generated from mwc/project_argument
480 lines
160 KiB
Plaintext
480 lines
160 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "worldwide-blood",
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"metadata": {},
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"source": [
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"# Introduction"
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]
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},
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{
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"cell_type": "markdown",
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"id": "0147bb48-a7c6-4102-973f-042b657a2b96",
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"metadata": {},
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"source": [
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"Argument Project Research - Nelson Mason - November 3, 2025"
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]
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},
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{
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"cell_type": "markdown",
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"id": "greater-circular",
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"metadata": {},
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"source": [
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"## Overarching Question: \n",
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"I want to know about what relationship exists, if any, between an adult (18 +) person's age and their weight (metric-kg.).\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "permanent-pollution",
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"metadata": {},
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"source": [
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"# Data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"id": "technical-evans",
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"sns.set_theme()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"id": "overhead-sigma",
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"metadata": {},
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"outputs": [],
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"source": [
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"file_name = \"brfss_2020_cleaned.csv\"\n",
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"dataset_path = \"data/brfss_2020_cleaned.csv\"\n",
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"people = pd.read_csv(\"data/brfss_2020_cleaned.csv\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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"id": "fdd2f3af-ab54-442c-96de-14bc27a215b9",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<Axes: xlabel='age', ylabel='count'>"
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]
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},
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"execution_count": 16,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.countplot(data=people, x=\"age\", hue=\"age\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "92404f8d-3c67-4d7b-8781-2f8725609eed",
|
|
"metadata": {},
|
|
"source": [
|
|
"I want to see a count of people by every age group.\n",
|
|
"Is this distribution of any significance?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"id": "13abb8a8-b75d-4381-a0cd-92eabb0f2ca7",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Axes: xlabel='weight', ylabel='Count'>"
|
|
]
|
|
},
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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USUmJfD6f31qZ0tJS9evXT5LUuXNnXXzxxdaaq1Pb+Hw+q//Gx9LSUl122WV+Y/bq1eu81mMBAID2K2xWwSUlJemRRx7x+/Pzn/9ckrRs2TLdeeedio2NVd++fbV161a/Y4uKipSWlmZ9SjAjI0MVFRUqKSmx2pSWluq9995TRkaGtS0jI0Pbt29XXV2dX18ul0spKSmSpEGDBqlr167asmWL1aaurk7btm3z6wsAAOBUYXMmy+VyKTU19bT7Lr/8cl1++eWSpDlz5mj+/Pnq06ePUlNTVVRUpN27d+vRRx+12qekpCg9PV2LFi3SggULFBkZqZUrVyoxMVHXXnut1S4rK0vPPfecbr/9dt10003as2ePCgsLNW/ePCuwRUZGKicnR2vWrFF0dLT69eunxx9/XEePHlVWVpbBigAAgLYsbEJWU40fP141NTUqKChQfn6+4uLitHbtWuvMU6NVq1bp7rvv1pIlS1RfX6/09HTdcccdioj4z0u+9NJLVVhYqBUrVmjmzJmKjo7W3LlzNWPGDL++srOz5fP5tH79epWXlyspKUmFhYXW5UkAAIAvs/lacsUu/DQ0eFVefqy1pxE2IiLs6tGji7744lizFmc2HrfqsTd14EiVwRn6G9gvRj/M7K/fPv6WPjlcee4DQuSSmK7KnTy4yXUKtq44O+oaetTUDOoaWtHRXZr86cKwWZMFAADQnhCyAAAADCBkAQAAGEDIAgAAMICQBQAAYAAhCwAAwABCFgAAgAGELAAAAAMIWQAAAAYQsgAAAAwgZAEAABhAyAIAADCAkAUAAGAAIQsAAMAAQhYAAIABhCwAAAADCFkAAAAGELIAAAAMIGQBAAAYQMgCAAAwgJAFAABgACELAADAAEIWAACAAYQsAAAAAwhZAAAABhCyAAAADCBkAQAAGEDIAgAAMICQBQAAYAAhCwAAwABCFgAAgAGELAAAAAMIWQAAAAYQsgAAAAwgZAEAABhAyAIAADCAkAUAAGAAIQsAAMAAQhYAAIABhCwAAAADgg5ZU6dOVUlJyRn3/+///q+mTp0abPcAAABtWtAh67XXXtO//vWvM+4vLy/X66+/Hmz3AAAAbdp5XS602Wxn3Ld//3516dLlfLoHAABosyKa0/iZZ57RM888Yz1/4IEHtHHjxoB2lZWV+vDDD5WRkXH+MwQAAGiDmhWyampq9MUXX1jPjx07Jrs98GRY586ddeONN+onP/nJ+c8QAACgDWpWyJo8ebImT54sSbrqqqv0i1/8QqNHjzYyMQAAgLasWSHrVC+++GIo5wEAANCuBB2yGlVVVenTTz+Vx+ORz+cL2P/Nb37zfIcAAABoc4IOWeXl5Vq+fLm2bdumhoaGgP0+n082m03vv//+eU0QAACgLQo6ZC1ZskQ7duzQlClTNGTIELlcrlDOCwAAoE0LOmTt3LlT06ZN089+9rOQTeall15SQUGB9u7dq6qqKvXs2VNXX321Zs+erW7dulntXnzxRa1atUqlpaXq1auXZs6cqe9973t+fdXW1mrlypV69tlndezYMaWkpGjx4sWKj4/3a7dv3z4tX75cu3btUpcuXTRhwgTl5ubK6XT6tdu0aZMeeughffrpp4qLi9O8efM0atSokL12AADQvgR9M9KOHTvqkksuCeVcdPToUSUnJ2vZsmUqLCzUj370I/35z3/WT3/6U6vNG2+8odmzZ2vgwIEqKChQZmamfvGLX2jr1q1+fS1fvlybNm3SvHnztGbNGtXW1mr69OmqrKy02lRUVGjatGmqq6vTmjVrNG/ePG3cuFErVqzw62vz5s1avHixMjMzVVBQoIEDB2r27Nl6++23Q/r6AQBA+xH0mazrr79eL7zwgn74wx+GbDITJkzwe56amiqn06nFixfr0KFD6tmzpx544AElJyfrl7/8pSRp2LBhKisr0+rVqzVmzBhJ0sGDB/XUU0/pzjvv1Pe//31J0oABAzRq1Cg98cQTys7OliQ98cQTOnbsmNauXavu3btLkhoaGrRs2TLl5OSoZ8+ekqTVq1dr3Lhxys3Ntcbcs2eP1q1bp4KCgpC9fgAA0H4EfSbruuuuU0VFhbKysrRt2zbt3r1b7777bsCf89UYfurq6lRbW6tXX33VClONxo4dq3379umTTz6RJL388svyer1+7bp3767hw4eruLjY2lZcXKy0tDRrDEnKzMyU1+vVzp07JUllZWX6+OOPlZmZGTBmSUmJamtrz/s1AgCA9ifoM1mNNyWVpFdeeSVg//l8urChoUH19fXau3ev1q1bp6uuukq9e/fW3r17VVdXF7CuKiEhQZLkdrvVu3dvud1uXXDBBYqKigpo99RTT1nP3W53wFoul8ulmJgYud1uq40kxcXFBfRVV1ensrIya3wAAIBGQYesu+++O5Tz8DNq1CgdOnRIkjRixAjdd999kk6uoZIU8EnGxueN+z0ej99C+VPbNbZpbHe6T0VGRUVZ7Zo6ZrAiIs7rO7rbFYfD7vfY3ONsNttZv7Q81KyxbGf/snRT4za1TsHWFWdHXUOPmppBXVtP0CHrhhtuCOU8/OTn56umpkZ79+7VAw88oFmzZunhhx82Nl5rsdtt6tGjS2tPI+y4XJ2COs7hsCsiwhHi2ZxlvH9/b6fD3sLj/vsHZXPrFGxdcXbUNfSoqRnUteWd9x3fTbjsssskSSkpKRowYIAmTJig559/Xl//+tclye8TgtLJM1KSrMuDLpdLVVVVAf16PB6/S4gulyugL+nk2anGdo2PlZWViomJOeOYwfB6ffJ4qoM+vr1xOOxyuTrJ46lRQ4O32cc1NHhVXx94Y1xTGrxe67FFx/13bZpap2DrirOjrqFHTc2grqHlcnVq8lnBoEPWz3/+83O2sdlsuuuuu4IdQpKUmJioDh066J///KeuuuoqdejQQW63WyNGjLDaNK6balyrFR8fr3/9619+Yamx3anrueLj461jG1VWVurIkSN+fZ3uWLfbrQ4dOig2Nva8Xl99PW/4LzsZlppfF5/Pd9qvdjLFGsunVhm3uXUKtq44O+oaetTUDOra8oIOWa+++mrANq/XqyNHjqihoUHR0dHq1On8T03+4x//UF1dnXr37i2n06nU1FT99a9/1bRp06w2RUVFSkhIUO/evSVJ6enpstvt2rZtmyZOnCjp5Nmpl19+WT/+8Y+t4zIyMvTggw/6rc3aunWr7Ha7hg8fLkmKjY1V3759tXXrVl199dV+Y6alpQXctBQAAEA6j5D14osvnnZ7XV2dnnzySW3YsEHr169vVp+zZ8/WN77xDSUmJqpjx4764IMPVFhYqMTERCvg3HrrrZo6daqWLl2qzMxMvfrqq/qf//kfrVy50urnoosu0ve//33dc889stvt6tmzp/Ly8tStWzfdeOONVrsbb7xRf/jDH/STn/xEOTk5OnTokO655x7deOON1j2yJGnOnDmaP3+++vTpo9TUVBUVFWn37t169NFHm/X6AADAV0fI12R16NBBN998s/bu3atf/epXys/Pb/KxycnJKioqUn5+vnw+ny655BJNnDhRWVlZ1hmjIUOGaM2aNVq1apWeeuop9erVS8uXLw+4j9Udd9yhLl266L777tOxY8c0aNAgPfzww36fOoyKitKGDRv0q1/9Sj/5yU/UpUsXff/739e8efP8+ho/frxqampUUFCg/Px8xcXFae3atUpJSTmPSgEAgPbM5jO0mOSJJ57Qb37zG+3atctE9+1CQ4NX5eXHWnsaYSMiwq4ePbroiy+ONWvdQONxqx57UweOBH7gwZSB/WL0w8z++u3jb+mTw4EfoDDlkpiuyp08uMl1CrauODvqGnrU1AzqGlrR0V2avPDd2E0zXnnllZCsyQIAAGiLgr5cuHbt2tNur6ys1Ouvv6733ntPM2fODHpiAAAAbVnIQ1ZUVJRiY2O1bNky/eAHPwh6YgDOrjXu+O71+uT1ttztKgCgLQs6ZH3wwQehnAeAJurWuYO8Xl+r3PG9wevV0S+qCVoA0ARhecd3AGfWMTJCdrtNj//1Ax36/NwfnLDZbHI47Gpo8J7XTVMvjO6syWOSZLfbCFkA0ATnHbJee+01/e1vf9Onn34qSerVq5dGjhypoUOHnvfkAJzZ4fLqJn2a0mazKSLCofr6hha9Mz0AfNUFHbJqa2t1++2364UXXpDP57PumO7xePTwww/rmmuu0X333acOHTqEbLIAAABtRdArYdetW6fnn39eP/rRj/Tyyy/rtdde02uvvaadO3dqxowZ2rZtm9atWxfKuQIAALQZQYes5557TjfccIN+9rOf6Wtf+5q1/YILLtD/+3//T9/5znf07LPPhmSSAAAAbU3QIevIkSNKTk4+4/7k5GQdOXIk2O4BAADatKBD1kUXXaTXXnvtjPtff/11XXTRRcF2DwAA0KYFHbK+853vaMuWLVqyZIncbrcaGhrk9Xrldrt15513auvWrbrhhhtCOVcAAIA2I+hPF86aNUtlZWXauHGjNm3aJLv9ZF7zek/ei+eGG27QrFmzQjZRAACAtiTokOVwOLRixQpNnz5dxcXFOnDggCTpkksuUUZGhi677LKQTRIAAKCtaVbIOnHihH7961/rv/7rvzRlyhRJ0mWXXRYQqB555BE98cQT+sUvfsF9sgAAwFdSs9ZkPfnkk3rmmWc0cuTIs7YbOXKknn76aW3atOl85gYAANBmNStkbdmyRddee61iY2PP2q5Pnz4aM2aMNm/efF6TAwAAaKuaFbL27NmjwYMHN6ltSkqKPvzww6AmBQAA0NY1K2TV1dU1eY1Vhw4dVFtbG9SkAAAA2rpmhawLL7xQH330UZPafvTRR7rwwguDmhQAAEBb16yQdeWVV+ovf/mLPv/887O2+/zzz/WXv/xFV1555XlNDgAAoK1qVsjKzs7WiRMnNG3aNP3jH/84bZt//OMfmj59uk6cOKFbbrklJJMEAABoa5p1n6zY2FitWrVKt912m2688UbFxsaqX79+6tKli44dO6aPPvpI//znP9WxY0fdf//96tOnj6l5AwAAhLVm3/F95MiRevbZZ1VQUKC//e1veuGFF6x9F154oSZOnKjs7Oxz3uYBAACgPQvqa3V69+6tZcuWSZKqqqp07NgxdenSRV27dg3p5AAAANqqoL+7sFHXrl0JVwAAAF/SrIXvAAAAaBpCFgAAgAGELAAAAAMIWQAAAAYQsgAAAAwgZAEAABhAyAIAADCAkAUAAGAAIQsAAMAAQhYAAIABhCwAAAADCFkAAAAGELIAAAAMIGQBAAAYQMgCAAAwgJAFAABgACELAADAAEIWAACAAYQsAAAAAwhZAAAABhCyAAAADCBkAQAAGEDIAgAAMICQBQAAYAAhCwAAwICwCllbtmzRrbfeqoyMDA0cOFATJkzQU089JZ/P59du06ZNuu666zRgwABdf/312rFjR0BflZWVWrRokYYOHaqUlBTNnTtXhw8fDmj31ltvadKkSUpOTtaoUaOUn58fMJ7P51N+fr5Gjhyp5ORkTZo0SW+//XZIXzsAAGhfwipk/f73v1enTp20cOFCPfDAA8rIyNDixYu1bt06q83mzZu1ePFiZWZmqqCgQAMHDtTs2bMDQk9ubq527typpUuX6t5771Vpaamys7NVX19vtdm/f7+ysrIUExOjvLw8TZs2TatXr9b69ev9+iooKNDq1as1ffp05eXlKSYmRjNmzFBZWZnRegAAgLYrorUncKoHHnhA0dHR1vO0tDQdPXpUDz/8sH784x/Lbrdr9erVGjdunHJzcyVJw4YN0549e7Ru3ToVFBRIknbt2qWXX35ZhYWFSk9PlyTFxcVp7Nix2rZtm8aOHStJKiwsVI8ePXT//ffL6XQqLS1N5eXlevDBBzVlyhQ5nU6dOHFCeXl5mjFjhqZPny5JGjx4sMaMGaPCwkItXbq0xeoDAADajrA6k3VqwGqUlJSkqqoqVVdXq6ysTB9//LEyMzP92owdO1YlJSWqra2VJBUXF8vlcmn48OFWm/j4eCUlJam4uNjaVlxcrNGjR8vpdPr15fF4tGvXLkknLydWVVX5jel0OnXNNdf49QUAAHCqsApZp/Pmm2+qZ8+e6tq1q9xut6STZ6VOlZCQoLq6OuvyndvtVlxcnGw2m1+7+Ph4q4/q6mp99tlnio+PD2hjs9msdo2PX26XkJCgTz/9VMePHw/RKwUAAO1JWF0u/LI33nhDRUVFWrBggSSpoqJCkuRyufzaNT5v3O/xeNStW7eA/qKiovTOO+9IOrkw/nR9OZ1OderUya8vp9OpyMjIgDF9Pp8qKirUsWPHoF9jRETY59wW43DY/R6be5zNZgsI1iZZY9kU3uPa/vNoU/DzbByruX8/7VWw71ecGTU1g7q2nrANWQcPHtS8efOUmpqqqVOntvZ0jLDbberRo0trTyPsuFydgjrO4bArIsIR4tmcZTy73XpsC+NGOM5vjo0/oIP9+2mvqEfoUVMzqGvLC8uQ5fF4lJ2dre7du2vNmjWy//uXSlRUlKSTZ6FiYmL82p+63+Vy6eDBgwH9VlRUWG0az3Q1ntFqVFtbq5qaGr++amtrdeLECb+zWR6PRzabzWoXDK/XJ4+nOujj2xuHwy6Xq5M8nho1NHibfVxDg1f19Q0GZ+ivweu1HsN6XNvJgFXf0CD5zt38jOP++++kuX8/7VWw71ecGTU1g7qGlsvVqclnBcMuZB0/flw5OTmqrKzUk08+6XfZr3FdlNvt9lsj5Xa71aFDB8XGxlrtSkpK5PP5/C6nlJaWql+/fpKkzp076+KLL7bWXJ3axufzWf03PpaWluqyyy7zG7NXr17ndalQkurrecN/2cmw1Py6+Hy+gHucmWSN5VNYj2tdIjzPeTYeG+zfT3tFPUKPmppBXVteWF2gra+vV25urtxutx566CH17NnTb39sbKz69u2rrVu3+m0vKipSWlqa9SnBjIwMVVRUqKSkxGpTWlqq9957TxkZGda2jIwMbd++XXV1dX59uVwupaSkSJIGDRqkrl27asuWLVaburo6bdu2za8vAACAU4XVmaxly5Zpx44dWrhwoaqqqvxuMNq/f385nU7NmTNH8+fPV58+fZSamqqioiLt3r1bjz76qNU2JSVF6enpWrRokRYsWKDIyEitXLlSiYmJuvbaa612WVlZeu6553T77bfrpptu0p49e1RYWKh58+ZZgS0yMlI5OTlas2aNoqOj1a9fPz3++OM6evSosrKyWqw2AACgbQmrkLVz505J0ooVKwL2bd++Xb1799b48eNVU1OjgoIC5efnKy4uTmvXrrXOPDVatWqV7r77bi1ZskT19fVKT0/XHXfcoYiI/7zkSy+9VIWFhVqxYoVmzpyp6OhozZ07VzNmzPDrKzs7Wz6fT+vXr1d5ebmSkpJUWFhoXZ4EAAD4srAKWS+++GKT2k2cOFETJ048a5tu3brprrvu0l133XXWdoMGDdLGjRvP2sZmsyknJ0c5OTlNmh8AAEBYrckCAABoLwhZAAAABhCyAAAADCBkAQAAGEDIAgAAMICQBQAAYAAhCwAAwABCFgAAgAGELAAAAAMIWQAAAAYQsgAAAAwgZAEAABhAyAIAADCAkAUAAGAAIQsAAMAAQhYAAIABhCwAAAADCFkAAAAGELIAAAAMIGQBAAAYQMgCAAAwgJAFAABgACELAADAAEIWAACAAYQsAAAAAwhZAAAABhCyAAAADCBkAQAAGEDIAgAAMICQBQAAYEBEa08A7YvdbpPdbgvqWIfD7vfY3OMAAAgnhCyEjN1uU/ceneWwn1/ocbk6hWhGAAC0HkIWQsZut8lht+uxre/rcHl1s4+32WxyOOxqaPDK5/M1+bjEvtHKvDJONltwZ9AAADCBkIWQO1xerQNHqpp9nM1mU0SEQ/X1Dc0KWTE9OPMFAAg/LGYBAAAwgJAFAABgACELAADAAEIWAACAAYQsAAAAAwhZAAAABhCyAAAADCBkAQAAGEDIAgAAMICQBQAAYAAhCwAAwABCFgAAgAGELAAAAAMiWnsCANoWh6Pl/23m9frk9fpafFwAOB+ELABN0q1zB3m9PrlcnVp87AavV0e/qCZoAWhTCFkAmqRjZITsdpse/+sHOvT5sRYb98Lozpo8Jkl2u42QBaBNIWQBaJbD5dU6cKSqtacBAGEvrBa+79+/X0uWLNGECRPUv39/jR8//rTtNm3apOuuu04DBgzQ9ddfrx07dgS0qays1KJFizR06FClpKRo7ty5Onz4cEC7t956S5MmTVJycrJGjRql/Px8+Xz+/1r2+XzKz8/XyJEjlZycrEmTJuntt98OyWsGAADtU1iFrI8++kgvvfSSLr30UiUkJJy2zebNm7V48WJlZmaqoKBAAwcO1OzZswNCT25urnbu3KmlS5fq3nvvVWlpqbKzs1VfX2+12b9/v7KyshQTE6O8vDxNmzZNq1ev1vr16/36Kigo0OrVqzV9+nTl5eUpJiZGM2bMUFlZWchrAAAA2oewulx41VVX6eqrr5YkLVy4UO+8805Am9WrV2vcuHHKzc2VJA0bNkx79uzRunXrVFBQIEnatWuXXn75ZRUWFio9PV2SFBcXp7Fjx2rbtm0aO3asJKmwsFA9evTQ/fffL6fTqbS0NJWXl+vBBx/UlClT5HQ6deLECeXl5WnGjBmaPn26JGnw4MEaM2aMCgsLtXTpUrNFAQAAbVJYncmy288+nbKyMn388cfKzMz02z527FiVlJSotrZWklRcXCyXy6Xhw4dbbeLj45WUlKTi4mJrW3FxsUaPHi2n0+nXl8fj0a5duySdvJxYVVXlN6bT6dQ111zj1xcAAMCpwupM1rm43W5JJ89KnSohIUF1dXUqKytTQkKC3G634uLiZLPZ/NrFx8dbfVRXV+uzzz5TfHx8QBubzSa3263U1FSr/ZfbJSQkaMOGDTp+/Lg6duwY9GuKiAirnHteGu+fZLPZAmrfJLb/PNrU9OOtsWwKbtwgtZlxg6zreY8bIo1jtcb9uc6mcT7hNq+2jJqaQV1bT5sKWRUVFZIkl8vlt73xeeN+j8ejbt26BRwfFRVlXYKsrKw8bV9Op1OdOnXy68vpdCoyMjJgTJ/Pp4qKiqBDlt1uU48eXYI6Npw5HHZFRDiCPj7C0bxjHf8+A+qwn9+4zdXWxm1uXUM17vlq/MXQGvfnaopwnVdbRk3NoK4tr02FrPbG6/XJ46lu7WmEjMNhl8vVSQ0NXtXXNzS/A9vJIFDf0CA143ZIDV6v9RjUuEFqM+MGWdfzHjdEGhpOjuvx1Fj/HQ4a3+/hNq+2jJqaQV1Dy+Xq1OSzgm0qZEVFRUk6eRYqJibG2u7xePz2u1wuHTx4MOD4iooKq03jma7GM1qNamtrVVNT49dXbW2tTpw44Xc2y+PxyGazWe2CVV/f/t7wPp8v4DYYTWFdyvKpWcdbbZt53PlqK+MGW9fzHTdUGsc6Gd7D7/+XcJ1XW0ZNzaCuLa9NXaBtXBfVuE6qkdvtVocOHRQbG2u1Ky0tDfhFUFpaavXRuXNnXXzxxQF9NR7X2K7xsbS0NGDMXr16ndd6LAAA0H61qZAVGxurvn37auvWrX7bi4qKlJaWZn1KMCMjQxUVFSopKbHalJaW6r333lNGRoa1LSMjQ9u3b1ddXZ1fXy6XSykpKZKkQYMGqWvXrtqyZYvVpq6uTtu2bfPrCwAA4FRhdbmwpqZGL730kiTpwIEDqqqqsgLV0KFDFR0drTlz5mj+/Pnq06ePUlNTVVRUpN27d+vRRx+1+klJSVF6eroWLVqkBQsWKDIyUitXrlRiYqKuvfZaq11WVpaee+453X777brpppu0Z88eFRYWat68eVZgi4yMVE5OjtasWaPo6Gj169dPjz/+uI4ePaqsrKwWrA4AAGhLwipkff755/rpT3/qt63x+SOPPKLU1FSNHz9eNTU1KigoUH5+vuLi4rR27VrrzFOjVatW6e6779aSJUtUX1+v9PR03XHHHYqI+M9LvvTSS1VYWKgVK1Zo5syZio6O1ty5czVjxgy/vrKzs+Xz+bR+/XqVl5crKSlJhYWF1uVJAACALwurkNW7d299+OGH52w3ceJETZw48axtunXrprvuukt33XXXWdsNGjRIGzduPGsbm82mnJwc5eTknHNuAAAAUhtbkwUAANBWELIAAAAMIGQBAAAYQMgCAAAwgJAFAABgACELAADAAEIWAACAAYQsAAAAAwhZAAAABhCyAAAADCBkAQAAGEDIAgAAMICQBQAAYAAhCwAAwABCFgAAgAGELAAAAAMIWQAAAAYQsgAAAAwgZAEAABhAyAIAADCAkAUAAGAAIQsAAMAAQhYAAIABhCwAAAADCFkAAAAGELIAAAAMIGQBAAAYQMgCAAAwgJAFAABgACELAADAAEIWAACAAYQsAAAAAyJaewIA0BQOR8v/m9Dr9cnr9bX4uADaB0IWgLDWrXMHeb0+uVydWnzsBq9XR7+oJmgBCAohC0BY6xgZIbvdpsf/+oEOfX6sxca9MLqzJo9Jkt1uI2QBCAohC0CbcLi8WgeOVLX2NACgyVj4DgAAYAAhCwAAwABCFgAAgAGELAAAAAMIWQAAAAYQsgAAAAwgZAEAABhAyAIAADCAkAUAAGAAIQsAAMAAQhYAAIABhCwAAAADCFkAAAAGRLT2BAAgnDkcp/+3aOP2M+0/H16vT16vL+T9AmhZhCwAOI1unTvI6/XJ5ep01nbn2h+MBq9XR7+oJmgBbRwhq4n27dun5cuXa9euXerSpYsmTJig3NxcOZ3O1p4aAAM6RkbIbrfp8b9+oEOfHwvYb7PZ5HDY1dDglc8XujB0YXRnTR6TJLvdRsgC2jhCVhNUVFRo2rRp6tu3r9asWaNDhw5pxYoVOn78uJYsWdLa0wNg0OHyah04UhWw3WazKSLCofr6hpCGLADtByGrCZ544gkdO3ZMa9euVffu3SVJDQ0NWrZsmXJyctSzZ8/WnSCAdsfEWq9zYS0YEFqErCYoLi5WWlqaFbAkKTMzU3feead27typ7373u603uTOw222y220tOmZr/FIA2pumrgUzocHrVaXneIufmSPcob2y+TjPfU5paWn63ve+p/nz5/ttHzFihCZMmBCwval8PnM/WOx2m2y2lg1Zjaqqa9XQgj8wO0TY1bljB8Zl3HY1bvXxOnlb8Mezw25XR6ejVX5u+Hw+K9jZ7XZ5vd4Wn0N791Wsq6n/fZrz+5UzWU3g8XjkcrkCtkdFRamioiLofk8unG2dIGRS186t82EAxmXc9jRu544dWmXc1mCz+f/Ssts5K24CdW15VBwAAMAAQlYTuFwuVVZWBmyvqKhQVFRUK8wIAACEO0JWE8THx8vtdvttq6ys1JEjRxQfH99KswIAAOGMkNUEGRkZeuWVV+TxeKxtW7duld1u1/Dhw1txZgAAIFzx6cImqKio0Lhx4xQXF6ecnBzrZqTf/va3uRkpAAA4LUJWE+3bt0+/+tWv/L5WZ968eXytDgAAOC1CFgAAgAGsyQIAADCAkAUAAGAAIQsAAMAAQhYAAIABhCwAAAADCFkAAAAGELLQov70pz8pMTEx4M+9997r127Tpk267rrrNGDAAF1//fXasWNHK804/Ozfv19LlizRhAkT1L9/f40fP/607ZpSw8rKSi1atEhDhw5VSkqK5s6dq8OHD5t+CWGpKXWdMmXKad+/+/bt82tHXU/asmWLbr31VmVkZGjgwIGaMGGCnnrqKX35zkG8V5unKXXlvRoeIlp7Avhqeuihh9StWzfrec+ePa3/3rx5sxYvXqxZs2Zp2LBhKioq0uzZs/XHP/5RAwcObIXZhpePPvpIL730kq644gp5vd6AX1hS02uYm5urvXv3aunSpYqMjNSqVauUnZ2tp59+WhERX60fD02pqyQNGjRICxYs8NvWu3dvv+fU9aTf//73uuSSS7Rw4UL16NFDr7zyihYvXqyDBw9q9uzZknivBqMpdZV4r4YFH9CCnn76aV+/fv18n3/++RnbXHvttb7bbrvNb9ukSZN8t9xyi+nptQkNDQ3Wfy9YsMA3bty4gDZNqeFbb73l69evn+/vf/+7tW3fvn2+xMRE3+bNmw3MPLw1pa4333yzb+bMmWfth7r+x+n+P7/jjjt8gwYNsurNe7X5mlJX3qvhgcuFCCtlZWX6+OOPlZmZ6bd97NixKikpUW1tbSvNLHzY7Wf/37apNSwuLpbL5fL7kvP4+HglJSWpuLg49BMPc+eqa1NR1/+Ijo4O2JaUlKSqqipVV1fzXg3SueraVNTVPEIWWsX48eOVlJSk0aNHKy8vTw0NDZIkt9stSYqLi/Nrn5CQoLq6OpWVlbX4XNuaptbQ7XYrLi5ONpvNr118fLzVBwK99tprGjhwoAYMGKCbb75Zr7/+ut9+6np2b775pnr27KmuXbvyXg2hU+vaiPdq6+OCK1pUTEyM5syZoyuuuEI2m00vvviiVq1apUOHDmnJkiWqqKiQJLlcLr/jGp837seZNbWGHo/Hb11co6ioKL3zzjuGZ9k2ffOb39SECRPUt29fHT58WIWFhfrRj36kP/zhD0pJSZFEXc/mjTfeUFFRkbVOiPdqaHy5rhLv1XBByEKLGjFihEaMGGE9T09PV2RkpDZs2KBZs2a14syAc5s7d67f85EjR2r8+PH63e9+p4KCglaaVdtw8OBBzZs3T6mpqZo6dWprT6fdOFNdea+GBy4XotVlZmaqoaFB77//vqKioiSd/FjxqTwejyRZ+3FmTa2hy+VSVVVVwPEVFRXUuYk6d+6sb33rW3r33XetbdQ1kMfjUXZ2trp37641a9ZY6994r56fM9X1dHivtg5CFsJKfHy8JAWsB3C73erQoYNiY2NbY1ptSlNrGB8fr9LS0oBbFZSWllp9oPmoq7/jx48rJydHlZWVAbdu4b0avLPVtamoq3mELLS6oqIiORwO9e/fX7Gxserbt6+2bt0a0CYtLU1Op7OVZtl2NLWGGRkZqqioUElJidWmtLRU7733njIyMlp0zm1VdXW1/va3v2nAgAHWNur6H/X19crNzZXb7dZDDz3kdz88ifdqsM5V19Phvdo6WJOFFpWVlaXU1FQlJiZKkrZv366NGzdq6tSpiomJkSTNmTNH8+fPV58+fZSamqqioiLt3r1bjz76aGtOPWzU1NTopZdekiQdOHBAVVVV1i+poUOHKjo6ukk1TElJUXp6uhYtWqQFCxYoMjJSK1euVGJioq699tpWeW2t6Vx1bfyFds011+iSSy7R4cOH9fDDD+vIkSP67W9/a/VDXf9j2bJl2rFjhxYuXKiqqiq9/fbb1r7+/fvL6XTyXg3Cueq6e/du3qthwub78nlCwKDly5fr73//uw4ePCiv16u+fftq4sSJmjJlit/HiDdt2qSCggJ9+umniouL02233aZRo0a14szDxyeffKLRo0efdt8jjzyi1NRUSU2rYWVlpe6++249//zzqq+vV3p6uu64444m/cu4vTlXXS+66CL98pe/1IcffqijR4+qU6dOSklJ0ezZs5WcnOzXnrqedNVVV+nAgQOn3bd9+3br7uO8V5vnXHVtaGjgvRomCFkAAAAGsCYLAADAAEIWAACAAYQsAAAAAwhZAAAABhCyAAAADCBkAQAAGEDIAgAAMICQBQAhsmbNGuvbDII9try8PMSzAtBaCFkA0MY8+OCDeuGFF1p7GgDOgZAFACFy6623avfu3cbHycvLI2QBbQBfEA0AIRIREaGICH6sAjiJM1kAvjI++OADJSYmavv27da2d955R4mJibrhhhv82t5yyy2aOHGi9fyll17S5MmTNXDgQKWkpGjmzJn66KOP/I453Zqs48ePa/ny5UpNTVVKSopmzZqlQ4cOKTExUWvWrAmYY2VlpRYuXKghQ4Zo8ODB+vnPf66amhprf2Jioqqrq/XMM88oMTFRiYmJWrhw4XnVBYAZhCwAXxn9+vWTy+XSG2+8YW174403ZLfb9cEHH6iqqkqS5PV6tWvXLg0ZMkSS9Oc//1k5OTnq3Lmz5s+frx//+Mfau3evJk+erE8++eSsYy5cuFB/+MMf9K1vfUvz589Xx44dNXPmzDO2z83N1bFjx3TbbbcpMzNTf/rTn7R27Vpr/z333COn06khQ4bonnvu0T333KNJkyadT1kAGELIAvCVYbfbNWjQIL+Q9eabb+rqq6+WzWbTW2+9JUlW4BoyZIiOHTumX//615o4caIeeugh3XzzzcrOztbGjRvl8/mUl5d3xvHeffddbdmyRdOmTdM999yjH/7wh1q1apX69+9/xmOSkpK0Zs0aTZ48WcuXL9c111yjp556yto/YcIERUREKDY2VhMmTNCECROUkpISguoACDVCFoCvlMGDB+u9995TdXW1pJMhKyMjQ5dddpnefPNNSSfPbtlsNg0ePFivvPKKPB6Pxo0bp/LycuuP3W7XFVdcoVdfffWMY/3973+XJE2ePNlv+80333zGY2688Ua/50OGDNHRo0ets2wA2g5WaAL4ShkyZIjq6+v19ttv66KLLtLnn3+uIUOGaO/evdYZrjfeeENf//rX1b17d3388ceSpGnTpp22v65du55xrE8//VR2u129e/f2237ppZee8ZhevXr5PXe5XJKkioqKs44FIPwQsgB8pXzjG99QZGSkXn/9dfXq1UsXXHCB4uLiNGTIED322GOqra21LiFKks/nk3RyLVRMTExAfw6HI6Tzs9tPf4GhcR4A2g5CFoCvFKfTqeTkZL3xxhvq1auXtbh98ODBqq2t1bPPPqt//etf+uY3vylJio2NlSRdcMEFuvLKK5s1Vq9eveT1evXJJ5+ob9++1vb9+/eH5sUACGusyQLwlTN48GDt3r1br776qgYPHixJio6OVkJCggoKCiTJCl8jRoxQ165dlZeXp7q6uoC+zvY1OOnp6ZKkxx57zG/7o48+el7z79y5szwez3n1AcA8zmQB+MoZMmSIHnzwQX322WdWmGrc/uSTT+qSSy7RRRddJOnkmqulS5fqZz/7mb773e9q7Nixio6O1qeffqqXXnpJgwYN0pIlS047zje+8Q1dd9112rBhg44ePaorrrhCr7/+urXOy2azBTX/yy+/XCUlJXr44Yd14YUXqnfv3rriiiuC6guAOYQsAF85KSkpcjgc6tixoy677DJre2PIOjV4SdK3v/1tXXjhhcrPz1dhYaFqa2vVs2dPDRkyRN/97nfPOtZvfvMbfe1rX9PmzZv1/PPP68orr9TKlSs1ZswYOZ3OoOa/cOFCLVmyRKtWrdLx48d1ww03ELKAMGTzsZoSAFrU+++/r+985zv67//+b11//fWtPR0AhrAmCwAMOn78eMC2DRs2yG63W4vrAbRPXC4EAIMeeughvfPOOxo2bJgcDoeKi4tVXFysSZMm6eKLL27t6QEwiMuFAGDQzp07tXbtWu3bt0/V1dW6+OKLNWHCBM2aNUsREfw7F2jPCFkAAAAGsCYLAADAAEIWAACAAYQsAAAAAwhZAAAABhCyAAAADCBkAQAAGEDIAgAAMICQBQAAYAAhCwAAwID/D5qknJMut6hvAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.histplot(data=people, x=\"weight\", bins=15)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "363219c6-9a49-4170-bc80-ae5a2b89606e",
|
|
"metadata": {},
|
|
"source": [
|
|
"I want to see a count of people by weight(kg). Is this distribution of any significance?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"id": "heated-blade",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Axes: xlabel='age', ylabel='weight'>"
|
|
]
|
|
},
|
|
"execution_count": 18,
|
|
"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": [
|
|
"sns.barplot(data=people, x=\"age\", y=\"weight\", hue=\"age\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "continental-franklin",
|
|
"metadata": {},
|
|
"source": [
|
|
"I'm trying to find out at what age, on average, do people experience a dramatic\n",
|
|
"weight gain or loss, if at all.\n",
|
|
"I'm curious to find out if such a dramatic increase or decrease in weight can\n",
|
|
"be captured in a one-time snapshot database, where individuals are NOT tracked \n",
|
|
"over a period of time, but ONLY once."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "infinite-instrument",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Methods and Results"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "recognized-positive",
|
|
"metadata": {
|
|
"jp-MarkdownHeadingCollapsed": true
|
|
},
|
|
"source": [
|
|
"Since this chart of this dataset shows that an age 65+ person, on average, is closer in weight to an age 18 to 30 person, does that mean he or she is as healthy?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "graduate-palmer",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Methods"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "endless-variation",
|
|
"metadata": {},
|
|
"source": [
|
|
"*Explain how you will approach this research question below. Consider the following:* \n",
|
|
" - *Which aspects of the dataset will you use?* \n",
|
|
" - *How will you reorganize/store the data?* \n",
|
|
" - *What data science tools/functions will you use and why?* \n",
|
|
" \n",
|
|
"✏️ *Write your answer below:*\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "portuguese-japan",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Results "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "demographic-future",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Methods"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "incorporate-roller",
|
|
"metadata": {},
|
|
"source": [
|
|
"*Explain how you will approach this research question below. Consider the following:* \n",
|
|
" - *Which aspects of the dataset will you use?* \n",
|
|
" - *How will you reorganize/store the data?* \n",
|
|
" - *What data science tools/functions will you use and why?* \n",
|
|
"\n",
|
|
"✏️ *Write your answer below:*\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "juvenile-creation",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Results "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"id": "pursuant-surrey",
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Axes: xlabel='age', ylabel='weight'>"
|
|
]
|
|
},
|
|
"execution_count": 19,
|
|
"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": [
|
|
"sns.boxplot(data=people, x=\"age\", y=\"weight\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "43e1b5fb-0ec8-4bd1-838c-135e2e9211d9",
|
|
"metadata": {},
|
|
"source": [
|
|
"I want to see a distribution of people by age by weight. \"A box plot displays the\n",
|
|
"distribution of a dataset through its quartiles, highlighting the median, \n",
|
|
"interquartile range and potential outliers. It provides a visual summary of \n",
|
|
"the data's central tendency, dispersion, and skewness.\" \n",
|
|
"- https://www.geeksforgeeks.org/data-visualization/types-of-seaborn-plots/"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"id": "located-night",
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Axes: xlabel='age', ylabel='weight'>"
|
|
]
|
|
},
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
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{
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"data": {
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"image/png": 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Lw/Dhw+3LJCQkICkpCWlpaZ79ET5HfYkIIYQQV/hVUNSQo0ePIi4uDiEhIcjIyABgrfVxlJiYCJPJhOzsbABARkYGOnfuXK+zcUJCgn0dgYuaKoh/ocFnhBCp8Kvms+sdOXIEGzZswMKFCwEAlZWVAICwsLA6y9le2z6vqqpCaGhovfWFh4fj9OnTbpeL4/w3lnQMBP25nFIikzG0L93A89f2He1H97As7UuxyWQs7UuRBMJ+9NugqKCgAM888wyGDBmCBx54wNfFsWNZBpGRwb4uRqNUKjkA/y+nlISGqmlfukGvl9n/pv3oHqXSesmm81s8oaEq2pciCYT96JdBUVVVFWbNmoWIiAh8+OGH9qej8PBwANbh9jExMXWWd/w8LCwMBQUF9dZbWVlpX8ZVPC+gqqrGrXV4ksFgHV3H8wLKy6t9XJrAoNHoaV+6wWDQ2/+m/egevd4EgM5vMdH5LR5/3o9hYWrIZE3XZPldUKTX6zF79mxoNBp89913dZrBEhISAFj7DNn+tr2Wy+Vo3769fbn9+/dDEIQ6zUmZmZno1q2b22U0m3m31+EpPH+tbP5cTinheYH2pRtMJjomxeKYs432pTgsFp72pUgCYT/6VQOg2WzGggULkJGRgc8++wxxcXF1Pm/fvj06deqETZs21Xl/w4YNuOmmm6BQKAAAI0eORGVlJfbv329fJjMzE2fPnsXIkSM9/0NIQKFpKtxD+48QIhV+VVP06quvYseOHVi0aBG0Wm2dhIw9e/aEQqHAvHnz8Nxzz6FDhw4YMmQINmzYgFOnTuHrr7+2L5uSkoLU1FS89NJLWLhwIZRKJd599110794dEydO9MEvI6TloqCIECIVfhUU7d27FwDw9ttv1/ts27ZtiI+Px7Rp06DT6bBq1SqsXLkSnTt3xkcffYSUlJQ6y7/33ntYvnw5li5dCrPZjNTUVCxevBgc51c/2QMoTxHxNxQUEUKkwa8ihO3btzu13IwZMzBjxowbLhMaGoq33noLb731lhhFI4S4iOcpKCKESINf9SkihAQeQZB+50sSuK5P8ktaNgqKAg49lRP/Ql2KCCFSQUERIcTDKCoi/osGAhBHFBQRQghpsaj5jDiioIiQJtBFkxBCWgYKigghHkVBJfFn1HxGHFFQREgT6KLpHgqKiD+j45M4oqCIEOJhdNMhhEgDBUWEEEJaLKoJJo4oKCKEENJiUfMZcURBESFNoIumeyijNSFEKigoIoR4lNls9nURCCHEKRQUEUI8ioIi4s+oTxFxREERIU2gi6Z7KCgi/oyax4kjCooIIR5lsVjsf1OASfwNz1OfN3INBUWENIEumu6xWMwOf1tusCQh3kfnN3FEQVHAoapgsdFF0z2O+88xQCKuoPNbbFR7SRxRUEQI8SK6qRP/QkERcURBESGEEEIIKCgihBAJoVoNQjyJgiJCmkDV6+661mTGstR8RgjxXxQUEdIECorcUzcNDAVFhBD/RUFRwKEbuNgoKHKPY3I8SpRHCPFnLgdFL774Ik6ePNno56dOncKLL77o6uoJ8RuUW8c9jkElBZjE39Ax6Z5A238uB0U//fQTrl692ujnOTk5+Pnnn11dPSF+g2Z5d0/da2ZgXUBJIKBj0h0UFDmpqKgIKpXKU6snxGuopshd1y6aPB9YF1BvC7QbkD+gY9I9gXZMcs1ZeOvWrdi2bZv99dq1a7Fv3756y2k0Guzbtw+9e/d2v4SE+JjZTEGRO+redALrAupttuzggXYj8iXKWO+eQDsWmxUUXb58GZs2bQJg7TB58uRJnD59us4yDMMgKCgIgwYNwqJFi8QrKSE+Qs1n7nLsU+TDYgQA2w2cOqyLh85v9wTa/mtWUDR79mzMnj0bANCjRw+8+eabuOWWWzxSMOIqulgS/+L4JE5P5e6hph7x0T51T6Dtv2YFRY7OnTsnZjkI8Vt0I3dP3dFntC/dE1g3IH/A89Q87p7AOiZdDoocVVdXo6qqqsG2xbZt24qxCeK0wDpA/QEFRe6hmiLiz+iYJI5cDooMBgM++ugj/PDDD6ioqGh0ufT0dFc3QQgJAHWDIgraiX8JtI7CxD0uB0WvvPIKfv75Z4wfPx4DBgxAeHi4mOUiLqITXHy0T93j2DxBTRXE39D5TRy5HBRt2bIFM2bMwGuvvSZmeYibaFSK+Kh63T0WC+/wNwVF7qBjUXy0T90TaDGly8kbGYZBz549xSwLIX6JbuTusVjMDn/TvnQH1bSJj4Ii9wRaTZvLQdG4ceMaTNxISKAxmUy+LoKkOe4/2pfuoUSi4gu0m7q3Bdr+czooqqioqPPfnDlzkJOTgyVLluD06dMoKyurt8yNOmATIhV0I3eP0Wh0+Nvgw5JIn+O+JOKg2kv3BFqaDaf7FA0dOrRefxVBEHD27Fn88MMPjX6PRp95V6BF7b7iGAgZjXoflkT6HAMhuqm7R6/XAQDMZnMTSxJnmc300OOOQGt+dDooeuqpp6gTrwTQxVIcOl2N/e+aGp0PSyJ9NTWO+7LahyWRPltQpNdToC4Wg4FqL90RaGk2nA6K5s2b58lyEJFQUCQOxxu5Tkc3cndUV2vtf2u12hssSZpiOy4tFjNMJiPkcoWPSyRNjtdJqr10T6DVFLnc0Zr4J1uzDzWjuUenu1Y7RDVF7qmurnb4m4IidzjuP8f9SprHsUmXaorcE2gjIl3OU/TRRx/d8HOGYaBUKtG6dWsMGjQIcXFxrm6KNIPtCYiaOt1Ttx8MXTTd4dhk5lgDR5qH5/k6zWbV1dWIiIj0YYmkyzEQMhioKdIdgdZR3a2gyHbjvb5W4vr3ZTIZZsyYgaVLl4JlqXLKkwLtAPUVxwslPUm6x7HWzdYnhjSf0Wisc62lfkWuczyn6aHHPYHWZcPloGjXrl2YPXs2kpKSMHPmTHTo0AEAkJWVha+//hrnz5/Hu+++i5qaGvznP//Bd999h9jYWMyZM0e0wpP6Aq1911doGLl46nZap5oiV1GTuHjqnt80+swdgXZculxt8+qrryIhIQHLly9Hz549ERISgpCQEPTq1QvLly9Hx44d8a9//QtJSUl4++23kZqail9++UXMshPiMYF2ovuS4zQfgZbThEiTY4sFy1JXA3KNy0HRgQMHMGjQoEY/HzRoEPbu3Wt/PWrUKOTl5bm6OUK8yvGiyTDU5Et8j/oJikcmcwyKZD4sifQF2nHp8tVeoVDg1KlTjX5+8uRJyOVy+2uz2YygoCBXN0ecRH22xOF4oXS8gBLiKxxXt7eD4/WVNI9Mxjn8TUGROwIsJnK9T9G0adPw3//+FxEREbj33nsRHx8PAMjJycH//vc//Prrr7jvvvvsyx88eBBdunRxv8TkhugGLo661eu0T91BtW7i4DgOLMva+w0qFJSjyFWOxyQFRe4KrKjI5aDo+eefR0lJCdasWYMvvvjCfpDxPA9BEDBx4kQ8//zzAKw9/Xv16oX+/fvfcJ1ZWVlYvXo1Tp48iYsXLyIhIQHr16+vs8zMmTNx6NChet/dsGEDEhMT7a81Gg2WL1+OrVu3wmQyYcSIEVi8eDFiY2Nd/cmSQDcdcTheKB2fKknzUYApHo6T2zv+X19zRJzneH7TMemeQOuT5fJZpVQq8d577+Hs2bPYvXs3cnNzAQDt2rVDamoqevXqVWfZuXPnNrnOixcvYteuXejXr589uGpI//79sXDhwjrv2WqqbBYsWIBLly7hlVdesZd11qxZ+PHHHwP6YhJoVZm+QhdN8dTtv0H70h2OHdVpMIDrHJvH6Zh0T6CNeHY7OujZsyd69uwpRlkwduxYjB8/HgCwaNEinD59usHlwsLCkJyc3Oh6jh8/jj179mD16tVITU0FAHTu3BlTpkzB5s2bMWXKFFHKSwIX1W6Ix/GiSTdy9zjmhAm0/DDe5JiFOdBu6t7mmBtPEATJd7z2q6u9WDeftLQ0hIWFYfjw4fb3EhISkJSUhLS0NFG24a8oeaM4HPcjXTTdYzZbHP6mnDCuslgsdYJKCopcZ5sOCaD96C7Ha2Ug7Euna4p69OgBlmVx4sQJKBQK9OjRo8mIkGEYnD171u1CXu/QoUNITk6GxWJBv3798PTTT9dJD5CRkYHOnTvXK19CQgIyMjJEL48/cbwBEdfRE7l4zGYTwLCAwMNkon3pKsckmA29Js5zPKcdAyTSfI77z2QySX5UpNNB0VNPPQWGYez9cWyvvW3QoEG47bbb0KlTJxQVFWH16tV4+OGH8dVXXyElJQUAUFVVhdDQ0HrfDQ8Pb7RJrjk4zq8q2OqwWKwnOy/wfl1Of+fYd8NiMdO+dINerwcjU0Ew18BkMtC+dJFOV3cC2JoaLe1LF5lMdaf5oP3oOrP5WnZwi8UIjgvxYWnc53RQNG/evBu+9pb58+fXeT169GhMmzYNK1aswKpVqzy+fZZlEBkZ7PHtuEoQrDVFFrPZr8vp7zjOsZnCRPvSDXq9HgynhGDRw2Qy0r50UX6+9YmckYdAMGnB87QvXeV4fptMBtqPbnAct6RSySS/LyU/DCsoKAijRo3CH3/8YX8vLCwMBQUF9ZatrKxEeHi4W9vjeQFVVf5bba3TWSeJNBqNKC+vbmJp0pjS0gr731ptNe1LF1lndteBVYeAYeWoqtLQvnRRXl4xAIBVhsFi0qKgoJj2pYuKisrsf2s0WtqPbigv19j/LimphFrt3j3WU8LC1E7l8XMrKMrLy8O///1vHDx4EGVlZVixYgUGDRpk/3v69OmijUxrjoSEBOzfv79eT/jMzEx069bN7fWbzf7b8dbWvms2m2EyWSQ/EsBXqquvBb46XY1f/5v7M52uxnoesnKAlUOn09G+dFFlZSUAgFWEwgKgqkpD+9JFjud3TQ2d3+5wnFDXYDBKfl+63JB66dIl3HHHHdi4cSPi4+Oh1WrtndeioqJw9OhRfP3116IVtDE1NTXYuXMn+vTpY39v5MiRqKysxP79++3vZWZm4uzZsxg5cqTHy+RLjh0IaSSa63Q6nfUPhoPRaKR96SK9vrbvBsuBYTno9XrfFkjCqqu1AKxBkeNr0nwGg97hb8MNliRNCbRBKS7XFP3zn/9EaGgo1q5dCwAYNmxYnc9HjRqFjRs3NmudOp0Ou3btAgDk5uZCq9Vi06ZNAIDBgwcjIyMDn332GSZMmIB27dqhqKgIa9asQXFxMd5//337elJSUpCamoqXXnoJCxcuhFKpxLvvvovu3btj4sSJrv5kSbj+AA3kRJWeZAuKWHkQeGMV9HodgoOl3YHQF2w3H4aVg2E5GAyaJr5BGlNTY23iYRXW47C6mpp8XOUYCFFQ5B7HNBGBkL7E5Tvm4cOH8dRTTyEqKgrl5eX1Pm/bti0KCwubtc7S0lI8/fTTdd6zvf7yyy/RunVrmEwmvPvuu6ioqIBarUZKSgpeffVV9O3bt8733nvvPSxfvhxLly6F2WxGamoqFi9eHPBBQt2aIulH7b6i11uDIkauBoxV0OkoKHKFbUoKsDKA5WCxWGCxWGi+KRfYmsYZ1jrnGeV8cl3dh0faj2IJhO4aLkcIgiBApVI1+nlZWVmzJyyMj4/H+fPnb7jM6tWrnVpXaGgo3nrrLbz11lvNKoPU1U2kRU0+rrLVFDFcUJ3XpHlseYkYhrXmKoL1JkRBUfPZgiJD0Yk6r0nzXavRYCjLuogCIShyuU9Rz5497U1d1zObzfj999/Rr18/lwtGXGO2UE2RGKz9NRiwcmtQZGu6IM1jfwpnZGAYayBECRxdYzRa88FYaopqX1Ozj9sC4Cbua4EQCDlyOSh6/PHHsXv3bixbtgwXL14EYG3+2rdvHx555BFkZGTg8ccfF62gxDlmSl8vCq1WC0amACNT1r6mvjCuqKmxjvJhajtaW9+jANMVdWsrGaq9dIP9gbE2UKdrpesCLShyufls1KhRWL58Od566y17Z+vnn38egiAgJCQEf//73+tMvUE8z2SqO0qKLpqu02o1gEwBRqaofU0jfVxRUWHtb2iqygKrCLO/Fxsb58tiSVKdYJJh7AEnaT7b+cwqQsHry1BdrUV4eIRvCyVRjkFRIARIbvU6vv322zFx4kTs3bsXWVlZ4HkeHTp0QGpqKkJCqFOqt9XU6K57TU/krjCZjNBoqsCqosFwagBAaWmJj0slTbagiNeXQ7CY6rxHmqdubSWD6upq8Dwv2kTaLYltX9qCIo1GQ0GRixzTbATCSD6Xg6K7774bgwYNwsCBAzFkyBBMmDBBzHIRF1RWVlj/qJ18s6qq0qflkaq8vFzwPA+5MgKsMgIAkJOT7dtCSVRW1pUG3xs8+CbvF0bCdDod8vJyAYYDBDPAymCxGJGdfRUdO3bydfEkp7S0FGBYe86n0tISxMe393GppMl+37nub6ly+REjNDQU3377LZ544gkMHToUt9xyC1599VVs2LCh2UPxiTjKykoBADJ1qzqvSfNkZ18FALDKCLCcEgyntr9HnGcyGXHu3Bn7qDOG5QBGhj//POnjkknP5csXwfO8vV8Ww1pnIj9/Pt2XxZIkrVaLrKxMyNStIAuKAQCkp5/xcamkyzEQCoRaYJdrij777DMIgoD09HQcOXIER44cwZYtW/DNN9+AYRi0a9cOgwYNwvLly8UsL7kBx6DIUlNETT4usgVAMlUEAGtwVFqaj5qaagQFSXuyQ2+6cOG8dcSUTAlYDADDQBYUi5ycqygvL0NkZJSviygZFy6cs/7BcoDFGmAKsAZFEydO9mnZpObcuTMQBAGy4DjI1K3AsBzOnDnl62JJVmZmhv3vrKxMH5ZEHG41RjMMg549e+KBBx7ABx98gO3bt+PNN99Ex44dkZOTg59//lmkYhJnlJRYh+rKguNqXxf7sjiSZT2xGXvTmUwVCQC4ejXLd4WSoDNn/gRwrVYDALiQNgCAs2dP+6RMUmWtEWLsNUVgWLDyEFy4cC4gsgh7k+3YY1gFdLl7wSjCkJubY59bjjivvLwceXk5kIW0BSMPxtmzZyR/PLrV0bq6uhrHjx/HkSNHcPToUZw6dQpGoxEJCQm4++67MXDgQLHKSZxQXGybRTsCjEyJ4uIiH5dIeniex9WrWWCVYWBY63Bd1h4UXUGPHt6f4Fiqzpz5Ewwjs9dqANcC9rNnT2P48MCeh1AsBoMBGRmXwKqjAOHaDUcWFIPqykzk5eUgPr6DD0soLZcvXwTDcjBVXQWvKwYjt9b+ZmRcREoK3bOaIz3dGmBywXHgORW0FRnIzs5Cx46dfVwy17kcFE2fPh3nz58HwzDo3r07Bg0ahAcffBADBgxAZGSkmGUkTqqoKAcY1ppfh1MHRPuutxUXF0Gv14ELj4O5uhDGsvOQh1lvOFeuSL9q2FuqqiqRnZ0FWXBrCJZrI1JYRRgYTo0zZ/6EIAgBMYTX0y5fvgiLxQJFUCzM1QX292XBsTBVZiI9/SwFRU7S6/XIyckGq24FgbflJrIeg5cvX6KgqJmKiqz9h1lVpL3vYFFRYcsMis6ePQuWZTFu3DiMGjUKAwcORMeOHcUsG2mmysoKMJwKDMOA4dTQVVfAaDQ2e7qVlszWD4tVhMJYchqWmmLrUHKGoY7rzZCXlwsAkKmjYdbm2d9nGAYydTSqqnKg0VQhLCzcV0WUDFszOKsMBxyCIlvzLvUddN7Vq1es/YnU0TBXW2/otprMzMzLvi2cBNmyqjMMB4bhat8z+rJIbnM5KPrxxx/tzWb/93//h7KyMkRHR2PAgAEYOHAgBg4ciB49etCToBdptRowMmteHYazZmKurtZCoaAOrc6yTu8BMDLFtSdJwQyGVdg/I02zXRgd+xPZ1b5Hc3c559rcXI1dS2nuLmfZM1fXOS4ZAEydxLfEOQZDbQDEctb/IP3pZ1wOinr16oVevXrhwQcfBABkZmbag6Q1a9bgrbfeQkhICA4fPixaYUnjBEGAwWAAq7ZmDbZ1yLTN9k6cU11tTXhpm4ncTqawf0aaZg94mPpjORj71AoUFLmHHjibS6m0PiyCdwyABAACFAqlL4okaSxbewwKPK4F59I+LkVJharX61FQUICCggLk5eWhrKwMgiBQGnovMhgM1ifK6/KY0FQfzWPLdGub3sOGkSmg0WhoRm0nXZtbqoFLTO17NDGsc5o65niejklnyeXW81oQ6h971M2g+YKDrTNXCLwRgtlaQyT12SxcrinasWMHDh8+jKNHj+LMmTMwm81QKpXo27cvHnroIQwcOBApKSlilpXcgE5nm3iztlq4NjiioKh5ysutndMZeVCd91lODbOuFFqtBqGhYb4omkRJ+6nRHwi2EWfXd0WofU2BuvNMptpm3draSkdS7wvjC/agyGKEwFv3X0hIqC+L5DaXg6Inn3wSYWFh6N+/P55++mkMHDgQvXv3hlzeQB8C4nG24MdWw2Fr/qGgqHkqKsoAWIMgRwxnDZLKy8spKCJeda0m6PoAk6n9XNp5YbzJNvURw6muvckwYFg5TYvkkvoBudSDdJeDol9++QXdunWjjtR+4vpmn2uzu2sa/Q6pr6yszNof67oOwmxtzVFZWSk6dKBRlk2xTRLJNNSnqHYCU4NBX+8zUp9tP11fu2Hbt7QfnWdL0MjIVHU/4FQUFLmgoqICgPUh0pZ6Q+rzn7ncp6h79+4UEPmRqqoqANdOdtuTEJ3ozuN5Hnl5uWAUofWObdvEkbm5Ob4omuTY9hOrrF+rxirC6ixDbuzq1SsAAFZVN30BIw8Cw3L2z0nTMjIuAbh2PtuwilBUVJRTeoNmsuXCYziVvXZd6vnxROloTXzvWrWwsvb/FBQ1V35+Hkwmo31aD0eOWa1J03JybJPq1s9DZMuvY1uG3FhmZoY1/xhXt58bw7BgVZHIzc2h2iIn8DyPEyePgeHU9vPZhgtpCwA4ceKYL4omWSUlxdbmR05tzwwu9ZkUKCgKEPagyFZTJLMGRxoNNZ8569oTef2giOHUYGTKgJjw0NMEQbBOlaIIvTZXlwNr7RFDc8k5QaOpQnFxEVhVVIM186wqGoIgICvrivcLJzGXL1+EVqMBF9Ku3r7kQtoBAE6cOOqLoklWXl4uWHmoNUCXhwBgkJ+f1+T3/BkFRQHCFvzYa4pkCgAMNJoqH5ZKWmwnc0O1GwzDgFWGo7i46FoCONKgoqICVFdrwaoaThrKsBxYZQQyMzNoXzbh4sXzAKyZwRsiC2pVZznSuPT0MwCuTUrsiJVba48uXDhHx6STNJoqa0JbmQI12Wmw6ErAKkLs2eylioKiAGFL0mgbdcYwLBiWo9FnzVBebht5FtTg54w8CIIgSL7N3NMuXboI4NoNuyGyoGiYTEZkZ1MT2o1cuFAbFAXFNPi5TB1Tu9w5r5VJqmzTeLCNBZjqaJhMJuTmZnuzWJJVUmLtfyWYqmHR5sFYchqMPAQaTZWk0xtQUBQg7KN9WIcRKixHfQ2awTa3GSNXN/g5ax+WX+a1MkmRbeJcmarhmw9wrebjypUMr5RJqi5ePA8wbKP7kuWUYBVhuHjxAg3NvwFBEJCRcRmMPBgsp2pwGds+zsigOdCccX1/VYE3B0RfVgqKAoR9vhnHPhyMDHoKipxWUVEORqZsMLEbYO1XBFxL8EgaVlhonbS0oZFnNrYRaLZZtkl9PM9bZ3RXhtd92LkOq46CXq+jCYtvQKOpgkZT1eAgChtbX0IaAOAc+9B7h7QbtoBTysPyKSgKECaTdSZ3x7wwDCuDyUjzSzmrpqam3vQejmyf2bKHk4YVFRVYO6Y30MnaxjYkuqiooNFlWrry8jKYTEZ7ANkY274sKJB2B1dPsucnaqRpHLD2KwKkXcvhTbZ96phUlKGgiPgLg0EPhrnuJsRykp+x2Jt0Ol29pI2OGBnNJ9cUs9mMkpKS2pEojWNkCjAyhb1WidRXUJAPoH5OnevZgiapj/rxpOtTljSIVQAM63CzJzdSWVlbY+74IC6zBUXS3YcUFAUIjUYD1JvEVAmTyWTvb0QaZ7FYYDQa7IFPg+yT7FJNUWOKigrB8xawyqbnP2IUYSgsLIDFYmly2ZbINornRs2Qjp9TUNQ4W1LG66fvccQwDBhORQkcnWSrDarTOlG7f6mmiPiUIAiorKysO58PAFYm/apMbykpKQZw7aRuiO2CaluW1GdPa6Con9bgejJFKCwWC0pKpJ3szVNso6AaShHhiFWEAAyDnBwaNdUY24jIxkae2chUUSgvL6P+WU4oLCysbSK/1nzGKqwJHKXcLE5BUQAoLS2BxWIGKw+BuboQNdlpMFcXgqk9QKmJomm2zpWy2mzLDWHkwWBYOQ0jvwF7Aswmajesy1hv9llZlMSxIXl5uQDDNtl8xjAysIow5ObmSH4yTk+5dOk8GJmiyf5ZthQHly5d8EaxJMtkMlkTNyoj6sxTzHBBYFi5pBOzUlAUAGxPiKwyHMaS0/acEbYbPOXdaNq1fRjR6DIMw4BRhiE/P5cSvDXixIlj1iHkN8hRZCMLjgMAnDxJUytcT6erwZWsTOvIswYm1b0eq4yATldDAXsDSkqKUVCQD1YV3eR8nbbj9vTpP71RNMnKy8u1NpNfN5qPYRiwqgjk5+fBYJBmf1YKigKAbeoJmSoCAm+9WQu82f4kbssbQxp3/nw6AIBVRdxwOZkqChaLBZcvX/RCqaSlpKQY2dlZkAW3BnODDus2rDICjDwYJ08epyDzOkeOHILZZAIX2sGp5eVh1uUOHNjjyWJJ0o4dWwEA8vCOTS7LqqLAKkJw8OA+aLVaTxdNsjIyahO0NjhPZFTt1DPSvO9QUBQAbNlsZeq6T+eMPBgMp8aFC+eoWv0GyspKcf58OmRBsY0mdrPhQuMBAAcO7PVG0STFtk9s80g1hWEYcCHtUFNTjT//POnJoknO/v3W4EYe7lxQJAtpDUamxP4D+yiJowOj0Yi0tO1gOBW40PZNLs8wDOSRXWEyGbFnz07PF1CibpRp3faeVLOsU1AkcSaTCZcvX7Q+dV8/+oxhIAuKRWVlBfUruoEDB/ZCEATIwzs1uawsKBaMPAiHDh2AySTdVPZi0+v12Lx5IxiZwl5r4Qx5ZCIA4LfffqLAvVZm5mWcswXptTOPN4VhZODCOqCyopwCdgf79u1GdXU15BGJN0yA6Uge3hkMy2Hbts1Ug9kAQRBw/ny6NRdZA6k3uNp+Wbbad6mhoEjiLl48D6PRaO+fcT2u9v0zZ055s1iSIQgC9u5NAxiZvRboRhiGgTysI3S6Ghw/Tn1hbHbu3AqtVgN5VPcbpzW4jkwZDi6sA65cyaDaIlhTQ3zxxWeAIEAR06dZ31VE9wDDcvj226+h1Wo8VELpMBgM+OWXdWBYDvLILk5/j5EpwEUkorS0xN70Rq5JTz+DiopyyILjGuyjxXBKsKoopKefkeQoPgqKJO70aeuNpKGZnwFAFtwaAOiG04izZ08jPz8PXFj7G2azdiSPSAAAbN26yZNFkwyDQY+NG9eDkSmgiOza7O8rWvUCAPzyy48tvrZoy5ZNyM7OgjwiAVwjk8A2hpUHQxHTB1qtBmvXfuOhEkrHli0bUVlZDnlU9xvmJ2qIMronGJkcv/32E+Ulu87mzRsAAIrIbo0uo4jsCp7nsW3bZm8VSzQUFEncn3+eBMNy9qGk12PlQWCV4Th37iw19zRgyxZrYKOI6u70d1hFKLiQdrh06QIyM2lC0+3bt0CjqYI8spvTgaUjmTIcXGh7ZGZexp9/nhC/gBJRXl6Gn3/+HgyngjI22aV1yCO7glVFYs+endbJZFuomppqbNjwGxhOCUVUj2Z/n+GUkEf1hFarwR9/bPBACaUpPz8Xp06dgCwoBjJ1VKPLceEdwHBq7Ny5TXLJgykokrDy8jLk5uaADYq9YXu5LLgNjEajvXMcsSooyMepU8etJ/gNJopsiDzK+pS0ZctGTxRNMvR6h1qiZgSW11PE9AYA/Pxzy60t+umnH2A0GqGM6etScAlYswurWg8EAKxd+78Wuy/37k2DXq+DIqpHs5pzHSmiuoKRKbFjx1bqW1Rr587tAAB55I3PdYaRQR7ZBTpdDQ4d2u+NoomGgiIJO3v2NACAq20iawwX0rrO8sTq8OEDAKxP180lC4oFqwjDsWOHrZPxtlB79uxyqS/R9Rz7Fp07d1bEEkpDTs5V7N27C6wyApwTHf5vRKaOBhfaHpcvX8TRo4fFKaCECIKAHTu2AQwLeXiCy+thWA5ceGdoNFU4dqzl7cfrmUxG7N2XBoZTgwtt2+Ty1n3PIC1tu+cLJyIKiiTMVj0uC4q94XIydSuAYVp0dXpDTp8+BYBpMqhsCMMwkIVYa+BacvZbW+JFeUSi2+uyraMlJnNct+57CIIAZWyyU8kam6KM7QcwLH744dsWV1t0/nw6CgrywIV1uPEEsE5Q1I6OpA7XwNGjR1BTXW0dnedMQlG5GlxIW2RkXLbPGCAFFBRJ2MWL58Gw8ianVGBYDqwyEpmZGdSvqFZNTY01lYE62uWmClswZQ2uWh6DQY9z59LBqiKbzO/kDFlQKzAsh1OnWtagAINBjz//PAlWFWmv1XUXqwgBF9YBRUUFyM3NEWWdUnHy5HEA1qH17mIVoZCpY3DhwjnU1LTsDteHDu0DAMgjnN+vXO2yBw/u80iZPIGCIonS6WqQn58HVh3lVNQuU7eCxWKmaQBqnT+fDp7nXaolspEFxQCMDGfPtswpAc6fPweLxQwuuOGRj83FMDLIguJQUJDXomYqv3jxvKj70cZ2bLe0ZvMLF9KtU82om55qxhmy4FgIgtCia4T1ej1Onz4FVhnR5Fx8jrjgNmBYDkeOHJJMjSUFRRJlm3BPpmp8BIAjmdrakViqqdfFZrvANZSR1VkMy0GmikJ29lUYDNIaYSEGe/Nt8I2bb5vDtq6LF1vODcgWtDSWa8xVtvW1pKBdp9MhK+sKZKpop5M1NsV2jZBqMkIx/PnnCZjNZqdyuTliWBlkwW1QWFhgneBYAigokijbUHDWyaDIthwNIbeyzl3G3HBYqTNkQdHgeb5F7teMjEsAAJkqWrR12p7ubXMrtQSnTp2oTashTs2GDcupwSrDkZ5+FkZjy2g2P3XqOHieFzXAlKlbgWFkOH78qGRqO8R2+PBBAAAX1vRUKdezfefIkYOilslTKCiSKPuEfGrnbkisIgwMK7ffyFoyk8mEzMwM6wzkTkxceiNs7Y2sJdVsANaRKBkZl6370I1RZ9djVREAw+L8eWnOm9Rctido6yS64tRsOOJC2sFkMraYJrR9+3YDcG7yV2cxLAdZaDwKCvJw5UrLe/gxGPQ4efI4WEUYZLWTjDcHF9IGDCuzB1b+joIiCbK2b18Ew6nByoOc+g7DMGDVUcjPz0N1dcue/dk6jN7YaBbw5uCCYgFGhv3797Sop8ijR4/AYNA7PfmrsxhGBi64DbKzs1pE/zfbSDsupOkhzq7gQq3/PidOHPXI+v1JZWWFtd+LOrpZ/V6cYZsX0RZ0tSQnTx63Xi+bMaehI4aVQxbcFnl5OZLo9E9BkQTl5+dZ555pYij+9WRB1g6D6ektLw+Mo507twEQZxg5I1OAC2uPgoI8yc4K7Ypdu2z70PU8MI2xrVNq+U2ay2QyWadBYFjIPBQUsaoosPIgHDy4DxUV5R7Zhr/YunVT7cTO7o86u54sOA4Mp8aevWnQaKpEX78/sydsdDEoAgAuzFpzZ7tu+DMKiiTINgS8uSOnbKNbbPOltUT5+bk4fz4dsuDWYBX1Z3h2hSLCOtlkS8llkpubU7sP40Tbh45kIW3AcGrs27cbNTXVoq/fX2zdugnFxUXWqTlESGnQEIZhoGjVGwaDAT/++J1HtuEPKisrsGXLJrDyII8ERQzDQhHdEwa9Hhs3/ib6+v1VdvZVnDt3xnq9bCL1y41woW3ByIOwe/dOv09tQEGRBFk7rFmTBzYHq4oEw6lw7PiRFpu2/tdffwIAyCOcnzW7Kaw6GqwyAkeOHJRE9bA7BEHAN998CQAuzSnlDIZhoYjqDp1Oh19/XeeRbfhaZWUFfv3tJzCcEsraCXE9hQvvDFYVib1705CZedmj2/KV9et/htFohLxVL4/0zQIAeWQCWHkwtm7bjPLyMo9sw99cmxuy8clfncEwLBSR3WAwGLB79w4xiuYxfhUUZWVlYenSpbjtttvQs2dPTJs2rcHlvv/+e0yaNAl9+vTBrbfeih076u9kjUaDl156CYMHD0ZKSgrmz5+PoqIiT/8EjysqKsSlSxesT+nNfLpkGAZcWAdoNZoW0/HS0cWL53Hw4D6w6mh7XwsxMAwDZWxf8DyPb7/9KqD7Fp08eQxnz56GLLiNKH2yGiOP6gpWEYqtW/9Afr40hvI6SxAEfPXVGhj0eiha9XE5eaizGIaBMq4/AGDNmlUBl8A1Ly8XO3duA6sI9UgtkQ3DyKBo1Rtmkwk//PCtx7bjLwoL87FvX5q1g7UIObTkEQlgWDk2blzv15PE+lVQdPHiRezatQsdO3ZEYmLD/T1+//13LFmyBJMnT8aqVauQnJyMuXPn4sSJE3WWW7BgAfbu3YtXXnkF77zzDjIzMzFr1izJ15DYR1eEuTa6Qh7WCYB1zqqWhOd5/O9/1hoOVVx/MAwj6vq5kLaQBbfBmTN/2jPqBhqTyYhvv/0aYBio4lI8ui2GkUEZmwye5/HNN4EVaG7fvhnHjh2GLCjOI32yGsIFxUAe2RU5OVfx7bf/9co2vUEQBHz55WpYLBYo41JEmSLlRrjwTmBV0di/fw/S0894dFu+tm7d9+B5HoqYvqJcLxmZAvLoHqiqqsTmzRtEKKFn+FVQNHbsWOzatQsffPABevVquEr5gw8+wNSpU7FgwQIMHToUr732Gvr06YOPP/7Yvszx48exZ88evPnmm5gyZQrGjRuH999/H+fPn8fmzZu99XNEZzabsWvXdnvnXlewqkiwykgcO3YY5eWB3fHS0YEDe5GVlQkuvJPTaQyaSxWXAjAMvvvua1gsFo9sw5c2blyPoqJCyCO7u9W/wFmy2kDz9OlTATOxaVZWJr799r9gOBVU7YY6fRMXzAYYiv8Eb7B28uVNOghmQ7O2rYxNBquMwI4dWySTM6Ype/em4cKFc+BC23tsBJ8jhmGgajMQAIMvv1wdsJNBZ2ZexuHDB0SvVVdEdQfDqbBx42+oqqoUbb1i8qugiGVvXJzs7GxcuXIFkydPrvP+lClTsH//fnuCsrS0NISFhWH48OH2ZRISEpCUlIS0tDTxC+4lx48fQWVlBbjwzmBYzqV1MAwDeVQX8DwviZEAYrBYLNa+RAwLZUxfj22HVYZBHpGIwsICHDq032Pb8YWiokKsX/8zWHkQlDGe7QNjwzAMVK37A4wM//vff6DT6byyXU+xWCxYuXIFLBYzVG2HguXUTn1PsJhQk7UNxpIzgFAbbFv0qMnaBsHi/E2ZYWVQtxsGhuWwZs1KaLUaV36G39DparB27f/AsByUHq65dCRTRUIe1Q2FhQXYvHmj17brLTzP46uv1gBA7QTF4tWqMyxn7/i/du3/RFuvmPwqKGpKRoY1cVbnznXbjRMTE2EymZCdnW1frnPnzvX+MRMSEuzrkKK0NGvfKUWke52E5WEdwbBy7N69CzzPi1E0v3bw4D4UFRVAHpHodF4nVymikwCGxa+/rguoffvtt1/DbDZDEZvidMJLMWo3WEUoFNFJqKgox4YNvzS73P7kwIG9yM/PhTwisVkjRw0lZ8Ab6w8D541VMJQ0rwmHVYZBEdMXOp0OGzeub9Z3/c3Gjeuh1Wogj+7p8fP6espWvcHIlPj9918Cboj+jh1bcOVKBrjwTuDcmAapMfKIBLCqKOzbt9svmyBdq27wkcpKa3VbWFjdqnvba9vnVVVVCA2tn7wrPDwcp0+738GY47wfSxYXF+HMmT8hC4p1OzEZw3LgwjqivPwSzp07jb59k8UppB/ieR6/rf8ZYFhrwOJhrDwY8ogEFBZewpEjBzBsWKrHt+lpRUWFOHHiKGTqVk7PfWSr3ahzM6+t3QjqNKFZWbAV0UkwVVzCzp3bcMcdd0Gh8GzHZE8wm83WkXSMDIpmjjaz1DQ+QORGnzVGHpEIU9k5bNv2B6ZMmYrw8Ihmr8PXysrK8McfG8DKg5o9MkowG2Asv1AvWGc4pdPrYGRyKFr1gr7wGDZs+AX33fdgs8rgryoqyvHjj9+BkSmgjPVM7RvDsFC1GYSazM348qvPsfytf4Lj/CcU8Z+SSATLMoiMDPb6drdssfapkEeIM7pCHpEAU4X1xj1q1PCmvyBR586dQ2FBPuThnb32NKmIToKp/BIOHdqHqVMneWWbnvTbb3sAAPLIrk5XpTdVu6GKS3Z6+wwrgzw8AdWlZ5GefhKjR492+rv+YuvWrdacRFHdmn0cCqbG87rc6LPGMKwM8uheMBQcxvbtf+CRRx5p9jp8be3ar2EyGaFqk9ysrgRiBuvyyESYyi9g69bNuO++exEZGdmcn+CX1q9fB71eD2XrgWCbESQ2l0wVCXlkFxQWXER6+kmMHDnSY9tqLkkFReHh1nlXNBoNYmKuVetVVVXV+TwsLAwFBQX1vl9ZWWlfxlU8L6CqyvvJp9LS9gAMCy6kebMUN4ZVRYKVh+DAgYMoLq70q0hdTLt2WW/ozemY7u6TJCsPBquKwsmTJ5GXVwy12rtV+2Iym83YvHkzGJmyWTNki1+7kQBj6Vn8/vsG9Os3qNnf97X9+60dmxWR7uV7EYs8ojOMRSdw6NBh3HHH3b4uTrPwPI/du3eD4VTgaqffcJaowTojgzyyGwyFx7B9+y6MHTuhWWXxN2azGX/88Yd1lJgHUxvYKKK6wVR+Eb/99jv69Bng8e2FhakhkzXdyiOpO2FCgnX4akZGhv1v22u5XI727dvbl9u/fz8EQajzZJuZmYlu3dy/KJnN3u0rUlRUiKysTMhC2oo2+SbDMJCFxkNfdg4nTpxAcnJ/Udbrb44dO2Kd0DHIuVmzxXqS5ELawlhShpMnT2LgwCGuFN0vnDx5EpWVlZBHdWtWUjyxazdYRQhkwXE4dy4d+fkFiIlp3hQ3vnbhwnkwnBqM3Pu1zA1hGBasOgq5uTmoqtIgKMg/yuWMS5cuWI/JiMRmD8EXO1jnQuNhKDyGw4cPYeTIcc3+vj85cuRI7bne3WMJMB2xitDac/ossrOz0aaNuPMoukpSHa3bt2+PTp06YdOmTXXe37BhA2666SZ7X4ORI0eisrIS+/dfGwGUmZmJs2fP+lU1nbNsGUDdmXumIbaZpHfv3inqev1FevqZZs9ALlanVlutytatf0i6w/W1Wcc9/+TYFNuknPv37/FtQZqppKTYOlehupXo+bHcIVO3AmANMqTEdkw2p+bSRvRgXR4EVhWF9PSzKCsrbfb3/YVOV4PvvvsaAAOFCHNCOstWc/rVV2v85jrpV0GRTqfDpk2bsGnTJuTm5kKr1dpfl5VZ06rPmzcP69evxwcffICDBw9i2bJlOHXqFObMmWNfT0pKClJTU/HSSy9h48aN2L59O+bPn4/u3btj4sSJvvp5LjGZTNi9e1dt84VruYkaI1NF1jbzHJP0Cd0Qg8GANWtWAWCa1bFVrCdJmSoCXGg8Llw4J9mgs7y8HMePHwGrDAerjPB1ccCFxoNhOezdm2ZPv+HvBEGwDz32ZAZwV9jK8+OPayWT1PbUqeP27NWyYP+oLVREdgXPW/Dvf38o2fxk33zzNUpLS6Bo1dMrOchsZCFtwYW2x7lzZ7F166amv+AFfhUUlZaW4umnn8bTTz+NQ4cOIT8/3/764sWLAIBp06bh9ddfx/r16/Hoo4/i2LFj+Oijj5CSUren/HvvvYdhw4Zh6dKlePbZZ9GpUyesXLlScn1nfvnlR1RVVdamSBe/SlMR1RU8z+Prr9cEVNbgX375ASUlRVBE94BM5XwHSDGfJJVxA8DI5Fi79r+SS5Sp0+nw/vv/hNlshjyym1/UcDCsHFx4AoqLi7Bq1Qq/ebK8kQMH9uLIkYOQBcWA84PaNkcydSvIIxKRnZ2FX3750dfFaVJZWSlWrfoEDCODqt1wMIznm3icwYV3AhfWEZcuXcBPP33v6+I0iyAISEvbgT17doJVRTV7ZKS7GIaBsvVAMJwKP/zwLc6fT/fq9hviVxFCfHw8zp8/3+RyM2bMwIwZM264TGhoKN566y289dZbYhXP6y5fvoSNG38Dqwjx2MHKhXWCrPIKTpw4hv3792DYsBEe2Y43nTx53DpcVxHq9ZPcEStXQxGTDF3BYaxatQJPP/0clErPjegQi8ViwSefvI+rV69AHtHFa1NROEMZ1w+8oRJHjx7C2rX/xT33zPR1kRpVUlKMr79eA4aVQ9VmiF8EltdTxiXDUlOIDRt+RZ8+/dCtm2cm+XVXaWkJVqx4D9XVWihbD4JMFeHrItlZk4wORI2+DBs2/Iro6FYYPXqcX/57O7Idn6dOnQDDclC1dT7DuphYTglVm8HQZe/G3//+OkaNGou77roHwcEhXi8L4Gc1ReSaysoKfPLvDyAIApRthricwbop1rT1g8Gwcnz11ee4evWKR7bjLfv378GHH/4LYGTWG5GH9puz5BEJ4ELjce7cGbzzr7eg1Wp9Wp6m8DyP//znM5w+fQqykLZQthZ/njh3MIwM6vjhYJXh2Lx5IzZt8s8EhJmZGXjzzWXQ6XRQxqWAVfjmAt8Ua8A2FIIA/N//vY1jx/xrOhWe57F9+xYsXvw8MjMzIA9P8Ksg3YaRya21VzIFvvrqc7zzzlsoLvbPCcgtFgs2bVqPxYufx6lTJyALbo2gzjdD1sxmMzGSs9pwIW0R1Gk8WGUEdu3ajpdffh4HD+7zSesFBUV+yGDQ4733/omy0hIoYvp5JKuoI1YeDGXbITAYDHj33X9Ktn/R5s0bsWrVCggMB3WHMZAFtfJ1kaxBZ7th4MI74fKli/j7319DeXmZr4vVIIvFgs8//xR79uwCq4qyTgnhgyfHpjAyBdTtR4GVB2Ht2v/h99/9K9P1kSMH8fbbr6GyshLKuP5+eRN3JAtqBXV8KkxmHh99/B42bvzNL5rSCwvz8Y9/vIGvv14Do1mAqu1QKNsM8qsg3ZFMFYGgzpPBhbRDevoZLFnyArZs2ehXzbxXr2bhtdcWY+3a/8HEs1C1vcl6LjUzaBdr6hlHMnU0gjpPhDI2GRptNT799CO8++7fvX4/8r8rXgsnCAI+++wTZGVlQh6RCEW0d6qz5aHxUMaloLKyHO+//45kOrLa/PzzD/j226/AyoOg7jjOY5O+usKawXUI5FHdkZubgzffegVFRYW+LlYdZrMZK1d+jH37doNVt0JQh9E+r2W7EVYeBHWHsWDlwfjxx+/w00/f+/xGLggCfvvtZ6xY8T7MFgHq9iObnW3ZV7jQdlB3HA+WU+P777/B559/6tPO12lpO7Bk6SL7ZK9BCVMgD+/ktwGRDStXQxWfClW7YTDxDL755issX/6qPZeerwiCgC1bNuL115cgOzsL8ogEBCdMgTy8o0v7VMypZxwxDAtFdA9rzVXtZNBLly3yag0mBUV+Zvv2zTh69DBkQXFQth7g1YuAIqo75BFdkJ2dVTs8UxqOHDmEX39dB1YRag2IlO4l6PQEhmGgjE2GIqYfykpL8MknH/jNiB9BELBy5Uc4fPgAZEGxCOowCozM/6fSYBUhUHccB1YRit9++8nnnYWPHTuCn35aC1YeDHWn8X432qwpMlUE1J0mgFVFY+/eNJ/NjXb16hV8+eVqWHgWqnap1uZSTuWTsriCYRjIwzogqPMUcGEdcPnyRXz99RqflaeyshLvvfcPfPPNV+AZDur2o6xdJtw4x8XO93Q9VhECdfuRULYeBJ3OgI8+ehdffrkaBoNrzXPN2rbHt0CcdvXqFXz77X/BcCqo2t3kk6YLZVwKWGUEduzYiiNHDnl9+81VVlaKL75YBYbloI4fAdZPkuM1hGEYKFslQR6RgKysTL8ZqXL58kUcOXIIsqAYqNuPdHrCV39grRkcC0YejN9//9VnT+SCINgnrFW3H+WXgbkzWE6NoI6jwcgU2LJlo9drjK1NuCvB8zxU7YZBHiZOBn9fYDklVG1vgiwoBkeOHMTRo97vr5WRcQlLly3Cn3+ehCy4DYI63yxKsC52vqeGMAwDRWQi1J0mglVGYOfObXjttZc93pxGQZGfEATB+nRkMUPVZmizn4zE6vTGsDJrXxKWw9dfr4Fer2/2OryF53l89tknqKmphiIuxav5NdyhjOsPVhGKTZvW+8Us0Tt2bAUAKFr18esms8awnBqKqB6wWMzYu3eXT8pw4cI5ZGZmgAttL5njsDEMK4c8siu0Wg327k3z6rb/+OP32lGPCeCCnctC78+sI9MGgWFk+Oqrz1FTU+3V7R8/fgSaKmuWanX7kZKqcbORKcMQ1GkCZCFtkZ+f5/Fh+xQU+YlDh/YjI+MyuLAO4EJaN+u7Ynd6Y5VhkEcnoaqq0m9H9wDArl3bcO7cWXCh8ZCH+3dnVkfW4a83QQCwevW/YTL5rv+WVqvB4cMHwCrDIPNwh35Pkod3AsNy2LFjq086tm7bthkAvNYH0NPkkV3BsDL77/KWQ4f2AwwLZWyyV7frSawyDFxkV1RVVeL8+XNe3XavXn2tfwi83/fHuhGGlQG8GQzDoGfPPh7dFgVFfqCmpgZr134DMDIoY/s1+/ue6PSmiOoOhlNj48b1KCzMd2kdnmQw6PHLL+vAsHJr8i+JnfAydRQUUT1QVlZqr6nxhRMnjlkTNIYnSG4fOmJkcshC26OkpBhZWVe8vv3i4iIwrNyvOvi7g+VUYBQRKCnx7rDyqKhoQPCf0VqiqX1YjYry7vHRtWt3BAeHwKzJ9flABHfwZgMsNcVITOzq9qTuTaGgyA98/fUalJeXQhGd5FKfGE90emNYDsq4/jCZjPh05cd+0ynYZsuWTdZM31HdJVklDACK6CQwMgV+++1n6HTitMM319mzfwKwptuXOq72N9h+kzfpdDWAhPpiOYORyWE0Gr167tsmBbV1AwgUvLEKDMOgdWvvd75XqdQQLHoA0g2KYDEAEKBSef5aT0GRj+3evRMHDuwFq24FRaueLq3DU53e5GHtwYV3xpXMDKxb953L6xFbZWUlNm78DQynhCKqu6+L4zJGpoA8KgnV1Vps2PCr17fP8zxOn/kTDBcEVhHq9e2LjaudC+vMGe8GRYIgQKPRSGLEXnPYfo9Go/HaNlUqNQCAN+u8tk1vEEw6yBUKsKx3b7kHDuxFaWkx5BGJfplzzFnW5v1YnD59CpmZGZ7dlkfXTm5o377d1pFTMgXUPkqx3hSVvVPw71i3bq3Pq2AtFgv+/e8PoNPpoGjVG4xM2k/niqiuYOXB2LDhN6/fzPfuTYNWowEX0lbSTWc2jEwJmToG586dxeXLF7223T//PAmdrgZsM+bYkwKZKgoAcPDgPq9sj+d57NmzEwwrswe4gYILbQejwYDDhw94bZt6vR6//fYTwLBQRCd5bbueomjVGwDw009rPTrxrv/dhVuI3bt34rPV/wZYBdQdxvjvNAAyeW35QrF+/c/44YdvfRoY/fijddJALrQ95BFdfFYOsTAsB1W74RDA4t///hAlJcVe2a5Wq8Hatf8Dw8p9Oj+c2JRx1j55X375uddmLN+48TcA8Git5T//+c8G//Mk6yTUcmzevMErTWinTh1HcXERuLBOYGT+P0dgc8gjuwBgsHnLRq9cP/Pz8/D664tRVFQIeWQXsPIgj2/T07jgWMiC43D69Cn83/+97bH0GxQU+cC2bZuxZs1Kaw1RhzHNmsXdF2y5YFhlGDZu/A3/+9+XPhnhc+TIQWza9DtYRZg1+VgA1G4A1k7Xytb9UV2txYoV73tlNNq6dWtRXa2FIqY3WLna49vzFpm6FeThCcjOzvJKB/aMjEs4fz4dspC2fjVJqRgYmQJcRCIqKspx4MBej29v8+aNAAC5RLKANwcrDwYXGo+rWVdw4YJnR6AdPXoIr722GPn5eZBH9QiokXzqdqngQuORnn4Gr776EjIyLom+DeklJZG4jRt/w/fffwOGU0PdYbRkkryxnBrqDmOhu7oT27b9AaPRgAcffMxrbeQWiwVff/2FtWYlPlXyzWbXU0QkgteV4sqVDKSl7cC4cZM8ti2tVou0tJ1gFWGQR3b12HZ8RRHbD2ZNNjZtWo9x4yZ6NHg+eHC/dZsevpE///zzDb7PyDzb8VQR1Q2msnM4eHAfUlNHeWw7GRmXcO7cWciC20jmmthciugeMGuysXHjenTv7pnmrHXr1mL9+p/tNdDysPYe2Y6v2CbeNZWdQ3nRKSxf/hoeeugxDB8+UrRtUFDkRZs3b8T3339jnQagw2jJdW5lORWCOo5FzdVd2L17JxiGwUMPzfLKts+c+dM62iyyW7Nnc5YKRUxfmCoysX//Ho8GRceOHQbPW6CMSPBoP7bGmndeWLTEY9sErJmEZaHxKCvLREbGJSQmei7w+/PPk9ah+EGB1QfGhpUHgVVF4vz5dBgMBiiVnmnWsjdBtvJ83xdfHZcydTRkQbE4deo4cnKuIj6+g6jrP3HiKNav/xmsIhSq+NSADS4ZhrGO1FZFQZ+7D1988Rk6d05E27btRFk/BUVekpmZgbVr/wtWrrY2RfnxdBQ3wsgUCOowGjVXdyAtbQeSknphyJBhHt+urfpeHt7R49vy3c1cBVlwa2RkXEZhYQHi4pqXxNNZts6eXIA9RTqSh3WAuTIThw8f8FhQVFJSjIKCPHAh7fxykIRYuODWMJaW48KFc+jTp/l51JpSUVGOY8eOgFVFQ6aWbgJRZyiie0BXU4QdO7Zi5sxHRFuvTleDr75aAzAsVPEjAvbB0REXHAdVmyHQ5aThP//5DAsXLhGl5YKCIi8wGPT49NOPwPM81PFDJRsQ2TAyOdTthqEm8w/85z+rkZjYFa1aee5iZjabcezYYbCKULC1I2IClTy8IyzV+Thy5CCmTr3NI9vIyckGI1OB4Tzb+dJXTT4A7MdJTk62x7ZRUGBNasoG6BO5je335efneiQoYhgGgiBAJg/ySj9BXx6XTO21X+zO1uvWfY/y8jIoWvVuEQGRDRfaFlxYB1y8eB5paTswevQ499cpQrlIE3bt2o6iogIoonsExHw+gHUWY2Vcf+jzD2L9+p892ozGsixkMhnMFgT8RdOG4zx3aiYl9cSBA/vAGyoDrnOwjaW6AADQo4drub+ckZCQCJZlRZkV3J/Zfl/Xrp4ZXRcWFg61OgiGBrLyBxpbUso2bcRNlrp//x4wXJBXmh/9jTKuP8yabBw4sJeCIingeR7bt28Fw8qgiPbcBdoXuPBOYEvP4MCBvfjLX/6KoCDP1ICxLIsePXrh+PEj4E3Vkq9puxFzdSEAeHR+n5SUgThwYB/MmpyADYrM2lwA1t/qKUFBwejatTvOnz8HwWIIuGHkgLVGw6zNR2hoGDp27OyRbdgyPWdeyYQg8AHdFGmbjql1a/GCIp7nUVNTDVlQLBhGJtp6m+KrbgbXYzkVGJkSWq04SUYD9+jzE+npZ1BUVAAutGPgZbxlGMgjusBoNGLv3t0e3VbPntbEXZbaoCEQCYIAS00hQkPD0K5dvMe207t3P8jlCpgqMyHw3snl4028SQezJhetW7cRrfNlY/r2TQYgwKzJ9eh2fIXXl0Ew69C3b7JHR5rGx7cHBB680XvZs32B11cAgKjnd01NNQAEZFDuLIZVQKvVirIuqinysLS0HQAAeWSij0viGfLwzjAUn0Ja2naMHz/JY81bvXpZa07M1QWQRyR4ZBu+Jhg1EEw16Nl/mEdvQGq1GuPGTcSmTethqrjs8eHk3mYsOQ0IFkydepvHm1uHDBmGH3/8DsbySwF5XBrLrXlghg0b4dHtdOrUGbt37wSvLwvYUVMAYNGXISwsHJGR4vWNvJYzzrtJdf2hm8E1AnhenN9PNUUeVFVVZe0grIwI2A7CDKcEFxqP3NwcjyTSsomLa42oqGhYqgt9PtWIp5hr+8HYAkBPmjLlFqhUahhLzkCwmDy+PW/hjRqYKjLQpm073HRTqse3FxUVjeTkAeD1ZbDoyjy+PW8SLAaYq66ides2Hu2bBQCdOlkDSouu3KPb8SXBbIBgqkanTgmiBuuhoWEIDg4Bb6gUbZ1SIvBm8EataLVvFBR50Natm2CxWCCPTAyY7MsNsU23sXHjeo9tg2EY9O7dF4LFAF4fmBdObwZFISGhmDx5GgSLAabKKx7fnrcYS88DEDD9jr94LbHomDHjAQCmCs89FPiCqfIKIFgwZsx4j1+/4uPbg2EY8IYKj27HlyxGa9DSvr24+YkYhkGHDh3BGzUQeM9Px+JvrJ3XBdH2KwVFHlJdrcWWrZvAcGrIwwOvWt2RLCgGMnUrHDt2GNnZVz22HVvn40Ac7SMIAviaIrRt207UqvUbGTlyLFiWhakqyyvb8zRB4GHWZCM8IhIpKQO8tt2kpF6IioqGWZMTUH20TJVZYFmZV2rc5HIFoqJbgTeJ0y/EH9n6S7Vu3Ub0dXfs2AkAAq620hkWfSkAoEOHTqKsj4IiD9myZRMMej0U0T3AsN4bEeALDMPYZzD+9dd1HtuOrXqUNwbehVOwGCDwZrRt67kO1tcLDw9Hz569wetKAmKfWrQFECwGDB3i2T5Z12NZFoMH3wTBYrSnApA63qgBry9D7959ERLincz7reNaQzDVBGxth+DBoKhbtx4AAvOBsSmWautvFmvqFOpo7QHV1Vps3rwRDKeCPMI7Hax9PTxSFhwHVh2No0cPeSSFPQBERVlrUHhzjejr9jXBZP1NUVHRXt3u4ME34fTpUzBrcz06y7s32IbhDx58k9e3PWTIMGvH9aoscKGeHfHmDaYqa43vkCHe25cdOnTCmTN/wqzJgTy8k9e26w3WWsxcyGQc2rQR//jo1q0HGIZpcUGRIAiw6IoRFRUtWgJhqinygG3bNkOv10ERnQSGbRlxJ8MwUNbWFv32288e2YZaHQS1Wm0PIAKJLdCLjvZuUNS5szVoD4ROmhZDJWQyGTp08PxUMNfr0KEjYmNbw6LNC4gmNHNVNjiOQ3Ky95ohx46dAJZlYSxND7jBFGZNDnijBiNGjEJQkPiZ5IOCgtG5cyIsNcUBn9bAkUWbD8GsR69efUTr99Yy7theZDabsWPHVjAyhddqiQD/GB4pC24NVhWJo0cPoby8HJGRkaJvIyoqGnkFxaKv19d8VVMUF9caLMvaM+1KlSAIEIxVaB3XGjKZ95urGYbBwIGDsWHDr7BUF0i6tog3asAbKtA3eQDUarXXthsd3QrDho3Anj27YNbmQh7qvaZkTxIEAcaSs2BZFpMn3+Kx7UyePA0ff/weDCVnoG471GPb8ReCIMBQ8icYhsGkSVNFWy/VFIns5MljqKysABfeucXUEtnYkjnyPI89e3Z6ZBtRUdH2/jeBhPdRUMRxHGJj4yT/dClYDBAsRo80TThrwIBBAACTJsdnZRCDubb8tt/jTVOm3AqGYWAsOgVBkH6NGwCYq7LAGyowZMgwxMTEemw7KSkD0b59R5grsyT/kOMMszYXvL4cQ4YMEzVJKwVFIjt4cD8ABGQiN2fIwzuCYTn7fhCbLWgItCY0weyboAiwTjlgCyqk6trIntY+K0OnTgnWXFraXAgC3/QXnMTIG29uudFnrjJV5YBlZejXr7/o625K69ZtMG7cRPDGKhhLL4i+fm/vS8FihKHoBBQKJe68827R1++IZVlMnXorAEHygbkzzFXWyZ6nTLlV1PVSUCQinueRnn4GjDwYrKLlzFTsiGE5sOoY5OXloLKyQvT12zrTSb1m43q8UQO5XI7QUO8fN3Fxre1lEIvXbz61ZY+N9V1QxDAMBgwYXDsKTbzpaGRBjdcu3OgzV/CmavD6UvTs2QshISGirttZt98+A2Fh4TCVngFvqhZ13d7clwBgKP4TglmP22+/0ysPPLYaE8Gs8/i2fE0w68AwjOiT61JQJKK8vFxUV2vBBcUGdLLGpnDBcQCA8+fPib7uxMSuAABzAI2yECxG8PoKJCZ29epQchvbEGFL7bxMYvD2zcdSm/TPE8Odm2PgwMEArjVBiUHZqleDD1msMhzKmF6ibQdwbDobLOp6myMoKAj33HM/BN4Mff4hUTtde3VfVhfBVH4RbdvGY/z4m0Vdd2PCwiIAAIJZ75Xt+ZJg1iM4JET0PoQUFInIVjPCKHzzhOUvbL+/qkr8EU2JiV0gl8s9NvTU2zUcAGCpKQYgeHwqhcbYJtuV6o1cEASYNTn2ETi+lJjYFRERkdZ+JCZxntYZmRxBncZB0aoXYJsFXaZCUMexYFi5KNsAAIG3wFR+ESwrQ0rKQNHW64ohQ4YhJWUALNWFMJWdF229XtuXFiMM+QfAsiwefXQ2OM47/UtDQkKgVgfBUlMo2vHnjyy6UvBGDeI8UDNMQZGI9HrrQciwCh+XxLdsFxedTvyTUi5XoEuXbuD15eA98DTk7RoO4Nr0Hr4KimJiYmuH8xZAMBtEWae3bj4AwOtLIZhq0L//IK/dfBrDsizuuGMGBN4MQ9Fx0dbLyJRQxvQBq7QGmqxcLfqs6Mayc+CNWkyceDPCwnzb/M8wDB56aBbCwyNgKD4Fi4hT+3h6XwqCAH3+YfCmGtxxxwyvBuosy+Ivf/krBIsR+oLDHktt4IuHRxuBN0OfdwAMA8yYca/o66egSET2ajwhsEZGNVttnhZPNQXZmihM5eLPNeXNGg7A+kRprryCiIhIJCR0EX39zho8eCggCDBVXRFtnd64kQOAqSIDADBo0BDR1+2K4cNHIiGhC8xVV2EWsW+RJ/GmaphKzyI8PBK33DLd18UBYJ3o9LHHngQEHvrc/ZIZcWquzIRZk43u3ZM8OgS/MSNHjkHv3n1h0ebBVJnhkW344uHRxlD8J3ijBpMmTbFn8hYTBUUisnX4srSA4ZA3whutv79tW3E7wNkMGzYSwcEhMJVfFP1C6c0aDgAwVVyGwJswceJkn9ZyDB8+EiqVGsbSsxAsJp+Vo7l4QxVMFZlo07adVybSdQbLspg582EwDAND/mEIFnFq3zxFEHjo8w5C4C245577vJqbqCm9evXBzTdPBW+sgqFQvJo3T+ENVTAUHkNQUDBmzZrjkz6CDMPg4YcfR1BQMIyFxz0yPN/bD482Zm0+TGXn0aZNW9xxxwyPbIOCIhHFxMRBLpeD17e8SfkcWXTWCfo8NY+XUqnEuHETrTO8V2SKvn5v1XAIggXGsgtQqlQYOXKs6OtvjpCQUEydeisEswHGMvE7yHuKofhPAALuuvMen9yAGtOxY2fceut08CYtdLn7RB2iLzZD4XFYaoowaNBQn0yR0pTp0+9Ghw6dYKq4DFPtMGx/JAgW6PKsNVoPPzzLJ+k1bCIjo/Dww7Mg8Gbr8SdylnVvPzwCAG/SQZ9/ABzH4Ykn5kMu90w3Ff+5igQAlmXRr18KeEOlqG3gTfFl++71BIsRZm0e2raNR2xsnMe2M3bsRCgUChhLz0iqZsORqewiBLMOY8dM8Ejq/+YaP/5mhIdHwFR2XhLJ38zafJg12ejSpRuSk72fU6cpt9xyB/r3HwRLdSEMRSd9XZwGGcsvw1R+Ee3bd8Qjjzzul6NmrTfBeVAoFDAUHPbbDsTG4tPg9eUYNWqsT0fv2QwYMBhjxkwAb6gQtX+bjbceHgFbbeZ+CGYD7r13Jtq3F39uTRsKikQ2bNgIANf6OXiDL9t3r2eqygIEC4YPH+HRC2xYWBimTbsdglkPQ8kZj23HU3iTDsaS0/YaGn+gVCpx//0P1T5d7vXrPhy8qRr6vP3gOA733/+QX97MrSOPnkC7dvEwlZ2Hsfyyr4tUh7m6EIbCowgJCcW8eX+DUum9KYGaq3XrNrj33gesHYhFHqYvBktNCYyl5xAb2xr33HO/r4tjd88996F9+w4wlV+CoeSsr4vjEkEQoM87CEtNEQYMGIzRo8d7dHsUFImsd+9+iI2Ng6n8kqh5X27EV+271+PNBhiLT0OpVNmDQ0+aNGkKWrWKhan8giRqNhwZik9C4M246657EBQU7Ovi2A0YMBgTJ04Gb6iEPt9zo1fcIfAW6HL2QrAYcf/9D6NDh06+LlKj1Go15s17FqGhYTAUHPGbTMMWfTn0OXvAyVg89dQC0WYY96SRI8egT59+sFTnw1wpfrO5q6z5lA6CYYDHHnvCr4JLuVyBp59+Hq1axcBYfApGEdMbeIMgCDAUHIa5Kgtdu3bHY4894fEHIAqKRMZxHGbOfASAUHtT8XxfAl+07zbEUHQcgsWA6dP/gvDwCI9vTy5X4N57ZwICD13eAQi8NJrRTJVZMFdeQadOCUhNHeXr4tRz1133okuXrjBXZcFY6l9Pl4LAQ59/CLy+DKmpozBy5BhfF6lJsbFx+NvfFkKpVEKfu9/niUd5owa67F2AYMbs2fPQvXuST8vjLNswfbU6CIbC436T1d5QeAK8UYObb56GLl26+bo49URFReP5519GREQkDIXH/a7GsjGCIMBQdBymigx06pSABQue90rASUGRB/Tq1Qc33ZQKXl/qtadtb7bvNsRQmm6/0Y8bN9Fr201O7o+RI8eA15dZaw/8fBJJs7YA+vyDUKuD8OijT/hV52AbjuPw5JMLap8u//SbandbQGSuykKXLt1w//0P+7pITuvYsTPmz38WMpaBPme3V/scOuJNOuiu7oJg1uOBBx71yaSv7oiMjMIDDzwCgTdBl7Pb5/P1GcsvwVRxCfHtO+D22+/0aVluJCYmFi+8sBihYeEwFByBWZvv6yI1yVR+EaayC2jXrj3+9rdFUKu90+/S/67IAWLmzEesuUoqM601KH7YDCEWY/llGItOIiq6FebOfcarN3qGYTBz5iNISRkIS3WBdWixn+5ri64U+tw94DgZFix4Hu3aeWZ0nhgiIyPxwguLER3dCsbiUzCUpvu0PPaAqPIKErt0xTPPLIRCIa0kqUlJvTB79lMAb4bu6k5YDOJnfL8R3qyHLnsHeJMWd9wxA6NG+XbEo6uGDBmGyZNvAW+ogi53v89G9pmri+x9subPe9Zjo6HE0rp1Gzw9/1lwHAd93n6/7nJg1hbAUHgc4eER+NvfFnp1Hj4KijxEpVJhwYIXajtZXoCh4Kjf12I0lyAIMJamw1BwGKFh4Xj+uRd9MgxVJpPhiSfmolu3HjBXXYWhwDvNls1h0ZVCl50GBjzmPPk0unbt7usiNalVqxgsXLgEUVHRMBadhKHkjE8CTseAKCGhC/72zEK/yqXTHAMHDsHDDz8OwWKA7uoOrzUBCRYjdFd3gjdUYfLkWzBt2u1e2a6n3Hnn3ejbNwWW6nwYCk94/bjkDVXQ5+6FjGUxd+4zkuiTBQAJCV3wyCOPW4+HnN1+mUPLYqiCPm8fOE6GefP+hsjIKK9un4IiDwoJCcFzz71Um2PjEnRZOz0yNYUv2FKtG4pOIjIyCs8/9yLi4nw3GadcrsD8+c+iY8fOMFVkQJe1w2/2takiAzVZ2wDeiIcfftwvh483xhYY2ZvSirx7AxJ4M3Q5e2CuvIIuXbp6tRrdU1JTR2HmzIchmPW1gZHWo9sTLCbUXN0J3lCBceMm4a677vHL0XrNwbIsZs9+yvrQWX4BxuJTXjsurX2ydkCwGPDAA496JKuyJw0dOhxTp94G3qhBzZVt4E3Vvi6SnUVXCt3VbRAsRjzyyGyfZPmnoMjDwsMj8OKLyzBkyDBYdMXQXdkMc02xr4vlFt5QhZqsbfYRAUuXvon4eM/ljXBWUFAwFi1a6rCv/7AnkvQFQbBAX3AE+vxDCA4KwnPPvYThw0f6rDyuiomJxYsvvmIfWm4dEu35mjjBYoIuexcs2jz07t0Xzz77kl/kcxLDmDETcPfd94E31VgDIw/dmASLCTXZu8DryzBixGjce+9MyQdENmq19ZyKa90GxtJ0GEtOe3ybvFFb+++lw733zsSIEaM9vk1PuOOOGdYmSGMVaq5s9VkfN0dmTS50V3eA4U146KFZGDp0uE/KQUGRFyiVSjz++FO46657IJh10GVtg77wuF/ngWmIIAgwlp1HTeYf4PXlGD16HJ5//mWEh4f7umh2tn199933QTDrUZO1zas5o2x4sw66rB0wlV9C+/YdsWzZm0hK8l56BLFFRkZi4cKl9n5y+py9omfJdcSb9ai5uh2WmmIMHjwU8+c/B6XSewMHvGHSpKm48867wZuqa2+0NaKuX+DN0GWngdeVYNiwEXjwwcf8smO/O8LDI/DC84sRG9saxpIzMBR7LjBy/He6++77MGHCZI9ty9NYlsWMGffir399ELDoocvabp+Y2heM5Zehy9kDOcdi/vxnfTqqNLDOED/GMAymTLkVL730KuJat4Gp7DxqMjfDoivxddGcwhs10GVth6HwOEJCgjF37jN44IFHfT4reUMYhsGkSVPx7LMvIjgoCPr8Q9baDQ/exB2Za4pRk/kHLLoSDB06DC+99Ipk+hzciK05uGfP3jBrc6HL3uWRbOK8qRq6rG32wPvxx+f65XEmhqlTb8Ptt99VpwZCDLaAyKIrxtChw/DII7MDLiCysQbsixETEwtjyWmPJHO1HpPbwZuqcddd92DSpKmib8MXxo+fhCeffBoyVoDu6i4Yyy56dfuCwENfeByGgsMICQnBwoVL0LdvilfLcD3JnSXr1q1D9+7d6/33zjvv1Fnu+++/x6RJk9CnTx/ceuut2LFjh49KXFdiYhe8+spyTJo0FYJJg5orW63D9s3+1+ENsF5cDcV/ojpjEyy6YgwaNBRvvPEP9O/v/0N5e/bsjWXL3rT3M6rJ2urR9nNbTZru6nYwvBH33DMTs2Y9FVA1HCqVCk8//TwGDhwMS00Raq7uAC/isWsxVFkDIqMG06bdjpkzHwnYm7nNrbdOxy233FHbV2Wn251fBYGHLmcvLDVFGDx4KB599MmA34eRkVF1+76JmEbCGhBZmzinT/8Lpkzxjwz0Yhk4cDAWLlyC0LAwGAqPQp9/xEvN40bosnfDVHYebdvGY/Hi19C5c6LHt9sUyZ4pn332Gb777jv7f/fdd5/9s99//x1LlizB5MmTsWrVKiQnJ2Pu3Lk4ceKE7wrsQKFQ4O6778OLLy5DfHwHmCouozrjdxjLL/vVcHKzJhc1GRthLDmDyIhwzJmzAE8+OR+hofWzZ/urVq1i8NJLy2pzGZWjJvMPj+ToECwm6HP3WYeRhoVj4cIlmDhxcsD033Akl8vxxBPzr+WHuroNvNn9Gg6LvsIaENU2T0yf/peA3H8Nuf32u+yZxGuy01xuWrdPiVCdj379UvDYY3Mgk8lELq1/ioqKrpNGwihCGolrfb60uP32uyQ/aq8xiYldsWzpG9cGBV11Pzi/EWsn762wVOcjObk/Xn75FY/Oldkckg2KevXqheTkZPt/bdpcG/n0wQcfYOrUqViwYAGGDh2K1157DX369MHHH3/swxLX16VLNyxb9ibuvfcBKOUyGAoOo+bKFp92DgZqD9jsNOhydoPh9Zgy5Va8+eY7GDjQ95McukIuV+Chh2bh4Ycfh4wRoMveBWOpeDPB86Zq1GRthVmTje7dk/DKK29JYsi9O1iWxYMPPoabb55mzReTtcOtwMiiL4fu6g4ItSP0AqV5wlkMw+Avf7kPw4ePBK8rhS5nT7NTeAiCAEPhMZirstCtWw88+eTTAdvs2BjHNBKGopNuNQdZ8zrtBG/U4tZbp+PWW6eLV1A/FBUVjRdfXIoBA2prgbM8MzLNoiuz1tobqzBlyq2YO/dvfjWiVLJBUWOys7Nx5coVTJ5ctxPclClTsH//fhiNvs2Aej2ZTIYJE27G8uX/qs2CXYaaK1ugzzvk9SHlAm+GoeiUtalMm4ekpF547bW3cddd90Cl8p/5fFw1YsRovPzyq4iMjIKh6AT0Bcfcria26CtQc2UreEMlJkyYjOeee8krU5z4A4ZhMGPGvZgy5VbwRtcDI2tAtBMCb8Sjj8yW7Iged7Esi4cemmVPRGooONqs75vKL8BUfhEdOnTC/PnPSS65pVhatYrBCy8sRnh4BAyFR2FyYZ40a16nXfa8Trfd5r/ZqsWkVKrw5JPzHR52tomaZNSsLYDu6nbAYsRDD83CXXfd43dNu/5VmmaYNm0akpKSMG7cOHz66aewWKxPVRkZ1pFGnTt3rrN8YmIiTCYTsrOzvV5WZ4SHR2DWrDlYtGgp2rfvCFNlBmoyNsBYdtErTWomTY51e6VnERUZgTlzFuC5515CmzbtPL5tb+rYsRMWL34N7dq1h6n8AvS5+1xuqjBXF0CXtQ2CRY97730A9947s8U0VdgwDIM777z7WmB0dUezpl7gDVV1AiIppiwQky0RaadOCTBVZMBU4dwN3VxTDEPRCYSHR+CZZ14ImNQFroqNjcNzz72EoOBg6PMOwVTl/ES89lF7hnKMGTM+IPI6NQfLsvjLX/56LWVE1jZYatwfEGSqzIIuJw0yGYO5c//mt/MWSq5uNSYmBvPmzUO/fv3AMAy2b9+O9957D4WFhVi6dCkqK61RbVhY3X4vtte2z93BcZ6LJXv27InXX1+OHTu24vvvv0NN4VGYq7KgajsErCJU9O3xZj0MBUdh1mSD4zjcctt0TJt2W0B1Dr5eTEwrLFnyKj744F84e/YMdFd3Qt1+FBiZ85PnmqquQp+3H5xMhiefXIBBg4Z4sMT+7+6774Ug8Ni4cT10ufugbj8SDHPj88Qxq+5jjz2BkSNHe6ewfo7jVJg3bwGWLHkRusIjYFWRkKkiGl2eN+thyNsHlmEwd+7TiI72bgZgf9WxYwe88PxLePvt12HI2w9WMeGG+xGo7ZOVfxgWXQmGDUvFgw8Gfkf/xkydegsiIyOxatUn0GXvgrrDGMjUrh1b1uvlAQQFBeFvf3sB3br5b/cCyQVFI0aMwIgRI+yvU1NToVQq8Z///AdPPPGEx7fPsgwiI4M9vp277roDEyaMxcqVK5GWloaajE1QxPSBPKpbkzcbZwiCYJ0So+gYBLMBvXr1wvz589G2bVsRSu//IiOD8cYbr+ODDz7Azp07a2/kI5zat+bqQujz9iM4KAhLly5Fz549vVBi//fEE7NQVlaMgwcPwlB0Eqq4xofWCgIPXe5+8EYNZsyYgdtua1l9iJoSGdkZzz33LF577TXoc/chKGESGKbhWkh9/iHwJh0eeeQRDB060Msl9W8DBvTFCy+8ULsf9yKo80QwbOMPP6aKDJirspCUlITnn3+2xfXJut7UqZMQFRWGt99+G7rsnVB3GNtkYHk9szYP+rwDUKtVePPNN9Cli/ezVDdHQPyLT548GZ9//jnS09PtiQQ1Gg1iYq7lhqmqsk5+526iQZ4XUFUlbpK1xnF47LE5SEkZhDVrPkNV0QmYtXlQtxsOhnO9JkfgrZmWzZWZUCiUuHvmQxg3biJYlkV5uf+kfPeGhx56HJWVGhw/fhSGgqNQth54w6pyi6HSOqmrTIZnnnkBbdp0bHH77EYeeeQJ5OTmITfnPGSqSMjDOzW4nLH4NCzV+UhJGYCpU++gfdiALl16YsKEm7FlyyaYyi9BEVX/6dqsLYBFm4devXpj1KgJtB8b0KVLT0yZcgs2bPgN+vwjULUd2uA5btFXwFh4DMHBwXj88aeg0RgA+GeqFG/q0aMvZs16Ep9++jF02TsR1HGc060W5poi6HP2QiHn8OyzixAd3cZnx2hYmBoyWdMPvQERFDlKSEgAYO1bZPvb9loul6N9+/Zub8Ns9u5ko/36DcAbb3THf/6zCkePHkbNlc1QxY9odsQOALxJB13OHvD6UiQkJGL27HmIiYkFzwM871+TqHrL448/hbfffh1ZWZfBKkKgiE5qcDnerIM+Ow2CxYTHnpiHhISuXj8W/J1crsS8uX/DsmWLYCg8Di6kfs2jRV8BY2k6YmPj8NhjT7boY68pt9wyHXv37oau5Azk4XX7SQoCD0PRcTAMg7vvvh8WiwDAf1J6+JPbb5+B8+fP4fLlizCHtoc8LL7O59ZUBgcgCBY89tgchIdH0bntYMiQ4aipqcFXX62BLmcPgjpNAMPeOHzgTdXQ5+wFyzKYN+9ZyVwvA6KxdMOGDZDJZOjZsyfat2+PTp06YdOmTfWWuemmmyQ7IiMkJARPPvm0NfutqRq6rK0wa/OatQ7rSKnN4PWlGD58JBYuXIKYmFgPlVg6lEoVFix4HlHRrWAoOtloSgR93iHwpmrceec9GDz4Ji+XUjpiY+Nw++13QbAYYCg+Vecz67DxowAE3H//Q341FNcfhYSE4NZb74BgMdZLSGiuvALeUIkRI0b7xdyD/ozjODz2mDWJpbHkVL1Rp+aqq+ANFRg+fCT69fNtRmV/NWbMBEyYYM2lpS84csMBQIJggS53HwSLATNnPoxevfp4saTukVxQ9Oijj2LlypXYtWsXdu3ahaVLl+KLL77A/fffb28umzdvHtavX48PPvgABw8exLJly3Dq1CnMmTPHx6V3D8uyuPXW6Zg372+Qcyx0OXthri506ru8oao2W64e9947E488MhtyuTQDRE8ID4/AE7PnAoB1XrrrTnizNh+W6nz07t0XU6bc4osiSsq4cZPQtm08TOWX6kyvYq66CktNMQYMGIzevfv5sITSMXbsRERERMJcmQE4HJfG8otgWRa3336XD0snHXFxrZGaOgq8oQrmqqxrHwiAseQ0ZDJZixl676oZM+6tnf/wCkyVjc8paSg6BV5XimHDRkguxYbkgqLOnTvjxx9/xPz58zF37lwcP34cL730El588UX7MtOmTcPrr7+O9evX49FHH8WxY8fw0UcfISUlMJ4AUlIGYt68ZyFjGehzdjc5fxpvqrYGRGY9Hpj5CCZMCMxMy+7q0qUbBg8eCl5XArPGIXWDABiKTtibKWjfNY3jONxzjzXLvGC5lm/LWH6hdj/e19hXyXU4jsPw4SMhWIwQeOtccwJvAa8vR79+/REREenjEkrHrbdOB8dxMJacsbc0CrwBvFGD0aPHBcQchZ7EcRyefHI+goNDYCw83uBcfZaaEvvUHTNnPiy566Xk+hQtXrzYqeVmzJiBGTNmeLg0vtOrVx/MmfM0Pv74XWsbb+ebwXL1EywKvAW67N32qRNGjx7ng9JKx1133Ytjx47AWHQSYK01aYLFAMFcg9Gjx6Fdu/gm1kBsevbsg1atYlBSUgzAeiwKxnL065dCN59mGj58JH7//Rf71Au2/6emtuy8Ts0VFRWNIUOGYe/eNDC1nYVtebVaWhZ1V0VHt8Jf/vJXrFmzEobik3U+EwQB+sJjAICHH34cSqX0kv5KrqaIXJOSMgD33DMTglkPfd7BBtt4DcUnwRsqMHr0ODrpndCqVYx1Ti9T9bWncosBLMtS1XozsSxbp+rcdiOXWnW6P2jdug0SEhIBW6JRiwlBQcHo0yfZp+WSIlt/QHuSUd6MhIQuFKg3w/DhI9GpUwLMlVfqJL81V2aC15dh2LARSEz076H3jaGgSOLGjZuIfv1SYKnOh6m87jw/5uoCmMouoG3beNxzz0wflVB67BdNvvaiKVjQo0fPFjN9h5iGDBl27QVvglKpQt++gdGM7W1JSb0cXvHo3r1Hi8+j44qkpF4ICgoGHDKvDx481Iclkh6WZfHXvz4AABBs01EJgLHkLBQKBe688x4fls49FBRJHMMweOSR2VCrg2rbyW0N5YCh8CQYhsHjj8+R7Kg7X+jSpRvCIyIBi8n+3sCBLTtjtatiYmKvZQQWeHTunEA3chd17550w9fEORzH1Y6GulazTp3+m69Ll27o1CkBsNWoC2bwJi0GDRqKyEjp9nOjoCgAhIaGYerUW2v7vlijdoE3gjeU46abUtGhQyffFlBiWJZF/5SBcLxo9u9PmYJdwTBMnSljEhKkWaXuDxITu9V53aVLt0aWJE2Jj6+bry4urrWPSiJtQ4cOt/9ta450fE+KKCgKEOPGTUJoaNi1jphmPRiGoX4wLurYsZP9b5lMhrAw9zKht2QKxbWgqH17yqfjKrVaXWfC4TZtWsaUPJ7gOGBCLle0uImcxVKn2dFiQkho6HXNvNJDQVGAUCqVGDLkJlwbZ2pBUlIvSs7oorZt29n/pnxO7nG84URFRfuwJNJna3pkGIYSX7qhdetrAaVc7vxE0KSuiIhIh/ObR0LnRMlPoCvt0pM6rs+yTFmXXVc3KKKLpjsc+xBFRtIM7u7gOOuxKLXcL/7GseaXaonc49hftV0796fR8jUKigKItb/GtYul1KsxfSkoKNj+N3UMdo/jTcfdCZlbOpa1nd8UFLkjOPja+U1BkXsca9IDIY8bBUUBhGVZqFTW/hsMw1DeDZFIvTrY1xjm2v6jpkjiDxxr2uj8do9jUBkINcF0NAQY2wgVlUpNVewioYume67VbhDxND4ZJ2keOr/d41iTHhER4buCiISOhgATGxsHgPrBiIkumu6h4NwTaJ+Khc5v97DstZqiQBilS0dDgKH7jyfQTnUHBUXEn9Hx6R7HoDIQRkRSUBRgbCc4nejioV3pLtqB4qF9KT7ap+5wbB4PhFo36f8CQjysgXl2STNQUElI4HIcSBEIAuvXEOIBdFMn/oMidOJfAu36SEERIYSQFosmy3ZPoHXVoKCIkCZQ8xkhgSs1daSviyBpKpXa10UQFQVFhBBCWqyOHTv7ugiSdttt031dBFFRUEQI8ahAe5L0JZnMNiGsjwtCSK2kpN6+LoKoKCgihHjUrbcG1pOkL3XunAgAUKlUPi4JIYGJgiJCmkAdMd1DExOLJyoqGgDAcZSxnhBPoKCIkCZQR0xCAlegjZ4i7qGgiJAmUEdMQghpGSgoCjj01EMIIc4SKOcGcUBBESGEkBaLms+IIwqKAg499RD/1KpVjK+LEADo/BYb1RQRR5yvC0CIv6MnSfctW/Ym1OogXxeDEEJuiGqKCGkCPUm6r2PHzoiNjfN1MQixu+++BxEbG4eOHTv5uijEj1BNUcChWg2xUU0RIYFn3LhJGDdukq+LQfwM1RQFHKrVIIQQQlxBQREhTaDmM0IIaRkoKCKkCdR8RvwNy9Klm/iXyMgoXxdBFNSnKMDYbuA0YaR4qKaI+IuhQ1OxffsWTJ/+F18XhRC7l19+FcHBIb4uhigoKAowY8dOxOHDB/HXvz7o66IEDHoqJ/4iMbELPvroM6jVal8XhRC7xMSuvi6CaBiBHoObxWLhUVZW7eti3JAgCNTkI4ITJ45i797dePLJ+RQYEUKIhEVFBUMma/o6TkFRM0khKCKEEELINc4GRfT4SwghhBACCooIIYQQQgBQUEQIIYQQAoCCIkIIIYQQABQUEUIIIYQAoKCIEEIIIQQABUWEEEIIIQAoKCKEEEIIAUBBESGEEEIIAAqKCCGEEEIAUFBECCGEEAKAgiJCCCGEEAAUFBFCCCGEAAAYQRAEXxdCSgRBAM/TLiOEEEKkgmUZMAzT5HIUFBFCCCGEgJrPCCGEEEIAUFBECCGEEAKAgiJCCCGEEAAUFBFCCCGEAKCgiBBCCCEEAAVFhBBCCCEAKCgihBBCCAFAQREhhBBCCAAKigghhBBCAFBQRAghhBACgIIiQgghhBAAFBQRQgghhACgoIgQQgghBADA+boApPmysrKwevVqnDx5EhcvXkRCQgLWr19fZxmdTocVK1Zgw4YNKCkpQevWrXHHHXfgscceA8fRPzsAbNy4Eb/++ivOnDmDqqoqdOzYETNnzsSdd94JhmEAADNnzsShQ4fqfXfDhg1ITEz0dpH91q5du7Bq1SpcunQJWq0WcXFxGD9+PObOnYvQ0FAAwKJFi/DTTz/V++6qVaswcuRIbxdZEqqrqzF58mQUFhbihx9+QJ8+fQDQcemMdevW4cUXX6z3/qxZs/Dcc88BoP3YXD/99BP+85//4PLlywgKCkKfPn3w0UcfQaVSBcz5TXdHCbp48SJ27dqFfv36ged5CIJQb5nXXnsNmzdvxt/+9jckJibixIkT+OCDD6DT6fDMM8/4oNT+54svvkC7du2waNEiREZGYt++fViyZAkKCgowd+5c+3L9+/fHwoUL63w3Pj7e28X1axUVFejbty9mzpyJiIgIXLx4ER9++CEuXryIzz//3L5c+/bt8c4779T5Lt18GrdixQpYLJYGP6Pj0jmfffaZPTAHgLi4uDqf0350zieffIJVq1bhiSeeQHJyMsrLy7F///46x2cgnN8UFEnQ2LFjMX78eADWp+/Tp0/X+ZzneWzcuBGPPvoo7rvvPgDA0KFDkZmZid9//52ColqffPIJoqKi7K9vuukmVFRUYM2aNZgzZw5Y1tq6HBYWhuTkZB+VUhpuu+22Oq+HDBkChUKBJUuWoLCw0H4jUqlUtC+ddPnyZfzvf//DwoULsWzZsnqf03HpnF69etU5z69H+7FpGRkZ+Oijj7BixQqMGjXK/v6kSZPqLBcI5zf1KZIg2826MYIgwGw213k6AoDQ0NAGa5VaqoYulElJSdBqtaipqfFBiQJLREQEAMBkMvm2IBL1xhtv4J577kHnzp19XRTSwq1btw7x8fF1AqJARUFRAJLJZJg+fTq+/vprnDp1CtXV1di3bx9++eUX3H///b4unl87evQo4uLiEBISYn/v0KFDSE5ORp8+fXD//ffj8OHDPiyhf7NYLDAYDDhz5gw+/vhjjB07tk5TRFZWFgYMGIDevXtj+vTp2Lp1qw9L6782bdqECxcu4Kmnnmp0GTounTNt2jQkJSVh3Lhx+PTTT+s1R9J+bNrJkyfRrVs3rFixAjfddBN69+6Ne+65BydPnqyzXCCc39R8FqCWLVuGZcuWYcaMGfb3Zs+ejYcfftiHpfJvR44cwYYNG+r0Lxg0aBBuu+02dOrUCUVFRVi9ejUefvhhfPXVV0hJSfFhaf3TmDFjUFhYCAAYMWIE/vWvf9k/S0pKQp8+fdClSxdoNBp88803eOqpp/D+++/j5ptv9lWR/Y5Op8Pbb7+NZ555pk5w7oiOy6bFxMRg3rx56NevHxiGwfbt2/Hee++hsLAQS5cuBUD70VnFxcU4ffo0Lly4gGXLlkGtVuPf//43HnnkEWzevBnR0dGBc34LRNIWLlwoTJ06td77b7/9tjB8+HBh7dq1wqFDh4SVK1cK/fr1E1atWuWDUvq//Px8ITU1VXjwwQcFi8XS6HLV1dXCmDFjhMcee8yLpZOO9PR04dixY8LatWuFMWPGCDNnzhTMZnODy1osFmHGjBnC5MmTvVxK//avf/1LmD59usDzvCAIgnDgwAGhW7duwqlTpxr9Dh2Xznn77beFpKQkobCwsMHPaT82bOLEiUK3bt2E9PR0+3vl5eVCSkqK8N577zX4Hame39R8FoAuXLiAzz//HK+99hpmzJiBQYMGYdasWZg9ezbef/99aLVaXxfRr1RVVWHWrFmIiIjAhx9+eMM+W0FBQRg1ahTOnDnjxRJKR48ePZCSkoIZM2ZgxYoVOHjwILZs2dLgsizLYuLEibh8+TL0er2XS+qfcnNz8fnnn2P+/PnQaDSoqqqy92+rqalBdXV1g9+j49I5kydPhsViQXp6eoOf035sWFhYGCIiItCjRw/7exEREejZsycuXbrU4Heken5T81kAsh2kSUlJdd7v2bMnjEYjCgsLG62Wb2n0ej1mz54NjUaD7777rl7ndOK67t27Qy6X4+rVq74uimTk5OTAZDLh8ccfr/fZAw88gH79+mHt2rU+KBlpybp06dLoeWwwGLxcGs+ioCgAtWvXDgBw5swZtGnTxv7+6dOnwTAM2rZt66ui+RWz2YwFCxYgIyMD//3vf+vlL2lITU0Ndu7caU+iRxp38uRJmEymRnO+8DyPTZs2oWvXrlCpVF4unX9KSkrCl19+Wee99PR0LF++HK+++mqjxx0dl87ZsGEDZDIZevbs2eDntB8bNmbMGKxbtw7p6en2h+3y8nKcOXMGDz30UIPfker5TUGRBOl0OuzatQuAtbpdq9Vi06ZNAIDBgwejd+/e6N27N5YtW4bS0lJ06NABp06dwsqVK3HnnXdCrVb7svh+49VXX8WOHTuwaNEiaLVanDhxwv5Zz549cerUKXz22WeYMGEC2rVrh6KiIqxZswbFxcV4//33fVdwPzR37lz07t0b3bt3h0qlwrlz57B69Wp0794d48ePR25uLhYtWoSpU6eiY8eOqKysxDfffIPTp0/jww8/9HXx/UZYWBiGDBnS4Ge9evVCr169cOTIETounfDoo49iyJAh6N69OwBg27ZtWLt2LR544AHExMTQfmyG8ePHo0+fPpg/fz6eeeYZKJVKrFy5EgqFAn/9618D6vxmBIES10hNTk4Oxo0b1+BnX375JYYMGWI/sfft24fS0lK0bt0a06ZNw6xZsyQVtXvS2LFjkZub2+Bn27Ztg8ViwWuvvYbz58+joqICarUaKSkpmDt3Lvr27evl0vq3lStXYsOGDbh69SoEQUC7du0wYcIEPProowgJCUFFRQVefPFFnD17FqWlpZDL5ejduzcef/xxjBgxwtfF92sHDx7EAw88YJ/mIysri45LJ7zxxhvYvXs3CgoKwPM8OnXqhBkzZmDmzJlgGIb2YzOVlZVh+fLl2LFjB0wmEwYOHIgXX3wRXbp0Cajzm4IiQgghhBBQ8kZCCCGEEAAUFBFCCCGEAKCgiBBCCCEEAAVFhBBCCCEAKCgihBBCCAFAQREhhBBCCAAKigghhBBCAFBQRAghhBACgIIiQgghhBAAFBQRQgghhACgoIgQQgghBAAFRYSQAJObm4tXXnkFkyZNQt++fTFkyBDMnz8fOTk59ZY9d+4c7r//fvTt2xcjR47EihUr8OOPP6J79+71lt+1axf++te/Ijk5GSkpKXj88cdx8eJFb/0sQogX0ISwhJCAsmnTJnzyyScYN24cWrdujdzcXHzzzTcICQnB77//DrVaDQAoLCzErbfeCgCYOXMmgoKC8P3330OhUODcuXPYtm0b4uPjAQA///wzFi1ahNTUVIwePRo6nQ7ffPMNNBoNfvrpJ/tyhBBpo6CIEBJQ9Ho9VCpVnfdOnDiBu+++G3//+99x++23AwDeeOMNfP311/jpp5+QlJQEAKioqMCkSZNQUVFhD4qqq6sxevRo3HzzzXj99dft6ywpKcHNN9+MyZMn13mfECJd1HxGCAkojgGRyWRCeXk5OnTogLCwMJw9e9b+2e7du5GcnGwPiAAgIiICt9xyS5317du3D1VVVZg6dSrKysrs/7Esi379+uHgwYOe/1GEEK/gfF0AQggRk16vx6effop169ahsLAQjpXhGo3G/ndubi6Sk5Prfb9Dhw51Xl+5cgUA8OCDDza4vZCQEPcLTQjxCxQUEUICyuuvv45169bhwQcfRHJyMkJDQ8EwDJ555hm40lvA9p1//OMfiImJqfe5TCZzu8yEEP9AQREhJKD88ccfuP3227Fo0SL7ewaDoU4tEQC0a9cOWVlZ9b5/9erVOq/bt28PAIiOjsawYcM8UGJCiL+gPkWEkIDSUM3NV199BYvFUue91NRUnDhxAunp6fb3Kioq8Ntvv9VZbsSIEQgJCcGnn34Kk8lUb91lZWUilZwQ4mtUU0QICSijR4/GL7/8gpCQEHTp0gUnTpzAvn37EBERUWe5xx57DL/++isefvhh3H///fYh+W3atEFFRQUYhgFg7TP0yiuv4IUXXsD06dMxZcoUREVFIS8vD7t27UL//v2xdOlSH/xSQojYKCgihASUl19+GSzL4rfffoPBYED//v2xZs0aPPbYY3WWa9OmDb788ku88cYb+PTTTxEVFYX77rsParUab7zxBpRKpX3ZW265BbGxsVi5ciVWr14No9GIuLg4DBw4ENOnT/f2TySEeAjlKSKEEAdvvvkmvvvuOxw/fpw6URPSwlCfIkJIi6XX6+u8Li8vx6+//ooBAwZQQERIC0TNZ4SQFuvuu+/G4MGDkZiYiJKSEvz444/QarWYM2eOr4tGCPEBaj4jhLRY//d//4c//vgDBQUFYBgGPXv2xNy5c2noPSEtFAVFhBBCCCGgPkWEEEIIIQAoKCKEEEIIAUBBESGEEEIIAAqKCCGEEEIAUFBECCGEEAKAgiJCCCGEEAAUFBFCCCGEAKCgiBBCCCEEAAVFhBBCCCEAgP8HaRiXrTTXevIAAAAASUVORK5CYII=",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.violinplot(data=people, x=\"age\", y=\"weight\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "71e53cb6-d91c-4d61-ba34-61e4344c4059",
|
|
"metadata": {},
|
|
"source": [
|
|
"I want to see the main distribution of people by age by weight. \"A violin plot (violinplot) combines\n",
|
|
"a box plot with a kernel density plot, showing the distribution, probability density,\n",
|
|
"and central tendencies of the data. It provides a detailed view of the data's distribution, \n",
|
|
"highlighting variations and multimodalities.\" - https://www.geeksforgeeks.org/data-visualization/\n",
|
|
"types-of-seaborn-plots/"
|
|
]
|
|
},
|
|
{
|
|
"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": [
|
|
"*It's important to recognize the limitations of our research.\n",
|
|
"Consider the following:*\n",
|
|
"\n",
|
|
"- *Do the results give an accurate depiction of your research question? Why or why not?*\n",
|
|
"- *What were limitations of your datset?*\n",
|
|
"- *Are there any known biases in the data?*\n",
|
|
"\n",
|
|
"✏️ *Write your answer below:*"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "beneficial-invasion",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Summary"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "about-raise",
|
|
"metadata": {},
|
|
"source": [
|
|
"*Summarize what you discovered through the research. Consider the following:*\n",
|
|
"\n",
|
|
"- *What did you learn about your media consumption/digital habits?*\n",
|
|
"- *Did the results make sense?*\n",
|
|
"- *What was most surprising?*\n",
|
|
"- *How will this project impact you going forward?*\n",
|
|
"\n",
|
|
"✏️ *Write your answer below:*"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"jupytext": {
|
|
"cell_metadata_json": true,
|
|
"text_representation": {
|
|
"extension": ".Rmd",
|
|
"format_name": "rmarkdown",
|
|
"format_version": "1.2",
|
|
"jupytext_version": "1.9.1"
|
|
}
|
|
},
|
|
"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": "3.12.3"
|
|
},
|
|
"toc": {
|
|
"base_numbering": 1,
|
|
"nav_menu": {},
|
|
"number_sections": false,
|
|
"sideBar": true,
|
|
"skip_h1_title": false,
|
|
"title_cell": "Table of Contents",
|
|
"title_sidebar": "Contents",
|
|
"toc_cell": false,
|
|
"toc_position": {},
|
|
"toc_section_display": true,
|
|
"toc_window_display": false
|
|
},
|
|
"varInspector": {
|
|
"cols": {
|
|
"lenName": 16,
|
|
"lenType": 16,
|
|
"lenVar": 40
|
|
},
|
|
"kernels_config": {
|
|
"python": {
|
|
"delete_cmd_postfix": "",
|
|
"delete_cmd_prefix": "del ",
|
|
"library": "var_list.py",
|
|
"varRefreshCmd": "print(var_dic_list())"
|
|
},
|
|
"r": {
|
|
"delete_cmd_postfix": ") ",
|
|
"delete_cmd_prefix": "rm(",
|
|
"library": "var_list.r",
|
|
"varRefreshCmd": "cat(var_dic_list()) "
|
|
}
|
|
},
|
|
"types_to_exclude": [
|
|
"module",
|
|
"function",
|
|
"builtin_function_or_method",
|
|
"instance",
|
|
"_Feature"
|
|
],
|
|
"window_display": false
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|