeJptAUxowZw/jx\n42VR0VlnnQXAySefTLdu3SgqKmL16tVy3/n5+dx0000A/PWvf+W6664DIov1L3/5C6WlpVI937Nn\nD16vl5deeol//etfXHTRRUCkDuHjjz9m4cKFVFRU8Mcff8jjufTSS4mLiyMQCMjIAUScjfHx8Vgs\nFuLj4wmHw+Tn5xMKhRgxYoQMayYkJGC32ykuLua6666TJfj5+fmUlZXx22+/cc0118gScYgIEuEc\nVTQOhyQU3n33XVatWoXJZKJly5aMGzcOv9/f7OY+HIimiqGPGTOG1atX89prr5GUlCRbq+/evVtG\nFl555RX5dH722Wc57bTT6Nq1K7m5uTI8umrVKoLBIIFAgB07dgCRBerxeEhISOCiiy6SiUI//PAD\n0dHRbN68GavVKj/D5/Ph9/tlyFQ0dHU6nTgcDqkBwJ89ECwWC6mpqbJGQwisMWPGsGrVKt5//315\nrna7HU3T2L59Oy+++KL8HNX/oPFpcPRBVOXNmTOHuXPnEg6HWbNmDcuWLaNz584sWLCAzp07s2zZ\nssY8XoVC0cQcUkhS9CEMhUL4/X6SkpLU3Ic6aAptweVy8a9//YvTTz+dQYMG0blzZzp37kxKSgqt\nWrWSyTvV1dVUV1eTm5sr1fhAIEBlZSWVlZX06dOHXr16Ach05srKSs4++2zOPfdcioqKSEtLIy0t\njXHjxsn6hWAwKB2AF198MeXl5Xz55Zc4HA42btzIxo0bWbt2LQ6Hg7i4ODkkR2gdmqZRXV3NmDFj\nGDNmDD179qRt27ZMnjyZxMRE2aUpOTlZ9rvU5yR4PB5Du3ZF49Bg8yE5OZmBAwcyduxY7HY7Xbp0\noUuXLlRWVsrmHomJiTKU1VwQrcBqvhYKhfYpgLJYLNjtdkPnoANlNOrLr202G2azmcWLFxuyItPS\n0ujZsyevvfYafr9fOuyefPJJOnbsKN8rkpA8Hg/33HMPn376qUx0stlsTJkyhdjYWFnMBJFEoief\nfJKSkhLi4+N55pln5GdcdNFFbN68mTPOOENGQzRNY926dWRlZbFr1y6mTZvGl19+yZw5c2jXrp2c\nTgXw4osvUlhYSKtWrRg4cCBvvPEG8GeLutjYWO6++27DCDv9T/311v+s7bqJ8xSzNetz7ZsLDR4G\nU1VVxdy5c5kwYQLR0dE88sgj9OjRg+eee84w/GXkyJE8//zz+7z/eB0Go+8PqOf333+npKRE3nT6\nYTDp6emyYCkcDjeo4k+f/mw2m9mzZw8FBQVER0cb4v0mk4nq6mqioqJkjoHH4yExMZGysjK5mMUQ\nF7/fT1RUlPT4O51OAoEAW7ZsIT09nZycHCCyuL799ttah7C0a9cOm82Gpmn8+OOPcoGGw2FiYmLI\nzc0FIovbYrHIxSn8IqWlpZhMJtq0aUNiYqLh+tQW4antOzCZTBQUFFBQUGDQLux2Ozk5OTgcDqKi\nopp1erOkoQMj1qxZoz3xxBPy99WrV2tPP/20duutt2plZWWapmlaWVmZduuttzZ0F8ckYhBJIBCQ\nQ0hCoZB2yy23aNHR0VpWVpaWlZWlbdy4UWvVqpWWkJCgzZw5U77f5/Md1P6Ki4u1d999VysqKtJW\nrVqlrVq1SvvPf/6jrV69Wps8ebK2a9cuw/ZPP/201qpVK61Dhw7yH6BNnjxZ8/l82ltvvaW99dZb\n2tq1a7WkpCQN0C666CI5POWiiy7SNE3Tli9fLr9nTYsMoznjjDM0m82mJSYmykEuffr00YqLi7Xv\nvvtO27hxo5aVlaUBmsVi0ZxOpwZoGzdu1DZu3Cg/y+PxaJWVldquXbu0Xbt2aR07dtTGjh2raZqm\nud1uuV0wGKx1cIsYqBMOh7VgMCh/nzlzpmYymbSMjAwtKipKi4qK0tq1a6f9+9//1jZs2HBQg3iO\nZxrsU0hNTeXnn3/G5/OhaRqbNm0iOzub/Px8WVHXHOc+KBTHOg32KbRr144ePXowefJkLBYLrVu3\npm/fvni9XjX34SBpaLMVn8/HnXfeyTPPPEOrVq1kvwG3282iRYukWabpujmvX7+eXbt2SWcjRDou\n//LLL7IyEiLmnWj+Kno/itd/+OEHBg4cKJ1/EDE37r//fvr162coUrrvvvuIioqic+fO/Pjjj7Rs\n2ZKCggIZtpw0aZI0Qe666y66d+/Opk2bWL9+vcxfmD9/vqyM1Kv++sKvhqLPRtWaKHR8rHFIeQpX\nXXWVzGQT2Gy2Zjf3ob4cqD/jwVJdXc3SpUuJjY1l165dMg9AdGLyeDwy1wAiPoUBAwbwzDPPGEa6\nezwe/va3v5GWliaPp3Xr1uTn57Nu3TqcTqdcMJMnTyYvL4+9e/dKRylEfCHnnnsuo0eP5umnn+ae\ne+4BIolHorlrdHQ0p512GuvWrQNg2rRpTJkyhYcffhiAWbNmkZaWJqMTIp358ccfx2w2y/qKmhxM\nmnNtC1/5EYyojMbDTG1aQUNvyuTkZIYOHcrChQuxWq1UVFQAkYU4fPhwoqKi5Mg6Qf/+/Zk4cSL3\n33+/rHMYMmQInTp1IhQKyb4Pbdu2ZeLEiQwZMgSv18upp54KRIRCKBQiPj5e1jJA5GHgdDqZMmUK\nJ5xwArfeeisQyThMSEiQ8y4nTpzI77//zvjx4znnnHOw2WwybB0dHU1JSQmtW7dmx44dMuVaOF8z\nMzMNAkA4JQ+lFZsSCPuihMJRxsGOob/99tt57733KCgokIujU6dOlJeXY7FYDJ2XRa/E2bNn88EH\nH8jsxblz50ptQj/s9uqrr2bJkiV88MEHvPnmm0Cks/Krr77KwIED2bp1qzRBRo4cidPppEWLFkyb\nNs2Q0VhaWkpKSgqVlZVs3bqVzMxMOnfuTElJCU6nU2ZinnvuubjdbgoLC8nNzZUdluDPdOZwOCw/\nWzR2Odg0Z61G2FgJBiNKKBxGGtt8AGjTpg3z58/n8ssvZ8CAAQD8/PPPdOnShR49erBu3Tppg2/a\ntInc3FxcLhdvvfUWn376KQBZWVkUFxezbNkyOUX8+++/Z/369YwaNYpbb71VhjUHDx7M5s2beeKJ\nJ2STFIj4JUaMGEFsbCx+v1+el8fjISUlBa/Xy65du5g+fTo//fQT77//PjabjR07dvDdd98B8Oqr\nr9K7d298Ph933XWXYeiL2WzG4/EQFRUlz8disRxyw9ZD1daOR1STFYVCYUBpCo2M/smjT+QRxUJC\n3RbJOyaTyeBBPxgPuMVioaysjAEDBjBv3jxZPSjU7q+++gq73S6frFu3bqVTp074fD5SU1O59tpr\ngUgi2oQJE1iyZIkc7lJQUABEnJavvvqqVNkh4rB0u92GpzZETAVRESkyWcPhMJs2bSIzM1NeB5/P\nx++//y4zC4XGcv311zNz5kzWrVvHtddei8/nA5Ct4MWsTL1TsWavRX3/RU2X0CWul3iPeF1ka6rI\nw58ooXAMI0aolZeXy6nOEOmOtHz5ctlhWYyN69atG4sWLeKCCy7A4/Hw3nvvAZHhsOXl5QSDQdmT\nISEhAYfDIVPWxeKfOnUqw4YNIyYmhrKyMtm4dcyYMUBkAU+fPl1mKb7xxhusWLGCu+66i7Fjx3L5\n5Zdz9913ExcXh8vl4qSTTpImyJ49e5g+fTpr1qzBYrGoPglHisOfL9U80GfHhUIh7cYbb9RiYmK0\nFi1aaC1atNC+/fZbrWXLllpycrI2b948ua3f7z/ofXk8Hi0YDGp+v1/z+/3amjVrtNTUVA3QMjIy\ntK+//lr7+uuvtYkTJ2qAlpycrKWlpcmsw2nTpmkff/yx/B3QHA6HBmhr1641nEs4HNZ69+6tRUVF\naRkZGdpvv/2m/fbbb5rH49Hcbrc2bdo0w+eIz8rPz9fcbre2efNmzWq1ana7XcvIyNBGjhwpr0lG\nRoZ2xRVXaK1bt9Yeeuihg7oGoVBIZjfqfwYCAS0QCGiapmmzZs2S10RkNLZv31576623tI0bN8rt\nmjvKp3AMI5KHnE6nfLJarVa6dOkiW5xNmTKF/Px88vPzKSoqIiEhgbKyMoqLi4mNjSU2Npbq6mr6\n9Okjk4Ugomr//e9/p3v37lgsFoqLiykuLiYQCPDPf/6T5ORk5s+fT8uWLWnZsiXhcJioqCgyMjKA\nSEizbdu28vPOOOMMnE4nHTp04Prrr8fv97No0SLatm1LeXk55eXlVFRU8Oabb7Jjxw6WLVsmh8Qo\nDi9KPzuGsdvthmGt2v/sYpvNxtChQ2nTpg2dO3eWLdQ7d+4sG6rqufHGGzGZTEycOJEff/wRiEyi\nnjBhAoFAALPZLCstNU2jS5cufPjhh+Tl5cn9R0dHU1VVxZVXXsmSJUv47LPPgD/Hyw8aNAhN0wgG\ng0yZMoUhQ4bQt29fGcKEP/s8AgwfPrzZN+c5UihNQaFQGFCawjGMcA6mpaUZ+gCUl5dz3333kZmZ\nyZ133smWLVuAiDPwmmuu4dFHHyUnJ0fWpQhnX1paGg899BAQiUiI3AQRJQHYsGEDv/76K5dffjlv\nvfUW+fn5QKRZrN1uJzY2lv/85z9yWtWGDRvo168fvXv3xmw243Q6SUpKonXr1hQWFtK9e3eGDRsG\nwOLFi4mPj+ecc85hzJgx0jzS95tQND1KKBzDiMhAVVUVwWBQzk9YtGgRTz31lIwYCDW8sLCQWbNm\n8eabb9KnTx9uv/12IJJgZLFY+Pjjj3n99deBSF3LpEmTKCsr48EHH5QzJS6++GKKi4tp06YNO3fu\nlMlOb7/9Ni1btgQikQoxqu78889nyJAhMjRaWVlJSkoKAJmZmbhcLlm4tXjxYrp168bzzz8vB9sq\nDj9KKBzj6IeyiOy+UCgkhYTX65Uhv9NPP51OnTrx6quv0rVrVzmWTTgq7733Xpkz8Nxzz5GYmEhp\naSndu3eXHZt2796N3W5n27Zt2O12fvjhByDSfr1t27aEw2GSk5NlEdSyZcuIjo6WszVTUlLw+Xys\nXr2a8847D0BqJM8//7xsJ6c4ciih0IiIwh1RtCOccGazWToChZofDoexWCz4fD6sVmuDZ0RkZmYa\n2qUBXHvttRQUFPD4449jsVhk7cPQoUOBSO/MyspKQ9JUOBymdevWfP755/L3srIykpKSyM7OpmvX\nrgB07NiRLVu2yNToyy+/HIjUWwQCAWw2G5988omsZszMzGT58uVccsklsuBq4sSJPPXUU1x66aV4\nvV6KioqASHfwjIwMeT761nAHoq5Cs7pqHMRnB4NBWVRlNpvVgFmUUDimqatkuGXLllxzzTUkJiZy\n//33y0a6WVlZjBw5kpKSEgYMGMBTTz0FwMCBA5k4cSK33XYby5cvByKCzOv10qdPH8466yxZh3D7\n7bdz33338dtvv+FwOLj77rsBZFHSc889x/jx42XZs5jj0L9/f1588UWCwaAUPG+//bZcnBAZG3f5\n5ZfLngn1EQaKxueAQuGJJ55g/fr1JCQkyNBWVVVVnbMdli5dyqpVqzCbzYwcOVKW3CoUimODAwqF\n3r17c+GFF/L444/L18Rsh8GDB7Ns2TKWLVvG8OHD+eOPP1izZg2PPPII5eXl3HvvvcyfP/+QK9kU\ntSOuq17tFZx55pm0b9+eUCgkpzutW7eOV155hWAwyPvvvy+f0lu2bGHYsGF07dqVK6+8EoCnn36a\nrl27Mnv2bEM59YgRI1i1ahW7du1iyZIldOrUCYjkSbhcLr7++mvcbje7du0CItWTLpeLL7/8EovF\nQmxsLGeeeSabN28mLi6OyspKGcHo3r07VqsVv98vh79A81bljwQHXK15eXn7JJHUNdvh66+/pmfP\nnthsNlq0aEFGRgbbtm1rgsNWAAZha7FY8Pv9cg4HQEpKCvfffz+nnXYap512GomJiTLjMBgMSpv7\nlFNO4cQTT6S6uppFixaxaNEi+vTpwwMPPED79u2x2+34fD7p/7jjjjt44IEHGDRoEDt37mTnzp2Y\nTCaSk5O55JJLgIizMxQKyWSkYcOGST/B+PHjycrKorKyknbt2jF16lSmTp1KmzZtCIfD8vhr+gQU\nh4cGPcLrmu1QVlZm8BwnJydTVlbWCIepqA3tf/MkwuEwVqtVzpAwmUyGTEeRzty5c2dGjRoFRMKZ\nwrk2e/ZsgsEgZrOZiooKKioqWLlypWy6azKZcDgcOBwOTCYTp556Kn//+98BOOGEEzjhhBOwWq1U\nV1fTt29fhg8fTnR0NNHR0QQCAXr37s2kSZPkcbdu3ZoLL7wQu93O9OnTufTSS7n00kspLS2V1ZD6\n/o+Kw8shOxobKs2Px7kP4jqICIP+ST5jxgxuueUWw9yHt99+m2AwKBuX6t9b3/3VZprpX6v53Uyb\nNo0hQ4YYkpP0fQ+FMHG5XCQmJu4TSfF6vTKZ6Y8//pBaZGZmJjExMWiaxsKFC2UOhMlkom3btnLm\nhBBcjz/+OA8++KB8uEDkAVPzGh4q+msxYsQI+vXrt8/ch+zsbJxOp9JK/keDhEJCQoLs9FteXi6T\nZpKTk2WSC0Q0h+Tk5Fo/o2/fvvTt27chuz9q0f7X5kvE5PU1/jNnzmTJkiWy7dl7773HpZdeSnFx\nMXPmzOHmm28GkO+tL2Kx1vUefbKQ3++noqKC0aNHs2bNGu677z4AWTwFkXZr4lz+8pe/yPeLXIcf\nfvgBt9uN3W7nzjvvpGfPnvIz4uLiCIfD/Pjjj/K7tVqtvPvuu3Tv3t1wXH/88QdffPEFV111lfRZ\neL1eGSZ1u92GzksNRXwHFouFF154galTp5KRkUF5eTkQyZF44IEH6NChAyeffLISDDRQKIjZDoMH\nDzbMdsjPz2fBggUMGDCA8vJyCgsLDZVyisbHYrHst0FISkoKu3fvBiJt2DMyMhg/fjzdunWTPRBW\nr17N/PnzOeGEE/jPf/4DwPbt21m1ahW9e/emsrJS+gZGjRrFDz/8QIsWLdi9ezdr164FImPou3bt\nSigUIj8/X3b0bt26NT169KCsrIzExERCoRA2m40TTzyRtm3bUl1dLRvPCK3D7/c3ikBQNIwDCoV/\n/vOf/PDDD7hcLm666SauuuoqBg8eXOtsh5YtW3LmmWdy++23YzabGTVqlIo8NDF68008FUVilMlk\nwu12S+ei2+3G4XBw1VVXcfXVV8vFOH78eH766SdDb0VN0/jjjz8IhULExMTItOXNmzdjMpmkr0jM\nd4iJiZF5Bc899xznn38+EMlfeOWVV7j88ssxmUxSg9J3nRLZj2K/dru9wePzFIfOAYXCbbfdVuvr\ndc12uOyyy2Q3nuaCeFKbzWbDzSxUexEZqPlEF5l7YgGL1xqKPkQp0NcPOBwOLBaL9BPs3bsXgJNP\nPpnNmzeTk5Mj27BlZWUxePBgeT6i3Xr//v1ZvXq1XMh9+vSRnwHwwAMPMH36dCmILBYLu3btYvny\n5SxZskQKLP0xioxL+NMH0pQCQWgrgAx/ijRxcf2bsxmhMhqPc/S+BjEsNhwO4/f7pa9h0qRJfPfd\nd/z4449ysYwfP15GAWw2m/SFPPLII5x55pnExcVRVFTExIkTAWTPxk2bNmGz2aTJAhHBUFhYSDgc\nlr4CNeH56EXpZ0cZTfmEEovQbrcbVPbTTz+dZ555hjZt2ki/w6BBg+QTXQyaqaiooEOHDrIRy9Ch\nQ8nLyyMvL082TL3++usNyU7Cq3/DDTdgNpul30CYLoqjDyUUFAqFAWU+HEa0Gq3ED0carxigAkZT\nQp+l6nK56NGjBwsWLJDdnDt27MhPP/3E2rVrufDCC/nll1+AiJmQn5/Ppk2bWL16tcxY/eCDD5g5\ncybPPvss/fv3l30ZoqOj6devHyNHjpT78/l8Bz3VSXH4UELhMFJb6LCmQGhsAaF3NAaDQTweD3Fx\ncQYB4XA4CIfDcsIURNqtX3LJJWzdupXOnTvLxR8KhXj11Vdp06YNV111lUy8Ki4uxufz8eijj/Lo\no4/yxRdfAH9Oo9Z3bwoGgwYTQ3F0oYTCcU7N+oi4uDjZ80EIKSE4ioqK5DCYUCjE1q1bSUlJYdu2\nbTJ5yWw2Ex8fz88//wxEkpAg4juw2WxkZmbSpUsXZs+eDUQS2tq0aUNVVZXUTmJiYqTXX3H0oYTC\nYWZ/iUbQ+JqCyWQyTFoShEIh6eyzWq2yvkGQnJzM4MGD+eijjwgEAjJsmJKSwimnnILD4aBXr16y\nN4LX6yUpKYlRo0bh8XgYPny4/CwxNUqPEgpHL8rReBipSyA0dUxcJDiJCsRAIIDD4ZCFUkJwJCQk\nyGpIm83GrFmzqK6uxmq1EggECAQCPPXUU7Ro0YK4uDhef/11evfuTe/evUlJSSEuLo5zzjmHqKgo\nvF4vXq8Xl8tFfHy8FEwQEQiqffvRixIKCoXCgDIfGgF9arA+K06PsMn1EQdRrqyv2muKhJ6aanpt\n+xCmg/jpcrnIy8vjnnvu4R//+If0EVx00UV8+eWX5ObmkpyczKxZswC49957ufDCC+X7RXRB/NSb\nJkfabNBrbGoU/b4oodAEHIs3WM0MQ1GteN1115GTk8PFF18MRMqPP/zwQ84//3zeeustWfC2cOFC\nTjzxRINDUXFsooTCYUKUVdd8DYxCpLbtDgcWiwW32y0diuFwmGAwSOvWrRk+fLh8ur///vvs2bOH\nF198EZvNxoYNGwD48ssv6dat22E/7oYirr3IHTmQA7g5oXwKTUBti7rmYtcLhNpePxIIM0YUTJlM\nJjweD3a7HZfLhcvlYtiwYbJtfDgcpmPHjnTs2JFzzz1XllcfSyihsC9KUzhM1HbTHW2NScV8CoiE\nKW02mzxGkRU5fvx4Xn75ZSorKwmFQrJBi2jgeqwUOtXUFBR/ojQFhUJhoEFzH15++WW++eYbrFYr\n6enpjBs3TjqmmvPch/098YX5UPOpJMwHfQTjSFBRUUFiYqKMnHi9XhwOh0yHFpmRbdq0Yc6cOYwb\nN46ZM2cyZMgQAHbs2EHr1q2PCS0BlE9hfzRo7sMpp5wibctXXnmFpUuXqrkPB6C+DsQjdXOKfgn6\nqUyiIQr8KfDC4TDXXXcde/bs4cYbb5Tbt27dWnaWPpYmO9UmpJs7DZr70KVLF3mztG/fXrbmUnMf\n6qYun8LRMtvAZDLhcrnk73p/QiAQMGRF2mw2pk6daujEHAwG8Xq9x5RAEChNwcghP8JXrVolTQQ1\n9yGCuMFsNptcJGISdM3tRPWgxWIxtGU7EtRslipMB/1C11dX6k0Fq9VqGFh7uKmtV6UQYvqOziaT\nCb/fL6+3GFojUrmPFiF9JDmk6MNbb72FxWLhrLPOOuj3Ho9zH/bH/Pnz2bt3r0HD+vDDD9E0jVat\nWsntjhWb/GimZmWo4LrrrqNPnz6GDthms5lWrVrhdDrVtf8fDRYKq1ev5ptvvmHGjBlSsjb3uQ81\n0Ycc//a3v7Fy5Uppu4usQJ/Px+OPPy6rCg927oNiX/S+ENE812w289JLLzFlyhQ5nwIiodbHHnuM\ndu3a0alTJ+X/ooHmw8aNG3n77beZPHmyIac9Pz+fNWvWEAgEKCoqUnMfdCibVXGs0KC5D0uXLiUY\nDHLvvfcCkRFoN954o5r78D9qCz8qoaA4VmjQ3AfR6782muPch/qghILiWEEZr02ISqVVHIs0P91e\noVDsF6UpNCF6TUGhOFZQmkITsL+KSIXiaEdpCk2AEAD6ugERL9dvI6IU+gGrBxotr6c+mXf6gbea\npslBLJqmydFxB5OJWFsrs9r2Wdfx6t9f38jUwQhUk8mE1+vd55z0ESEx8FcgMhzdbrfMI2nOKKFw\nmBApzfqEpkAgwN69eykvL5cp0GJYS30/U/+zNoLBoKEnouiZKMbAw8G1W6+PINrfYm9ICnF93qOf\n8B0TEyOH2QoBJVrMm81m7Ha7vN5msxlN07DZbGpAzf9QQqEJqK3tmmjqKp5Q4vfExERSU1NlFqPT\n6dxHq6iLmhWMtaFf7CJbUj8pquY2DaU+ORkNzd04mOpSr9eL1WrFarXuU8gnqjjdbjfV1dUA8npY\nrVbZYQr2rQNpTiifgkKhMKA0hUagrrZqNZ+KUVFRhqe7z+cjHA5TVFQktwuHw/Wufdif7S7wer2y\nlZp+jqRexT/YaU0HcqQ2tvlQH8Q+/X6/Yf9iCI3w64iW+qLy0+Fw4Pf7Zbt9ca2aM0ooHAaEP6Gy\nslI6FU0mkyzMKSsrY+/evUDE9q1rsdf2ufpFVtsMA7/fL2/0uLg4qquriYmJISoqylBiXF+TpbZj\nqM9rwD4zMQ7mPOu7TSAQwOl0EgwGcbvdcvHb7XZ5bU0mk3zd7Xbz+eefU11dTU5OTrM2GwRKKDQC\nB9IUhFBITEw0tF3zeDxUVVXxxBNPsGLFCiASCahvoxL9dvo+APrjOOmkk7j22msByM3N3aeVO9Q/\nClBf9reI6yprbqx9Cmeh3+83zK/UNE329ggEAlIgVVVVsXz5ctauXcupp5663xT+5oISCk3A/hyN\n4oksynsTExPZvXu3bI/esWPHej+t3G63QRDU9v9XXnlFDoEdNmwYmZmZVFVV4XQ6qaqqAiLCpb5q\nfc3W9LXtsy4vfvfu3fnyyy/l7/UVRvU5NiHkNE0jGAxSVlZGUlKSXPxbt25lxYoV+/RNcDgcsn19\nZWVlvY7neEcJhcOAWEgul0t6xM1ms6G92XnnnQfA1KlT661W69X/2jQFk8nE999/z+jRowFkP4fy\n8nJiY2PlKLuDiXgI9dtkMslz0J8PYMgB0PPZZ58xaNCgfY7/QNTHfBCt6SHSI0GEYkWUQQgqEWHQ\nhypjYmJwu91SoxPn01xpvmeuUChqRWkKjYB4qohBKOKJKaIIIhYeCAQMfgCv10t0dDR+v19uu2fP\nHsMZGz0AAAy7SURBVEpKSoB9oxc1n5j1edJarVaDORITE0MwGCQ6OlruU/QrNJvN0owJhUI4nU6D\nNgN1awF6oqOjpddfRFOsVisWi4W4uDhCodBBjcerK0lL/7u+/6XFYpFZmyJBSzgXhT9BXBOv14vf\n78fpdMrzbe40aO6D4J133uHll1/mmWeekU6d5jz3QdiqmqbJRBmICI3OnTvz7bffGhaVaBwaCASk\nmrtz506Zfnwgz359k39EuFHY20JwCaEgRsU5HA55DuFwmEAgQDAYPOi6jfLycqmuC+Hj8/lkmrXZ\nbMbpdB70mLn9CQURYRGNWMV11psBgUBgnw7aUVFRJCUlUVhYSJs2baQZ1Zxb4jVo7gNASUkJ3333\nHampqfK15jr3oaZtbzabDeccDocZMmQIixcvNti+YrGI9wIUFxdTVVVV5xPrYOdOBoNBmc9fWFhI\nUVHRPmG52p7+iYmJZGdnYzab2bNnDxUVFfvsvy5atWpFeXk5ELlPxFM8FArJ0OvBIFKRBbWdd82e\njCIXQ5ybxWIhISEBTdNkrQMge4oOGTKEtLS0Zi0MBAe8Anl5eYbkGsGLL77INddcw0MPPSRfq2vu\nQ/v27Rv3qI8y9Hn3dS2afv36cfvtt/PSSy8BkcUqkoY0TSMrKwuI9LkUmgLsm3twsOptbGwsnTt3\nBmD79u1ykYTDYVkH4fF4ZBKPEFotWrSgXbt22Gw2fvvtN/bs2SPP8UCceuqp/P777wD89ttvctpU\nZmYm06dPl+3u6+torEsQ1pYwJRa9OA8RUfj222/5/vvvsdvtBAIBqaVER0eTl5fHXXfdJWsm9J/X\nHGnQmX/99dckJyfTunVrw+tq7oNCcexz0LqSz+dj6dKl3HXXXYe04+Np7kNNlbMu23fWrFlMmjQJ\niNiyn332GTabjbS0NFq0aFHrew/V8aV36OnLqOvaprbSaL2T81CeoJqmcc899zTJ3ExhogiTSBQ5\nCfbu3UtBQQFer9dwDrGxsWRmZhp8Es2dgxYKe/bsoaioSN7cpaWlTJ48mfvvv7/Zzn0QN7m4EUWi\nkt5r7vF4WL9+PStXrgTgmmuu4a677iI+Pp7c3FyGDRsGQEZGRq3mw/72uz+ioqKkHe/3++Ux6Scn\n2Wy2feZNOBwO4uPjCQaDlJeXS99HfcqLU1JSZLWhOBcxdGXnzp3SCVvfUuWa0YfahIm4FjabDb/f\nj8fjwWq1ygStzz//nJUrV+L1eomNjZXmRcuWLbn22mvp1auXjMI0dw5aKLRq1YpnnnlG/n7zzTdz\n//33Ex8fT35+PgsWLGDAgAGUl5c3u7kPgUDAsLD0oclvv/2WOXPmyKfUddddR05ODn6/n99//501\na9YAEZOrrqdxQ7QIk8nEV199BURSequrqwkEAtjtdpm8lJCQgNvtNuw3JSWFnJwcIOKgFGZgfRZN\n27ZtKSwsBCIPERHenD59OnPnzsXn8+Hz+Q5KC9qfo1H0QwDkFC4h0MRDymQykZKSgtVqlWFWiDjH\nH3vsMaKiosjKyiI7O7vex3S80qC5D3Xlhzf3uQ/iJhfVePqn68aNG+nWrZt0cNlsNpKTk7FYLITD\nYdLT04HIYhShM6h9MdRVa1Ebfr9fPq0dDgcxMTGyEcnu3buBiAqdlJQkuxZBRJMoKSmR4dXExESg\nfqG6wsJCuejS09MNIVCxn4N5ItdlbtTmaBSp5CInJC8vD4h8J9XV1ZhMJoLBoDQXMjMzcTqdrF27\nlvHjx0sN4lgclNtYmDTVPPCQER59kQ8QCoVkaBKgqKiIL774gsrKSnmD9+/fnxUrVhAOh4mOjpZP\n5ZycHPkEbwxKS0tl9EiEFa1WqzxGQCb1NDUXXXSRLPyC+vsU6mPn11aDoUff/k6USYvP1jSNli1b\ncsopp5CZmVmvYzqeaT6PcYVCUS9UpkYjUJtKrX8KOp1O0tLSSE1NNVQStmvXTqYQiySwxMTEfdqI\nHQr6JCVhrlgsFkNasNAcmhqHw8GJJ5540O+rTz5DzerN2v4ufA96TUFkbiYnJzfqdT+WUeZDEyBU\nUiEsQqEQBQUFhuSm1NRUysvLZXahSCSKiYlpVFXe7/dL34amadjtdsxms6GngIiYNDUJCQmG8uSD\nrX3YH3rBUZdQED/14Up9h+ukpKRm7UsQKKHQiAgHo+hkpHemeb1ew80tMgj1vRbgT0dZY6FvGW+x\nWAz1DuL14yG1t75CwefzGTpci3bvFosFh8OxT75Dc0QJhUZEX2ykX9giwlAzh1/vkNQ/yRozVq5f\nLPpIkN7ReDxEiOoTkRHb+P1+uehFizi94xEatyvUscax/4g4ytB7wfeXZKP3huvt4PrWA9SX/WUw\nHuky4SPxPBKh0eNBEDYV6sooFAoDSlNoRGpW89VUQYV5oae2hJzG9inUdpxHWksQx3Ek9qev5dCb\nekp7iKCEQiOyv14HtZU+1+bg0yc9NTY1nZqCmk7Ro42DNTP252gU/9dvo+9/cTRfh8OFcjQqFAoD\nSl9SKBQGlFBQKBQGlFBQKBQGlFBQKBQGlFBQKBQGlFBQKBQGGjwMZsWKFXzwwQeYzWZOO+00hg8f\nDjTvYTAKxfFAg4bBbN68mXXr1vHQQw9hs9lkOWxzHQajUBxPHHC15uXl7dN84sMPP2TQoEGy0kxM\nIKprGIxCoTh2aFCac2FhIVu2bOG1117DZrNx7bXX0rZtW8rKymjXrp3cbn/DYI6nuQ8KxfFEg4RC\nOBymqqqKWbNmsX37dubNm8djjz12UJ9xPM19UCiOJxpk7CcnJ9OtWzdMJhNt27bFbDbjcrkOahiM\nQqE4OmmQUDjjjDP4/vvvASgoKCAYDBIXF0d+fj5r1qwhEAhQVFTU7IbBKBTHAwesktQPg0lISOCq\nq67i7LPP5oknnmDnzp1YrVauvfZaOnXqBMBbb73Ff//7X8xmMyNGjKBr166H5UQUCkXjoEqnFQqF\nAZVAoFAoDCihoFAoDCihoFAoDCihoFAoDCihoFAoDCihoFAoDCihoFAoDCihoFAoDCihoFAoDCih\noFAoDCihoFAoDCihoFAoDCihoFAoDCihoFAoDCihoFAoDCihoFAoDCihoFAoDCihoFAoDCihoFAo\nDBw1QmHKlClH+hAOK83tfKH5nfOxer5HjVBQKBRHB0ooKBQKA0eNUGhuI+Sa2/lC8zvnY/V81dwH\nhUJh4KjRFBQKxdFBg6ZONyYbN27k+eefJxwOc9555zF48OAjfUhNws0334zT6cRsNmOxWJgzZw5V\nVVXMmzeP4uJi0tLSmDBhArGxsUf6UBvEE088wfr160lISGDu3LkA+z2/pUuXsmrVKsxmMyNHjuTU\nU089koffIGo759dff52VK1cSH///7do/S+teHMfxd4Ju8ktNUYugg38WNyVZilDEPw+giOAiTg6l\nk/QZ1FHQp6Cduljc3KQOHQw4CHWxBaFDbbEpoYNijedOFnKvHS7X3nPj77ymJM3w+RD40nOS/wDY\n3t5maWkJCFFnIZHv+yKdTovHx0fR7XZFJpMRtVpNZqSBSaVSwvO8wLVcLicKhYIQQohCoSByuZyM\naF+iXC6LarUq9vf3e9f69avVaiKTyYjX11fRaDREOp0Wvu9Lyf0nPuucz+fF+fn5L/eGqbPU5UOl\nUiEWizExMcHQ0BDxeBzHcWRG+qscxyGRSACQSCRC3X1hYeGXfzn9+jmOQzweZ3h4mPHxcWKxGJVK\n5a9n/lOfde4nTJ2lLh9c1yUajfbOo9Eo9/f3EhMNVjabRdd11tfXWVtbw/M8RkdHAYhEInieJznh\n1+rXz3Vd5ufne/eZponrulIyDsLFxQVXV1fMzMyws7PDyMhIqDpL31P4v8hms5imied5HBwcMDk5\nGfhd0zQ0TZOUbvC+e78PGxsbbG5uApDP5zk9PSWVSklO9XukLh9M06TVavXOW60WpmlKTDQ4H70M\nw8C2bSqVCoZh0G63AWi3273Nqe+iX7+fn7vrut/muUciEXRdR9d1VldXqVarQLg6Sx0Ks7Oz1Ot1\nms0mb29vlEolLMuSGWkgXl5eeH5+7h3f3t4yPT2NZVkUi0UAisUitm3LjPnl+vWzLItSqUS326XZ\nbFKv15mbm5MZ9ct8DEGA6+trpqamgHB1lv7x0s3NDScnJ7y/v7OyskIymZQZZyAajQaHh4cA+L7P\n8vIyyWSSTqfD0dERT09PoX8leXx8zN3dHZ1OB8Mw2Nrawrbtvv3Ozs64vLxE13V2d3dZXFyU3OD3\nfda5XC7z8PCApmmMjY2xt7fX21cJS2fpQ0FRlH+L+qJRUZQANRQURQlQQ0FRlAA1FBRFCVBDQVGU\nADUUFEUJUENBUZQANRQURQn4Abqt4LTbMQJ2AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7ebbf99be0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"4 1000015539\n"
]
},
{
"data": {
"image/png": 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1LnNzWNNwk8H2tlfB5ufnuPeeu5lOx0wn1ho0NzfH5dde4/Lly7biWV4Cz94c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XuBekGOu6+NjQ2Wlpa4fPmyv5fl5WVGoxGDwQCllE8PRqFibm6OXq9Ht9tle2CVqDGWSGU4HHpL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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7ebc3481d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for row in train_df.take(5):\n",
" print(row.product_ID, row['category'])\n",
" show_img_from_data(row.img_data)\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Viewing Products that have Multiple Images"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# don't bother running beyond here with full data, just slower pointlessly\n",
"# should use sample and then run this query if you only want examples from a subset of the data"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"prod_img_num_df = (train_df.groupBy('product_ID')\n",
" .agg(sf.count('product_ID').alias('num'))\n",
" .filter('num == 4')\n",
" .withColumnRenamed('product_ID', 'prod_ID') # did this becuase the matching columns names make bugs in the join...\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"StructType(List(StructField(prod_ID,IntegerType,true),StructField(num,LongType,false)))"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"prod_img_num_df.schema"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"StructType(List(StructField(product_ID,IntegerType,true),StructField(category,IntegerType,true),StructField(img_data,StringType,true)))"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_df.schema"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"scrolled": false
},
"outputs": [
{
"ename": "Py4JJavaError",
"evalue": "An error occurred while calling o114.collectToPython.\n: org.apache.spark.SparkException: Job aborted due to stage failure: Task 470 in stage 12.0 failed 4 times, most recent failure: Lost task 470.3 in stage 12.0 (TID 3634, 172.31.4.206, executor 0): java.io.IOException: No space left on device\n\tat java.io.FileOutputStream.writeBytes(Native Method)\n\tat java.io.FileOutputStream.write(FileOutputStream.java:326)\n\tat org.apache.spark.storage.TimeTrackingOutputStream.write(TimeTrackingOutputStream.java:58)\n\tat java.io.BufferedOutputStream.flushBuffer(BufferedOutputStream.java:82)\n\tat java.io.BufferedOutputStream.write(BufferedOutputStream.java:126)\n\tat net.jpountz.lz4.LZ4BlockOutputStream.flushBufferedData(LZ4BlockOutputStream.java:205)\n\tat net.jpountz.lz4.LZ4BlockOutputStream.write(LZ4BlockOutputStream.java:158)\n\tat java.io.BufferedOutputStream.write(BufferedOutputStream.java:122)\n\tat java.io.DataOutputStream.write(DataOutputStream.java:107)\n\tat org.apache.spark.sql.catalyst.expressions.UnsafeRow.writeToStream(UnsafeRow.java:554)\n\tat org.apache.spark.sql.execution.UnsafeRowSerializerInstance$$anon$1.writeValue(UnsafeRowSerializer.scala:69)\n\tat org.apache.spark.storage.DiskBlockObjectWriter.write(DiskBlockObjectWriter.scala:239)\n\tat org.apache.spark.shuffle.sort.BypassMergeSortShuffleWriter.write(BypassMergeSortShuffleWriter.java:151)\n\tat org.apache.spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:96)\n\tat org.apache.spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:53)\n\tat org.apache.spark.scheduler.Task.run(Task.scala:108)\n\tat org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:335)\n\tat java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)\n\tat java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)\n\tat java.lang.Thread.run(Thread.java:748)\n\nDriver stacktrace:\n\tat org.apache.spark.scheduler.DAGScheduler.org$apache$spark$scheduler$DAGScheduler$$failJobAndIndependentStages(DAGScheduler.scala:1499)\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$abortStage$1.apply(DAGScheduler.scala:1487)\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$abortStage$1.apply(DAGScheduler.scala:1486)\n\tat scala.collection.mutable.ResizableArray$class.foreach(ResizableArray.scala:59)\n\tat scala.collection.mutable.ArrayBuffer.foreach(ArrayBuffer.scala:48)\n\tat org.apache.spark.scheduler.DAGScheduler.abortStage(DAGScheduler.scala:1486)\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$handleTaskSetFailed$1.apply(DAGScheduler.scala:814)\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$handleTaskSetFailed$1.apply(DAGScheduler.scala:814)\n\tat scala.Option.foreach(Option.scala:257)\n\tat org.apache.spark.scheduler.DAGScheduler.handleTaskSetFailed(DAGScheduler.scala:814)\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.doOnReceive(DAGScheduler.scala:1714)\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:1669)\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:1658)\n\tat org.apache.spark.util.EventLoop$$anon$1.run(EventLoop.scala:48)\n\tat org.apache.spark.scheduler.DAGScheduler.runJob(DAGScheduler.scala:630)\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2022)\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2119)\n\tat org.apache.spark.rdd.RDD$$anonfun$reduce$1.apply(RDD.scala:1026)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:151)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:112)\n\tat org.apache.spark.rdd.RDD.withScope(RDD.scala:362)\n\tat org.apache.spark.rdd.RDD.reduce(RDD.scala:1008)\n\tat org.apache.spark.rdd.RDD$$anonfun$takeOrdered$1.apply(RDD.scala:1429)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:151)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:112)\n\tat org.apache.spark.rdd.RDD.withScope(RDD.scala:362)\n\tat org.apache.spark.rdd.RDD.takeOrdered(RDD.scala:1416)\n\tat org.apache.spark.sql.execution.TakeOrderedAndProjectExec.executeCollect(limit.scala:133)\n\tat org.apache.spark.sql.Dataset$$anonfun$collectToPython$1.apply$mcI$sp(Dataset.scala:2803)\n\tat org.apache.spark.sql.Dataset$$anonfun$collectToPython$1.apply(Dataset.scala:2800)\n\tat org.apache.spark.sql.Dataset$$anonfun$collectToPython$1.apply(Dataset.scala:2800)\n\tat org.apache.spark.sql.execution.SQLExecution$.withNewExecutionId(SQLExecution.scala:65)\n\tat org.apache.spark.sql.Dataset.withNewExecutionId(Dataset.scala:2823)\n\tat org.apache.spark.sql.Dataset.collectToPython(Dataset.scala:2800)\n\tat sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)\n\tat sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)\n\tat sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)\n\tat java.lang.reflect.Method.invoke(Method.java:498)\n\tat py4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244)\n\tat py4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:357)\n\tat py4j.Gateway.invoke(Gateway.java:280)\n\tat py4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132)\n\tat py4j.commands.CallCommand.execute(CallCommand.java:79)\n\tat py4j.GatewayConnection.run(GatewayConnection.java:214)\n\tat java.lang.Thread.run(Thread.java:748)\nCaused by: java.io.IOException: No space left on device\n\tat java.io.FileOutputStream.writeBytes(Native Method)\n\tat java.io.FileOutputStream.write(FileOutputStream.java:326)\n\tat org.apache.spark.storage.TimeTrackingOutputStream.write(TimeTrackingOutputStream.java:58)\n\tat java.io.BufferedOutputStream.flushBuffer(BufferedOutputStream.java:82)\n\tat java.io.BufferedOutputStream.write(BufferedOutputStream.java:126)\n\tat net.jpountz.lz4.LZ4BlockOutputStream.flushBufferedData(LZ4BlockOutputStream.java:205)\n\tat net.jpountz.lz4.LZ4BlockOutputStream.write(LZ4BlockOutputStream.java:158)\n\tat java.io.BufferedOutputStream.write(BufferedOutputStream.java:122)\n\tat java.io.DataOutputStream.write(DataOutputStream.java:107)\n\tat org.apache.spark.sql.catalyst.expressions.UnsafeRow.writeToStream(UnsafeRow.java:554)\n\tat org.apache.spark.sql.execution.UnsafeRowSerializerInstance$$anon$1.writeValue(UnsafeRowSerializer.scala:69)\n\tat org.apache.spark.storage.DiskBlockObjectWriter.write(DiskBlockObjectWriter.scala:239)\n\tat org.apache.spark.shuffle.sort.BypassMergeSortShuffleWriter.write(BypassMergeSortShuffleWriter.java:151)\n\tat org.apache.spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:96)\n\tat org.apache.spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:53)\n\tat org.apache.spark.scheduler.Task.run(Task.scala:108)\n\tat org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:335)\n\tat java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)\n\tat java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)\n\t... 1 more\n",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mPy4JJavaError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-36-e8a0370dd37d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 7\u001b[0m train_df['img_data'])\n\u001b[1;32m 8\u001b[0m \u001b[0;34m.\u001b[0m\u001b[0msort\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrain_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'product_ID'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0;34m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 10\u001b[0m )\n",
"\u001b[0;32m~/spark/python/pyspark/sql/dataframe.py\u001b[0m in \u001b[0;36mtake\u001b[0;34m(self, num)\u001b[0m\n\u001b[1;32m 474\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mRow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mage\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34mu'Alice'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mRow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mage\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34mu'Bob'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 475\u001b[0m \"\"\"\n\u001b[0;32m--> 476\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlimit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnum\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcollect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 477\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 478\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0msince\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1.3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/spark/python/pyspark/sql/dataframe.py\u001b[0m in \u001b[0;36mcollect\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 436\u001b[0m \"\"\"\n\u001b[1;32m 437\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mSCCallSiteSync\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sc\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mcss\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 438\u001b[0;31m \u001b[0mport\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_jdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcollectToPython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 439\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_load_from_socket\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mport\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mBatchedSerializer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mPickleSerializer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 440\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/spark/python/lib/py4j-0.10.4-src.zip/py4j/java_gateway.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args)\u001b[0m\n\u001b[1;32m 1131\u001b[0m \u001b[0manswer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgateway_client\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend_command\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcommand\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1132\u001b[0m return_value = get_return_value(\n\u001b[0;32m-> 1133\u001b[0;31m answer, self.gateway_client, self.target_id, self.name)\n\u001b[0m\u001b[1;32m 1134\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1135\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mtemp_arg\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtemp_args\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/spark/python/pyspark/sql/utils.py\u001b[0m in \u001b[0;36mdeco\u001b[0;34m(*a, **kw)\u001b[0m\n\u001b[1;32m 61\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdeco\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 62\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 63\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 64\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mpy4j\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprotocol\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPy4JJavaError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 65\u001b[0m \u001b[0ms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjava_exception\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtoString\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/spark/python/lib/py4j-0.10.4-src.zip/py4j/protocol.py\u001b[0m in \u001b[0;36mget_return_value\u001b[0;34m(answer, gateway_client, target_id, name)\u001b[0m\n\u001b[1;32m 317\u001b[0m raise Py4JJavaError(\n\u001b[1;32m 318\u001b[0m \u001b[0;34m\"An error occurred while calling {0}{1}{2}.\\n\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 319\u001b[0;31m format(target_id, \".\", name), value)\n\u001b[0m\u001b[1;32m 320\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 321\u001b[0m raise Py4JError(\n",
"\u001b[0;31mPy4JJavaError\u001b[0m: An error occurred while calling o114.collectToPython.\n: org.apache.spark.SparkException: Job aborted due to stage failure: Task 470 in stage 12.0 failed 4 times, most recent failure: Lost task 470.3 in stage 12.0 (TID 3634, 172.31.4.206, executor 0): java.io.IOException: No space left on device\n\tat java.io.FileOutputStream.writeBytes(Native Method)\n\tat java.io.FileOutputStream.write(FileOutputStream.java:326)\n\tat org.apache.spark.storage.TimeTrackingOutputStream.write(TimeTrackingOutputStream.java:58)\n\tat java.io.BufferedOutputStream.flushBuffer(BufferedOutputStream.java:82)\n\tat java.io.BufferedOutputStream.write(BufferedOutputStream.java:126)\n\tat net.jpountz.lz4.LZ4BlockOutputStream.flushBufferedData(LZ4BlockOutputStream.java:205)\n\tat net.jpountz.lz4.LZ4BlockOutputStream.write(LZ4BlockOutputStream.java:158)\n\tat java.io.BufferedOutputStream.write(BufferedOutputStream.java:122)\n\tat java.io.DataOutputStream.write(DataOutputStream.java:107)\n\tat org.apache.spark.sql.catalyst.expressions.UnsafeRow.writeToStream(UnsafeRow.java:554)\n\tat org.apache.spark.sql.execution.UnsafeRowSerializerInstance$$anon$1.writeValue(UnsafeRowSerializer.scala:69)\n\tat org.apache.spark.storage.DiskBlockObjectWriter.write(DiskBlockObjectWriter.scala:239)\n\tat org.apache.spark.shuffle.sort.BypassMergeSortShuffleWriter.write(BypassMergeSortShuffleWriter.java:151)\n\tat org.apache.spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:96)\n\tat org.apache.spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:53)\n\tat org.apache.spark.scheduler.Task.run(Task.scala:108)\n\tat org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:335)\n\tat java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)\n\tat java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)\n\tat java.lang.Thread.run(Thread.java:748)\n\nDriver stacktrace:\n\tat org.apache.spark.scheduler.DAGScheduler.org$apache$spark$scheduler$DAGScheduler$$failJobAndIndependentStages(DAGScheduler.scala:1499)\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$abortStage$1.apply(DAGScheduler.scala:1487)\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$abortStage$1.apply(DAGScheduler.scala:1486)\n\tat scala.collection.mutable.ResizableArray$class.foreach(ResizableArray.scala:59)\n\tat scala.collection.mutable.ArrayBuffer.foreach(ArrayBuffer.scala:48)\n\tat org.apache.spark.scheduler.DAGScheduler.abortStage(DAGScheduler.scala:1486)\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$handleTaskSetFailed$1.apply(DAGScheduler.scala:814)\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$handleTaskSetFailed$1.apply(DAGScheduler.scala:814)\n\tat scala.Option.foreach(Option.scala:257)\n\tat org.apache.spark.scheduler.DAGScheduler.handleTaskSetFailed(DAGScheduler.scala:814)\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.doOnReceive(DAGScheduler.scala:1714)\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:1669)\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:1658)\n\tat org.apache.spark.util.EventLoop$$anon$1.run(EventLoop.scala:48)\n\tat org.apache.spark.scheduler.DAGScheduler.runJob(DAGScheduler.scala:630)\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2022)\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2119)\n\tat org.apache.spark.rdd.RDD$$anonfun$reduce$1.apply(RDD.scala:1026)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:151)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:112)\n\tat org.apache.spark.rdd.RDD.withScope(RDD.scala:362)\n\tat org.apache.spark.rdd.RDD.reduce(RDD.scala:1008)\n\tat org.apache.spark.rdd.RDD$$anonfun$takeOrdered$1.apply(RDD.scala:1429)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:151)\n\tat org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:112)\n\tat org.apache.spark.rdd.RDD.withScope(RDD.scala:362)\n\tat org.apache.spark.rdd.RDD.takeOrdered(RDD.scala:1416)\n\tat org.apache.spark.sql.execution.TakeOrderedAndProjectExec.executeCollect(limit.scala:133)\n\tat org.apache.spark.sql.Dataset$$anonfun$collectToPython$1.apply$mcI$sp(Dataset.scala:2803)\n\tat org.apache.spark.sql.Dataset$$anonfun$collectToPython$1.apply(Dataset.scala:2800)\n\tat org.apache.spark.sql.Dataset$$anonfun$collectToPython$1.apply(Dataset.scala:2800)\n\tat org.apache.spark.sql.execution.SQLExecution$.withNewExecutionId(SQLExecution.scala:65)\n\tat org.apache.spark.sql.Dataset.withNewExecutionId(Dataset.scala:2823)\n\tat org.apache.spark.sql.Dataset.collectToPython(Dataset.scala:2800)\n\tat sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)\n\tat sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)\n\tat sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)\n\tat java.lang.reflect.Method.invoke(Method.java:498)\n\tat py4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244)\n\tat py4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:357)\n\tat py4j.Gateway.invoke(Gateway.java:280)\n\tat py4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132)\n\tat py4j.commands.CallCommand.execute(CallCommand.java:79)\n\tat py4j.GatewayConnection.run(GatewayConnection.java:214)\n\tat java.lang.Thread.run(Thread.java:748)\nCaused by: java.io.IOException: No space left on device\n\tat java.io.FileOutputStream.writeBytes(Native Method)\n\tat java.io.FileOutputStream.write(FileOutputStream.java:326)\n\tat org.apache.spark.storage.TimeTrackingOutputStream.write(TimeTrackingOutputStream.java:58)\n\tat java.io.BufferedOutputStream.flushBuffer(BufferedOutputStream.java:82)\n\tat java.io.BufferedOutputStream.write(BufferedOutputStream.java:126)\n\tat net.jpountz.lz4.LZ4BlockOutputStream.flushBufferedData(LZ4BlockOutputStream.java:205)\n\tat net.jpountz.lz4.LZ4BlockOutputStream.write(LZ4BlockOutputStream.java:158)\n\tat java.io.BufferedOutputStream.write(BufferedOutputStream.java:122)\n\tat java.io.DataOutputStream.write(DataOutputStream.java:107)\n\tat org.apache.spark.sql.catalyst.expressions.UnsafeRow.writeToStream(UnsafeRow.java:554)\n\tat org.apache.spark.sql.execution.UnsafeRowSerializerInstance$$anon$1.writeValue(UnsafeRowSerializer.scala:69)\n\tat org.apache.spark.storage.DiskBlockObjectWriter.write(DiskBlockObjectWriter.scala:239)\n\tat org.apache.spark.shuffle.sort.BypassMergeSortShuffleWriter.write(BypassMergeSortShuffleWriter.java:151)\n\tat org.apache.spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:96)\n\tat org.apache.spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:53)\n\tat org.apache.spark.scheduler.Task.run(Task.scala:108)\n\tat org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:335)\n\tat java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)\n\tat java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)\n\t... 1 more\n"
]
}
],
"source": [
"multi_img_prods = (prod_img_num_df.join(train_df, \n",
" prod_img_num_df.prod_ID == train_df.product_ID,\n",
" how='inner')\n",
" .select(train_df['product_ID'],\n",
" prod_img_num_df['num'],\n",
" train_df['category'],\n",
" train_df['img_data'])\n",
" .sort(train_df['product_ID'])\n",
" .take(20)\n",
" )\n",
"# :( though it had it but clearly not - only 4.5 min to get 1159/1436 tasks for the job done so still ^^"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"13 4 1000010961\n"
]
},
{
"data": {
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FE9qcmprCT2sRRkZGqFarAFQqFQqFAo5jMiUzQdRsNlleXmZ5eZm33/BO7v/Ot2i1WoRh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\nxKGqgzCTLsmpoGsUR2iajpQRoBElQTX9DPAa0r32wYMHOXToEKD220H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xHOWBVcfGEJby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\nMMIQRkZhhBFGGMLIKIwwwghD+P8B4KnRJvmsUCIAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f54b6891be0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"13 4 1000010961\n"
]
},
{
"data": {
"image/png": 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HIamV8GQDmeuxCCZCUKtWsnqAYEKPYRiZfo9+RBTYfo8JQkjTx2HEOC6QwvZ3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\nsq9PM94Ik8vtR0vZPZdmkG9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Osd9aTaH6u5/H/9QvZROJQuNIk7EK4Lgu0nMRlSpUq5Cm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\ng2gUIpFIg2gUIpFIg2gUIpFIg/8PFT0noCS+ktIAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f54b89b9ef0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"13 4 1000010961\n"
]
},
{
"data": {
"image/png": 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fwLIMLMvAMDRFRxZTkiV7Pfq+rzIdwzCkVqsxMbGGt73tbWSzWcXpqNKfE5pB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\njz766ELfKPTRRx9d6BuFPvroowv/P+uxDyrI5YUCAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f54b6c40f28>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"13 4 1000010961\n"
]
},
{
"data": {
"image/png": 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NvPOG63Gk4GD8cNkwto6XH/kJz//1NiZDm6eb+il1YNLAd/OsFAVygcGxmnZz50OPykgF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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f54b68bafd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"25 4 1000010653\n"
]
},
{
"data": {
"image/png": 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Ubt4KFSrsQ5Xm/NMgcwxHI0Zjn0ac2QIhFE5pjBNQlgpb60iBPC9ICkNgvfo72tzh8aef\n4sq1V2g2mwD83h/8Lt/9/uP0+30WFhboLCwAEEURyTRGSukTmEqHXZakZHGCMbvhvsO6rDeQGmF3\nXUNSKowOUIEmXt8tZVZao2oBOgxQQQChnH2BrOPQSETpxJQFYARpmjCeTonSMppgC5QzOGewwuIC\nNT9GIQQQkNgCWdpUwkpUYcEKnDHEwzEy1rg0QWGJHKyfvwRAc6lH/+7bCaIatjDUdWU2/CxQCYWf\nAmmWMp7GTBOv4hsnCEOFE1AUBTLwMTUrFTqMENripJwnAl2+foOXXnudSbKB21wHYDKZ8p/+r79D\na02z3qLdbgPQqNU5feIUzWaThU53d3vUoN1peD9D6ZcIN95AOHBFgikspixccE5QqACtQqRWnhsB\nH2UgULul03I3XHxlOafXbBP6ZEkWVRMlajgtsdL57wEuk7gArPTOzDIvCiMtBQ6DQ7sAVaZcaysI\nnEJl1pczWItJMwyWPJB0ljtcXd8C4MIrr9G/85z3s8QxtXaZHl/lLr2n+NAJBTMn92JfYsy+AqYf\nQ+Dh2YZ238sppG9sMtrZRLf9Ki9qmkR6MhSrFbI8SJIWBK6gMBZdD9mY+MSt89cvcPwjZzi98HPz\nhC2tFIEIcBa2t7cZjr0jLysKnn/lJcD7BmaaxZEjR2g2m4RhyMmT3lu/VNO0Vw9jwiaxUdSk99O3\nioDa2KCNYTLaooh81GQiE6bFmCBQ9BsNOsYLM50Zls9n1MIxzbDUKtwU0pxOFHDfL34CU17Wrc0R\nWZKTjGKyyRCX+JCkiieQZMgsoVcs+zBpCSshDwAhsfUmRZGTGYMZjOkvdOlKLzzjjSHbF6/Q+7nb\nEJ0Ws7S37s1uNDfPgj7oh7h5sdkuBP5+zyjrZjdfqZtUbLkDR8/3WN83q9mYOXLF/nHNPz5Y9PU+\nMeY/dELhp8KPy6s/wDtIWmoDUs8deTOfuFfjxXwCtNttsI40TakpOU/g2djY4PTZ29i5dJ7hcAj4\nY+Z5ThCF+8KJtVqN6XSKEIJ6vT4/xssvv1yOSfD9xx/359OGWr9P2F2ktrDMkaVjABzrHmI1arEU\nhCwea1MEfkY3dIOJS8nzlCw2bIzKaTfNabVqjCYTRoOS0s0aAqmoRw3qyx2CwK/a9VUDBkRukFmO\ni71QMOMB6WCTfDIh2RSkqdeqptMpcRojnBcOSSDQYY1QCeI8xSrhS6kpNRnrCSQVex5Ouxtqhf00\ncrMEudltm82rm2WQA5gD993hFSYnSsGwN9nu4HPyVlVxs8/2/iu3HRwXsJ9V6n2I94lsqlChwvsF\n/zw1BbxtK2a8YnitcZ5pzJ7XnQFpVviw35wUxM21BIA0TQHotrpMxxOsLdBaMx379Oc4jjl+4hj/\n8MR3aXe9MhxFEXd/9B4Art24Pq8RydOUMAzJsow0TeerYzyZUK/XaTSbbG9vl8co2L4+Zrp2FRPV\nqM2yEWVIT4X0goDDq0uolg+DNlYX6B4+RK+7RK/TZrF3yO+v6pg0xhhDUXinQpGn5KZgmBnWJhNM\n4X9Lo95BGIe20NCK1oI3WcJeh/DEcX95RgWUBVEmjomnY6bjCTqKWDh3inQyJk8z6rJJ0O1QcyVl\ndiPwalhiETWJnteU7OZwAAh3YPl2u9tmWoQs9z+4KM84JN5UbsJ+DcTt+UC8VXB0rx/0JtoBHODh\n3HveGeXcXrxPlugPrVD4SdfXOIuWepeodEaLuJfL1MLWzoA0z5DRrvnghL+jQuxGBwCcMxhjCIIA\n5xwvveR9A8YYrl69yvmLF+f5HK1Wi5//2P1kWcbJU6fnZsVkMmFtbY3BYMDm5uY8r2Gh20NKSaBD\n2i0/EdtNRzqdgLAYWbCZbACwHWcMlWI7kPzo8pOYGXNRu0mzv0y7vkRPL7AaLgGwVF/g2PFVGo0G\nnYV2Ob4uQRigBQTGzX0KaZxhigLijHEcsx37CR0WOaGzaBxhbxGlfOqyVm1aYpWWA1pNjv/SxyHJ\noMgZbKwRNuqEuU8KSwOfpEWcYtG4eR35bsWkv7l7s7RmF78UGHsfAMebOBsQ+zX8t4K9yV8Hnyl7\nYMPBOa7YJZFSe3d6q9L69wk+dELhrYTBwcJGKQ/subdocMY+lBaMJxNyLGGg/cMJOGNwUpREpI5a\nzTvK8ixDOEc9ihgNBzz73DMA9JaW+da3voXQinvu/TkAVKC5euM6ly9fptFoEJV1CEopVlZWaLVa\njMfjuVCo1WpcunQJpRRLS34yj+KCUQKmWSNoNUhL+15qjdCKAkNY7zCxpaPRFGyubSDyEbWszoLx\nfoKOapG1MzrNFgtlaLTX67HQ6dLv91lcXKbTmkVHGkRKU1/Svhw691pSHk9JJ2PiNGWUT3DFLITp\nEA5CqTjuFtg2Ma1GRE2GdFsnQYLM/DESWaCEIp0m5IWgKG9RMdPqyvsmlJz/Lcsoii7vwVvRzs9w\nsyDnXN6IOadVyYy9X0M4KCiKn7D0/NhP38eC4UMnFH4SZkr/XCjc5ObYkjVoMhqTGuPDcVrvFhYx\neyA1zqXoMv8/jmMUAq01Gxsbc06BZrPOi6+8yD2338bho0cAMIXh+Rd+xMsvvkQYhnOhEIYhd999\nt6+J0Jp2yVolpaTVbHLnXXdx3333AXD+8jZXB5sktYAskqxtrgGQDwfkkxGb169yaLWPLEutA0A4\nQRA16LoO7cSXGukYXhldQ092CNav+21OoNG0wxrdepNWze97ePUQrWadhf4C/f4CrZ43hxqtOtFK\nFxVIuunu9CmKApPl5EmMEY5tbRlmEyLj6DXbUOS4cpI7qZnGKdblFFqQlR65ehDMTT0p5TxVXCmF\nUgonBS4vS7tL/kdR7juv0p19PzxQ1r5PbZDzMhfnHO4mHsEZSZ7/f7/QeLP2cROP9mzTTVWV94f9\n8M9OKMBb3BOzW/hUpN6ungxHOC1RgUYoNbc5DQ4pNUqp/V2SrENrTZJMuXDxPIcPH/b75wXdVptj\nJ44zKKsKp3GHNE1ZXl3B5MV8ZV1ZWaHIc7a3ttBas7y8DMDW9jbLKyvcf//9LC4uAlBbvYf62g2m\ngSaPAvqlCSKTlOn1q7waP0WcpKhSKOQuYZqk1F2CVZpk7CME2caQzs8vYo1BlgJRW0loFMI4pjs7\npKWAu/LiC2gt0XWFbNTQbW8m1Ba7NHsL1FpN7j1ymlpZz9But2k0GoT1LjIIaK+uoK2vvhzt7IAx\nRKXzQGhFZnLyaY7RjrwMAapSC5hN9JlAF0rN38dM5/vM9kPt2bcUDvWmH9fuduc1j1neRnlDhRQI\nJ/eXr8+fm92S84OQewTF3gjlPk1V2rdg5Xp/CIX3xygqVKjwvsGHTlPYqwH8OHNtpi3M8lGctUip\nwEFRrorJZApK45TGSUUxVxu9XTtbfaKwTAJCIBxsb2xz4fXz9Ja97f/y+dcIQsWpM2fZ3vZRhmnc\nYzie0u8uMBwMyMtsxKX+MkEQEE9Tmo02S8urAFy9doPxeMyLr7zKU//7/wHAb37hf2RtkhIHEOg2\nYdObGgvdGpOiz9Vwg3i0hi4pl9s6odmKOdpb4K5Dx1l0ftzZ1pC/n15imuZkcVr+xoBGrU2nUSe0\nBspszkLlKGmxypIUY8bbOwBc375KqiVWKp4ffot602sQrW6HTr9Pv9/nv/md/5rvfv9xVhb6LDRa\nrHT7CF0QlnRsQahxSYwzKUI5XJkmnkzS3fs70wLw5C0zE0GFuzzwM7/DXvNh9vdwvLGP10Job4JI\npVB6N2cibLdKrWF/yzuxR3MIDy6pXg3g5s7JvYYHb1ZVxVtYFD8DfOiEwl7stehullFWFIWPQAAi\nUL79UW4oyomxs7nFUv8ERkJqi3mupNCKoij897WeJxhNRmMOra7y5JNP0mq15g7Bx59+ko89cD/t\ndptnnvHOx/vvOUMQBKyvr5MmCUcPeVOjVqsxGAwYDAbcc88983DnYDxCac2NtTWapZ/hyTeeo7N8\nGFVvMS4stZK4VeoumBHSNjnSP0mS3wDgxtol7rn3FP/2C79Nx+QszOJzWcYv5hFxUnDx8jUAXnv9\nIt974vvUuoJOt8XqSW+yXHrlR2ytX6e30KKjFfGOFwqLrTZBrcU4SWk7iyiv4dra60x627ySPM+/\n+o1/wd/9x79hOpmw1F9mtdunU2uwsuyPffz4cVYOLVNvNQgCRVjWPuiGwBhDlmUURTFPFnOFw5Qk\nkTbxJp+OQk92Ywz1en1fb4kwDJFJ6glvSkEZUkagioI8sdjyiYl3xlhhCcNwLuCk1lhX+GNGESTl\nU6XkgaSlWU0JCJxn257xTSp2+S1gTuFfUNB8n0zH98cobjEORpkPxo6BmfcQk8XEU2+fBkJihNzt\nTVKuEq7MgJv5E2YPqdaeXOX6tSuMRgPSC/5BbbUarK4uY4zZXeWkz1hshBEYy0LHO+yEEGxvb3Pk\nyBFUoHn8ye8DsHroEL/6nz/I4vIS3/zmNwG4FsUk0ZRxnhGEi+QmK3+K5erlyygHd5w+yeaW3y5p\n8qkH7kCzxWD7ElHpQ1HTKSfsz2N1yJ33/wIA0/seQCvF//vEd1g5vUi44tOtx29MyMMpSZbRMiEr\n5RMk04x46wZmc0C7u0Qhy9+eZdTSstRcQF0rbBiRZRmvnn8DZaHZ8D6DpdfPs7jYo9FpoEKNCvzB\njy6v0mw26XQ6NBqNeem4E94h6DUA76sRJQ+2dZYsN3PC2aIoUCqlr0JMYcnLjMtYJN4voZVv0Vk6\nPWu1GoU12NQQm+nus2N9ibgV0Im8cFZK+XpvpXxa5Cxk2lBQgNIhSu5qCjvTAVZAs96e9wq37xs9\n4R0Khclkwle/+lUuXbqEEILf//3f58iRIx+Ivg+Oki15lvda3shkGjMeeIddqANMWSphpTcbyi/v\nc0DNnIS1KGJ7Y52rV6+SZCk3NnzxU391maNHjzKdJKTTMjmoMFy5eIUoCFnu9anV/GqkhGY4HHP6\n9GlarQ629G6uHj1GWhgy67jvE58A4PrgdWSroJjk1OoFQclt4IoRa9de43gvohkVXJv6cSwvhtz3\nc6fY3H6dwdWXMQ2vcss4Jv3HDTbimDt+6ZcBWPr0Jzl94jh//3hO81CX68kmAFcmaxxbaXK612Ml\naBLEfnxm7HCtALsIm5sbpGW1ZSAltjAkeYYAQmtxYUCcpIS1iCLLycqKyjjJmCYpRjisAOP8MZ5/\n5jlaLR8ubbVa1OveWRg16jSbTer1Op0FL1SbYUhYq1EzBqHUXGBnWYZSis31rX1p5VD2qVE+qjET\n2rVmzSc/OTdvpjMjuVEiAGOId3xCl9BiznMhlULMOnfVvFAgS5j14ZaNgIVGF4NlUiTz8GpYMmu/\nH/COhMLXvvY17rvvPv7oj/6IoihI05S/+qu/el/2fTiYwm6cI9grFEokkynxxK8MzXqDHImRvknL\nTNv2BS4SKSxqjxqiteTChQuk05jcGdLUJ+XUaxFSCoSVdMqqR60UtTBCS0kQBHOtYzqdgnVYHGsb\nG/OVa31zg+f/9iWCKOI3/8vf8seoK6yyhC1FwZR+w6/mw8tXKYoNjh6+jcH2Ra5ffwWAX/71+9AN\nySs/eJ3h9UtMW37/IElYXYPh9g6XF/2+S3ffzWQ8JmrWkbWQHz3/AgCqLjh+coWTC30O6xbB0A98\nfHUKMkDagD6GUfnbW3nOepYg09Q7cLIUFUYURYYOa+ggpB55TaGzsEBvYRGh/IITT7xvJ6jVya1j\nbXOL6+sb5MVu0ZsuczKmpXZ39uxZXzzWbtHpdOY5JGEYEoURjaXVMrxZtttxbl6HkuUpWSngB2tb\nBEGAlLs1FyrQ1Ot1tPZ1LWFealplaHQmHIKyqCxaCBGjFCctWwOfhWqEZenwKroR0tUN4jKDVCrj\nmWXeB3jb0YfpdMoLL7zAr/7qrwL+5jSbTZ544gk+85nPAL7vwxNPPPHujLRChQrvCd42cesbb7zB\nn//5n3Ps2DEuXLjAmTNn+PznP8/v/d7v8fWvfx3wEvZ3f/d35+/34pb1fThQwPDmHzfPi/X9DPYl\nqjuyNKXI/UqktcaUTqG9u82SWkT5wdy/5Bw7OwOyPPOEquW3lNbUajXCIMSaWUVlg52d4fy9K9Ol\njSlACHQQR4aBAAAgAElEQVSgSZIUU4ZHoloEQpCm6dzRmGrvURdKYwpLqPxKk01ibJrSrtXI0pis\nTCNePrQEEkbDAc6aOdu0cI5mokAqgkaZntxosLa9SWoKao0ak7IMXAtHPQwIhSDSAYHyJogrwFoo\ncuP7W5bjzq0jLXJyBysnjnHj0hWQCrOn1kTLXR7Kmb/AmAJTXhup969dewlqjbVYa+e09/V6nSiK\n5tGGeb1EGbXQSu/b7qnsRLlt9/kw1rNyC8A6u3teN3t63Lxk3n9rdp7dnAhdC7CZd0zOxpwXOcYU\nKK2J6vX5k+WsRaib5Vu+93jb+ooxhvPnz/OFL3yBc+fO8bWvfY1HH3103z4/m74Pe/tEz/oz7p3U\nsxx54VNeZx8UkGzucOXCRYoyn3+x12dNN719K3Zz3WcOx1lPxag0OtevXeU//NWjGAzTJMGUjjwj\nodFpcLh3jLDMXPw3/91D/Kf/+G2m4wlFmjEaeT6F9fV16q0mUbPOhetXueOuOwH4yL0f5dCJY3zr\n299hYbEPwBvtY2RYuouLbG9usVD2fXjx/3mMk0HI7YtdXnjmezSX/UT/7//oD3jihR/w+FNPE8k6\ntVlRRFxwxw9f5dDp27jzl7yWt600/+v/+e/pH1um2YBXnvsOAKcXa3z05DKHWjXuPHcXLJ0sr1+E\nkm1G56+y/nf/nmkZkbk0HvPS+jpFZ4HP/S//E488/D8TqwirIpxVOCNo17yQO7y8Qn+hh8Qy3BnM\nr4lcbPjMSGPmqjr4JrhxHJMkCRvbnqjlrrvu4vDhwxRFQZwk8+hNURRlTYoXDrP08Xq9TqvVotNu\n0mq1iCIfwWnW6r5fTRTNQ87OOfI8xVqLUoq89A9JIZDOgnUIHEEpbA/fe5zBC1fRSsxbHSgsa9eu\nsLG1SXuhzW233eafx34f6rwv8LaFwuLiIouLi5w7dw6AT37ykzz66KMfqL4PxpjdlulF4XseJimN\nWRMXBFYInHAHKujkvsq5WcPXixcv+hVL+MzGWSa91oKdnR1GNybzVTGOf50fPvscNvdt6VS5vSgK\nrl27Ru4MulmfO6iu3biObES0et05vVpNHkOQU8QBC42QwSVPgJpNcvonllm/scZwnPALD/4LAHZG\ncGMnIFUnqTcPY3Nvb2dFznb/MikZZxe8n+GFH76MJGAp7HDlRz+kteV/450nVjgZtOmHdWi2oayr\nyAuLqdd5drLJUjrFzghvTUYQCA6fPILUik6vw3gwQcgaIJBid5ILFNI6MA5RMGeEPnzsKGmaEsfx\nXAgATJKYyWRCmqbUSw1HSEmaZWSmQGhFI/QCZxalIIzm4U2A6XTM+niIvOYdz7P70Gq1sEVOp9Ph\n1PETACwu9bxGIBVBGCFLH4B0FpxDFBZZFHMVyCFwBtI4YZx5IdlZWeb4bXdRe+kFXnjxRURJnX/2\n05+G+vsjAvG2hcLCwgKLi4tcvXqVI0eO8Nxzz3Hs2DGOHTvGY489xkMPPcRjjz3Gxz/+8XdzvO8q\njDGoGb+iMUwmE/I8R9fbN93fvsU9m61GN27cQErJNJ7Q7HZICx/26nb6FEOLMGreHNZay3g8xuYF\nwR6G5jzP6fV6jLOEsFnnyaefAqCQ8Kn/7NMcPXViniqNaSGxTIcTlnpdNm74nIE8NQgCLl+5RqAj\n7vno/QCsDXMK10ZFClE7hsULhVQkPL99HTkY8PNlBOPlCxcwxmGGCenagLO9FQBWZR23NWUwHrFw\n/CQ0fYtA2WgxEJofbV7jU66YO80MhqAWcOjoIZRSdLtdLm+PyopSRyTVbleqKCIMaliXIhHIkuvt\nypUr6CgkiiLqrebc+RpnKXlRMI1jzp49C0C91cTgyLJsnzmSm4Iiz0mNK5OX/HZd3n/pSsFRCuHh\naOQFTp6xvOp/+1JpKhVFgbBu93kQvopTSocTEjsrKXUOmxcsLvTmEa34xgb1fo/l/hLmxOm5gNt6\n8mn6v/qxmz9g7zHekbvzC1/4Al/5ylcoioKVlRX+4A/+AOfch6/vQ4UK/4zwjoTCqVOnbuok/Fn2\nfRiWK1QERBaEKZuPleZzgiWjbGugQyh748qrMcFGQdTsMV3yGXaXXUpUeKKThU6XrQ3PV6BQ9Lt9\ndrYnBLrD5o5f/V96dYChjYlCtpIJD/5LH/O//c6T7AzWuTh5kuuXfWhKhha9LJhsaIo05HDXr0bK\nbZCMNum2BHm6wZEyxUOHTS489ThXfvgyR46e8r/xyLfRecqpxT6vfut5wiueFbk13eG1l2+wNdni\n3B23k5ct6VQsyEYDOnVBvT0ma/sw3rXhG6xmR7j/1x/kkvNq+LfXbvCZX7yHcLJGt3mN5aa3taNO\nxHoUIc/cxXZ/GVH2pVgaD+msn+df24yLwXGmpem0bgUL506zbjtM04KnXr/OQv8I2Sil4wIahWK1\nzMQ83moxyEYUkeMK60TH/FhOjBVaBiQ4ptqRR3513w4Lrskxrp4yVl57Oha2aVvHkkuYXl7jcElq\nEw8HLLSadOI6hZBkNW8ibhQFO0ph6m2mSKz2Y8lzQafZREvN0UPeb5JlOSq0NLp1RqMBquz4lVuL\ns8KnVocSYf0xjBRsaM00LZDaa2XtsAYTS335KIdsgx8+9bS/v9air1+js7oMQvo+HABClRQMAucM\nUfl8q728DHsIXky5+Z1M7PdHYPQ9hs9ILa9oqenlU/8YK6UoZi3nhcQUjlo9YjKJd3kUG3WmSUJR\nZHTamitXvS1fb2jyPMdK+MQnP8mJo164tGsSigDR/wgnD/sJurS0wu987r/lhacu8Mz3nmOzbNRa\nDxWdTo9xsoWTcu7Fn4xiglqIzYp5qvT05VcIdcCxQyusX71CXvIphJRcD84RqHCeS7Hc73P6+DGu\nbA7IioJTx08BcPdH7uDen7+botXhiTdeB2BxwZc1n3/tFdoSOh0vnYqi4OSZs9RPnmRab+Pysjcm\nGcU0Zv3KFWTYZmfbC9DReEo3CJgkMUorur0eWZ5jcaR5hrZqbt9Pkpjc5BS6jCyU98FKhRESIRVB\nIJFFabMnBpU5IhFyfKEkjNEt2BlQbI0xazvEI3/sZDhgVJ8wzQNErYboeBPRhBFaByD9RMuN95HM\nqi8Xe/25s1xJBdi5w/OnetaE5/BUe6IgaZ5RTzJoNen1PX/FeDwmnMZ0shyi6E01PK4k9Xkv8KET\nCuLA68E3vpRVAoW/2mXSy85w4LPadEAyS47RPuSgRcTOZMs/PHiP9GAwwknIbMLLr/zQ7x4UJMmI\ndiPgkw/cSZ75iZ6PrpOPt7hwLSNP/AP9i2ccrWafO+9ucvG1K1y7eBkAYwX1dodL1y/R6bU4ccKv\nUpvbI9a3Rkido7X3hjecIRtN2XE5NWdp1b2T0OQpoVAsNNs8/4Nn+XZZV3Huro9y5shRzp07w9Yo\nR5Qe+HYXzqwe4wc/vMQ/PfYPACwt9qhLwbXBDkc6TRpdP4mkhKVOl6DVZUG355mgdvsGl69cY7y2\nRlGrMyrTiINWg6BR49r1614YK8l4NKalGwjp/AFLu74wBqkVWgtqYTTvoq3rTayWWCmwCEzZ0zOf\npNQLxWq3zYryQqsVO5KNKcEgoWFr9IoyJVq2iIxiM0/InWVaksPEUY2iXWCFQDVahKWjMSssSsCR\no4fmi0EQBRSFd1IKreZ8Cnsn68GImxCCwpo5s7iTAuMsRTpBL/VYLP0VNzbWCUcjiriPDqJ5ApET\nPnQuAL2Pn/zNeLf4Wj50QmHfRRN7/h3YJMs4ZVzmzI+mE1TUQIYBe9jJCWREnltM4WsYAJI8wwpL\n1Ap54+KrXN/wanunUcMWQw4tHiVyY6aDq/7Yo2sMB5tM1D2MBiWfwjRlbX2HTq1DIXJavXJCpwmX\nr69z+ra7+cVf+hQfuesuADaHO7z62nlG4xhZ1gRMt9Y5f/48WxubtDqdeYru+uYYl+bUag2Orhzi\nh0//AIB/+sfv0uh2OXLyFL3lFQ4fPQqAOnaMv3/+e7x4/gqba1443fWR23DJCFfk6CCgVmoK0hbE\nwwnq8jpyQUGp+seXrjO4fJlIWDaLBFeG9s6du40sDFnb3MBYy2g6wQkI6zWEK9BCE5XcC1aADDRC\necFrS4eirnfIncHYgjzLiCfeOWfGCS0RcXLhEEfr3uGpR2OyQUzLSLr1Lkx9KvJkGDOOp9RW+2RY\ndkZeaKVFgdEKwpCo2SIvSr5I6wjCOsvLyxjrBYiUAUhBbgy1qI4p/DhwsiyEKafvnNgFkKLMmiy1\nT+kIahF5UaAF1EpNQQSS6WBEHifodmeuWRRlcr1DIOfZEG+NWZ3OO8GHTijMlLp5hsKBqyjxP1oL\nDbljPPEPTe4gDAOc1POSXekkUoRMh2OCICKM/MO7ubNGo1EjqkU8++KzpZcC8sLQjAS3nz7Ctddf\nwGU+GmCSDYrtNa5O76DX86XQzgmkjtjY2WRz+wanyl4O+TTjtdde58H/4r/i3LnbuXbdVziqsMnH\n7v8EaZHO8/mnl15luRHy+OOP47J4/qsbYUAY1RBSEseJ7/hcbs8nI9544TnO/8jNV5ZWq4UYXyNq\ndLnz7BkADvV6vPD0K+SFZXM6YVYSJLICcWMduVHQrG/Rb3ibfby2iclytNYMsoyiLGVePHqEZ6+8\nQWZ8KpdB0Gg1EEpipMVJCEpWp8IalJOYwiCEr5kA/NVVGiUlsrDzqIR2ilYUsdTqUEzKXpxb28jC\ncvu5c5w4exa2fN2HjSdMxyPOr10nAUbGbxeRxkQRuYJIwaQk2EEq2o0m9XrEeE/ptpNinutg95D+\nAihxQCggQEmcseQlOa0RPnGtSBJIcyj9PZ3+AsN4gM1yMHZeaKmFb7ij9tRZ3WpUJCsVKlTYhw+d\nprDPp3DAdJhtKju0MxkMicu6fxUG2EBTYHfTaA2Y3JClKZ1WezdVNc9RYZvRdMzlq5fQQRk3n444\nudrn5JHDvPLsd+mEfqVTbkIwTXntpW1uv8Ori84JrFNcun4RVXdELX+M4Tjm+OlT1NsLvHr+Cs88\n61X/Xq9Dt99ikg5ptbwn+5NHljm80Ob6G69x+eoNCuePsdhbQAQ11jY20UFIUMbkO502k+mIOJ6g\nlCAvCVOZFqSkkCfUyuy965eusL05pLWwyPbkKj+84k2hppD0Y4lIUorpDfp1b1a0axKrNYM8ZTNN\nmZb5Dq9fv8rrly9TKIGQEh2FSK0ZTsc0ZUBQj2iWNPFZkqDCAIcgCkLEjHA2nhI1InQYEAhFWI6x\nUY9o1RpEUUCt4bWNHQoymaE6dWgrfvTcqwBsbt1gOBzwm//yX5OPxwyf8V7/dWNIrEE7R7fdwpXH\nHkwTlpb6OIxvUoOv2vQ9PlVZR7dL6TbrMLW3bcDsM4MhmPHVS0fQqGGdAZNCqSU1uy3G4x1EYcHY\nOSeDED7zdkb+8tM4Dt6pb+FDJxRUaVHNVSB58HM5N7xGWwPicmLU6g2cVCSF2SUSzS1pPMU5hxaS\nOPamRlALMM7wxsXzOCEISvt5Ohpz/OhJWmELM3WMtkvOxGJMkSYsL54mVH4CaB2Qm4zLV85z5PgS\no9in6V66+gZ33/kA5994g1rU5vZzHwGg229x5eqrXL74KmHDG0m/tPoAocgp0hFKWIrS7JnEU9Lx\nlI3NTYTWFKWdfPTwKrgcJQztekRSCrlQZtS7PcY7KZcv+ckfyAGFVYhWl1G2w482vCnUi+q0d3Zo\n5AViKrhhfU3EQicEFbM5HbNt6sRlAs8PXnqJgclBK29iK+Up86UEqQgbddol+etkrIjqIYlJaQeC\ntIwEpJOMmoqwsiDNEwrn71lUD2h1G7Q6DcZTnxK9Ew9A5ailGvRrXEi9mTBijGsDzRZBXuBmkY0i\nRziLDiSddgsblaYggkOHV3wXr3C3HkOFCiEUuSkIZ3UQrsxyPdCfYu5TsJaoZMVCSSwWHSr/eWlm\nqZommEjvmrDMu2LNaeoP0tXfZOZb3rk/AT6UQmEXB8ul5xvLqxdPJp6IA2i0IlIgy83cVrRY8nhC\nVA9xFEzLkF+j2yArCi5duUa73cUlfgLYUc7xw2fQokMz6LN9o2zwMs4QxkFfMS0dXEpKRoMdXjv/\nMp/61H1s3PBMzFFLIUPLaLpDVGvS6ngHZK0WcOL4ERaXQowrLXyXszPYYjjcYXFpkcz5X39lfYdR\nkhK1GgRRRJL6/aNmjTwx7GyuMR05XFko1et2sKEEGVKU5cAukBTUuLCzDbpBLfIPb2rg4tqIZR2x\nFC2SlfUJF2+so+oZmTXkoQLh918fj+iurmCKHITw5KxpxkpvmWQ4hkCim17zUVmMDANkVhCpCFFy\nvJuiQISO3OSM4h3ipBS2ytJshbQWGozj0n8jM3RoUU0JKuPa0F/XNJ9Sa9W5/L3vkTjH+nrpU+j3\naHdb2GYDFUiysb8mUS1gYaHrnZOlI7TI/G+QQpPmiae4PwAhxJsmbOEsUX2XLyErUgIlPDHLjEVO\nOJSQ3sHo3LyPxYw3UAjhBcV7EJb80AmFORuS852fHT72PMujD2XkhcLQE57oGbdfoBgMxxRC0Qx9\n+C2ZjinyKUvLbYoiYaHntw+nI4SSDHd2OH7sFOdfPA9Av3eYpeXTDLfHbG84mg3v3UcuUMQjPvqR\nj7C1cwWARqPGtetXWVpcIM2mbA58XL/Zilha6SOdZHGpgxB+tXzppRc4fnyR06cP8/qrnttgazjg\n2//4GK1um7vv/Tm+832vEqcmJWxErG8NaAaCdjnu7eE2WTwkCBTSZTjtH7BJPKHdWSGzAgI/AWIT\nYIIGotnAyDFB11+n7bV1XLNBXS8zGqQcPuS7QiVxwMSuk9GAOKfT99GAdi0iKYp5GFUIQbvd9vUK\nzQYqCpmU3Athp8nO5hZCC99TM/EaQSoShPM1KO2FOhtbXrB2opBzp48z2dmgKAU2aUw7Cki2tphS\n8IkyenP+4mvkJuOHL76E0Zpa2ccij2roMCDVklqjTrrmhciZj3yEwXhAq9Oez8MgCDDWghREUYQq\nNTPPxnSTh9FR0sJFbG15TfDMiRNoARLHZHub5qxfBZ4IRkoJQbD7IBvjlQYx60Vx6/GhEwq7+lNZ\nioz3GM+JkrwLnPHmNtYYWj3/8G6PJ3z3ie/TWVrkY/f7eo1aUEM1Q6KaIplMScpwYr3V4LnnXyBL\nc7SuEU9npdZ1lOxy6NhR4rti4i3/gA3Xr9Nswosbl3jgft8hyhSGyWCLc2fOcn3zAtcue2Fxz933\nIqRBS0thJ2TTsvhnuMHmWkK3WdAqPdbXr28xyXL6h1YZTMfEZewdrRgnE8KGJmpEBOX+UhlMIRHO\neLO1XI2kVpjUsbJyhM2h3za2isVjp1g5s0qjKwnDshR6Z8zWhXXcSDCQm7ww9NqQCDXN/goZNdqj\nEFvWCSRpyjRNkEEIzvMqeheHJQhDau0mlHyJxjnQCueMr0Epy9Z1M6CgIAgVEjf3qfQbLaQ1aGPZ\nvOq5JRupIcwKzn/vGa4rCyWH47l2j8XFHt3bz/LsKy/zWtnfgkATttvQaLA52EGUBCn1VpOgJJQ1\n89Lp0keEnHMuepRkrU6USUb76vGRCF/6Dr6QzjqSeIrNc4ZlPsfOzpZfoGb9SPY6x/aaI+9WMsKP\nQRV9qFChwj58+DSFGeUiPoPZ4D23Ss16kAGZIRlMyKcZaqnMJY9qhK0GyyuHaDS8U+j1V59npa9R\nCoTLCUp1u9mo8dILL5Anlq21TbY3Stp2Yl597SKdO+7m+G0fpRj77YONGyz3ujQ7h7nzHp8AlaUT\nJoMhJ0+e5drVi7Sa3tnW6y0Tak2v0ybUhsks1yEbsbMx4UZUUC9z/69vDhBhg8PHT/HG5Svk84A5\npFlMs90lLxLKTvSYIqNw1sfV3SxtF0QQsdTscvLU7Wy94lfcQkl6Z26jf+YYzbYkmXj1d6GrqUdH\nSYeW9sqUF1941u9frJPZEWlmMHFCVA6l3mjRaHcwTiCkz1QsSgKTwhVILUhLp6SwjqhewxYG64o5\nF+NmMiRJErrdNoUraJU2/uJCD5ulRIWjH3jfS7OmaWYFYmdCOtz2Zc1AuGLpiA7hb3yMaGOD6ZrX\nFLrtLp3lVUyrxsXNLTp9n5reaLfQWmExu+nW1vqydWERzmFKTWs3BXmWtzBbzn2RvVKKbuloDKRC\nKUhGOYGWjIbe31MkMWG37slq5e6D7KQ46F7wuInWMGs6Y3hn+BAKhdJOEBaLwCHZTRSlTG3OKJKU\nUOm5xz5qNbj73ntZXjkyo18hizMaDR8tsNbSKslA1q9eZ2ttg15/mWuXr3DHHXcAcOPyOt/+zvd4\n5qlnObq8xJFlT4ay0KpxZHmZjsp5/gcXADh9pkEyTjj/0iUmA8uxw7cDoIjI4hS1YJmOt9je8JM0\nVI5D/T4rnUUada+K/mh0mU5/lajZYTR+dX4JTJ4TaoVyBdMkJpixUO+p85cEyDJMFjaaHO0v06o3\niGcktIcO0zl1igGOwdaEeMM797KdETXqTIc5y4srdI56roGt9Yw0HrPcO8S9d5/lxRdfBGA0HhOG\noeehxD+4WZISBAFRFCECTVLyFAoHnXoTk2bEwxhTFm1kk5jxZEyn1UZYQaPkoux2F7Bxjg4bBGXB\n0fD6NnmccrTdodetMy25EYudgiyKSV57jStbA1LlTQPV7mCjAFFvMs5vcKSkmxeB9g5n5+bJYkII\nn/nuwOypZwC/8Ag3Y2faQ+kjBFhLvVY6Gq0BHSCtoxaFjEpHt8ZR77QQUbA/jC5EyVpdyopd4rC3\nxDt1RX4IhcLePx0GC3soUVSa4YZjktGEfn+RrJwYSWGoNVsMRkMoeyGePX2GXk9T2AJbOIKyCOap\n7z9JIKAZ1biyfZ0rb/hVp1XrIuqSzekOxUbG1W0f3ptOtvmHp/+RercxZwj6t//Dv6HXXGS0OSag\nS1N730a3vsxCr8lKb5HxzhbYMkLQbnHi0BFqQchkx68uW4OEpaUl1tZ2GI8SXFkoFE/GtJtNkjim\nriW1srbAOYcyPo3buP+PvXeLsSw76zx/a+37PvcTJy6ZEZGZVVlZlXW3XcYuG6QG2g0MMmqP1fKo\nNUy33DwM8AQIiVdLvPBiCyyB5gk08zIaQY/dGrppzYw8TZs2NoUNrntmVV4j4x7nftn3teZhrTiR\nWS5ju8qYklXfS1WciHNyn73X+tZ3+X//f4XrmBM3DNv04jr7B/uczM3mP7e5gb/mc7Q3Q84z/NJ8\nxoW1i3gEvHj8JotCEzcN7uJgJ8fLNc9cegxf+gzHpitRCyOe++CHeOyxK6x0V/g3v/w/sbu/R57n\n3L57Fz8MyC39nSMEWgoKVTGZTCjsoFQQutQICbVPIR0C2wlxwxpVmaIDj/Cc0ehMFwXTkz4D4VD3\nXNLARGbTomA+mnL76y8wzlN8K6RbeB57ozFSVeQSAkusm+sKqQWOPmsxSmnl5pQyIsP3DUUJIdHS\nEMQ8wBSN2aTuaZGwNHOMoiohNxECGNh9rdmAwAfBkspP2/dVwnzWj4Kw7cfPKZyaeGAW8syyjMlo\nbE6cqE52CkhSJU6txuRkQjExD+qhc9tk2ZSsSImiGr4dqz3c3aPX6TIbjVhMxmzaUebN8w/heT5H\nR4eMF1NQFjLrV6RVRnM0wKnOetmu9ujUziH9gP6JoVDvdSRZUKHKinot4NKW6WCsNNustnsc3jvi\n2qsmKhiOEhx3TnE8IE1zsoXF6JcKXwjyqqBZaxLY1CkvKkoLyFKKJcTWDxu0Qp+Xbu7gxWZJdLbW\nmDuQCsVqrcGKDc8vd5skU3C1R56XSLtMy0lKz3NZJeDFO3eWw2PPPfcczzz9NLpS5HnO7s49Xn75\nZZIio73SZj6fLsPzwAvJihyEwLOiLgBdERO7HmJuGK2cyGz0eWkUqZSQ1HtGc7PbaqOnc7LRiHSR\noFfMJs8Wc3bmc4pKE3V7RDYiKEKPwXROqQoa3S6+TU1yVRE4LgaqbOnZheFzVELb0qJ9Xcoz7kat\nzzAGgMSMYJ8CyITSkBcEnk++mKGtQwwcSdSsG9yCsEVXLPM4p5OS3zkt/VY7jcbejb0rp/Dnf/7n\nfOUrX0EIwfb2Nr/+679Onuf/tLoPy7t2H6oMsVTiyZKc2WRCI66hlaI8BTt5Lm4Q0Gg1yapTyrQE\nN9TkmaLdqtE/Nqf8YpbQarS58cZNOq0mP/8vDKP12sYmbhgxmY3pj44ZzUybsT88ZnfvDk3toJTl\n+6sUi3GKcAKiRkA6Ndd37/Yht24M2LsdsdqL6dhFWpMe/XxI/2jMuG+6IEpLTo7HBKFL4EVUudlE\nrVodlSTUXBdPKURuFl6V5hSLjEpJXC+kXTfjxuc2tiFNmM/GXHzKKFq3NlbYHaVoR7JSr9MYGIfz\n8jeucXI84ei4z5oU+JhIpuH4PL29gT9NGE0ntG1XZ3v7ApPRmOuvvc7Fh3+OOzdvEQQB57c2ubu/\nwzxLl3yJrbrDPFlQ90J6vR6pTRM6UyhcxdFwjGzV8FzjFDIcdBwzz3KObVuzFUWE9RDdrSGqEveU\nFq7MYTFndewiQx9tOxiFA1IqclWxvr2J8GyYXxVGIAZpTnVzw9HadBNc6VDcf+TYDtdbsTFCCOpx\n7Sx9FRqV5UjfI+snyNP0NQjwowhcCSYYWX7GqTNQnDmDt4sYflgIhnfsVAaDAX/xF3/B7/3e7/H5\nz38epRRf+9rX+PKXv8zTTz/NF7/4RZ5++unvIHN939639+29be8qUlBKLZV38jyn0+nwpS99ic99\n7nOA0X343Oc+96MVg1m66lNU4mlV9mxuIV0kdFc7ZErh2fxUoRiMhkRuvJR/l7mi1nQYDPtUleaV\nlw1o6OTkhGazyWQ85p/99Id55tmnAMgrM1a93lzl/MPr4Bl3P5kPuP7Gq7z8pf9EEJrio5SSjdVN\n7twbEIYOD10wxcqk6FPOR+zs7HBwL6Vmx6R9PAIRIwqfmU1v4t4qw8EJ3U6L0BUc2vNjpdlg994d\n2h3+2RUAACAASURBVJ0mqiyoTunj8wJVVjieT6PRYsPyLFy6eJnjr/0lyWLG+U3zmt8IOLmxz1qt\nQ7MOHJoTzVOQTWa04ib1uEZh5ey79TqPX7rM4s51hHCWp7/WmqPjE/rHJwgpCHyfQBgxGK0Nl+JS\nBk5r5vM5Xt1hpd5cUtC3U8hQ7B+f4DVcIlvJzzyBjAIW0wm1nolMjkZDqnRB6Lk4oUNuYewihLC9\nwnkN0ywhs8CoPHLxohhZpLQ6K8vCs+8FuI7E0WLJuaht0fGUgEWrM1GaB5bgW1QTlFKkieWX0CXp\nfEGtXSeZL5apU+gHy9ThgWX8T2Dv2Cl0u11+6Zd+iV/7tV/D932effZZnn32WcbjMR0bOrbbbcbj\n8Q/tYr8fS0M79gzoLKejfUMiOjKLYGdvRFZvcRwFiCBgaotZvuewFoSkaUpuNRk9z2OSptTaIYvp\njNdfvwaALlzeeOUWTa/NT33o44wPTZpw0u+zen6DbneN/eMj6nbQh8Thp577BCcvK3YtZVqlBcfp\nIU4jobUas7NjWnun6kWt+rrRnrQDOkVlw2eZ01gzRbKy8omiDnkqcVVAwzP3fXw8Z6WzTaFLSlfg\n2G5F4eakek4U1Yk76ziuRToO5vwnLyL+wHPkNfPZ/jBjS4Uc3xlwLTnP4w+bkP3erTa3R9d44lzA\nFRa8ufMKAK2o4DA74shZsDfI+fhHDZLw2t2bNIOK7qagLBMO+y+ytrbBbC4IfZdG1GY0sG25JGV9\npYuUHkEcsLZuvs90eIOk4SNbXaKtNZSdiSj3x1y+eJUnnnqaWdNc3+5sgZpl1McZejBkgek+3Ev7\njHwHXc+QzdqyXuF5HpPJiHMbG2zGLca2W1GreQ90HQBwT5XHzRzzZmbu67EqGEegIw9/JoinFuSk\nBGtBE+05uF2TCsn5gppSME+QVcYoNNdRf+48eGdQ6FB+Dxm5txn2gx9OIfIdi8HMZjM+//nP85u/\n+ZvEccwXvvAFnn/+ef74j//4AfGXz372s/zJn/zJd7z/H0sMRt0/EqK14arRAmULOrnNu4Xj4Dgu\nhT0Z7i/gLHUFyhKs5mRZlgz6phioKiNAEkUR3W6XYike4yCkXEYlpwKpVVWhtGY2XqDsv7ey0uL4\neIhSJXmWLx+w73nLfrTSevncTwlUHviuWoLWOI4tgN3HIiykQGmjolzZxV1WJul1HAfX9ZawWYEg\nReG4Lr4t4jmeT1EqykrjOC6+zc3TWYYuC3zHQeiSLDUb2nUEridJ0xTpBcSnxClViaqMAEpvpbtk\nvM6LkiAIUdpMjILRTyjLEs91qNdrZ1TpaU6hNcoRSNdZ5uee4xEEERWQWuEYBQitkZXGk2f4lEKX\n5FUJeQ5aP3ASa60JfJ8wCr/TEbyNnb7XWzL6aSqLJ5BKL+ni/MhDF8qKVdr3ViWuBlUURsDW3teg\nFiHke6Pu/46v4qWXXmJtbW2p6/DRj36U69evf9+6D/9YYjAFZtM7SPPllIAMhrdMv//keERYayCj\niGmWUdrN1ttYZ54sGA5GNKzG4mQyodUIcF2Xl158kf/rP/w5YOjAF7M5/+pffYYPfvCDHByYluTW\n9jbj2ZSbd28TNeq0rGhLp9dmOp3y//6Hv2J1zVS9/+W//Bhf+ML/xnwxJk0TrjxsKMqf/cDTKFUy\nGY25desOd+8a/kcpXdZX1/CtYjNA0DpHvpjjaI0sc4rUcjR6Ei+QLKoMGfocWdz9Ii/wgxqBGxG6\nZwNH8+mMaatJd2OdS0+aQmNtfZPDScrh8dQ4grl1Zl5AnOeIxZiTe28gCtN6fPbZy9TbPi+99Pc4\n9Q6XLpqZiNn4BIoFi/mI/+Ff//f84R/8L7i+z2Se0ts4T384xbM6GyjBm6+/xtWHL/NLP/cJji3A\nyBsl3JsOiLc2SD0HbVV5nnv6eeqtmL+7sc9dC0FXrsd8MCbdPeRit8njVx8CoHW+yTCZ0H/5Rebz\n+dLx53lKFEVcvXqVbm9lCWUWQlgK9/uEhPWZ/ofWmp4V1x26FZNAolyJn5TUJ2YNXnziPMVeQrTR\nZLqw1zeZ0lKC4fXrLFSK3DLR0OYHHgfeG0LM77jQ2Ov1eOONN8gyw3b80ksvsbm5yYc//GH+8i//\nEuA9r/vwvr1v79t32juOFK5cucLzzz/P7/zO7+A4DpcuXeITn/gEaZr+E+s+nEJPFUakQ8IiYWa5\nGLWwUmD1OqMkod01p/l4PObw+Ih2s7UMHZu1OkEgSZOEa6+/cZaHSofV1XUuXLjAfD5fhpwGitvh\n0SshFZrB1OSnqtDs7ewzXYx4uGVp14qc+WJMEPh88pP/HZvnTIFva+s8juMwHA7p9daYTg2Hw97e\nHlmrwPVC1BLHqqg16vhoqizFlfZU0yVpWZDkOZ7r4Nq6xGqrTRg1yBcFKjvTkoyCkNksRY3nZMcm\nRQpkQE34XGjVKIKIVJr7FypNlSzY373NuH/M5UuGXi5utRhNB/Rnc37y2WeQNsjOhUOju04oI7SW\n5HlAqQSr61u4QUBSHOGcUraPBng+rG+scHJywmhg6lE16eAEIXFYoyxLnLqBhGdByM17R7x6d4/K\nMWmPdBym04rjwYTpZMwkN9f9U63n2F7fYCBeQusKKc9SxHq9TqvVoiiypWycUZR6AJxopOlPCdfv\nm5A2RCjC6IEqfcb0LFgWURP7HNtBCEmK8FzKXLNqp0l5Z1n8P4q9qyTmM5/5DJ/5zGceeM3zvH9S\n3QfnNHlTesleM5vNSDOzoV03QHous8Uc3/eXcmP/+7//U3Z2dviVz/47PLtgFmWGKj32dg94/fXX\nlw8YpXns8UdZ6fUYDAZ0V0xKMF0kOGFIHMfMkgWRDYs9PG68cYtWq4Y+5eqrSur1Go89doVnnn1q\nWTOYzWY4jkMURVx57FGuXzdApeOjE6R0jZ6hzZ9FnnLh4cs8tL1FHLhgyVQWyZTBqM9wNmK/f4yw\nC72sNFmSkmclbilwLBgrqtXRmULNc/pv3gagf+8I5YXU212iqEZgazEnu3vkkwmTwRHdlRbbD18C\nDMflzuERSanZ2lzh2BZf0yRB5RpdukjhEAVdKqFx3Tp5laGlxo/M/Z7Nh2xsrLGx2uP6tWusWtr2\noUoIoxgKjcSju24AXWPhcL0/RjRXObhzZO91gaMlUXsVxZzrO4aI9tH9C/Tqdcoyx/f9BwhRjIak\nx2SWLlmd7IM2juAB2PLZ/lV2rTk4OFpTKcPAJNyzz3ZchzLJmdoCZnd1lclwSOUY7sV6z3xH3qZm\n9E9l743Kxg/RnPtakWggK5nN5ssH64cBwpFki4x5kRPZllWapmitybKMscX/B76PUoqdu3dZzOf0\n7ANM05StixfAhbwquXRuA4Cd3T0GgwFZXlBVFWv29XSRcbx3xNMfeJJDmycr/Si1RszTzz5FkiRL\nXYWFKpbalI1GYwn8CoKIVqtFrdagFlvG4Thi+9I2ly9fIvaXTOlUOYzmY5Iypz8ecTw0p/9rr17j\nYO+I2IuIw5jKCumKomLFjcnyYtliLOYpSaGYHxwgcEgswW0U+Ki8IIoEnW4N1ypCDydjKi24eOky\noQt1S48mEdzbOSL2G7huwGrvAmmZMl2MUU5OGIdLp+AHgpVegyxPuXv3Llvrti6hKppxjTzN8aMW\nXmi6JnfHc/azgrXeJsOXTFcnKCu0rsirjHrDZWTZnGfTBeO9E4qioNVqkdgWYRiGNJvN5eY/XSf3\n71FxXx3B/GxHve+rRUoFjlYIFMKiFw2pjMB1HNoWiOUIyWwxpSgy3DgGK0qDPSzeC/Zj5xSELZM4\nNlIoFgmLxQLpnkJ6QxSSRqdNOZ8voaqf+LmfI09T6vX6EnrabrcZDY+5efMmrVYLz54iZVVRq9dR\nWhPXIxa5QdPVGjECB8/zcV0f3xK4fP2vX4AKgsBjNDJFP6UUvV6XdrtNpc/63Uop2u0u6TylLBSn\n/Ye4XuPcuU0CP1qqMdPwqTVisiJnNlngOqeS7g5aQFyrsXJulXMzs7lGwxnj/oTzvXUiGXGya05X\nXZT4SYkqK2p2UMirRWSVQfpVaNLQitqGHtQDFgnMpyPeeNNsriTPWGQLao06i2S6dHLbFy8wm9wm\nmSuU1mSZZpIkjBdTOudr1LyA6dRMgjZbMXEt4OBgj6ooyS2WQLQDhO8jE0Wj0cI+HvZGYzLXp7/I\n6a6a2Yf1sMNsMuS1nddQWYW0JCbtZodykVJVFd1ud8m85HkOrVYDpRSu677FGQi0Vg/+fF/f4lT8\nVwhT1FZVhVQaxz3lVwRcQZnMaVtSlzJdIDyX+TRj+9JDZwN8ZfWjGWz4PuzHzimcPTMHKijy3ITL\nlvnH9X0KrUnShHqrycCShDSbTYKVFfI0W47sLmZzBoMBd+7cobuygrKb1w89nNAlqIdEzZg0Nd0A\nN3DJM0XoOEgpOdgzm+7VV17hoYsPM5pOluKoWmsuXbpkJOnabY6tJN3NN2/x7LPP0h8MacQNpG1T\nddorrPTWSJKMycycfhcvrNJuN6nVfKZVsRzY8nwHXUpwHA4O+9RqZkH6XkDohbTrbWLhM3eshJ1w\nabl1RtMJlZ2fUFlBXmRUUuHXIsLAXMdoOqTeqhM4mmmaEFRWIapRJww8kjTl63/7ApcuGIn1XmOT\nzc1NDvbGaKXJswwHwdb2Jm5UMMtSdnZMZ2it28HzPPYHe0RRsMS4iN4quaos/HmNI3sSFwLCTpvx\n8ZzYM5v/sYfbTOZtru9dZ5bNqInT9qVgtH+C1hX1esxoZAlc3IA4jqmqCteVyzTO1In0d6QPxmz7\n8z4mJEeBa7VEllzsdhDhzo0bbFrRl9Gwj+M7JLqgcX7j7CPfI+1IeJ9k5X173963t9h7xz39sMyS\nqOL4UGjGI0PQsbpqqrxeEDAaT3HjkHmyWKYPcRQxOOmz1uqgbcHOcySvvPISnZU2ZZUvIdGz6YKv\n/revkuuSbre7jCyajQ6eL6gKReA67O3Z0elpgtOTTCdTJhMzmqy1RkuHMAy5eeP2suq9uraGquDC\nhUvcvbvD/r45RR955BFAMp/Pia083KWL21SqIMtcgsA3E3iYCTvpOuRVRRjGxLGJknbv3WOtt8pa\nZ4XX/+5lPEsJXy5S0lTz0LnzdO19Gk4nZCqnPxpy+2CHtS0TnrdrAfPFlLjZoNWuMxyb0D+dZIRh\nCGgmacbfv/QqAJG7w0pjg95qGz/wuHDxHGk+J2fBJBlz443XmVkymirJKCc55byCTBDXzX0dZAX1\nQJFXJn2Y2zRufvs2RewSuT7ziUnLXvp2xT//xBbx3wTcPRjwwWcNfNz3HIazKdsPbTMcDpcp2JNP\nPsl0OiWKA4IgIMtMpOT5LlVV2S6EBVc5BmBVVUbn0pPm+hygSlJQJc1Wg8giSLXFOTy0vYWsmYK2\nNx5w4+4dmusrUIso5ua7e1bb8r1gP35OwbIIo6FapBRpgecF5okCZWncgNKCNM8o1BmuXUrJYrGg\nZvn0ZpMpt+/eQakKLTTFafpQ89g52uH4/+lTq9VYWzVh4MMXH6bd7OIol2SeLIlGtNY04gavXXud\nydiE/lWl2N875MKFCzQareWswGi0ixeEHB+f8Pd/9yJj28rSWnDu3DmyNMf3zPW1Wk08x0XpiiLL\nl61R33cRno+ULkLA8ZHZuGVesba2SjKd4WmBZ5F3vW6PR9Ye4ujoiMG+SXniekS72aFVr6Gl5vqt\nGwCce3ibMPRpN2Pq9TqeBfukiwW+EDSCkD1ZgWs+u5SQqRS/mKJVSZEPUGUCukCWObHjM7b6mkVV\nsj87oh01efqJZwgb5nuura3TJIB5RUVF6JtNutpqMFAwWYxp1S0n5GDAX/1lyUa7hirafPApA7ee\nj/sIz7QI5/O5dWAQx0bTUpyiKf2zOYyzNXVKUiOWwrdVVVlw0ylQzuQKhjfhPlIbVSB9F1JTd5Kq\nwvU96t02SMzv3mP23ruid2un+ZyC2WRCMl8QBNGyd5xkRkZN+C6UAnFKSeZIarUa5WJO6Bmvffvo\niMnMsB+nWbasV8TNmMViyvFBn0azya2d2wBce+M6nhPQra/g43Gyb4pZUnu88eY1Ot01wuhUqNVh\nb++Q3XsHXLhwYdllcJwj0IJvv/giL730EpcvXwGgs7JKfzhkb2+Pq1ftQp9NiHxzwgWBt/yOQjjk\nqqIsS/wgZOeOacu5QrLWWeHeazeJhYtreQLWW10GJ0egSoZ9c82370yZpQmPPHGVpx5/grsHJupJ\n0xyvZvLwWuCTWZiuyjN8K2yrui2k5YDTKConI1MpmpKiPDEjzULhqZyaFyHLU5izi+M4nNva5uqT\nVzm0ZKzVvCRzJVJDVuXEljhlq9OA4Zzx9ARy40CGJwcMj0qe/OBjXFi/yuVzJpe/d7RDrREihGA+\nn9OzrFhh5JPnZjgrzZJl1KeUEQXSVEu69aX6tCuQjkNlnaqrNZ4WOMLBu48+DSxDUxCArRmpssIN\nfTrrq+CAYx28EdL8hxb2j85+/JzCqYPPFbPxnDwv6TRChC3wZVmJ9txliO0Js5GKojD96yJfnhK3\n3ryBG0iUVrihJLD6BHGzRtCJaakOnhswmRiAzGw2Y35yTJFmNIP2kj4+8iIGgwHp7Ox2K6W5c3uX\nWtygLNWy3Tnoj/k//vZPuXbtGloLOh2DgQjDkIODQ9zA55HHjKNorZiIo8hzyqxcwp+FcIygjRAU\nRbVMY1aaXVwEuiiJHI+mbxakV2rqnQ7NZnMZsbSTjDfv3OLuvV1WLmzRtiQmg2TMxmqbKAjJkznl\n3Hz3IEsIKo2rFOLyw0hLMONUM5Seo6s5ggpHDnAESByEK1itt5i3TKQ1GE5x6yFxVGe8mKDtlKlX\nSaTroFzNPFvQyE36tNWIaToBjbRg1jcRVa1ssHl+g/PrXTY3OswPDUt2kc3wPMF8kVGUGW3LvKSU\nMszRrkNVVaT2RFdKUVE9EDE4joPjSUP04jgUlndDVQqv0riuiRTKpVwUOJ4Ex0fPzIxIkWf4UUht\npW1mXOx8DPm7ZVb84dmPrVOoZilpkuAIF98L0Kf5s1YgBEmWou4bVJklC1phDdd1GdpZgdu3b6OF\nYpYu2Di/wfq2QR0WlDihi3bh8OiETmgWWKPVRKwChWDan+Io43DqYZ1arUZcby8BUEEQGI7H/WN2\nd/eX2IR+/5g8NTRrVx97gtHIhP6ONDLom5ubS/DMvZ27uK5LHMQmWrAK0JUWFBanPxyMSG1H4dLG\neSaDCb50CDyfruWfHB0NeObnn+PWjZsc9c2J9jM/+wk+8PxH+Q//+S+4dXeXoGaVrVRJb+0cjUbM\nyaiPtqpZbSmI0JDnqHAFqS2CtMxQRY4WExAljjfCr8CpIqSMWWt08bZM9PQ3xy8ReXUcx+faG9d5\n8inDWymSGCUE42LOzZ0bREOD9YjCBq16C68bo1asHN+VLR7Z7rA4yWi7mtu33gBgOj8hCyTMwff9\nZWSWZRlCCKIoQqGXTqGqCkqtTJqwHJLSOJ675Jys9Nl4uKPBlxLPdZfckoaHTUKWUVhcRJnlRO0m\nSEmBwj8ND95D4KX3zpW8b+/b+/aesB+/SME2H2bTKWVhxpsdx1nSnwshrGCoQjgS6VnEiPXkvuux\nY6cepTDQIS00UTOma3kMkiqj3mkS1WuIwGU8MKd5InPieo3+Xp+8zGiFBqM/nU/w3YDZYLzsMggh\nabd6hlq2LHDtdWxtbZGmKfUoZmtri2M7i1CWJUVR4nneskK+c/uOQeQ1GjTqLVybDigkjush/YD9\n/X1iW1RrxE2O9u/gCwdfa2KL3dgdjnF8l5PRkGs3DKx6fesizW6XvIQAB69mhVClptFsI2VJkSxw\nbaemJgUtDY4jyGRMZRF6QigcFmgxRQiF687wAUqFUD6u8HFbJnXaWp/wxHNP8fDVLb757a/ihBYE\nNIFCG43Peb6gODZRSCVOKFyf0vEQDRPJhM0W+zsJYjRjPJsg7Wi3VAWFcCjmOWtra0s4c5IktNst\nwjBEug5nU5E+pVb2vmfLZwAmtSjLcjmmL5TGlQ6xFxD4HoV7HzpRK5hMjOQcoFVJq9WgQpFTnUUK\nPwI5uO/Xfvycgn0ei+kMRwhqtRpSyiV/oeu6FAJczydTJa60eX8UIYWkKoplDr69vc1gf0in0yKK\nApMfAmura7TWOkT1Gs2VFm+8YSrzu7d38aRHWVWsrve4vGVy/9vXbqFKTRw178tRBWVphmtcz8ez\nGOVaLabb7TE86TMYjJa5bxhG5GlGnufLgtcTj18lSRLm8wX7+/tLEJV2XLorPbqraxzuH9Fpmc9A\nKcq8wCsVaE1l81hXCwaTAfVWnUevmhZefzjgW6++xrQo2eyucjA1zilqNCk05NM5RZZzKnrm5hlO\nVbES+GT4aLu0BAqPFLwEITR+kBEgqFKBpoUfxojAOIXtczmd5iqtVoe1c+tkhWV1kgGJXiB8F18q\nYtvxaGSKcjZGSYejgXHkbqtBMU05JwIYTai3zRVW9ZCZmxOUAaurq/cxNAs6nQ6LxQIhxTK9c10X\nJYwqVFkah5jnOXlZLOHQmrODJvR8gloNYh+pzroPWbpAnfTBdrlcIWn3VigxfBnfD2X7j9p+/JyC\npbdK03yZK5ZaU56KxDje0ikvshRhIamO41DmJdliwZHVE7z6yGVeuPtNNjdWqTdrRLbXvHlhm6AW\nkJQpzc5ZnaDSGsd3qFSxJGABuKluGEIXfabgITAL0PNCXFeS2Hn7rD+k3TEn1yn1F5gpzkatzu7u\nLjNbtLp0MSaOY7rdLuc2NkkSc6JNpnMKrZnNZozHY7Yt/Xm2yHClpMxShHKWBClR4PHVr36VqtRc\nuGj4B1Z65xksXoCiotZqMbf6E71ez2yO+RxHaGJbTNXpHFFWNBpNlAyoLOeBQqNkhXQqhNC4XoVb\ngZAeSMHWxjkqaToEN+4c8dd//Q1uH7bonAuWiEGtFIPhkH09ppQp61bOLfQivFITxiHNyGz+zIGw\n5uMmmij0UKeTraFkspixVT9Pq9Va1glc16VWg+PjuSlm2tfzPEd6Lo4jl89XKaPsXRSFEYbxzmDO\nvu9D6Js2I2eo1SzLSCYTGjYAcV0XajUDkf4RaUP+oPaecQqKZeSPg+XLPxPasf/VD+rqLX+tURjv\nLSemUJQVCrddp+/BTCmwIXRZlrgKolLQXijOLwlVRtRXmvzX177N7ak5dXZe6zNhzGbtIq2VLc5v\nPAtAXa5QzjRNTzGbntD1TJrwxniMlAFCQ6O1zWBsQtr+ZItatMau/GmE7UClTsG3Vzo01xZs9LZR\nx+a0rI59HDVB5i/SDKY4iXFEetAmz2tsrCcczr8KwCvXPo7vZ8CAKPbYtPyKoV9jeHTA4PAWD3XP\ncbljZh9u7r2JSHyKVDPTPqurxgHs7+TIvQlp5PGtG6Za//z2I2xfuYKez7j5za+xsWW+y6VLMbJM\nGO8ec142OTk0zqzvtbm23uS/bnW54zRYFYcAPOwPuFTcZHO+T6gUV5KUqtji7qRDEWxTxh1u7xtK\nt376d6z0YijqbPV+insHxml9I23z2vU+sbOJH0ju1kxU9f+5KRtXL1IJCC1o4LyOaeU502KKjqaU\nntXzVDsE9QWd7qP4gTAtZmCymHFzx8GNPEaj4XKUPssyRJVTVGfr0EEQuz6VNkxc7cSs2MTJyR7q\nsQihJmF6zXz39Yc3mf/tHepScG9mIOWP/szHyJVikubUwtZyzUtph6nMT/cv7u8eRVhKNr1MedQS\njOcs5ax/cHvPOAX4Aaqe3yX9UkB5OkSjNL401F26UginWr5Va43ne8goYj43yLYsy0hPTtjbuceF\nLTtANJ/gZYJaPaTZquMHp23NhCRLaTRDwshdDjnV63X6g2OazabB7tvOgec5CFHh5TOUMJvIER0+\n9NQjBO2CYT9H2nrA6vlV+jcOaQcxRTlnnpvrc10HRxaofErdirhoJ6BWq1GUGZPJmKGdhlRlQZGn\nuFoQr57jzZsmvSmKFNd3mesZ89mC7sKg6T7ysQ/xra/+F0BR2QV4Z+8u4+M+TmHYmyI74JQVOSEa\noSXDft9QnAFht0t3Y4P9SBIFC3wb+qt0ZmomTohGUJSS+awkryQrvXWmi4S79wyOwvddSpVRixzy\nIuGUluDuzg1ElSJFwcW1Lby6RTR6BePJBB0E+A2DxCyRZLLClRWhc4ZG9HSIQJmBt/tUn46Ojpbp\nxNraGod2UCqKIrPn7hODWdKt2/RBWIxGvdkwlG5SUBaaZsMcNJQlqsjxGw3yxPJQ5gm+36EpAjSK\n6dSsh069aY+2t1nib5difJc9cAadeuf2PZ3CH/3RH/Gtb32LVqvF5z//ecD047+btsOXvvQlvvKV\nryCl5LOf/Swf+MAH3uUlvm/v2/v2o7Tv6RR++qd/ml/4hV/gD//wD5evnWo7fOpTn+LLX/4yX/7y\nl/nlX/5l7t27x9e+9jW+8IUvMBwO+d3f/V3+4A/+4G1JR38gE9/l/+3PBrZsfswsLNipFKHjUSqg\nrIwwKIZf8ZRKPHI8Cls9b7Sa3Nu/x/HREduXLwGwc+8u3V6LeiNE+hrpnAJMKpxKgSgpq2x5Qrse\nDIcDrjz8NEJWDPsmjPR8D6Er6ukNemsmrAu8Fj9xdZvUlXx7sIe0o7WegsLJ6Kycx0uOKBMThax1\nPKIgodQz1tuGZGRUmdx0OpuRZckSohtFEbUoJvR9vCBgzyID616M5zsE9YAsS3jlxrcBmGYXeeaZ\nJxmIgkNbqZ3mCyZVQpXPaXbqBPb0872AcppCoShyRdQwRcy541J4LnNVEYo9AmHHsrMBQhVEtSZa\nC6oyZJ64+FGX9uoWb+zd5p5FS1641KakpNWOycoZSWru93zWp9P02WzG/LPnrhDZmYgsFlzrj8nj\nGseWpanUmrlXIqucyClP0dYEOqbu1Gg0GkgpObEIw9PCbVmWhGF4RtiqFFoIpJBnkm9otP29LcE2\nSQAAIABJREFU1nrJp9Bs1SmEwkEyn83o2meZ5xllWVJm6VI2wG22QCuKMsX3Ymp2TgJdGe1Ka8sd\nc6Yh812jg7cGEv/oClFPPPHEsvB2ai+88MLbaju88MILfPzjH8fzPNbW1tjY2ODNN9/k0Ucf/Z4X\ncj9j9an+3tsp6z7wBs6Uc7R1DuXC1BREpfC0MMKcZYlQ3gNvLLWy8/DmHwhrIff2dhFCkC5M6Ds+\nGXD16Q0cHxbJmLwyIWCnXbd56Yz9gx2y3Lw+GvYR0lBs7e/0mU7N64G7SlVkbMf3+OCTpiMRB4Ke\nVhwtJKG7gmfnLfZv30VGgkZ7laJcIBxb4FsZEzoFWaK41DO1gPLcEywWC46OasySdFkQK7OC+XwO\nSrNIUqQtBorAQShB+1yL9lqDgQ2VJ9WQ23sjhqJiZFOku6MTkC5SVTRqXQobyzuez2A0QRaadqdH\nx7Ij7Q+PSRwXXQsR6eu42mw6WQ5w0TgyRilJkgUkRUR95TxO3OZoOCZRxhH5tYCVZodGq0ZR5ewf\nme+elwnKcbmw1uHhVY/T6lMReXC+xU4OB2NzfZmsqGKFL3LSKiW0uqA1WWctXFkCj04HzfwoJAxD\nxtMJJycn9GxN4ZS+TwjxAEuTrpRhV1Ka0h4SBrUo0BW4Si15EVRZIoVmvphRs4NmOA7kBarI8LwQ\ncZojLbsZEoFC3be1JTwAnYa3dxIPJjnv3N5RTeG7aTsMBgOuXLmy/Ltut8vAogN/aCYe/MqnI+yn\njuGUeUmUCsoKp6qMw1EP3qh6s0GZZFSW5GI8nXDjxht02x3GQ1MUijyfMPJAKNJ0RpKa7xlnNbIs\noz844e6dG0sG4OPjY7Y2LuB5Hge799DKzjm4FY7v8cyFkg88almGXI2cjElGHdzSXz7g0fiQFV+i\nFKiiRDqmphCFOYFM8IseXd+czqMA4lpMq32JNKmWXYnd3T3KQuF7Hrkuaa2YjbuYT0jKFFXmuELR\nsEjCIstw+xqfik7dCrL6Fc3uCkLD9qVN/NDyKUwGJIucoNJoz8Wx+ICAkrDdwY8dWukLdKVtJ9Zc\nWmUToZsoLZgnIZlq0Kn3WFSK/mKCjMxnz7IF59vnkNIjzxVHltItDjo4JDxyaY1WVDCwupuTRY36\nRpfj3YJCm/tayZIoVGhRopKcamGeTeS2WI0vIIW0VOpm0+3s7PKJTzRYJBl5Nker063lGBl5nGU3\nQQBKaIRwDEzbcktqqYkCh+lkRt33wU7CisilFoWosljOlPDGG9SvPkSzVjeO4PQQC0I7t6PQ91UG\nBHJZI7g/AtDi7QKH0/e9O8zDuy403u9JfxB7O92Htw17HugyfKedRhUOAo0g+AkjjR6WBY7rgiOp\n6wZaivs+Q1iuPR+JZcQpS/71v/00fuCTJOZBaa1wImEZeRxcx564wqHyAi5ENZ5aO7dk58n/RUYc\n1RBIfvLp55B2YlMKF9fxaNXOFKmk63Ol6XIhFjy/durWoHjkcXzHMWrH1dO40pCVBH5pvqGOCDyz\nEZuiMPcfgeg4oM13uXTx4SXJ7P3S6GVV4jjSakqUS90HpRUeZh7kFG5bVgrpOAbC6zrLnryuesiP\nPQpFCZVaksCsOQ7Kd0l1hev9jzj27z2l8BQIJQkaK/zUv/stFJ5RjAa2n/wltPp5wAwa1aIYrR3K\nUvCTHzOYCeV4BK5gtdPAc6CzZchiSy3Bg4e6DiWxfTYhkhiPLRylEKcaDNIn9CMqt0RKyS/+otH/\nHA6H+G7F5kYHQYfCApR67QgEZxqQy0Wo0Uov74u5bnMU1eLQYF3sQvYCn+BnnzPPz7LtVlqRIfBK\nkK5E2DF4OA0w3rqX/oG8YWn3bxLnO176Qe0dOYXvpu3Q7XbpW8EUMJHDaa/+rfZudR9OvafmVJXX\n1G7dl00ev3t4SG21i9tuMCxzKtvbzi2HnisdSjvVBzAanPCf/+I/cunSRV5++WUAkmzBygc9up11\norDJSsf0+z2/zmy2YD6dsH9whyIzJ/TO3dt88JkP4+ka3/z6NRqBaRFG7gqd1gaf/GjCuSuW/Xjj\nMV4/mXHzZIWb+yUlpmtytP8q2806ncrFmdymGxlegocvHBOqEr98nAtrPwfAncDHcTwc6ROGtSXL\n8717ffYs1VpZlktFpeHwhGbDx3UFSTIitClLliVs6BWmqkQFJl8/nsyptzsURUFzpUVlaw3JeEi9\n1Oj9IWKUEjfM85206ky3eryZjWmf+wYr9u9X5zM2MgjnEZf/+Wf5b//rH7MQ2/SufIQxiv/y9f+b\nJDPaFisdl+c+8BxF3uRk4PONvzHoysXKOS52Xf7nz3yCzToc2PHuk7IGmx3+47dL+jalcPw5DQ5Y\nVSd0FnOCgXn9fLTN1UvPMOv1CcNwqafxp//nv+e3f/u3QQiklMtUuV6vIy1LsyPuixSKkiLLDddj\nz6z7VqdFEDosxlMaQUz2+i2zTi5vIb/+KkgYz0wnql+l+OsdNi5fJFpdW470o0H5y8SZB4/It6k1\nPGBvjZ3h3Zz37+idp9oOn/rUpx7Qdvjwhz/MF7/4RT75yU8yHA7Z39+35CDfn30v53YaMp2mDG/3\nft+SVaj9XZIkod6o4Tsu2enN0hohNNN0RhyEWIwNN+7cRjuS4XjExJJ+SCk5uDcinwtcZ8rwaGGv\nwyPLCqSEZJYxtZRumxsXqUctbry2QxzGZwpMAs6f20C0rzEuLWAIwTxxSRY5usxI5iZUDnXBRrPO\n/M5tIn3C6opZ1J47RypJI26CYzZzu1Ujy3KKPKeqAtC2plAoI39XGiWrJDUpyNrmGuc3e6z06lRk\n7O6ZjZHnKbOBpMg10jblW/WI0HHIhSnOntYlRpVipdkimWZo5XBc2PBX1llMF6TTKWFngbCRiq88\nfELK3DVht9clrvVQgcvOvRvMywlFZTku6+dBRCgVc3gwQwqToqazivNPPULlCAbZlKljo6C4xv4E\nklLg+AaHIqoxDgkNr6JTd3ALC3TyG/ihZ79vzoULJqJcX1/nr/7qr/iJj3yEdru9LIq7p2Po2hCr\ngElBhZBoIUE6uBb67XiSKsuJETCeMLCF3Y2HN81K1WdTsPngkJ3bd5hNx1y6/AiNjTNKNsdvwDIm\ne7vG4tu5hPsV0ezffD/BxT9g39Mp/P7v/z6vvvoq0+mUX/3VX+Uzn/kMn/rUp95W22F7e5uPfexj\n/NZv/RZSSn7lV37l++48/EPf4e384P0VV8lp/xiwyLYSTVXkxLrCkQ7LaValkQjCMCSu1xnbzsGL\nr71EsphzMjgxk5RAI4g4ODmkWJxQ5Iq4ZnLFKKzjOA5xHFOkilHf5M9PP/YhhAo42huxsXoJuxeR\njqTbbbMvUlrSXN+a9BkuNJPZAk+WiNR8tpwm9FyP2XQfJ96hGZnP1lVGqdoIv0lhF+kimeG5AbV6\nCFowHJjPGAwGSOly7lyPOzt3aLQNuOrDz/8EmU4o9YIgrjHZM58dtQJa5zeopjl6ZKDSapSTzXKq\nNGOSpmgLGNKuJHegiD1We6uIkXFyeRDglCVrQZ3h3T5JajZu5DaI3BA9kwanoHxk6JPqhP3RDqma\nUGkTJa2srRH6HYqsSb8/RQhTsQ8cweVHniABZnnO5DRsb/rcuKlI8bDpPU5WEamMhlfS9iXSskq7\nbkDln/EkRBa09pGPfIQ/+7M/4+rjj+N5HuvrJpLL0tSsmftGpyW2cC2lcRq+XduOIBnMqDs++uSY\nxZFx8FopyDOKPMWzsy3rrQ5RPeZkOuHaN/+O85sGE3P+0SvQrtl/hfuQe/ev+vsdxVsATm/3/+/Q\nvqdT+I3f+I23ff27aTt8+tOf5tOf/vQPfiXfBZjx1u94eivudw6nebMAsJwHa5vnuLe/x+H+Ae21\nVeoNE0G4QpFp4/EXswk3b9+2n6c57p/QCEMa9m+zRUIjaiGUh+d6lHOz0I8HJwasEkQEgcf6ikkr\nbr25i6hcmo0VpsMFgRVwbTabHOzuET4UcNNuxO1uyd3jirwqSOYH1B0TEax0N6j6Y/Rsh43zGZFv\n/n44LuitbBF1tijK09pGbirn4xmeGy8VjA8PDnjs6lPME0Nbv3XRnIq51qSqRIYuB5M+d44NcvNk\ncIzsnaetA37xiZ8EIGXA7uE9Lp8/x1BlTLBcDa5gUSR4NZ9hMUfWrXaE5+NJn1XhUdae5ca3XgJg\nbzKlvbGOU0UgHJywiVePePnOyyzKAWk5omnp4mpxizyTzKeSbOFRVaZOsLG6ShDBOIfDyYzeJfN9\n+gJOKk0ugLm5vjU050OfizXBdG8HVRj8zMWnztHPwQs8hBAkdpz8yiOP8W//zWe5fv1NwjBcAteC\nIEBoTej6y4GysipYzBYIDbU4JrD07EmyoO554Ibsv3ELZrYmVSn6u/v4UbB8Nl49phOH1LsBk7BG\n/8gUIL95+zabH/0Qa+c2kI3G2R4ocvBcQ+x6/8mpK8sD4SNOW6ZK2VPy3ZUK31OIxqXdF/7c32A5\nLfqYbsLZ0InLGYMStm7TXe2RVAWz2YJpf4hjkWNOHONFAYQeXlTj0nmzofsPX0YVBdl8thSjFSgC\nXadKNRWa0DOLtNEM0MLMVySTFN8WubRU5mFloEqFsEMwi+mUIQ63r+/RCAzOX+FRyoB5ekA6PWRF\nmIXXjVeY7Nyg7Zestip8KywSBOu40UPMVINZZhZdGQgmkylaSaIw4uYNgwxstVo4AmazKUhxhpNz\nBEFU42C0y/FogLYh99UPfIhv7N5ho9mjZjEAjuPTjWKaYUyaayp7Os/6I9rdJhQVytUoW63Pkjmh\nD74jOZz4NAKDpZDunGTho0tNWVUcD4fM0ikv332FQT5AyJzHH3sSgF57jdGx4uRoSppp3MCOW1Wa\nyQzCLkRr24ysIvPtkWJUFQSxQ31h0YVZSbcS+LMFodK4LeMUVAiVB91Gg3mSLCdNgyBgfX3dzLUo\nTWzFgRzbfgTDlgSgywqJwPNcQs8/nb3Dcx1EJmA4JT0cUPQtD2elKOYJZZriJsZ5hllBlJd4gU9T\n+kskZjducPPl1xju7HLh0kVq1pHjuJAXQL6E6p/uBs97y/bVGvS7n6d4bzqFt9h3pBZ6GWSdDZW8\nJa8QcYAnHXRW4CiNZ5Em5WLCpMiQcUDUbbHaMsWiX/jpn+Fnn/84g/4xd2/dBGDv3i57RyPm6Zx0\nPicX5jSK6ooojmkGdWKvzty2Aj0PAsclcAJE6OJa/LnSOfPFiOORi7YQXaUlZalRVYKjMiIre1Z3\nfMajEes9F89RjG14XuhtHP8CldfhFP9b9yWTyQxHuMxmKXdu3gFgbXWdsizJkjkrnfYSbTpbZJwc\nH/Pi9VdI9YITq7cg601mRUa9Vce1zlUVOVEY4ngOVVYhbRVztdHk6cuPoosc1/Mobey2v3uEzAVV\nVtLP28SRcUTZYEBZRnieh9KaRV4wLMbgVDhuRZHndFumWKlKCN2Idiek3s6ZWAh6NUl56SXJuUUN\nb81hZgFq94YFWe7TjEJCbRylM58QiYxsNkKXOfUNC88mI/N8SmXqLKcnd1mW+L5Pr9ejKsrl666U\nVJQ4muVrulJIIfAdQ7Qys8624QXgVrB3j+n+MWIyt2vSOIVKalwLv9dpjkhyonodrxbhWSfUiFwW\nqmJ8PObO9HUu2VZl/MhD4LsmnUgXZ4VJ6YD7Vrl6+a5qCfd9yvv2vr1v79uZvXcjhbepoJZ5gStN\n5fdME9z+MsvRRYFQdlgoy/CRxFrgVIKwPO3JC2QGi3zBcDDmyOJg650m3V6HhzY2ubxhUgqU4tad\nAdPphMPjA3YPTFX5uH/EZDJDIdDCIY6suKnwcYRRGZISsK3ALC9IUoWXtpkl5vQrsoS7b74O5T38\nbMLQthPv9h0kpR2dzshsnz2sX0C4ayxKD2WRi3lZoSqHMAw43Dte4kXiOCaZT6mqgnPn15fMxbsH\nB7xy+zo39+9x8dFLOJlJb27vDmg2I1abXZTlnUiSDBH55K4wiEObCl3d3OJyo83J/h6u61JfM+Fv\nzXfRpWY+mJDrK0ykaQ3fO06pHN/gD4AKAQ5cuLjF/kAwGQyIbPF1NpzSCDtsbXYYZYqdQ9PVwVcc\nHbzJOIHm+TZVw9xv5cQ0HImYDQmVqb3IbAJexmy6IIhcanUTCS6oKJ2S6XSG7/u4VjGsqipmiwWO\nkA8WxbUwoCWtlxh6pbSBMkkDaCrvH18qFaNbO8z3+zTU2ch3Mpzh1wKUFf9VuaZIKpykxE1KnJYN\ncSOfCyvrLPyIw5Njbr/4GgBr4zG9Jx6DZt3g6Jfqwto8E8c9w/gLwQ/jnH/vOgX4jiqj63kWmHAG\nyKGoIM/JFwl5mjEZmNHfdtyk5nnkhWawc0hic992u81Go4mOfKYqZVqZlGA6mHJn74CKil7HhLPr\naz0ev3gFITVZmTOwRCP7h3vs7O9xdHLMZJEw/v/Ze7NYybLsPO/bw5lijrhjjlVZWVU9sgeQakmU\nSJm0ZcgyAcuGYUAkYMAwoAcKhl9M8EUSIAgQH/TsNxqwQFkPflCD0IMF0KYIghIboNrqbrKrh5or\nh5t3jvHMe28/7B3n3syqltSZTavVylXIuveeiDgRcc7ea6+91r/+P9C213VJ2ZQIoYjjuGNZilOv\nGDVaJdRNkI1rC4rz7xDJBm00ResHx3l7xkS15I2gNDtdgnR2+Hl0b4ezeYMLWW9bFGgdEcUJl5eL\nLkkW64iL9TlaCYbDPpdB3PT4+ITFYk1/MOPOK59m2voQdblaMRyU3BzNsJd+8hsc0ahHmSmqVDAK\nW6E7wzHV2x/x7tf+JWVkuf3lz/vreu8uvb0JOoGb0Yz90BNRni7ZHJ+TB2eDklgnqPOGNncczm5y\nMPP5h9XJmqq8RPTg4I5geGsUxkHG5SUYW6Orlibs5kcjgdOGcnNJKDIQyxJjG3CSuD8mDU6hiiRC\nG4QQHfEqXFUjrPPcFdsqlWlbX44MvTL+yVc/XWvYBKLcESm9dcnj9x5QnCwYhi2Bay3Lswv6ZowO\nHZVCaoRKsJsaVdSIyp9DZglpUdAbDbm3d8ijM+9Un7zzHmW+4fbnPgWHe9e2D8I7gdZc0QlsH3tB\n+/F2Cs9a6Hxq1muasOeydYOrW9qmwbUGG/Z/68sFzdmCs3cfcPb2A9pVKL8lKemwTzwZIiZ9BjcC\n68/ujHY0YbG8ZHXiJ+47R8fY5JQkjeiPeox3/AT93Juv85lP32ddlKyKiu98z7cmL9cbzs7nLJdL\n6rrGOu8sGoPvOTjbQ2Q+4RmLlv34HOvGCDsh1n4g6bimNA1P5hXyyZCdvUAzNklIMkOkY3rDQOqS\njHEGNpuG05Mz9vf8d9lsNlR1yXQ6QSvZ4fyLoiLSGTpLOT1bE4cVdzS9xafHJUOjKRc+SWYiic1i\nLmRDnWn62kdgfRGx/P5HuHcectmuiHp+II5uzyhdxMItcfGE3VuehXrv9h6rk1NKU6G0ZjSZUtaO\nh4/eo2oct+/eQ5uAJVAxha1ozBG6JxmGc7frAf1YEbsJtoRQOMAVFcYacrdCBz1PpSpWVUE/7pEO\nd+l0QACMj8CMMR3ztRM+2ailZ3NuwyTFuZBfEZ0zcM6hEMiQZ2i3yW5rwAiKiwWialCBfMVZR1s0\nLNwlcZC6czpBqBqjNaJscMFZil6CKBN6ZQ07U27d8I5ysLjg+OKCD/74T5gubjO+/5r/fHEEyvlI\n4XpjhPDBxIv4h/+wnEJVk683bBZLmo2f5KK1HhLsfLiWqhCKXlywOjqmnq+IKkNz6cP2k+URtWlZ\n2poyFkQBlXb7U/d57dOvs3uwy27fJ6fapuHt4zXrcsN6dcHFpb/SvWFCNh4Q93oM0oz/9Bd+DoDV\npuL8cs7J6SmnZ8echy7J+eKcothwmEuMCPqNtkIXH1CZezh7QCW2g2bBKFUsCgUnitMwSY8u32bn\nVknU36cxHvCSJjC/2HB28oSmMTw58u+npCBNY0ajAa41nVDrcDjksqoxKubxozN2bnjEZdRT7M8G\nuPmG9dy/H1HMJoYnzQaRacZhxSUvaR894TXdw9UrmtDbIlzDpl2xJkeIhFXlB3tDRTpKSWTkGYrS\nlFQM0CJlnA25dXiPyzN/b2IscdRSiQVFu6QJ57DFAQMGJGZE3PQYtP4+5MucKmlI0paq9Z9bJYbV\nqmI02SWb7lIFTQkVS2gbhFaBdzHQ88XRU/qR1yH7QvhGmy33grUWpI/6rmtMSqkgzVBGEDuNaq+A\nctJBWdRIHWDO0lELQysltqo7ZihXxGRtn8VyTZoXJLd9lWo8mUAkOFrP+f5b3+ZmcH7jg30G+4c+\nCbmF8DvnIe8vmGz8D8opHB8f05QVTV4imlD3FRKF9DfIWOYhVBZ1w2w4JrqRUrQJF4W/UQMX4ZTg\nyWbB3NWsFn7lfvfb3+X8/JQbt2+wd+BX3H6/H4RSDUW74ezST7oP339MRUN/PGE0nTK49BMj7g0Y\nj0ccHOxg3Otscj9QL+enrNcr1NemXFi/aktaVHtGou6hohGObVXi3INi2gynpsyXvvpwcvkRTxZz\nhJ4hlN/e7OyPWFzOqcuCG3szzk+DutNwwGDguSmrquhISid7hzxZrIlGE2IkN24GqfeiZAisNyva\nsIJGkwEmVqyrhtGgx3jsAVDtnzxk+eAJe8IDrc4fhSgkX+F2U3o7I4giTgKD08XijN6wR4TGWkOe\n55RNzaA/wVrHjf3bXDzwz5UxlHXOyp6wSS6RyTZHMoPNimbVkhoYaO+gZFViTIFIwQk/udJEk28E\n2XhMfzSlDSt0HKdENu+UwLZ5FhXpIATjqd7TsOVr6jo0110RsnDNKWipaLZEMtqCinxE0RqqPEQh\nodIRRRodsAPCSVzTUhtDU2vaQFLj6pjHl2f0xkOqtiEK5+7tTxjsjNiNJdXinO++5WHvd0zLveGY\nKE67rbS1zm+LXjCt8LL68NJe2kt7yn48IwX3zL/gqKNcIEuNzFNMIODwKQSNcBLh4JXSh/5N05A3\na9ampd0dk40Cq+9ywXxxhpjX9FqFbPy+v2rXVKdrHm+OmT/yCKgkjbhzq6AXJUyHI14bBbTbwRvY\nsuT09JTzty+RfR/SNb2IzSgj3xmi96aIic9BTO/sMNaS6Y2czeavAtAf7PL5e3+d0/MzlvkfU4eQ\n00mFaYcYrTm1NS4Qpwg1Y9nEaNeirE94rt6t0ErRS/oUFwVxiDaqdUEvVmgbcThM2Hnd5wO+99bv\n8GZ5yl7V4+ToA8QH/hr+N7/w87Tql3j//AlKBxBVlOIenPLnGsur0Yi90ofsXz8/4r07fS7OTrn9\nlS/x01/8KQBuyluoJxJrDE92DCdnfqVrcsvOwS0wPsG4qgSCiGEUce8zNznK/4Tm0N+DR/U5a7vB\naENlW1YBo1GIf83ueId5sWIWz9iNPPx5Fu+yfrJmtz1A5z4/ksYxTWMZDg/p78w4vvDRnVuu6Kca\n2SRE4krarW0brPA5FIBN4HZQSqDRXtwmiBanRrAb9dAmgZVhL6A8+wcRzYff5535hwyGJVEdKAGF\nQy5OiPpZx0dxqWOE1sQ6IyFiUAT26EKwGijWlxXry5o4XD+3lPTOJLPxgN39L/Do6IEfg+cRj772\nPV79s1+CYQCcadi0a7ROSH4SOBo/uT+cp0qTT06OwQp6UZ/eILD35i2L+QqJZjAYsAzkHiIS2F5D\nJASi1sShnzXqK/qTHge3bpPneccFMV8t2eQ5ddFwWWzpNFtW73+NJEnoj4aMd33YPtvZYbQ7o39r\nys3XDzlbehDQpsy5nJ+xOXsE72t6oTlrPJ2QDfqU/T79UL5Mk5T/5C/9HJu85Pj8nJMzD3edL9cc\nn53jhEAgEQHRKJRGa4XWV5qRVluMM9RNBa3DhrKh0o7SNJRVw+MnZ+zveEf52v3Psl4cs1mdU5SS\nQS8L33PA0dmSWrSkQTZuXZfktqHXi3G9mGXrB/qN+68ihwllvmF3d5dZIIt1WUbRVrQtNFXNBwFI\nVdcNvSTl7GyOtdYTokYOpKDX61HZVUei2mJBCoyzCCk71WnTWM7OzhBGc35+TiO9M6t1wzTZZb1Z\nkQXeyrKu6ff7qDiiruvuWrXOVx6eJSvZmnim0lXXNVJalL3ieVSRRkYaArpzmF0hLj/64H1Wizlx\n2dDaqwA8jmOMtbiQt3AYnJVY0WKR2Gus1wrfqWmNowrt+xenZ5wvluhBxmC9RATuCYzFWgNV3TmF\nLajvRfFLPzZOAXwLNFxVWzqHECKF0cEO3/ijb/Dww4fcPvSr9qdf/yzTmwes1xvm+YZC+QmaRClR\nT+FShckNtvBnb4ygjSOiOKKnUlTs98qDUUPbWuq6pQrNPHXboFbHNFiWq0uO5n7VKd9zRKM+w/0d\n+tMxn/mcF3ydznY4jA7QCJpNwebSO5z1Ow9Z5jln9252Wo3jV77M6eMn9AZ9bu8fcDvQsFsB5xdz\n5qs1T45POQ0ybst1TmUtcZx055C9ASK0/EqpfAMO0FrD5WZD2ZaYtuDo2A/eQaoYZQMm0wH9z+3S\nz3xkkaQ3efjhEVaCDZHJypSshaE/zLDDhFXIkme39zjY7eOcIe1lmPD8y7alVg4XS+pVyZOtfuX0\nkCSOKfMCh6NpK5QU9HopOonYVC218U7BqJaWlrKtKG3dJdDy2oAVvHrnLpcPLtlcBgSpTHj91pvk\n5yUiIFarumb/4KaXlS9KopBTMMYgUJ1TeLYHcesUuuls8QNQ2M6xSOn5OZD+if0oOIX1mu/98bep\n8wKs6vb4zllfvsRhhAn314vTWukd+lY0R6Kp8jrkOgRbTYLSOUxZoEyL6qUY4+99pWCtGorlkmzi\nnT5Kkeq4m0fPaz82TmHLi7D9XXDNOYQbefuNV5mvVpyvVnz3I9+z/u7Dh0zHM27dusPh4Q2qdgtr\nBVdbjLUgJSrg6NM0oucU1bomSSELo0M6ibOCumzIQ7mzKArqmfOMxXnOJkQExeKCi9XJeAZQAAAg\nAElEQVQ5J8ePiJKY97/5rwHfc3C4f8DN/QP2ZzNuTb3D6d84REQR386XFGFVdK3h9MEDVBSR9vrE\nPb9l0XHEznjC7mjCa7duUdZ+9V+uN1xcXHB2ceGp1oCzJlQyhA4aEoH/MY68KrJUCCTHp945nTnH\nqJcwHvYYpCPq2n/5J8cfsOrvEscxrdpm2h0kEptomkjiAs5+aVtspkBKCtFiQgTRGIPQEq0l1dGG\nQeBlmI3GPjncNJ4MRymMaTjc36cxLUjPZATgpEQqjdIxrmm7CKI3GPC5T/0Ur9+8z7f+8Nu8c+ZL\nwGVbMF9eYitHP/H33QnLdDYjSWLquunk7KVrkIiOV/H6wJNO4HAdLgEgShKk8ftXFw465ailIREC\nJw0y9BnY41OO3n2fyDl6cULUbEuVXvdBJBFb3XpnLFZYjGuwyE65zDmLzSta5ysb22gkiSVGSCIl\nSYBQTMFYg8RR5yXZNspxW+bpfw90bH9atv0q1wlUts4BwEr43M/8FHdef523v+sHxlvf/g4nT845\n/u6S6N3vc++NzwAQK00/SRkMYrSFOkyk9WJNs1mzMxwjmgYRml6Ua9BOkMQG3fc3e9imPBZTEmOJ\nqxHDjZ/kNxY7lMsl7aagbWraZSidLY958NERDxKJHvYYhe3GZHeH/nDA7iufZhKakCId8drBDQyO\nqmnJQylwXVesj8+JexnD8ZhhKAXOdne5PZtS1q90Nfa3Nh+Rb0qWyyWbjc/qA7Qm8o7CKaaTCT3h\nI4IsihGt5fRizUJWpIEjoS4lMjXYqurasqUCLRVVVbLONwwCTVtZlaA8LZmxFhMmjIwVTnph23K5\n4t4rrwKQxANOT55gGp/dj5TEWMtsNqOwS4hUR4FW1zWNaIh6EVnUow7EKWmacv/+Pdq1YbNZUQUO\nhzuHd70T2J1RrUNfSi9hMOx5JbAt5gCvzOTcte3DVl4+/Ll1CFunEEuFca0P/bcvkQInBVZLnBLI\ngIk5++Ahm5MLdqwgck9vRWTA1nSoSGGR1uCQGMyWzhGDQwuFaIyXrw9OWCUJSgmPxclLpvse/1Gl\nCit9b8Z1ohbwDmOrfPY89rL68NJe2kt7yp5L9+G3fuu3+PrXv47WmoODA371V3+Vft+Hvz8K3Qcf\nIXj5TonsthWNM8RKMZhl/PSf9/Dan/rpz3N2uubbf/wWb731Fv/3H3jpcYlj0Ms4nM24sTtlL+y7\nZjd2GKaa5ckRIrK4kCmumxLlDJGGJBBiaK2ZmX1c0yKrFtnzz5WDGe1kQ71Y0xQFZ5d+3182Ncsm\nZ9M0FJslS+tXtIerM9CKmw8vuvr4/s+8wsPvvc1gOKQ3HHIjdDJG8S6bIqdqDJujUxbWcx6oSNPL\n+vSGA4bhHJ994x5N3ZLnJavlhk0AdG3WJatVwWaVc352QRr2vlplpHFK7DSJTsgCHLc3gk1z4mnL\nQ9u4ThKUhHq5ZoVDGR/1SOnQKkZIgcEhwrUSSlJUJev1mmqTsxeg4peLnPPTMxoruu1DlmXEaUze\nOBpTUwQ27HVdUDYlrpG0wtCEisz+/j5lWfLWt97i3Q/e78BGe4d7DNWYvdEuD9c+hzHZmRFFnjNB\nqSsZOCk1WIuR8ikmZOGu/knnrlbJtsXWNda0V2xMsUYmPtEoAML1fvjt76HrBtUKalOS8nSisXLm\nCugEnQ6lE6YT33FIEid9HqJtuwhGBfZoEGigXHqgV20iXCqpi8LjJ8Dvv+V1Svrns+fSffjCF77A\nL//yL6OU4h/9o3/EV7/61RfWffDkq1u7ngbyrgEgUp4O1NhOMhKl4eD2gINbX+EX/8pX+I73CTx+\nuOHdt7/D0cMHPHj0kCz2l/nOwQ6392bMhilxmhGF0o1rItoyJ682UG2bawS75czfUCuRwu+T5SDD\n9YeYnQZjG4aN732/WF7CxQlus6Z2TbcvFE7iWlg+OmYebmCxyfna7/w/pEmP3YP9jh5sb/+AwXhE\nJjWzXoIL++3WGqqqZrM8Yh4AL+tVQtrLGCUZs+kO7ATNQye9o1iXnJycUW/RhVVBW9doFZO3Net5\ngIpbyyxpUUohwoWVpkJrTWt9FWNdheORJMlSZCRBimtEtBqXb6guLhCOLnS/PDulaRo/wQWeAn9v\nj6apAmiohFBh2d/fp5IN82JJIyyzoXeUd2/f4aOPHvL40ROstUxGQf27KMjijNPzc2xYOnZ2Zhgc\n0lqfIwmK0SrWtNZhxTOShN348w5BbXFKxuACwnEL/tKJRmiBwfhqwWMPFnvvW3/MUMVETYtrWmxI\nbiLACnlN9yn0UViHE55T1F5LC5rGepJg/8RwrEUo0KkmUZLNym8zWxLQGU1ZXTkFHESy45R8Xnsu\n3YcvfvGL3e9vvvkmX/va1wBeSPcBrjuFK7PX/g+S1liUkqhr39sYaFvQGl4Lb/Xa631++md+hrPT\nL/L+2+/wzne/C8BHRx/x/oN3ONiZsTedcHPP02+NB7uoDFRZYQL0tDGGg0LiBNSxpRJhQmPIRUMl\nBEbEV2XDccx0OmTWNGjjAjkGlMs1RZ5z1qy67ygd6MqQr845XqyoTnzS8Ml4xOHhIXGa0R8O6IeG\nqKw/YJAm0E+6Etm7i3PEpqV2a0pcl0wdDMfsZBnTacKr+3tswgQ9u5izXG9orWFTlNjAXJwOMsRq\nQ2+QdCuaaRqv6emgKSvWIV/RNA1ZliC1Z3rOMu8o036GqSrcfEWqI1ah1LuYz4l1RBUSpkI4dndn\nbNo1DTVFXTEInBavfeZV1DDm4cljjITDm77c+e0/fot/9Yd/hLYxO4NdbkxuhPtuPGlwJcnD5x6M\nhlhrsFaSJHFX2vM5hW2p+WmT16KFrYnwWbUQJMG5bxO5jWlp25r0oa9GHb/zIbemu8SRRLamc+TO\nQdm0fnHounqvyFmteDa5rlDKV0i2xC5lvsZVksg1yH7M4NDnFNp+gu31iWN9lVOwIafUWvQLZAtf\nONH4u7/7u/zsz/4s8GK6D/6GXIsQhP/7WUch1dNe0OKvuVaEREtwI9KR9h2vjiJev/8Z/sJf9AnI\no8dnnJ9c8Cff/B7vPD7nX/3JBwCMBhPefO3T3L39ClEo1TVFzbn7PkJriOOuO9FIhxMtzhmcazta\ncBX16A8SVGNIDEShrCR7LcI6LosleR7KaVqzOxjSNAbbtBTn/jotnxxz+dERWb/HZDJhNPWr4mgy\npj8ckfaybuW6OR0inF+JqrbpqOnLRYGLNSqOUL2ULGzt7t/eheiATVVzsZhzPveOaLPZkPQSH7p3\neH6JcBYtIYqvwvAs9ll529S0bUs59+GsEIGRSGtamu4+SCnJixKlJUprpjszpFaY0tC0LVmcMB2H\n9utshIwkk/6MB0eP+Rff+0MAPnz/A/Yme+TzinyZE+/6ikJiE4RQXM4vuXXTNxBVVcV4OArMWGW3\nXUOAEp4n0nGV+PO6kFsncFXj3+Rr+qm/1lHsR2E6TDh5cMRHH33Ez3zlK3zr9/8lAH/2C1+mWedQ\nlETGq2r7saqRcRI0Sbbv552ZlAIdINN+8Chwisq0T9HHW2tYFStS3TIWu13C9zhfQqZxoULjL0hC\nU5bogIV5Xnshp/BP/sk/QSnFz/3cz/3Qr/0k3YePw5f+7a1ezwZK0VU+GReIaATQD/iOV+6OuXVj\nwBtv7tM0LSZ4ZCWV51yM424lttaR1F/ydVEhujfzbNJbrV931Vq75YrcDrJtm7vzpa2bAQsPHtP+\nl//+r3Zipc5dDVKPO5BopZFbklKlkOqqGSd86K5t1ob2386EACkQUiLCwBPSX5Cxi9k3Ga0J1HDG\noENZ7rpdnyTbx546EibUU88X/rkuTLovNw3WOhyC8WTAX/2vf54o1hhrMK7FCYsOky5OYxCCdtJS\n9xuaVwMfxZdqtFRYY8EJslDuFE4Q6wTTtESBhUhrjZJqS96JkFdjypF+rFjX3SOe/jk57AfhmGu6\nJhqmd3foHw6hD6//L/+9P6+1HiNiLWLLFQokdw753P/6t/1znuEdFfgxdSWiLpBOdFf6+nU2ziKV\nJEoTZJAq2LXG5za0omOtFQIlMz4+j344e26n8Hu/93t8/etf5+/8nb/TXbQX1n24ruIkP4HiWoDY\nIke25sIF726u3+pYQt6FFEHa0aJbG9E2EXGWst7A++/5EPD7b73LwwentA1Mp74hajrZ4bN3Vr6n\n3lrawntlW9YoZxnEKb04QYTknLKeDlwH52DC9qGqfJ2+F5suLLz913+eo3/8B7RlxXq5YnHhV+31\nakUWJxRFwWpT+Fo+Xh9ysjNjb3+/09mIhhP6/T6D0TAQefiLUAtLIyytslxuVtggBSfTGJUlqF6K\n7qWkAdGo4oiTxwvKsuwwEGVZesDPlt48OJzoGvU5xl7dM+eRf1pIoqEkD9Dgt995n+W6JMkG/Hf/\nwy/xz377DxjvT1i3SzZmzmVxggi8mv3ZgNo1zPM1y/WKRaBdkxK0U1Trhr7u8bl7Psnc10MSE7M+\n3/Dp+z4SnI5n9Pt9rG2xtkWHsquTjrZtcFGMcDY4aj/mpPM5BeVAbXM+ee7VneqGnclW8g2iJMWt\nDR+89R2af/x/AZ78x1Ql0joSoYiCIzr42/8jp3//f/f3ny2wzNJaX871C8E1ebiNIUtSWlN7tCIw\nHA+Iepq8rdnQ8NqXPJ9l3Ytphwn9O7fZ/TNf9ieIFVKJzq08rz2XU/jGN77Bb//2b/N3/+7f7YhE\n4MV1H56yjtTmmqNwAd4oeIqg8umkkT+ukJ58E4ExLTaslnEUoSNYb+DwDtx4xecUvvIXD3j0EL7/\nvVPee9dDdB+ev8fvn32TV27c4rP3XueVOx51ODYSN99gL9cU65LBtibcWoxtsEKgIo0KYVw2GNAT\ngmZ5AgGiK6QkGw2IRiN2dnawIfy1dcPl+QXr9ZpsPme18V2cbdsyPztlcXHehZyDbI/hcMBsd4fR\nzpAs8CPE/ZSkr0lTxXgyoRSBQNY2FJs1VT6n0JIyrDoqihge3KNnBoxav11pmoairiiKgs1m0/EM\nnC8uiZQmSxLSOOkQg1hLWzeUTY2bl14bAVgXG5rWsTceIpWiPxqglCCTCUqOKNoNdRUwJOcr8rqk\naGqk0wyVd37OGcqiInYJO4M9ssA9MRvOOHt0QaSTjnA1jmMPFbYeOmzMVilL+I5F63/fDrAOg+Cc\n5+4JgylOEqqqItUR0Sx4rRpQEGd9jt59n1th+mgNCIWWiiiKOs0IqTWDnR0yY7pko2kdjWmpTUvb\nXnFCGutAGVpjWeQ5daiKqYFmJ9thmg0Zx4JF0CQZjA9ZlSX7w55PqIHvrhWeEer5UQrPqfvw1a9+\nlbZt+Xt/7+8B8MYbb/A3/sbfeCHdh6dQWMJ+/BgE0oRnPOCzAK4wqBE+hBRCInBbTVLaLUS1718W\ntuFIAa/ch1fu71EUvuFmvYJ/cXrPr+5Fw7vLwFeQ1/SsZGfcY7I3pA5t2bJqcVWDaAytAxmiAgJy\nMJmOuyQmUtJEGttapAIVSntSSQ7v3PJKRE1DG254XpVczuecnZ2xDFqFm2pJvlhxdnRMlMpOjXm0\nM2K6N6Y3HjCYjSANRK9pTC+OaJyiqBqqEBU0zvLh0mfrt9FDkmVMhiNGo5FXTg4rV1VV5OsNi8WC\neb7uLnsSxaRxTJzFNFXb0Z3pKMJi6YWSqxCC5XJNQ4VIDNKCDkQozjhkVaNr7anQtmzKCETR0I8z\nJumEtggTOoF8lXP74A5pvGWhfnrLabbbHuf7LWSoAW6dlnMGK7YhvV/BAZS09Ad9Jr1el+oqHj0m\nm+7izk6xixW9OESfoRENKX0Fp9sTCJyOSbKrKeqcb8U2zpPHbjVGjLPIVrFYXiKaHB1oApdlzvLR\nhtmNXV65/QbHQWnKKkdelmSz6ZX+hGkxWj0lTvs89ly6D7/4i7/4A5//3LoP8PGNXTf/r0lsitA2\n2T0mnyaeCZoIbOnqhCcd2VLhG+HPVrYWrSW9a6zZIrxPP2Cfe5nhP9t/k9Z59qQ89EQs1ysuLuYc\nnV/w3vKUUWiM6SWKgdX0XcbASPS2jFcYHwFQoqIAd1UCNR0gWwtlQ1uGHvyqoT8Y+lJU03gVYyBm\nQH86ZnawR174kmk1t5RlwXq9ZJOvOmmy07MnpA8iojRmOB3SC6W98d4Oo9mUbDgiS1OEDiuglDyq\nW2xdYTZ+hVqJOTLW6DhGpyk69DhMp7tUgxE7kylFXXURRFEU5HlOVeT0E7dF9SKUx/WrSHvsQKSJ\nZUwkJXm7IhYJWRQml/CvE66hbSxmS1UWCTLZY5xOSEgpQvfkWXFOWxgmw0nnDIS7olh7yqTwgrGN\n89n9bTFAhImKw7qW7QrTNDV3796EwvDP/8+v+mOrnP/8v/wlLh8cocuWQW/YncMI/9NKdVWClBKZ\n9nBbbASgu8qDDSXJq8/ZOJgOYvrTIW1AbebFmvPLU87ml8gnD8l2A81dVXmHMhqwLcV13Az/vnIK\nP3K71uPg7Qr0fHXZPGbBXu+nBq7vy55aKKy/+VJeDYLts1PtqTe379PaAtPWYC3xFrykNIlJQEIh\noRx4hzMazJgdzljVt8jLko/e9/Jri9qyzFuSsiZDMgwrdJJoEjKW5bqTIDPASljiSJLqjDhkQiMn\nsK31zUnCdroKUkYkvR7JZMgkDPhibrBtTVnmbNZL8hBBrFcL8nxNsVqTXy6RoT6VZEdk/T6D0ZjJ\ndIdR2Cv3ej1evbOHA9owemtrKPOWIi9oZUEdOAaLk0uiXko2HDAezzoMell6uHWe59Ru2UGXk16G\nMlCbGucsdV37xKISpCJFYq5KusIhM80olgg0ZXCUq3ZDNFBkSY+YjKIJYKd8w7A3ZDwcI8LKYIxF\nhnKClDJA4MJ9l6CM82LDYchsFxSDwwjXNZWlcUTbGFYnx3zrm98E4EuvvwnLDQ+//zZ9ZCfCIoRP\narfS4xK6/gohfNXqGnzap5u8Y3pqvEuBlY7x7hjahjrok96MBK+J+5RNQU2LCVFBbipGO2OP8bj2\nHa71Dz63vYQ5v7SX9tKesh+bSOHZtf/68aftCuG4/eu6qWvfyCfIW59A2napCR9aail8p9l2ZdAZ\nhDD2ija+8eSYDlIhuuRNgheiGsQJTZxwKxCNLOqai4s5F+dzTlY5j0P4a0L9/8vT/U59CinZaEdR\nlhQG0lB+zVAkUqIS3aEF4dpe1JgrwZKJRrqEjD7TdkoTMBCb5Yp8uaDeFJyfnWFD1151npOf5CzU\nguVwyXDstxv9fp/4+28zGA0ZzQJmYDZlPMgwsaJRgiZEYMumpFzkXF4uaXFddn8wHnE426V/p89Z\ndUQbUic6SqlbQVXbrkbfFDWrfEHWi6nqim3aSUqJax2xjtAqRW63BJEmjWNs63ANDFOfgFyVK/Z3\n9zsKte11ck8l37elXkvrBMJuo5JrpUoRSrq+mOrHQ7/Per1msVgwDeCqL3zmc5THT9icXXLr4BBj\n/DYOoTAImgBGut667JT2QsPbKk3rC9o+uhBIebWdkL0ImcZIq1AhyuwPM0g146akdU2XU8iymNtv\nvNGVpP0FFB0v0YvYj41TgKe/zL9rCPTsBWisL+0ppRAotAKLvPY8n6EVCBIZX/kXK7cAhGttmgk1\nBUpEKCEJAFQ0/h73hM9f5uHpSRwzPtxn/3CfC+A4KMyeLi5Z5GseffOEJCTgnIB0NCLqg6pqZNBg\nMI1lU9XEAcO+HbweK+9AS6QOJUahcab19XEBSQC2JHHMbDSExnHvzqs0uZ+hq8WaxfmKxXzN5nTF\n6olPNDop2Bu1zPs9RjO/Z81mY5LxGD3uo4Y9CArLg35KGsW0EioMZZj964s5m/kSKSXxzQgZcAP7\nNw4Z9Kds8pokiXn13j2sazk/P2ZdrjAmuro7DoS1uNZh2qbrfBR9gW0gX5cIK9ib+JKxcILRcIg1\nEAUUoQ1OXwoB4hr+w1o8rany+eoOQwKERKNxju2UNs4ymk6pzi67MmwkJIvLc6bjCRESreLuXhoV\nthFepjp8HQFSoaTqSrpCBzk6qRDSdTgUJwQi0bTOEmlJPwtEubbmyQfvs1wvSMd9+vu+xN8fD4le\nv+/zCfaqomWBmpb+/99S9H8aJhBdEuaFdjVq+vFD/y6vewb+sLWY7OMH8fdd4i9g+gmPO+cwgRbd\nThPs2PIvs8+yWfvJX2vBN9R9RKvIeoLhxN/Yvl6j6yN0dUpcLkhDtJG1MQMzIHEDtPXvuIjXWGWx\nrcEqdzW5Mom1KRiLJEOGVXtQj9FFQ3/TsFrl5CvvzsqyZL7655gVPLgILbtyQD/bZTa7zc7sJv1B\nGIy7M+I0QmcSkRicDKxJMgfV4qThw7fHVxkhKcizS3qDPsmdEfd7KTJNaff3mOdrLlcrjoPy9/li\nTiUbWpzX5RxvgTqKfJ2zPxjSti1PHn8AwI0bN5jOesRRQxvk7CXSg7ysd6jKbasMAqzjqN8SO0EW\njseNIy4sQ+PzN1uI8iSLKc8XHNy5y1/5pf/CX7805b1vf4O+dijVsAmlaBFLRCRxskW2DXFI+Gkc\ne23jRWLrLcOzoEpjikGfzShjFdCzhYYvL74JvRSiiDKUot87Pua0rhjcvEHy6l12fvor/jxRDHHi\n2W5DojEWgIHEyRea2T82TuEnybYIxQ74Ezr23jzc9rpB38GXvjBkfWlYX1yQL303ZL58wq1diOI5\nabYhDazVuqio84Jic44pw5Qr/xIIA6JEqgKh/SQXSYEix9kKU1ddiCojvyXpD/pMpiPq0h9vGkd1\nCXVZdTDszWbDpq7ZHL/Lg7P3kYGCvjfoM5qM2dnbZ7q/24nVREmGUBFCCvb2rhSw69bSGkuxWNE2\nLRdPTmiFpBWO/ds36e1mHO55ZGVlW1ZFztl84YV2utKrB1VZa58ik8myDKWUT46G6MmG1VrgFZi3\nCNIOOWoECHUNQbptUgrQ7rD/lCoCZyCWTPdvhOtdMugNEMscWzW4LEQnzqBa0E6iXYTeliiRNDYm\nb0uGE8/FIUc9tLC05Qqb58yUrwD1sxEMBxTzC07mczYhstCjEZ+++SkOXr8Pd+/Saadq35CGEk8l\nLF1XXn1+e+kUfsT2LGwZrmrnMUeIMGC0mPLansTtKcpqSBnYnkxZUy4/QDRzqC4xocNRxhF60CNu\nM5T151gdJTj89sFJgwkoUK9qZAFBlKWderKwAmEVwmmc1fQCjY9pLYx/lqapKMtAIbc5Z70+Y7M6\noyyX1LXfCs3PH3GySPnoSY+st8Nw5Bt0puNDJtN9+v0hZXPmuQzxTUSxVsRKIoGsFRglsUpw+cEj\nXKyJQ104yTJ66ZD9G0Ne3zvsMBqX6yWnp6dUVeXVooOTi9PEA5TatgPRbTEHXZk6JCzMtqejbb2z\nFldaD9Z6shMtfQkWwBiHNYaktDDwjo+TC1IimiZMuzSQ61QGVUFkElKRIYMqtkWy1n3awZCjeNuT\nU5Bo6GeaHdEigl4FF5c8XB+xLgsaCeMD74hu3H+N6O4rsLsbhF+25c7IOwZx5RQcHdL+hexl9eGl\nvbSX9pS9jBR+hPZslLDdPmxRnX3mHQBVMKRHDmj6iUWEtmfJGHnjLi0J5SqmCqQa7arGFoa6KnCB\nIyB+5Z9hakFbR7g6wzQ+OWXNCNFOwcQ4l0LQy7SmBHKkzEFvcDJkz6OKNtlFuZi+C0AsM2Va36Qu\n1tTlBhPANBfn5xSbnPl8zpMnxxw99gQzvd4jRuMJvd6A4e1degMfFo9GI3rDATqJERbiyiGUAy1I\n0dSFoQrQ3UrM0VFEkqVkWeq1Q4GdO68wG4495LrIKUv/WQbjEUopmrbtkIuGgGxx+Gy83G7hfI5B\n5y1aXyEbsc7n6YTwDWjKv6e1Dtc62DSQ+Shk8fgcVzpiFzGIUmrjV/nICpRTqMDKYEKfjRAS0x/Q\nDjRrG+T4aFEpZJlAVAWceiGczckTPhgP2DvY5/79+/RefdV/vp1ZaL0G2gqyLeBM4VAfS8g7P4he\nyF46hT8l8x2DT+/s+mTQFTZ9G68P8v0NBoLT6JFwQDKcwDAUuExLsahZXdbka+8Ukv4/xlUxYj3B\nrA9wpSdqUfU9qIbIdkqRx12NTLoaKTcotfRdhSFRpmTFqj5FolAuJBptjNIzUj0jSVy3BRn0atp6\nQ55fslqfsdn4JOEmv2C5fo+LeQ3Hh10vwmgyZjAaMRyPGP2l17n84BH94ZC4n5GlEamSyKA1YYVv\nGDLLgvpyRRXyAevlgCiKGPcyJr0BZtuclcSgFaWUvoPSX1ZfvpWee2TbOOpCt+MEiWoFahtyW3/c\nd5BeQZS1jEiyxJ8wJGrLRYE2ioiEvuqhQqLWCYWIYwyKSkpc2Cr0FaixIq9W7Ay3eZARrllyfvqQ\n6vIUUfuEYtRz3Puzf4a9g33iW7c7R4S8tkWQaZcItR68/0yB/uNdAM9jL53Cj9CuJxav/+zM7vnS\nJ4BUaDvukJxO+hXA0idvTtEqIZLWC5IAKE02i8jGGpoAaxW/T1NAvhaUq4p67SXcbJ7T5o9w5RiZ\nThB1EMJpI6yN/WpmRog2wHSdw/XewzoFNuzNW4l0GuEiFDEywPREDNLWjMdT9uwOVeWdwjo/Ybk+\npazWHL1rKCsf4eSXK5SWJGnK65tf4Hv/77cYTsb0BhlJLyPr9RiFJNxgPKCfJAgV42TURVzvbyqS\nVKBsSetsh041aYNKYrJIY0MG3gjPd2GER2faraQaviwZW4l0LuRcQDqJ0D5C0Fp3zNLSSkSmoAQu\nQkRVGSKnEK2jKWrSEJkRa5pYUsWOQlls5J/fl5Y0W5Hpiig4uPp8ydnlKRebOWoQcfNTHuMyu3MT\n3vwpiOMAwQ14FutwcQRCYj3+Mwymj2N1fkAB7Ye2l07hR2wfcwRwtZ1o+1cHJX4Fv5YkAjAuoZfc\nxiMgKuptB5zTKBIUuqux6uh/QkcFWXZBMzylqnzbeJ6fUW7eoy4rYgZQ+vc15RY8mQ0AABb8SURB\nVASKXVy5S1tMacJx22hUliKEQm0dmrYoWaGjFmUbVJiJpmmhbTGmQTuJSnyiMRuOmO7epW0bXt+j\nq2LMV0sWizl5ntO2LZfHp5w+OsJguHPnDlGiyfo+quj3+/R6KdmgT7/f7whSdqYjYqspliVlWSCC\nA7BpDHFE1EtR8bZqIFFa4rT0nbEdZsBjPZKqpb3GeSCVJEoidJwiteqozOQWs3K5YRWEbUzR0BeR\nTyQaEOG7u8jhdINNGnTcQhzEj0WLckdEriYPGiAX8zWlVsxefZXZm2/Qf/2+/yDTsX9DJbHW0mxx\nFEoiRYQFWgyym7IOgQzx5tWQEj9pYjD/odqzOYRPetzLmKun+etb/B0QXZKcSIJpAaEBRbTlz9gi\nbCxX58g/5UeCgmh0TCT84B20b1MUH1DXJ6wXj3EBjiiqDFtNoNiBcowNTsHVEXJ9GLpTt7RpFSKQ\noDjZdgGOJ9PUKBcjSJEBx2GswlV+4vUnF6Shl2MwHrK3t0tVVSRxzGuv3mO1WVKWJe+/+zZRFHWT\nv9dLGQwGjKYTJpNJRwZcnl4ymkyIkpidKCILGhlWCjabkrZY02w7jiKFTGOfw4j1U+AgpEDXBpzt\nAIY6VcRSk0SxJ6QJD8jQuNYuFjx+4KXa+pUh6Y+JpAJjaJRvNDOUWFkTi5qeqlEiyMZhcO0Z7z/8\nABs68uK9fW7c+zSDT38RDu52M3Bdg4wKEqFxClQARrVYtnSyHnK3VZryHFJbKrnt4x9vJvzh7WX1\n4aW9tJf2lL2MFH4E9oMihK11nBLPuuArCcCnPLyS2zbua7lld23HuD2PuvY6cwABCIO+STb8IhlL\nxoNHNGVIBm7OKfMFbf8hwn5A7K6APeLbf42mrTBtuf0YRJHwiW9jaAOISqA9VYWIEE7QbtmPncRF\nEqkEscyIQm4itdZzFlhLnCTcvf+Kb7GuCm7euUlVFMznHs+/Wq2Yz+eIR4+IoqgDKd2+9SqrLGMw\nHvn8Q6hsyCQikgIpoNdPu8+NM7imonFFl5Q0zmKcI5YJaZaik+1KLBF1i9ANqpd0zNI4qN5+zNlH\nDxgG7EIqLVW9ASGJ0phL7bcEiYBBJDwNXNvglp5vs60r3n3/bZLDPSaBrXv3zc/CjTdAjbje0tjT\n0EbZxyTf5PUO4GvHPWD7asz4m8B2n/Sni2j8JN2Hrf3Tf/pP+a3f+i1+8zd/s6MI+1HoPvykmhFF\n97skwYprSYWQVZDYaw7hOgplS1BwzTkkFX6oxOAisEFT0A6A2/7lqiXq+bLhJD3CTT6iaj+krB5Q\nlB5FWbcLXrlfYRpDuQmt0JuWsjBUlUK0MbigEdGbUjVBc7PZYAl0+FoQpRE60tTrGhuIcgwGIQVK\nSYQSxIOUqJ8g3ISqqmjblt3Cs1/lec56vWazWnvJvqCE9eA7b6OUIkpieoMBk9C0NdnbYbwzI+33\nkIEk10nvVZ0UaCVJtiCqJCaKIlSWQRJB6EEhkp46SQhYl7BtWCtKVsfHFItLeuHap1mGcoqmKqma\nguF+UCeXArHJWR8fsTg7wgXm1hs65s2/8IvIe3dCzgDseEZLH9DIFvRV0eQpe/ZvQUcPcn24XDkB\nf/Zrvz//JuC5dB8Azs7O+Na3vsXu7m537EV0H/5jsPbayh/hMNRc36pf2SdB0raZJ+Pht4BhCURI\nEhADxJZJZpt7cIDRIA79cbWLiG+Tik+T2mP6lVe6buolFHMuH59xchpq70zYHb9CPzlks4LFmY8g\nTs4LtIpRSUQ6VEi1FU4tad2a2tWo5KCTItiSaNkt+W0iA1G3QGtJKiTDwFhtraUqalarFavVqsMj\nmEfnVJWnhjtZrjgLkgPZgz7DsWe4vnnnNgBJmtIfDekN+kSx7tJuwhiQlvXlHJV4jkoAlSXIQQYm\ngbr0rMzAR2+/TSIEO/0eUUCKVvmapi099mJ3D7f8DoDn2FxsKKua5GDKLEQFqj+EL/08jPqYAJ9u\nUBgkOB9hdDPQfnKPzsfGx/Wh0TmEF2VQeNqeS/cB4B/+w3/Ir/zKr/AP/sE/6I69qO7DT74l134X\nQIyvOF+/+ddJacUzmFX71E/HAVd8UbLT3ESH5JPzSUvRTVCNsHsg90B8iihA9KMIeP3r7M4WiJ4v\na3743hEPvv8WsXrIjd277N0NWguVwxhH01TUTUUVgFTGFrTOgLBI6qudjgp4jcAWXWMwxjdxSakx\nznV9FVIqdK/HKEkYTKZXtPIHdzoSl8Vi0fVE5HnO0dERxhg+fP8DAPrDAXt7e+zt7TGbzTpNiazX\ngyiip7XvoAzntmVJU5U01lBucsogtrKTZdTrJa1dk4btyuBwREuPVbnh7Ow9RqffB2DVtDRJn8n9\ne+x+7ktw5164sBmNzrwK1DXJiUgEhLLa0gsDyqKeGh/X7N+wRnzMfgQ4hedawv/oj/6I2WzGq1vU\nVbCLiwt2dna6v38Y3YeX9tJe2o+H/dDpiKqq+OpXv8rf+lt/64Xe+JN1H36yLX7mckc/yCd/Qirh\nqQfDMbWFr33Cc1wQn5AxHczNOQKnwDMvE4D4AhwIdnzDIjtfMZimoalrTNt0Og6xUiGaeboi7joF\nJDrAEGw5QPxj0bjPwX/158Jrr32CbcfitS99/StJF6hPAujIbhWcrU9gOutotzqC2/IwnsDEhGa0\nUmu/jVVeU+MqrPKmgYFzDMLr40iHaOLqenseR0NiDJEzZPwFAAZRhExSSGJQupMwEoCIfDwor+cA\nrpntSozCK0j/u9pTN1F8/PgL2A/tFI6Pjzk5OeHXfu3XADg/P+fXf/3X+Y3f+I0X1334CTdxfev3\ng+rJP2DwXDHab6V3r03Ej51KcJ0txnWKJzJAqr0Fbg6shVhHWAObpb9/mbZE/QgVN3BxzObUJyW/\n++3voFuBMAptY6JQQolkhlY9IqnZ0GBDb4E1hqb2k/feX/tFPvzq76F1jFZJSI1IxJbzwOupIKzz\nsvEdGnHj28+F9JNr60SMxbUGWtMxGzVVTbneUKw31OWVelIcqhkqUWTDAenIbwlEFqOjiKyX0Iuj\nrunZ1RWiF4M0LOd+S/X+2UNWsmH6yj6Hd28ziIIS084e9PdAChoEq7A1GcmImuAUniUolxYnGpqw\nr2ix9LkGbvtB9sx4+fjmcitx8Pz2QzuFu3fv8pu/+Zvd33/zb/5NfuM3foPRaPSj1X34STTf6OBN\nbA8YnkKwC8WWofp6/SFIieC654MWVwQwT9Nw2Wu/XZ1FYNhubu21zJZQ8KSR9KKEaBZQetsKiElg\n0KOf+eTZl179CpydsvnoI04efcRm4ZOVGsiSFJ3GOLePDM0FSkcorWlrLywjtKJ1FtfWOCtRQneJ\naKGkFxF2AmevnEIdN2AdtXMI67oISSqFSjTaCS+0CvR7GbPdHaJAgbYFIwnnS8dxJP1nDAhIK8Bp\n0Cq4y6CZibCUTx5zvjyjinzzw/6tPd68d0h2awf6Mc30M1fX39kgJiOYbRPrznniIAE2JGSd2zJd\nWwQSHfII+pn79rGd/Sc4gyuiMNkd29qfqlP4JN2HH0Tx/mK6D/+xmQMq+FhlWuFvi3qaGQ6Do8XS\nsBWs+7d7dPvMX9aXCMN/7trjKtLUWNrtAHMQN5q0zfzqub2NNTCe0P/8Te59/vNw+dAff/w2x4/f\n4fzihGX1U/R6vjw6HA59ki8FKQW9XkpdW2xQWH4qIrBeIk0I5eXXAv6jVn4b4hxe4GfbtOR89CCc\nIJHbFXKb1BR+ogfYcqy0l55rSpx1HVemVQ6tIv+6tsYUvvpw8ugjpHQMRim3QmWDT92GOzuQeCbG\n90NzWwqMBAwFnuVqC02PHNgSlMGGnopagHcVkgiFvk4zLq4L4D5bUXh64l9nDrweXP4o6hDCfYwg\n/6W9tH+zfdKQsdZ60Zi2pf8v/jdWIcF8dn5B3Rp62Ygb/+3/zPp3/g+idIiQGZuNAdEnr/yA32wc\n2IQ0m4CMqYNuRpKfEWsf/nv1J9u957YbNQpgJCuu/hnBlRZnpFFKMXNnUBZ0Ss39HijB/PKcx/NL\nliFSSKYT9u/c5tabr8NBKLuLoDsitjmJF9Fh+vG1l8v4S3tpL+0pewlzfmnPbdfh3UKITi2bP/+X\nGQaJ9OHFBfnjJxwfPaE2lg/nG9z/1965xLZRrmH4mYvtOEnjxDlp09IgVFKQONU5tEpYVBUVKrAF\nVahSJYrKhkXpBtQF+4KEBCgsULcIuqEsGrHiIkFVFlkQFHEQQRw1kSg9NJcmTp049W0uZzEXzzh2\nSkzSiZ3vkdrYY2f8f4rnnf/y/e9n3ENV4+zp7UfXIOWmM3cldWwrhlUuUsivYhbdmn77eyjhjFxM\n08QyvA1oTpk2VddYdo1O2zs76Ni1CyWmhcrdKbqTEblrKoum66juTrNCbpnZzAILqzkSXV3sHzjg\nfOS/DkFn0qkv6M/3OP/ZoTWc1kOGD8KGqbcr1DSdVYZYYbmy5KerzsVUzGPHUvDnDWb/+IPsnXnu\n3V2GouGn+nbEknQmOkjG4iQT7cTc7KqJXAktYFrjfb6mqM52Z00j1eOkPpu2RbFcIlfIUyiX/OFD\nsr2dRHuSwdUcmcUF5had1O+8YaAlE/T272X/44/DIwO4J68YnHgjdU1zUqjdhDGtRe+pIgrChllv\nq7hlWeQDk8uW4aTzOtXOLLDKUFiFbIbVmT/J3Zll9Y6TMWuurmLm7lHK5dBRaHMLuO4bOIamORe/\nqqrYbk6CYVSK8BpeXrWqoMdjxNuTxJNtlbJ2xSL5UpFMKcPdu3cpuk5N/fv28shjj6Hv2wvJNi+x\nAmKal9iBHXNXR/QYJpUZ/3iLjr5FFIQNcz//iFkqk1Wu3QNWCbp1i3vFEo4zmQFWEcoFyDh3bTKL\n3PvfLW7e+C/zt2fIu1Wt9y4OkEgk6Orqorenh0TK2VxER4fjVKRpzk+ndc4/w3DrLTjDGKtUpGwY\nzPxzN1o85lvT9/T1QU+3U0NBsStT+QrORim1UkjIRHUXkS0sLDr8rIbWQkRB2DDBuhbVwmDbNlNF\nhTY3jb9DqSyyJnHsDnXbQCsXnBfMYsVI0TKgUIDFRUqLCxRc9ybrPxlKpRKFe3kKhQLlsmutXnZW\nOyzLouzOHbS1J9ETcaf2gabS8w8n7+KhAwdg/0Pwb9fpyOtZWG7yiK6Bqgem3p38AhvVXzR27NAs\ndz5BqVkEqBVozf6PIAgNIz0FoSG8XIFgcprXgygEjhmmUxcyEddJKqqbu2lhm2WnZLxKxYLYdv0l\n/Gwc98HqEuTzFLLL5HI5iu6W6lKpRLlcxjRN8nnH16ErlSKV7qGtPYmqacTcLks81QXt7UDCKZ7j\neVHGEn62oGmYrLrJS8n2Trc2pBZySLZR/XWH1hw8iCgIDeKJQvXwwbIs7PIyulcJWnE3hts2NnEs\ns4im6aBovvegl4VXMgDb2cpt2OBe53S0L7vvs1zHYnfiD8er0MT0Xa/LGBTNMoqqElPivq2ps3vZ\nIIWzldp0hxuWZTkTmIoe3kfgbRdRlIA1Kv65TNMiobVmR1tEQdh8zAzhqUZ3ulFNOL0BRQNF9cu2\nVybywqm73vEO8jWMzetvCAzvC6gcA4jX8ywICE1dqq+UFk1VaM2FViFa7HjAZU5xLeRc22rbEQQC\nI4dg3YJgcRPvuG666cTVF2Uw6T+4hcCd3AxdtN4Ipc5enJrORrWe1/yl1qI1+z+CIDSMDB+Ezceq\nswXYs3kIPg8e8s1MwmjBMcD97uTVvYOq5+v40qzlfp/1d/Ynb2NEFIRNJ7gBOOyg5B6r+41z/SWU\nQBFIoKQ6vhHVJqZqnXMFhyRhP4oaKwbrfft3qCjInIKw6RisvWGr7gNvzkCBwEXmXbKuCYztGsko\nnkFt0n9XcLxrUdli4YlDePmwBo1YnnntW9O9aM3Rt4iCsOnUKnSqVD3x5wYVKl5zSvCy96XEv7uv\nmQysYV3nnXNNoZQ1jah3fHPt0puR+w4f6hWD+fLLL/n6669RVZUjR47w8ssvA1IMRgBYDTwOrDy4\n96DqLv1an8Gwlb23G3FtD6PGCTyqBeAvrBTYdQTBqnO8VXdJNlQM5pdffuHHH3/kvffeIxaLkc06\n5bOkGIwgND8NFYP55ptveOGFF/xafyl315oUgxEcCoSnA02cDr3z2LFIVdd4DFYSmdQqZ2IrNKjw\nkii9nkOVW3uoB1J9j6+13dnzjA7+buW1nTecaKj/MzMzw2+//cZnn31GLBbjzJkzDA4OkslkOHjw\noP++9YrB7MS6DzuH3nVeq2QO/vUv38Z6mhtdFFACn7H2d3deL7chUbAsi1wuxzvvvMP09DQjIyN8\n9NFHGzrHTqz7IAjNQEMymE6neeqpp1AUhcHBQVRVZWVlZUPFYARB2J40JArDw8NMTk4CcPv2bQzD\nYNeuXQwNDTE2Nka5XGZ+fl6KwQhCE3LfJclgMZhUKsWpU6d4+umnuXTpEjdv3kTXdc6cOcOhQ4cA\nuHr1KteuXUNVVc6ePcvhw4cfSCCCIGwOkuYsCEKInTe1KgjCuogoCIIQQkRBEIQQIgqCIIQQURAE\nIYSIgiAIIUQUBEEIIaIgCEIIEQVBEEKIKAiCEEJEQRCEECIKgiCEEFEQBCGEiIIgCCFEFARBCCGi\nIAhCCBEFQRBCiCgIghBCREEQhBDbRhTeeuutqJvwQNlp8cLOi7lZ4902oiAIwvZAREEQhBDbRhR2\nWgm5nRYv7LyYmzVeqfsgCEKIbdNTEARhe9BQ1enN5KeffuLjjz/GsixOnDjBiy++GHWTtoTXX3+d\ntrY2VFVF0zTeffddcrkcIyMj3Llzh76+Pt544w06OzujbmpDXLp0iYmJCVKpFB988AHAuvGNjo7y\n3Xffoaoqr776Kk8++WSUzW+IWjF//vnnfPvtt3R1dQFw+vRpjhw5AjRRzHaEmKZpnz9/3p6dnbXL\n5bJ94cIF+9atW1E2acs4d+6cnc1mQ8cuX75sj46O2rZt26Ojo/bly5ejaNqmMDk5aU9PT9tvvvmm\nf6xefLdu3bIvXLhgl0ole25uzj5//rxtmmYk7f471Ir5ypUr9hdffLHmvc0Uc6TDh6mpKfr7+9mz\nZw+6rnP06FHGx8ejbNIDZXx8nOPHjwNw/Pjxpo79iSeeWNPLqRff+Pg4R48eJRaLsXv3bvr7+5ma\nmnrgbf671Iq5Hs0Uc6TDh0wmQ29vr/+8t7eXGzduRNiireXixYuoqspzzz3Hs88+SzabpaenB4Du\n7m6y2WzELdxc6sWXyWQ4ePCg/750Ok0mk4mkjVvBV199xffff8+BAwd45ZVX6OzsbKqYI59T2Clc\nvHiRdDpNNpvl7bffZt++faHXFUVBUZSIWrf1tHp8Hs8//zwvvfQSAFeuXOHTTz/l3LlzEbdqY0Q6\nfEin0ywuLvrPFxcXSafTEbZo6/DiSqVSDA8PMzU1RSqVYmlpCYClpSV/cqpVqBdf9d89k8m0zN+9\nu7sbVVVRVZUTJ04wPT0NNFfMkYrCo48+yszMDPPz8xiGwdjYGENDQ1E2aUsoFArk83n/8c8//8zD\nDz/M0NAQ169fB+D69esMDw9H2cxNp158Q0NDjI2NUS6XmZ+fZ2ZmhsHBwSibuml4Igjwww8/MDAw\nADRXzJEnL01MTPDJJ59gWRbPPPMMJ0+ejLI5W8Lc3Bzvv/8+AKZpcuzYMU6ePMnKygojIyMsLCw0\n/ZLkhx9+yK+//srKygqpVIpTp04xPDxcN76rV69y7do1VFXl7NmzHD58OOIINk6tmCcnJ/n9999R\nFIW+vj5ee+01f16lWWKOXBQEQdheSEajIAghRBQEQQghoiAIQggRBUEQQogoCIIQQkRBEIQQIgqC\nIIQQURAEIcT/AcyykB9LNBfFAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f54b6a6a908>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"25 4 1000010653\n"
]
},
{
"data": {
"image/png": 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zuFE12b7zrQ3AstC9h/VVf3w7OYYzlsh2Sh3BYDAkiixxHGFJyQdeL2GBKBJ0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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f54b6a2ae10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"25 4 1000010653\n"
]
},
{
"data": {
"image/png": 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2MfXFARzd9M7PxAYHWAtVDWUVfgAf80+q21P2ihqVB6e6Z86cZWVJ8Y4bYdMB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\n4qLtuDISLuXqeV3PKBvHjb//OifH6bzOtyv8Ox7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knD/7O5ycH6M01O2Cqo/PXbWWMawv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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f54b6909f60>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"25 4 1000010653\n"
]
},
{
"data": {
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BB03swxyQh+1/ve2vBzfbfEiShMqGtnjzQkEkMCdNJhOqurlunmOtXWB8Cjuz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\nCIGqsnjv6fVzcLGiMVQxWKqNIc8VJK/q3OYmJ4zG+hKvBZWmhAf0YZ/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AuJLclZAk6eJe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\n4S5EAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f54b69b0470>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"26 4 1000001859\n"
]
},
{
"data": {
"image/png": 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bm9PYhTAdkOYBtulNmaV2Dq0XHM9LKPz2b/8273nPe8qXB5xzMZgXru6DKFW1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\n/6egKZQe8ggBAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f54b688c3c8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"26 4 1000001859\n"
]
},
{
"data": {
"image/png": 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9H95hqiocZTIZAJnGK/pFipd2cHCQaDRKNBqlqalJOnS120+nfVzuJBIJ6UsY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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f54b6a59e48>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"26 4 1000001859\n"
]
},
{
"data": {
"image/png": 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nkUgEuVwO+/btw9GjR8WzovUTVolma/0tzVYSWV6nSwkwFmBRGEbkl4VCgeln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\nAzKDRSobAWjOAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f54b6a71908>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"26 4 1000001859\n"
]
},
{
"data": {
"image/png": 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KOrXWPxC1bApOx/J6Tv11s+3IXh5wt30oWcp8jtXMdgHe7T/NOCd/nhZynqWmYaHw1ltv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\nEGyIUBAEwYYIBUEQbIhQEATBxv8BPO21Z7fLvLIAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f54b8684898>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"73 4 1000005796\n"
]
},
{
"data": {
"image/png": 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JwtjmoC3SexQqJlN26Hb1RtFutgn9BEPZPHD2vbz02gsYmKhYouJhBmM9TqZtYBiCWEVI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