project_argument/argument.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"id": "worldwide-blood",
"metadata": {},
"source": [
"# Introduction"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"id": "understanding-numbers",
"metadata": {},
"source": [
"The graph below shows a calculated probability of two people sharing a birthday given a sample number of people gathered together.\n",
"\n",
"![Birthday_Paradox.svg.png](attachment:c4fa95ea-25d4-48b7-a126-87f7afdc8a6d.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5fd09807-f045-49e4-aac1-2442e9e42b63",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "greater-circular",
"metadata": {},
"source": [
"## Overarching Question: What is the birthday paradox and how can we see it in action?"
]
},
{
"cell_type": "markdown",
"id": "appreciated-testimony",
"metadata": {},
"source": [
"**Why this question?**\n",
"\n",
"The birthday \"paradox\" states that in a random group of 23 people, there is about a 50 percent chance that two people have the same birthday. In reality, the \"paradoxical\" nature of this problem comes from it being counterintuituve more than a true paradox. The percent chance obviously goes up with a larger group of people, but given that there are 365 days in a year, it was surprising to me that a group of just 75 people has a 99.9% chance to include two people with the same birthday.\n",
"\n",
"With information being provided that, to me, seems that striking, I felt that I had to find the pattern that must be the backbone of this phenomenon. If I can gather birth data over the course of a year, maybe there is some pattern, some \"most likely\" date of birth that forces this commonality among a group of people."
]
},
{
"cell_type": "markdown",
"id": "permanent-pollution",
"metadata": {},
"source": [
"# Data"
]
},
{
"cell_type": "code",
"execution_count": 70,
"id": "technical-evans",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"#Include any import statements you will need\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 101,
"id": "overhead-sigma",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"file_name = \"US_births_2000-2014_SSA.csv\"\n",
"dataset_path = \"data/\" + file_name\n",
"\n",
"df = pd.read_csv(dataset_path)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "heated-blade",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>year</th>\n",
" <th>month</th>\n",
" <th>date_of_month</th>\n",
" <th>day_of_week</th>\n",
" <th>births</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2000</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>6</td>\n",
" <td>9083</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2000</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>7</td>\n",
" <td>8006</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2000</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>11363</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2000</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>2</td>\n",
" <td>13032</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2000</td>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" <td>12558</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" year month date_of_month day_of_week births\n",
"0 2000 1 1 6 9083\n",
"1 2000 1 2 7 8006\n",
"2 2000 1 3 1 11363\n",
"3 2000 1 4 2 13032\n",
"4 2000 1 5 3 12558"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"id": "continental-franklin",
"metadata": {},
"source": [
"**What is this data about?**\n",
"\n",
"This dataset includes birth data for the dates 1/1/2000 through 12/31/2014. The column data presents the specific date day, month and year, as well as the day of the week (presented as a number 1-7, with 1 being Monday and 7 being Sunday) and the number of births occurring on that given date. The specific day of the week is included in the dataset because FiveThirtyEight (the source of the dataset) was using this particular column in an article about few babies being born on Friday the 13th than expected statistically, but will not be of particular use here.\n",
"\n",
"**Where is this data from?**\n",
"\n",
"The data is available through FiveThirtyEight, but the original data pulled comes from the United States' CDC, NCHS, and SSA. Generally, FiveThirtyEight has a repuation for being center/neutral politically and in this case, there isn't a whole lot of bias with the specific data presented. The data itself is coming from reporting numbers through various government agencies tracking birth data in the US and while it may not accound for some somehow off-the-grid birth occurrances, any baby with a birth certificate should be accounted for in this dataset."
]
},
{
"cell_type": "markdown",
"id": "infinite-instrument",
"metadata": {},
"source": [
"# Methods and Results"
]
},
{
"cell_type": "markdown",
"id": "recognized-positive",
"metadata": {},
"source": [
"## First Research Question: Is there a pattern of seasonality in data showing the number of births each day over a given year?\n"
]
},
{
"cell_type": "markdown",
"id": "graduate-palmer",
"metadata": {},
"source": [
"### Methods"
]
},
{
"cell_type": "markdown",
"id": "endless-variation",
"metadata": {},
"source": [
"In order to looks for specific patterns, including seasonality, of births throughout the year, we'll need to plot the births on a given day over the course of the year. We have access to the total births on each day in the year 2000, as well as to which day of the week (Monday-Friday) those dates correspond.\n",
"\n",
"We'll start by looking for any patterns in one given year's (2000) worth of data before moving on to looking for these patterns (if they exist) showing up consistently over multiple years and/or changing in some way.\n"
]
},
{
"cell_type": "markdown",
"id": "portuguese-japan",
"metadata": {},
"source": [
"### Results "
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "19412c8d-414f-47e7-8366-493c3426a744",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>year</th>\n",
" <th>month</th>\n",
" <th>date_of_month</th>\n",
" <th>day_of_week</th>\n",
" <th>births</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2000</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>6</td>\n",
" <td>9083</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2000</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>7</td>\n",
" <td>8006</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2000</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>11363</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2000</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>2</td>\n",
" <td>13032</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2000</td>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" <td>12558</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>361</th>\n",
" <td>2000</td>\n",
" <td>12</td>\n",
" <td>27</td>\n",
" <td>3</td>\n",
" <td>13252</td>\n",
" </tr>\n",
" <tr>\n",
" <th>362</th>\n",
" <td>2000</td>\n",
" <td>12</td>\n",
" <td>28</td>\n",
" <td>4</td>\n",
" <td>13900</td>\n",
" </tr>\n",
" <tr>\n",
" <th>363</th>\n",
" <td>2000</td>\n",
" <td>12</td>\n",
" <td>29</td>\n",
" <td>5</td>\n",
" <td>13607</td>\n",
" </tr>\n",
" <tr>\n",
" <th>364</th>\n",
" <td>2000</td>\n",
" <td>12</td>\n",
" <td>30</td>\n",
" <td>6</td>\n",
" <td>9405</td>\n",
" </tr>\n",
" <tr>\n",
" <th>365</th>\n",
" <td>2000</td>\n",
" <td>12</td>\n",
" <td>31</td>\n",
" <td>7</td>\n",
" <td>7892</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>366 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" year month date_of_month day_of_week births\n",
"0 2000 1 1 6 9083\n",
"1 2000 1 2 7 8006\n",
"2 2000 1 3 1 11363\n",
"3 2000 1 4 2 13032\n",
"4 2000 1 5 3 12558\n",
".. ... ... ... ... ...\n",
"361 2000 12 27 3 13252\n",
"362 2000 12 28 4 13900\n",
"363 2000 12 29 5 13607\n",
"364 2000 12 30 6 9405\n",
"365 2000 12 31 7 7892\n",
"\n",
"[366 rows x 5 columns]"
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"years = {}\n",
"for x in range(2000, 2015):\n",
" years[\"births{0}\".format(x)] = df[df.year == x]\n",
" \n",
"years['births2000']"
]
},
{
"cell_type": "code",
"execution_count": 83,
"id": "0d65dec4-1240-47b5-a3f5-620fa85de935",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Set the locator\n",
"locator = mdates.MonthLocator() # every month\n",
"# Specify the format - %b gives us Jan, Feb...\n",
"fmt = mdates.DateFormatter('%b')\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"plt.hist(range(1, 367), bins=366, weights=years['births2000'].births, edgecolor='black', alpha=0.7)\n",
"X = plt.gca().xaxis\n",
"X.set_major_locator(locator)\n",
"# Specify formatter\n",
"X.set_major_formatter(fmt)\n",
"plt.xticks(range(1, 366, 30))\n",
"plt.xlabel('Month')\n",
"plt.ylabel('Number of Births')\n",
"plt.title('Distribution of Baby Births on Each Day of the Year 2000')\n",
"\n",
"plt.grid(True)\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 65,
"id": "cf904b01-a138-4c95-be78-0081ec1b4429",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"<style type=\"text/css\">\n",
"</style>\n",
"<table id=\"T_7a8b2\">\n",
" <caption>Births by Day, Year 2000</caption>\n",
" <thead>\n",
" <tr>\n",
" <th class=\"blank level0\" >&nbsp;</th>\n",
" <th id=\"T_7a8b2_level0_col0\" class=\"col_heading level0 col0\" >BIRTHS</th>\n",
" </tr>\n",
" <tr>\n",
" <th class=\"index_name level0\" >day_of_week</th>\n",
" <th class=\"blank col0\" >&nbsp;</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th id=\"T_7a8b2_level0_row0\" class=\"row_heading level0 row0\" >Monday</th>\n",
" <td id=\"T_7a8b2_row0_col0\" class=\"data row0 col0\" >598752</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_7a8b2_level0_row1\" class=\"row_heading level0 row1\" >Tuesday</th>\n",
" <td id=\"T_7a8b2_row1_col0\" class=\"data row1 col0\" >669284</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_7a8b2_level0_row2\" class=\"row_heading level0 row2\" >Wednesday</th>\n",
" <td id=\"T_7a8b2_row2_col0\" class=\"data row2 col0\" >663638</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_7a8b2_level0_row3\" class=\"row_heading level0 row3\" >Thursday</th>\n",
" <td id=\"T_7a8b2_row3_col0\" class=\"data row3 col0\" >662244</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_7a8b2_level0_row4\" class=\"row_heading level0 row4\" >Friday</th>\n",
" <td id=\"T_7a8b2_row4_col0\" class=\"data row4 col0\" >651274</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_7a8b2_level0_row5\" class=\"row_heading level0 row5\" >Saturday</th>\n",
" <td id=\"T_7a8b2_row5_col0\" class=\"data row5 col0\" >479641</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_7a8b2_level0_row6\" class=\"row_heading level0 row6\" >Sunday</th>\n",
" <td id=\"T_7a8b2_row6_col0\" class=\"data row6 col0\" >424765</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x7fafa982df30>"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"days_chart = pd.DataFrame(years['births2000'].groupby(\"day_of_week\").births.sum())\n",
"\n",
"days_chart.style \\\n",
" .format_index(str.upper, axis=1) \\\n",
" .set_caption(\"Births by Day, Year 2000\") \\\n",
" .relabel_index([\"Monday\", \"Tuesday\", \"Wednesday\", \"Thursday\", \"Friday\", \"Saturday\", \"Sunday\"], axis=0)\n"
]
},
{
"cell_type": "code",
"execution_count": 66,
"id": "9cef60d9-4fe1-4467-ad22-aacc638222d4",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"<style type=\"text/css\">\n",
"</style>\n",
"<table id=\"T_b8213\">\n",
" <caption>Births by Month, Year 2000</caption>\n",
" <thead>\n",
" <tr>\n",
" <th class=\"blank level0\" >&nbsp;</th>\n",
" <th id=\"T_b8213_level0_col0\" class=\"col_heading level0 col0\" >BIRTHS</th>\n",
" </tr>\n",
" <tr>\n",
" <th class=\"index_name level0\" >month</th>\n",
" <th class=\"blank col0\" >&nbsp;</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th id=\"T_b8213_level0_row0\" class=\"row_heading level0 row0\" >January</th>\n",
" <td id=\"T_b8213_row0_col0\" class=\"data row0 col0\" >337739</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_b8213_level0_row1\" class=\"row_heading level0 row1\" >February</th>\n",
" <td id=\"T_b8213_row1_col0\" class=\"data row1 col0\" >324046</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_b8213_level0_row2\" class=\"row_heading level0 row2\" >March</th>\n",
" <td id=\"T_b8213_row2_col0\" class=\"data row2 col0\" >347824</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_b8213_level0_row3\" class=\"row_heading level0 row3\" >April</th>\n",
" <td id=\"T_b8213_row3_col0\" class=\"data row3 col0\" >323357</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_b8213_level0_row4\" class=\"row_heading level0 row4\" >May</th>\n",
" <td id=\"T_b8213_row4_col0\" class=\"data row4 col0\" >347950</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_b8213_level0_row5\" class=\"row_heading level0 row5\" >June</th>\n",
" <td id=\"T_b8213_row5_col0\" class=\"data row5 col0\" >347899</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_b8213_level0_row6\" class=\"row_heading level0 row6\" >July</th>\n",
" <td id=\"T_b8213_row6_col0\" class=\"data row6 col0\" >356131</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_b8213_level0_row7\" class=\"row_heading level0 row7\" >August</th>\n",
" <td id=\"T_b8213_row7_col0\" class=\"data row7 col0\" >367893</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_b8213_level0_row8\" class=\"row_heading level0 row8\" >September</th>\n",
" <td id=\"T_b8213_row8_col0\" class=\"data row8 col0\" >355981</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_b8213_level0_row9\" class=\"row_heading level0 row9\" >October</th>\n",
" <td id=\"T_b8213_row9_col0\" class=\"data row9 col0\" >352368</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_b8213_level0_row10\" class=\"row_heading level0 row10\" >November</th>\n",
" <td id=\"T_b8213_row10_col0\" class=\"data row10 col0\" >342494</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_b8213_level0_row11\" class=\"row_heading level0 row11\" >December</th>\n",
" <td id=\"T_b8213_row11_col0\" class=\"data row11 col0\" >345916</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x7fafaa026f80>"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"months_chart = pd.DataFrame(years['births2000'].groupby(\"month\").births.sum())\n",
"\n",
"months_chart.style \\\n",
" .format_index(str.upper, axis=1) \\\n",
" .set_caption(\"Births by Month, Year 2000\") \\\n",
" .relabel_index([\"January\", \"February\", \"March\", \"April\", \"May\", \"June\", \"July\", \"August\", \"September\", \"October\", \"November\", \"December\"], axis=0)"
]
},
{
"cell_type": "markdown",
"id": "5aada748-ded7-436b-b79f-3ce6952b8f5f",
"metadata": {},
"source": [
"The plot above clearly shows some cyclic occurrance, which I thought might be related to the work-week. Turns out, there are upwards of 50% more babies born on a Monday through Friday day of the week than a weekend. There is also a notable (though to what extent is unclear) increase in the size of the spikes the later in the year you go, suggesting that more babies are born in the later months of the year."
]
},
{
"cell_type": "markdown",
"id": "collectible-puppy",
"metadata": {
"tags": []
},
"source": [
"## Second Research Question: Does the pattern of seasonality shift over the course of a number of years?\n"
]
},
{
"cell_type": "markdown",
"id": "demographic-future",
"metadata": {},
"source": [
"### Methods"
]
},
{
"cell_type": "markdown",
"id": "incorporate-roller",
"metadata": {},
"source": [
"Having looked at the birth data over the course of a year, it would be worth looking at the same data for multiple years. The increase in baby births in July/August/September and again in November/December might be an anecdotal artifact, so checking for increases such as those might shed light on whether that pattern is consistent and seasonal or shifts around throughout the year over time. To see this, the same plots will be generated for the available data from 2000-2014."
]
},
{
"cell_type": "markdown",
"id": "juvenile-creation",
"metadata": {},
"source": [
"### Results "
]
},
{
"cell_type": "code",
"execution_count": 84,
"id": "eb96236a-5a9c-45b9-b780-06f0c93f48ed",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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1CYIg7N27t8K8Df3u33jjDcHLy0u4cuWK3vKvvvqqIJfLhRs3blRZjqysLCEgIECoVauW3v5y/fp1QS6XC6tWrdJLf/HiRcHV1VXvfUPb0IQJEwQAwquvvlpluSry2WefCQCETz75RHxPd0z/9NNPy6RfsGCBAECvLeikpaUJAITly5cbnP/kyZMFuVxeZpsTSY1DFomcjLe3d6WzLequin777bcmT4Dh7u6OSZMmGZx+/PjxqFGjhvj6mWeeQYMGDSx65bM8P/zwA+RyOV5++WW99+fPnw9BEPDjjz/qvR8WFqbX29K+fXv4+Pjgn3/+qTIff39/vVnP3Nzc8PLLLyM3Nxe//PKLyXXo2rUroqOjER0djQMHDmDVqlW4fPkyhg4dqjekqGRPo65n5bHHHgMA/Pnnn2XWO3PmTL3XL730klgXoPj+r6eeegpffPGFOLxTo9Fgz549GDZsWIX3jZQUFBQklv3HH3/Ehg0bkJWVhYEDB5Y7/Ky04OBgk4ZGlp6FsEePHsjIyEB2djYA0/cB3baZN2+e3vu63s7vv/9e7/3WrVuLvbhAcW9oixYtqmxPOk899ZS4/Ur+9enTR0xT8nvPy8tDeno6unXrBkEQcO7cOQBAWloajh8/jueff15vSBiAch+JUdX2M5W3tzcA6B2fSpY/JycH6enp6NGjB/Lz8/HXX3+Jn40fPx6nTp3C33//Lb63e/duNGrUSBxqWJ47d+4gNjYWEydORK1atcT327dvj379+lntGGTId79371706NEDfn5+SE9PF//CwsKg0Whw/PjxKvPx8fHBhg0bkJmZiVGjRon7y9dffw2tVouRI0fqrdvf3x/NmjXDTz/9JK7DkDZUkqmThfz111+YOXMmQkNDMWHCBPF93XGsvEl9dD2f5Q3BNVZkZCQ++eQTzJ8/367vvaXqiQEZkZPJzc3VC35KGzVqFLp3744pU6agfv36GD16NL788kujTkwfeughoybwKP3jJ5PJ0LRpU6tPGZ2UlISAgIAy20M3tCgpKUnv/dInqwDg5+eHe/fuVZlPs2bNytxEX1E+xqhTpw7CwsIQFhaGwYMHY8mSJfj4449x8uRJcTY7AMjMzMTs2bNRv359eHh4oG7duuKQxqysrDLrLf2dNGnSBC4uLnrfyfjx43Hjxg2cOHECQPHQr9TU1Eqn6i/Jy8tLLPuAAQMwe/Zs7N+/HwkJCXj77berXL7kkExjlP4e/fz8AED8Hk3dB5KSkuDi4oKmTZvqve/v7w9fX1+LtSedhg0bituv5F/JoXQ3btwQgw1vb2/UrVtXDFB037suCCg59LQyVW0/U+Xm5gKA3v54+fJlPP3006hZsyZ8fHxQt25dcVKQku121KhRcHd3x+7du8XPDhw4gLFjx1b6nEXdd9KiRYsyn7Vq1Qrp6enIy8szq17lMeS7v3r1Kg4ePIi6devq/YWFhQH43yQjVdHdV1tyyN/Vq1chCAKaNWtWZv3x8fF66zakDem4urqiYcOGBm6F/0lJScHgwYNRs2ZN7Nu3T28SH11AWPo+TADivYHmTuZz4sQJTJ48GeHh4WWG6BLZA95DRuREbt26haysrDInjCV5eHjg+PHj+Omnn/D999/j4MGD2LNnD5544gkcPny4ytnudOuwtIpOqjQajUFlsoSK8hFKTQAitb59+wIAjh8/LvZsjRw5EidPnsSCBQsQEhICb29vaLVaDBgwwKBgu7ztHx4ejvr16+Pzzz9Hz5498fnnn8Pf3188YTRF586dUbNmTYOu/pvazqr6Hs3dBwx90Lq125NGo0G/fv2QmZmJRYsWoWXLlvDy8sLt27cxceJEk3vArVXuS5cuAYB4fLp//z569eoFHx8frFy5Ek2aNIFSqcSff/6JRYsW6ZXfz88PQ4YMwe7du7Fs2TLs27cPhYWFdjsLpSHbUKvVol+/fli4cGG5ac15vIFWq4VMJsOPP/5Ybll0vZXGtiF3d3ejZ2/U9Yrfv38fJ06cQEBAgN7nDRo0AFDcm1nanTt3UKtWLYMfiVGe8+fPY+jQoWjbti327dtn9VmHiUzBVknkRD777DMAqHKYl4uLC/r27Yu+ffti/fr1WL16NV577TX89NNPCAsLM/iE01BXr17Vey0IAq5du6b3vDQ/P79yH9iZlJSEhx9+WHxtTNkCAwNx5MgR5OTk6F2V1w2Fquihr8YKDAzEhQsXoNVq9U5WLJ2PTlFREYD/9Tjcu3cPR48eRUREBJYtWyamK73dS7p69apeD9S1a9eg1Wr1ZjCTy+UYM2YMdu7ciTVr1iAqKgpTp041O0DWaDRi2U1hifZZ1T5QnsDAQGi1Wly9elVvAofU1FTcv3/f4t9zVS5evIgrV65g165des8ri46O1kun2390AZFUPvvsM8hkMvFxBz///DMyMjLw9ddfo2fPnmK6xMTEcpcfP348nnrqKZw5cwa7d+9Gx44dq5wcRfedJCQklPnsr7/+Qp06dQwafluaJdpgkyZNkJuba9YFjsrWLQgCgoODKw3sDG1DpiooKMCTTz6JK1eu4MiRI+U+8uOhhx5C3bp18ccff5T57PTp00Y9C7O0v//+GwMGDEC9evXwww8/iIEokb3hkEUiJ3Hs2DG88cYbCA4OrnQq4szMzDLv6X7wdENGdCco5QVIpvj000/17hvZt28f7ty5g4EDB4rvNWnSBL///jtUKpX43oEDB8pM0WxM2QYNGgSNRoMtW7bovf/ee+9BJpPp5W+OQYMGISUlRe/5SkVFRdi8eTO8vb0rvcfFFN999x0AiNPS6wKk0j0Ylc3StnXrVr3XmzdvBoAy22TcuHG4d+8eXnjhBeTm5prdI/HTTz8hNze3win1DeHl5WVW2zRkHyjPoEGDAJTdruvXrwcADB482OQymaK8710QBGzcuFEvXd26ddGzZ09s374dN27c0PvMVr2/b7/9Ng4fPoxRo0aJw2XLK79KpcL7779f7joGDhyIOnXqYM2aNfjll18MaosNGjRASEgIdu3apddmLl26hMOHD4vfqbEscYwcOXIkYmJiyn248f3798ULL6b4z3/+A7lcjoiIiDLfsSAI4uMwDG1DptBoNBg1ahRiYmKwd+9ehIaGVph2+PDhZY73R48exZUrV8RHDBgrJSUF/fv3h4uLCw4dOlTljLZEUmIPGZED+vHHH/HXX3+hqKgIqampOHbsGKKjoxEYGIj9+/dXOgX0ypUrcfz4cQwePBiBgYG4e/cu3n//fTRs2BCPP/44gOLgyNfXF9u2bUONGjXg5eWFrl27mnxPT61atfD4449j0qRJSE1NxYYNG9C0aVO9qfmnTJmCffv2YcCAARg5ciT+/vtvfP7552WmNDembE8++ST69OmD1157DdevX0eHDh1w+PBhfPvtt5gzZ06ZdZtq2rRp+OCDDzBx4kScPXsWQUFB2LdvH3777Tds2LCh0nv6qnL79m3xuXIqlQrnz5/HBx98gDp16ojDFX18fNCzZ0+sXbsWarUaDz30EA4fPlxhTwNQ3AsxdOhQDBgwADExMfj8888xZsyYMoFSx44d0bZtW+zduxetWrVCp06dDC57VlaWWPaioiIkJCTgv//9Lzw8PPDqq68auylEnTt3xpEjR7B+/XoEBAQgODgYXbt2NXh5Q/aB8nTo0AETJkzAhx9+KA63O336NHbt2oVhw4bpTbZhCVeuXNF7pqBO/fr10a9fP7Rs2RJNmjTBK6+8gtu3b8PHxwdfffVVufd6bdq0CY8//jg6deqEadOmITg4GNevX8f333+P2NhYi5W5qKhILHNBQQGSkpKwf/9+XLhwAX369MGHH34opu3WrRv8/PwwYcIEvPzyy5DJZPjss88qDBLd3NwwevRobNmyBXK5XG8Sncq88847GDhwIEJDQzF58mRx2vuaNWtixYoVJtUzJCQEcrkca9asQVZWFtzd3fHEE0+gXr16Bq9jwYIF2L9/P4YMGSJOiZ+Xl4eLFy9i3759uH79usnTszdp0gRvvvkmFi9ejOvXr2PYsGGoUaMGEhMT8c0332DatGl45ZVXjGpDxpo/fz7279+PJ598EpmZmWXacsmAesmSJdi7dy/69OmD2bNnIzc3F++88w7atWtXZgKpzz77DElJSeKz8Y4fPy4+i23cuHFir+iAAQPwzz//YOHChfj111/x66+/iuvQ7UNEdsOWUzoSkXl004Pr/hQKheDv7y/069dP2Lhxo9706jqlp70/evSo8NRTTwkBAQGCQqEQAgIChGeffbbMNMDffvut0Lp1a8HV1VVvmvlevXoJbdq0Kbd8FU17/8UXXwiLFy8W6tWrJ3h4eAiDBw8uM/22IAjCu+++Kzz00EOCu7u70L17d+GPP/4os87KylZ62ntBEIScnBxh7ty5QkBAgODm5iY0a9ZMeOedd/Sm+xaE4mnGZ86cWaZMFU3HX1pqaqowadIkoU6dOoJCoRDatWtX7tT85kx77+LiItSrV0949tln9abnFwRBuHXrlvD0008Lvr6+Qs2aNYURI0YIycnJZaaF1rWHuLg44ZlnnhFq1Kgh+Pn5CbNmzRIePHhQbjnWrl0rABBWr15tULkFoey09zKZTKhVq5YwdOhQ4ezZs3ppK5r2vqLt9Ndffwk9e/YUPDw8BADi96OrW+np7Euv39B9oDxqtVqIiIgQgoODBTc3N6FRo0bC4sWLy0zLXVH5y2vP5Sm57Ur/lVw+Li5OCAsLE7y9vYU6deoIU6dOFR/XULr9Xbp0SWwjSqVSaNGihfD666+Lnxu6/SqimxZd9+fp6SkEBQUJw4cPF/bt2ydoNJoyy/z222/CY489Jnh4eAgBAQHCwoULhUOHDlU4pfzp06cFAEL//v2r3IYlHTlyROjevbvg4eEh+Pj4CE8++aQQFxenl8aYae8FQRA++ugj4eGHHxbkcrleeY357nNycoTFixcLTZs2FRQKhVCnTh2hW7duwrp16wSVSmVQORITEwUAwjvvvFPms6+++kp4/PHHBS8vL8HLy0to2bKlMHPmTCEhIUFMY2gbquqxBuXVt7J2XNqlS5eE/v37C56enoKvr68wduxYISUlxaj1lmwzhu5DRPZAJgh2drc6ERHZlY0bN2Lu3Lm4fv16ubPHEdnK+fPnERISgk8//dTg2T6JiOwdAzIiIqqQIAjo0KEDateurffsIiIpzJo1C7t27UJKSopJk3EQEdkj3kNGRERl5OXlYf/+/fjpp59w8eJFfPvtt1IXiaqx7777DnFxcfjwww8xa9YsBmNE5FTYQ0ZERGVcv34dwcHB8PX1xYwZM/gwVZJUUFAQUlNTER4ejs8++8ysiXKIiOwNAzIiIiIiIiKJ8DlkREREREREEmFARkREREREJBFO6mEhWq0WycnJqFGjBmQymdTFISIiIiIiiQiCgJycHAQEBMDFpfI+MAZkFpKcnIxGjRpJXQwiIiIiIrITN2/eRMOGDStNw4DMQnQzPt28eRM+Pj6SlkWtVuPw4cPo378/3NzcJC2LNbGezoX1dC6sp3NhPZ1LdahndagjwHras+zsbDRq1MigWWEZkFmIbpiij4+PXQRknp6e8PHxcZhGawrW07mwns6F9XQurKdzqQ71rA51BFhPR2DIrUyc1IOIiIiIiEgiDMiIiIiIiIgkwoCMiIiIiIhIIgzIiIiIiIiIJMKAjIiIiIiISCIMyIiIiIiIiCTCgIyIiIiIiEgiDMiIiIiIiIgkwoCMiIiIiIhIIgzIiIiIiIiIJMKAjIiIiIiISCIMyIiIiIiIiCTCgIyIiIiIiEgiDMiIiIiIiIgkwoCMiIiIiIhIIgzIiIiIiIiIJMKAjIiIiIiISCIMyIiIiIiIiCTiKnUBiIiIiIjIcaSlpSE7Oxs+Pj6oW7eu1MVxeAzIiIiIiIjIIGlpaXhu0hRk5uSjVg1PfL7jYwZlZuKQRSIiIiIiMkh2djYyc/Lh2aIHMnPykZ2dLXWRHB4DMiIiIiIiMoqHj5/URXAaDMiIiIiIiIgkwoCMiIiIiIhIIgzIiIiIiIiIJMKAjIiIiIiISCIMyIiIiIiIiCTCgIyIiIiIiEgiDMiIiIiIiIgkwoCMiIiIiIhIIgzIiIiIiIiIJMKAjIiIiIiISCIMyIiIiIiIiCTCgIyIiIiIiEgiDMiIiIiIiMjuJSYmIi0tTepiWJykAdnx48fx5JNPIiAgADKZDFFRURWmffHFFyGTybBhwwa99zMzMzF27Fj4+PjA19cXkydPRm5url6aCxcuoEePHlAqlWjUqBHWrl1bZv179+5Fy5YtoVQq0a5dO/zwww+WqCIREREREZkhPT0dADBp5hw8N2mK0wVlkgZkeXl56NChA7Zu3Vppum+++Qa///47AgICynw2duxYXL58GdHR0Thw4ACOHz+OadOmiZ9nZ2ejf//+CAwMxNmzZ/HOO+9gxYoV+PDDD8U0J0+exLPPPovJkyfj3LlzGDZsGIYNG4ZLly5ZrrJERERERGS0nJwcAIBns27IzMlHdna2xCWyLFcpMx84cCAGDhxYaZrbt2/jpZdewqFDhzB48GC9z+Lj43Hw4EGcOXMGXbp0AQBs3rwZgwYNwrp16xAQEIDdu3dDpVJh+/btUCgUaNOmDWJjY7F+/XoxcNu4cSMGDBiABQsWAADeeOMNREdHY8uWLdi2bZsVak5ERERERMZQ1vCVughWIWlAVhWtVotx48ZhwYIFaNOmTZnPY2Ji4OvrKwZjABAWFgYXFxecOnUKTz/9NGJiYtCzZ08oFAoxTXh4ONasWYN79+7Bz88PMTExmDdvnt66w8PDKx1CWVhYiMLCQvG1LlJXq9VQq9WmVtkidPlLXQ5rYz2dC+vpXFhP58J6Vi09PR05OTmoUaMG6tSpY+miWVR1+D6rQx0Baeqp0WigULjBTS6DQuEGjUZj9fw1Gg0A2DRPcxlTPrsOyNasWQNXV1e8/PLL5X6ekpKCevXq6b3n6uqKWrVqISUlRUwTHBysl6Z+/friZ35+fkhJSRHfK5lGt47yvPXWW4iIiCjz/uHDh+Hp6Vl15WwgOjpa6iLYBOvpXFhP58J6OhfW07lUh3pWhzoCtq/nwlkvFP+n2wuIj49HfHy8TfKd0LUh0NW2eZoqPz/f4LR2G5CdPXsWGzduxJ9//gmZTCZ1ccpYvHixXq9adnY2GjVqhP79+8PHx0fCkhVH5NHR0ejXrx/c3NwkLYs1sZ7OhfV0Lqync2E9K5eYmIhJM+fAs1k35F89iR1bN5S5GGxPqsP3WR3qCEhTT117r9VpEDL//MEm7f3atWu4cuUKdp26hdQz39v9PgbAqPvc7DYgO3HiBO7evYvGjRuL72k0GsyfPx8bNmzA9evX4e/vj7t37+otV1RUhMzMTPj7+wMA/P39kZqaqpdG97qqNLrPy+Pu7g53d/cy77u5udnNjm9PZbEm1tO5sJ7OhfV0Lqxn+eRyOVQqNWp41oRKpYZcLneI7VQdvs/qUEfAtvXUtXe1RrBZe5fL5QAAtUZAXm4ebt26BT8/P9StW9eq+ZrDmG1it88hGzduHC5cuIDY2FjxLyAgAAsWLMChQ4cAAKGhobh//z7Onj0rLnfs2DFotVp07dpVTHP8+HG9cZzR0dFo0aIF/Pz8xDRHjx7Vyz86OhqhoaHWriYRERERERlAnZ+L64n/YM6SFU41/b2kPWS5ubm4du2a+DoxMRGxsbGoVasWGjdujNq1a+uld3Nzg7+/P1q0aAEAaNWqFQYMGICpU6di27ZtUKvVmDVrFkaPHi1OkT9mzBhERERg8uTJWLRoES5duoSNGzfivffeE9c7e/Zs9OrVC++++y4GDx6M//u//8Mff/yhNzU+ERERkaHS0tKQnZ0NHx8fu76KT+RIitQF0Mpc4dmyBzITTyM7O9sp9i9JA7I//vgDffr0EV/r7smaMGECdu7cadA6du/ejVmzZqFv375wcXHB8OHDsWnTJvHzmjVr4vDhw5g5cyY6d+6MOnXqYNmyZXrPKuvWrRsiIyOxdOlSLFmyBM2aNUNUVBTatm1rmYoSERGR0Rw1qMnIyMCM2fOQmZOPWjU88fmOjx2q/ET2TlnDF3lSF8KCJA3IevfuDUEQDE5//fr1Mu/VqlULkZGRlS7Xvn17nDhxotI0I0aMwIgRIwwuCxERUVUcNaCwB2lpaXhu0hSHDGpyc3ORmZMPzxY9kJlwwmmu4hORddjtpB5ERESOzJEDCnuQnZ3tkEGNWqVCcnIyitRF8PDxg+ETXxNRdWW3k3oQERE5Mr2AIiffqCmQ6X88fPykLoLBVPk5uJ74D95YtxHXk5KgLiqSukiSSktLw99//+00Ey8QWQt7yIiIiKyIvSSOIS0tDffu3TNrHUWq4gkHPB5+BJrUH6HRVB6QOfOQVvYQExmOPWRERERUremCh0kz5wAA0tPTzVqfu7ePwXmOfv5Fg6fvdqQeJ/YQExmOARkRERFVa2Lw0KwbACAnJ8d2eRoYsJgSwNkDRxpySiQVBmREREREKJ5K29YMDVjY40TkvHgPGRERkR1x5vuKqHKGfPcl70k0JD3bE5H9Y0BGRERkJzgRQvVlzMOk1SoVzp8/j83bPkZuobrC9GxPRI6BQxaJiIjsBIelVV96D5Ou5LvXTa2/eOVbiL38FxRNQitMz/ZE5BgYkBEREdkZToRQfVX13etNra8V4OZVw+x1kv1wpJk0yXI4ZJGIiKiacpT7i9QqFZKSkuy+nKZSq1RITk5GkdrwB0kbMrU+ORYOMa2+2ENGRERUDTnKNOq6IXpzlqzAyDHjcPr0abstqyl09Xtj3UZcT0qCusjwoIycC4eYVl8MyIiIiJxAWlqaUYGKrU/+TB2KpRui5xbUCecuXsaUl1+xSQBpq6FjpYcgajQMyKo7DjGtfjhkkYiIyMHpersAGD3MqeQ06tZiiaFYrgoltDJXeLbsgczE08jOzrbacK7MzEy8NG8BMnPy4a2QY82qlQgODrbq8DF7G4LoKMNZqVh6ejpcXV3t9rtie6ocAzIiIiIHp+vt0v3f3k549HrjEk6YVUZlDV/kWbh8peXl5SEzJx+ujTvhXHQkprz8ChrU8as29/TwXibHM3XGS1Cr1Xb5XbE9VY1DFomIiMgmbDUUy1LDDd3c3f/XK1eN7unhvUyO515uvt1+V2xPVWMPGRERWVx6err4b4MGDSQuDVmSuUOPdDMmqlQqKBQKiw9hssbVeFv0ytkjWwxnpeqjvPbEoYzF2ENGREQWlZaWhqkzXgJQPIzGmWbEq+7S09PNmplRN6PgrAVL0DNsIJ4ZN8XiE3RUx6vxuiDXkO2YlpaGxMREG5SKqHKOMtOrLTAgIyIii8rOzsa93OLroPdyq8cJcXWRk5NjVrCjm1FQEdgJhVoZ3Jt3s1rQVN7wSGd86K7qQa74WICqTmozMjLw3KQpmDRzDoD/9WQT2VpaWhouXryIu5nZ1eriSUU4ZJGIiIiMYu5QNt2MgrYcCuisEwtoVIUGzT6pVqlw5coV3M3MRp2QvgCKA2wOKSZby8jIwIzZ85B8Nx23bt9Bp0drSF0kybGHjIiIqJrTDXmLj493uh4kHWcfyqis4VvhZ6UfPu3q4W27gtk5Y5/fR+bLzc1FZk4+n71XAnvIiIiI7JAuSLL2ze4l7+tKS0lBw8Bg1Kvl4zQ9SKVVx4kq9B4+nfojNBqN1EWyC+Y8v4/Mp7SzZ+9JiT1kRERERtLdi2Ste3B0QZIh9wWZy9T7uqpDr5qzsbeHT0tN12vqjD2m5FjYQ0ZERFSFklMzAxDvRapfqyamThxn8fx0QVJV9wVZkjH3dTlKr1rJXkZj3LlzB0Vq+xlGlZaWhqSkJLsqExFZDnvIiIiIKlF6aubExETxXiTdbJLWUtl9QVKy5WyJ5TFkmvfSvYwZGRlVrzc/FwCwdvN/cT0pCeqiqof2WTtY0rW/2a++bnCZqgNnmzGTQXf1xh4yIiJySLZ6oKjeZBAJJ5CbW3zS7uHjhxyr5eoYLDFborH3ypWc5r1BHb8Ke+VK9jKmJvyKK1euVHmyW6QuAAB4BHWC5sYBaLWVBz+6YEk3W1zL5t2qLL+xdO3P4+FHoLn5bZVlsjRb3Mto7L7sbDNmlm5HtR5lUFbdsIeMiIgcjhQPFC3vuVb2xpgHBNsDY56hpaM3zbsBvXIurq56Mwyqi6o+2VV4GTbEUS9Y0goGBXCm9upIMQGCLe5lNGVfdrYZM0u3I2eedVCtUiE5OZk9gaUwICMiIodj7ydkUgw/UqtUNpsIxFKMDa5KMnQ4py4Pa57sGhIslQ48DBlCKTW9exmttJ+Zsy87wkUSHUOCcWefdbD04xc4/PZ/GJAREZHDsscTsrL3/BSV+dyYXhJDe700mqL/DdHLuI+LFy+aHJTZuqfNFvfKST3DYOnAQzf01REoa/havU3Y475sKVL06NsjvccvGNCjXJ0wICMiomrF2pMBVDb8yNgTM1OG9OmG6JnaU2ZKnoDjDZeUiq0CD0v20praJoxlThuy50k+7L1H39akvjhijxiQERnIng/2RGSY0gGRNZ+hVd7wI2NPzEwZ0mfOMEBTl7fVCTsZxtIzM5rbpgxhzv1qGRkZdt0DlZGRgSJ1kVP3ApJ5GJARGYDDDYhMU6RS21WvScmAKDXjPqbNmi3Jfm3siZkpQ/rMHQZozPK2OGEnwxk72YihqmoT5ly4NOd+tdzcXLN6oKrqmTOnXmlpaZi/aInBE8pQ9cSAjMgAHG5A1Zk5JyNJSdftstfEw8cPhQUPkJmVy/3agso7YefzlaRT1SQRN2/etNh+aalJS8y5kGBKD1RVk+GYe0E2Ozsb9/MeOP3siWQeBmRERuBwA6puzD0Z0crkFplkwhDGBI6q/BzcunkTt5LvwNWzhtXKVFJGRka1C0z4UGP7pCoonlDk1Yi3LHaxRKpJS8ydRr3kZDjlXZhxpAuyvI/TcTEgIyKicqWlpeHixYu4m5lt1smIuZNMGMLYe0iKVAUQZHJotFqbXLVWq1SYv3hphTMvOitrDZ2rCHvjDKNRqQAAHs1DLR5kePj4mR0kqVUqg3rYyk6jbvr3XlXPnL1fkC1SqXkfpwNjQEZE5ORMGXJYumfDnF4kW9xfZO49JIYy9URToylCVl6B3Tz41daBiy2er+RIvXH28nBcpbevxddpbpCkmyBm/uKlBl1YsfYz5izNWr1YVfX0lYeTldkPBmREDiIxMZEHTTKaqUMOK5u63VS2eNaUNa9iW+JqvD08+NWRAhdjmNobZ+vg1N4fjlvV9qiq98rcIEl3AScrr8DgCyu2mkbd3GDKFrORGnqc5WRl9oUBGZGdS09PBwBMmjmHB00ymrn3P9hDAGEvnOVqvK2HEdqaMW1WiuDUnh+OW9X2MKb3ytmeNWXOtPw6tpqN1JDA0ZHujasOGJAR2bmcnBwAgGezbjxoOpH09HSbDhWx9/sfHEnJE80ilRrA/y6c2JOqrsYz2C4vONXaLG97DFiqCtZN6b1yFuZMy1+aNUcLGNsLx98G+8CAjMgGLDFO2xbDvch2ps54yeGGilhzBi/dPmLNBzVbmupBLpKSrgMo/j7trcx8NpjhGJzq4/aomL3/FnO/d0yuUheAHIvuhKNu3boSl0R6aWlpyM7Oho+PT6XbQzcEJDMnH7VqeOLzHR9z+xHu5f47VCThBLKzs+2+TZS86tqgjp9F27FuH0nNuI/bN5LQMDAY9Wr52P2+UnziIwdQ/H1K9T3q7vnRVDDcTlnDF3k2LhORM9NdnKrq998WdL3zpfd/7veOhT1kZDDdSZO1rug70mw/xkyxzXHaVBFHGipS8qprasZ9JCYmWmzdun1EEdgRhVoZ3Jvbfniuoz6/p+Q9P7du34YgCFIXiaiMivavyiYQKVLb5z5Z8uLUyDHjcPr06QrLWNXFEnOlpaVh6oyXAAC379zh/u/AGJCRwXQnTdY4UbL1bD/mBn+mTLHtSCffVXGk4JksS/dMMUNu6jeWbpiUrYcE2WLmM0OYMttfyXt+tFoBAnhCRvalov2rsglEtFoNbt28Kfk+WR7dxSm3oE44d/Eyprz8SrlltMXFkuzsbNzLzQcACGbs/456QcqZMCAju2DLXiRLBn/OFGQZSqqpchkE2oeqbuoXrwirzbsibOiDYSta1piTC3u458Lc2f54zw/Zq4r2r0onENFqoXWx7/ugXBXKSo8bjnKxxBKzR5L5GJCRXbFFgGNu8GcvD/SUijnbz9QHFJ8+fRojx05wuEkwqpuSQUXSzRsmr8eYqbXLLGvGyYWUN+s7+1T0RBXtX5VdTChvGVs/N64qVR037P1iiSVnjyTTcVIPqrY8fPyQb+QyJR/oeTctA7Uetc4PQskJQ+yVsdvPlMlNdMsk303Hrdt30Dr8OWT+HWO1yRMMnaiFyqcXVKQdNHk9pXvhjPku9E4uEk87xIQpJdn7yRuRlEr/JrRs3k3qIjkNYyYBycjIsJuA2Fmwh4wszpmHltniwbClhwRmZmZaPA8pmNKzVrrXwM2rhsH5GdsOzRmK6Sht3lb3CdhDUGHvU1MTkfHYkyy9tLQ0zF+05N+h1QzKLIU9ZNWUtXoCqssU79Z8oKde4JJwAnl5zjVxrSk9k8ae4JvSDktvd0N7Vmzd5k3dd0sO5bP0tPXWoptljT2WRFSSPVz0qa6ys7NxP++B1S5KV1fsIauGrDkpg9RTvNtjT4WpXfvVccIQSzGnHRq73R1lQhpHu0/AnmdZk0p1mwmNw6KIqLqQNCA7fvw4nnzySQQEBEAmkyEqKkr8TK1WY9GiRWjXrh28vLwQEBCA8ePHIzk5WW8dmZmZGDt2LHx8fODr64vJkycjNzdXL82FCxfQo0cPKJVKNGrUCGvXri1Tlr1796Jly5ZQKpVo164dfvjhB6vUWWppaWm4ePEi7mZmW/UEUopgQqrZ/6oqky279tPS0uyi3vbClu3Q1LyMOcm2RPDnMEP57GSWNXuZQMBepua3Ff1jJ4elUfUjxQWY6nbRx55IGpDl5eWhQ4cO2Lp1a5nP8vPz8eeff+L111/Hn3/+ia+//hoJCQkYOnSoXrqxY8fi8uXLiI6OxoEDB3D8+HFMmzZN/Dw7Oxv9+/dHYGAgzp49i3feeQcrVqzAhx9+KKY5efIknn32WUyePBnnzp3DsGHDMGzYMFy6dMl6lZdA6WmVXT0Nvx/HEUjdO1dRmUp27VvzYGftB3eXx5EO3vbYe2rqjIDmBpqO9L1JGUCaOxW9JdnD1PxA8UVQWwSnJY+dvE+IqhspLsBUt4s+9kbSe8gGDhyIgQMHlvtZzZo1ER0drffeli1b8Oijj+LGjRto3Lgx4uPjcfDgQZw5cwZdunQBAGzevBmDBg3CunXrEBAQgN27d0OlUmH79u1QKBRo06YNYmNjsX79ejFw27hxIwYMGIAFCxYAAN544w1ER0djy5Yt2LZtmxW3gG3p3Qx781unHftryj1KtlDyYGeNe3h036/u/9a+58ace5J0AYGt7g3KyMjAjNnz7O7eRilmBLR2OzSWLXugjM2r9DHTHgIDY2ZCs4bXlkfgelISZ7cjh2WLWYzNPa7pXYCx0W+DFHnS/zjUpB5ZWVmQyWTw9fUFAMTExMDX11cMxgAgLCwMLi4uOHXqFJ5++mnExMSgZ8+eUCgUYprw8HCsWbMG9+7dg5+fH2JiYjBv3jy9vMLDw/WGUJZWWFiIwsJC8bXuaqVarYZarbZAbU2ny790OTQaDRQKN3j4+kKpdIdC7gK1wg0ajcagMuuW1/2/vGV0adzkMrgAuH79Oh48eACFQoEaNWqgTp06la7bTS6D4t8y3blzBwAqXKZ0PctbR1VlLJkuPT0dOTk55ZZTt4zC1aV427nKxW344N96enp6lrucu0IBpdIdcm0RFB5e8G3bC7lJZ3Hv3j2xLVdWPkEofpikofXS/f/OnTsV1sccunxctCqD6lOmfIV5SLmTjEUrVqN+bV989P5m1KlTp9x2W2a7V7G9Sy+n22Y5OTnILVTDt00v5F49WW5ZDW0/VeVV1XK6zxRubpD/Wy8f31rIM2BZU8pYehsa2w7LtPl//3VXKMrkr7eMuzsAQOmuv7+oS+1zU2e8hJS0DKSkpsCntSDm4aFUAnJ5hcep0sea5ORkyGUuem2lqrzEPCooX5ljZqltoHCVi/VUuJVdrmRZ3BUKyFzkFZavqu1dVRkVri5l62PAMsbkBQAP1Fq4KRRwdYHR5TO2XrpjpynbwtDlAJRapnjgUHnH+sraYYV5VpqXLetVepniepY+lhiaV5X7v5n1qmj/NyQP3W+E+7/7Zsky6o4D93Lz4eftiaWLXvlfO7PAd2zusaZ0HlX9Nmg0Gijcin/3lUr3SvMw9BhvSJ5VbbOS0tPTcf36df3jswHHmvLyBQC3Co6h9siYcskE3dmexGQyGb755hsMGzas3M8LCgrQvXt3tGzZErt37wYArF69Grt27UJCQoJe2nr16iEiIgLTp09H//79ERwcjA8++ED8PC4uDm3atEFcXBxatWoFhUKBXbt24dlnnxXTvP/++4iIiEBqamq55VmxYgUiIiLKvB8ZGQlPT09jq09ERERERE4iPz8fY8aMQVZWVtU9soKdACB888035X6mUqmEJ598UujYsaOQlZUlvr9q1SqhefPmZdLXrVtXeP/99wVBEIR+/foJ06ZN0/v88uXLAgAhLi5OEARBcHNzEyIjI/XSbN26VahXr16F5S0oKBCysrLEv5s3bwoAhPT0dEGlUkn6l5eXJ0RFRQl5eXl67yckJAjdwgYKfV9YLtQNaiH0m71OeLRnmHDkyBEhOTm53HUlJycLCQkJ4r/dwgYK3cIGCgkJCeWmL53HoyNnCXWDWgg9Ji+tNC/dckMWbha6hQ0Ujhw5UmVeunrGxcUJFy9eFI4cOSJ07dVfXEdVZQyf9ZZQP7Cp8MSAQUJMTIzQLWygEDb9jXKXLV2vxyct0fu3x+SlFS7XuXtvvbT9Zq8zqHy6ekRHRwtRUVHC04u3VLncoz3DhPqBTYV2j3YT/B9uKfSeurzSZUz5M6UdVbRcybKV124r2u4Vbe+q2lNlbaP0MoZuM2OX09Wz98ChFW4LS+VV2TasLM/k5GRxf6qozXfp0bfS/aRRi/ZCVFSU0KhF+wrzrGy/qtOwiVAnsHmF5azoWGNMXro8TCmf7l9dPXsPHFrhcv1mrxM6d+8tdOnRt8Lv3JC8qlqudH3MqVfp5XTtNrRPf5PLZ+xypY+d1sir9DJPTF0qREVFCU9MXWrQ/lJVnpXlZct6lU6rq+egee+alFdV+7+59apo/ze0fD0mLxV6Dxwq/qYkJycLg4cNFzp37y34P9xSGDDvPfG3QdfOLPEdW/pYY8j5gq6eDZu2rjQPS/w2lN43Dc2j+9h5RrX58v7i4uKEqKgoYcDMCKN+N6X8S09PFwDoxS4Vsfshi2q1GiNHjkRSUhKOHTumF2H6+/vj7t27eumLioqQmZkJf39/MU3pXi7d66rS6D4vj7u7u9gdXpKbmxvc/u0+llrpssjlcqhUasiLtCgoKERubjYSEv7C3Nciyr2XJC0tDROnvijed/PGstegUqnFdZVXz9J5wN0LBQWFKIJLpXnpllNrBKhUashksirzSk9PBwBMfPFl/HPtKurW98ed1LvwClEXl6GKMuY/yEd+YRHS7uUgPz8fKpUaNTxrlrts6XqpijR6/7p4+OBBBcsVqlT6y2i0BpWv5LYAIL6ubDldnVwe6oC8Gz9CcPeqdBlTGNuOKtyGFWyHku22ou1e0faubBuWfF3ecqWXMXSbmbqcSl31trBEXhW23Qry1O33yXfTcev2HbQM6lJumy9UqSrfT/4d0l1QWHGele1XDwoKALm8wnJWdKwxJi8xDxPKJ/77bz1V6kqW02hRqFJB5iKHqoLv3KC8qliuTH3MqVcFbURV+nhmpbzKPXZaIa/iOpVcRlv8noH7S5V5VpqXLetVepniepY+lhiaV5X7v5n1qmj/N7R8Lh4+UP07XMzNzQ35+flIzcyCS8MOyPv7Oh6o1OJvg9jOyvmO09LScOvWLeTnPTCrXiYfaww5X/i3ngUFhXigVht9rmFKniW3WV5uHm7dugU/P78yv/26PDyUXpV+X4b8BuratdrI300pGVMuu34OmS4Yu3r1Ko4cOYLatWvrfR4aGor79+/j7Nmz4nvHjh2DVqtF165dxTTHjx/XG8cZHR2NFi1awM/PT0xz9OhRvXVHR0cjNDTUWlWzC1XN2lVy1sLUjPu4cuWKZW5QtdAMYTk5OQAAt0btUaiVQRHUyaQHFRapVUhOTpZ8WmtLsuaDq0sz57u119n+zC2XPc7oaCi9iSw4wx0RORFjHihtT7Os2quSk0SNHDMOp0+fdsjfPXsgaUCWm5uL2NhYxMbGAgASExMRGxuLGzduQK1W45lnnsEff/yB3bt3Q6PRICUlBSkpKVCpVACAVq1aYcCAAZg6dSpOnz6N3377DbNmzcLo0aMREBAAABgzZgwUCgUmT56My5cvY8+ePdi4caPeJB6zZ8/GwYMH8e677+Kvv/7CihUr8Mcff2DWrFk23yZSqGpaabmrK64n/oM31m3EdTNnQ7PGFNZK7+Lp+0sGIYaeUOsePqurmy2eFWZrtgp6lDV8jcqr9IG85IUVKZk6Fb1ORkaGTZ+HZ63gz5gTFyIiZ+PMF6csNbut7oKsW1AnnLt4GVNefoVT5ptI0oDsjz/+QMeOHdGxY0cAwLx589CxY0csW7YMt2/fxv79+3Hr1i2EhISgQYMG4t/JkyfFdezevRstW7ZE3759MWjQIDz++ON6zxirWbMmDh8+jMTERHTu3Bnz58/HsmXL9J5V1q1bN0RGRuLDDz9Ehw4dsG/fPkRFRaFt27a22xh2TDc1t+6gpLHzg5JRz9L49+GzYt1s9CgAU4MkY5czZFvoTujj4+P1/jW2bMY+w6T0gfylhUsB/G8oqlT0pqI3oTc3NzfXpOfhmdImbB38ERFVN852ccoaPX+uCqVdPCfRkUl6D1nv3r3FKb3LU9lnOrVq1UJkZGSladq3b48TJ05UmmbEiBEYMWJElflVZ7YcBmcOU56lYcu6mfocKHW+8ctVtS10B+bUjPu4fSMJ/gEPISX5NhoGBqNeLR+jnlFl6jNMdAdyj+bFQ4RzcnLQoEEDg/K0JlOe96RW/W/4qzHPwzOlTahVKly5cgV3M7Ph07YPMhNOlPv9VnYV1NbPgyMiImlZ8/mKUj8n0ZHZ9T1kROawxvBISzD1nqsitek9NxVtC92BWRHYEYVaGeSNOqBQK4N7824mX+UydbsrvU1bzl7ohjqaMvzV2DZROi9Xzxpl0lR1FdTYHk0ioorY8gHvZLjKRl5U1vNnr/d3OzMGZGR3SvYyODOTAxer3IdXfGDW9RTaazBrz8oM7TVh+Kuh2728vNQqFTIyMsQ0Vd3/YI2JdmyFJ39E9oOTX9gnUy+68WKdNBiQkV0pfeW/ID+fV2mqKUc96bbl8FddXrof0PmLl5bZV6q6/8HRgm+e/BHZF2ee/MKRmXrRzZEv1jkyBmRkV0pe+VcXFSEp6Tqv0khEyiELljzptkSPq71PY6/7Ac3KK3D6H0+e/BHZJ2eb/MJZ2NNoHKoYAzKyS+7ePuIMiLxKY3uVDVnIyMiweq+VpU66zbmvCygO5s6fP4+RYydwJkM7w5M/IiJyFgzIyO7xKo11VDYksKIhC2lpaZi/aInNhoqZe9Jtzn1duqB08cq3EHv5LyiahPLCABEREVmcpNPeE5E0dEMCk++m49btO2jZvFu56UpPYZudnY37eQ8cbqhYVfd1lRec6oJSj4cfgSb1R7h51YDK2gUlIiKyU7rfSg3v3bU4BmREdsRWE1lY8zkkjqaq4NTWz9/js8GIiMje6P9W3oYgk0tdJKfCgIwk56iz6Vla6cCg1qPW3x62ug/Hnr9jewpOTX1oOBERkTWV/K3UJiYBckHqIjkVBmQkKUOHzlUHpQMDU55jZY8c5Tu2h0ki9O7dSzyN7OxsMSCz56CWiIiqB3v4rXRGnNSDjFakttx06JzCuixTDnb2PK6b37G+9PR0AIBGXfF2KD2RDZ+9RURE5LwYkJFRtFoNbt28afFng/GKi+lKnqzfun0bgmCfwwj4HRd/V1NnvAQASLp5w+DAikEtERFVV2lpabh586bUxbAqBmTVhMWGO/HZYHZHb1y3VoAA+wzIqPi7upebDwAmBVYMaomIqDrRXXRetPxNAHDaESK8h6wasMY9PKWnQyfp8WTd9nhfFxERkfXoLjorgzoBALRarcQlsg4GZNWAKbPI2fuJZnXovib75iiTlRARETk6pXcNqYtgVRyyWI0Y2oNi7xMImNN9be+BJplPkme5VTD8UPdMMUvda0lERETOhz1kVIY9PZepPKZ2X7NHw/lJ8R1XdKGjvGeKEREREZXGHjKqkL3fk2Rs9zVnqnN+9vQd6z1TjBPgEBERUQUYkFG1Y++BJpnPnr7j0s8UIyIiIiqJARkREREREZFEGJAR2TG1SoU7d+5IXQwiIiIishIGZERVkGpmRt2kEGs3/xeA8z4MkYiIyNbUKhWSk5Oh4W8r2QHOskhUCSlnZtRNCuHh5A9DJCIisiXdBc831m3EnTspEGRyqYtE1Rx7yIgqYQ+z9im87GeCCnvCZ3wREZEpxAueDz8CrVaAAEHqIlE1x4CMyAD2NGsf6T/j67lJU4wKyhjIERERALjzt53sBAMyInI4pj7jy5xAjoiIiMgaGJARkcMy9hlffFgzERER2RsGZERWopudkTM42R8+rJmIiIjsBWdZJLIC/dkZb3MGJyIiIiIqF3vIiKyg5OyMnMGJiIiIiCrCgIzIijg7IxERERFVhgEZWYzunqkidZHURSEiIiIicgi8h4wsQv+eqTto2byb1EUiIiIiIrJ77CEjiyh5z5RGK0Cr5cyCRERERGQbaWlp+Pvvvx3yGaPsISOL4j1TRERERGRLupFamTn5qFXDE5/v+Bh169aVulgGYw8ZERERERE5LN1ILc8WPZCZk4/s7Gypi2QUBmREREREROTwPHz8pC6CSRiQERERERERSYQBGRERERERkUQYkBEREREREUmEARkREREREZFEGJARERERERFJhAEZERERERGRRBiQERERERERSYQBGRERERERkUQYkBEREREREUmEARkREREREZFEGJARERERERFJhAEZERERERGRRCQNyI4fP44nn3wSAQEBkMlkiIqK0vtcEAQsW7YMDRo0gIeHB8LCwnD16lW9NJmZmRg7dix8fHzg6+uLyZMnIzc3Vy/NhQsX0KNHDyiVSjRq1Ahr164tU5a9e/eiZcuWUCqVaNeuHX744QeL15eIiIiIiKgkSQOyvLw8dOjQAVu3bi3387Vr12LTpk3Ytm0bTp06BS8vL4SHh6OgoEBMM3bsWFy+fBnR0dE4cOAAjh8/jmnTpomfZ2dno3///ggMDMTZs2fxzjvvYMWKFfjwww/FNCdPnsSzzz6LyZMn49y5cxg2bBiGDRuGS5cuWa/yRERERERU7blKmfnAgQMxcODAcj8TBAEbNmzA0qVL8dRTTwEAPv30U9SvXx9RUVEYPXo04uPjcfDgQZw5cwZdunQBAGzevBmDBg3CunXrEBAQgN27d0OlUmH79u1QKBRo06YNYmNjsX79ejFw27hxIwYMGIAFCxYAAN544w1ER0djy5Yt2LZtmw22BBERERERVUeSBmSVSUxMREpKCsLCwsT3atasia5duyImJgajR49GTEwMfH19xWAMAMLCwuDi4oJTp07h6aefRkxMDHr27AmFQiGmCQ8Px5o1a3Dv3j34+fkhJiYG8+bN08s/PDy8zBDKkgoLC1FYWCi+zs7OBgCo1Wqo1Wpzq28WXf66fzUaDRQKNyhcXaBUukPhKtf/V+4CtcINGo0GarW60vQeSiUglxu1jLXycnMt7uA1p15iHiaUz9C8yuRhdF6l6mnVvKpezl2hsNh3XPJfN7lMbK8ALN6eKlrO5nm5uQEAlO6Wz8tdobDqPllRXjp6y7q7l62nnR1rLLL//1tPhVsly8ld4K5QQOYiN2g/lu5YU/lyxfuKdfZ/Wx5rKt//K/hdKWdbGPv7al/HteJ6usllUNjhscYS+7/s32OtQx9rKmh3eu1P95uidLf6778tjzWl97Ey53wVnRuWatNSMiZ/mSAIghXLYjCZTIZvvvkGw4YNA1A8jLB79+5ITk5GgwYNxHQjR46ETCbDnj17sHr1auzatQsJCQl666pXrx4iIiIwffp09O/fH8HBwfjggw/Ez+Pi4tCmTRvExcWhVatWUCgU2LVrF5599lkxzfvvv4+IiAikpqaWW94VK1YgIiKizPuRkZHw9PQ0Z1MQEREREZEDy8/Px5gxY5CVlQUfH5/KEwt2AoDwzTffiK9/++03AYCQnJysl27EiBHCyJEjBUEQhFWrVgnNmzcvs666desK77//viAIgtCvXz9h2rRpep9fvnxZACDExcUJgiAIbm5uQmRkpF6arVu3CvXq1auwvAUFBUJWVpb4d/PmTQGAkJ6eLqhUKkn/8vLyhKioKCEvL09QqVRCQkKC0C1soND3heVC3aAWwuOTluj922/2OqFb2EAhISGhyvR1GjYR6gQ2N2oZa+U1YGaEEBUVJTwxdanJeenyMKV8huZVOg9j83pi6lK9elozL0OW69y9t8W+45L/Dpr3rhAVFSXExcVZpT1VtJyt8+o9cKgQFRUlNGrR3uJ5denR16r7ZEV56f5KLtuoRfsy9bS3Y40l9n9dPXsPHFrhcv1mrxM6d+8tdOnRV+89ezvWVLac7ncltE9/q+8n1j7WVLb/lz7eVpRXeW3e3o41lS2jq+egee/a5bHGEvu/7libl5fnsMeaitpdyfanq2fDpq2t/vtvq3ON8vax0ud8FeU1ZOHmSreZLf/S09MFAEJWVlaVcZDdDln09/cHAKSmpur1kKWmpiIkJERMc/fuXb3lioqKkJmZKS7v7+9fppdL97qqNLrPy+Pu7g73f4eqlOTm5ga3f7uPpaYri1wuh0qlhrxIi4KCQqiKNPr/arTFn8vlVaZ/UFAAyOVGLWOtvNRFWgCAyox6iXmYUD5D8yqTh9F5laqnVfOqerlClcpi33HJf9Wa4s56uVxulfZU0XIAbJvXv0MYCgotn1ehSmXVfbKivHT0lv13SLdePe3sWGOR/f/feqrUlSyn0aJQpYLMRW7Qfizdsaby5Yr3Fevs/7Y81lS+/1fwu1LOtijT5u3tWFPpMsX1VGsEuzzWWGL/1w0Xc+hjTQXtTq/96X5TCgrxQK226j5py2NN6X2szDlfReeGpdq0lIzJ326fQxYcHAx/f38cPXpUfC87OxunTp1CaGgoACA0NBT379/H2bNnxTTHjh2DVqtF165dxTTHjx/XG8cZHR2NFi1awM/PT0xTMh9dGl0+RERERERE1iBpQJabm4vY2FjExsYCKJ7IIzY2Fjdu3IBMJsOcOXPw5ptvYv/+/bh48SLGjx+PgIAA8T6zVq1aYcCAAZg6dSpOnz6N3377DbNmzcLo0aMREBAAABgzZgwUCgUmT56My5cvY8+ePdi4caPeJB6zZ8/GwYMH8e677+Kvv/7CihUr8Mcff2DWrFm23iRERERERFSNSDpk8Y8//kCfPn3E17ogacKECdi5cycWLlyIvLw8TJs2Dffv38fjjz+OgwcPQqlUisvs3r0bs2bNQt++feHi4oLhw4dj06ZN4uc1a9bE4cOHMXPmTHTu3Bl16tTBsmXL9J5V1q1bN0RGRmLp0qVYsmQJmjVrhqioKLRt29YGW4GIiIiIiKorSQOy3r17Q6hkkkeZTIaVK1di5cqVFaapVasWIiMjK82nffv2OHHiRKVpRowYgREjRlReYCIiIiIiIguy23vIiIiIiIiInB0DMiIiIiIiIokwICMiIiIiIpIIAzIiIiIiIiKJMCAjIiIiIiKSiNEB2a5du/D999+LrxcuXAhfX19069YNSUlJFi0cERERERGRMzM6IFu9ejU8PDwAADExMdi6dSvWrl2LOnXqYO7cuRYvIBERERERkbMy+jlkN2/eRNOmTQEAUVFRGD58OKZNm4bu3bujd+/eli4fERERERGR0zK6h8zb2xsZGRkAgMOHD6Nfv34AAKVSiQcPHli2dERERERERE7M6B6yfv36YcqUKejYsSOuXLmCQYMGAQAuX76MoKAgS5ePiIiIiIjIaRndQ7Z161aEhoYiLS0NX331FWrXrg0AOHv2LJ599lmLF5CIiIiIiMhZGd1D5uvriy1btpR5PyIiwiIFIiIiIiIiqi6MDsgA4P79+zh9+jTu3r0LrVYrvi+TyTBu3DiLFY6IiIiIiMiZGR2Qfffddxg7dixyc3Ph4+MDmUwmfsaAjIiIqKwitRouckHqYhARkR0y+h6y+fPn4/nnn0dubi7u37+Pe/fuiX+ZmZnWKCMREZHDUj3Ixa2bN3Er+Q7URRqpi0NERHbG6IDs9u3bePnll+Hp6WmN8hARETkVjaoQgkwOjVYLrZYBGRER6TM6IAsPD8cff/xhjbIQERERERFVKwbdQ7Z//37x/4MHD8aCBQsQFxeHdu3awc3NTS/t0KFDLVtCIiIiIqJqLC0tDdnZ2fDx8UHdunWlLg5ZmEEB2bBhw8q8t3LlyjLvyWQyaDQcjkFEREREZAkZGRmYMXseMnPyUauGJz7f8TGDMidj0JBFrVZr0B+DMSIiIiLzqFUqJCUlIS0tTeqikB3Izc1FZk4+PFv0QGZOPrKzs6UuElmY0feQffrppygsLCzzvkqlwqeffmqRQhERERFVR6oHubie+A/mLFmB5yZNQUZGhtRFIjvh4eMndRHISowOyCZNmoSsrKwy7+fk5GDSpEkWKRQRERFRdaRRFUIrc4Vny+LekNzcXKmLRGSXnKkn2eiATBAEvYdB69y6dQs1a9a0SKGIiIiInIFapTKpl0tZw9fyhSFyEs7Wk2zQpB4A0LFjR8hkMshkMvTt2xeurv9bVKPRIDExEQMGDLBKIYmIiJyN7uquj4+P1EUhA5T8vgydUEF30jh/8VK8+9abVi4hUfWh15OceNrhe5INDsh0My3GxsYiPDwc3t7e4mcKhQJBQUEYPny4xQtIRETkbEpe3W1Qxw9vLHtN6iJRJUp/X4bOcqc7aczKK3D4E0Yie6Ss4Ys8qQthAQYHZMuXL4dGo0FQUBD69++PBg0aWLNcRERETsvZru46u9LfV3Z2tl1OO64bHlm7dm2pi0JERjDqHjK5XI4XXngBBQUF1ioPERFRtcH7hByLPX9fJYdHOvr9NETVjdGTerRt2xb//POPNcpCRERERCbg8Egix2V0QPbmm2/ilVdewYEDB3Dnzh1kZ2fr/REREVH15UxTURMR2YLB95DpDBo0CAAwdOhQvenvddPhazQay5WOiIiIHAYnKyEiMp7RAdlPP/1kjXIQERGRg+NkJURExjM6IOvVq5c1ykFEREROwlZTUfNZbubjNiSSnkEB2YULF9C2bVu4uLjgwoULlaZt3769RQpGREREZfEEupg5wyN127DkM1WrI1UBh5gS2QODArKQkBCkpKSgXr16CAkJgUwmgyAIZdLxHjIiIiLrMTUIccYgztThkSW3YU0PBYrU1fe8RaNScYgpkR0wKCBLTEwUH4CYmJho1QIRERFR+UwJQhxlog1Tg0Zjh0eW3Ib3436GzEVuXEGdkK2GmBJR+QwKyAIDA8v9PxEREdmeMSfQjjDRhhRBI4MQIrIXRk/qkZGRgdq1awMAbt68iY8++ggPHjzA0KFD0aNHD4sXkIiIiMxnzwGIIwSNRETWYvCDoS9evIigoCDUq1cPLVu2RGxsLB555BG89957+PDDD9GnTx9ERUVZsahERERkS7phhOnp6TbJT1nD1yb5EEmND1CnkgwOyBYuXIh27drh+PHj6N27N4YMGYLBgwcjKysL9+7dwwsvvIC3337bmmUlIiIiGyk5jHDqjJekLg6R0yi5bz03aQoyMjKkLhJJzOAhi2fOnMGxY8fQvn17dOjQAR9++CFmzJgBF5fimO6ll17CY489ZrWCEhERke2UHEZ47/Y5qYtD5DQ4RJdKM7iHLDMzE/7+/gAAb29veHl5wc/PT/zcz88POTk5li8hERERSYbDCImsg/vW/1T3IZwGB2RA8XPGKntNRERERGQp1f1EvTooPYSzOn7XRs2yOHHiRLi7uwMACgoK8OKLL8LLywsAUFhYaPnSEREROYAildrpHrxMVJEitW0eNO4oz9Aj85QewpmdnS0+/7i6MDggmzBhgt7r5557rkya8ePHm18iIiKiEkx9YLAtJSVd50kjVQtarQa3bt60SXvnvVbViz0/msPaDA7IduzYYc1yEBERleEoV8i1MjlPGql60Gqhlds2SKrOJ+qW4AgXtao7o+4hIyIisiW9K+Q5+Uad/Nn63hPeoE/ViTO2d2e8X41T7DsGBmRERGT3jD3540kIERnDWY8Z5lzUItthQEZERE7H1JMQZ7xCTmQv7Hn/cqTeeFM4Y4+mM2FARkRETsuYkxBnvUJOZA9svX8VqdQAgPT0dKOWY288ScGggKxTp064d+8eAGDlypXIz8+3aqF0NBoNXn/9dQQHB8PDwwNNmjTBG2+8AUEQxDSCIGDZsmVo0KABPDw8EBYWhqtXr+qtJzMzE2PHjoWPjw98fX0xefLkMlc+Lly4gB49ekCpVKJRo0ZYu3atTepIRET2gUN7iKzHlvuX6kEukpKuAwCmznjJqkESjxtkCQYFZPHx8cjLK57fJiIiwmaNbc2aNfjvf/+LLVu2ID4+HmvWrMHatWuxefNmMc3atWuxadMmbNu2DadOnYKXlxfCw8NRUFAgphk7diwuX76M6OhoHDhwAMePH8e0adPEz7Ozs9G/f38EBgbi7NmzeOedd7BixQp8+OGHNqknkT1zhKEYRJbEoT1E1mOL/as4SJIDAO7l2iZI4nGDzGHQtPchISGYNGkSHn/8cQiCgHXr1sHb27vctMuWLbNY4U6ePImnnnoKgwcPBgAEBQXhiy++wOnTpwEU945t2LABS5cuxVNPPQUA+PTTT1G/fn1ERUVh9OjRiI+Px8GDB3HmzBl06dIFALB582YMGjQI69atQ0BAAHbv3g2VSoXt27dDoVCgTZs2iI2Nxfr16/UCNyJ7YaspbB1lynFyHJx+mZxFWloakpKSUKQukrooROTgDArIdu7cieXLl+PAgQOQyWT48ccf4epadlGZTGbRgKxbt2748MMPceXKFTRv3hznz5/Hr7/+ivXr1wMAEhMTkZKSgrCwMHGZmjVromvXroiJicHo0aMRExMDX19fMRgDgLCwMLi4uODUqVN4+umnERMTg549e0KhUIhpwsPDsWbNGty7dw9+fn5lylZYWIjCwkLxdXZ2NgBArVZDrVZbbBuYQpe/7l+NRgOFwg0KVxcole5QuMr1/5W7QK1wg0ajgVqtrjS9h1IJyOVGLWOtvNxcizt4zamXmIcJ5TM0rzJ5GJ2Xfj2hzkfKnWQsWrEa9Wv7YumiVyyYl/6/cm0RFB5e8G3bC7lJZ5GTkwN3hcJi33HJf93kMrG9ArB4e6poOZvn5eYGAFC6Wz4vd4XCqvtkRXnp6C3r7l6mnpW13Qr3/1LlFATBsHoZsFxV+4tBeZWsp7XzqmK5CvOwQF6yf9utoqr934L1qvJYY4G83BUKyFzkJZYx7HclLS0Ns19ZhJS0DKSkpsCntVDl/mLJtlvpcVsGJCcnQy5zqWSZUvU0Iq/Sv83WqJdF9v9/902Fmw3ystaxptTnbnIZFKWP17rfFKW7Zfd/uQseALh+/To8PT0tfF5j2O9Ryd+VCs/5qthGUjImf5lQ8oYsA7i4uCAlJQX16tUzumDG0mq1WLJkCdauXQu5XA6NRoNVq1Zh8eLFAIp70Lp3747k5GQ0aNBAXG7kyJGQyWTYs2cPVq9ejV27diEhIUFv3fXq1UNERASmT5+O/v37Izg4GB988IH4eVxcHNq0aYO4uDi0atWqTNlWrFiBiIiIMu9HRkbC09PTUpuAiIiIiIgcTH5+PsaMGYOsrKyqR4UIduyLL74QGjZsKHzxxRfChQsXhE8//VSoVauWsHPnTkEQBOG3334TAAjJycl6y40YMUIYOXKkIAiCsGrVKqF58+Zl1l23bl3h/fffFwRBEPr16ydMmzZN7/PLly8LAIS4uLhyy1ZQUCBkZWWJfzdv3hQACOnp6YJKpZL0Ly8vT4iKihLy8vIElUolJCQkCN3CBgp9X1gu1A1qITw+aYnev/1mrxO6hQ0UEhISqkxfp2EToU5gc6OWKflvrxdWCPUDmwpdevQVBg8bLsTExJic14CZEUJUVJTwxNSlJtdLl4cp28LQvErnYWxeT0xdWm49dcsfOXLEYnlVVb8jR44Inbv3NnlbVLbcoHnvClFRUUJcXJxFtruhy9k6r94DhwpRUVFCoxbtLZ5Xlx59TSrfoz3DhCNHjgjJyckGLxfyWA9xGd2xp+SyjVq0r7Ce5bXdivZ/Y5apqu1Wtf+bklfJelo7L1P3f0vkpWu3oX36m73dLXWssURenbv3Frr06CsuU9Hx1ty8Qh7rIXz22WdC1179LdJ2K/pX1wYeHTmr0rSl62lMXqV/my25T1py/9ftm70HDnXYY03pz4cs3Fzmt0G3bzZs2toq+3+PyUuNOtcw5fekot8+Q875qtpGUv6lp6cLAISsrKwqYx6DhiyW9vfff2PDhg2Ij48HALRu3RqzZ89GkyZNTFldhRYsWIBXX30Vo0ePBgC0a9cOSUlJeOuttzBhwgT4+/sDAFJTU/V6yFJTUxESEgIA8Pf3x927d/XWW1RUhMzMTHF5f39/pKam6qXRvdalKc3d3R3u/3aHl+Tm5ga3f7uPpaYri1wuh0qlhrxIi4KCQqiKNPr/arTFn8vlVaZ/UFAAyOVQabTIy83DrVu34OfnV3Ue//77IP8B8guLIH+4K1ITTyM/P9+gvMorn7pICwBQmVEvMY8Sy5hSr8ryKpOH0du9gnr+u7xMJrNgXpXXTyaToVClqjKtKdtQrSnurJfL5RbZ7oYuB8C2ef07hKGg0PJ5FapURi+Tm5uNhIS/MPe1CPE+waqWy8/Px99//y0u8/mOj1G3bl39PP8d0l1uPctpuxXu/0YsU1XbrXL/NyWvkvW0dl6m7v8WyEs39EZV1f5vwXpVeayxQF6FKhVkLvISx1fDfleMyUu3v7yxbiPupmWgZVAXq9VL1wbg7lVF2lL1NCKv0r/NltwnLbr//7tvqtQOfKwp9blaI5T9bdD9phQU4oFabfH9xMXDBw8MPNaY8ntSXhl19dOdE1R6zlfFNpKSMfkb/RyyQ4cOoXXr1jh9+jTat2+P9u3b49SpU2jTpg2io6ONXV2l8vPz4eKiX0S5XA6ttvhLCQ4Ohr+/P44ePSp+np2djVOnTiE0NBQAEBoaivv37+Ps2bNimmPHjkGr1aJr165imuPHj+uN9YyOjkaLFi3KvX+MzH/uhr3ORmTr54k44wyG5m7Dmzdv8jkuNmTSlM1aLbQu/1tGdw8tEZXj3/3F4+FHoNEK0Go1Bi+qVqmQnJzMiUPIIfARAKYzuofs1Vdfxdy5c/H222+XeX/RokXo16+fxQr35JNPYtWqVWjcuDHatGmDc+fOYf369Xj++ecBFE8iMmfOHLz55pto1qwZgoOD8frrryMgIADDhg0DALRq1QoDBgzA1KlTsW3bNqjVasyaNQujR49GQEAAAGDMmDGIiIjA5MmTsWjRIly6dAkbN27Ee++9Z7G6SMVas0Dp7XSJp62+05k6M5uxy5lTL2PzctYZDE3dhqqC4nSvRrwFpRwoUht+0kLmU9bwRZ4NliFydKYGSe7exv1+6X4jxJ615t2MWp5IKvxtMJ7RPWTx8fGYPHlymfeff/55xMXFWaRQOps3b8YzzzyDGTNmoFWrVnjllVfwwgsv4I033hDTLFy4EC+99BKmTZuGRx55BLm5uTh48CCUSqWYZvfu3WjZsiX69u2LQYMG4fHHH9d7xljNmjVx+PBhJCYmonPnzpg/fz6WLVvm8FPep6en47lJUzD71ddxPSkJ6qKKT3BN7amxRU+XqT0u5vTUGFsvU/Jy9itJxm5DjUoFAPBoHor7eQ+gMeIqMhGRLZQMkqr6XTWX7jfClJ41InIsRveQ1a1bF7GxsWjWrJne+7GxsRafebFGjRrYsGEDNmzYUGEamUyGlStXYuXKlRWmqVWrFiIjIyvNq3379jhx4oSpRbVLOTk5yMzJLz6Y3/y2woO5vffUmNrjYstePHPy4pUkfUpvX6mLUCF7f4ZWkdq+y0fk6PSCpNQfbRIkGduzRkSOx+iAbOrUqZg2bRr++ecfdOtW3H3+22+/Yc2aNZg3b57FC0jmU1ZxMLf18ENTmRq42DLgYXDlvOz9woVWq8GtmzfttnxEzoRBEhFZktEB2euvv44aNWrg3XffFZ8HFhAQgBUrVuDll1+2eAHJdhhMODd7792xNd328Pb2Nii93V+40Gqhldtx+ajaseWEFJz8gogcmdEBmUwmw9y5czF37lzk5OQAKB5aSET2y957d2yt5Pao6aEwagIRe79wYe/lo+rBlhNScPILqk54cdU5GT2pR0k1atRgMEbkAJx9AhFjldwe9jqBiDM+EoGqD3MmpND1dmkMnDDDnLyK1GpoitirRo5BlZ9j00fzSCktLa1a/f6ZFZARkWOx1+e/ScVW20OtUhn1w2nr5+ERWYs5U73fun0bgiBYNa9bN2/iVvIdq86W6Cg47NP+FakKqsXF1YyMDDw3aUq1+v1jQEZEZEW6E8z5i5ca/MPCHk3HZcpJraknwrY8gS5SqQHA4F4rU5Xs7dJqBQgwPCAzJS9BJodGq632U8rbcjp/Mp+zX1zNzc1FZk6+wb9/znAxgQEZEZEV6U4ws/IKjA6sHOlH11oPoXckppzUmnoibOpyppy4qB7kIinpOgDg9p07RvVamYqzGNoWn3lGjqrssdAxf4OMCsjUajX69u2Lq1evWqs8RETkYHTDSwx5CL0zM+Wk1tQTYVOWMzWIK85LDgAQrNxrRdJiIEyOpvSxUKOpBgGZm5sbLly4YK2yEBGRA9INL+HV9WKmnNSaeiJszHLsBSEiZ+XoFxOMHrL43HPP4ZNPPrFGWYiIyIFV9RB6sg+OfuJCjs/e7/mx9/KR8zH6OWRFRUXYvn07jhw5gs6dO8PLy0vv8/Xr11uscEREVeEzWYiIHIe9PzfO1uVj8EeACQHZpUuX0KlTJwDAlStX9D6TyWSWKRURkQH4wGsiIumYEkzoDZ1N/dHqQ2eLVGqjymjL8tl7cEq2Y3RA9tNPP1mjHERERtObHj7xNKeHp3LxCjSR5ZkbTNhq6GxS0nWTymiL8tk6OCX7ZfK099euXcOhQ4fw4MEDALDJNLhEROVxpOnhybb4fCUi67D1JDGmXljRyuR2P5EN7+skowOyjIwM9O3bF82bN8egQYNw584dAMDkyZMxf/58ixeQiIjIVKaeNLJXjcgwtggmzL2w4sgBD49F1YPRAdncuXPh5uaGGzduwNPTU3x/1KhROHjwoEULR0REZAnGnJCxV43IvjjKIxssHTzxWFR9GB2QHT58GGvWrEHDhg313m/WrBmSkpIsVjAiIrItXokt5ignf0TVjT33dFkjeKrsWKQ7XmvUhufDY7z9Mjogy8vL0+sZ08nMzIS7u7tFCkVERLbFK7Fl2fPJHxHZF2teyCl9LCp5vE66ecOgddj6GM/gzzhGB2Q9evTAp59+Kr6WyWTQarVYu3Yt+vTpY9HCERGRbThCrxB/4InI3tl8dkatYZPq2fIYzwt8xjN62vu1a9eib9+++OOPP6BSqbBw4UJcvnwZmZmZ+O2336xRRiIishFb9QoZG1zxeT1ERPpMOV5zOn/7ZHQPWdu2bXHlyhU8/vjjeOqpp5CXl4f//Oc/OHfuHJo0aWKNMhIRkRMx5eqpI/TgERHR/3DYt+GM7iEDgJo1a+K1116zdFmI7IojDI9yhDKSczOlDZpz9ZQ/8ERE5GxMCsju3buHTz75BPHx8QCA1q1bY9KkSahVq5ZFC0ckFUcYHuUIZSTnZm4bZHBFRGT/ePHX+owesnj8+HEEBQVh06ZNuHfvHu7du4dNmzYhODgYx48ft0YZiWzOEYZHOUIZHUGRWg1NEX9kTME2SETk3DhBh20Y3UM2c+ZMjBo1Cv/9738hl8sBABqNBjNmzMDMmTNx8eJFixeSSCqOcAXf1pMwaIw4GJt6Va1IrYaL3LCZo8yhepCLWzdvwkWhhE9b5/mRsfXVTEfYT4iIyHicoMM2jO4hu3btGubPny8GYwAgl8sxb948XLt2zaKFI9sz5USOXdn6nHF7lLxCduv2bQhC1cGSqVfVVAXFQdKt5DtWvxKnURVCkMmh0Wqd5keGVzOJiMjSeOHNuowOyDp16iTeO1ZSfHw8OnToYJFCkTRMOZHjyZ8+Z90eJa+QabUCBFQdkJk6nE2jUtl9kGTLoNvYvDiMkIiIHJUzXtQ2hEFDFi9cuCD+/+WXX8bs2bNx7do1PPbYYwCA33//HVu3bsXbb79tnVKSTZjSLW1OV7Yz7nTO3rVvr888sSVbTqZiTl7Ott2JiMi5lf7NCwoMlLpINmNQQBYSEgKZTKY3TGnhwoVl0o0ZMwajRo2yXOlIErY46Xb2GQJ5Muy8bBl0O3uAT0REpFP6N09TjX7zDArIEhMTrV0OqmZ4okmOzpZBNwN8IiKqLqrjb55BAVlgNeoyJNsydqczdZijMw6PJMdSpP53lko1Lz4QERHR/5j0YOjk5GT8+uuvuHv3LrRard5nL7/8skUKRlRa6WGOPq0NnLXPAYZHMmB0blqtBrdu3sQb6zYiOydX6uIQERGRHTE6INu5cydeeOEFKBQK1K5dGzKZTPxMJpMxICOrKTvMUVv1QuUuZ189FI4QMJKZtFpo5cVt8N65Y1KXhoiIiOyI0QHZ66+/jmXLlmHx4sVwcTF61nyyoZs3bzplj4upY4vtdUyyvQeMZDn22gaJiIhIOkZHVPn5+Rg9ejSDMTuWnp4OAFi0/E2nehaWs+PJOhEREVH1Y3RUNXnyZOzdu9caZSELycnJAQAogzrxwbBUbfA+PCIiInJERg9ZfOuttzBkyBAcPHgQ7dq1g5ubm97n69evt1jhyDxK7xpSF4HIJngfHhERETkqkwKyQ4cOoUWLFgBQZlIPIrJvztiTxPvwiIiIyFEZHZC9++672L59OyZOnGiF4hCRNTl7TxLvwyMiIiJHY/Q9ZO7u7ujevbs1ykJEVqbXk8T7C4mIiIgkZ3RANnv2bGzevNkaZSEiG2FPEhEREZF9MHrI4unTp3Hs2DEcOHAAbdq0KTOpx9dff22xwhERERERETkzowMyX19f/Oc//7FGWYiIiIiIiFCkdr5JyCpidEC2Y8cOa5SDiIiIiIgIWq0Gt27eFCch82nt3Pe8G30PGRERERERkdVotdC6lJyETCt1iazK6B6y4ODgSp839s8//5hVICIiIiIiouoyCZnRAdmcOXP0XqvVapw7dw4HDx7EggULLFUuIiIiIiIip2d0QDZ79uxy39+6dSv++OMPswtERERERERUXVjsHrKBAwfiq6++stTqiIiIiIiInJ7FArJ9+/ahVq1allqd6Pbt23juuedQu3ZteHh4oF27dno9cYIgYNmyZWjQoAE8PDwQFhaGq1ev6q0jMzMTY8eOhY+PD3x9fTF58mTk5ubqpblw4QJ69OgBpVKJRo0aYe3atRavCxERERERUUlGD1ns2LGj3qQegiAgJSUFaWlpeP/99y1auHv37qF79+7o06cPfvzxR9StWxdXr16Fn5+fmGbt2rXYtGkTdu3aheDgYLz++usIDw9HXFwclEolAGDs2LG4c+cOoqOjoVarMWnSJEybNg2RkZEAgOzsbPTv3x9hYWHYtm0bLl68iOeffx6+vr6YNm2aRetERERERESkY3RANmzYML3XLi4uqFu3Lnr37o2WLVtaqlwAgDVr1qBRo0Z6zz4LDg4W/y8IAjZs2IClS5fiqaeeAgB8+umnqF+/PqKiojB69GjEx8fj4MGDOHPmDLp06QIA2Lx5MwYNGoR169YhICAAu3fvhkqlwvbt26FQKNCmTRvExsZi/fr1DMiIiIiIiMhqjA7Ili9fbo1ylGv//v0IDw/HiBEj8Msvv+Chhx7CjBkzMHXqVABAYmIiUlJSEBYWJi5Ts2ZNdO3aFTExMRg9ejRiYmLg6+srBmMAEBYWBhcXF5w6dQpPP/00YmJi0LNnTygUCjFNeHg41qxZg3v37un1yOkUFhaisLBQfJ2dnQ2geNZJtVpt8W1hDI2m+OF5bq4uUCrdoXCVW+xfD6USkMstuk7T8yoecaswo562qI/5eRheT8eoT9X1tK92ZuE83N0BAEp3x6uHUXmZWU+HacsG1tNh6lNVPZXu9tXOLJ6H+b8rdr9vmllPh2nL3Dcdsz7m7ptyF6gVbtBoNJKfjxuTv0wQBMGKZTGLbsjhvHnzMGLECJw5cwazZ8/Gtm3bMGHCBJw8eRLdu3dHcnIyGjRoIC43cuRIyGQy7NmzB6tXr8auXbuQkJCgt+569eohIiIC06dPR//+/REcHIwPPvhA/DwuLg5t2rRBXFwcWrVqVaZsK1asQERERJn3IyMj4enpaalNQEREREREDiY/Px9jxoxBVlYWfHwqf56awT1kLi4ulT4QGgBkMhmKiooMXWWVtFotunTpgtWrVwMovn/t0qVLYkAmpcWLF2PevHni6+zsbDRq1Aj9+/evcqNb27Vr13DlyhVsiz6Ps99HokWf4Uj46SuL/PtX9B5ALkfLJ56x2DpNzatdvxF4eXAXbPr+D1yM3mu39TE3D2Pq6Qj1MaSeF378wm7amaXzSDp5AJvXrMRLi5YhsNsQh6qHMXmZW09HacuG1tNR6lNVPWe9sgQF6iK7aWeWzsMSvyv2vm+aW09HacvcN6VvZ1LsmyFPTUXe5aPYsXWD3m1OUtCNnjOEwQHZN998U+FnMTEx2LRpE7RarcEZG6JBgwZo3bq13nutWrUSp9f39/cHAKSmpur1kKWmpiIkJERMc/fuXb11FBUVITMzU1ze398fqampeml0r3VpSnN3d4f7v93EJbm5ucHNzc3QKlqFXC4HAKiLtCgoKISqSGOxfx8UFAByuUXXaXpexe1NZUY9bVEf8/MwvJ6OUZ+q62lf7czCefw71Lmg0PHqYVReZtbTYdqygfV0mPpUVc+CQjxQq+2nnVk8D/N/V+x+3zSzng7TlrlvOmZ9zN03NVqoVGrI5XLJz8eNyd/ggEw3aUZJCQkJePXVV/Hdd99h7NixWLlypcEZG6J79+5lhhpeuXIFgYGBAIon+PD398fRo0fFACw7OxunTp3C9OnTAQChoaG4f/8+zp49i86dOwMAjh07Bq1Wi65du4ppXnvtNajVanHjRUdHo0WLFuXeP0ZERERERGQJJj2HLDk5GVOnTkW7du1QVFSE2NhY7Nq1SwyULGXu3Ln4/fffsXr1aly7dg2RkZH48MMPMXPmTADFQyTnzJmDN998E/v378fFixcxfvx4BAQEiLNBtmrVCgMGDMDUqVNx+vRp/Pbbb5g1axZGjx6NgIAAAMCYMWOgUCgwefJkXL58GXv27MHGjRv1hiQSERERERFZmlGzLGZlZWH16tXYvHkzQkJCcPToUfTo0cNaZcMjjzyCb775BosXL8bKlSsRHByMDRs2YOzYsWKahQsXIi8vD9OmTcP9+/fx+OOP4+DBg+KEIACwe/duzJo1C3379oWLiwuGDx+OTZs2iZ/XrFkThw8fxsyZM9G5c2fUqVMHy5Yt45T3RERERERkVQYHZGvXrsWaNWvg7++PL774otwhjNYwZMgQDBkypMLPZTIZVq5cWelwyVq1aokPga5I+/btceLECZPLSUREREREZCyDA7JXX30VHh4eaNq0KXbt2oVdu3aVm+7rr7+2WOGIiIiIiIicmcEB2fjx46uc9p6IiIiIiIgMZ3BAtnPnTisWg4iIiIiIqPoxaZZFIiIiIiIiMh8DMiIiIiIiIokwICMiIiIiIpIIAzIiIiIiIiKJMCAjIiIiIiKSCAMyIiIiIiIiiTAgIyIiIiIikggDMiIiIiIiIokwICMiIiIiIpIIAzIiIiIiIiKJMCAjIiIiIiKSCAMyIiIiIiIiiTAgIyIiIiIikggDMiIiIiIiIokwICMiIiIiIpIIAzIiIiIiIiKJMCAjIiIiIiKSCAMyIiIiIiIiiTAgIyIiIiIikggDMiIiIiIiIokwICMiIiIiIpIIAzIiIiIiIiKJMCAjIiIiIiKSCAMyIiIiIiIiiTAgIyIiIiIikggDMiIiIiIiIokwICMiIiIiIpIIAzIiIiIiIiKJMCAjIiIiIiKSCAMyIiIiIiIiiTAgIyIiIiIikggDMiIiIiIiIokwICMiIiIiIpIIAzIiIiIiIiKJMCAjIiIiIiKSCAMyIiIiIiIiiTAgIyIiIiIikggDMiIiIiIiIokwICMiIiIiIpIIAzIiIiIiIiKJMCAjIiIiIiKSCAMyIiIiIiIiiTAgIyIiIiIikggDMiIiIiIiIokwICMiIiIiIpIIAzIiIiIiIiKJOFRA9vbbb0Mmk2HOnDniewUFBZg5cyZq164Nb29vDB8+HKmpqXrL3bhxA4MHD4anpyfq1auHBQsWoKioSC/Nzz//jE6dOsHd3R1NmzbFzp07bVAjIiIiIiKqzhwmIDtz5gw++OADtG/fXu/9uXPn4rvvvsPevXvxyy+/IDk5Gf/5z3/EzzUaDQYPHgyVSoWTJ09i165d2LlzJ5YtWyamSUxMxODBg9GnTx/ExsZizpw5mDJlCg4dOmSz+hERERERUfXjEAFZbm4uxo4di48++gh+fn7i+1lZWfjkk0+wfv16PPHEE+jcuTN27NiBkydP4vfffwcAHD58GHFxcfj8888REhKCgQMH4o033sDWrVuhUqkAANu2bUNwcDDeffddtGrVCrNmzcIzzzyD9957T5L6EhERERFR9eAqdQEMMXPmTAwePBhhYWF48803xffPnj0LtVqNsLAw8b2WLVuicePGiImJwWOPPYaYmBi0a9cO9evXF9OEh4dj+vTpuHz5Mjp27IiYmBi9dejSlBwaWVphYSEKCwvF19nZ2QAAtVoNtVptbpXNotFoAABuri5QKt2hcJVb7F8PpRKQyy26TtPzKr6eoDCjnraoj/l5GF5Px6hP1fW0r3Zm4Tzc3QEASnfHq4dReZlZT4dpywbW02HqU1U9le721c4snof5vyt2v2+aWU+HacvcNx2zPubum3IXqBVu0Gg0kp+PG5O/TBAEwYplMdv//d//YdWqVThz5gyUSiV69+6NkJAQbNiwAZGRkZg0aZJeYAQAjz76KPr06YM1a9Zg2rRpSEpK0ht+mJ+fDy8vL/zwww8YOHAgmjdvjkmTJmHx4sVimh9++AGDBw9Gfn4+PDw8ypRrxYoViIiIKPN+ZGQkPD09LbgFiIiIiIjIkeTn52PMmDHIysqCj49PpWntuofs5s2bmD17NqKjo6FUKqUujp7Fixdj3rx54uvs7Gw0atQI/fv3r3KjW9u1a9dw5coVbIs+j7PfR6JFn+FI+Okri/z7V/QeQC5Hyyeesdg6Tc2rXb8ReHlwF2z6/g9cjN5rt/UxNw9j6ukI9TGknhd+/MJu2pml80g6eQCb16zES4uWIbDbEIeqhzF5mVtPR2nLhtbTUepTVT1nvbIEBeoiu2lnls7DEr8r9r5vmltPR2nL3Delb2dS7JshT01F3uWj2LF1A4KDgyU9H9eNnjOEXQdkZ8+exd27d9GpUyfxPY1Gg+PHj2PLli04dOgQVCoV7t+/D19fXzFNamoq/P39AQD+/v44ffq03np1szCWTFN6ZsbU1FT4+PiU2zsGAO7u7nD/t5u4JDc3N7i5uRlfWQuSy+UAAHWRFgUFhVAVaSz274OCAkAut+g6Tc9LCwBQmVFPW9TH/DwMr6dj1KfqetpXO7NwHv/26BcUOl49jMrLzHo6TFs2sJ4OU5+q6llQiAdqtf20M4vnYf7vit3vm2bW02HaMvdNx6yPufumRguVSg25XC75+bgx+dv1pB59+/bFxYsXERsbK/516dIFY8eOFf/v5uaGo0ePisskJCTgxo0bCA0NBQCEhobi4sWLuHv3rpgmOjoaPj4+aN26tZim5Dp0aXTrICIiIiIisga77iGrUaMG2rZtq/eel5cXateuLb4/efJkzJs3D7Vq1YKPjw9eeuklhIaG4rHHHgMA9O/fH61bt8a4ceOwdu1apKSkYOnSpZg5c6bYw/Xiiy9iy5YtWLhwIZ5//nkcO3YMX375Jb7//nvbVpiIiIiIiKoVuw7IDPHee+/BxcUFw4cPR2FhIcLDw/H++++Ln8vlchw4cADTp09HaGgovLy8MGHCBKxcuVJMExwcjO+//x5z587Fxo0b0bBhQ3z88ccIDw+XokpERERERFRNOFxA9vPPP+u9ViqV2Lp1K7Zu3VrhMoGBgfjhhx8qXW/v3r1x7tw5SxSRiIiIiIjIIHZ9DxkREREREZEzY0BGREREREQkEQZkREREREREEmFARkREREREJBEGZERERERERBJhQEZERERERCQRBmREREREREQSYUBGREREREQkEQZkREREREREEmFARkREREREJBEGZERERERERBJhQEZERERERCQRBmREREREREQSYUBGREREREQkEQZkREREREREEmFARkREREREJBEGZERERERERBJhQEZERERERCQRBmREREREREQSYUBGREREREQkEQZkREREREREEmFARkREREREJBEGZERERERERBJhQEZERERERCQRBmREREREREQSYUBGREREREQkEQZkREREREREEmFARkREREREJBEGZERERERERBJhQEZERERERCQRBmREREREREQSYUBGREREREQkEQZkREREREREEmFARkREREREJBEGZERERERERBJhQEZERERERCQRBmREREREREQSYUBGREREREQkEQZkREREREREEmFARkREREREJBEGZERERERERBJhQEZERERERCQRBmREREREREQSYUBGREREREQkEQZkREREREREEmFARkREREREJBEGZERERERERBJhQEZERERERCQRBmREREREREQSseuA7K233sIjjzyCGjVqoF69ehg2bBgSEhL00hQUFGDmzJmoXbs2vL29MXz4cKSmpuqluXHjBgYPHgxPT0/Uq1cPCxYsQFFRkV6an3/+GZ06dYK7uzuaNm2KnTt3Wrt6RERERERUzdl1QPbLL79g5syZ+P333xEdHQ21Wo3+/fsjLy9PTDN37lx899132Lt3L3755RckJyfjP//5j/i5RqPB4MGDoVKpcPLkSezatQs7d+7EsmXLxDSJiYkYPHgw+vTpg9jYWMyZMwdTpkzBoUOHbFpfIiIiIiKqXlylLkBlDh48qPd6586dqFevHs6ePYuePXsiKysLn3zyCSIjI/HEE08AAHbs2IFWrVrh999/x2OPPYbDhw8jLi4OR44cQf369RESEoI33ngDixYtwooVK6BQKLBt2zYEBwfj3XffBQC0atUKv/76K9577z2Eh4fbvN5ERERERFQ92HVAVlpWVhYAoFatWgCAs2fPQq1WIywsTEzTsmVLNG7cGDExMXjssccQExODdu3aoX79+mKa8PBwTJ8+HZcvX0bHjh0RExOjtw5dmjlz5lRYlsLCQhQWFoqvs7OzAQBqtRpqtdrsuppDo9EAANxcXaBUukPhKrfYvx5KJSCXW3SdpudV3MGrMKOetqiP+XkYXk/HqE/V9bSvdmbhPNzdAQBKd8erh1F5mVlPh2nLBtbTYepTVT2V7vbVziyeh/m/K3a/b5pZT4dpy9w3HbM+5u6bcheoFW7QaDSSn48bk79MEATBimWxGK1Wi6FDh+L+/fv49ddfAQCRkZGYNGmSXmAEAI8++ij69OmDNWvWYNq0aUhKStIbfpifnw8vLy/88MMPGDhwIJo3b45JkyZh8eLFYpoffvgBgwcPRn5+Pjw8PMqUZ8WKFYiIiCjzfmRkJDw9PS1VbSIiIiIicjD5+fkYM2YMsrKy4OPjU2lah+khmzlzJi5duiQGY1JbvHgx5s2bJ77Ozs5Go0aN0L9//yo3urVdu3YNV65cwbbo8zj7fSRa9BmOhJ++ssi/f0XvAeRytHziGYut09S82vUbgZcHd8Gm7//Axei9dlsfc/Mwpp6OUB9D6nnhxy/spp1ZOo+kkwewec1KvLRoGQK7DXGoehiTl7n1dJS2bGg9HaU+VdVz1itLUKAuspt2Zuk8LPG7Yu/7prn1dJS2zH1T+nYmxb4Z8tRU5F0+ih1bNyA4OFjS83Hd6DlDOERANmvWLBw4cADHjx9Hw4YNxff9/f2hUqlw//59+Pr6iu+npqbC399fTHP69Gm99elmYSyZpvTMjKmpqfDx8Sm3dwwA3N3d4f5vN3FJbm5ucHNzM76SFiSXywEA6iItCgoKoSrSWOzfBwUFgFxu0XWanpcWAKAyo562qI/5eRheT8eoT9X1tK92ZuE8/u3RLyh0vHoYlZeZ9XSYtmxgPR2mPlXVs6AQD9Rq+2lnFs/D/N8Vu983zaynw7Rl7puOWR9z902NFiqVGnK5XPLzcWPyt+tZFgVBwKxZs/DNN9/g2LFjZSLdzp07w83NDUePHhXfS0hIwI0bNxAaGgoACA0NxcWLF3H37l0xTXR0NHx8fNC6dWsxTcl16NLo1kFERERERGQNdt1DNnPmTERGRuLbb79FjRo1kJKSAgCoWbMmPDw8ULNmTUyePBnz5s1DrVq14OPjg5deegmhoaF47LHHAAD9+/dH69atMW7cOKxduxYpKSlYunQpZs6cKfZwvfjii9iyZQsWLlyI559/HseOHcOXX36J77//XrK6ExERERGR87PrHrL//ve/yMrKQu/evdGgQQPxb8+ePWKa9957D0OGDMHw4cPRs2dP+Pv74+uvvxY/l8vlOHDgAORyOUJDQ/Hcc89h/PjxWLlypZgmODgY33//PaKjo9GhQwe8++67+PjjjznlPRERERERWZVd95AZMgGkUqnE1q1bsXXr1grTBAYG4ocffqh0Pb1798a5c+eMLiMREREREZGp7LqHjIiIiIiIyJkxICMiIiIiIpIIAzIiIiIiIiKJMCAjIiIiIiKSCAMyIiIiIiIiiTAgIyIiIiIikggDMiIiIiIiIokwICMiIiIiIpIIAzIiIiIiIiKJMCAjIiIiIiKSCAMyIiIiIiIiiTAgIyIiIiIikggDMiIiIiIiIokwICMiIiIiIpIIAzIiIiIiIiKJMCAjIiIiIiKSCAMyIiIiIiIiiTAgIyIiIiIikggDMiIiIiIiIokwICMiIiIiIpIIAzIiIiIiIiKJMCAjIiIiIiKSCAMyIiIiIiIiiTAgIyIiIiIikggDMiIiIiIiIokwICMiIiIiIpIIAzIiIiIiIiKJMCAjIiIiIiKSCAMyIiIiIiIiiTAgIyIiIiIikggDMiIiIiIiIokwICMiIiIiIpIIAzIiIiIiIiKJMCAjIiIiIiKSCAMyIiIiIiIiiTAgIyIiIiIikggDMiIiIiIiIokwICMiIiIiIpIIAzIiIiIiIiKJMCAjIiIiIiKSCAMyIiIiIiIiiTAgIyIiIiIikggDMiIiIiIiIokwICMiIiIiIpIIAzIiIiIiIiKJMCAjIiIiIiKSCAMyIiIiIiIiiTAgIyIiIiIikggDMiIiIiIiIokwICtl69atCAoKglKpRNeuXXH69Gmpi0RERERERE6KAVkJe/bswbx587B8+XL8+eef6NChA8LDw3H37l2pi0ZERERERE6IAVkJ69evx9SpUzFp0iS0bt0a27Ztg6enJ7Zv3y510YiIiIiIyAm5Sl0Ae6FSqXD27FksXrxYfM/FxQVhYWGIiYkpk76wsBCFhYXi66ysLABAZmYm1Gq19QtciaysLOTn50OVfQ8KhSs0uZb7112hAOQuFl2nqXkV5WYiPz8fRbmZdl0fc/Mwpp6OUB9D6mlP7cziebi6Ij8/HwpXx6uHUXmZWU+HacsG1tNh6lNVPRWu0MpgP+3MwnlY4nfF7vdNM+vpMG2Z+6Zj1sfMfVOVlQYXl+Jz4YyMDEnPx3NycgAAgiBUmVYmGJKqGkhOTsZDDz2EkydPIjQ0VHx/4cKF+OWXX3Dq1Cm99CtWrEBERISti0lERERERA7i5s2baNiwYaVp2ENmosWLF2PevHnia61Wi8zMTNSuXRsymUzCkgHZ2dlo1KgRbt68CR8fH0nLYk2sp3NhPZ0L6+lcWE/nUh3qWR3qCLCe9kwQBOTk5CAgIKDKtAzI/lWnTh3I5XKkpqbqvZ+amgp/f/8y6d3d3eHu7q73nq+vrzWLaDQfHx+HabTmYD2dC+vpXFhP58J6OpfqUM/qUEeA9bRXNWvWNCgdJ/X4l0KhQOfOnXH06FHxPa1Wi6NHj+oNYSQiIiIiIrIU9pCVMG/ePEyYMAFdunTBo48+ig0bNiAvLw+TJk2SumhEREREROSEGJCVMGrUKKSlpWHZsmVISUlBSEgIDh48iPr160tdNKO4u7tj+fLlZYZUOhvW07mwns6F9XQurKdzqQ71rA51BFhPZ8FZFomIiIiIiCTCe8iIiIiIiIgkwoCMiIiIiIhIIgzIiIiIiIiIJMKAjJyKTCZDVFSU1MUgomquuhyLqks9iYisiQGZA5o4cSKGDRsmdTGsZuLEiZDJZGX+rl27JnXRLEZXxxdffLHMZzNnzoRMJsPEiRNtXzAriomJgVwux+DBg6UuikVVx+/S2Y9B5akudXbWejrr8aektLQ0TJ8+HY0bN4a7uzv8/f0RHh6O3377TeqiWcXNmzfx/PPPIyAgAAqFAoGBgZg9ezYyMjIMWv7nn3+GTCbD/fv3rVtQE+h+V95++22996OioiCTySQqleWVPN9zc3ND/fr10a9fP2zfvh1arVbq4tkUAzKySwMGDMCdO3f0/oKDg6UulkU1atQI//d//4cHDx6I7xUUFCAyMhKNGzc2a91qtdrc4lncJ598gpdeegnHjx9HcnKyWevSaDR2dbC25ndJROaz5PHHXg0fPhznzp3Drl27cOXKFezfvx+9e/c2OEBxJP/88w+6dOmCq1ev4osvvsC1a9ewbds2HD16FKGhocjMzJS6iGZTKpVYs2YN7t27J3VRrEp3vnf9+nX8+OOP6NOnD2bPno0hQ4agqKhI6uLZDAMyB3fw4EE8/vjj8PX1Re3atTFkyBD8/fff4ufXr1+HTCbD119/jT59+sDT0xMdOnRATEyMhKWumu7qXsk/uVyOb7/9Fp06dYJSqcTDDz+MiIiIMjvsnTt3MHDgQHh4eODhhx/Gvn37JKpF5Tp16oRGjRrh66+/Ft/7+uuv0bhxY3Ts2FF8z9DveM+ePejVqxeUSiV2795t07pUJTc3F3v27MH06dMxePBg7Ny5U/xMd5Xy+++/R/v27aFUKvHYY4/h0qVLYpqdO3fC19cX+/fvR+vWreHu7o4bN25IUJPyWeq7fOKJJzBr1iy9daelpUGhUODo0aPWr4gJgoKCsGHDBr33QkJCsGLFCvG1TCbDxx9/jKeffhqenp5o1qwZ9u/fb9uCWpAhdXYGzlLPyo4/umNLSeX1Qrz55puoV68eatSogSlTpuDVV19FSEiI9QtvoPv37+PEiRNYs2YN+vTpg8DAQDz66KNYvHgxhg4dKqaZMmUK6tatCx8fHzzxxBM4f/68uI4VK1YgJCQEH3zwARo1agRPT0+MHDkSWVlZUlWrQjNnzoRCocDhw4fRq1cvNG7cGAMHDsSRI0dw+/ZtvPbaawCAwsJCLFq0CI0aNYK7uzuaNm2KTz75BNevX0efPn0AAH5+fnY5kiEsLAz+/v546623Kkzz1VdfoU2bNnB3d0dQUBDeffdd8bMlS5aga9euZZbp0KEDVq5caZUym0J3vvfQQw+hU6dOWLJkCb799lv8+OOP4r5aVdsFgO+++w6PPPIIlEol6tSpg6efflqC2piOAZmDy8vLw7x58/DHH3/g6NGjcHFxwdNPP12m9+C1117DK6+8gtjYWDRv3hzPPvusw115OHHiBMaPH4/Zs2cjLi4OH3zwAXbu3IlVq1bppXv99dcxfPhwnD9/HmPHjsXo0aMRHx8vUakr9/zzz2PHjh3i6+3bt2PSpEl6aQz9jl999VXMnj0b8fHxCA8Pt0n5DfXll1+iZcuWaNGiBZ577jls374dpR+BuGDBArz77rs4c+YM6tatiyeffFKvpy8/Px9r1qzBxx9/jMuXL6NevXq2rkalLPFdTpkyBZGRkSgsLBSX+fzzz/HQQw/hiSeesE1FrCQiIgIjR47EhQsXMGjQIIwdO9YprmKT/TPk+FOZ3bt3Y9WqVVizZg3Onj2Lxo0b47///a8VS2w8b29veHt7IyoqSu/4UdKIESNw9+5d/Pjjjzh79iw6deqEvn376u2H165dw5dffonvvvsOBw8exLlz5zBjxgxbVcMgmZmZOHToEGbMmAEPDw+9z/z9/TF27Fjs2bMHgiBg/Pjx+OKLL7Bp0ybEx8fjgw8+gLe3Nxo1aoSvvvoKAJCQkIA7d+5g48aNUlSnQnK5HKtXr8bmzZtx69atMp+fPXsWI0eOxOjRo3Hx4kWsWLECr7/+uhjEjB07FqdPn9a76Hf58mVcuHABY8aMsVU1TPLEE0+gQ4cO4kXOqtru999/j6effhqDBg3CuXPncPToUTz66KNSVsF4AjmcCRMmCE899VS5n6WlpQkAhIsXLwqCIAiJiYkCAOHjjz8W01y+fFkAIMTHx9uiuEabMGGCIJfLBS8vL/HvmWeeEfr27SusXr1aL+1nn30mNGjQQHwNQHjxxRf10nTt2lWYPn26TcpuKN13ePfuXcHd3V24fv26cP36dUGpVAppaWnCU089JUyYMKHcZSv6jjds2GDDGhinW7duYvnUarVQp04d4aeffhIEQRB++uknAYDwf//3f2L6jIwMwcPDQ9izZ48gCIKwY8cOAYAQGxtr87JXxZLf5YMHDwQ/Pz+x3oIgCO3btxdWrFhhi6oYrOQxKDAwUHjvvff0Pu/QoYOwfPly8TUAYenSpeLr3NxcAYDw448/2qC0lmFKnb/55hublc9SnLGelR1/duzYIdSsWVMv/TfffCOUPD3q2rWrMHPmTL003bt3Fzp06GDNYhtt3759gp+fn6BUKoVu3boJixcvFs6fPy8IgiCcOHFC8PHxEQoKCvSWadKkifDBBx8IgiAIy5cvF+RyuXDr1i3x8x9//FFwcXER7ty5Y7uKVOH333+vtN2tX79eACCcOnVKACBER0eXm07323Pv3j3rFdZEJffDxx57THj++ecFQdBvm2PGjBH69eunt9yCBQuE1q1bi687dOggrFy5Uny9ePFioWvXrlYuveEqO58dNWqU0KpVK4PabmhoqDB27FhrF9eq2EPm4K5evYpnn30WDz/8MHx8fBAUFAQAZYZztW/fXvx/gwYNAAB37961WTmN1adPH8TGxop/mzZtwvnz57Fy5UrxSqC3tzemTp2KO3fuID8/X1w2NDRUb12hoaF220NWt25dcQjNjh07MHjwYNSpU0cvjaHfcZcuXWxVbKMkJCTg9OnTePbZZwEArq6uGDVqFD755BO9dCW/t1q1aqFFixZ635tCodBrx/bGEt+lUqnEuHHjsH37dgDAn3/+iUuXLtndUBpTlPzuvLy84OPjY9fHIHIOhh5/qlpH6avt9nj1ffjw4UhOTsb+/fsxYMAA/Pzzz+jUqRN27tyJ8+fPIzc3F7Vr19b7DU1MTNTrQWncuDEeeugh8XVoaCi0Wi0SEhKkqFKlhCp6Oa9fvw65XI5evXrZqETWsWbNGuzatavMeUx8fDy6d++u91737t1x9epVaDQaAMW9ZJGRkQCKt9cXX3yBsWPH2qbgZhIEATKZzKC2Gxsbi759+0pcYvO4Sl0AMs+TTz6JwMBAfPTRRwgICIBWq0Xbtm2hUqn00rm5uYn/142Nt6dJEUrz8vJC06ZN9d7Lzc1FREQE/vOf/5RJr1QqbVU0i3v++efF+4a2bt1a5nNDv2MvLy+blNdYn3zyCYqKihAQECC+JwgC3N3dsWXLFoPX4+HhYfezS1niu5wyZQpCQkJw69Yt7NixA0888QQCAwNtVgdjubi4lDkxKm9SmZLHIKD4OGTPx6DKGFpnR+cM9azq+OMMdSxJqVSiX79+6NevH15//XVMmTIFy5cvx4wZM9CgQQP8/PPPZZYpfQ+dvWvatClkMhni4+PLvU8oPj4efn5+ZYYzOqqePXsiPDwcixcvNvri3LPPPotFixbhzz//xIMHD3Dz5k2MGjXKOgW1sPj4eAQHByM3N7fKtusM3zUDMgeWkZGBhIQEfPTRR+jRowcA4Ndff5W4VNbTqVMnJCQklAnUSvv9998xfvx4vdclJ1awNwMGDIBKpYJMJitz75ejf8dFRUX49NNP8e6776J///56nw0bNgxffPEFWrZsCaD4e9LNSHjv3j1cuXIFrVq1snmZzWGJ77Jdu3bo0qULPvroI0RGRhoVtEqhbt26uHPnjvg6OzsbiYmJEpbI+qpLnR29noYcfwIDA5GTk4O8vDzxolZsbKxe2hYtWuDMmTN6vytnzpyxevktoXXr1oiKikKnTp2QkpICV1dXsWe+PDdu3EBycrIYwP7+++9wcXFBixYtbFTiqtWuXRv9+vXD+++/j7lz5+qdjKekpGD37t0YP3482rVrB61Wi19++QVhYWFl1qNQKABA7E2yZ2+//TZCQkL0vodWrVqVeaTBb7/9hubNm0MulwMAGjZsiF69emH37t3/3979x1RV/3Ecfx7u9Qc/JMUfwFRSL1IjvBnhj8hpmHoRaFoiyDDFa7h+GM2hhVkoJNUwx8ZIW46kn1AmM2VMK4s/IhdQS9Q5/2iGa2ksolUiikJ/lHex6/crGXru9b4ef10+537Ofb85l8/O+/D5nMO5c+eYO3eux62/vpLPPvuMI0eOsGbNGsaMGXPV767dbufgwYNu67a9iQoyLzZs2DCGDx/O66+/Tnh4OKdOnSIvL8/ssK6b/Px8UlJSiIiIIDU1FT8/Pw4fPszRo0fZvHmz6327du0iLi6OGTNm8O6779LQ0PCvpqfcaBaLxTUV4fIgepm3H+Oamhra29tZuXIlt9xyS69tixYtory8nC1btgBQWFjI8OHDCQ0NZcOGDYwYMcLrnofUX8fykUceYfXq1QQGBnr8naJmz55NRUUFDzzwAEOHDiU/P98t95uNr+Ts7Xn2Zfw5cOAAAQEBPPvss+Tk5PDVV1/1ugsjwJNPPkl2djZxcXHEx8fz/vvv09zczIQJE25gNv9fW1sbixcvxul0YrfbGTJkCE1NTRQXF7NgwQLmzJnDPffcw8KFCykuLiYqKooff/zRdTOEy1PeBw8ezPLly3nllVf47bffyMnJIS0tjbCwMJMz7K2srIz4+HgcDgebN29m/PjxHDt2jHXr1jF69GiKiooICQlh+fLlOJ1OSktLufPOO2lpaaG1tZW0tDRuvfVWDMOgpqaGpKQk/P39CQoKMju1K5o0aRKZmZmUlpa62nJzc5kyZQovvPAC6enpHDp0iLKyMrZt29arb2ZmJhs3buTChQuUlJTc6NCv6vz585w5c4ZLly7x008/sX//fl566SVSUlJYtmwZfn5+V/3ubty4kfvvvx+bzcaSJUu4ePEitbW1PPPMM2an12daQ+aFuru7sVqt+Pn5UVVVxddff01MTAxr1qxxndzejBwOBzU1NXz88cdMmTKF6dOnU1JS4jadq6CggKqqKux2O2+99RaVlZVER0ebFHXfBAcHExwc7Nbu7ce4vLycOXPmuJ0MwV8nRE1NTTQ3NwN/XQF86qmnuPvuuzlz5gz79u1zXcH0Jv1xLDMyMrBarWRkZHjkdNzLYxDA+vXrmTVrFikpKSQnJ7Nw4UJsNpvJEfY/X8n5ZsqzL+PPDz/8wDvvvENtbS2TJk2isrLS7bb+mZmZrF+/nrVr1xIbG8vJkyfJysryqL/NoKAgpk2bRklJCTNnziQmJobnn3+e7OxsysrKMAyD2tpaZs6cyYoVK4iKimLJkiW0tLQQGhrq2k9kZCQPPfQQSUlJzJs3D7vd7naC7wkmTpxIU1MTEyZMIC0tDZvNxqpVq0hISODQoUOEhIQAsH37dlJTU3n88ce5/fbbyc7O5uzZswCMHj2agoIC8vLyCA0NdXvkiKcpLCzsNc07NjaWDz74gKqqKmJiYsjPz6ewsNBtWmNqaiptbW10dHR45EXO/fv3Ex4ezrhx40hMTOTzzz+ntLSUjz76CIvF0qfv7n333ceuXbvYu3cvkydPZvbs2TQ0NJic2b9j9FxtVaR4nMTERCIjIz1+KpNIX9TV1ZGQkEB7e7vXrWW4Xr7//ntsNhuNjY3ExsaaHY4bXxyDfCVnX8nzv5o7dy5hYWG8/fbbZofSbzZt2sSePXvcpmyKyPWnKYtepL29nfr6eurq6nj00UfNDkdE+llXVxdtbW0899xzTJ8+3eOKMV8cg3wlZ1/J81p0dHTw2muv4XA4sFgsVFZW8umnn/LJJ5+YHZqI3CRUkHkRp9NJY2Mjubm5LFiwwOxwRKSf1dfXk5CQQFRUFB9++KHZ4bjxxTHIV3L2lTyvxeUpU0VFRXR2dnLbbbexe/fuK94oQkTkWmjKooiIiIiIiEl0Uw8RERERERGTqCATERERERExiQoyERERERERk6ggExERERERMYkKMhEREREREZOoIBMREfEAhmGwZ88es8MQEZEbTAWZiIj4tKysLAzDuOIDkZ944gkMwyArK6vfPm/Tpk1Mnjy53/YnIiLeTQWZiIj4vLFjx1JVVcW5c+dcbZ2dnbz33ntERESYGJmIiNzsVJCJiIjPi42NZezYsVRXV7vaqquriYiI4K677nK1nT9/npycHEaNGsXgwYOZMWMGjY2Nru11dXUYhsHBgweJi4sjICCA+Ph4Tpw4AUBFRQUFBQUcPnwYwzAwDIOKigpX/59//pkHH3yQgIAAJk6cyN69e69/8iIiYioVZCIiIoDT6WTnzp2un9944w1WrFjR6z1PP/00u3fv5s033+Sbb74hMjISh8PBL7/80ut9GzZsYOvWrTQ1NWG1WnE6nQCkp6eTm5vLHXfcwenTpzl9+jTp6emufgUFBaSlpdHc3ExSUhKZmZlu+xYRkZuLCjIRERFg6dKlfPHFF7S0tNDS0kJ9fT1Lly51bT979izbt29ny5YtzJ8/n+joaHbs2IG/vz/l5eW99lVUVMSsWbOIjo4mLy+PL7/8ks7OTvz9/QkKCsJqtRIWFkZYWBj+/v6ufllZWWRkZBAZGcmLL77IH3/8QUNDww37HYiIyI1nNTsAERERTzBy5EiSk5OpqKigp6eH5ORkRowY4dr+3Xff0dXVxb333utqGzBgAFOnTuX48eO99mW3212vw8PDAWhtbb3qerR/9gsMDCQ4OJjW1tb/lJeIiHg2FWQiIiJ/czqdrF69GoBXX331mvczYMAA12vDMADo7u7+V/0u9+1LPxER8V6asigiIvK3xMRELly4QFdXFw6Ho9c2m83GwIEDqa+vd7V1dXXR2NhIdHR0nz9j4MCBXLp0qd9iFhER76b/kImIiPzNYrG4ph9aLJZe2wIDA3nsscdYt24dISEhREREUFxcTEdHBytXruzzZ4wbN46TJ0/y7bffMmbMGIYMGcKgQYP6NQ8REfEeKshERET+ITg4+H9ue/nll+nu7ubhhx/m999/Jy4ujgMHDjBs2LA+73/RokVUV1eTkJDAr7/+ys6dO/v1wdMiIuJdjJ6enh6zgxAREREREfFFWkMmIiIiIiJiEhVkIiIiIiIiJlFBJiIiIiIiYhIVZCIiIiIiIiZRQSYiIiIiImISFWQiIiIiIiImUUEmIiIiIiJiEhVkIiIiIiIiJlFBJiIiIiIiYhIVZCIiIiIiIiZRQSYiIiIiImKSPwFR6+8hHCNkEwAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for year in years:\n",
" # Set the locator\n",
" locator = mdates.MonthLocator() # every month\n",
" # Specify the format - %b gives us Jan, Feb...\n",
" fmt = mdates.DateFormatter('%b')\n",
"\n",
" title_year = year[6:]\n",
" plt.figure(figsize=(10, 6))\n",
" if years[year].year.mean() % 4 == 0:\n",
" plt.hist(range(1, 367), bins=366, weights=years[year].births, edgecolor='black', alpha=0.7)\n",
" X = plt.gca().xaxis\n",
" X.set_major_locator(locator)\n",
" # Specify formatter\n",
" X.set_major_formatter(fmt)\n",
" plt.xticks(range(1, 366, 30))\n",
" else:\n",
" plt.hist(range(1, 366), bins=365, weights=years[year].births, edgecolor='black', alpha=0.7)\n",
" X = plt.gca().xaxis\n",
" X.set_major_locator(locator)\n",
" # Specify formatter\n",
" X.set_major_formatter(fmt)\n",
" plt.xticks(range(1, 365, 30))\n",
" plt.xlabel('Month')\n",
" plt.ylabel('Number of Births')\n",
" plt.title('Distribution of Baby Births on Each Day of the Year ' + title_year)\n",
" \n",
" plt.grid(True)\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "8615b8d7-84ce-4899-96de-e30e1996d080",
"metadata": {},
"source": [
"The workweek peakes return in each of these plots, as expected. The late summer boom also occurs yearly, wavering only in the specific date range, but still falling in the same general season. Unfortunately, neither of these patterns seem to shed light directly on how the birthday paradox actually works."
]
},
{
"cell_type": "markdown",
"id": "3e74d7aa-f950-47cf-8846-67dbc320fd1e",
"metadata": {
"tags": []
},
"source": [
"## Third Research Question: How does this data represent the birthday paradox related to the probability of two people having the same birthday?\n"
]
},
{
"cell_type": "markdown",
"id": "5bec7cfc-0c8f-4e61-b23f-41c059c48625",
"metadata": {},
"source": [
"### Methods"
]
},
{
"cell_type": "markdown",
"id": "b050efeb-803e-462c-adf4-25af965ca04a",
"metadata": {},
"source": [
"The first thing to do here is to represent the birthday paradox mathematically. It is a probability problem based on the permutations of the total number of birthdays without repetitions and order matters versus the total number of birthdays with repetition and order matters. Taking the ratio of those two quantities, one can find the probability of two people having the same birthday within a group of some known size."
]
},
{
"cell_type": "markdown",
"id": "25be3254-44d8-48e0-89ba-913aaad798ba",
"metadata": {},
"source": [
"### Results "
]
},
{
"cell_type": "markdown",
"id": "b3c9c037-3cb0-4894-9657-2a238bdce17e",
"metadata": {},
"source": [
"To find $V_{nr}$, the total number of birthdays without repetitions, we can use the formula:\n",
"\n",
"$$\n",
"V_{nr} = \\frac{n!}{(n-k)!}\n",
"$$\n",
"\n",
"where $n$ is the number of days in a year and $k$ is the number of people in the group being studied.\n",
"\n",
"For $V_{t}$, the total number of birthdays including any repetition, we use:\n",
"\n",
"$$\n",
"V_{t} = n^k\n",
"$$\n",
"\n",
"Then to find the probability of any two people in the group having the same birthday, we can take the ratio of these two values and subtract from $1$:\n",
"\n",
"$$\n",
"P = 1 - \\frac{V_{nr}}{V_{t}}\n",
"$$\n",
"\n",
"The subtraction is necessary because without it, we've actually found the probability of no two people in the group having the same birthday. This can be seen by looking at $k$ approaching $0$, where $V_{nr}$ gets smaller and smaller, forcing the ratio of $V_{nr}$ and $V_{t}$ to $0$. This is consistent with the fact that a group of 0 or 1 would have no shared birthdays, while a larger group of people would be more likely to have a shared birthday occur."
]
},
{
"cell_type": "markdown",
"id": "6a2f1490-e42a-4ff1-aeff-6dc2552be368",
"metadata": {},
"source": [
"Using this method, the probability of having a shared birthday within a group of people can be seen below for a variety of group sizes."
]
},
{
"cell_type": "code",
"execution_count": 96,
"id": "08551a82-1060-4d84-9b1f-0cf0550267a3",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"import math\n",
"\n",
"def prob_shared_birthday(num_people):\n",
" Vnr = math.factorial(365) / math.factorial(365 - num_people)\n",
" Vt = 365**num_people\n",
" \n",
" return 1 - (Vnr / Vt)"
]
},
{
"cell_type": "code",
"execution_count": 99,
"id": "380764d7-2f73-458f-b477-b6d70df1e017",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"data = []\n",
"num_people = []\n",
"\n",
"min_people = 0\n",
"max_people = 100\n",
"step_size = 2\n",
"\n",
"for i in range(min_people,max_people+1,step_size):\n",
" num_people.append(i)\n",
" data.append(prob_shared_birthday(i))"
]
},
{
"cell_type": "code",
"execution_count": 100,
"id": "781e0516-cfc2-425d-b2ee-1d663a7c4853",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Probability of at least 1 shared birthday in a group of people')"
]
},
"execution_count": 100,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(num_people,data)\n",
"plt.xlabel('Number of people in group')\n",
"plt.ylabel('Probability')\n",
"plt.title('Probability of at least 1 shared birthday in a group of people')"
]
},
{
"cell_type": "markdown",
"id": "d8cd965d-ec4c-43ed-b351-d182d954a111",
"metadata": {},
"source": [
"It is interesting to note that it only takes 23 people to have a 50:50 chance of two people in the group sharing a birthday and once the group consists of about 70 people, the chance that two people share a birthday is about 99%."
]
},
{
"cell_type": "markdown",
"id": "infectious-symbol",
"metadata": {},
"source": [
"# Discussion"
]
},
{
"cell_type": "markdown",
"id": "furnished-camping",
"metadata": {
"code_folding": []
},
"source": [
"## Considerations"
]
},
{
"cell_type": "markdown",
"id": "bearing-stadium",
"metadata": {},
"source": [
"After considering the historical birth data from 2000-2014, there are a few things to note:\n",
"1) The frequency periodic peaks are not as unexpected as originally thought; there are 52 of them on each plot and they correspond to the 52 weeks in a year. Given that most babies are likely to be born during the typical workweek (being 5/7 of the days of a week) and any scheduled procedures also occurring during the workweek, those peaks, while shifting slightly on their date ranges year to year, are overall insignificant to the question of this study.\n",
"\n",
"2) The late summer/early fall increase in baby births occurs yearly, coupled by a second increase over a shorter period of time right before year's end.\n",
"\n",
"3) None of these observable patterns actually affect the probability in any way."
]
},
{
"cell_type": "markdown",
"id": "beneficial-invasion",
"metadata": {},
"source": [
"## Summary"
]
},
{
"cell_type": "markdown",
"id": "about-raise",
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"Most surprising here was the lack of affect of the patterned data on the birthday paradox. It turns out, the reason the birthday paradox exists in the first place is the limited number of options for when a birthday can occur, not necessarily when people are specifically born.\n",
"\n",
"Changing the number of days in a year (for probability testing only, no changes to the current calendar have been adopted globally) from 365 to 400 reduces the probability of two people in a group of 20 sharing a birthday from about 50% to about 30%, which shows me that the available birthday options plays a huge role in why this \"paradox\" exists in the first place.\n",
"\n",
"Related to that finding, the reason for the \"paradox\" name does not have to do with the phenomenon being paradoxical in any way, but rather the system is counterintuitive to most, especially given that such a small group of people (23, for example) gives such a large chance (50%) of including two people with a shared birthday.\n",
"\n",
"As far as future impacts, this study was a test in whether I can control my own biases, as I wanted to find some answer to why the birthday paradox exists in the historical birth data that I had access to, and try as I might to find some pattern that explained what I was looking for, I had to accept the fact that no real effect existed and the system could be explained by mathematics."
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