{
"cells": [
{
"cell_type": "markdown",
"id": "e56ebafd",
"metadata": {
"heading_collapsed": true
},
"source": [
"# Cleaning"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "3bd2a3d4",
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"#Import packages\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"import warnings\n",
"warnings.simplefilter(action='ignore',category=FutureWarning)\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "4fd270af",
"metadata": {
"hidden": true,
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" gender | \n",
" race/ethnicity | \n",
" parental level of education | \n",
" lunch | \n",
" test preparation course | \n",
" math score | \n",
" reading score | \n",
" writing score | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" female | \n",
" group B | \n",
" bachelor's degree | \n",
" standard | \n",
" none | \n",
" 72 | \n",
" 72 | \n",
" 74 | \n",
"
\n",
" \n",
" 1 | \n",
" female | \n",
" group C | \n",
" some college | \n",
" standard | \n",
" completed | \n",
" 69 | \n",
" 90 | \n",
" 88 | \n",
"
\n",
" \n",
" 2 | \n",
" female | \n",
" group B | \n",
" master's degree | \n",
" standard | \n",
" none | \n",
" 90 | \n",
" 95 | \n",
" 93 | \n",
"
\n",
" \n",
" 3 | \n",
" male | \n",
" group A | \n",
" associate's degree | \n",
" free/reduced | \n",
" none | \n",
" 47 | \n",
" 57 | \n",
" 44 | \n",
"
\n",
" \n",
" 4 | \n",
" male | \n",
" group C | \n",
" some college | \n",
" standard | \n",
" none | \n",
" 76 | \n",
" 78 | \n",
" 75 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" gender race/ethnicity parental level of education lunch \\\n",
"0 female group B bachelor's degree standard \n",
"1 female group C some college standard \n",
"2 female group B master's degree standard \n",
"3 male group A associate's degree free/reduced \n",
"4 male group C some college standard \n",
"\n",
" test preparation course math score reading score writing score \n",
"0 none 72 72 74 \n",
"1 completed 69 90 88 \n",
"2 none 90 95 93 \n",
"3 none 47 57 44 \n",
"4 none 76 78 75 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Import data\n",
"data = pd.read_csv(\"StudentsPerformance.csv\")\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "d523370e",
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['gender', 'race', 'par_edu', 'lunch', 'test_prep', 'math', 'reading',\n",
" 'writing'],\n",
" dtype='object')"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Rename columns to ease data processing\n",
"data = data.rename(columns = {'race/ethnicity': 'race',\n",
" 'parental level of education': 'par_edu',\n",
" 'test preparation course': 'test_prep',\n",
" 'math score': 'math',\n",
" 'reading score': 'reading',\n",
" 'writing score': 'writing'})\n",
"data.columns"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "db119d31",
"metadata": {
"hidden": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of rows = 1000, Number of columns = 8\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" type | \n",
" is_na | \n",
" is_na_prop | \n",
" n_unique | \n",
"
\n",
" \n",
" \n",
" \n",
" gender | \n",
" object | \n",
" 0 | \n",
" 0.0 | \n",
" 2 | \n",
"
\n",
" \n",
" race | \n",
" object | \n",
" 0 | \n",
" 0.0 | \n",
" 5 | \n",
"
\n",
" \n",
" par_edu | \n",
" object | \n",
" 0 | \n",
" 0.0 | \n",
" 6 | \n",
"
\n",
" \n",
" lunch | \n",
" object | \n",
" 0 | \n",
" 0.0 | \n",
" 2 | \n",
"
\n",
" \n",
" test_prep | \n",
" object | \n",
" 0 | \n",
" 0.0 | \n",
" 2 | \n",
"
\n",
" \n",
" math | \n",
" int64 | \n",
" 0 | \n",
" 0.0 | \n",
" 81 | \n",
"
\n",
" \n",
" reading | \n",
" int64 | \n",
" 0 | \n",
" 0.0 | \n",
" 72 | \n",
"
\n",
" \n",
" writing | \n",
" int64 | \n",
" 0 | \n",
" 0.0 | \n",
" 77 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" type is_na is_na_prop n_unique\n",
"gender object 0 0.0 2\n",
"race object 0 0.0 5\n",
"par_edu object 0 0.0 6\n",
"lunch object 0 0.0 2\n",
"test_prep object 0 0.0 2\n",
"math int64 0 0.0 81\n",
"reading int64 0 0.0 72\n",
"writing int64 0 0.0 77"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Exploration summary\n",
"def exploration(df):\n",
" explore = pd.DataFrame(df.dtypes).rename(columns = {0:'type'})\n",
" explore['is_na'] = df.isna().sum().values\n",
" explore['is_na_prop'] = explore['is_na']/df.shape[0]\n",
" explore['n_unique'] = df.nunique().values\n",
" print('Number of rows = {}, Number of columns = {}'.format(df.shape[0], df.shape[1]))\n",
" return explore\n",
"\n",
"exploration(data)"
]
},
{
"cell_type": "markdown",
"id": "3b1baf17",
"metadata": {},
"source": [
"# Exploration"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "1a6460c2",
"metadata": {},
"outputs": [],
"source": [
"red = '#ea9999ff'"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "689c414b",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
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" | \n",
" math | \n",
" reading | \n",
" writing | \n",
" average | \n",
"
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" \n",
" \n",
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" count | \n",
" 1000.00000 | \n",
" 1000.000000 | \n",
" 1000.000000 | \n",
" 1000.000000 | \n",
"
\n",
" \n",
" mean | \n",
" 66.08900 | \n",
" 69.169000 | \n",
" 68.054000 | \n",
" 67.770580 | \n",
"
\n",
" \n",
" std | \n",
" 15.16308 | \n",
" 14.600192 | \n",
" 15.195657 | \n",
" 14.257311 | \n",
"
\n",
" \n",
" min | \n",
" 0.00000 | \n",
" 17.000000 | \n",
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" 9.000000 | \n",
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\n",
" \n",
" 25% | \n",
" 57.00000 | \n",
" 59.000000 | \n",
" 57.750000 | \n",
" 58.330000 | \n",
"
\n",
" \n",
" 50% | \n",
" 66.00000 | \n",
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" 69.000000 | \n",
" 68.330000 | \n",
"
\n",
" \n",
" 75% | \n",
" 77.00000 | \n",
" 79.000000 | \n",
" 79.000000 | \n",
" 77.670000 | \n",
"
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" \n",
" max | \n",
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"text/plain": [
" math reading writing average\n",
"count 1000.00000 1000.000000 1000.000000 1000.000000\n",
"mean 66.08900 69.169000 68.054000 67.770580\n",
"std 15.16308 14.600192 15.195657 14.257311\n",
"min 0.00000 17.000000 10.000000 9.000000\n",
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"50% 66.00000 70.000000 69.000000 68.330000\n",
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},
"metadata": {},
"output_type": "display_data"
},
{
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Displaying scores distribution and summary statistics\n",
"display(data.describe())\n",
"\n",
"numcol = ['math', 'reading', 'writing']\n",
"bins = [10,10,10]\n",
"plt.figure(figsize = (19,5))\n",
"\n",
"for i, binz,j in zip(numcol, bins, range(1,4)):\n",
" plt.subplot(1,3,j)\n",
" sns.histplot(data[i], kde = True, color = '#A9162E')\n",
" plt.ylabel('count')\n",
" plt.title(str(i).upper() + ' SCORE')\n",
" \n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "19a28d5c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Displaying scores distribution by gender\n",
"\n",
"numcol = ['math', 'reading', 'writing']\n",
"bins = [10,10,10]\n",
"plt.figure(figsize = (19,5))\n",
"\n",
"for i, binz,j in zip(numcol, bins, range(1,4)):\n",
" plt.subplot(1,3,j)\n",
" sns.kdeplot(data = data, x = i, hue = 'gender', palette = [red, 'blue'])\n",
" plt.ylabel('count')\n",
" plt.title(str(i).upper() + ' SCORE')\n",
" \n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "cdf4d681",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Boxplot comparison for scores by race or ethnicities group\n",
"\n",
"order_race = ['group A', 'group B', 'group C', 'group D', 'group E']\n",
"\n",
"plt.figure(figsize = (19,5))\n",
"for i,j in zip(numcol, range(1,4)):\n",
" plt.subplot(1,3,j)\n",
" sns.boxplot(y = data[i], x=data.race, order = order_race, showfliers = False)\n",
" plt.title(str(i).upper())\n",
" plt.ylabel('Score')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "98885c21",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Boxplot comparison for scores by parent latest education\n",
"\n",
"order_edu = ['some high school','high school', 'some college', \"associate's degree\", \"bachelor's degree\", \n",
" \"master's degree\"]\n",
"fig, ax = plt.subplots(1,3, figsize = (12,5), sharey = True)\n",
"for i, j in zip(numcol, range(0,3)):\n",
" sns.boxplot(x= data[i], y = data.par_edu, ax = ax[j], showfliers = False, order = order_edu)\n",
" ax[j].set_ylabel(\"\")\n",
" ax[j].set_xlabel(\"Score\")\n",
" ax[j].set_title(str(i).upper())\n",
"fig.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "7a525be7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Score distribution by lunch status\n",
"\n",
"plt.figure(figsize = (19,5))\n",
"\n",
"for i, j in zip(numcol, range(1,4)):\n",
" plt.subplot(1,3,j)\n",
" sns.kdeplot(data = data, x = i, hue = 'lunch', palette = [red, 'blue'])\n",
" plt.ylabel('count')\n",
" plt.title(str(i).upper() + ' SCORE BY LUNCH STATUS')\n",
" \n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "d363b736",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Score distribution by test preparation status\n",
"plt.figure(figsize = (19,5))\n",
"\n",
"for i, j in zip(numcol, range(1,4)):\n",
" plt.subplot(1,3,j)\n",
" sns.kdeplot(data = data, x = i, hue = 'test_prep',palette = [red, 'blue'])\n",
" plt.ylabel('count')\n",
" plt.title(str(i).upper() + ' SCORE BY TEST PREP STATUS')\n",
" \n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "d18cc328",
"metadata": {},
"source": [
"## Correlation"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "7c408cb8",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" gender | \n",
" race | \n",
" par_edu | \n",
" lunch | \n",
" test_prep | \n",
" math | \n",
" reading | \n",
" writing | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" female | \n",
" group B | \n",
" bachelor's degree | \n",
" standard | \n",
" none | \n",
" 72 | \n",
" 72 | \n",
" 74 | \n",
"
\n",
" \n",
" 1 | \n",
" female | \n",
" group C | \n",
" some college | \n",
" standard | \n",
" completed | \n",
" 69 | \n",
" 90 | \n",
" 88 | \n",
"
\n",
" \n",
" 2 | \n",
" female | \n",
" group B | \n",
" master's degree | \n",
" standard | \n",
" none | \n",
" 90 | \n",
" 95 | \n",
" 93 | \n",
"
\n",
" \n",
" 3 | \n",
" male | \n",
" group A | \n",
" associate's degree | \n",
" free/reduced | \n",
" none | \n",
" 47 | \n",
" 57 | \n",
" 44 | \n",
"
\n",
" \n",
" 4 | \n",
" male | \n",
" group C | \n",
" some college | \n",
" standard | \n",
" none | \n",
" 76 | \n",
" 78 | \n",
" 75 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" gender race par_edu lunch test_prep math \\\n",
"0 female group B bachelor's degree standard none 72 \n",
"1 female group C some college standard completed 69 \n",
"2 female group B master's degree standard none 90 \n",
"3 male group A associate's degree free/reduced none 47 \n",
"4 male group C some college standard none 76 \n",
"\n",
" reading writing \n",
"0 72 74 \n",
"1 90 88 \n",
"2 95 93 \n",
"3 57 44 \n",
"4 78 75 "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Making a table copy for correlation\n",
"df = data.copy()\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "d60dac7b",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" gender | \n",
" race | \n",
" par_edu | \n",
" lunch | \n",
" test_prep | \n",
" math | \n",
" reading | \n",
" writing | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0 | \n",
" 2 | \n",
" 5 | \n",
" 0 | \n",
" 0 | \n",
" 72 | \n",
" 72 | \n",
" 74 | \n",
"
\n",
" \n",
" 1 | \n",
" 0 | \n",
" 3 | \n",
" 3 | \n",
" 0 | \n",
" 1 | \n",
" 69 | \n",
" 90 | \n",
" 88 | \n",
"
\n",
" \n",
" 2 | \n",
" 0 | \n",
" 2 | \n",
" 6 | \n",
" 0 | \n",
" 0 | \n",
" 90 | \n",
" 95 | \n",
" 93 | \n",
"
\n",
" \n",
" 3 | \n",
" 1 | \n",
" 1 | \n",
" 4 | \n",
" 1 | \n",
" 0 | \n",
" 47 | \n",
" 57 | \n",
" 44 | \n",
"
\n",
" \n",
" 4 | \n",
" 1 | \n",
" 3 | \n",
" 3 | \n",
" 0 | \n",
" 0 | \n",
" 76 | \n",
" 78 | \n",
" 75 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" gender race par_edu lunch test_prep math reading writing\n",
"0 0 2 5 0 0 72 72 74\n",
"1 0 3 3 0 1 69 90 88\n",
"2 0 2 6 0 0 90 95 93\n",
"3 1 1 4 1 0 47 57 44\n",
"4 1 3 3 0 0 76 78 75"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Encoding variables for correlation\n",
"df.gender = df.gender.map({'female':0, 'male': 1})\n",
"df.race = df.race.map({'group A':1, 'group B':2, 'group C':3, 'group D':4, 'group E':5})\n",
"df.par_edu = df.par_edu.map({'some high school':1,'high school':2, 'some college':3, \n",
" \"associate's degree\":4, \"bachelor's degree\":5, \n",
" \"master's degree\":6})\n",
"df.lunch = df.lunch.map({\"free/reduced\": 1, 'standard': 0})\n",
"df.test_prep = df.test_prep.map({'completed': 1, 'none':0})\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "3e650582",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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NXbn7jptYsWxp7rZvvx7BXbffQI/brufbr7/Mt9/ob0byn5uvpcdt1/P+O28GvR5H4tEuTfmq10W8d1/bUIciIhJ2zCwot3AV9glJ8vTprFm3jlGffkrvRx/lxVdfLbDckKFD6Xb11Yz67DMqlC/Pdz/+mLstKyuLIe+8w9lnnHHQfl989RX16tQJWvwFycrK4q1Br9D/hVcY+sGnTBz/P9asWpmvzMw/prJ+3Tre+78vuf/hngx5YyAAq1b+zdgxo3ntzfd4893h/DEtmfXr1gIwb84spiVP5q13/4+hH3zKlV27FWu9/DV2zlqeGD411GGIiEgYCPuEZOLkyXS68ELMjJNPPJGMHTtI27w5XxnnHDPmzOH81q0B6HThhUycPDl3+5ejRtG2dWvi4uLy7bcpJYXJ06bR+ZJLgl+RPJYt+ZPqNWpSrXoNSpQoQau27Zia/Hu+MtOmTKZdh4swMxo3OYmdOzLYsjmNtWtW0eiEE4mNjSU6OoaTTmlK8uRJAPz4/bdcfe0NlChZEoBKB9Q33CxYtZn03f+GOgwRkbAUZcG5hSufExIze7qgWzCDA0hNS6NKUlLuclJiIimpqfnKbN++nfLlyhET45k0lJSUREpaGgApqalM+P13rrzssoMe+9UhQ7i/R49iv8Tz5rRUEhL31ykhMYnNafnrlJaWSuIBZdLSUqlT9zgWzp9H+vbt7Nmzh5nTp5KWugmADevWsGjBPB685z/0fOgeli35s3gqJCIicoT8mfa7M8/9WOASIOjfeM65g9Yd2Ad2cAnIKfHq4MHcd+edREdH59v+e3IycZUqcUKjRsyaMydA0frGFRDxwf16BZepXacuV197PX16Pkhs6dLUq398bt2ysrLYsSOD14YMY9nSP3nh2af44JORYd1nKCIiBYu0z26fExLn3Ct5l81sIDC6sPJm1h3oDvD6gAHceuONPgc14ptv+PaHHwBo0qgRm1JScrelpKaSmJCQr3ylihXJ2LGDzMxMYmJiSElJyS3z59Kl9OnfH4Bt27eTPG0a0dHRLPzzT35PTiZ5+nT2/vsvO3fu5KnnnuPZJ5/0Oc7DlZCQRFrq/jqlpaZQOT7hoDKpB5SJ95a5sOOlXNjxUgA+em9obmtLQmISLc5tjZnRqHETzIz07duoWCm8u25ERESO5MRoZYDjCtvonBsGDANI/+efghoxCtW1Sxe6dukCwOSpUxkxahQd2rVj4eLFlCtbloT4+HzlzYzmTZsyfuJEOrRrx49jx9KqZUsAvvty/yyUfi+8wHnnnEOb886jzXnncW/37gDMmjOHT778sliSEYCGjRuzYf06/tm4gfiERCb9No6effrmK3NWi3P5/tuvad32Apb+uYiyZcvlJi3btm6lUlwcKZv+IXnyRF4Z/A4AZ7c8j3lzZnFK09NZt3YNmZmZVKhYqVjqJCIiciR8TkjMbAH7+xGigUSgfzCCyqvl2WczZdo0unTrRmypUjydZ3ruAz178mTPniQmJHBvjx70eeYZ3n7/fRodfzydO3UKdmiHLTo6hrvue4gnH3+Y7OwsOlx8CXXqHseP338DQKdLu3DGWecwY/pUbr+xK6ViY3nosd65+z/frzfp6enExMRw9/2PUL58BQA6XHQJr7/8X+66/QZiYkrw8ONPhnWTX5+uzTi1XgIVy5Tki8c6MHz8En6atSbUYYmIhIVwHoAaDFbQGI0CC5rlnRubCWxyzmX6sq+/LSRHi9TMY/PM+92HTgl1CEE17rnOoQ5BRI5OxZoiDB49JyjfnfdddlpYpjpFfqOaWWXv3YwDNlUwM5xzWwIfloiISGQL5xbuYPDlJ/4sPF01BtQGtnrvVwLWAPWCFZyIiIhEhiLPQ+Kcq+ecOw4YC1zqnEtwzsXjmfY7KtgBioiIyLHPnzO1nuGcG5Oz4Jz7CWgd+JBERETELDi3cOXPqMw0M3sS+ARPF84NwOZD7yIiIiJSNH9aSK7DM9X3G+8t0btOREREAiwKC8otXPlzptYtwANmVs45tyOIMYmIiEiE8efiei3MbDGw2Lt8qpm9FbTIREREIlioxpCY2UVmttTMVphZr0OUO8PMsszsqkDU158um9eAC/GOG3HOzQNaBSIIERERCT0ziwbeBC4GmgDXmVmTQsq9hGcGbkD4k5DgnFt7wKqsQAUiIiIiIXcmsMI597dz7l/gC6Cg01vfB3wNpBSw7bD4M8tmrZm1AJyZlQTuB/4MVCAiIiKyX1Ro5ujWAPI2PqwDzspbwMxqAF2A84EzAvXE/rSQ9ADuwRPsOqCpd1lERESOEmbW3cxm5rl1z7u5gF0OvKbO68DjzrmA9pL4M8smDbi+sO1m9oRz7oWARCUiIhLhzK9BFb5zzg0DhhWyeR1QK89yTWDDAWWaA194r7WTAHQ0s0zn3LdHElcgq3t1AB9LREREit8MoIGZ1fMOz7gWGJ23gPeSMnWdc3WBr4C7jzQZAf/GkBQlfM+2IiIiIkVyzmWa2b14Zs9EAx845xaZWQ/v9qHBeu5AJiQH9jGJiIjIYQrRoFa8160bc8C6AhMR59wtgXreQHbZqIVEREREDotPCYmZRZvZQ0UUGxmAeERERAQws6DcwpVPCYl3ak9BJ0bJW+a/AYlIREREiArSLVz5M4ZkipkNAb4EduasdM7NDnhUIiIiElH8SUhaeP/2z7PO4TlTm4iIiMhh8+fEaG2DGYiIiIhELr+m/ZpZJ+BEIDZnnXOuf+F7iIiIyOEI5wGoweBzQmJmQ4EyQFvgPeAq4A+f9i1Z8rCCC3eJ/BvqEIJixCPHbmNY11d+o92T34U6jKAY99whx52LiIQ1fwbctnDO3QRsdc49A5xD/vPdi4iISICYBecWrvzpstnt/bvLzKoDm4F6gQ9JREREQnWm1lDxJyH5wcwqAQOAWd517wU8IhEREYk4/iQkA4G7gPOAqcDvwNvBCEpEREQiiz8JyXAgAxjkXb4O+D+ga6CDEhERkcjiT0LSyDl3ap7l38xsXqADEhERkfAegBoM/iQkc8zsbOfcNAAzOwuYEpywREREIpvOQ1K4s4CbzGyNd7k28KeZLQCcc+6UgEcnIiIiEcGfhOSioEUhIiIiEc2fa9msDmYgIiIiErn8upaNiIiIFI+oyBpCooREREQkHEXaoFZ/rmUjIiIiEhRqIREREQlDEdZAohYSERERCT0lJCIiIhJySkhEREQk5DSGREREJAxFRdggEiUkIiIiYSjC8hF12YiIiEjoKSERERGRkAv7LhvnHANfe40pycnExsbS76mnaNyo0UHl1m/YQO+nniI9PZ3GjRrRv29fSpQowU9jxzL8448BKFO6NL169qRhgwYAPPPcc0xOTiYuLo4Rn35a7PV6ZdAgpkyfTmypUvR94gkaN2x4cL02bqTPM8+Qnp5Oo4YN6d+nDyVKlMjdvujPP7nt7rv5b9++tGvThlVr1tD7mWdyt2/YsIHut91Gt6uvLpZ6TZuazOuvvUJWdjaXXtaZm266Jd925xyvvfoKU6dOIbZULE8+1ZdGjRuzadM/PPtMPzZv3kxUlHHZ5V245prrABj2ztv8PmkSUVFGpbjKPPlUXxITE4ulPofj0S5NObtRVbbt3Msdg38LdTgiIkeFsG8hmTJ1KmvXruWbkSPp06sXLwwYUGC5wW++Sbdrr+WbkSMpX748333/PQDVq1Vj2Ftv8cUnn3D7bbfx/Isv5u5zaadODH7ttWKpx4GSp09nzbp1jPr0U3o/+igvvvpqgeWGDB1Kt6uvZtRnn1GhfHm++/HH3G1ZWVkMeecdzj7jjNx1dWvX5rP33+ez99/n42HDKBUbS9vzzgt6fXLiGThwAK+89gaffT6C//3yCytX/p2vzNSpyaxbu4YRI0fx+BO9eXmA53hER8dw3/0P8vmXIxn23oeM+uqr3H2vv+FGPv70c4Z//BktW57Lhx+8Vyz1OVxj56zlieFTQx2GiBzlosyCcgtXYZ+QTJw0iY4XX4yZcfJJJ5GxYwdpaWn5yjjnmDFrFu3atgXgko4dmTBpEgCnnnIKFSpUAODkE08kJSUld7/TTzstd1txmzh5Mp0uvNBTrxNP9NRr8+Z8ZZxzzJgzh/Nbtwag04UXMnHy5NztX44aRdvWrYmLiyvwOWbMnk3N6tWpVrVq8CqSx+LFi6hZsxY1atSkRIkSXNC+Pb9PmpivzO+TJnJRx06YGSeddDI7dmSQlpZGQkICjRo3BqBs2bLUqVuX1JRU73K53P337NmNEb5vKIAFqzaTvvvfUIchIkc5s+DcwlXYJySpqalUrVIld7lKYiIpqan5ymzfvp3y5coRE+PpgUpKSjqoDMB3339Pi3POCW7APkpNS6NKUlLucpKv9fImYympqUz4/XeuvOyyQp/jl3HjuLBduyBEX7DU1FSqJO0/VolJVUg9oE4Hl0kiNTUlX5mNGzawfNlSTjzpxNx1Q99+i8sv68TYsT9zR/c7g1QDEREJFZ8TEjNLNLPeZjbMzD7IuQUzOABXcCz5y7iDSx2YBM6cNYvvvv+e++65J3DBHYECYz6wXgXsl1Pi1cGDue/OO4mOji7w8fft28ek5GTatWlzZIH6o8Dj4MOxylPvXbt20fuJx3ngwYfztYz0uOtuvh39IxdeeBFffzUigEGLiIQnMwvKLVz5M6j1O+B34H9AVlGFzaw70B3gjVdf5dabb/b5iUZ89RXfjh4NQJMTTuCfTZtyt21KTSUxISFf+UqVKpGxYweZmZnExMSQkpKSb9Dj8hUrePaFFxj06qtUqljR5zgCbcQ33/DtDz8A0KRRIzbl6T5KKaheFSseXC9vmT+XLqVP//4AbNu+neRp04iOjqaNd7xI8vTpNG7QgPjKlYujaoCntWNTyv5jlZqyiYTE/HVKOqhMCgkJnmOVmZlJ7ycep8OFF9Gm7fkFPkf7Dhfx6CMPcsd/1EoiInIs8SchKeOce9zXws65YcAwgIwtWwr6sV+orlddRderrgJg8pQpjPjqKy5s356FixZRrmxZEg744jYzmp9+OuN++40L27fnhzFjaO39Yv7nn394rFcv+j/9NHVq1/YnjIDr2qULXbt0AWDy1KmMGDWKDu3asXDxYk+94uPzlTczmjdtyviJE+nQrh0/jh1Lq5YtAfjuyy9zy/V74QXOO+ec3GQEYOy4cXQoxu4agBNOaMK6tWvYsGE9iYlJ/O/XX+nX/9l8Zc49rxVfjxxB+/YdWLRoIWXLlSMhIQHnHP99/lnq1q3Ldd2uz7fP2jVrqOU9dpN/n0SdOnWLq0oiIlJM/ElIfjCzjs65MUGLpgAtW7RgSnIyl199tWd67JNP5m67/+GHeeqJJ0hMTOS+e+6h91NP8fY779CoYUM6X3opAO9+8AHb09N5aeBAAKKjo/n4ww8B6P3008yaPZtt27bR8bLL6H7HHVx+iDEZAa3X2WczZdo0unTrRmypUjzdq1futgd69uTJnj1JTEjg3h496PPMM7z9/vs0Ov54OnfqVORj79mzhz9mzqT3I48EswoHiYmJ4eFHe/LQA/eTlZ3FJZdcxnHH1eebUV8D0OWKK2nRoiVTk6dw9VVdiI2Npc+TTwMwf948fv5pDPXrH8/NN3YD4M677qFFi5a8/dYQVq9ZTZRFUbVqVXo+/kSx1stffbo249R6CVQsU5IvHuvA8PFL+GnWmlCHJSJHmbAf5BlgVlCffr4CZhl4hjMYUBbYC+zzLjvnXJHTVPxtITlauH+PzZkU+0qVCXUIQdP1lWP3vCDjnusc6hBEjnXFOgDj+6nLg/Ldeek5DcJyIEmRLSTOufLFEYiIiIjsF84DUIPBn1k2XcysYp7lSmZ2eVCiEhERkYjiTxdVX+fc9pwF59w2oG/AIxIRERGdGM3PsmF/LRwREREJf/4kJDPN7FUzq29mx5nZa8CsYAUmIiIikcOfhOQ+4F/gS2AksAcIj9OeioiIHGMi7eJ6Pne5OOd2Ar2KLCgiIiLiJ58TEjNrCDwK1M27n3Ou4HN8i4iIyGEL48aMoPBnUOpIYCjwHj5cy0ZERETEV/4kJJnOubeDFomIiIhELH8Sku/N7G7gGzynjwfAObcl4FGJiIhEuEg7U6s/CcnN3r+P5VnngOMCF46IiIhEIn9m2dQLZiAiIiKyXzhP0Q0Gf2bZ3FTQeufc/wUuHBEREYlE/nTZnJHnfizQDpgNKCEREREJsAhrIPGry+a+vMveK/9+HPCIREREJOL4c+r4A+0CGgQqEBEREYlc/owh+R7PrBrwJDJNgBHBCEpERCTSaVBr4QbmuZ8JrHbOrQtwPCIiIhKB/BlDMjGYgYiIiMh+EdZAUnRCYmYZ7O+qybcJcM65CgGPSkRERCJKkQmJc658cQQiIiIikcufMSQiIiJSTCLtWjbmXEG9MYGVnp4R/CcJgazsY7JaxJAd6hCCJvOIZrqHr6sG/hbqEIJm3HOdQx2CSI5izRAmzFsdlC+ZNqfWCctMRy0kIiIiYSgqLNOG4Dk2fy6KiIjIUUUtJCIiImEo0saQqIVEREREQk4JiYiIiIScEhIREZEwZBacW9HPaxeZ2VIzW2FmvQrYfr2Zzffeks3s1EDUVwmJiIiIAGBm0cCbwMV4LqJ7nZk1OaDYSqC1c+4U4FlgWCCeW4NaRUREwlBU8Z72JMeZwArn3N8AZvYF0BlYnFPAOZecp/w0oGYgnlgJiYiISBgK0SSbGsDaPMvrgLMOUf524KdAPLESEhERkQhiZt2B7nlWDXPO5XS7FJQGFXjGWDNriychOTcQcSkhERERiSDe5KOwcR/rgFp5lmsCGw4sZGanAO8BFzvnNgciLg1qFRERkRwzgAZmVs/MSgLXAqPzFjCz2sAo4Ebn3LJAPbFaSERERMJQKM7U6pzLNLN7gbFANPCBc26RmfXwbh8KPA3EA295Y8x0zjU/0udWQiIiIiK5nHNjgDEHrBua5/4dwB2Bfl4lJCIiImFIV/sVERERKWZKSERERCTk1GUjIiIShkIxqDWU1EIiIiIiIacWEhERkTAUaYNalZCIiIiEIXXZiIiIiBSzsG8hSU5O5pVXBpKdnU3nzpdzyy235NvunOOVVwYyZcoUYmNj6du3H40bNy5y3y+//IIRI0YQHR3Duee25P77HyjGWsHUqcm89uorZGdnc9llnbnp5lvybXfO8eqrrzA1eQqlYmN56qm+ufV67tn+TJkymbi4OD77/MvcfZYtW8pLL77Iv//uJTo6hsd6Ps6JJ54Y9Lo45xj46qtMSU4mNjaWfk89lRtrXus3bKD3k0+Svn07jRs3pn+/fpQoUaLQ/VetXk3vPn32779+PXd27063667jf+PGMezdd1m5ahXDP/yQJiecEPR6BuOY9enzBGtWrwYgY8cOypcrx8effBb0uhyuR7s05exGVdm2cy93DP4t1OGIyDEkrFtIsrKyGDDgJd54YxAjRozkl1/G8vfff+crk5w8hTVr1jJq1Df07t2HF198och9Z86cycSJk/j8c09ScsMNNxZ7vQa+PIDXXn+Dz78YwS+//MLKA+o1NTmZtWvXMPKrUTzRqzcDBryYu63TJZfw2uuDDnrcIYMHc/sdd/DxJ5/RvfudDBlycJlgmJKczNq1a/nmq6/o06sXLwwYUGC5wUOG0O3aa/nm668pX748340efcj969apw2effMJnn3zCx8OHExsbS9s2bQCof9xxDHjpJU477bRiqWOwjtnzz7/Ax598xseffEbbtm1p06Zt0OtyJMbOWcsTw6eGOgwROQaFdUKyaNEiatWqRc2aNSlRogTt23dg4sSJ+cpMnDiRTp06YmacfPLJZGRkkJaWdsh9v/76K26++WZKliwJQOXKlYu1XosXL6JmzVrUqJETW3smTcpfr0mTJtLx4k6YGSedfDI7vPUCOO2006lQocJBj2tm7Ny5E4AdO3aQmJAY/MoAEydNouPFFx90DPJyzjFj5kzanX8+AJd06sQE7/HwZf8ZM2ZQo2ZNqlWrBkC9evWoW6dOMdTOI1jHLIdzjnH/+x/tO1wY1HocqQWrNpO++99QhyESEcyCcwtXPickZlbBzMoHM5gDpaamUKVKldzlKlWSSE1NOaBMKlWqVM1dTkqqQkpKyiH3Xb16DXPnzuWWW26me/fuLFq0KMg1yS81JZWkPLElJVUhNTU1f5nUA8scXPcDPfjQwwwZPIjLLu3E4MFvcNfd9wQ28EKkpqZSNe//dVISKQfUZ/v27ZQvX56YGE8vYVKeMr7sP/bXX7mwQ4dgVaFIwTpmOebOnUPlyvHUrl07MAGLyFEvyiwot3BVZEJiZs3NbAEwH1hoZvPMrFnwQwPnCozngDIHFzKzQ+6blZVJRkY6H374EQ88cD+9ez9R4OMEi6PA4PKXKaheHPqFNGrU1zzw4MOM/v5HHnjwIZ5//tkjitNXBcfqQxlvnYvaf9++fUz6/Xcu8LauhEKwjlmOX375hfYhTLhERELNlxaSD4C7nXN1nXN1gHuAD4vaycy6m9lMM5v54YdFFi9QUlISmzZtyl3etCmFhAO6ITxl/sldTknZRGJi4iH3TUqqQtu2bTEzTjzxJMyMbdu2HVaMhyMpKYmUPLGlpGwiMSGhiDIpJCQeugtmzI8/0LatZwxCu3YXsHjR4gBGnd+IkSPpdsMNdLvhBhITE/kn7/91SgqJB8RaqVIlMjIyyMzMBDz1yalzUlLSIfefkpxM40aNiI+PD1p9ihKsYwaQmZnJhN9+o/0F7QMXsIjIUcaXhCTDOfd7zoJzbjKQUdROzrlhzrnmzrnmt95662EF16RJE9asWcv69evZt28fv/76C61atcpXplWr1vz44xiccyxYsIBy5cqRkJBwyH3btGnNjBkzAVi9ejX79mVSqVKlw4rxcJxwQhPWrl3Dhg05sf3KeQfU67zzWjHmpx9xzrEwT70OJSExkdmzZwMwc+YMatWqFbQ6dL366twBp21atWLMTz8ddAzyMjOaN2vGuPHjAfjhxx9p7a1z6/POO+T+Y3/5JaTdNRC8YwYwY8Yf1K1bJ193j4hIpLGiuirM7DWgDPA54IBrgK3A1wDOudlFPUl6esZh94dMmTKZV199laysLC677DJuu+12vv76KwCuvPIqnHMMGDCAqVM9U0affrovTZo0KXRf8HQB9O/fn2XLllKiRAkeeOBBzjjjDL9jy8o+/G6e5ClTeO21V8nOzuKSSy/j1ltvY9SorwG44oorPVNhXx7AtGlTiY2N5cmnnuaEEzz1eurJPsyePYtt27ZRuXI8/+nencsu68zcuXN57dVXyMrKomSpkvR87HEaH8Z02Biy/SrvnGPAyy+TPG2aZ+r1U0/lTsO9/8EHeapPHxITE1m3fr1n2m96Oo0aNuTZZ56hZMmSh9x/z549dLr0Ur775hvKlSuX+5y/TZjAywMHsnXbNsqXK0fDhg0ZMqjoWUWZRzCOOxjHDKB//36cdNLJXHHFlYcd21UDi2cKbp+uzTi1XgIVy5Rk6469DB+/hJ9mrQnqc457rnNQH1/ED8U6AGP+XxuDMpbglPrVwnIgiS8JyaE+6ZxzrsiO/SNJSMLZkSQk4czfhORociQJSTgrroQkFJSQSBhRQhJERZ4YzTkX3idGEBEROQbp1PEHMLMqZva+mf3kXW5iZrcHPzQREZHIFWXBuYUrX9qvPwLGAtW9y8uAB4MUj4iIiEQgXxKSBOfcCPAMLHDOZQJZQY1KREREIoovCclOM4vHM8MGMzsb2B7UqERERCSi+HK134eB0UB9M5sCJAJXBTUqERGRCBdpg1oPmZCYWTTQ2ntrhGfK01Ln3L5iiE1ERCRiRVpCcsguG+dcFtDZOZfpnFvknFuoZEREREQCzZcumylmNgT4EtiZs9KXM7SKiIjI4Tk2T+NYOF8Skhbev/3zrHNA6C69KiIiIscUnalVREREQq7IhMQ75bcvcC6elpHJQH/n3OYgxyYiIhKxNKj1YF8AqcCVeKb7puIZTyIiIiISEL6MIansnHs2z/JzZnZ5kOIRERERwvu6M8HgSwvJb2Z2rZlFeW9dgR+DHZiIiIhEDl8SkjuBz4C93tsXwMNmlmFm6cEMTkRERCKDL7Nsyh9qu5md6JxbFLiQREREJNL4MoakKB8DpwfgcURERMQr0mbZBCIhiaz/MRERkWIQYflIQM5M6wLwGCIiIhLBAtFCIiIiIgEWFWFNJIFoIfk3AI8hIiIiEcycO3SPi5mNc861K2rdocxetuGY7NbZuTcz1CEERbnYY7fhrPrUiaEOISjWnNkq1CEERa9PZoY6hKAa91znUIcg/inWJotVGzYH5buzbvX4sGx6KfSbx8xigTJAgpnFsf9AVACqF0NsIiIiESvCemwOOYbkTuBBPMnHLPYnJOnAm8ENS0RERCJJoQmJc+4N4A0zu885N7gYYxIREYl4kXYeEl8Gtf5jZuUBzOxJMxtlZjoRmoiIiASMLwnJU865DDM7F7gQGA68HdywREREJJL4kpBkef92At52zn0HlAxeSCIiIhJlwbmFK18SkvVm9g7QFRhjZqV83E9ERETEJ76ccKIrcBEw0Dm3zcyqAY8FNywREZHIpkGtB3DO7QJSgHO9qzKB5cEMSkRERCJLkS0kZtYXaA40Aj4ESgCfAC2DG5qIiEjkirAGEp/GgnQBLgN2AjjnNgDlgxmUiIiIRBZfEpJ/neeCNw7AzMoGNyQRERGJNL4Mah3hnWVTycz+A9wGvBvcsERERCJbVIT12fiSkCQCX+G5hk0j4GnggmAGJSIiIpHFl4SkvXPuceDXnBVm9grweNCiEhERiXAR1kBSeEJiZncBdwPHmdn8PJvKA1OCHZiIiIhEjkO1kHwG/AS8APTKsz7DObclqFGJiIhEOI0h8XLObQe2A9cVXzgiIiISiXRNGhEREQk5Xwa1ioiISDGLrA4btZCIiIhIGFALiYiISBiKtKv9HlUJydxZf/B/7w4hOzuLtu070fnqbvm2r1+7hnfeeImVfy3nmhtv55IrrgFgw7o1DBrQP7dcyj8buer6W+nY+apijb8wC+fM4PMP3yI7O5vz2l1Mxy7X5ts+bdI4fvr2SwBiY0tzQ/f7qVW3PlvSUnh/8AC2b9tClEXRqn1HLuh0RSiqUKC5s/5g+DDP8Tq/Q8HHa+jr3uN10+1c6j1eADt37OCdQS+zbs1KwOjxQE8annBiMdegcM45Bv3yE9P+Wk6pEiV44pLLaVSt+kHlXvzhO5Zu3IDDUatyPE9cejllSpZizuqV9B75BdUqVgKgVeMTuOW8NsVbiQLMm/0HH787hOzsbNq078hlV+U/ZhvWrWHYoAGs+ms5V99wG5267D9mP303kgm/jsHMqFmnHt3vf5ySJUsWdxUOy6NdmnJ2o6ps27mXOwb/FupwRCLSUZOQZGdl8eHQN+j97MvExyfS5+EeNDurBTVr180tU658eW7ufh8zp03Ot2/1mrV5cdB7uY9z9y1Xc8Y55xZn+IXKzsri0/cG8/DTLxFXOYHnet1L0+bnUL1WndwyCUlV6dn/FcqWK8+C2X/wf0Nfp8+Lg4mKjqbrzXdS57gG7Nm9i2d73k2TU5rl2zdUsrOy+ODtN+jznOd49X6o4ON1y533MeOA4wUwfNhgmjY7k4d7P0Pmvn3s3bu3GKMv2rS/lrNuyxY+u+t+Fm9Yx6s//8g7t/7noHL3tb+QsqViARjy68+MmvkHN7Q4D4BTatXmpWuuL9a4DyU7K4vh77xBr2depnJ8Ik8/ehfNzmxBjTzHrGy58tz4n3uZNS3/qYi2bE7llx++4aUhH1KyVCkGDXiGab+Pp1W7i4q5Fodn7Jy1fDdtJY9fdXqoQxGJWEfNGJIVy5dQtVp1qlStTkyJEpzT6nxmTs//oVixUhz1GzYmOqbwPGvhvNlUqVadxKSqwQ7ZJytXLCWpanUSq1QjpkQJzmzZhrkzkvOVOb7xiZQt57nA8nENT2DrllQAKsXFU+e4BgDEli5DtRq12bolrXgrUIgVy/IfrxatzmfmtEKOV3T+47Vr107+XDSfth06AhBTogRly5Urtth9MXnZUi485VTMjBNr1GLHnj2kZWQcVC4nGXHOsTczEwvjYWp/LV9Clao1SPIes7PPO59Zf+R/LVasFEf9Bo2Jjok+aP+srCz+/Xev5+/evcRVji+u0I/YglWbSd/9b6jDEMknyoJzC1d+tZCYWTRQJe9+zrk1gQ6qIFs3pxGfkJS7HB+fyIplf/r9OMm/j6dFq3aBDO2IbN2SRlxCYu5yXHwCfy9fUmj5yeN+5qTTzjhofVrKP6xZtYLjGjQOSpz+2rI5jfjE/cerckIiK5b6drxS/tlIhQqVePv1l1iz8i/qHd+Qm7vfS2xs6WCF67e0jHSSKlTIXU6sUIG0jHQSypc/qOwL33/LtL+WUzchkXsu6JC7ftH6ddz67tsklCvP3Rd0oF6e/69Q2Lo5jcp53mOV4xP4y8f3WOX4RDp26coDd1xLyZKlOLlpc04u4HUqIlIYn1tIzOw+YBOea9r86L39EKS4DuKcKygovx4jc98+Zk1P5qyWrQMUVQAUUK/CBjItWTiX38f/xFU35O8a2LN7N28N7M81t9xF6TJlgxKm/3yv14GysrJY+dcy2ne8jBcHvUupUrF8N/LzQAd4RAp+ORZcvycuvZxR9z9CnfgExi9eBEDDqtUYce+DfPifu7jijDPpPfKLYIbrE1fAMfP1PbZzRwazp0/htWGfMfjDkezdu4fJE34tekcRKZSZBeXmw/NeZGZLzWyFmfUqYLuZ2SDv9vlmFpC+Tn+6bB4AGjnnTnTOney9nVJYYTPrbmYzzWzmqC8/OeJAKycksjktJXd58+ZUv5uE586aTr36DakUV/mI4wmUuPhEtqal5i5v3ZxGpbiD67V21d8Mf/tV7n28P+XK7/9lnpmZydsDn+Hs886n2dnnFUvMvqgcn8jm1P3Ha0ua78crPiGRygmJNGjUBICzWrZm1V/LghKnP0bN/IPb3n2b2959m4Ty5UlJT8/dlpqeTny5g1tHckRHRXF+k5OYuGQx4OnKKVOyFADnHN+QrOwstu3aGdwKFKFyfCJb8rzHtmxOI65ygk/7Lpw3i8Qq1ahQsRIxMTE0P/s8li9ZFKxQRSJCKLpsvD0hbwIXA02A68ysyQHFLgYaeG/dgbcDUl8/yq7Fcyp5nzjnhjnnmjvnml9xzQ3+R3aA+g0a88+G9aT8s5HMffuYOmk8zc5s4ddjJE8aT4vW5x9xLIFU9/hGbNq4ntRNnnr9MWUCp55xTr4ym1NTeGvgM9x+3+NUrV4zd71zjuFvvUK1mrXpcGl4zBjKUb9h/uOVPGk8zc7y7XhViqtMfEISG9Z5egMXzpudb2BlqFzR/Ew++M9dfPCfuzivYWPGzp+Hc45F69dStlSpg7prnHOs27I59/6U5UupHe/5gt+8IyO31W/x+nVkO0fF0mWKt0IHOK5BY/7ZuJ4U72tx2u/jOf3Mc4reEYhPqMKKpYvZu3eP5/9k/mxq1Kwd5IhFJAjOBFY45/52zv0LfAF0PqBMZ+D/nMc0oJKZVTvSJy5yDImZPey9+zcwwcx+BHKnPDjnXj3SIHwRHR3NLT3u54W+PT1TEi+4mFp16vHrT6MBaH/xZWzbuoU+D93J7l27sCjjp9Ff8fJbH1GmTFn27tnDgrmzuOOeh4t4puIVHR1Ntzvu5fXnniA7O5uW519IjVp1mTD2ewDaXHgp33/1MTsz0vn0vUEAREVF89SAt1ixZBFTJ/2PGrXr8cyjdwLQpdttnHL6WSGrT47o6Ghu7XE//33ac7zatvcerzHe49XRc7x6P5jneH33FQPf9hyvW3vcz5CBz5OZmUlS1Wr0ePDxENcov7OPb8DUv5Zz3VuDvNN+979fH/viEx7vdBmVy5Xjv99/y869ewFH/aSqPHJxJwAm/LmY72bPJDoqilIxMfTtclXIzzkQHR3Nzd3vY0C/x8nOzqJ1u4upWbse47zvsXbe99hTj/Rg965dREUZP3//NS8N+ZDjG53AmS1a8+RDdxIdHU2d446n7YWXhLQ+/ujTtRmn1kugYpmSfPFYB4aPX8JPs4pleJxIuKmBpwEixzrgwC+VgsrUADYeyRNbgWMz8hYw63uIzc451/8Q2wGYvWzDoZ/kKLVzb2aoQwiKcrFHzWxwv1WfOjHUIQTFmjNbhTqEoOj1ycxQhxBU45478IenhLli/dWQnp4RlO/OihUr3ImnqyXHMOfcMAAzuxq40Dl3h3f5RuBM59x9OYW9DRMvOOcme5fHAT2dc7OOJK4iv3mcc8/kBOmcG5l3mzdwERERCTAraKB5AHiTj2GFbF4H1MqzXBPYcBhl/ObPGJInfFwnIiIiR6cZQAMzq2dmJYFrgdEHlBkN3OSdbXM2sN05d0TdNeDbGJKLgY5ADTMblGdTBeDY7LMQEREJtezsYn9K51ymmd0LjAWigQ+cc4vMrId3+1BgDJ68YAWwC7g1EM/ty2CBDcBM4DIgb/9QBvBQIIIQERGR8OCcG4Mn6ci7bmie+w64J9DP68sYknnAPDP7zDm3L9ABiIiIiPgznaKumb2A50QpsTkrnXPHBTwqERGRSFfELNhjjT+DWj/Ecza2TKAt8H/Ax8EISkRERCKLPwlJaefcODznLlntnOsHhNdpT0VERI4VzgXnFqb86bLZY2ZRwHLvCNz1QGgvTyoiInKsCsEsm1Dyp4XkQaAMcD/QDLgBuCkIMYmIiEiE8aeFxOEZM1IHKOFd9y5Q6BV/RURERHzhT0LyKfAYsACIrHYkERERCSp/EpJU59yBp48VERGRICjq4rfHGn8Skr5m9h4wDtibs9I5NyrgUYmIiES6bCUkhbkVaIxn/EhOl40DlJCIiIjIEfEnITnVOXdy0CIRERGR/VxkDdf0Z9rvNDNrErRIREREJGL500JyLnCzma3EM4bE8Fz0T9N+RURE5Ij4k5BcFLQoREREJKL5nJA451YHMxARERHJQ7NsREREJOQi7Dwk/gxqFREREQkKJSQiIiIScsXSZVN71ZLieJpit6H+CaEOISh27c0KdQhBE12jWqhDCIqM3ftCHYIchnZPfhfqEIJi3HOdQx2CHIU0hkRERCQMuQg7MZoSEhERkXAUYbNsNIZEREREQk4tJCIiIuFI035FREREipcSEhEREQk5ddmIiIiEo+zImmWjFhIREREJObWQiIiIhCMNahUREREpXkpIREREJOSUkIiIiEjIaQyJiIhIGHIRdup4JSQiIiLhKMIurqcuGxEREQk5tZCIiIiEI037FRERESleSkhEREQk5NRlIyIiEo4ibJaNWkhEREQk5NRCIiIiEo407VdERESkeB1VLSTOOV7/egRTFy0itmRJ+txwE41q1T6oXL/hH7BkzWpioqNpUqcuPa+9npjo6Nztf65eRfdXBtD/1jtoe9rpxVmFAs2ZOZ0P3xlCdnYW7S7sRJeu1+fbvn7tat587SVWrljOdTffzmVXXpu77e5briG2dBmioqOIjormpUHDijv8Qs2f/Qefvv8m2dnZtL6gI5dceV2+7RvWreG9wQNY/fcKrrz+Njpe3jV32y/ff82EX8fgcLRp34kLL72yuMM/JOccr4/8kqmLFhJboiR9brqFRrULeC1++D5LVntfi3Xr0rPbDcRER/P7vLm8+/1oLMqIjorigauu4dTjjw9BTfJbNHcGI4YPxWVn0fL8i7mw8zX5tv8xeTy/jB4BQKlSsVx3x33UrFM/d3t2dhYv9L6PSnHx3PP4s8Uae1HOaJDEPR1PJioKxsxawxeTlufbXrZUDE9c3YykiqWJjjJGTPmLsbPXkFgxll5Xnk5cuVicc/w4czWjpv4dolr459EuTTm7UVW27dzLHYN/C3U44q8IG0NyVCUkUxcvYl1KCl8+/QyLVq1k4Jef8+6jjx9UrkPzM+l7060A9PvoA75PnkyX81oDkJWdzVvffcOZJzQp1tgLk5WVxftvvcFTzw+kckIiTzzYg+Znt6RW7bq5ZcqVr8BtPe7nj6mTC3yMfi++RoWKlYonYB9lZ2Xxf8MG0bPfACrHJ9Kv592cduY51KhVN7dMuXLlueGOe5k9fUq+fdetXsmEX8fQ9+U3iYkpwcD+vTi12VlUrV6zmGtRuKmLFnpei/2e9bwWv/iUd3s+cVC5DmecSd9bbgM8ycn3UybTpVVrmjVqzLmnnIqZsWLdOp56fxif9+1f3NXIJzs7iy8+eJP7+7xAXHwCL/a+j1OanU21mnVyy8QnVuGhp1+mbLnyLJwzg0+HvcHjzw/K3T7+p2+pWr0We3bvCkUVChVlcP+lp9Dzw2RS03fzVo/WTP3zH1anZuSW6Xx2PVanZPDkJ9OpWKYkHz3YjnHz1pKV5Rj60yKWb9xO6ZIxDL27NbNWpObbN1yNnbOW76at5PGrQv/DS6QoR1WXzeQF87jozLMxM06qdxwZu3eRtn37QeVanHgSZoaZcUKduqRs25a77auJv9Gm6WnElStfjJEXbsWyJVStXoMq1apTokQJWrY6n5lT839BV6wUx/ENG+dr5Ql3fy9fQpVqNUiqWp2YEiU469y2zP4jOV+ZCpXiOK5BY6Jj8ufFG9atoX6jEyhVKpbo6Ggan3gKs6YXnIyFyuT587jorDyvxV27C34tnnRy/tfi1q0AlImNxcwA2PPvXgwr1vgLsmrFUhKrViexSjViYkrQvEUb5s2cmq9M/UYnUtb73qnXoDFbt6Tlbtu6OZWFs/+g5fkXF2vcvmhcM471m3eycesuMrMcvy1YT4sTquYr4xyULuV5LZYuFUPG7n/JynZs2bGX5Rs9x3b3v5msTs0goUJssdfhcCxYtZn03f+GOgwRn/ickJjZ6QXc6ptZsbWypG7bRlJcXO5yUqU4UrdvK7R8ZlYWY2dM5yxva0jqtm1Mmj+Py89tFexQfbZlcyrxCYm5y5UTEtm8OdX3BzDjuScfo+f93fn1p++DEOHh2boljcp56xWfyNbNaYfYY7+ateuydNF8dqRvZ+/ePcybNZ0taX78nxQDz2uxcu5yUlwlUrdtLbR8ZlYWY/+Yxlknnpi7buLcOVz3zNM8+tYQet94U1Dj9cW2LZuJi99/zOIqJ7BtS+HHLPm3nzmx6Rm5yyOHD6XL9XcQZaFPrg6UUCGW1O27c5dT03cflFR8O20ldRLLMeLxC3nv3ra8+ePCg06UWaVSaY6vVpE/1xV+rEUCxTkXlFu48ieZeAs4HZgPGHCS9368mfVwzv2St7CZdQe6A7zywEPc1PGSIw62oP/HQ330Dfzyc049/niaHt8AgDe+Hsldl11OdFQYNQwVVCc/PtCfGziEyvEJbN+2lWf7PEqNmrVpcvKpAQzw8BR4rHysV/Vadeh0xbUMeKYnpWJLU7tufaLCrHWooDf1oeo38IvPOPX4BrmvRYDWTU+jddPTmLt8Ge9+P5o3HngoKLH6yhXwYiysTksXzSX5t7E88syrACyYNY3yFStR57gGLFs0L6hxHp6D63HgITyjQSIrNqbzyAfJVK9clgG3nsOCIZvZtTcTgNiS0fS77kzeGrMwd52IBI4/Cckq4Hbn3CIAM2sCPAY8C4wC8iUkzrlhwDCAtF/GH3ZK9vWkCYxO9nRhnFC7Tm6TN0DKtq0kFDJ24oMxP7Btxw7+e2333HVL1qym70fvA7B9x06mLl5IdFQUrU5terjhHbHKCYlszvPrf0taKpUrJ/i+f7ynbMVKcZx5zrmsWPZnWCQkleMT8rVqbNmcSqXK8T7v3/qCjrS+oCMAIz95j8p5frmHytcTf2P0FE/Xkaf7ZUvutpSt2wp/Lf74PdsyMvhv9x4Fbm/aoCHr0z5i244dVCpXLuBx+yqucgJb87TObd2SRsW4g4/ZutV/88k7r3Nvr+coV74CAH8tW8z8WdNYOGcGmfv+ZffuXXw45CVuvffgMV6hkJa+m8SKpXOXEyuUZnPGnnxlLjy9du5A1w1bdvLP1l3USijH0vXbiI4y+l13JuPmrWPy4o3FGrtEsOzImvbrT0LSOCcZAXDOLTaz05xzf/vzi95fV7Zqw5Wt2gCQvHABX0+awAXNmrNo1UrKxZYmoWLFg/YZnTyZ6Uv+ZNC9DxCVpzXkq2eey73/3MfDaXnSySFNRgCOb9iIjRvWsemfjVSOT2DKpPE80PNJn/bds2c3LttRukwZ9uzZzbw5M7nqutA3/YNnfMGmjetJ3bSRuMoJTJ/8Gz0e6uPz/unbtlKhUhybUzcxa9pknnpxcBCj9c2VrdtyZeu2ACQvWMDXE3/jguZneF6LpQt5LU6ZzPTFixn0wEP5XovrUlKokZiImbF0zRr2ZWZRsWzZYqtLQerUb0TKP+tJS/mHSpXjmZk8gdvu65WvzJa0FIa92p9b7nmMKnkGGV9+3W1cfp1n8O6yRfP49YevwiYZAViyfhs14stSNa4Maem7aXtyDZ4fOStfmZRtuzmtfiILVm8hrmwpaiWUY+NWz+DcR7ucxprUDL5K/isU4YtEBH8SkqVm9jbwhXf5GmCZmZUC9gU8sgKcc+JJTF28kK79nya2REl637D/y/eRt4fQq9sNJFasxMAvP6dK5cp0f/VlAFqf2pTbLu5UHCH6LTo6htvveoDnn3yM7Oxs2na4mFp16vHLj98B0KFTZ7Zu2UyvB+5k965dWJTx47df8do7w8nYvp2Xn3sK8MzWObdNO05rflYoq5MrOjqaG/9zHy8/8zjZ2dm0ancxNWvXZfzPnnEu5190Kdu2bqHfY3exe9cuosz45YeveWHQB5QuU5bBA/qxIyOd6JgYbux+f+5AynBxzkknMXXRArr2fZLYkiXpfePNudseeXMwva6/kcRKlRj4+aee1+LAlwBPN81tHS9hwtzZ/DR9GjHR0ZQqUYL+t//Hr666YIiOjubaW+9h8H97k52dTYu2Haheqy6Tfv0BgFbtL+HHrz9lx44MvvhgCABR0dE88d8hoQzbJ9nZjsE/zOelm88hKsr4adYaVqdkcMkZdQH4YcYqPpmwjJ5Xnsa797bFDN4du5j0Xf9yUp3KdDitFn//s5137mkDwPu/LuaPZSmhq5CP+nRtxqn1EqhYpiRfPNaB4eOX8NOsNaEOS6RA5usAFzMrDdwNnIunQ3YynnEle4Ayzrkdhe17JF024WxD/RNCHUJQ7NqbFeoQgub4jStCHUJQzK9cN9QhBMXzX4fjeBQpyrjnOoc6hGAp1l8NW+ctCMp3Z9ypJ4ffyHP8aCFxzu0GXvHeDlRoMiIiIiJSFJ8TEjNrCfQD6uTdzzl3XODDEhERiXBhPEU3GPwZQ/I+8BAwCzh22/RFRESk2PmTkGx3zv0UtEhERERkP037LdRvZvYynnOO7M1Z6ZybHfCoREREJKL4k5DkzCdtnmedA84PXDgiIiISifyZZdM2mIGIiIjIfuF83ZlgKDIhMbMbnHOfmNnDBW13zr0a+LBEREQkkvjSQpJzPuvwOlWmiIjIsSxbLST5OOfe8f59JvjhiIiISCTypctm0KG2O+fuD1w4IiIiEomiii7CLO8tFjgdWO69NUUnSBMREQkOlx2cW5jypctmOICZ3QK0dc7t8y4PBX4JanQiIiISEfw5D0l1PANbt3iXy3nXiYiISKBpUGuhXgTmmNlv3uXWeC62JyIiInJE/Dkx2odm9hP7z9jayzn3T3DCEhERiXARdmI0Xwa15rUX2AhsBRqaWavAhyQiIiLhyMwqm9mvZrbc+zeugDK1zOw3M/vTzBaZ2QO+PLbPCYmZ3QFMAsYCz3j/9vN1fxERETnq9QLGOecaAOO8ywfKBB5xzp0AnA3cY2ZNinpgf1pIHgDOAFZ7r2tzGpDqx/4iIiLiI+eyg3I7Qp2B4d77w4HLD47bbXTOzfbezwD+BGoU9cD+JCR7nHN7AMyslHNuCdDIj/1FRETk6FbFObcRPIkHkHSowmZWF08DxvSiHtifWTbrzKwS8C3wq5ltBTb4sb+IiIj4KkjTfs2sO9A9z6phzrlhebb/D6hawK59/HyecsDXwIPOufSiyvszy6aL924/79TfisDP/gQnIiIiPgrSLBtv8jHsENsvKGybmW0ys2rOuY1mVg1IKaRcCTzJyKfOuVG+xOVPCwlmdi7QwDsFOBFPn9DKovbLztjhz9McNTKzjs0pWbv/zQx1CMGTFb6nTT4SW3fuDXUIIrnaPfldqEMIinHPdQ51COFgNHAznnOT3QwcdLDNzID3gT+dc6/6+sD+zLLpCzwOPOFdVQL4xNf9RURE5Kj3ItDezJYD7b3LmFl1MxvjLdMSuBE438zmem8di3pgf1pIuuAZmJIzcnaDmZX3Y38RERE5ijnnNgPtCli/AejovT8ZMH8f25+E5F/nnDMzB2BmZf19MhEREfFR9rHZxVwYnxISb3/QD2b2DlDJzP4D3Aa8G8zgREREIlaEnTrep4TE2zJyOZ4xJOl4zj/ytHPu1yDGJiIiIhHCny6bqcA259xjwQpGREREIpM/CUlb4E4zWw3szFnpnDsl4FGJiIhIRPEnIbk4aFGIiIhIPi5IZ2oNV/6cqXV1MAMRERGRyOXXmVpFRESkmBz5lXmPKkpIREREwlGETfv1+dTxIiIiIsGihERERERCTgmJiIiIhJzGkIiIiIQjTfsVERGRkIuwWTbqshEREZGQU0IiIiIiIaeEREREREJOY0hERETCkK5lIyIiIqGnM7WKiIiIFK+jtoXEOccbP3zHtKVLKFWyBL2vvIZGNWoeVO7Fr0ewZP06HI5a8Yn0vuoaypQqFYKICzd31h/837tDyM7Oom37TnS+ulu+7evXruGdN15i5V/LuebG27nkimsA2LBuDYMG9M8tl/LPRq66/lY6dr6qWOMvzKK5Mxjx0VCys7Noef7FXHT5Nfm2T/99PL+MHgFAqdhYut1+HzXr1s/dnp2dxQtP3EelyvHc8/izxRp7UZxzvP71CKYuWkRsyZL0ueEmGtWqfVC5fsM/YMma1cRER9OkTl16Xns9MdHRzF6+jF7D3qZafAIArU9tym0Xdyruahxk2YJZ/PD5e2S7LM44rwOtO+Z/LS2eM43/ffspZlFERUXT6bo7qNugCQBff/AGS+bPpGz5ijz47JBQhO+zMxokcU/Hk4mKgjGz1vDFpOX5tpctFcMTVzcjqWJpoqOMEVP+YuzsNSGK9tCKqku52BI8dsVpVK9chn8zs3l51BxWpWQA8Okj7dm1N5Ns58jKdtz99sRQVOGwPNqlKWc3qsq2nXu5Y/BvoQ4nOLIja9rvUZuQTFu2hHWb0/j8kcdZvHYNr3w3imF3339Qufs6XUbZ2FgABv84mlHTpnBD6/OLO9xCZWdl8eHQN+j97MvExyfS5+EeNDurBTVr180tU658eW7ufh8zp03Ot2/1mrV5cdB7uY9z9y1Xc8Y55xZn+IXKzs7i8w/e5IE+LxAXn8ALT9zHKc3PpnrNOrllEpKq8HDflylbrjwL58zgk3ffoNfzg3K3jx/zLVVr1GLP7l2hqMIhTV28iHUpKXz59DMsWrWSgV9+zruPPn5QuQ7Nz6TvTbcC0O+jD/g+eTJdzmsNwKn1j+flHvcUa9yHkp2dxehP3+G2R/pTIS6et559hMZNz6RK9f2JVv0TTuWEpmdhZmxcu5LPhw7g4effBuD0lu04u90ljHzvtVBVwSdRBvdfego9P0wmNX03b/VozdQ//2F1akZumc5n12N1SgZPfjKdimVK8tGD7Rg3by2ZWeHVhO5LXbq1bsCKjdvp+9kf1Eoox/2XnsJjHybnbn/kgymk7/o3FOEfkbFz1vLdtJU8ftXpoQ5FAuSo7bKZvHgRF53WDDPjxNp12LFnD2np6QeVy0lGnHPs3bcPw4o71ENasXwJVatVp0rV6sSUKME5rc5n5vQp+cpUrBRH/YaNiY4pPH9cOG82VapVJzGparBD9smqFUtJqlKdxCrViIkpwRkt2jB/xtR8Zeo3OpGy5coDUK9BY7ZuTsvdtnVzKgvm/EHL8y8u1rh9NXnBPC4682zMjJPqHUfG7l2kbd9+ULkWJ56EmWFmnFCnLinbthV/sD5a9/dy4pOqUTmxKjExJTjlzPP4c870fGVKxZbGzPMe2rd3b+59gHqNTqJM2XLFGvPhaFwzjvWbd7Jx6y4ysxy/LVhPixPyv2+cg9KlPO+30qViyNj9L1lhOMDQl7rUSSrPnL9TAVibtoOqcWWIKxtercSHY8GqzaTvPvoSKSncUZuQpKank1SxUu5yYoWKpKUf/IUA8N+vvqTzf/uzJjWVK89pWUwR+mbr5jTiE5Jyl+PjE/N9Mfsq+ffxtGjVLpChHZGtWzYTF5+Yu1wpPoGtWwuv15TffuakpmfkLo8YPpQrrr8j3xdeOEndto2kuLjc5aRKcaRu31Zo+cysLMbOmM5ZJzTJXbdw5UpufuE5HnlrMH9v3BDMcH2yfdtmKlZOyF2uGJdA+rbNB5VbNHsqr/a5i+Fv9OfKWw5ulQx3CRViSd2+O3c5NX03CRVi85X5dtpK6iSWY8TjF/LevW1588eFYTm+0Je6/P1POuc1qQZAoxqVqFKxNAkVvT/UcAy45Rzevqs1nZrXQSSUfO6yMbPvgQPfktuBmcA7zrk9gQysKO6gUCj0y6v3VdeQlZ3N699/y7gF8+jU7IwCy4WCK+hTzs8v4cx9+5g1PZlrb/pPgKIKgALqVVjr1NKFc0keP5ZH+78KwPxZ0yhfoRJ1jmvA0kXzghrm4SrwsB2i/MAvP+fU44+n6fENAGhUsxZf93+OMqViSV60kCfeHcqXT/c/xCMUgwK/cQ+u1Ymnn8OJp5/DyqUL+fXbT7n90fAa31O0g+t0YNXPaJDIio3pPPJBMtUrl2XAreewYMhmdu3NLKYYfVV0XT6ftJx7Op3MO/e0YeWmdJZv3J7b2vPAsMlszthDpbIlGXBLC9ak7WDBqoOTUAmRcMyCg8ifMSR/A4nA597la4BNQEPgXeDGvIXNrDvQHeDlO+/mpvYXHnGwo6ZO4fuZnibkxjVqkZLnF2lq+nbiy1codN/oqCjOP/lUPv99YlglJJUTEtmclpK7vHlzKnGV4/16jLmzplOvfkMqxVUOdHiHLS4+ga2bU3OXt21Oo1LcwfVat/pvPh72Ovf1eo5y3uP319LFzJ81jYVzZ5D577/s3r2LDwa/xG33HTxGozh9PWkCo5M93Wkn1K5DytatudtStm0lIU+LXV4fjPmBbTt28N9ru+euK1u6dO79FieexCsjPmfbjh1UKhe6Lo+KcQls37K/FWv71jQqVCr8NVWv0Uls+eB1dmakU/YQ771wk5a+m8SK+///EyuUZnNG/t9TF55eO3dw6IYtO/ln6y5qJZRj6fptxRlqkXypy669mbw8ak7u8qePtOefrZ5xWTllt+38l8l/bqRxjUpKSMJJGHYTBpM/XTanOee6Oee+995uAM50zt0DHDSqyDk3zDnX3DnXPBDJCMAV57Tkw/se5sP7Hua8Jifx85xZOOdYtGY15WJjSaiQ/0PROcc6b/eHc47kJYupk5hY0EOHTP0Gjflnw3pS/tlI5r59TJ00nmZntvDrMZInjadFGA3UBahTvxEp/6wnLeUfMjP3MSN5Aqc0PztfmS1pKbzzSn9uvecxqlTfP0OqS7fbePHtT/nvkP/j9geeoPFJp4Y8GQG4slUbhvfqw/BefWh1yqn8/Mc0nHMsXPk35WJLk1Cx4kH7jE6ezPQlf/LMLbcRFbX/7bY5fXtu69jiVatwzlGxbNliq0tBatRrQNqmDWxJ9Ryz+X/8zglNz8pXZvOmDblxr1/9F1mZmZTxjgM6WixZv40a8WWpGleGmGij7ck1SF7yT74yKdt2c1p9z2dFXNlS1Eoox8at4Te42pe6lI2NISba05LSsXkd5q/ytPTEloimdEnPb9LYEtE0Pz4pd/aNSCj400KSaGa1nXNrAMysNpDT4VzsI4vOadSYaUv/5NpXXiS2REmeuLJr7rbHPnqfx6+4isrlyvP8yC/YtXcvzjmOr1adRzpfUdyhHlJ0dDS39LifF/r2JDs7mzYXXEytOvX49afRALS/+DK2bd1Cn4fuZPeuXViU8dPor3j5rY8oU6Yse/fsYcHcWdxxz8Mhrkl+0dHRXHPbPQz6b2+ys7Np0aYD1WvVZdKvPwDQqv0l/PjVp+zckcHn73umiEZFR9P7hfCeLprjnBNPYurihXTt/zSxJUrS+4abcrc98vYQenW7gcSKlRj45edUqVyZ7q++DOyf3vvbnDl8M3kSMVFRlCxZgmduuT3k42Wio6O57Po7+fC1frjsbJqdewFVatRm+oSfADirzcUsnDWVOVPHEx0dQ0yJklzbo2du3F+88zIrly5k5450Xnz0Vi7ofB3Nz+sQyioVKDvbMfiH+bx08zlERRk/zVrD6pQMLjmjLgA/zFjFJxOW0fPK03j33raYwbtjF4flTBRf6lInsTyPX3k62c6xOiWDgd/MBSCuXCme6XYmANFRxrj565mxPKWQZwo/fbo249R6CVQsU5IvHuvA8PFL+GlWeE7NPmwRdrVfK3AMQ0EFzToCQ4G/8HRc1gPuBiYA/3HOvV7Yvilfjz4m253Wndw81CEExfYw/OANlJNT/g51CEExsUyNUIcQFG/9vCTUIYjkGvdc52L91ZD67Q9B+e5MvPySsJwt4HMLiXNujJk1ABrjSUiW5BnI+noQYhMREZEI4e+J0ZoBdb37nWJmOOf+L+BRiYiIRDhfezCOFf5M+/0YqA/MBbK8qx2ghERERESOiD8tJM2BJi7SUjYREZFQ0LTfQi0EwuO85CIiInJM8aeFJAFYbGZ/AHtzVjrnLgt4VCIiIhJR/ElI+gUrCBERETlAhJ2HxJ9pvxODGYiIiIhEriITEjOb7Jw718wyyH9xPQOcc+7ouYiFiIjI0SLCBrUWmZA45871/j26LlghIiIiRw2fZ9l4z0NS5DoREREJAOeCcwtT/kz7PTHvgpnF4Dlzq4iIiMgRKTIhMbMnvONHTjGzdO8tA9gEfBf0CEVEROSY58sYkheAF8zsBefcE8UQk4iISMRz2Zr2m4+ZNXbOLQFGmtnpB253zs0OSmQiIiISMXw5D8nDQHfglQK2OeD8gEYkIiIiYT0ANRh86bLpbmZRwJPOuSnFEJOIiIhEGJ9m2TjnsoGBQY5FREREIpQ/035/MbMrzcyCFo2IiIh4RNh5SPy5uN7DQBkgy8xyrvarU8eLiIjIEfMnIfkW+B343Tn3Z3DCEREREQAibNqvP102HwJVgUFm9peZfWVmDwQpLhEREYkgPreQOOfGm9lE4AygLdADOAl4I0ixiYiIRK4wHu8RDOZ8rLCZjQPKAlPxdN1Mds6lBDG2w2Jm3Z1zw0IdRzAcq3VTvY4+x2rdVK+jz7Fct0jjT5fNfOBfPK0ipwAnmVnpoER1ZLqHOoAgOlbrpnodfY7VuqleR59juW4RxZ8um4cAzKwccCv7x5SUCk5oIiIiEil8TkjM7F7gPKAZsBr4AE/XjYiIiMgR8Wfab2ngVWCWcy4zSPEEwrHcl3is1k31Ovocq3VTvY4+x3LdIorPg1pFREREgsWfQa0ichQxs0pmdvdh7vugmZUJdEwiIoWJiITEzD4ys6tCHYcc3cxsx9HwmHlUAg4rIQEexHOpiCNiZv50C4cVM2tqZh3zLPczs0dDGdORMLNbzGyI934PM7sp1DH5y8zeM7Mm3vu9D9iWHJqoJFCO2g+LYDKzmFCNk/FevNC8V1iWApjZKqC5cy4t1LGEuReB+mY2F/gVSAG64pkZ941zrq+ZlQVGADWBaOBZoApQHfjNzNKcc20LenBvMvUOnhMlbgWudc6lmtkEIBloCYz2Lr8KlAPSgFuccxu96+cCZwIVgNucc38E+P/gSDQFmgNjQhwHENjPBufc0ACEVKzMLNo5d0eeVb2B/+YsOOdaFH9UEkhh10JiZk+Z2RIz+9XMPjezR82svpn9bGazzOx3M2vsLfuRmQ0ys2Qz+zunFcQ8hpjZYjP7EUjK8/jNzGyi97HGmlk17/oJZvZf79loi/WU+GZW18z+NLO3gNnA+2Y208wWmdkzecqd4a3rPDP7w8zKm1m0mb1sZjPMbL6Z3VmcsR+Oo/lXM4CZtTGzH/IsDzGzW7z3V5nZM2Y228wW5HmtljOzD73r5pvZlXn2f957TKeZWZUAhtoL+Ms51xRPQtIAz5d/U6CZmbUCLgI2OOdOdc6dBPzsnBsEbADaFpaMeJUFZjvnTgcmAn3zbKvknGsNDAIGA1c555rhmZ33fN7H8H6R3O3dFlDe99YS7y/rhWb2qZldYGZTzGy5mZ3pvSWb2Rzv30ZmVhLoD1xjZnPN7BrvQzbxflb8bWb3BzreQuLP+9nwVJ73et7Phm+9n2mLzKx7nvW3mtky7+dayzzrc1t7vPV5yfuZsszMzvOuL2NmI7zP9aWZTTez5gGuX8+c/0cze83MxnvvtzOzT8xsh5n1N7PpwDneWJub2YtAae+x+dS7zw7v3zbecl95j/2nZp6r1JtZR++6yeb57vih4MgkJJxzYXPD82tkLp4ZPeWB5cCjwDiggbfMWcB47/2PgJF4EqsmwArv+ivwfABH4/mltw24CiiB55dborfcNcAH3vsTgLdCVO+6QDZwtne5svdvtDeuU4CSwN/AGd5tFfC0cHUHnvSuKwXMBOoVU8xLgOF4Tpr3FZ4m/qeBGcBCPKPfcwZOT8Dza2Yi8Eghj5kIfO3dfwbQ0rs+HvgFmIPnF/lqIMEbw8I8+z8K9AtinXd4/7YBfsizfgieX/0Aq4D7vPfvBt7z3n8JeD3PPnHevw641Ht/QM6xDOAxWui9P9Ab21zvbQVwO9AQWOmN77w8+64CEop4/Cwgxnv/OGBunmPd2nv/JCA9z/MuAH7JU+78PI+3Bk8iE+jXaSZwMp7PiVl4Eh8DOuO5aGiFPPW4APjae/8WYEiex+qH5/OjlPf1txkoUQzvs2zgbKAD3veUty4/AK285XI+M0rjee/FA9W8/6eJeD4/puTUx1uXR/Mch1e89zsC/8vzfnonz3HMxNMyGcj6nQ2M9N7/HfgDz+d0X+BOPO+PrnnKT8iJAe/7sZD353Y8rX5ReM4ufi4QC6zF+/kIfE6e97Fuob+F2y/Vc4HvnHO7AczsezwvohbASG+SC/lPxvat8zRhLs7z67IV8LlzLgvYkJN1A43wvLF+9T5WNLAxz2N9Gfgq+Wy1c26a935X76+cGDwfKk3wvDE3OudmADjn0gHMrANwiu0fI1MRzy/hlcUQcyPgdufcFDP7AM8X8BDnXH9vbB8DlwDfe8tXcp5fzYV5A3jNOTfZzGoDY4ET8Hw4TXbO9TezToT/mRlHef/OwpMcg+eL7tqcAs65rd67/+L5Yskp3z5IMRnwgnPunYM2mDXD80X0gpn9knP8DkPeKXs78zzvIufcOT7sU9ByIKx0zi0AMLNFwDjnnDOzBXi+8CsCw82sgff5SxzisX50zu0F9ppZCp7urXVBiDmv1c65aWY2EE9SMse7vhye9/ok4H4z6+JdX8u7viowwTmXCmBmX+JJQAuS9zVb13v/XLzXKnPOLTSz+QGr0X6z8LTWlQf24mkFao7nnFf340l6vz6Mx/3DObcOwDxdlnWBHcDfzrmcz8bPCf/PkogSbgmJFbAuCtjmPM3OBdlbyP4FfbAV9eG4s5D1xWEngJnVw/PL5Azn3FYz+whPUmYUXqf7nHNjiyvQPNY656Z473+C5wNkpZn1xNNaUhlYxP6EpKiE7wI8TeI5yxW8H1St8H6xO+d+NLOthexfXDLJ390Ze8D2nNdkFvvfY4Udv33OOVdA+UDIwNPSCJ7k7lkz+9Q5t8PMagD7vM+3xTn3ibfJ+5YD9j3UOJ0oPC2PXwDdgMkFlFkKJJrZOc65qWZWAmjonFvk3X4NnrEq5wLbnXPbD7eyh5D3MyI7z3I2nvo/C/zmnOtiZnXx/Ar35bECfbwKkze5OyipNLM2eN475zjndplnbE7Oa9LXBK+w12xQOef2mWdM2K14Wp/m4xmTVB/4E9jj/WHpr4KOU9DrI0cm3MaQTAYuNbNY85yivhOwC8+X3NWQOz7k1CIeZxJwrXnGV1TD8wKHPB+O3scqYWYnBqUmh68Cng+g7d4Wn4u965cA1c3sDADzjB+JwfNFc5f3gx4za2iegYrFoaBft2/hGS9wMvAu+b+si0r4ovB8qDb13mo45zIKeS4oOjEIltV4EqdSZlYRaOfDPr8A9+YsmFlcsILL4ZzbDEwxs4V4Wl4+A6Z6Wwa+wpNwnAz84f0V2Qd4zrv7MOAnM/vtEE+xEzjRzGYB5+MZc3FgDP/iSVpeMrN5eLpt8g4+3Gqe2RFD8XQhhUJFYL33/i151udN6MLBWOA272cjZlbDzJLwxL/Vm4w0xtMNAjAdaGNm8d7Ph6v9fL7JeAZBY56ZLScHohIFmITnR9gkPN02PfB0/xWVTO3L+dzz0RLgOG/SCZ5kWMJIWLWQOOdmmNloYB6eD/2ZePoCrwfeNrMn8TSnfuEtU5hv8HxALgCW4Rm3gHPuX2/XxiDvF0kM8DqeX/FhwTk3z8zm4Inpbzz9vjmxXwMMNs9FDXfj+VX0Hp7myNnegVupwOXFFG7tnF++wHV4PsBaAGneD82r8Hzx+SrnS/tl8Ey7dM7NxfNBdT3wnJldDOR8mW8CkswsHk9z7CXAz0dcqyI459aa2Qg8v+aWs78J/VCeA970JgdZwDPsbyYPGudctwNWvXHA8l94vugO3G8wnsGoRT3+U8BTB6xrc8DyXDytXAX52jn3RFHPE2QD8HTZPAyMz7P+N6CXN1l7IRSB5eWc+8XMTsCTVILnNX8Dntd8D2+XylJgmrf8RjPrh2cMxUY83SHRfjzlW3j+X+bjeY3Px/N5HGi/40mGpzrndprZHny7LMkwYL6ZzXbOXV9UYefcbvOcl+dnM0vDM15FwkjYnanVzMp5m5TL4Pki6u6cmx3quCQ/76+MMXiOUQs8X8w34pmKdy2eQZFr8fR/9/M2Iz/qnJt5iMdMAN7EM24kBpjknOvhTTg+xzOQcCKe7ptmzrk084zQvx/PmJn1wCrnXL9A11cOZmY7nHPljmD/CRTxmpDQMbNoPIN295hZfTyTCxp6W72OSnm+XwzPZ81y59xroY5LPMIxIfkMzyDOWGC4cy7kv0zkYN6E5AfnmSoqxzDzTLk88KreN+YMFJVjk3f81m94WqUNeNw591NoozoyZvYQcDOeWUdzgP8453aFNirJEXYJiRwdlJCIiEggKSGRYmdmfTh4gN1I59zzBZUXEZFjnxISERERCblwm/YrIiIiEUgJiYiIiIScEhIREREJOSUkIiIiEnJKSERERCTk/h8JJusmjb4QswAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Correlation visualization\n",
"\n",
"plt.figure(figsize = (10,8))\n",
"cmap = sns.diverging_palette(10, 245, as_cmap=True)\n",
"corr_dat = df[num_tar].corr()\n",
"mask[np.tril_indices_from(mask)] = False\n",
"\n",
"sns.heatmap(corr_dat, mask=mask, vmax=.8, square=True, annot=True, cmap=cmap, center = 0.00)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.8"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 5
}